From 0a41db9b1cdd1da57ab7af8dc0c69aa8bcb125be Mon Sep 17 00:00:00 2001
From: fangliu117 <107778735+fangliu117@users.noreply.github.com>
Date: Mon, 14 Apr 2025 01:27:36 -0400
Subject: [PATCH 1/3] Add example usage lymph node data and notebooks

---
 examples/.DS_Store                            |  Bin 0 -> 6148 bytes
 .../Lymph_Node_Tissue.pickle                  |  Bin 0 -> 4394396 bytes
 .../example_usage_lymphnode/analysis.ipynb    | 2521 +++++++++
 .../example_lymphnode_data.csv                | 4826 +++++++++++++++++
 ..._1_to_renamed_clusters_relation_matrix.csv |   11 +
 5 files changed, 7358 insertions(+)
 create mode 100644 examples/.DS_Store
 create mode 100644 examples/example_usage_lymphnode/Lymph_Node_Tissue.pickle
 create mode 100644 examples/example_usage_lymphnode/analysis.ipynb
 create mode 100644 examples/example_usage_lymphnode/example_lymphnode_data.csv
 create mode 100644 examples/example_usage_lymphnode/phenograph_k60_1_to_renamed_clusters_relation_matrix.csv

diff --git a/examples/.DS_Store b/examples/.DS_Store
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diff --git a/examples/example_usage_lymphnode/Lymph_Node_Tissue.pickle b/examples/example_usage_lymphnode/Lymph_Node_Tissue.pickle
new file mode 100644
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diff --git a/examples/example_usage_lymphnode/analysis.ipynb b/examples/example_usage_lymphnode/analysis.ipynb
new file mode 100644
index 00000000..dabdaa50
--- /dev/null
+++ b/examples/example_usage_lymphnode/analysis.ipynb
@@ -0,0 +1,2521 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/Users/liuf9/opt/anaconda3/envs/spac-3913/bin/python\n"
+     ]
+    }
+   ],
+   "source": [
+    "import sys\n",
+    "print(sys.executable)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# !pip list | grep spac"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import spac"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## SPAC Analysis on Lymph Node Tissue Dataset\n",
+    "\n",
+    "**Date: 03-2025**"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Module Imports & Utilty Functions, Define I/O"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/liuf9/opt/anaconda3/envs/spac-3913/lib/python3.9/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
+      "  from .autonotebook import tqdm as notebook_tqdm\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Import functions from the updated SPAC package\n",
+    "from spac.data_utils import load_csv_files, select_values, combine_dfs, ingest_cells  \n",
+    "from spac.transformations import arcsinh_transformation, z_score_normalization, run_umap, phenograph_clustering, rename_annotations\n",
+    "from spac.visualization import boxplot, histogram, hierarchical_heatmap, dimensionality_reduction_plot, relational_heatmap, sankey_plot, spatial_plot, interactive_spatial_plot, visualize_nearest_neighbor, plot_ripley_l\n",
+    "from spac.spatial_analysis import spatial_interaction, calculate_nearest_neighbor, ripley_l\n",
+    "from spac.phenotyping import assign_manual_phenotypes\n",
+    "from functools import partial"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# !pip install parmap"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pickle\n",
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "from math import ceil, sqrt\n",
+    "import matplotlib.pyplot as plt\n",
+    "import seaborn as sns  \n",
+    "import copy\n",
+    "import anndata\n",
+    "import scanpy as sc\n",
+    "import plotly.io as pio\n",
+    "from PIL import Image\n",
+    "from pprint import pprint\n",
+    "%matplotlib inline"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Setup working dir\n",
+    "data_csv = \"example_lymphnode_data.csv\"   \n",
+    "output_data_pickle = \"Lymph_Node_Tissue.pickle\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Utility: Save processed AnnData using pickle\n",
+    "def save_pickle(data, filename=output_data_pickle):\n",
+    "    with open(filename, \"wb\") as f:\n",
+    "        pickle.dump(data, f)\n",
+    "    print(f\"Saved processed object to {filename}\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Utility: Generate a grid frame for multiple subplots with an optional n_plots parameter\n",
+    "def generate_grid_frame(adata, fig_width=12, fig_height=12, dpi=300, n_plots=None):\n",
+    "    # Use n_plots if provided; otherwise, use the total number of annotations\n",
+    "    if n_plots is None:\n",
+    "        n_annotations = len(adata.obs.columns.tolist())\n",
+    "    else:\n",
+    "        n_annotations = n_plots\n",
+    "\n",
+    "    # Calculate the number of rows and columns needed\n",
+    "    n_cols = ceil(sqrt(n_annotations))\n",
+    "    n_rows = ceil(n_annotations / n_cols)\n",
+    "    \n",
+    "    # Create a figure with a grid of subplots\n",
+    "    fig, axes = plt.subplots(\n",
+    "        nrows=n_rows, \n",
+    "        ncols=n_cols, \n",
+    "        figsize=(fig_width, fig_height), \n",
+    "        dpi=dpi\n",
+    "        )\n",
+    "    axes = axes.flatten()  # Flatten for easy indexing\n",
+    "    return fig, axes"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "2025-04-13 23:56:44,444 - INFO - CSVs are converted into dataframes and combined into a list!\n",
+      "2025-04-13 23:56:44,444 - INFO - Total of 1 dataframes in the list.\n",
+      "2025-04-13 23:56:44,445 - INFO - File name: example_lymphnode_data.csv\n",
+      "2025-04-13 23:56:44,445 - INFO - Info: \n",
+      "2025-04-13 23:56:44,458 - INFO - None\n",
+      "2025-04-13 23:56:44,459 - INFO - Description: \n",
+      "2025-04-13 23:56:44,524 - INFO -             CellID          DNA1          BG1          BG2          BG3  \\\n",
+      "count  4825.000000   4825.000000  4825.000000  4825.000000  4825.000000   \n",
+      "mean   2413.000000  30125.675971   883.482671   562.292221  1102.110284   \n",
+      "std    1393.001855   9488.749806   111.565519   111.174097    51.998103   \n",
+      "min       1.000000   6806.434783   609.449438   373.991071   975.745098   \n",
+      "25%    1207.000000  22830.342340   807.523148   495.817204  1073.873684   \n",
+      "50%    2413.000000  29107.907560   879.502762   540.023256  1096.061350   \n",
+      "75%    3619.000000  36504.000000   945.276498   596.254826  1121.433657   \n",
+      "max    4825.000000  63766.893620  1509.895833  1804.450382  2491.890995   \n",
+      "\n",
+      "               DNA2         CD25          CD2         CD10          DNA3  ...  \\\n",
+      "count   4825.000000  4825.000000  4825.000000  4825.000000   4825.000000  ...   \n",
+      "mean   26084.026525   688.867612   683.228499  1607.336851  14274.116833  ...   \n",
+      "std     8713.174558    78.113512   187.071266   137.272077   5044.422295  ...   \n",
+      "min     6486.068493   386.840336   178.099099  1064.166667   2865.516129  ...   \n",
+      "25%    19473.025480   638.398058   552.730000  1532.819277  10476.814960  ...   \n",
+      "50%    25104.051280   697.299065   664.623377  1601.166667  13689.943750  ...   \n",
+      "75%    31584.227720   741.085714   792.836538  1672.967949  17619.038460  ...   \n",
+      "max    63234.846810  1054.023669  1826.163462  3996.360190  35351.882350  ...   \n",
+      "\n",
+      "       CD21_expression  CD43_expression  NOS2_expression  PDL1_expression  \\\n",
+      "count      4825.000000      4825.000000      4825.000000      4825.000000   \n",
+      "mean          0.291192         0.315440         0.105285         0.231088   \n",
+      "std           0.454359         0.464739         0.306952         0.421572   \n",
+      "min           0.000000         0.000000         0.000000         0.000000   \n",
+      "25%           0.000000         0.000000         0.000000         0.000000   \n",
+      "50%           0.000000         0.000000         0.000000         0.000000   \n",
+      "75%           1.000000         1.000000         0.000000         0.000000   \n",
+      "max           1.000000         1.000000         1.000000         1.000000   \n",
+      "\n",
+      "       CD11B_expression  CD57_expression  MHCI_expression  CD15_expression  \\\n",
+      "count       4825.000000      4825.000000      4825.000000      4825.000000   \n",
+      "mean           0.317720         0.121865         0.921451         0.091813   \n",
+      "std            0.465638         0.327164         0.269062         0.288792   \n",
+      "min            0.000000         0.000000         0.000000         0.000000   \n",
+      "25%            0.000000         0.000000         1.000000         0.000000   \n",
+      "50%            0.000000         0.000000         1.000000         0.000000   \n",
+      "75%            1.000000         0.000000         1.000000         0.000000   \n",
+      "max            1.000000         1.000000         1.000000         1.000000   \n",
+      "\n",
+      "       ASMA_expression  CD56_expression  \n",
+      "count      4825.000000      4825.000000  \n",
+      "mean          0.242487         0.140104  \n",
+      "std           0.428632         0.347130  \n",
+      "min           0.000000         0.000000  \n",
+      "25%           0.000000         0.000000  \n",
+      "50%           0.000000         0.000000  \n",
+      "75%           0.000000         0.000000  \n",
+      "max           1.000000         1.000000  \n",
+      "\n",
+      "[8 rows x 82 columns]\n",
+      "2025-04-13 23:56:44,531 - INFO - \n",
+      "\n",
+      "2025-04-13 23:56:44,531 - INFO - Combining Dataframes into Single Dataframe...\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 4825 entries, 0 to 4824\n",
+      "Data columns (total 85 columns):\n",
+      " #   Column              Non-Null Count  Dtype  \n",
+      "---  ------              --------------  -----  \n",
+      " 0   CellID              4825 non-null   int64  \n",
+      " 1   DNA1                4825 non-null   float64\n",
+      " 2   BG1                 4825 non-null   float64\n",
+      " 3   BG2                 4825 non-null   float64\n",
+      " 4   BG3                 4825 non-null   float64\n",
+      " 5   DNA2                4825 non-null   float64\n",
+      " 6   CD25                4825 non-null   float64\n",
+      " 7   CD2                 4825 non-null   float64\n",
+      " 8   CD10                4825 non-null   float64\n",
+      " 9   DNA3                4825 non-null   float64\n",
+      " 10  CD163               4825 non-null   float64\n",
+      " 11  CD3D                4825 non-null   float64\n",
+      " 12  CD5                 4825 non-null   float64\n",
+      " 13  DNA4                4825 non-null   float64\n",
+      " 14  CD30                4825 non-null   float64\n",
+      " 15  ACTIN               4825 non-null   float64\n",
+      " 16  CD45                4825 non-null   float64\n",
+      " 17  DNA5                4825 non-null   float64\n",
+      " 18  CD206               4825 non-null   float64\n",
+      " 19  CD68                4825 non-null   float64\n",
+      " 20  PD1                 4825 non-null   float64\n",
+      " 21  DNA6                4825 non-null   float64\n",
+      " 22  KI67                4825 non-null   float64\n",
+      " 23  CD11C               4825 non-null   float64\n",
+      " 24  CD7                 4825 non-null   float64\n",
+      " 25  DNA7                4825 non-null   float64\n",
+      " 26  CD8A                4825 non-null   float64\n",
+      " 27  FOXP3               4825 non-null   float64\n",
+      " 28  CD20                4825 non-null   float64\n",
+      " 29  DNA8                4825 non-null   float64\n",
+      " 30  CD4                 4825 non-null   float64\n",
+      " 31  HLADR               4825 non-null   float64\n",
+      " 32  PSTAT3              4825 non-null   float64\n",
+      " 33  DNA9                4825 non-null   float64\n",
+      " 34  PS6                 4825 non-null   float64\n",
+      " 35  PERK                4825 non-null   float64\n",
+      " 36  CD21                4825 non-null   float64\n",
+      " 37  DNA10               4825 non-null   float64\n",
+      " 38  CD43                4825 non-null   float64\n",
+      " 39  NOS2                4825 non-null   float64\n",
+      " 40  PDL1                4825 non-null   float64\n",
+      " 41  DNA11               4825 non-null   float64\n",
+      " 42  CD11B               4825 non-null   float64\n",
+      " 43  CD57                4825 non-null   float64\n",
+      " 44  MHCI                4825 non-null   float64\n",
+      " 45  DNA12               4825 non-null   float64\n",
+      " 46  CD15                4825 non-null   float64\n",
+      " 47  ASMA                4825 non-null   float64\n",
+      " 48  CD56                4825 non-null   float64\n",
+      " 49  X_centroid          4825 non-null   float64\n",
+      " 50  Y_centroid          4825 non-null   float64\n",
+      " 51  Area                4825 non-null   int64  \n",
+      " 52  MajorAxisLength     4825 non-null   float64\n",
+      " 53  MinorAxisLength     4825 non-null   float64\n",
+      " 54  Eccentricity        4825 non-null   float64\n",
+      " 55  Solidity            4825 non-null   float64\n",
+      " 56  Extent              4825 non-null   float64\n",
+      " 57  Orientation         4825 non-null   float64\n",
+      " 58  CD25_expression     4825 non-null   int64  \n",
+      " 59  CD163_expression    4825 non-null   int64  \n",
+      " 60  CD3D_expression     4825 non-null   int64  \n",
+      " 61  CD45_expression     4825 non-null   int64  \n",
+      " 62  CD206_expression    4825 non-null   int64  \n",
+      " 63  CD68_expression     4825 non-null   int64  \n",
+      " 64  PD1_expression      4825 non-null   int64  \n",
+      " 65  KI67_expression     4825 non-null   int64  \n",
+      " 66  CD11C_expression    4825 non-null   int64  \n",
+      " 67  CD8A_expression     4825 non-null   int64  \n",
+      " 68  FOXP3_expression    4825 non-null   int64  \n",
+      " 69  CD20_expression     4825 non-null   int64  \n",
+      " 70  CD4_expression      4825 non-null   int64  \n",
+      " 71  HLADR_expression    4825 non-null   int64  \n",
+      " 72  CD21_expression     4825 non-null   int64  \n",
+      " 73  CD43_expression     4825 non-null   int64  \n",
+      " 74  NOS2_expression     4825 non-null   int64  \n",
+      " 75  PDL1_expression     4825 non-null   int64  \n",
+      " 76  CD11B_expression    4825 non-null   int64  \n",
+      " 77  CD57_expression     4825 non-null   int64  \n",
+      " 78  MHCI_expression     4825 non-null   int64  \n",
+      " 79  CD15_expression     4825 non-null   int64  \n",
+      " 80  ASMA_expression     4825 non-null   int64  \n",
+      " 81  CD56_expression     4825 non-null   int64  \n",
+      " 82  detailed_cell_type  4825 non-null   object \n",
+      " 83  broad_cell_type     4825 non-null   object \n",
+      " 84  loaded_file_name    4825 non-null   object \n",
+      "dtypes: float64(56), int64(26), object(3)\n",
+      "memory usage: 3.1+ MB\n",
+      "Loaded data:\n",
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 4825 entries, 0 to 4824\n",
+      "Data columns (total 85 columns):\n",
+      " #   Column              Non-Null Count  Dtype  \n",
+      "---  ------              --------------  -----  \n",
+      " 0   CellID              4825 non-null   int64  \n",
+      " 1   DNA1                4825 non-null   float64\n",
+      " 2   BG1                 4825 non-null   float64\n",
+      " 3   BG2                 4825 non-null   float64\n",
+      " 4   BG3                 4825 non-null   float64\n",
+      " 5   DNA2                4825 non-null   float64\n",
+      " 6   CD25                4825 non-null   float64\n",
+      " 7   CD2                 4825 non-null   float64\n",
+      " 8   CD10                4825 non-null   float64\n",
+      " 9   DNA3                4825 non-null   float64\n",
+      " 10  CD163               4825 non-null   float64\n",
+      " 11  CD3D                4825 non-null   float64\n",
+      " 12  CD5                 4825 non-null   float64\n",
+      " 13  DNA4                4825 non-null   float64\n",
+      " 14  CD30                4825 non-null   float64\n",
+      " 15  ACTIN               4825 non-null   float64\n",
+      " 16  CD45                4825 non-null   float64\n",
+      " 17  DNA5                4825 non-null   float64\n",
+      " 18  CD206               4825 non-null   float64\n",
+      " 19  CD68                4825 non-null   float64\n",
+      " 20  PD1                 4825 non-null   float64\n",
+      " 21  DNA6                4825 non-null   float64\n",
+      " 22  KI67                4825 non-null   float64\n",
+      " 23  CD11C               4825 non-null   float64\n",
+      " 24  CD7                 4825 non-null   float64\n",
+      " 25  DNA7                4825 non-null   float64\n",
+      " 26  CD8A                4825 non-null   float64\n",
+      " 27  FOXP3               4825 non-null   float64\n",
+      " 28  CD20                4825 non-null   float64\n",
+      " 29  DNA8                4825 non-null   float64\n",
+      " 30  CD4                 4825 non-null   float64\n",
+      " 31  HLADR               4825 non-null   float64\n",
+      " 32  PSTAT3              4825 non-null   float64\n",
+      " 33  DNA9                4825 non-null   float64\n",
+      " 34  PS6                 4825 non-null   float64\n",
+      " 35  PERK                4825 non-null   float64\n",
+      " 36  CD21                4825 non-null   float64\n",
+      " 37  DNA10               4825 non-null   float64\n",
+      " 38  CD43                4825 non-null   float64\n",
+      " 39  NOS2                4825 non-null   float64\n",
+      " 40  PDL1                4825 non-null   float64\n",
+      " 41  DNA11               4825 non-null   float64\n",
+      " 42  CD11B               4825 non-null   float64\n",
+      " 43  CD57                4825 non-null   float64\n",
+      " 44  MHCI                4825 non-null   float64\n",
+      " 45  DNA12               4825 non-null   float64\n",
+      " 46  CD15                4825 non-null   float64\n",
+      " 47  ASMA                4825 non-null   float64\n",
+      " 48  CD56                4825 non-null   float64\n",
+      " 49  X_centroid          4825 non-null   float64\n",
+      " 50  Y_centroid          4825 non-null   float64\n",
+      " 51  Area                4825 non-null   int64  \n",
+      " 52  MajorAxisLength     4825 non-null   float64\n",
+      " 53  MinorAxisLength     4825 non-null   float64\n",
+      " 54  Eccentricity        4825 non-null   float64\n",
+      " 55  Solidity            4825 non-null   float64\n",
+      " 56  Extent              4825 non-null   float64\n",
+      " 57  Orientation         4825 non-null   float64\n",
+      " 58  CD25_expression     4825 non-null   int64  \n",
+      " 59  CD163_expression    4825 non-null   int64  \n",
+      " 60  CD3D_expression     4825 non-null   int64  \n",
+      " 61  CD45_expression     4825 non-null   int64  \n",
+      " 62  CD206_expression    4825 non-null   int64  \n",
+      " 63  CD68_expression     4825 non-null   int64  \n",
+      " 64  PD1_expression      4825 non-null   int64  \n",
+      " 65  KI67_expression     4825 non-null   int64  \n",
+      " 66  CD11C_expression    4825 non-null   int64  \n",
+      " 67  CD8A_expression     4825 non-null   int64  \n",
+      " 68  FOXP3_expression    4825 non-null   int64  \n",
+      " 69  CD20_expression     4825 non-null   int64  \n",
+      " 70  CD4_expression      4825 non-null   int64  \n",
+      " 71  HLADR_expression    4825 non-null   int64  \n",
+      " 72  CD21_expression     4825 non-null   int64  \n",
+      " 73  CD43_expression     4825 non-null   int64  \n",
+      " 74  NOS2_expression     4825 non-null   int64  \n",
+      " 75  PDL1_expression     4825 non-null   int64  \n",
+      " 76  CD11B_expression    4825 non-null   int64  \n",
+      " 77  CD57_expression     4825 non-null   int64  \n",
+      " 78  MHCI_expression     4825 non-null   int64  \n",
+      " 79  CD15_expression     4825 non-null   int64  \n",
+      " 80  ASMA_expression     4825 non-null   int64  \n",
+      " 81  CD56_expression     4825 non-null   int64  \n",
+      " 82  detailed_cell_type  4825 non-null   object \n",
+      " 83  broad_cell_type     4825 non-null   object \n",
+      " 84  loaded_file_name    4825 non-null   object \n",
+      "dtypes: float64(56), int64(26), object(3)\n",
+      "memory usage: 3.1+ MB\n",
+      "None\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Data Loading & Preprocessing\n",
+    "file_names = [data_csv]\n",
+    "data = load_csv_files(file_names)\n",
+    "print(\"Loaded data:\")\n",
+    "print(data.info())\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "#####################################\n",
+      "\n",
+      "Summary of cells that matched each phenotype:\n",
+      "NB: Cells count have matched other phenotypes as well\n",
+      "Regulatory T Cell: 527 cell(s)\n",
+      "Helper T Cell: 1123 cell(s)\n",
+      "Cytotoxic T Cell: 999 cell(s)\n",
+      "T Cell: 2234 cell(s)\n",
+      "B Cell: 922 cell(s)\n",
+      "Follicular Dendritic Cell: 713 cell(s)\n",
+      "NK Cell: 676 cell(s)\n",
+      "CD68+ Macrophage: 701 cell(s)\n",
+      "Dendritic Cell: 2515 cell(s)\n",
+      "Granulocyte: 443 cell(s)\n",
+      "Proliferating Cell: 1130 cell(s)\n",
+      "Activated T/B Cell: 1180 cell(s)\n",
+      "Activated APC: 2533 cell(s)\n",
+      "CD163+ Macrophage: 571 cell(s)\n",
+      "\n",
+      "#####################################\n",
+      "\n",
+      "Summary of cells that matched multiple phenotypes:\n",
+      "Cells that matched 0 phenotype(s): 252 cells\n",
+      "Cells that matched 1 phenotype(s): 515 cells\n",
+      "Cells that matched 2 phenotype(s): 858 cells\n",
+      "Cells that matched 3 phenotype(s): 940 cells\n",
+      "Cells that matched 4 phenotype(s): 1010 cells\n",
+      "Cells that matched 5 phenotype(s): 673 cells\n",
+      "Cells that matched 6 phenotype(s): 352 cells\n",
+      "Cells that matched 7 phenotype(s): 140 cells\n",
+      "Cells that matched 8 phenotype(s): 58 cells\n",
+      "Cells that matched 9 phenotype(s): 18 cells\n",
+      "Cells that matched 10 phenotype(s): 7 cells\n",
+      "Cells that matched 11 phenotype(s): 1 cells\n",
+      "Cells that matched 12 phenotype(s): 1 cells\n",
+      "\n",
+      "#####################################\n",
+      "\n",
+      "Summary of cells with multiple phenotypes in \"manual_phenotype\"\n",
+      "\n",
+      "\n",
+      "                                                                                                                                                                manual_phenotype  count\n",
+      "                                                                                                                                                   Dendritic Cell, Activated APC    220\n",
+      "                                                                                                                                                        Cytotoxic T Cell, T Cell    121\n",
+      "                                                                                                                   B Cell, Proliferating Cell, Activated T/B Cell, Activated APC    105\n",
+      "                                                                                                                                        Cytotoxic T Cell, T Cell, Dendritic Cell     74\n",
+      "                                                                                                                                 CD68+ Macrophage, Dendritic Cell, Activated APC     69\n",
+      "                                                                                                                                       B Cell, Proliferating Cell, Activated APC     67\n",
+      "                                                                                                                                                           B Cell, Activated APC     64\n",
+      "                                                                                                                        Regulatory T Cell, Helper T Cell, T Cell, Dendritic Cell     61\n",
+      "                                                                                                                       B Cell, Dendritic Cell, Proliferating Cell, Activated APC     58\n",
+      "                                                                                                Follicular Dendritic Cell, Proliferating Cell, Activated T/B Cell, Activated APC     55\n",
+      "                                                                                                   B Cell, Dendritic Cell, Proliferating Cell, Activated T/B Cell, Activated APC     55\n",
+      "                                                                                                                                         Helper T Cell, Cytotoxic T Cell, T Cell     50\n",
+      "                                                                                                                                               Dendritic Cell, CD163+ Macrophage     48\n",
+      "                                                                                                                         Helper T Cell, Cytotoxic T Cell, T Cell, Dendritic Cell     47\n",
+      "                                                                                        T Cell, Follicular Dendritic Cell, Proliferating Cell, Activated T/B Cell, Activated APC     47\n",
+      "                                                                                Follicular Dendritic Cell, Dendritic Cell, Proliferating Cell, Activated T/B Cell, Activated APC     46\n",
+      "                                                                                                                                                          T Cell, Dendritic Cell     41\n",
+      "                                                                                                                                           Helper T Cell, T Cell, Dendritic Cell     40\n",
+      "                                                                                                                      Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell     38\n",
+      "                                                                                                    Follicular Dendritic Cell, Dendritic Cell, Proliferating Cell, Activated APC     37\n",
+      "                                                                                                                         Cytotoxic T Cell, T Cell, Dendritic Cell, Activated APC     36\n",
+      "                                                                                                                                           T Cell, Dendritic Cell, Activated APC     36\n",
+      "                                                                                                           T Cell, B Cell, Proliferating Cell, Activated T/B Cell, Activated APC     34\n",
+      "                                                                                                                                        Regulatory T Cell, Helper T Cell, T Cell     34\n",
+      "                                                                                                                                          NK Cell, Dendritic Cell, Activated APC     31\n",
+      "                                                                                                                               Dendritic Cell, Proliferating Cell, Activated APC     30\n",
+      "                                                                                                      Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, Dendritic Cell     30\n",
+      "                                                                                                                                                          B Cell, Dendritic Cell     28\n",
+      "                                                                                                                        Follicular Dendritic Cell, Dendritic Cell, Activated APC     28\n",
+      "                                                                                                              CD68+ Macrophage, Dendritic Cell, Activated APC, CD163+ Macrophage     28\n",
+      "                                                                                                                    Follicular Dendritic Cell, Proliferating Cell, Activated APC     27\n",
+      "                                                                                                                                                 CD68+ Macrophage, Activated APC     26\n",
+      "                                                                                                                                                           Helper T Cell, T Cell     25\n",
+      "                                                                        T Cell, Follicular Dendritic Cell, Dendritic Cell, Proliferating Cell, Activated T/B Cell, Activated APC     25\n",
+      "                                                                                                                                           B Cell, Dendritic Cell, Activated APC     24\n",
+      "                                                                                                                                                         NK Cell, Dendritic Cell     24\n",
+      "                                                                                                                                                  B Cell, NK Cell, Activated APC     23\n",
+      "                                                                                                      Follicular Dendritic Cell, CD68+ Macrophage, Dendritic Cell, Activated APC     22\n",
+      "                                                                                                                                              Dendritic Cell, Proliferating Cell     22\n",
+      "                                                                                                                                                          NK Cell, Activated APC     21\n",
+      "                                                                                                                                         Cytotoxic T Cell, T Cell, Activated APC     21\n",
+      "                                                                                                                                         B Cell, CD68+ Macrophage, Activated APC     20\n",
+      "                                                                                                                                        Follicular Dendritic Cell, Activated APC     20\n",
+      "                                                                                            T Cell, Follicular Dendritic Cell, Dendritic Cell, Activated T/B Cell, Activated APC     20\n",
+      "                                                                                                                                               Proliferating Cell, Activated APC     19\n",
+      "                                                                                           T Cell, B Cell, Dendritic Cell, Proliferating Cell, Activated T/B Cell, Activated APC     19\n",
+      "                                                                         Helper T Cell, T Cell, Follicular Dendritic Cell, Proliferating Cell, Activated T/B Cell, Activated APC     18\n",
+      "                                                                                                                                       Follicular Dendritic Cell, Dendritic Cell     18\n",
+      "                                                                                                                                           Cytotoxic T Cell, T Cell, Granulocyte     17\n",
+      "                                                                                                         Regulatory T Cell, Helper T Cell, T Cell, Dendritic Cell, Activated APC     17\n",
+      "                                                                                                                                      Dendritic Cell, Granulocyte, Activated APC     16\n",
+      "                                                                                                                                                           T Cell, Activated APC     16\n",
+      "                                                                                                                       Helper T Cell, T Cell, Dendritic Cell, Activated T/B Cell     16\n",
+      "                                                                                                                                               Cytotoxic T Cell, T Cell, NK Cell     15\n",
+      "                                                                                                                         B Cell, CD68+ Macrophage, Dendritic Cell, Activated APC     15\n",
+      "                                                                                                                     Helper T Cell, Cytotoxic T Cell, T Cell, Activated T/B Cell     15\n",
+      "                                                                                                                                                     Dendritic Cell, Granulocyte     14\n",
+      "                                                                                                                     Cytotoxic T Cell, T Cell, Dendritic Cell, CD163+ Macrophage     14\n",
+      "                                                         Helper T Cell, T Cell, Follicular Dendritic Cell, Dendritic Cell, Proliferating Cell, Activated T/B Cell, Activated APC     14\n",
+      "                                                                                                            T Cell, Follicular Dendritic Cell, Activated T/B Cell, Activated APC     14\n",
+      "                                                                                                                       B Cell, Dendritic Cell, Activated T/B Cell, Activated APC     14\n",
+      "                                                                                                                                                             T Cell, Granulocyte     14\n",
+      "                                                                                                                      Follicular Dendritic Cell, CD68+ Macrophage, Activated APC     14\n",
+      "                                                                                                    Follicular Dendritic Cell, Dendritic Cell, Activated T/B Cell, Activated APC     14\n",
+      "                                                                                                     Helper T Cell, Cytotoxic T Cell, T Cell, Dendritic Cell, Activated T/B Cell     14\n",
+      "                                                                                                          Helper T Cell, Cytotoxic T Cell, T Cell, Dendritic Cell, Activated APC     14\n",
+      "                                                                                                                                       B Cell, Activated T/B Cell, Activated APC     14\n",
+      "                                                                                                                                     Cytotoxic T Cell, T Cell, CD163+ Macrophage     13\n",
+      "                                                                                                                                    Cytotoxic T Cell, T Cell, Proliferating Cell     13\n",
+      "                                                                                                                               T Cell, B Cell, Activated T/B Cell, Activated APC     13\n",
+      "                                                                                                 CD68+ Macrophage, Dendritic Cell, Granulocyte, Activated APC, CD163+ Macrophage     12\n",
+      "                                                                                                                    Follicular Dendritic Cell, Activated T/B Cell, Activated APC     12\n",
+      "                                                                                                    Regulatory T Cell, Helper T Cell, T Cell, Dendritic Cell, Activated T/B Cell     12\n",
+      "                                                                                                                                                      Granulocyte, Activated APC     12\n",
+      "                                                                                 B Cell, CD68+ Macrophage, Dendritic Cell, Proliferating Cell, Activated T/B Cell, Activated APC     12\n",
+      "                                                                                                               T Cell, B Cell, Dendritic Cell, Activated T/B Cell, Activated APC     12\n",
+      "                                                                                                                            Helper T Cell, T Cell, Dendritic Cell, Activated APC     11\n",
+      "                                                                                                     NK Cell, CD68+ Macrophage, Dendritic Cell, Activated APC, CD163+ Macrophage     11\n",
+      "                                                                                                                               Cytotoxic T Cell, T Cell, NK Cell, Dendritic Cell     11\n",
+      "                                                                                                                                                            NK Cell, Granulocyte     11\n",
+      "                                                                                                                    Cytotoxic T Cell, T Cell, Dendritic Cell, Proliferating Cell     11\n",
+      "                                                                                                                                      B Cell, Dendritic Cell, Proliferating Cell     11\n",
+      "                                                                                                                         Regulatory T Cell, Helper T Cell, T Cell, Activated APC     11\n",
+      "                                                                                                                                       Helper T Cell, T Cell, Activated T/B Cell     11\n",
+      "                                                                                                                     NK Cell, CD68+ Macrophage, Activated APC, CD163+ Macrophage     11\n",
+      "                                                                                                                Helper T Cell, T Cell, B Cell, Activated T/B Cell, Activated APC     10\n",
+      "                                                                                                     B Cell, CD68+ Macrophage, Dendritic Cell, Proliferating Cell, Activated APC     10\n",
+      "                                                                                                  Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, Activated T/B Cell     10\n",
+      "                                                                                   Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, Dendritic Cell, CD163+ Macrophage     10\n",
+      "                                                                                                                                      T Cell, Dendritic Cell, Activated T/B Cell     10\n",
+      "                                                                                                                              CD68+ Macrophage, Activated APC, CD163+ Macrophage     10\n",
+      "                                                                                  Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, Dendritic Cell, Activated T/B Cell     10\n",
+      "                                                                                                    Regulatory T Cell, Helper T Cell, T Cell, Dendritic Cell, Proliferating Cell      9\n",
+      "                                                                                                                                    Cytotoxic T Cell, T Cell, Activated T/B Cell      9\n",
+      "                                                                                                                                                      T Cell, Proliferating Cell      9\n",
+      "                                                                                                                                Dendritic Cell, Activated APC, CD163+ Macrophage      9\n",
+      "                                                                                                                                      NK Cell, Dendritic Cell, CD163+ Macrophage      9\n",
+      "                                                                                                                                  B Cell, NK Cell, Dendritic Cell, Activated APC      9\n",
+      "                                                                                                                      NK Cell, Dendritic Cell, Proliferating Cell, Activated APC      9\n",
+      "                                                                                                                           Cytotoxic T Cell, T Cell, Dendritic Cell, Granulocyte      9\n",
+      "                                                                                                                                                 B Cell, NK Cell, Dendritic Cell      9\n",
+      "                                                                                             Helper T Cell, T Cell, Follicular Dendritic Cell, Activated T/B Cell, Activated APC      8\n",
+      "                                                                                                        Helper T Cell, T Cell, Dendritic Cell, Activated T/B Cell, Activated APC      8\n",
+      "                                                                                       Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, Dendritic Cell, Activated APC      8\n",
+      "                                                                                                                                                       T Cell, CD163+ Macrophage      8\n",
+      "                                                                                                                    Cytotoxic T Cell, T Cell, Dendritic Cell, Activated T/B Cell      8\n",
+      "                                                                                                                        NK Cell, CD68+ Macrophage, Dendritic Cell, Activated APC      8\n",
+      "                                                                                                           T Cell, Follicular Dendritic Cell, Dendritic Cell, Activated T/B Cell      8\n",
+      "                                                                                                                    Regulatory T Cell, Helper T Cell, T Cell, Proliferating Cell      8\n",
+      "                                                              Follicular Dendritic Cell, CD68+ Macrophage, Dendritic Cell, Proliferating Cell, Activated T/B Cell, Activated APC      8\n",
+      "                                                                                                                               Regulatory T Cell, Helper T Cell, T Cell, NK Cell      8\n",
+      "                                                                                                     Regulatory T Cell, Helper T Cell, T Cell, Dendritic Cell, CD163+ Macrophage      8\n",
+      "                                                                                                                                                      B Cell, Activated T/B Cell      7\n",
+      "                                                                                          Cytotoxic T Cell, T Cell, Follicular Dendritic Cell, Activated T/B Cell, Activated APC      7\n",
+      "                                                                                                                            Cytotoxic T Cell, T Cell, Granulocyte, Activated APC      7\n",
+      "                                                                                                                                              Dendritic Cell, Activated T/B Cell      7\n",
+      "                                                                      Cytotoxic T Cell, T Cell, Follicular Dendritic Cell, Proliferating Cell, Activated T/B Cell, Activated APC      7\n",
+      "                                                                                                                   Helper T Cell, T Cell, NK Cell, Dendritic Cell, Activated APC      7\n",
+      "                                                                                        NK Cell, CD68+ Macrophage, Dendritic Cell, Granulocyte, Activated APC, CD163+ Macrophage      7\n",
+      "                                                                                                      Helper T Cell, Cytotoxic T Cell, T Cell, Dendritic Cell, CD163+ Macrophage      7\n",
+      "                                                                                                                    Regulatory T Cell, Helper T Cell, T Cell, Activated T/B Cell      7\n",
+      "                                                                                            Helper T Cell, T Cell, B Cell, Proliferating Cell, Activated T/B Cell, Activated APC      7\n",
+      "                                                                                      Helper T Cell, Cytotoxic T Cell, T Cell, Dendritic Cell, Activated T/B Cell, Activated APC      7\n",
+      "                                                                                     Regulatory T Cell, Helper T Cell, T Cell, Dendritic Cell, Activated T/B Cell, Activated APC      7\n",
+      "                                                                                  Follicular Dendritic Cell, CD68+ Macrophage, Dendritic Cell, Proliferating Cell, Activated APC      7\n",
+      "                                                                                  Follicular Dendritic Cell, CD68+ Macrophage, Dendritic Cell, Activated T/B Cell, Activated APC      7\n",
+      "                                                                                                                                     B Cell, NK Cell, Granulocyte, Activated APC      7\n",
+      "                                                                                                                    CD68+ Macrophage, Dendritic Cell, Granulocyte, Activated APC      7\n",
+      "                                                                                                                                   Follicular Dendritic Cell, Proliferating Cell      7\n",
+      "                                                                                                                           Dendritic Cell, Proliferating Cell, CD163+ Macrophage      6\n",
+      "                                       Helper T Cell, T Cell, Follicular Dendritic Cell, CD68+ Macrophage, Dendritic Cell, Proliferating Cell, Activated T/B Cell, Activated APC      6\n",
+      "                                                                                                                                Cytotoxic T Cell, T Cell, NK Cell, Activated APC      6\n",
+      "                                                                                                                                       T Cell, Dendritic Cell, CD163+ Macrophage      6\n",
+      "                                                                                                                                Helper T Cell, Cytotoxic T Cell, T Cell, NK Cell      6\n",
+      "                                                                                                                                                      T Cell, Activated T/B Cell      6\n",
+      "                                                                                                                Helper T Cell, Cytotoxic T Cell, T Cell, NK Cell, Dendritic Cell      6\n",
+      "                                                                                               Follicular Dendritic Cell, Dendritic Cell, Proliferating Cell, Activated T/B Cell      6\n",
+      "                                                                                                                                        NK Cell, CD68+ Macrophage, Activated APC      6\n",
+      "                                                                                                                                            Helper T Cell, T Cell, Activated APC      6\n",
+      "                                                                                                                Cytotoxic T Cell, T Cell, NK Cell, Dendritic Cell, Activated APC      6\n",
+      "                                                                                                                       NK Cell, Dendritic Cell, Activated APC, CD163+ Macrophage      6\n",
+      "                                                                                                          Helper T Cell, T Cell, CD68+ Macrophage, Dendritic Cell, Activated APC      6\n",
+      "                                                                                                                               Dendritic Cell, Activated T/B Cell, Activated APC      6\n",
+      "                                                           Helper T Cell, T Cell, Follicular Dendritic Cell, CD68+ Macrophage, Dendritic Cell, Activated T/B Cell, Activated APC      6\n",
+      "                                                                            Helper T Cell, T Cell, B Cell, Dendritic Cell, Proliferating Cell, Activated T/B Cell, Activated APC      6\n",
+      "                                                                          T Cell, Follicular Dendritic Cell, CD68+ Macrophage, Dendritic Cell, Activated T/B Cell, Activated APC      6\n",
+      "                                                                                                  Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, Proliferating Cell      6\n",
+      "                                                                                                                        Helper T Cell, T Cell, Dendritic Cell, CD163+ Macrophage      6\n",
+      "                                                                                         Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, Dendritic Cell, Granulocyte      6\n",
+      "                                                                                                                                  Dendritic Cell, Granulocyte, CD163+ Macrophage      5\n",
+      "                                                                                                     B Cell, CD68+ Macrophage, Dendritic Cell, Activated T/B Cell, Activated APC      5\n",
+      "                                                                                                                                       T Cell, Proliferating Cell, Activated APC      5\n",
+      "                                                                        Helper T Cell, T Cell, Follicular Dendritic Cell, Dendritic Cell, Proliferating Cell, Activated T/B Cell      5\n",
+      "                                                                                                                                      T Cell, Dendritic Cell, Proliferating Cell      5\n",
+      "                                                                                                               Helper T Cell, T Cell, B Cell, Dendritic Cell, Activated T/B Cell      5\n",
+      "                                                                                                                                       NK Cell, Activated APC, CD163+ Macrophage      5\n",
+      "                                                                                                Helper T Cell, T Cell, B Cell, Dendritic Cell, Activated T/B Cell, Activated APC      5\n",
+      "                                                                                                                       T Cell, Dendritic Cell, Proliferating Cell, Activated APC      5\n",
+      "                                                                                                               Follicular Dendritic Cell, Proliferating Cell, Activated T/B Cell      5\n",
+      "                                                                                                                                                  T Cell, NK Cell, Activated APC      5\n",
+      "                                                                                                                                                                 B Cell, NK Cell      5\n",
+      "                                                                                                     Cytotoxic T Cell, T Cell, Dendritic Cell, Activated T/B Cell, Activated APC      5\n",
+      "                                                                                                                                                CD68+ Macrophage, Dendritic Cell      5\n",
+      "                                                      Regulatory T Cell, Helper T Cell, T Cell, Follicular Dendritic Cell, Proliferating Cell, Activated T/B Cell, Activated APC      5\n",
+      "                                                                                             Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, NK Cell, Dendritic Cell      5\n",
+      "                                                                                                                       T Cell, Dendritic Cell, Activated T/B Cell, Activated APC      5\n",
+      "                                                                                                        NK Cell, CD68+ Macrophage, Granulocyte, Activated APC, CD163+ Macrophage      5\n",
+      "                                                                                                                 CD68+ Macrophage, Granulocyte, Activated APC, CD163+ Macrophage      5\n",
+      "                                                                         Regulatory T Cell, Helper T Cell, T Cell, Follicular Dendritic Cell, Dendritic Cell, Activated T/B Cell      5\n",
+      "                                                                                                                         T Cell, CD68+ Macrophage, Dendritic Cell, Activated APC      5\n",
+      "                                                                                            Regulatory T Cell, Helper T Cell, T Cell, NK Cell, Dendritic Cell, CD163+ Macrophage      5\n",
+      "                                                                                                                          T Cell, B Cell, Proliferating Cell, Activated T/B Cell      5\n",
+      "                                                                                                                                                      NK Cell, CD163+ Macrophage      4\n",
+      "                                                                                                                                  T Cell, NK Cell, Dendritic Cell, Activated APC      4\n",
+      "                                                                                                                   Follicular Dendritic Cell, Dendritic Cell, Proliferating Cell      4\n",
+      "                                                                                                                   Follicular Dendritic Cell, Dendritic Cell, Activated T/B Cell      4\n",
+      "                                                                                                                                  B Cell, Proliferating Cell, Activated T/B Cell      4\n",
+      "                                                                                     Regulatory T Cell, Helper T Cell, T Cell, Dendritic Cell, Proliferating Cell, Activated APC      4\n",
+      "                                                                                                                        Helper T Cell, T Cell, Activated T/B Cell, Activated APC      4\n",
+      "                                                Regulatory T Cell, Helper T Cell, T Cell, CD68+ Macrophage, Dendritic Cell, Activated T/B Cell, Activated APC, CD163+ Macrophage      4\n",
+      "                                                                                                                Regulatory T Cell, Helper T Cell, T Cell, B Cell, Dendritic Cell      4\n",
+      "                                                                                                                                              T Cell, NK Cell, CD163+ Macrophage      4\n",
+      "                                                                                                   Follicular Dendritic Cell, CD68+ Macrophage, Activated APC, CD163+ Macrophage      4\n",
+      "                                                                                                                             T Cell, NK Cell, Dendritic Cell, Proliferating Cell      4\n",
+      "                                                                                                                               Follicular Dendritic Cell, NK Cell, Activated APC      4\n",
+      "                                                                                             Helper T Cell, Cytotoxic T Cell, T Cell, NK Cell, Dendritic Cell, CD163+ Macrophage      4\n",
+      "                                                           Regulatory T Cell, Helper T Cell, T Cell, NK Cell, CD68+ Macrophage, Dendritic Cell, Activated APC, CD163+ Macrophage      4\n",
+      "                                                                                             T Cell, B Cell, CD68+ Macrophage, Dendritic Cell, Activated T/B Cell, Activated APC      4\n",
+      "                                                                                                Regulatory T Cell, Helper T Cell, T Cell, Proliferating Cell, Activated T/B Cell      4\n",
+      "                                                                                                                                                        B Cell, CD68+ Macrophage      4\n",
+      "                                                                                                                                    CD68+ Macrophage, Granulocyte, Activated APC      4\n",
+      "                                                                                                                                                  Granulocyte, CD163+ Macrophage      4\n",
+      "                                                                                                                     B Cell, CD68+ Macrophage, Activated T/B Cell, Activated APC      4\n",
+      "                                                                                                                      Helper T Cell, Cytotoxic T Cell, T Cell, CD163+ Macrophage      4\n",
+      "                                                                                                                                        B Cell, CD68+ Macrophage, Dendritic Cell      4\n",
+      "                                                                                                               Regulatory T Cell, Helper T Cell, T Cell, NK Cell, Dendritic Cell      4\n",
+      "                                                                                                                                                  T Cell, B Cell, Dendritic Cell      4\n",
+      "                                                                                                     Helper T Cell, Cytotoxic T Cell, T Cell, Dendritic Cell, Proliferating Cell      4\n",
+      "                                                                                             Follicular Dendritic Cell, NK Cell, CD68+ Macrophage, Dendritic Cell, Activated APC      4\n",
+      "                                                                                                                     Cytotoxic T Cell, T Cell, Activated T/B Cell, Activated APC      4\n",
+      "                                                                                                            Helper T Cell, Cytotoxic T Cell, T Cell, NK Cell, Activated T/B Cell      4\n",
+      "                                                                                          Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, NK Cell, CD163+ Macrophage      4\n",
+      "                                                                                                         B Cell, CD68+ Macrophage, Granulocyte, Activated APC, CD163+ Macrophage      4\n",
+      "                                                                                           Helper T Cell, T Cell, B Cell, Dendritic Cell, Proliferating Cell, Activated T/B Cell      4\n",
+      "                                                                                                                           T Cell, Follicular Dendritic Cell, Activated T/B Cell      4\n",
+      "                                                                                                            Cytotoxic T Cell, T Cell, NK Cell, Dendritic Cell, CD163+ Macrophage      4\n",
+      "                                                                                                              T Cell, Follicular Dendritic Cell, CD68+ Macrophage, Activated APC      4\n",
+      "                                                                                                   Helper T Cell, T Cell, Dendritic Cell, Proliferating Cell, Activated T/B Cell      4\n",
+      "                                                                                                                                   Granulocyte, Activated APC, CD163+ Macrophage      4\n",
+      "                                                                                                   Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, CD163+ Macrophage      4\n",
+      "                                                      T Cell, Follicular Dendritic Cell, CD68+ Macrophage, Dendritic Cell, Proliferating Cell, Activated T/B Cell, Activated APC      4\n",
+      "                                                                                                                             NK Cell, Dendritic Cell, Granulocyte, Activated APC      4\n",
+      "                                                                                  Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, Dendritic Cell, Proliferating Cell      4\n",
+      "                                                                                                                                                     NK Cell, Proliferating Cell      4\n",
+      "                                                                                                                        T Cell, Dendritic Cell, Activated APC, CD163+ Macrophage      4\n",
+      "                                                                                                                                                  Helper T Cell, T Cell, NK Cell      4\n",
+      "                                                                                                                       Helper T Cell, T Cell, Dendritic Cell, Proliferating Cell      4\n",
+      "                                                                                       Helper T Cell, T Cell, CD68+ Macrophage, Dendritic Cell, Activated APC, CD163+ Macrophage      4\n",
+      "                                                                                                                           NK Cell, CD68+ Macrophage, Granulocyte, Activated APC      4\n",
+      "                                                      Cytotoxic T Cell, T Cell, Follicular Dendritic Cell, Dendritic Cell, Proliferating Cell, Activated T/B Cell, Activated APC      4\n",
+      "                                                                                                         Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, Granulocyte      4\n",
+      "                                                                                                       T Cell, Follicular Dendritic Cell, Proliferating Cell, Activated T/B Cell      4\n",
+      "                                                                                                                                       Helper T Cell, T Cell, Proliferating Cell      4\n",
+      "                                                                                                                            Helper T Cell, Cytotoxic T Cell, T Cell, Granulocyte      3\n",
+      "                                                                                                           NK Cell, CD68+ Macrophage, Dendritic Cell, Granulocyte, Activated APC      3\n",
+      "                                                                                                                                         NK Cell, Granulocyte, CD163+ Macrophage      3\n",
+      "                                                                                                                                                                  T Cell, B Cell      3\n",
+      "                                                                                 Helper T Cell, Cytotoxic T Cell, T Cell, Dendritic Cell, Proliferating Cell, Activated T/B Cell      3\n",
+      "                                                                                                                 Helper T Cell, T Cell, NK Cell, CD68+ Macrophage, Activated APC      3\n",
+      "                                                                                                                          NK Cell, Granulocyte, Activated APC, CD163+ Macrophage      3\n",
+      "                                                                                             Helper T Cell, Cytotoxic T Cell, T Cell, Dendritic Cell, Granulocyte, Activated APC      3\n",
+      "                                                                                                                                     NK Cell, Dendritic Cell, Proliferating Cell      3\n",
+      "                                                                                                                                  Helper T Cell, T Cell, NK Cell, Dendritic Cell      3\n",
+      "                                                                                                           Helper T Cell, T Cell, B Cell, Proliferating Cell, Activated T/B Cell      3\n",
+      "                                                                                                       Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, Activated APC      3\n",
+      "                                                                                                    Helper T Cell, T Cell, Dendritic Cell, Activated T/B Cell, CD163+ Macrophage      3\n",
+      "                                                                                                                               Helper T Cell, T Cell, B Cell, Activated T/B Cell      3\n",
+      "                                                                                                             Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, NK Cell      3\n",
+      "                                   Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, Follicular Dendritic Cell, Dendritic Cell, Proliferating Cell, Activated T/B Cell      3\n",
+      "                                                              Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, Dendritic Cell, Proliferating Cell, Activated T/B Cell      3\n",
+      "                                                                              Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, Proliferating Cell, Activated T/B Cell      3\n",
+      "                                                                                                                                          T Cell, B Cell, NK Cell, Activated APC      3\n",
+      "                                                                                                                                Regulatory T Cell, Helper T Cell, T Cell, B Cell      3\n",
+      "                                                                                                                                   Helper T Cell, T Cell, B Cell, Dendritic Cell      3\n",
+      "                                                                Regulatory T Cell, Helper T Cell, T Cell, CD68+ Macrophage, Activated T/B Cell, Activated APC, CD163+ Macrophage      3\n",
+      "                                                                                      Helper T Cell, T Cell, CD68+ Macrophage, Dendritic Cell, Activated T/B Cell, Activated APC      3\n",
+      "                                                                                                                     Helper T Cell, Cytotoxic T Cell, T Cell, Proliferating Cell      3\n",
+      "                                                                   Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, Dendritic Cell, Proliferating Cell, Activated APC      3\n",
+      "                                                                   Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, Dendritic Cell, Activated T/B Cell, Activated APC      3\n",
+      "                                                                                                                T Cell, NK Cell, CD68+ Macrophage, Dendritic Cell, Activated APC      3\n",
+      "                                                                                             Regulatory T Cell, Helper T Cell, T Cell, Follicular Dendritic Cell, Dendritic Cell      3\n",
+      "                                                                                                                                                 T Cell, NK Cell, Dendritic Cell      3\n",
+      "                                                                                                                T Cell, Follicular Dendritic Cell, Dendritic Cell, Activated APC      3\n",
+      "                                                                                                                                         T Cell, CD68+ Macrophage, Activated APC      3\n",
+      "                                                                                                                                                                 T Cell, NK Cell      3\n",
+      "                                                                                                                   Helper T Cell, T Cell, Proliferating Cell, Activated T/B Cell      3\n",
+      "                                                                                                                                                Activated APC, CD163+ Macrophage      3\n",
+      "                                                                          Follicular Dendritic Cell, NK Cell, CD68+ Macrophage, Dendritic Cell, Activated APC, CD163+ Macrophage      3\n",
+      "                                                                                                                  B Cell, Dendritic Cell, Proliferating Cell, Activated T/B Cell      3\n",
+      "                                                                                                       Cytotoxic T Cell, T Cell, CD68+ Macrophage, Dendritic Cell, Activated APC      3\n",
+      "                                                                                                  Follicular Dendritic Cell, CD68+ Macrophage, Proliferating Cell, Activated APC      3\n",
+      "                                                                                                                                CD68+ Macrophage, Granulocyte, CD163+ Macrophage      3\n",
+      "                                                                             Follicular Dendritic Cell, NK Cell, CD68+ Macrophage, Granulocyte, Activated APC, CD163+ Macrophage      3\n",
+      "                                                                                                                 Cytotoxic T Cell, T Cell, B Cell, Dendritic Cell, Activated APC      3\n",
+      "                                                                                                                                                      B Cell, Proliferating Cell      3\n",
+      "                                                                                                            Cytotoxic T Cell, T Cell, Dendritic Cell, Granulocyte, Activated APC      3\n",
+      "                                                                                                      Cytotoxic T Cell, T Cell, Dendritic Cell, Activated APC, CD163+ Macrophage      3\n",
+      "                                                                                                             CD68+ Macrophage, Dendritic Cell, Activated T/B Cell, Activated APC      3\n",
+      "                                                                                                                   Cytotoxic T Cell, T Cell, NK Cell, Granulocyte, Activated APC      3\n",
+      "                                                                                         Cytotoxic T Cell, T Cell, B Cell, Proliferating Cell, Activated T/B Cell, Activated APC      3\n",
+      "                                                                                                                CD68+ Macrophage, Dendritic Cell, Granulocyte, CD163+ Macrophage      3\n",
+      "                                                                                                                             CD68+ Macrophage, Dendritic Cell, CD163+ Macrophage      3\n",
+      "                                                                                                                       Cytotoxic T Cell, T Cell, CD68+ Macrophage, Activated APC      3\n",
+      "                                                                                                              B Cell, NK Cell, Dendritic Cell, Proliferating Cell, Activated APC      3\n",
+      "                                                                                                               Follicular Dendritic Cell, NK Cell, Dendritic Cell, Activated APC      3\n",
+      "                                                                                                                                      Cytotoxic T Cell, T Cell, CD68+ Macrophage      3\n",
+      "                                                                                                                      B Cell, CD68+ Macrophage, Activated APC, CD163+ Macrophage      3\n",
+      "                                                                                                                        Cytotoxic T Cell, T Cell, Granulocyte, CD163+ Macrophage      3\n",
+      "                                                                                   Follicular Dendritic Cell, CD68+ Macrophage, Dendritic Cell, Activated APC, CD163+ Macrophage      3\n",
+      "                                                                                                      B Cell, CD68+ Macrophage, Dendritic Cell, Activated APC, CD163+ Macrophage      3\n",
+      "                                                                                                             Cytotoxic T Cell, T Cell, NK Cell, Activated APC, CD163+ Macrophage      3\n",
+      "                                                                                                                  Follicular Dendritic Cell, NK Cell, Granulocyte, Activated APC      3\n",
+      "                                                                          Cytotoxic T Cell, T Cell, Follicular Dendritic Cell, Dendritic Cell, Activated T/B Cell, Activated APC      3\n",
+      "                                                                                                   Cytotoxic T Cell, T Cell, CD68+ Macrophage, Dendritic Cell, CD163+ Macrophage      3\n",
+      "                                                                                                                                  Cytotoxic T Cell, T Cell, NK Cell, Granulocyte      2\n",
+      "                                                      Helper T Cell, T Cell, Follicular Dendritic Cell, CD68+ Macrophage, Dendritic Cell, Proliferating Cell, Activated T/B Cell      2\n",
+      "                                                                                                      T Cell, CD68+ Macrophage, Dendritic Cell, Activated APC, CD163+ Macrophage      2\n",
+      "                                                                                                                                              T Cell, B Cell, Activated T/B Cell      2\n",
+      "                                                                                                            T Cell, B Cell, CD68+ Macrophage, Dendritic Cell, Activated T/B Cell      2\n",
+      "                                                                                                           Helper T Cell, T Cell, B Cell, NK Cell, Dendritic Cell, Activated APC      2\n",
+      "                                                                         T Cell, B Cell, CD68+ Macrophage, Dendritic Cell, Proliferating Cell, Activated T/B Cell, Activated APC      2\n",
+      "                                                                                                                                   T Cell, B Cell, Dendritic Cell, Activated APC      2\n",
+      "                                                                                                                                                        T Cell, CD68+ Macrophage      2\n",
+      "                                                                 Regulatory T Cell, Helper T Cell, T Cell, Dendritic Cell, Proliferating Cell, Activated T/B Cell, Activated APC      2\n",
+      "                                                                                                          T Cell, B Cell, Dendritic Cell, Proliferating Cell, Activated T/B Cell      2\n",
+      "                                                                                           Helper T Cell, T Cell, Dendritic Cell, Granulocyte, Activated T/B Cell, Activated APC      2\n",
+      "                                                                                                                     T Cell, CD68+ Macrophage, Activated T/B Cell, Activated APC      2\n",
+      "                                                                                                               Helper T Cell, T Cell, Dendritic Cell, Granulocyte, Activated APC      2\n",
+      "                                        Regulatory T Cell, Helper T Cell, T Cell, Follicular Dendritic Cell, CD68+ Macrophage, Dendritic Cell, Activated T/B Cell, Activated APC      2\n",
+      "                                                                           Cytotoxic T Cell, T Cell, B Cell, CD68+ Macrophage, Dendritic Cell, Activated T/B Cell, Activated APC      2\n",
+      "                                                                                                                                                   T Cell, B Cell, Activated APC      2\n",
+      "                                                                                                                              B Cell, NK Cell, Proliferating Cell, Activated APC      2\n",
+      "                                                                                              Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, B Cell, Dendritic Cell      2\n",
+      "                                                                                                               B Cell, NK Cell, Dendritic Cell, Activated APC, CD163+ Macrophage      2\n",
+      "                                                                                                                                               Activated T/B Cell, Activated APC      2\n",
+      "                                                                                                                          Helper T Cell, T Cell, CD68+ Macrophage, Activated APC      2\n",
+      "                                                                                                                   T Cell, Proliferating Cell, Activated T/B Cell, Activated APC      2\n",
+      "                                                                                            Helper T Cell, T Cell, Follicular Dendritic Cell, Dendritic Cell, Activated T/B Cell      2\n",
+      "                                                                                                                            Cytotoxic T Cell, T Cell, NK Cell, CD163+ Macrophage      2\n",
+      "                                                                                           Helper T Cell, T Cell, NK Cell, Dendritic Cell, Activated T/B Cell, CD163+ Macrophage      2\n",
+      "                                                                                                Regulatory T Cell, Helper T Cell, T Cell, NK Cell, Dendritic Cell, Activated APC      2\n",
+      "                                                                                                                             CD68+ Macrophage, Proliferating Cell, Activated APC      2\n",
+      "                                                                                                   Helper T Cell, T Cell, NK Cell, Granulocyte, Activated APC, CD163+ Macrophage      2\n",
+      "                                       Regulatory T Cell, Helper T Cell, T Cell, NK Cell, CD68+ Macrophage, Dendritic Cell, Activated T/B Cell, Activated APC, CD163+ Macrophage      2\n",
+      "                                                                                                             Cytotoxic T Cell, T Cell, B Cell, Activated T/B Cell, Activated APC      2\n",
+      "                                                                                                                           Cytotoxic T Cell, T Cell, NK Cell, Activated T/B Cell      2\n",
+      "                                                                             Regulatory T Cell, Helper T Cell, T Cell, NK Cell, Dendritic Cell, Activated APC, CD163+ Macrophage      2\n",
+      "                                                                                                                       Cytotoxic T Cell, T Cell, Granulocyte, Proliferating Cell      2\n",
+      "                                                                                                                         NK Cell, Dendritic Cell, Granulocyte, CD163+ Macrophage      2\n",
+      "                                                                        Cytotoxic T Cell, T Cell, Follicular Dendritic Cell, CD68+ Macrophage, Activated T/B Cell, Activated APC      2\n",
+      "                                                                                                                                            NK Cell, Dendritic Cell, Granulocyte      2\n",
+      "                                                                                                            Regulatory T Cell, Helper T Cell, T Cell, Granulocyte, Activated APC      2\n",
+      "                                                        Cytotoxic T Cell, T Cell, Follicular Dendritic Cell, CD68+ Macrophage, Dendritic Cell, Activated T/B Cell, Activated APC      2\n",
+      "                                                                                                              Helper T Cell, T Cell, NK Cell, Dendritic Cell, Activated T/B Cell      2\n",
+      "                                                                                                                                             NK Cell, Granulocyte, Activated APC      2\n",
+      "                                                                             Helper T Cell, T Cell, Follicular Dendritic Cell, Dendritic Cell, Activated T/B Cell, Activated APC      2\n",
+      "                                                                                                                              Helper T Cell, T Cell, NK Cell, Activated T/B Cell      2\n",
+      "                                                                                                                                       T Cell, Activated T/B Cell, Activated APC      2\n",
+      "                                                                                                      Regulatory T Cell, Helper T Cell, T Cell, Activated APC, CD163+ Macrophage      2\n",
+      "                                     Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, CD68+ Macrophage, Dendritic Cell, Granulocyte, Activated APC, CD163+ Macrophage      2\n",
+      "                                                                                                                               Helper T Cell, T Cell, Granulocyte, Activated APC      2\n",
+      "                                                                                                                                                   CD68+ Macrophage, Granulocyte      2\n",
+      "                                                                                                                                   Helper T Cell, T Cell, NK Cell, Activated APC      2\n",
+      "                                                                                                               Helper T Cell, T Cell, NK Cell, Activated T/B Cell, Activated APC      2\n",
+      "                                                                                                 Cytotoxic T Cell, T Cell, Dendritic Cell, Proliferating Cell, CD163+ Macrophage      2\n",
+      "                                                                                                                                      NK Cell, Proliferating Cell, Activated APC      2\n",
+      "                                                                                                                               Helper T Cell, T Cell, NK Cell, CD163+ Macrophage      2\n",
+      "                                                                                                     Cytotoxic T Cell, T Cell, Dendritic Cell, Proliferating Cell, Activated APC      2\n",
+      "                                                                                              Helper T Cell, T Cell, NK Cell, CD68+ Macrophage, Activated APC, CD163+ Macrophage      2\n",
+      "                                                                                                                                        NK Cell, Granulocyte, Proliferating Cell      2\n",
+      "                                                          Regulatory T Cell, Helper T Cell, T Cell, Follicular Dendritic Cell, Dendritic Cell, Activated T/B Cell, Activated APC      2\n",
+      "                                                                                    NK Cell, CD68+ Macrophage, Granulocyte, Proliferating Cell, Activated APC, CD163+ Macrophage      2\n",
+      "                                                                                                            T Cell, CD68+ Macrophage, Dendritic Cell, Granulocyte, Activated APC      2\n",
+      "                                                                                                             Helper T Cell, Cytotoxic T Cell, T Cell, NK Cell, CD163+ Macrophage      2\n",
+      "                                                                                                                                B Cell, NK Cell, CD68+ Macrophage, Activated APC      2\n",
+      "                                                                              Helper T Cell, Cytotoxic T Cell, T Cell, NK Cell, Dendritic Cell, Activated APC, CD163+ Macrophage      2\n",
+      "                                                                      T Cell, Follicular Dendritic Cell, CD68+ Macrophage, Proliferating Cell, Activated T/B Cell, Activated APC      2\n",
+      "                                                                                              Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, NK Cell, Activated APC      2\n",
+      "                                                                                                  Follicular Dendritic Cell, CD68+ Macrophage, Activated T/B Cell, Activated APC      2\n",
+      "                                                                                                           Follicular Dendritic Cell, NK Cell, Activated T/B Cell, Activated APC      2\n",
+      "                                                                                       T Cell, Follicular Dendritic Cell, Dendritic Cell, Proliferating Cell, Activated T/B Cell      2\n",
+      "                                                                          Helper T Cell, Cytotoxic T Cell, T Cell, Follicular Dendritic Cell, Dendritic Cell, Activated T/B Cell      2\n",
+      "                                                                                                       Regulatory T Cell, Helper T Cell, T Cell, CD68+ Macrophage, Activated APC      2\n",
+      "                                                                                                                      Regulatory T Cell, Helper T Cell, T Cell, CD68+ Macrophage      2\n",
+      "                                                                                                                     Regulatory T Cell, Helper T Cell, T Cell, CD163+ Macrophage      2\n",
+      "                                                                                                                                      B Cell, Dendritic Cell, Activated T/B Cell      2\n",
+      "                                                                                                                                          T Cell, Granulocyte, CD163+ Macrophage      2\n",
+      "                                                                         Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, NK Cell, Dendritic Cell, Activated T/B Cell      2\n",
+      "                                                                                                        B Cell, CD68+ Macrophage, Granulocyte, Activated T/B Cell, Activated APC      2\n",
+      "                                                                                                                               T Cell, NK Cell, Activated APC, CD163+ Macrophage      2\n",
+      "                                                                                                                            B Cell, CD68+ Macrophage, Granulocyte, Activated APC      2\n",
+      "                                                             Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, NK Cell, Dendritic Cell, Granulocyte, CD163+ Macrophage      2\n",
+      "                                                                         Cytotoxic T Cell, T Cell, B Cell, Dendritic Cell, Proliferating Cell, Activated T/B Cell, Activated APC      2\n",
+      "                                                                                             T Cell, NK Cell, CD68+ Macrophage, Dendritic Cell, Activated APC, CD163+ Macrophage      2\n",
+      "                                                                                             Regulatory T Cell, Helper T Cell, T Cell, B Cell, Activated T/B Cell, Activated APC      2\n",
+      "                                                                                                        Cytotoxic T Cell, T Cell, B Cell, NK Cell, Dendritic Cell, Activated APC      2\n",
+      "                                                                                                                                             T Cell, NK Cell, Proliferating Cell      2\n",
+      "                                                               Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, Proliferating Cell, Activated T/B Cell, Activated APC      2\n",
+      "                                                                                                                          Helper T Cell, Cytotoxic T Cell, T Cell, Activated APC      2\n",
+      "                                                                                   Cytotoxic T Cell, T Cell, B Cell, NK Cell, CD68+ Macrophage, Activated APC, CD163+ Macrophage      2\n",
+      "                                                                    Regulatory T Cell, Helper T Cell, T Cell, CD68+ Macrophage, Dendritic Cell, Activated APC, CD163+ Macrophage      2\n",
+      "                                                                                                             Cytotoxic T Cell, T Cell, Follicular Dendritic Cell, Dendritic Cell      2\n",
+      "                                                                              Follicular Dendritic Cell, CD68+ Macrophage, Proliferating Cell, Activated T/B Cell, Activated APC      2\n",
+      "                                                                                                          T Cell, Dendritic Cell, Granulocyte, Proliferating Cell, Activated APC      2\n",
+      "                                                                                          T Cell, Follicular Dendritic Cell, CD68+ Macrophage, Activated T/B Cell, Activated APC      2\n",
+      "                                                                                                                              T Cell, Dendritic Cell, Granulocyte, Activated APC      2\n",
+      "                                                                                            B Cell, NK Cell, CD68+ Macrophage, Dendritic Cell, Proliferating Cell, Activated APC      2\n",
+      "                                                                       Regulatory T Cell, Helper T Cell, T Cell, CD68+ Macrophage, Granulocyte, Activated APC, CD163+ Macrophage      2\n",
+      "                                                           Helper T Cell, T Cell, B Cell, CD68+ Macrophage, Dendritic Cell, Activated T/B Cell, Activated APC, CD163+ Macrophage      2\n",
+      "                                                                                             Cytotoxic T Cell, T Cell, B Cell, Dendritic Cell, Activated T/B Cell, Activated APC      2\n",
+      "                                                                          Helper T Cell, T Cell, B Cell, CD68+ Macrophage, Proliferating Cell, Activated T/B Cell, Activated APC      2\n",
+      "                                                                                                                                Cytotoxic T Cell, T Cell, B Cell, Dendritic Cell      2\n",
+      "                                                                      Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, Dendritic Cell, Granulocyte, CD163+ Macrophage      2\n",
+      "                                                                                                  Follicular Dendritic Cell, CD68+ Macrophage, Dendritic Cell, CD163+ Macrophage      2\n",
+      "                            Regulatory T Cell, Helper T Cell, T Cell, CD68+ Macrophage, Dendritic Cell, Proliferating Cell, Activated T/B Cell, Activated APC, CD163+ Macrophage      1\n",
+      "                                                                     Regulatory T Cell, Helper T Cell, T Cell, Follicular Dendritic Cell, Proliferating Cell, Activated T/B Cell      1\n",
+      "                                                                                 Regulatory T Cell, Helper T Cell, T Cell, Dendritic Cell, Activated T/B Cell, CD163+ Macrophage      1\n",
+      "                                                                                    Regulatory T Cell, Helper T Cell, T Cell, Follicular Dendritic Cell, NK Cell, Dendritic Cell      1\n",
+      "                                      Regulatory T Cell, Helper T Cell, T Cell, Follicular Dendritic Cell, Dendritic Cell, Proliferating Cell, Activated T/B Cell, Activated APC      1\n",
+      "                                                               Cytotoxic T Cell, T Cell, B Cell, CD68+ Macrophage, Dendritic Cell, Granulocyte, Activated APC, CD163+ Macrophage      1\n",
+      "                                                     Regulatory T Cell, Helper T Cell, T Cell, Follicular Dendritic Cell, Dendritic Cell, Proliferating Cell, Activated T/B Cell      1\n",
+      "                                       Regulatory T Cell, Helper T Cell, T Cell, B Cell, CD68+ Macrophage, Dendritic Cell, Proliferating Cell, Activated T/B Cell, Activated APC      1\n",
+      "                                                                                                           Regulatory T Cell, Helper T Cell, T Cell, Dendritic Cell, Granulocyte      1\n",
+      "                                                           Regulatory T Cell, Helper T Cell, T Cell, B Cell, CD68+ Macrophage, Dendritic Cell, Activated T/B Cell, Activated APC      1\n",
+      "                                                                                          Regulatory T Cell, Helper T Cell, T Cell, B Cell, CD68+ Macrophage, Activated T/B Cell      1\n",
+      "                                                                                                    Regulatory T Cell, Helper T Cell, T Cell, B Cell, Granulocyte, Activated APC      1\n",
+      "                                                                                                                 Regulatory T Cell, Helper T Cell, T Cell, B Cell, Activated APC      1\n",
+      "                                                                                                                           Regulatory T Cell, Helper T Cell, T Cell, Granulocyte      1\n",
+      "                                                                                                                                       Cytotoxic T Cell, T Cell, B Cell, NK Cell      1\n",
+      "                                                                                                     Regulatory T Cell, Helper T Cell, T Cell, Activated T/B Cell, Activated APC      1\n",
+      "                                                Regulatory T Cell, Helper T Cell, T Cell, Dendritic Cell, Granulocyte, Proliferating Cell, Activated T/B Cell, CD163+ Macrophage      1\n",
+      "                                                                                        Regulatory T Cell, Helper T Cell, T Cell, Dendritic Cell, Granulocyte, CD163+ Macrophage      1\n",
+      "                                                                                                       Regulatory T Cell, Helper T Cell, T Cell, Granulocyte, Activated T/B Cell      1\n",
+      "                                                                                            Regulatory T Cell, Helper T Cell, T Cell, Dendritic Cell, Granulocyte, Activated APC      1\n",
+      "                                                                                                 Regulatory T Cell, Helper T Cell, T Cell, B Cell, Dendritic Cell, Activated APC      1\n",
+      "                                              Regulatory T Cell, Helper T Cell, T Cell, Dendritic Cell, Proliferating Cell, Activated T/B Cell, Activated APC, CD163+ Macrophage      1\n",
+      "                                                                                               Cytotoxic T Cell, T Cell, B Cell, CD68+ Macrophage, Dendritic Cell, Activated APC      1\n",
+      "                                                                                                               Cytotoxic T Cell, T Cell, B Cell, CD68+ Macrophage, Activated APC      1\n",
+      "                                                       Regulatory T Cell, Helper T Cell, T Cell, CD68+ Macrophage, Dendritic Cell, Granulocyte, Activated APC, CD163+ Macrophage      1\n",
+      "                                                                                             Cytotoxic T Cell, T Cell, B Cell, Dendritic Cell, Proliferating Cell, Activated APC      1\n",
+      "                                                   Regulatory T Cell, Helper T Cell, T Cell, Follicular Dendritic Cell, CD68+ Macrophage, Proliferating Cell, Activated T/B Cell      1\n",
+      "                                                                                           Cytotoxic T Cell, T Cell, B Cell, CD68+ Macrophage, Activated T/B Cell, Activated APC      1\n",
+      "                                                                                       Regulatory T Cell, Helper T Cell, T Cell, CD68+ Macrophage, Dendritic Cell, Activated APC      1\n",
+      "                                                                                                      Regulatory T Cell, Helper T Cell, T Cell, CD68+ Macrophage, Dendritic Cell      1\n",
+      "                                                                                                   Regulatory T Cell, Helper T Cell, T Cell, CD68+ Macrophage, CD163+ Macrophage      1\n",
+      "                                                                                      Regulatory T Cell, Helper T Cell, T Cell, Dendritic Cell, Activated APC, CD163+ Macrophage      1\n",
+      "                                                                                        Cytotoxic T Cell, T Cell, B Cell, Dendritic Cell, Proliferating Cell, Activated T/B Cell      1\n",
+      "                                                            Regulatory T Cell, Helper T Cell, T Cell, Follicular Dendritic Cell, CD68+ Macrophage, Dendritic Cell, Activated APC      1\n",
+      "                                                                                   Regulatory T Cell, Helper T Cell, T Cell, CD68+ Macrophage, Activated T/B Cell, Activated APC      1\n",
+      "                                                                  Regulatory T Cell, Helper T Cell, T Cell, Dendritic Cell, Activated T/B Cell, Activated APC, CD163+ Macrophage      1\n",
+      "                                                       Cytotoxic T Cell, T Cell, B Cell, CD68+ Macrophage, Dendritic Cell, Proliferating Cell, Activated T/B Cell, Activated APC      1\n",
+      "                                                        Regulatory T Cell, Helper T Cell, T Cell, Follicular Dendritic Cell, CD68+ Macrophage, Activated T/B Cell, Activated APC      1\n",
+      "                                                                                         Regulatory T Cell, Helper T Cell, T Cell, Follicular Dendritic Cell, Activated T/B Cell      1\n",
+      "                                                             Regulatory T Cell, Helper T Cell, T Cell, Dendritic Cell, Proliferating Cell, Activated T/B Cell, CD163+ Macrophage      1\n",
+      "                                                                         Regulatory T Cell, Helper T Cell, T Cell, B Cell, Proliferating Cell, Activated T/B Cell, Activated APC      1\n",
+      "                                                                                        Regulatory T Cell, Helper T Cell, T Cell, B Cell, NK Cell, Dendritic Cell, Activated APC      1\n",
+      "                                                                                                    Regulatory T Cell, Helper T Cell, T Cell, B Cell, NK Cell, CD163+ Macrophage      1\n",
+      "                                                                                                        Regulatory T Cell, Helper T Cell, T Cell, B Cell, NK Cell, Activated APC      1\n",
+      "                    Regulatory T Cell, Helper T Cell, T Cell, Follicular Dendritic Cell, CD68+ Macrophage, Dendritic Cell, Proliferating Cell, Activated T/B Cell, Activated APC      1\n",
+      "                                                                                                Regulatory T Cell, Helper T Cell, T Cell, B Cell, Granulocyte, CD163+ Macrophage      1\n",
+      "                                                                                       Regulatory T Cell, Helper T Cell, T Cell, Dendritic Cell, Granulocyte, Activated T/B Cell      1\n",
+      "                                                                                                             CD68+ Macrophage, Dendritic Cell, Proliferating Cell, Activated APC      1\n",
+      "                                                                                                        Regulatory T Cell, Helper T Cell, T Cell, Granulocyte, CD163+ Macrophage      1\n",
+      "                                                                                   T Cell, Follicular Dendritic Cell, NK Cell, Dendritic Cell, Activated T/B Cell, Activated APC      1\n",
+      "                                                                                               T Cell, Follicular Dendritic Cell, NK Cell, Activated T/B Cell, CD163+ Macrophage      1\n",
+      "                                                                                                                                              B Cell, Granulocyte, Activated APC      1\n",
+      "                                                                                                                               B Cell, NK Cell, Activated APC, CD163+ Macrophage      1\n",
+      "                                                                                                                              B Cell, NK Cell, Activated T/B Cell, Activated APC      1\n",
+      "                                                                                                                                              B Cell, NK Cell, CD163+ Macrophage      1\n",
+      "                                                                                                                               T Cell, Follicular Dendritic Cell, Dendritic Cell      1\n",
+      "                                                                                          T Cell, Follicular Dendritic Cell, CD68+ Macrophage, Proliferating Cell, Activated APC      1\n",
+      "                                                                              T Cell, Follicular Dendritic Cell, CD68+ Macrophage, Granulocyte, Activated APC, CD163+ Macrophage      1\n",
+      "                                                                                                 T Cell, Follicular Dendritic Cell, CD68+ Macrophage, Granulocyte, Activated APC      1\n",
+      "                                                                                                                                               B Cell, NK Cell, CD68+ Macrophage      1\n",
+      "                                                                          T Cell, Follicular Dendritic Cell, CD68+ Macrophage, Dendritic Cell, Proliferating Cell, Activated APC      1\n",
+      "                                                                           T Cell, Follicular Dendritic Cell, CD68+ Macrophage, Dendritic Cell, Activated APC, CD163+ Macrophage      1\n",
+      "                                                                                              T Cell, Follicular Dendritic Cell, CD68+ Macrophage, Dendritic Cell, Activated APC      1\n",
+      "                                                                                                            B Cell, NK Cell, CD68+ Macrophage, Activated T/B Cell, Activated APC      1\n",
+      "                                                                                                                            B Cell, NK Cell, CD68+ Macrophage, CD163+ Macrophage      1\n",
+      "                                                                                                                               B Cell, NK Cell, CD68+ Macrophage, Dendritic Cell      1\n",
+      "                                                                                                                                T Cell, Follicular Dendritic Cell, Activated APC      1\n",
+      "                                                                                                                                               T Cell, Follicular Dendritic Cell      1\n",
+      "                                                                                                   T Cell, Dendritic Cell, Proliferating Cell, Activated T/B Cell, Activated APC      1\n",
+      "                                                                                                  T Cell, Follicular Dendritic Cell, NK Cell, Dendritic Cell, Activated T/B Cell      1\n",
+      "                                                               T Cell, Follicular Dendritic Cell, NK Cell, Dendritic Cell, Proliferating Cell, Activated T/B Cell, Activated APC      1\n",
+      "                                                                                                                                                Cytotoxic T Cell, T Cell, B Cell      1\n",
+      "                                                                                                            T Cell, Follicular Dendritic Cell, Proliferating Cell, Activated APC      1\n",
+      "                                                                                                                                  T Cell, Proliferating Cell, Activated T/B Cell      1\n",
+      "                                                                                                           T Cell, NK Cell, Proliferating Cell, Activated APC, CD163+ Macrophage      1\n",
+      "                                                                                         B Cell, CD68+ Macrophage, Dendritic Cell, Granulocyte, Activated APC, CD163+ Macrophage      1\n",
+      "                                                                                                                              T Cell, NK Cell, Dendritic Cell, CD163+ Macrophage      1\n",
+      "                                                                                                              T Cell, NK Cell, Dendritic Cell, Activated T/B Cell, Activated APC      1\n",
+      "                                                                                                               T Cell, NK Cell, Dendritic Cell, Activated APC, CD163+ Macrophage      1\n",
+      "                                                                                                                    B Cell, CD68+ Macrophage, Dendritic Cell, Proliferating Cell      1\n",
+      "                                                                                                B Cell, CD68+ Macrophage, Dendritic Cell, Proliferating Cell, Activated T/B Cell      1\n",
+      "                                                                                            T Cell, NK Cell, CD68+ Macrophage, Dendritic Cell, Proliferating Cell, Activated APC      1\n",
+      "                                                                                                                                           B Cell, CD68+ Macrophage, Granulocyte      1\n",
+      "                                                                                                            T Cell, NK Cell, CD68+ Macrophage, Activated T/B Cell, Activated APC      1\n",
+      "                                                                                                             T Cell, NK Cell, CD68+ Macrophage, Activated APC, CD163+ Macrophage      1\n",
+      "                                                                                                                              T Cell, NK Cell, Activated T/B Cell, Activated APC      1\n",
+      "                                                                                                                                             T Cell, NK Cell, Activated T/B Cell      1\n",
+      "                                                                                     B Cell, CD68+ Macrophage, Granulocyte, Activated T/B Cell, Activated APC, CD163+ Macrophage      1\n",
+      "                                                                                                                     T Cell, Granulocyte, Proliferating Cell, Activated T/B Cell      1\n",
+      "                                                                                                                           T Cell, Granulocyte, Activated APC, CD163+ Macrophage      1\n",
+      "                                                                                                                                              T Cell, Granulocyte, Activated APC      1\n",
+      "                                                                                                 B Cell, CD68+ Macrophage, Proliferating Cell, Activated T/B Cell, Activated APC      1\n",
+      "                                                                                                                B Cell, NK Cell, CD68+ Macrophage, Dendritic Cell, Activated APC      1\n",
+      "                                                                                             B Cell, NK Cell, CD68+ Macrophage, Dendritic Cell, Activated APC, CD163+ Macrophage      1\n",
+      "                                                                                                                          T Cell, Dendritic Cell, Granulocyte, CD163+ Macrophage      1\n",
+      "                                                                                            B Cell, NK Cell, CD68+ Macrophage, Dendritic Cell, Activated T/B Cell, Activated APC      1\n",
+      "                                                                                          CD68+ Macrophage, Dendritic Cell, Activated T/B Cell, Activated APC, CD163+ Macrophage      1\n",
+      "                                                                                         CD68+ Macrophage, Dendritic Cell, Proliferating Cell, Activated T/B Cell, Activated APC      1\n",
+      "                                                                               Regulatory T Cell, Helper T Cell, T Cell, NK Cell, Granulocyte, Proliferating Cell, Activated APC      1\n",
+      "                                                                                              Regulatory T Cell, Helper T Cell, T Cell, NK Cell, Granulocyte, Proliferating Cell      1\n",
+      "                                                                               Regulatory T Cell, Helper T Cell, T Cell, NK Cell, Dendritic Cell, Granulocyte, CD163+ Macrophage      1\n",
+      "                                            Regulatory T Cell, Helper T Cell, T Cell, NK Cell, Dendritic Cell, Granulocyte, Activated T/B Cell, Activated APC, CD163+ Macrophage      1\n",
+      "                                                                                   Regulatory T Cell, Helper T Cell, T Cell, NK Cell, Dendritic Cell, Granulocyte, Activated APC      1\n",
+      "                                                                                           Regulatory T Cell, Helper T Cell, T Cell, NK Cell, Dendritic Cell, Activated T/B Cell      1\n",
+      "                                                                            Regulatory T Cell, Helper T Cell, T Cell, NK Cell, CD68+ Macrophage, Granulocyte, Proliferating Cell      1\n",
+      "                                                                             Regulatory T Cell, Helper T Cell, T Cell, NK Cell, CD68+ Macrophage, Granulocyte, CD163+ Macrophage      1\n",
+      "                                                                                 Regulatory T Cell, Helper T Cell, T Cell, NK Cell, CD68+ Macrophage, Granulocyte, Activated APC      1\n",
+      "                                             Regulatory T Cell, Helper T Cell, T Cell, NK Cell, CD68+ Macrophage, Dendritic Cell, Granulocyte, Proliferating Cell, Activated APC      1\n",
+      "                                                                                                                 Cytotoxic T Cell, T Cell, Activated T/B Cell, CD163+ Macrophage      1\n",
+      "                                                                              Regulatory T Cell, Helper T Cell, T Cell, NK Cell, CD68+ Macrophage, Dendritic Cell, Activated APC      1\n",
+      "                                                       Regulatory T Cell, Helper T Cell, T Cell, NK Cell, CD68+ Macrophage, Activated T/B Cell, Activated APC, CD163+ Macrophage      1\n",
+      "                                                                          Regulatory T Cell, Helper T Cell, T Cell, NK Cell, CD68+ Macrophage, Activated T/B Cell, Activated APC      1\n",
+      "                                                                                                           Regulatory T Cell, Helper T Cell, T Cell, NK Cell, Activated T/B Cell      1\n",
+      "                                                                                             Regulatory T Cell, Helper T Cell, T Cell, NK Cell, Activated APC, CD163+ Macrophage      1\n",
+      "                                                                                                                Regulatory T Cell, Helper T Cell, T Cell, NK Cell, Activated APC      1\n",
+      "                                                                                                                                                T Cell, B Cell, CD68+ Macrophage      1\n",
+      "                                                                                                                             CD68+ Macrophage, Activated T/B Cell, Activated APC      1\n",
+      "                                                                                                                              T Cell, B Cell, Dendritic Cell, Activated T/B Cell      1\n",
+      "                                                                                                                      T Cell, CD68+ Macrophage, Activated APC, CD163+ Macrophage      1\n",
+      "                                                                                                   B Cell, NK Cell, CD68+ Macrophage, Dendritic Cell, Granulocyte, Activated APC      1\n",
+      "                                                                                B Cell, NK Cell, CD68+ Macrophage, Dendritic Cell, Granulocyte, Activated APC, CD163+ Macrophage      1\n",
+      "                                                                               B Cell, NK Cell, CD68+ Macrophage, Dendritic Cell, Granulocyte, Proliferating Cell, Activated APC      1\n",
+      "                                                                                                                   B Cell, NK Cell, CD68+ Macrophage, Granulocyte, Activated APC      1\n",
+      "                                                                                                                     T Cell, CD68+ Macrophage, Proliferating Cell, Activated APC      1\n",
+      "                                                                                         T Cell, CD68+ Macrophage, Dendritic Cell, Granulocyte, Activated APC, CD163+ Macrophage      1\n",
+      "                                                                                                B Cell, NK Cell, CD68+ Macrophage, Granulocyte, Activated APC, CD163+ Macrophage      1\n",
+      "                                                                                                                                        T Cell, CD68+ Macrophage, Dendritic Cell      1\n",
+      "                                                                                                              B Cell, NK Cell, Dendritic Cell, Activated T/B Cell, Activated APC      1\n",
+      "                                                                                                          B Cell, NK Cell, Proliferating Cell, Activated T/B Cell, Activated APC      1\n",
+      "                                                                                                                              B Cell, NK Cell, Dendritic Cell, CD163+ Macrophage      1\n",
+      "                                                                                                                                              T Cell, B Cell, Proliferating Cell      1\n",
+      "                                                                                  T Cell, B Cell, NK Cell, Dendritic Cell, Proliferating Cell, Activated T/B Cell, Activated APC      1\n",
+      "                                                                                                                      T Cell, B Cell, NK Cell, Dendritic Cell, CD163+ Macrophage      1\n",
+      "                                                                                                       T Cell, B Cell, NK Cell, Dendritic Cell, Activated APC, CD163+ Macrophage      1\n",
+      "                                                                                                                                      T Cell, B Cell, NK Cell, CD163+ Macrophage      1\n",
+      "                                                                                                                       T Cell, B Cell, NK Cell, Activated APC, CD163+ Macrophage      1\n",
+      "                                                                                                                                                         T Cell, B Cell, NK Cell      1\n",
+      "                                                                                                                        Cytotoxic T Cell, T Cell, B Cell, NK Cell, Activated APC      1\n",
+      "                                                                                                           Follicular Dendritic Cell, NK Cell, Proliferating Cell, Activated APC      1\n",
+      "                                                                                                                    Cytotoxic T Cell, T Cell, B Cell, NK Cell, CD163+ Macrophage      1\n",
+      "                                                                                                                                   Follicular Dendritic Cell, Activated T/B Cell      1\n",
+      "                                                                                                                          Helper T Cell, T Cell, B Cell, NK Cell, Dendritic Cell      1\n",
+      "                                                                     Helper T Cell, T Cell, B Cell, NK Cell, CD68+ Macrophage, Dendritic Cell, Activated T/B Cell, Activated APC      1\n",
+      "                                                                                                                      Helper T Cell, T Cell, B Cell, NK Cell, Activated T/B Cell      1\n",
+      "                                                                               Follicular Dendritic Cell, CD68+ Macrophage, Activated T/B Cell, Activated APC, CD163+ Macrophage      1\n",
+      "                                                                                                 Follicular Dendritic Cell, CD68+ Macrophage, Dendritic Cell, Activated T/B Cell      1\n",
+      "                                                                                                                    Helper T Cell, T Cell, B Cell, Dendritic Cell, Activated APC      1\n",
+      "                                                               Follicular Dendritic Cell, CD68+ Macrophage, Dendritic Cell, Activated T/B Cell, Activated APC, CD163+ Macrophage      1\n",
+      "                                                                                 Helper T Cell, T Cell, B Cell, CD68+ Macrophage, Granulocyte, Activated T/B Cell, Activated APC      1\n",
+      "                                                          Helper T Cell, T Cell, B Cell, CD68+ Macrophage, Dendritic Cell, Proliferating Cell, Activated T/B Cell, Activated APC      1\n",
+      "                                                                              Helper T Cell, T Cell, B Cell, CD68+ Macrophage, Dendritic Cell, Activated T/B Cell, Activated APC      1\n",
+      "                                                                                                  Helper T Cell, T Cell, B Cell, CD68+ Macrophage, Dendritic Cell, Activated APC      1\n",
+      "                                                                                              Helper T Cell, T Cell, B Cell, CD68+ Macrophage, Activated T/B Cell, Activated APC      1\n",
+      "                                                                             Follicular Dendritic Cell, CD68+ Macrophage, Dendritic Cell, Proliferating Cell, Activated T/B Cell      1\n",
+      "                                           Follicular Dendritic Cell, CD68+ Macrophage, Dendritic Cell, Proliferating Cell, Activated T/B Cell, Activated APC, CD163+ Macrophage      1\n",
+      "                                                                                                         Follicular Dendritic Cell, CD68+ Macrophage, Granulocyte, Activated APC      1\n",
+      "                                                                                                 Helper T Cell, Cytotoxic T Cell, T Cell, Proliferating Cell, Activated T/B Cell      1\n",
+      "                                                                                                                                          Follicular Dendritic Cell, Granulocyte      1\n",
+      "                                                                                        Helper T Cell, Cytotoxic T Cell, T Cell, NK Cell, Proliferating Cell, Activated T/B Cell      1\n",
+      "                                                                            Helper T Cell, Cytotoxic T Cell, T Cell, NK Cell, Granulocyte, Proliferating Cell, CD163+ Macrophage      1\n",
+      "                                                                                                Helper T Cell, Cytotoxic T Cell, T Cell, NK Cell, Granulocyte, CD163+ Macrophage      1\n",
+      "                                                             Helper T Cell, Cytotoxic T Cell, T Cell, NK Cell, Granulocyte, Activated T/B Cell, Activated APC, CD163+ Macrophage      1\n",
+      "                                                                   Helper T Cell, T Cell, B Cell, NK Cell, Dendritic Cell, Proliferating Cell, Activated T/B Cell, Activated APC      1\n",
+      "                                                                                                            Dendritic Cell, Proliferating Cell, Activated APC, CD163+ Macrophage      1\n",
+      "                                                                  Cytotoxic T Cell, T Cell, B Cell, NK Cell, CD68+ Macrophage, Dendritic Cell, Activated T/B Cell, Activated APC      1\n",
+      "                                                                                   Helper T Cell, T Cell, CD68+ Macrophage, Activated T/B Cell, Activated APC, CD163+ Macrophage      1\n",
+      "                                                                                    Helper T Cell, T Cell, Dendritic Cell, Proliferating Cell, Activated T/B Cell, Activated APC      1\n",
+      "                                                                                                               Cytotoxic T Cell, T Cell, NK Cell, Granulocyte, CD163+ Macrophage      1\n",
+      "                                                                                                        Helper T Cell, T Cell, Dendritic Cell, Proliferating Cell, Activated APC      1\n",
+      "                                                                                               Cytotoxic T Cell, T Cell, NK Cell, Granulocyte, Proliferating Cell, Activated APC      1\n",
+      "                                                                       Helper T Cell, T Cell, Dendritic Cell, Granulocyte, Proliferating Cell, Activated T/B Cell, Activated APC      1\n",
+      "                                                                                       Helper T Cell, T Cell, Dendritic Cell, Granulocyte, Activated T/B Cell, CD163+ Macrophage      1\n",
+      "                                                                                                                              Helper T Cell, T Cell, Dendritic Cell, Granulocyte      1\n",
+      "                                                                                                                           Cytotoxic T Cell, T Cell, NK Cell, Proliferating Cell      1\n",
+      "                                                                                                            Cytotoxic T Cell, T Cell, NK Cell, Proliferating Cell, Activated APC      1\n",
+      "                                                                                                                     Cytotoxic T Cell, T Cell, Proliferating Cell, Activated APC      1\n",
+      "                                                                                                            Dendritic Cell, Activated T/B Cell, Activated APC, CD163+ Macrophage      1\n",
+      "                                                                                                         Helper T Cell, T Cell, Dendritic Cell, Activated APC, CD163+ Macrophage      1\n",
+      "                                                                                                                   Dendritic Cell, Granulocyte, Activated APC, CD163+ Macrophage      1\n",
+      "                                                                                          Helper T Cell, T Cell, CD68+ Macrophage, Granulocyte, Activated APC, CD163+ Macrophage      1\n",
+      "                                                                                                             Helper T Cell, T Cell, CD68+ Macrophage, Granulocyte, Activated APC      1\n",
+      "                                                      Helper T Cell, T Cell, CD68+ Macrophage, Dendritic Cell, Granulocyte, Activated T/B Cell, Activated APC, CD163+ Macrophage      1\n",
+      "                                                                          Helper T Cell, T Cell, CD68+ Macrophage, Dendritic Cell, Granulocyte, Activated APC, CD163+ Macrophage      1\n",
+      "                                                                                                                                 Dendritic Cell, Granulocyte, Proliferating Cell      1\n",
+      "                                                                                                                  Dendritic Cell, Granulocyte, Proliferating Cell, Activated APC      1\n",
+      "                                                                                                              Dendritic Cell, Granulocyte, Proliferating Cell, CD163+ Macrophage      1\n",
+      "                                                                                                                      Helper T Cell, T Cell, CD68+ Macrophage, CD163+ Macrophage      1\n",
+      "                                                                        Helper T Cell, Cytotoxic T Cell, T Cell, NK Cell, Dendritic Cell, Proliferating Cell, Activated T/B Cell      1\n",
+      "                                                                 Helper T Cell, Cytotoxic T Cell, T Cell, NK Cell, Dendritic Cell, Granulocyte, Activated APC, CD163+ Macrophage      1\n",
+      "                                                                                                                      Follicular Dendritic Cell, Granulocyte, Activated T/B Cell      1\n",
+      "                                                          Helper T Cell, Cytotoxic T Cell, T Cell, NK Cell, Dendritic Cell, Activated T/B Cell, Activated APC, CD163+ Macrophage      1\n",
+      "                                                                                       Helper T Cell, Cytotoxic T Cell, T Cell, Dendritic Cell, Activated APC, CD163+ Macrophage      1\n",
+      "                                                                                            Follicular Dendritic Cell, NK Cell, Dendritic Cell, Activated APC, CD163+ Macrophage      1\n",
+      "                                                                        Helper T Cell, Cytotoxic T Cell, T Cell, CD68+ Macrophage, Granulocyte, Activated APC, CD163+ Macrophage      1\n",
+      "                                                                                           Helper T Cell, Cytotoxic T Cell, T Cell, CD68+ Macrophage, Granulocyte, Activated APC      1\n",
+      "                                                Helper T Cell, Cytotoxic T Cell, T Cell, CD68+ Macrophage, Dendritic Cell, Proliferating Cell, Activated T/B Cell, Activated APC      1\n",
+      "                                    Helper T Cell, Cytotoxic T Cell, T Cell, CD68+ Macrophage, Dendritic Cell, Granulocyte, Activated T/B Cell, Activated APC, CD163+ Macrophage      1\n",
+      "                                                                                          Helper T Cell, Cytotoxic T Cell, T Cell, CD68+ Macrophage, Dendritic Cell, Granulocyte      1\n",
+      "                                                 Helper T Cell, Cytotoxic T Cell, T Cell, CD68+ Macrophage, Dendritic Cell, Activated T/B Cell, Activated APC, CD163+ Macrophage      1\n",
+      "                                                                                   Helper T Cell, Cytotoxic T Cell, T Cell, CD68+ Macrophage, Dendritic Cell, Activated T/B Cell      1\n",
+      "                                                                                        Helper T Cell, Cytotoxic T Cell, T Cell, CD68+ Macrophage, Dendritic Cell, Activated APC      1\n",
+      "                                                                                                                       Helper T Cell, Cytotoxic T Cell, T Cell, CD68+ Macrophage      1\n",
+      "                                                                                                                                 Follicular Dendritic Cell, NK Cell, Granulocyte      1\n",
+      "                                                                                         Helper T Cell, Cytotoxic T Cell, T Cell, B Cell, Proliferating Cell, Activated T/B Cell      1\n",
+      "                                                                 Helper T Cell, Cytotoxic T Cell, T Cell, B Cell, NK Cell, Proliferating Cell, Activated T/B Cell, Activated APC      1\n",
+      "                                                                                      Helper T Cell, Cytotoxic T Cell, T Cell, B Cell, NK Cell, Activated APC, CD163+ Macrophage      1\n",
+      "                                                                              Helper T Cell, Cytotoxic T Cell, T Cell, B Cell, Dendritic Cell, Activated T/B Cell, Activated APC      1\n",
+      "                                                                                             Helper T Cell, Cytotoxic T Cell, T Cell, B Cell, Dendritic Cell, Activated T/B Cell      1\n",
+      "                                                                                                                 Helper T Cell, Cytotoxic T Cell, T Cell, B Cell, Dendritic Cell      1\n",
+      "                                                            Helper T Cell, Cytotoxic T Cell, T Cell, B Cell, CD68+ Macrophage, Dendritic Cell, Activated T/B Cell, Activated APC      1\n",
+      "                                                                                                      Helper T Cell, Cytotoxic T Cell, T Cell, Activated T/B Cell, Activated APC      1\n",
+      "                                                                                                              Follicular Dendritic Cell, NK Cell, Granulocyte, CD163+ Macrophage      1\n",
+      "                                                                                            Follicular Dendritic Cell, NK Cell, CD68+ Macrophage, Granulocyte, CD163+ Macrophage      1\n",
+      "                                                                            Follicular Dendritic Cell, NK Cell, CD68+ Macrophage, Granulocyte, Activated T/B Cell, Activated APC      1\n",
+      "                                                                                  Helper T Cell, Cytotoxic T Cell, T Cell, Dendritic Cell, Activated T/B Cell, CD163+ Macrophage      1\n",
+      "                                                                                                                            Follicular Dendritic Cell, NK Cell, CD68+ Macrophage      1\n",
+      "                                                                                            Helper T Cell, Cytotoxic T Cell, T Cell, NK Cell, Dendritic Cell, Activated T/B Cell      1\n",
+      "                                                                                                 Helper T Cell, Cytotoxic T Cell, T Cell, NK Cell, Dendritic Cell, Activated APC      1\n",
+      "                                                                                                                                              Follicular Dendritic Cell, NK Cell      1\n",
+      "                                                               Helper T Cell, Cytotoxic T Cell, T Cell, NK Cell, CD68+ Macrophage, Granulocyte, Activated APC, CD163+ Macrophage      1\n",
+      "                                               Helper T Cell, Cytotoxic T Cell, T Cell, NK Cell, CD68+ Macrophage, Dendritic Cell, Granulocyte, Activated APC, CD163+ Macrophage      1\n",
+      "                                        Helper T Cell, Cytotoxic T Cell, T Cell, NK Cell, CD68+ Macrophage, Dendritic Cell, Activated T/B Cell, Activated APC, CD163+ Macrophage      1\n",
+      "                                                            Helper T Cell, Cytotoxic T Cell, T Cell, NK Cell, CD68+ Macrophage, Dendritic Cell, Activated APC, CD163+ Macrophage      1\n",
+      "                                                                                              Helper T Cell, Cytotoxic T Cell, T Cell, NK Cell, CD68+ Macrophage, Dendritic Cell      1\n",
+      "                                                        Helper T Cell, Cytotoxic T Cell, T Cell, NK Cell, CD68+ Macrophage, Activated T/B Cell, Activated APC, CD163+ Macrophage      1\n",
+      "                                                                      Helper T Cell, Cytotoxic T Cell, T Cell, Follicular Dendritic Cell, Proliferating Cell, Activated T/B Cell      1\n",
+      "                                                                                                            Helper T Cell, Cytotoxic T Cell, T Cell, Dendritic Cell, Granulocyte      1\n",
+      "                                                      Helper T Cell, Cytotoxic T Cell, T Cell, Follicular Dendritic Cell, Dendritic Cell, Proliferating Cell, Activated T/B Cell      1\n",
+      "                                                                                              Helper T Cell, Cytotoxic T Cell, T Cell, Follicular Dendritic Cell, Dendritic Cell      1\n",
+      "                     Helper T Cell, Cytotoxic T Cell, T Cell, Follicular Dendritic Cell, CD68+ Macrophage, Dendritic Cell, Proliferating Cell, Activated T/B Cell, Activated APC      1\n",
+      "                                                         Helper T Cell, Cytotoxic T Cell, T Cell, Follicular Dendritic Cell, CD68+ Macrophage, Activated T/B Cell, Activated APC      1\n",
+      "                                                              Helper T Cell, Cytotoxic T Cell, T Cell, Dendritic Cell, Proliferating Cell, Activated T/B Cell, CD163+ Macrophage      1\n",
+      "                                                             Follicular Dendritic Cell, NK Cell, CD68+ Macrophage, Dendritic Cell, Granulocyte, Activated APC, CD163+ Macrophage      1\n",
+      "                                                                                                               Follicular Dendritic Cell, NK Cell, CD68+ Macrophage, Granulocyte      1\n",
+      "                                                                                         Helper T Cell, Cytotoxic T Cell, T Cell, Dendritic Cell, Granulocyte, CD163+ Macrophage      1\n",
+      "                                                                                                Follicular Dendritic Cell, NK Cell, CD68+ Macrophage, Granulocyte, Activated APC      1\n",
+      "                                                                                                            Helper T Cell, T Cell, Follicular Dendritic Cell, Activated T/B Cell      1\n",
+      "                                                                                                Cytotoxic T Cell, T Cell, NK Cell, Granulocyte, Activated APC, CD163+ Macrophage      1\n",
+      "                                                            Helper T Cell, T Cell, Follicular Dendritic Cell, CD68+ Macrophage, Dendritic Cell, Activated APC, CD163+ Macrophage      1\n",
+      "                                                                                                     Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, B Cell, NK Cell      1\n",
+      "                                          Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, Follicular Dendritic Cell, CD68+ Macrophage, Dendritic Cell, Activated APC      1\n",
+      "                                                                                                                  Cytotoxic T Cell, T Cell, CD68+ Macrophage, Activated T/B Cell      1\n",
+      "                                                                                                   Cytotoxic T Cell, T Cell, CD68+ Macrophage, Activated T/B Cell, Activated APC      1\n",
+      "                                                                                Cytotoxic T Cell, T Cell, CD68+ Macrophage, Activated T/B Cell, Activated APC, CD163+ Macrophage      1\n",
+      "                                                  Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, Dendritic Cell, Granulocyte, Proliferating Cell, CD163+ Macrophage      1\n",
+      "                                                  Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, Dendritic Cell, Granulocyte, Activated T/B Cell, CD163+ Macrophage      1\n",
+      "                                                      Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, Dendritic Cell, Granulocyte, Activated T/B Cell, Activated APC      1\n",
+      "                                                                          Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, Dendritic Cell, Granulocyte, Activated APC      1\n",
+      "                                                                                    Cytotoxic T Cell, T Cell, CD68+ Macrophage, Dendritic Cell, Activated APC, CD163+ Macrophage      1\n",
+      "                                                                                   Cytotoxic T Cell, T Cell, CD68+ Macrophage, Dendritic Cell, Activated T/B Cell, Activated APC      1\n",
+      "                                                                Cytotoxic T Cell, T Cell, CD68+ Macrophage, Dendritic Cell, Activated T/B Cell, Activated APC, CD163+ Macrophage      1\n",
+      "                                                                    Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, Dendritic Cell, Activated APC, CD163+ Macrophage      1\n",
+      "                                                                                       Cytotoxic T Cell, T Cell, CD68+ Macrophage, Granulocyte, Activated APC, CD163+ Macrophage      1\n",
+      "                             Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, CD68+ Macrophage, Dendritic Cell, Proliferating Cell, Activated T/B Cell, Activated APC      1\n",
+      "                                                                Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, CD68+ Macrophage, Dendritic Cell, Activated T/B Cell      1\n",
+      "                                                                     Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, CD68+ Macrophage, Dendritic Cell, Activated APC      1\n",
+      "                                                                                 Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, CD68+ Macrophage, CD163+ Macrophage      1\n",
+      "                                                                     Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, B Cell, NK Cell, Granulocyte, CD163+ Macrophage      1\n",
+      "                                    Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, B Cell, NK Cell, CD68+ Macrophage, Granulocyte, Activated APC, CD163+ Macrophage      1\n",
+      "Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, B Cell, NK Cell, CD68+ Macrophage, Dendritic Cell, Granulocyte, Proliferating Cell, Activated APC, CD163+ Macrophage      1\n",
+      "                                   Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, B Cell, NK Cell, CD68+ Macrophage, Dendritic Cell, Granulocyte, CD163+ Macrophage      1\n",
+      "  Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, Follicular Dendritic Cell, CD68+ Macrophage, Dendritic Cell, Proliferating Cell, Activated T/B Cell, Activated APC      1\n",
+      "                                                                                                                                  Granulocyte, Proliferating Cell, Activated APC      1\n",
+      "                                                                                                    Cytotoxic T Cell, T Cell, CD68+ Macrophage, Activated APC, CD163+ Macrophage      1\n",
+      "                                                                                                    Cytotoxic T Cell, T Cell, B Cell, NK Cell, Dendritic Cell, CD163+ Macrophage      1\n",
+      "                                                                Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, Proliferating Cell, Activated APC, CD163+ Macrophage      1\n",
+      "                                                                                   Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, Proliferating Cell, Activated APC      1\n",
+      "                                                                     Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, NK Cell, Proliferating Cell, Activated T/B Cell      1\n",
+      "                                                                                         Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, NK Cell, Proliferating Cell      1\n",
+      "                                                                             Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, NK Cell, Granulocyte, CD163+ Macrophage      1\n",
+      "                                                                                                Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, NK Cell, Granulocyte      1\n",
+      "                                                            Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, NK Cell, Dendritic Cell, Granulocyte, Proliferating Cell      1\n",
+      "                                                                                Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, NK Cell, Dendritic Cell, Granulocyte      1\n",
+      "                                                          Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, NK Cell, Dendritic Cell, Activated T/B Cell, Activated APC      1\n",
+      "                        Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, NK Cell, CD68+ Macrophage, Granulocyte, Proliferating Cell, Activated APC, CD163+ Macrophage      1\n",
+      "                                    Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, Follicular Dendritic Cell, Proliferating Cell, Activated T/B Cell, Activated APC      1\n",
+      "                                                           Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, NK Cell, CD68+ Macrophage, Granulocyte, CD163+ Macrophage      1\n",
+      "                        Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, NK Cell, CD68+ Macrophage, Granulocyte, Activated T/B Cell, Activated APC, CD163+ Macrophage      1\n",
+      "                                            Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, NK Cell, CD68+ Macrophage, Granulocyte, Activated APC, CD163+ Macrophage      1\n",
+      "        Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, NK Cell, CD68+ Macrophage, Dendritic Cell, Granulocyte, Proliferating Cell, Activated APC, CD163+ Macrophage      1\n",
+      "                            Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, NK Cell, CD68+ Macrophage, Dendritic Cell, Granulocyte, Activated APC, CD163+ Macrophage      1\n",
+      "                     Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, NK Cell, CD68+ Macrophage, Dendritic Cell, Activated T/B Cell, Activated APC, CD163+ Macrophage      1\n",
+      "                                     Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, NK Cell, CD68+ Macrophage, Activated T/B Cell, Activated APC, CD163+ Macrophage      1\n",
+      "                                                                           Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, NK Cell, Activated APC, CD163+ Macrophage      1\n",
+      "                                                                      Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, Granulocyte, Activated T/B Cell, Activated APC      1\n",
+      "                                                    Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, B Cell, NK Cell, CD68+ Macrophage, Dendritic Cell, Activated APC      1\n",
+      "                                         Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, B Cell, CD68+ Macrophage, Dendritic Cell, Activated T/B Cell, Activated APC      1\n",
+      "                                        Helper T Cell, T Cell, Follicular Dendritic Cell, CD68+ Macrophage, Dendritic Cell, Activated T/B Cell, Activated APC, CD163+ Macrophage      1\n",
+      "                                                                                                 Cytotoxic T Cell, T Cell, Dendritic Cell, Activated T/B Cell, CD163+ Macrophage      1\n",
+      "                                                                           Cytotoxic T Cell, T Cell, NK Cell, CD68+ Macrophage, Dendritic Cell, Activated APC, CD163+ Macrophage      1\n",
+      "                                                                       Cytotoxic T Cell, T Cell, NK Cell, CD68+ Macrophage, Proliferating Cell, Activated APC, CD163+ Macrophage      1\n",
+      "                                                                                   Helper T Cell, T Cell, NK Cell, Dendritic Cell, Granulocyte, Activated APC, CD163+ Macrophage      1\n",
+      "                                                                                                                     Helper T Cell, T Cell, NK Cell, Dendritic Cell, Granulocyte      1\n",
+      "                                                                                                               Helper T Cell, T Cell, NK Cell, Dendritic Cell, CD163+ Macrophage      1\n",
+      "                                                                                                Helper T Cell, T Cell, NK Cell, Dendritic Cell, Activated APC, CD163+ Macrophage      1\n",
+      "                                                                                             Cytotoxic T Cell, T Cell, NK Cell, Dendritic Cell, Activated APC, CD163+ Macrophage      1\n",
+      "                                                                                            Cytotoxic T Cell, T Cell, NK Cell, Dendritic Cell, Activated T/B Cell, Activated APC      1\n",
+      "                                                                                 Helper T Cell, T Cell, NK Cell, CD68+ Macrophage, Granulocyte, Activated APC, CD163+ Macrophage      1\n",
+      "                                                          Helper T Cell, T Cell, NK Cell, CD68+ Macrophage, Dendritic Cell, Proliferating Cell, Activated APC, CD163+ Macrophage      1\n",
+      "                                                                 Helper T Cell, T Cell, NK Cell, CD68+ Macrophage, Dendritic Cell, Granulocyte, Activated APC, CD163+ Macrophage      1\n",
+      "                                                                                        Cytotoxic T Cell, T Cell, NK Cell, Dendritic Cell, Activated T/B Cell, CD163+ Macrophage      1\n",
+      "                                                                                                           Helper T Cell, T Cell, NK Cell, Activated T/B Cell, CD163+ Macrophage      1\n",
+      "                                                                                Cytotoxic T Cell, T Cell, NK Cell, Dendritic Cell, Granulocyte, Activated APC, CD163+ Macrophage      1\n",
+      "                                                                                                                                              Helper T Cell, T Cell, Granulocyte      1\n",
+      "                                                                               Cytotoxic T Cell, T Cell, NK Cell, Dendritic Cell, Granulocyte, Activated T/B Cell, Activated APC      1\n",
+      "                                                                    Helper T Cell, T Cell, Follicular Dendritic Cell, NK Cell, Dendritic Cell, Activated T/B Cell, Activated APC      1\n",
+      "                                                                                                           Cytotoxic T Cell, T Cell, NK Cell, Dendritic Cell, Proliferating Cell      1\n",
+      "                                                                                       Cytotoxic T Cell, T Cell, NK Cell, Dendritic Cell, Proliferating Cell, Activated T/B Cell      1\n",
+      "                                                                                                                Helper T Cell, T Cell, Follicular Dendritic Cell, Dendritic Cell      1\n",
+      "                                                       Helper T Cell, T Cell, Follicular Dendritic Cell, CD68+ Macrophage, Proliferating Cell, Activated T/B Cell, Activated APC      1\n",
+      "                                                                                           Cytotoxic T Cell, T Cell, NK Cell, CD68+ Macrophage, Activated APC, CD163+ Macrophage      1\n",
+      "                                                                                                                             Cytotoxic T Cell, T Cell, NK Cell, CD68+ Macrophage      1\n",
+      "                                                                                                                                                     NK Cell, Activated T/B Cell      1\n",
+      "                                                                                            Cytotoxic T Cell, T Cell, Follicular Dendritic Cell, CD68+ Macrophage, Activated APC      1\n",
+      "                                                                                         Cytotoxic T Cell, T Cell, Dendritic Cell, Granulocyte, Activated APC, CD163+ Macrophage      1\n",
+      "                                                                                                                                          Proliferating Cell, Activated T/B Cell      1\n",
+      "                                                                                                        Cytotoxic T Cell, T Cell, Dendritic Cell, Granulocyte, CD163+ Macrophage      1\n",
+      "                                                                                                                                  NK Cell, Proliferating Cell, CD163+ Macrophage      1\n",
+      "                                                                                  Cytotoxic T Cell, T Cell, Dendritic Cell, Proliferating Cell, Activated APC, CD163+ Macrophage      1\n",
+      "                                                                                                              Cytotoxic T Cell, T Cell, Follicular Dendritic Cell, Activated APC      1\n",
+      "                                                                                                                  NK Cell, Dendritic Cell, Proliferating Cell, CD163+ Macrophage      1\n",
+      "                                                                                                   NK Cell, Dendritic Cell, Proliferating Cell, Activated APC, CD163+ Macrophage      1\n",
+      "                                                                                                         Cytotoxic T Cell, T Cell, Follicular Dendritic Cell, Activated T/B Cell      1\n",
+      "                                                                                                         NK Cell, Dendritic Cell, Granulocyte, Proliferating Cell, Activated APC      1\n",
+      "                                                                                 NK Cell, CD68+ Macrophage, Dendritic Cell, Activated T/B Cell, Activated APC, CD163+ Macrophage      1\n",
+      "                                                     Cytotoxic T Cell, T Cell, Follicular Dendritic Cell, CD68+ Macrophage, Activated T/B Cell, Activated APC, CD163+ Macrophage      1\n",
+      "                                                                        Cytotoxic T Cell, T Cell, Follicular Dendritic Cell, CD68+ Macrophage, Proliferating Cell, Activated APC      1\n",
+      "                                                                                         Cytotoxic T Cell, T Cell, Follicular Dendritic Cell, Dendritic Cell, Activated T/B Cell      1\n",
+      "                                                                                                                                          NK Cell, CD68+ Macrophage, Granulocyte      1\n",
+      "                                                                                                    NK Cell, CD68+ Macrophage, Dendritic Cell, Proliferating Cell, Activated APC      1\n",
+      "                                                                                   NK Cell, CD68+ Macrophage, Dendritic Cell, Granulocyte, Proliferating Cell, CD163+ Macrophage      1\n",
+      "                                                                                                       NK Cell, CD68+ Macrophage, Dendritic Cell, Granulocyte, CD163+ Macrophage      1\n",
+      "                                                              Cytotoxic T Cell, T Cell, Follicular Dendritic Cell, NK Cell, Activated T/B Cell, Activated APC, CD163+ Macrophage      1\n",
+      "                                                                                  Cytotoxic T Cell, T Cell, Follicular Dendritic Cell, NK Cell, CD68+ Macrophage, Dendritic Cell      1\n",
+      "                                                       Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, Follicular Dendritic Cell, Dendritic Cell, Activated T/B Cell      1\n",
+      "Saved processed object to Lymph_Node_Tissue.pickle\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Define the manual phenotype codes and names as a DataFrame\n",
+    "phenotype_definitions = pd.DataFrame([\n",
+    "    {\"phenotype_code\": \"CD3D+CD4+FOXP3+\", \"phenotype_name\": \"Regulatory T Cell\"},\n",
+    "    {\"phenotype_code\": \"CD3D+CD4+\",       \"phenotype_name\": \"Helper T Cell\"},\n",
+    "    {\"phenotype_code\": \"CD3D+CD8A+\",      \"phenotype_name\": \"Cytotoxic T Cell\"},\n",
+    "    {\"phenotype_code\": \"CD3D+\",           \"phenotype_name\": \"T Cell\"},\n",
+    "    {\"phenotype_code\": \"CD20+\",           \"phenotype_name\": \"B Cell\"},\n",
+    "    {\"phenotype_code\": \"CD21+CD20-\",      \"phenotype_name\": \"Follicular Dendritic Cell\"},\n",
+    "    {\"phenotype_code\": \"CD56+\",           \"phenotype_name\": \"NK Cell\"},\n",
+    "    {\"phenotype_code\": \"CD68+\",           \"phenotype_name\": \"CD68+ Macrophage\"},\n",
+    "    {\"phenotype_code\": \"CD11C+\",          \"phenotype_name\": \"Dendritic Cell\"},\n",
+    "    {\"phenotype_code\": \"CD15+\",           \"phenotype_name\": \"Granulocyte\"},\n",
+    "    {\"phenotype_code\": \"KI67+\",           \"phenotype_name\": \"Proliferating Cell\"},\n",
+    "    {\"phenotype_code\": \"PD1+\",            \"phenotype_name\": \"Activated T/B Cell\"},\n",
+    "    {\"phenotype_code\": \"HLADR+\",          \"phenotype_name\": \"Activated APC\"},\n",
+    "    {\"phenotype_code\": \"CD163+\",          \"phenotype_name\": \"CD163+ Macrophage\"}\n",
+    "])\n",
+    "\n",
+    "# Assign manual phenotypes to each cell (adds a 'manual_phenotype' column to the DataFrame)\n",
+    "assign_manual_phenotypes(data, phenotype_definitions, suffix=\"_expression\")\n",
+    "\n",
+    "# Save the DataFrame with the new 'manual_phenotype' column to a pickle file\n",
+    "save_pickle(data)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "^CD25$\n",
+      "^CD2$\n",
+      "^CD10$\n",
+      "^CD163$\n",
+      "^CD3D$\n",
+      "^CD5$\n",
+      "^CD30$\n",
+      "^ACTIN$\n",
+      "^CD45$\n",
+      "^CD206$\n",
+      "^CD68$\n",
+      "^PD1$\n",
+      "^KI67$\n",
+      "^CD11C$\n",
+      "^CD7$\n",
+      "^CD8A$\n",
+      "^FOXP3$\n",
+      "^CD20$\n",
+      "^CD4$\n",
+      "^HLADR$\n",
+      "^PSTAT3$\n",
+      "^PS6$\n",
+      "^PERK$\n",
+      "^CD21$\n",
+      "^CD43$\n",
+      "^NOS2$\n",
+      "^PDL1$\n",
+      "^CD11B$\n",
+      "^CD57$\n",
+      "^MHCI$\n",
+      "^CD15$\n",
+      "^ASMA$\n",
+      "^CD56$\n",
+      "AnnData object with n_obs × n_vars = 4825 × 33\n",
+      "    obs: 'broad_cell_type', 'detailed_cell_type', 'manual_phenotype'\n",
+      "    obsm: 'spatial'\n",
+      "Saved processed object to Lymph_Node_Tissue.pickle\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/liuf9/opt/anaconda3/envs/spac-3913/lib/python3.9/site-packages/anndata/_core/anndata.py:402: FutureWarning: The dtype argument is deprecated and will be removed in late 2024.\n",
+      "  warnings.warn(\n",
+      "/Users/liuf9/opt/anaconda3/envs/spac-3913/lib/python3.9/site-packages/anndata/_core/aligned_df.py:68: ImplicitModificationWarning: Transforming to str index.\n",
+      "  warnings.warn(\"Transforming to str index.\", ImplicitModificationWarning)\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Ingest the data into an AnnData object for SPAC analysis\n",
+    "feature_names = [\n",
+    "    \"CD25\", \"CD2\", \"CD10\", \"CD163\", \"CD3D\", \"CD5\", \"CD30\", \"ACTIN\", \"CD45\",\n",
+    "    \"CD206\", \"CD68\", \"PD1\", \"KI67\", \"CD11C\", \"CD7\", \"CD8A\", \"FOXP3\", \"CD20\",\n",
+    "    \"CD4\", \"HLADR\", \"PSTAT3\", \"PS6\", \"PERK\", \"CD21\", \"CD43\", \"NOS2\", \"PDL1\",\n",
+    "    \"CD11B\", \"CD57\", \"MHCI\", \"CD15\", \"ASMA\", \"CD56\"\n",
+    "]\n",
+    "regex_str = [f\"^{feature}$\" for feature in feature_names]\n",
+    "x_col = \"X_centroid\"\n",
+    "y_col = \"Y_centroid\"\n",
+    "annotation = [\"broad_cell_type\", \"detailed_cell_type\", \"manual_phenotype\"]\n",
+    "\n",
+    "# Create the AnnData object by ingesting the DataFrame\n",
+    "adata = ingest_cells(\n",
+    "    dataframe=data,\n",
+    "    regex_str=regex_str,\n",
+    "    x_col=x_col,\n",
+    "    y_col=y_col,\n",
+    "    annotation=annotation\n",
+    ")\n",
+    "\n",
+    "# Print a summary of the AnnData object to verify it was created successfully\n",
+    "print(adata)\n",
+    "\n",
+    "# Save the AnnData object to a pickle file for later use\n",
+    "save_pickle(adata, \"Lymph_Node_Tissue.pickle\")\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Visualizing Feature Expression with SPAC Boxplot"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Calculating Box Plot...\n",
+      "(<Figure size 1000x500 with 1 Axes>, <Axes: title={'center': 'Multiple Features'}, xlabel='Feature', ylabel='log(Intensity)'>,           CD25       CD2      CD10     CD163      CD3D       CD5      CD30  \\\n",
+      "0     6.367469  6.428726  7.382608  6.235047  6.170844  7.493546  6.989383   \n",
+      "1     6.340171  6.094227  7.339796  6.210249  6.186009  7.492722  6.963594   \n",
+      "2     6.503502  6.354950  7.473457  6.308190  6.204894  7.550736  7.073453   \n",
+      "3     6.327050  6.015125  7.351632  6.159875  5.852472  7.480882  6.986802   \n",
+      "4     6.333280  6.264265  7.376497  6.180153  5.923984  7.500814  6.949162   \n",
+      "...        ...       ...       ...       ...       ...       ...       ...   \n",
+      "4820  6.508043  6.314653  7.348776  6.348435  6.612809  7.481223  7.093852   \n",
+      "4821  6.465361  6.637015  7.346788  6.298223  7.046816  7.471629  7.046493   \n",
+      "4822  6.558302  6.660794  7.419973  6.319144  6.822848  7.470294  7.091032   \n",
+      "4823  6.337040  6.281594  7.239791  6.260537  6.503732  7.421273  6.917522   \n",
+      "4824  6.380558  6.180567  7.254785  6.207112  6.351758  7.434836  6.950466   \n",
+      "\n",
+      "         ACTIN      CD45     CD206  ...      CD21      CD43      NOS2  \\\n",
+      "0     8.591015  8.001100  7.006796  ...  9.921513  6.629837  5.917445   \n",
+      "1     8.072101  7.971250  6.982403  ...  8.534789  6.674095  5.858516   \n",
+      "2     8.021604  7.828327  7.053262  ...  9.267817  6.662441  5.911880   \n",
+      "3     8.400875  8.051405  7.009409  ...  8.536332  6.567710  5.886794   \n",
+      "4     8.072366  7.885307  6.985614  ...  9.806921  6.588251  5.862389   \n",
+      "...        ...       ...       ...  ...       ...       ...       ...   \n",
+      "4820  7.674265  7.691455  7.378822  ...  7.016650  6.897488  5.955467   \n",
+      "4821  8.205470  8.044333  7.022732  ...  6.934527  7.188879  5.866742   \n",
+      "4822  8.031841  7.957066  7.077899  ...  6.992892  7.103793  5.965959   \n",
+      "4823  7.745531  7.382551  6.934563  ...  6.777241  6.759027  5.828322   \n",
+      "4824  7.795789  7.522550  6.941539  ...  6.828190  6.773870  5.817300   \n",
+      "\n",
+      "          PDL1     CD11B      CD57      MHCI      CD15      ASMA      CD56  \n",
+      "0     7.197186  6.878124  5.007782  8.327145  6.990933  5.391566  8.061951  \n",
+      "1     7.191159  6.767220  4.972103  7.903399  6.981601  5.108883  8.044872  \n",
+      "2     7.246237  7.121098  5.021905  8.403203  7.060813  5.432593  8.057412  \n",
+      "3     7.154794  6.515170  4.981444  7.831599  7.001728  5.052176  8.036493  \n",
+      "4     7.191393  6.732468  4.978302  7.892893  7.011101  5.066416  8.031105  \n",
+      "...        ...       ...       ...       ...       ...       ...       ...  \n",
+      "4820  7.183708  6.406173  5.049898  8.117857  7.059009  6.253754  8.059469  \n",
+      "4821  7.189375  6.500217  4.962337  8.338560  7.053823  6.239033  8.059759  \n",
+      "4822  7.183787  6.455869  4.987442  7.638962  7.118164  7.126528  8.069403  \n",
+      "4823  7.166918  6.417592  4.913991  7.476818  6.939489  5.750430  8.019550  \n",
+      "4824  7.160404  6.352655  4.903389  7.512570  6.909312  5.659422  8.035376  \n",
+      "\n",
+      "[4825 rows x 33 columns])\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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ishIm3URERETk9rp06SJrHBGRgH26iYiIiMjteXt7yxpHRO2j1+tRWFiIixcvIjg4GDExMVAqlfYeVocw6SYiIiIit9fQ0CBrHBFZLjc3F+np6SgrKxOPhYWFISkpCfHx8XYcWcdweTkRERERub3S0lJZ44jIMrm5udBoNOjTpw+WL1+Obdu2Yfny5ejTpw80Gg1yc3PtPcR2Y9JNRERERG7v0qVLssYRkXR6vR7p6emIjY3FggULEB0dDR8fH0RHR2PBggWIjY1FRkYG9Hq9vYfaLky6iYiIiMjtcXk5kf0UFhairKwMU6ZMgYeHaYrq4eGBhIQEnDt3DoWFhXYaYcdwTzcRERERERHZzcWLFwEAUVFRZgupRUVFmcQ5GybdREREREREZDfBwcEAgM8++wxbtmxBeXm5eC40NBTjxo0ziXM2TLqJiIiIyO0pFAoYDAZJcUQkr5iYGAQEBOBf//oX1Gq1ybmKigpkZWUhICAAMTExdhphx3BPNxERERG5Pal9gJ29XzCRo9LpdACATp064aWXXsKmTZvw0ksvoVOnTgCAa9eu2XN4HcKZbiIiIiJye/X19bLGEZF0BQUFqK6uRmRkJOrq6rBo0SLxXFhYGCIjI1FSUoKCggIMHTrUjiNtHybdREREREREZDeHDx8GADz//PO46aabmhVSy8/Px1//+lccPnyYSTcRERERERGRJYRaCQaDAUqlEoMHD241ztlwTzcRERERERHZzaBBgwAAq1atQkNDg8m5hoYGrF692iTO2TDpJiIiIiIiIrsZPHgwAgICUFhYiHnz5qGoqAjV1dUoKirCvHnzUFhYiMDAwBZnwB0dl5cTERERERGR3SiVSrzwwgvQaDQ4dOgQ8vLyxHNqtRoKhQLPP/+803YPsOtMd25uLsaNG4fu3btDoVDg888/NzlvMBig0WjQvXt3+Pj44M4770RRUZF9BktERERERERWER8fD41Gg8DAQJPjgYGB0Gg0iI+Pt9PIOs6uM91Xr17FoEGDMGPGDEyYMKHZ+XfffReLFy/GqlWr0K9fPyxcuBD33HMPTpw4AT8/PzuMmIiIiIiIiKwhPj4ecXFxzaqXO+sMt8CuSff999+P+++/3+w5g8GApUuXYu7cuXjkkUcAAKtXr0ZoaCjWr1+PxMREWw6ViIiIiIiIrKy16uXOymELqRUXF6OsrAz33nuveEytVmPkyJHYu3evHUdGREREREREJI3DFlIrKysDAISGhpocDw0NxX//+98Wv6+urg51dXXi48rKSusMkIiIiIiIiKgNDjvTLWjaAN1gMLTaFP2tt96Cv7+/+Kdnz57WHiIRERERERGRWQ6bdIeFhQH434y34Pz5881mv429+uqr0Gq14p/ff//dquMkIiIiy+n1euTn52Pnzp3Iz8+HXq+395CIiMgBuOLng8MuL4+KikJYWBi2b9+OIUOGAAB0Oh12796Nd955p8XvU6vVUKvVthomERERWSg3Nxfp6ekmN9bDwsKQlJTk1C1hiIioY1z188GuM91XrlxBfn4+8vPzATQWT8vPz0dJSYnYAP3NN9/EZ599hiNHjuCJJ55Ap06dkJCQYM9hExERUTvl5uZCo9GgT58+WL58ObZt24bly5ejT58+0Gg0yM3NtfcQiYjIDlz580FhMBgM9nrx7777DnfddVez49OnT8eqVatgMBiQmpqKzMxMXL58GcOHD8fy5ctx4403Sn6NyspK+Pv7Q6vVokuXLnIOn4iIiCyg1+sxdepU9OnTBwsWLICHx//u/Tc0NCAlJQXFxcVYu3at0/dkJedj7pq0Jbt27bLiSIjcj/Hng0ajQVFRkdine+DAgdBoNA75+SA117Tr8vI777wTreX8CoUCGo0GGo3GdoMiIiIiqygsLERZWRlSUlJMEm4A8PDwQEJCApKTk1FYWOhyPVqJiKhlwufDuHHj8Pjjj6O8vFw8FxoainHjxmHv3r1O+/ngsHu6iYiIyLVcvHgRQGPdFnOE40IcERG5B+F9/1//+lez+lwVFRXIysoyiXM2Dlu9nIiIiFxLcHAwgMYaLuYIx4U4IiJyD4GBgeLXQ4cONdnTPXToULNxzoRJNxEREdlETEwMwsLCkJ2djYaGBpNzDQ0NWL9+PcLDwxETE2OnERIRkT0IbcH8/PzwxhtvIDo6Gj4+PoiOjsYbb7wBPz8/kzhnw6SbiIiIbEKpVCIpKQl5eXlISUlBUVERqqurUVRUhJSUFOTl5WH27NkOVSSHiIis7+effwYAVFVVYf78+SafD/Pnz0dVVZVJnLPhnm4iIiKymfj4eGg0GqSnpyM5OVk8Hh4eDo1G49R9WImIqH0UCgWAxi5WX3/9dbPPh2nTpmHNmjVinLNh0k1ERLLR6/UoLCwU23zExMRw1pKaiY+PR1xcHH9XiIgIADBo0CCsXbsWhw4dwpo1a5q1DHvppZfEOGfEpJuIiGSRm5uL9PR0lJWVicfCwsKQlJTE2UtqRqlUOmXbFyIikt/gwYMREBCAwsJCzJ8/H1OmTEFsbCyKi4sxf/58FBYWIjAw0Gk/N5h0ExFRh+Xm5kKj0SA2NhYpKSmIiopCcXExsrOzodFouGyYiIiIWqRUKvHCCy9Ao9Hg0KFDyMvLE8+p1WooFAo8//zzTrsiikk3ERF1iF6vR3p6OmJjY6HRaFBUVIS9e/ciODhYTLgzMjIQFxfntB+W1HG1tbUoKSmx6HsiIyPh7e1tpREREZEjiY+Px6RJk5CTk2Ny/Nq1a5g0aZJT37xn0k1ERB1SWFiIsrIyjBs3DtOmTWu2vHzs2LHYu3cvCgsLnXZZGHVcSUkJEhMTLfqezMxM9OvXz0ojIiIiR5Kbm4sNGzZApVJBp9OJxz09PbFhwwZER0c7beLNpJuIiDrk4sWLAICsrCyMGDECkydPhlqtRl1dHQ4cOIAPP/zQJI7cU2RkJDIzM02OlZSUIC0tDXPnzkVkZKTZ7yEiIten1+uxZMmSVmOWLFnitKvmmHQTEVGHBAYGAgB69uyJ4uJik31YYWFh6NGjB37//XcxjtyTt7d3i7PWkZGRnNEmIpLIFTuFFBQUoKKiAgDQ0NBgck54XFFRgYKCAgwdOtTWw+swJt1ERNQhBoMBQOOsZdOZ7v3792Pfvn0mcURERNQ+rtop5NChQ+LX9fX1JueMHx86dIhJNxERuZ9Lly6JXx86dEhMsgFApVKZjXNWrji7QEREzsGVO4WUl5eLXwcGBuLJJ59EbGws8vLy8OGHH+Ly5cvN4pwJk24iIuoQrVYrfq1QKEzOGT82jnNGrjq7QESN1fUtcfLkSVbXJ5sy7hSyYMECeHh4AACio6OxYMECpKSkOHWnEGE228PDA2vWrMFXX32FtWvXIiIiAmvWrMGDDz6IhoaGZrPgzoJJNxERdYifnx8AICAgAJ988gmOHTsmzgTfcMMNeOyxx1BRUSHGOSNXnl0gIljczi4xMZHV9cmmhE4hKSkpYsIt8PDwQEJCApKTk522U0hlZSWAxv3b48aNMzm3fPnyZnHOxqPtECIiopZVVVUBaCxwkpqaitOnT6Ourg6nT59GamqqWBhFiHM2TWcXoqOj4ePjI84uxMbGIiMjA3q93t5DJaJ2ioyMxKxZsyTFzpo1C5mZmayuTzYldACJiooye1447qydQnx8fGSNczSc6SYiUW1trcV3+7m8jvz9/QE0LrXev3+/SfVyDw8PhIWFoaysTIxzNq4+u0BEjdX1H3vsMWRlZbUZ+9hjjznl8l1ybsHBwQCA4uJiREdHNztfXFxsEudsbrjhBvzwww+S4pwRk24iEpWUlCAxMdGi7+HyOuratSsAoKysDIGBgRg0aBC8vb1RW1uLgoICcQ+0EOdsXH12gYgaKZVKpKamYv78+S3GpKamMuEmu4iJiUFYWBiys7NN9nQDjUuy169fj/DwcMTExNhxlO0n9d+Vs/77Y9JNRKLIyEhkZmY2O15SUoK0tDTMnTu32XI6Lq+j6OhoKJVKeHp6orKyEt999514TqlUQq1Wo76+3uydeWfg6rMLRPQ/8fHxSE1NxdKlS8VqyQAQFBSE5557jrUbyG6USiWSkpKg0WiQkpKChIQEsb7I+vXrkZeXB41G47RJqXGRUjniHA2TbiISeXt7tzprHRkZyVltaubo0aPQ6/XQ6/Xw9/fHkCFDxJnuw4cPi1XLjx496pTLr119doGITMXHxyMuLg7btm3D4sWL8eKLL2LMmDFOm8yQ64iPj4dGo0F6ejqSk5PF4+Hh4U5f0LNp95OOxjkaJt1ERNQhf/zxB4DGD/3y8nKTmW4PDw+Eh4fj3LlzYpyzcfXZBSJqTqlUon///gCA/v378983OQzhplBhYaHYKSQmJsbpf0eFSR0PDw+EhITg/Pnz4rlu3brhwoULaGhocNrJHybdRETUIcJM9rlz56BWq1FXVyee8/Lywrlz50zinJErzy4QERHZ29WrVwE0riAzTrgBmDwW4pwNk24iIuoQ4/7bgwcPxogRI8Tke9++fdi/f3+zOGfkqrMLRETkPHJzc5Genm6ytzksLAxJSUlOfQNY6jWCs15LMOkmIqIOMZ7BPnz4sJhkA4BKpTIb56yUSqVT7ksnIiLnl5ubC41Gg9jYWKSkpIhbnbKzs6HRaJx65ZXUawRnvZbwaDuEiIioZZWVleLXOp3O5JzxY+M4IiIikk6v1yM9PR2xsbFYsGABoqOj4ePjg+joaCxYsACxsbHIyMiAXq+391DbpaKiQvy6abE048fGcc6ESTcREXWIwWCQNY6IiIhMFRYWoqysDFOmTDHpogE0Fh9LSEjAuXPnUFhYaKcRdkx5ebn4ddPrBePHxnHOhMvLiYhcmF6vt/oe5E6dOolfe3l54dq1a2YfG8cRERGRdBcvXgQAREVFmf1sj4qKMolzNlJnsJ11pptJNxGRi7JVsZWffvpJ/Hrw4MGora1FZWUlunTpAm9vb/z4449i3JQpU2R7XSIiIncRHBwMAPjss8+wdevWZp/tY8eONYlzNsY1YOSIczRMuomIXJBQbGX48OGIi4tDXV0d1Go1SktLZS+2cuHCBfFrIcFuK46IiIiki4mJQUBAAP71r381K6S2bt06ZGVlISAgADExMfYears03cfd0ThHw6SbiMjFCMVWwsPDceDAATQ0NIjnPDw8EB4ejoyMDMTFxcmy1DwkJAS///67pDgiIiLqOIPBIP4ROGtCCsDkWkWOOEfDpJuIHIot9iC7OqHYCgAEBgbinnvuQffu3XH27Fls374dZ8+eFePkaH/18MMP4/Dhw5LiiIiIyHKFhYWoqKjArFmz8MUXXyA5OVk8Fx4ejlmzZiErK0u2z3Zbk3Lz3pI4R8Okm4gchq32ILs6obJnp06doFKpsHHjRvFcaGgoOnXqhOrqatkqgLa2pLxp3B133CHLawp4k4aIiNyBUCDtkUcewWOPPdbss6+urg5ZWVlOW0itrq5O1jhHw6SbiByCsAe5aYGMy5cvy74H2dUdP34cAFBdXY2bbroJt99+u8me7n379olxo0ePlu315IqTijdpiIjIXQgF0oqLixEdHd1sNru4uNgkztl4epqmpZ06dUJoaCjKy8tRXV3dYpyzcM5RE5FL0ev1WLJkCQwGA4YOHYqpU6eaFAfJy8vD0qVLZduD7OqE/U4qlQr79+9vtt9LpVJBp9PJti+qpqZG1jgphJs0TYvJZGdn8yYNERG5lNraWnh7eyM4OBiZmZlISkoy6dXd0NCADz74ACEhIfD29sbJkycRGRkJb29vO47aMiEhISYr8Kqrq8UbCU3jnBGTbiKyu/z8fFRUVCAmJgYLFy4UP0iio6OxcOFCPP/88ygsLER+fj5uvvlmO4/W8Qk/P51O1+ycwWAQjxt/YHdEREQEzpw5IylODkKhuNjYWCxYsMDk92XBggVISUmRtVAcERGRPZWUlCApKQlA4zJz4WtzhHOZmZno16+fTcYnB+7pJiKysoKCAgDAE088gbq6OnzwwQc4c+YMevTogb/85S+YPn06/vrXv6KgoIBJtwTXXXed+LUwqy1Qq9XifijjuI7o2rWrrHFtEQrFpaSkNLtx4OHhgYSEBCQnJzttMRkiIiJjkZGRyMzMBAAcOnQImzZtMtm7HRISggkTJmDo0KEm3+NMrl27Jmuco2HSTUR2Jyx/XrlyJYqKisTjBw8exOeff47o6GiTOGrdiRMnxK87deqEBx980KR6uZB0nzhxAg888ECHX+/KlSuyxrVFuNCIiooye1447qzFZIiIiIx5e3uLs9b9+vXDxIkTsW3bNixevBgvvvgixowZ4/Qru7p06SJpG1qXLl1sMBr5ybO2kIioA4YMGQIAJgm3saNHj5rEUesuXboEAAgKCkJFRQVycnLw3nvvIScnB1qtFkFBQSZxHSX8/cgV1xbjYjLmOHsxGSIiotYolUr0798fANC/f3+nT7gB4LbbbpM1ztEw6SYiu5O658iZ9ibZk4+PDwDzSbXBYBCPC3EdZetCajExMQgLC0N2dnazYnANDQ1Yv349wsPDERMTI8vrERERkXX997//lTXO0TDpJiK7++CDD2SNc3dS24DJ0S4MkF6QTa7CbUqlEklJScjLy0NKSgqKiopQXV2NoqIipKSkIC8vD7Nnz3aJO/9ERETu4MKFC7LGORru6SYiuzt48KCsce5u4MCBssa1RaFQyBonRXx8PDQaDdLT05GcnCweDw8PZ7swIiIiJ2O8Gs7HxwdeXl6oq6uDWq3GtWvXxPNyth+1JYdPuquqqpCSkoLPPvsM58+fx5AhQ/Dee+/h1ltvtffQiEgm58+flzXO3W3dulVy3KRJkzr8evX19bLGSRUfH48RI0Zgy5YtKC0tRUREBMaPHw+VSiXr6xAREZF1GVclr6mpEZNrofiruThn4vBJ96xZs3DkyBGsXbsW3bt3x7p16zBq1CgcPXpUtp6vRGRfUquSs3q5NIcPH5YcJ0fSbevl5YLc3Fykp6ejrKxMPLZ582YkJSVxppuIiMiJeHpKS0ulxjkah97TXVNTg82bN+Pdd99FfHw8rrvuOmg0GkRFRSE9Pd3ewyMimbj6G62t2boYiV6vlzVOitzcXGg0GvTp0wfLly/Htm3bsHz5cvTp0wcajQa5ubmyvRYRERFZV8+ePWWNczQOnXTX19dDr9fD29vb5LiPjw/27Nlj9nvq6upQWVlp8oeIHJtarZY1zt01LTJy/fXX48Ybb8T111/falx72Xp5uV6vR3p6OmJjY7FgwQJER0fDx8cH0dHRWLBgAWJjY5GRkSFrkk9ERETWM3ToUFnjHI1DJ91+fn7iRdXZs2eh1+uxbt067N+/H+fOnTP7PW+99Rb8/f3FP856N4TInUjdn+Os+3hsreky/F9++QVHjhzBL7/80mpce9m6kFphYSHKysowZcqUZkvWPTw8kJCQgHPnzqGwsFCW1yMiIiLrqq6uljXO0Th00g0Aa9euhcFgQEREBNRqNZYtW4aEhIQWW8G8+uqr0Gq14p/ff//dxiMmIqlqa2tx8uRJi5Yn19bWWnlUzk9qITG5Co7ZeqXCxYsXAQBRUVFmzwvHhTgiIiJybGfPnpU1ztE4fNLdt29f7N69G1euXMHvv/+OAwcO4Nq1ay1ebKnVanTp0sXkDxE5ppKSEiQmJlo0011SUmLlUTm/rl27yhrXloaGBlnj2hIcHAwAKC4uNnteOC7EERERkWP7+eefZY1zNA6fdAs6d+6M8PBwXL58GV9//TUefPBBew+JiDooMjISmZmZeOSRR0yO+/r6mvxX8MgjjyAyMtJm43NWtl7uLbVnply9NWNiYhAWFobs7OxmiXxDQwPWr1+P8PBwxMTEyPJ6REREZF22vpawNYdPur/++mt89dVXKC4uxvbt23HXXXehf//+mDFjhr2HRkQd5O3tjX79+iExMdHk+JUrV0z+K0hMTGxWWJGaCwgIkDWuLbYupKZUKpGUlIS8vDykpKSgqKgI1dXVKCoqQkpKCvLy8jB79uwWtyERERGRY7FX+1Fbcfj+O1qtFq+++irOnDmDoKAgTJgwAWlpafDy8rL30IhIJiqVCpMnT8aGDRtajJk8ebJse5BdnasXIwGA+Ph4aDQapKenIzk5WTweHh4OjUbDPt1EREROxNvbW9J1ibNOvjh80j1p0iRMmjTJ3sMgIiubPXs2ACAnJ8dkybBSqcSjjz4qnqe22bpPt73Ex8cjLi4OhYWFuHjxIoKDgxETE8MZbiIiIidj6/owtubwSTcRuY/Zs2dj5syZyMrKQk5ODiZOnIhZs2ZxhttCdXV1ssY5MqVSicGDB9t7GERERNQBrp50O+eieCJyWSqVCqNGjQIAjBo1igm3E7B14TYiIiJyLQaDQdY4R8Okm4iIOsTVPyiJiIjIulz9WoJJNxGRi5FaaJIFKYmIiMgRuPrWOCbdREQuxtX3RREREZFrcfWtaky6iYhcjKv3uiQiIiLX4urLy1m9nIjIxdTX18saR/+j1+vZooyIiIgswqSbiMjFuPrdYnvJzc1Feno6ysrKxGNhYWFISkpCfHy8HUdGRETk3K5duyZrnCVscUOdSTcREVEbcnNzodFoEBsbi5SUFERFRaG4uBjZ2dnQaDTQaDRMvImIiNrJy8tLUkItdxFYW91QZ9JN5MbKy8uh1WrbjCspKTH5b1v8/f0RGhraobEROQq9Xo/09HTExsZiwYIF4l746OhoLFiwACkpKcjIyEBcXByXmhMREbWDn58fLl26JClOLra8oc6km8hNlZeXY/q0aajT6SR/T1pamqQ4tUqF1WvWMPEml1BYWIiysjKkpKQ0Kz7n4eGBhIQEJCcno7CwEIMHD7bPIImIiJyYXq+XNU7K89jyhjqTbiI3pdVqUafTIfYWwF++m4bQVgF5B3XQarVMusklXLx4EQAQFRVl9rxwXIgjIiIiy9i6T7etb6gz6SaXw+rClvH3A4IC7T0KIscVHBwMACguLkZ0dHSz88XFxSZxREREZBmdxJWXUuPaYnxD3VzuIPcNdSbd5FJYXZiI5BYTE4OwsDBkZ2ebLEEDgIaGBqxfvx7h4eGIiYmx4yjJ0fAGMBGRdA0NDbLGtUW4Uf7pp5/iiy++aJY7jB071iSuo5h0k8tgdWEisgalUomkpCRoNBqkpKQgISFBfH9Zv3498vLyoNFomFCRiDeAiYgcW0xMDAICApCVldUsd1i3bh2ysrIQGBgo2w11j7ZDiBxf02II0dHR8PHxEYshxMbGIiMjQ7biC0TkXuLj46HRaPDbb78hOTkZDzzwAJKTk1FcXMwbemRCuAHcp08fLF++HNu2bcPy5cvRp08faDQa5Obm2nuIRETUhMFgEP8YH5MLZ7rJJRgXQzAYDMjPzzdZ0sfqwkTUUfHx8YiLi+OSYSdli+XebC9HRNQ+KpVK0n5tlUoly+sVFhaioqICTz31FLZu3Yrk5GTxXHh4OGbNmoWsrCwWUiMyJhQ5OHv2LBYsWNBsSd/MmTNN4oiI2kOpVPLGnROy1XJvtpcjImofT09PSUm3p6c86auQEzz88MN49NFHsWXLFpSWliIiIgLjx49HfX09srKyWEiNyJhQ5ODNN980u6f7rbfeMokjIiL3YMt6H2wvR0TUPlKXcsu15Lu1QmqbN2+WvZAa93STS4iOjoZSqURAQABSU1NN9nSnpqYiICAASqXSbLsfIiJyTbau92HcXs4ctpcjIjKvvr5e1ri2GBdSi4qKMqnBERUVxUJqROYcPXoUer0ely9fxvz581FUVITq6moUFRVh/vz5uHz5MvR6PY4ePWrvoRIRkY0Iy72nTJnS4nLvc+fOobCwUJbXM24v17StDdvLERG1zNYz3U2f88SJE9i1axdOnDghvgYLqRE1ISzVe+2117By5cpmxRBee+01vPnmm1zSR+TEamtrUVJSYtH3REZGwtvb20ojopaUl5dDq9W2GSf8fVry9+rv74/Q0FBJsbZe7s32ckRE7WPrpFsopDZq1Ch8++232Ldvn3hOqVTi7rvvxs6dO1lIjciYsFQvIiIC69ata1ah9vjx4yZxROR8SkpKkJiYaNH3ZGZmol+/flYaEZlTXl6OadOnQ1dXJ/l70tLSJMeq1GqsWb1aUuJtvNy7f//+zT4brLHcW2gvl56e3uwGMNvLEZEzskX3h6argzoa1xbhZuuOHTuaVU5XKpXYuXOnSVxHMekml2C8pG/BggUmd6S4pK912irHfj5rs8UHCckjMjISmZmZzY6XlJQgLS0Nc+fORWRkZLPvIdvSarXQ1dVBGXcbFP7+sj63QauF7oe90Gq1kpJu4bNh2bJlqKioQHl5uXguNDQUAQEBVvlsYHs5IvviZ7t8bNX9wdYCAwPFr5tWTTd+bBzXEUy6ySVwSV/75R209wjsx1U/SFyVt7d3q7PWkZGRVp/V5oWcdAp/fyiCg+w6BqVSiZEjR2LDhg0IDAzESy+9hNjYWOTl5WHlypU4ceIEJk+ebJW/Q7aXI7IPZ/9st9b2HEu25ghs2f3B09MT165dkxQnB+MCmh4eHiYz6MaP5Sq0yaTbDbnqRSOX9LVP7C2Av598z6etco5E3pYfJOQanP1Czh3p9Xrs3r0b/fv3h1arxaJFi8Rz4eHh6N+/P3Jzc/HUU0+5xOegLbnqtQQ5N2f/bC8vL8f0adNRp5N/e45apcbqNdK25gDNuz8IxSiF7g8pKSnIyMhAXFycLP/2vby8JCXdXl5eHX4tAMjPzxe/7tKlC+655x50794dZ8+exfbt21FRUSHG3XrrrR1+PSbdbsbVLxq5pM9y/n5AkDwrZ5yGrT9IyPk5+4WcuxKql6ekpOC6667Dli1bUFpaioiICIwfPx6//PILkpOTZSuU4y5c/VqCnJMrfLZrtVrU6eowO2oqIry7yfa8pbXnkVG8TvLWHMD0/bOl7g9yvn/aupDasWPHAACdO3eGVqtFTk6OeM7DwwOdO3fG1atXxbiOYtLtRtzlopFL+qgttv4gIefmChdy7koogHP27FksWLDAJEncvHkzZs6caRJHbROuJZrONl26dMmlriXI+bjSZ3uEdzf07tzTrmOwdfcHLy8v1NTUSIqTgzCrfvXqVXh6epr0//bw8MDVq1dN4jqKfbrdRNOLxujoaPj4+IgXjbGxscjIyJBt3wKRI7P1Bwk5N1v3eib5CFXJ33zzTfTp0wfLly/Htm3bsHz5cvTp0wdvvfWWSRy1Tq/XY8mSJS3ONBkMBixdupTXEmQX/GyXl3H3B3Pk7v4gda+2XHu6jWf8jRPupo8t3QffEibdboIXjUT/Y+sPEnJuvJBzXtHR0VAqlQgICEBqaqrJDefU1FQEBARAqVQiOjra3kN1Cvn5+eI+x5tvvtnkJsbNN98MALh8+bLJXkkiWzH+bNfr9cjPz8fOnTuRn58PvV7Pz3YLGXcGatqmyxqdgSorK2WNa0ufPn1kjWtLu28VXLt2DWVlZaiurkbXrl0RFGTfCqXUOl40kiNwlIqcTVvMGd+IYos5asr4Qs5ccsYLOcd19OhR6PV6XL58GfPnz2/W2eLy5ctinKMvN3UEhw8fBgDxpkVRURH27t2L4OBgpKam4rnnnsOxY8dw+PBhMQknshV7tQh0VbbuDGTrPt1SrkctiWuLRUn3lStXkJ2djY8//hgHDhxAXd3/Kuv16NED9957L/7yl7/IUuGN5MWLRrK38vJyTJs+Dbo6XdvB/0dqRU6VWoU1q9dITrzZYo4swZs0zku4kfzaa69h5cqVzTpbvPbaa3jzzTd5w1kiIYnp3bs3Hn/88WZJzdChQ3Hs2DGT40S2Ys8Wga7Klp2BFAqFrHFtOXTokKxxbZGcdC9ZsgRpaWno3bs3xo8fj1deeQURERHw8fHBpUuXcOTIEXz//fe45557MGLECLz//vu4/vrrZRkkdZzxRaNGo0FRUZFY3XvgwIG8aCSr02q10NXpMHQY4Cdji7KqKuDQAZ1FFTkBtpgj6XiTxnkJN5IjIiKwbt26Zp0tjh8/bhJHrRPeY7dt2waVSmVy7vLly/jyyy9N4ohsiS0CrcNWnYE8PDwk1YNouk22vS5duiRrXFskJ9179+7Frl27WkzKhg0bhpkzZyIjIwMffvghdu/ezaTbgQgXjfPnz8e4ceNMVimo1WrU1dUhNTWVb0JkdX5+QICDtChjizmSijdpnFPTVQrGS8i5SsFygwYNQnZ2NgCgU6dOeOihhxAeHo5z587hm2++gU6nE+McmaNsdSJ5GVcv79+/v9mbbM5SvdzR2KIzkFKplFQpXK5rNCmV0i2Ja4vkpNu4d1lr1Go15syZ0+4BkXW1tCRDrqUaRM6GLeZIqvj4eNx666344IMPcObMGfTo0QN/+ctf4OPjY++hUQuMVynMmzcPw4YNg0qlgk6nw4EDB7Bv3z6uUrCA8bVCRUUFNm7c2Gaco2nc6jQdOqPJh7ZI3+qkxprVq5l424lx/SJzn+2sX9R+er3e6hMUnTt3Rm1traQ4OThs0m1s1apVmDRpEjp16iTLIMj6jFuGmVtertFo2GeWiKgVGRkZyMnJEYu4HDx4EFu2bMHEiRMxe/ZsO4+OWhIfH49JkyZh48aNyMvLE497eHhg0qRJXKVggYKCAvFrhUJh0jrM+HFBQQFuueUWm49PisatTnW4/o7Z6BQQIdvzVleU4pfvMyze6kTyYf0i68jNzUV6ejrKysrEY2FhYUhKSpL1/VNKwm1JnKNp16L4V199FWFhYXjyySexd+9eucdEVmDcMszLywuDBw/G3XffjcGDB8PLy4stw4iIWpGRkYENGzaYbZuyYcMGZGRk2Glk1Jbc3Fxs2LChWW9p4e8uNzfXTiOTl7kWSXITfoY9evRAt27dTM6FhoYiIiLCJM6RdQqIgG9wb9n+yJnAU/sYbyepra3Fpk2b8N5772HTpk2ora3ldpJ2yM3NhUajQZ8+fUxaBPbp0wcajUbW90+p7xsdfX+pra3FyZMnLfqekydPdjjZb9dM95kzZ/Cf//wHq1atwl133YWoqCjMmDED06dPR1hYWIcGRNZhvOTG3BIRLrkhIjJPp9OJy2hbmt3buHEjZs6c2ay4FNmXXq/HO++802rMO++84/SrvGw1E+X3f1Uwze27NBgMqK+vN4kjsiXj+kX333+/ybnly5cDgNPULzpbI28HgPY8n7lVskKLQI1GI/sqWVu1DCspKUFiYqJF35OYmIjMzEz069ev3a/brqRbqVRi/PjxGD9+PM6fP49169Zh1apVSElJwX333Ycnn3wS48aNk626HHWcsJTm008/xRdffNHsg3ns2LEmcURE1Oizzz4TE+2md9iNj3/22WeYPHmyzcdHLTt8+DCqq6tbjamursbhw4cddjl0W4SZqOHDhyMuLg51dXVQq9UoLS0VL4zlSryDgoIANO6LDggIMGnJ9OGHH6KiosIkjqTT6XTYsmULSktLERERgfHjx/MmXjscPXoUQOP2EePkTHh89OhRp9hSkn46295DEFfJjh071myLwHHjxmHv3r2yFaaz1fLyyMhIZGZmWpR4Z2ZmIjIyskOv266k21i3bt0QFxeHEydO4OTJkygsLMQTTzyBgIAAfPTRR7jzzjs7+hIkg5iYGAQEBCArKwuxsbFISUkRW96sW7cOWVlZCAwM5JIbcju2KA5Czu37778Xv+7SpQu6du0KnU4HlUqFP/74A5WVlWIck27Hsm3bNslxzph0CzNR4eHhOHDgQLMkIzw8XNaZKOMb89XV1SYtmdRqtdk4altGRgY2bdpksiUgIyMDjz76KOtFWECn02HTpk0IDAzEunXrsG3bNvEmxpgxYzB16lRs2rTJKVYlJfWegu4+8tUGOFtTbnEiL6x+zcrKMvn3DTQWUszKyjKJc1QtdSt4+umnxRUQrXn66acBNO9iYGm3gnYn3eXl5Vi7di0++ugj/Pbbb3jooYfwxRdfYNSoUaipqcG8efMwffp0/Pe//23vS5CVGAwGnDhxAqdPn0ZdXV2LMzjOoLa2VnIrD0FkZCS8vb2tNCLrY5IoH1stySTndvXqVfHryspKMcluLY4cw7Fjx8SvPT09MWnSJIwZMwbbtm3Dxo0bxeXQxnHORJiJAhovAENCQsQbQhcuXMDZs2fFODlmooTrhMjISNTV1ZnMfAUGBkKlUqGkpMQpryfsRagXERgYiCeffNJk5cCGDRsAgIm3RFu2bIFer8cdd9yBJ5980uSzffPmzbj99tuxdetWbNmyBY8++qgdR9q27j6h6N25p13HEBAQIH49dOhQTJ061WTCTihMaRzXEV5eXpJahnl5eUl+zvLyckx7fBp013TtHldLibnKS4U1a9dI7mDSrqR73Lhx+Prrr9GvXz889dRTmDZtmslSIh8fH7z00ktYsmRJe55eVF9fD41Gg+zsbJSVlSE8PBxPPPEE5s2bx6XrFiosLERFRQVGjRqFXbt2Yd++feI5pVKJu+++Gzt37nS63oXt2ZfR0T0Z9uQKSWKV+XzF5s8nLMkcMWIEJk+eLParP3DggOxLMsm5eXpK+6iUGke2Y3wBt3HjRqxZswZLly5Fjx49sHHjRjzyyCPN4pyJkPR6eHhAq9U2m80RltQaJ8cdISwfLykpwYgRIxAXFycm+WfPnhWvLYQ4ap3xzOzGjRvF95AHHngAo0ePxqRJk5xmZtYRlJaWAmhMvpsmZhcvXsTWrVtN4qh1ws0zPz8/zJ8/H8eOHRP3dM+fPx8TJ05EVVWVbDfZgoKCJL1XWbJ9RavVdijhbo3umg5arda6SXe3bt2we/duxMbGthgTHh4uluZvr3feeQcZGRlYvXo1Bg4ciIMHD2LGjBnw9/fHc88916HndjfC0o+dO3dixIgRGDZsmEmS8e2335rEOQthX0ZTJSUlSEtLw9y5c5vtwejonoymbDXzLCSJTbcHZGdnO1WSeOhHe4/gf0sy+/Xrh+LiYpM2QmFhYejXr59TttBrz8qP2tpap175YQvGH/AeHh6488470b9/f5w4cQLfffeduKTXFfaxuvJKGiHBBhrbvX3++ef2G4xMjh8/DqDlwkLC8ePHj2P06NEdfj1h2fjdd9+NXbt2NVvOLtzA5/JyaYSZ2SeffLLZTTtPT0/MmDEDixcvdoqZWUcQHh4uft30RprxY+M4apnQIrCqqgoPPvgg6ox62ws5hBAnx/acS5cuyRoHNK4AUnmprJJ4q7xU8Pf3lxzfrqR75MiRGDp0aLPjOp0On3zyCaZNmwaFQoFevXq15+lFeXl5ePDBB/HAAw8AAHr37o2PP/4YBw8e7NDzuqPAwEAAwI033oiFCxearBQYP348nnvuORw5ckSMcxbe3t6tzlpHRkZadVbbVjPPxhUkFyxYIP79RUdHY8GCBUhJSWl3kqitkm2Ykp5v6K2AXxf5Xq+q0vJEXliSWV5ebvYmRl5eHgwGg1us/CgpKXHalR+2YnznvaGhAd9++614o7KlOGck9/uZwcweuo6y9DkDAwMl3Ux2ts8+gU4n7UJSalxbhPowO3fubHauoaEBO3fuREBAAOvDSCTMuMbGxpq94SVMbnFmVhrjvKO17SQdzU/chUKhkDWuLVJXHFmyMik0NBRr1q4xu6f70qVLePXVV9t8jrfeesvsTXVhT3dLW86aalfSPWPGDNx3333NejRWVVVhxowZmDZtWnuetpnbb78dGRkZOHnyJPr164eCggLs2bMHS5culeX53Ynx0g+9Xo+ff/5ZfGMfOHCg+A+G+7Cks+XMs5AkpqSkNNta4eHhgYSEBCQnJ1uUJPr7+0OtUiHvoPx3/9Sqlu/++XUBAux8ffvHH38AAIYNG2b2Jsarr76KAwcOiHHOoj0VOeVe+eGKjO/uyxHniKzxfqb/Ya+VRitd//798euvv0qKc0Y//ijtjqPUOClqamoANCY1EydOFJOanJwc1NfXi+epbUJf89WrV+PAgQPNbnjdeuutJnHUusOHD4tf+/r6IiwsDGq1GmFhYfD19RW3PRw+fBjDhw+30yidh3DzzM/PDzk5OTh27JiYO9xwww3i8nJHv8kWGhpqUvBMWBUoJeEGgFdffVWsXt6RlYHtSroNBoPZuxpnzpyxaJq9LS+//DK0Wi0GDBgApVIJvV6PtLQ0/PnPf27xe+rq6kwufKTefXB1whtNYWEhxo0b1+ISEe7DksaaM8/mGPdZN6c9fdZDQ0Oxeo35u39NtbZc3xxLKzramvD/fMcdd5i9iXH77bfjwIEDkn42jkRY+bFs2TI8++yzbcYvW7aMS8sl8PPzM7kYbi3OGVnr/UwZdxsUMl4TAI0z3ZYk88bVoOWIczRSbwzKdQPx0KFDqKurg4+PD7p06YKPP/4YH3/8MYDGJFGr1aKmpgaHDh0SE0Zq2fjx45Geno4tW7Zg+PDhJvVF9u3bh61bt8LDwwPjx4+391CdgpB09+zZE6WlpVi8eLF4zsPDAz179sTvv/9ukpxTy4T3+6qqKmg0GnFranFxMTZs2ICqqiqTODkpFAqTicCmjzvCKfp0DxkyBAqFAgqFAnfffbfJ/hO9Xo/i4mLcd9997R5MUxs2bMC6deuwfv16DBw4EPn5+Xj++efRvXt3TJ8+3ez3vPXWW0hNTZVtDK5C6v4q7sOSxhozz60R/l6Ki4sRHR3d7LxQP8HSv7+md//aYu3l+rYi3Bz8/vvvcf/995v8HTY0NOCHH34wiXM2Uu86O/rdaUdx++2345dffpEU54ys9X6m8PeHIti++9wPHDgga5y72759OwDgqaeewn333YcPPvgAZ86cQY8ePfCXv/wF27Ztwz//+U9s376dSbcESqUS3t7eqK6uxo8//oj9+/eL54R/iz4+Pi5TV8HahKSsvr4eXbt2Ndny07VrV3F5OVd1SnP58mXx63379pkUYW4pTi5N/47k/DtraVVg79698dBDD+Hzzz/H6dOnTc7ZvE/3Qw89BADIz8/H6NGj4evrK55TqVTo3bs3JkyY0KEBGfvb3/6GV155BY899hiAxgvE//73v3jrrbdaTLpfffVVvPjii+LjyspK9Oxp35L7jiA6OhpKpRJdunRpsXdhZWWl2YSOmrPGzHNrYmJiEBYWhuzsbJOZKKAxSVy/fj3Cw8OZREnUtWtXAMD+/fuRkpKChIQEcTnt+vXrxQsfIc4Z7dq1C3fddVer50ma2tpaWeMcja3fz2xJ6mo3R18VZ67PrKX7tHfs2IGwsLBmVbAtWZlUXV0NoHHGe/ny5eIKgYMHD2Lr1q0YMWKESRy1rrCwUPxZNS2GJzy+evWq09UXsZcbbrgBv/zyC86dO4fAwEC89NJLYgu2lStXisnhDTfcYOeROgdbTdi1pwjsyZMn273c21w9qNWrV4tJ9YMPPoiSkhKTXFOOCSeLku758+cDaLwTMHnyZKsvS6yurm52112pVLZYpRNoXCrdtIE7AUePHoVer8fly5fxyCOPmCwvz8rKEh8fPXqUb+wSWGvmuSVKpRJJSUnQaDRmk8S8vDxoNBreDZdIuInh7++PU6dOITk5WTwXFhaG/v37o7Ky0ulvYuzatQuFhYUmS82XLVvm9P9ftib0OpYrztHY+v2MLFNeXo7Hp03DtQ4WQ0tLSzN73Eulwto1ayQl3jfddBN++OEH7NmzBwEBAZg1a5aY1GRlZYmrhG666aYOjdVdCMv+r7/+elRUVJhsA+jatSv8/f3x66+/Ol19EXt56qmnsGXLFgDAlStXsGjRIvGccQuxp556yuZjc0bR0dFi28Hhw4djxIgRJtsf9u/fDw8Pjw5P2Nlrubex6dOnIygoCDNnzsTKlSstqpAuVbuaXU+fPt0m+wDHjRuHtLQ0/Oc//8Hp06fx2WefYfHixXj44Yet/tquRuoMhTPOZNiD8cyzubvT1ph5jo+Ph0ajwW+//Ybk5GQ88MADSE5ORnFxsdO0C3MUwk2MkydPonfv3oiPj8eQIUMQHx+PXr164eTJk5g9e7ZL3MSIiYkR2+plZmYy4W6HkydPil83rWBqnIgaxzkTe7yf2YqwnFSuOEvo9Xrk5+dj586dyM/P79C+cWvuObfkuceMGSN+3b9/f/Tu3Rve3t7o3bu3STE64zhqmbB64ZdffmmWWP/xxx9iEUBnqy9iL8ZFE1trGSaluCIBR44cET8TPDw8cP3112PkyJG4/vrrxUnRhoYGHDlypEOvIyz3/sc//iEp/h//+Icsy72bunTpEv7f//t/Vkm4AQtmuoOCgnDy5EmEhIQgMDCw1fLwcg32/fffR0pKCubMmYPz58+je/fuSExMxOuvvy7L87uTgIAAAI0XV4sWLUJRUZFJ9fKXXnoJhYWFYhy1zl4zz/Hx8RgxYgS2bNkibg8YP358s+WC1Lb4+Hjcdttt4syMsbi4ON7EIJHxzch+/fqJxWTq6upw4MAB8byz3rTkShr5ydl+LTQ0FMv/+U+cOXPG5Pi5c+ewcuVKi55r5syZzXoU9+jRQ/Ly8q+++kr8+sCBAyZ7kI2vC7/66iv2lZZAavFFZy3SaGvCe/D1119vtg6HcNxZ36ttTSg4N336dHz99dcmqwLDw8Mxbdo0rFmzBocPHzbbSloq4+Xevr6+uHLlSouxvr6+svQEBxrfk6UUSQ0LC5Pl9SQn3UuWLBH/0S9ZskS2nmyt8fPzw9KlS9kiTAbGf196vR6//vqrmLQNGDBALFBgi79XVyHMPKenpzd7I7LWzLO5C7nNmzfL3hfcHWRkZJhNuAHghx9+QEZGBmbPnm3jUUlnbo9nS4S9UlL3TDl69XlbMbfP7ODBgybFZIyXLArfI+dKsJqammbFqnx8fGR7foE93s9clTXarw0YMAADBgwwOVZbW4tTp05h9+7dbX7/yJEjkZCQ0OGWN0K/6FtuuQUHDx40OWcwGMTj7CstDVchyktYefTrr79i+PDhUKvVqKqqgp+fn3iT1DiOWifkBDfddBMef/zxZn3k8/PzTeLksHXrVowbN85s4u3r64utW7fK9lrLly+XVIts+fLlsrye5KTbeDP5E088IcuLk+0IxSMKCwtx//33m5wz/mWyRgVCVxYfH4+4uLhmb0TWmBGyZV9wV6fT6bBx40YALbel2LhxI2bOnOmQqwjKy8sxbfo06Oos2+PZ0p7OplRqFdaslrbH05WZ22fWdBmy8ZJFnU6HkpIS2faYzZs3z+TG0MGDB/H5558jLi4OCxculOU1jNny/cxV2bKdpLe3N15++WVJSffLL78sy80aoV/0wYMHTdqNAo01dYREnH2lpfn2228lxyUkJFh5NM7PuGjw3LlzsXLlSlRXV4t7dadPn86iwRYYNGgQ1q5di1WrVmHp0qUmNZ8aGhqwevVqMU5OW7duxR9//IGkpCTxsyg9PV324rZBQUEICgpqdYW2ECOHdvXpPnToELy8vMT9Xf/+97/x0UcfITo6GhqNxiEvUt0dW4ZZj1KptHrxOVv3BXd1n376qZhoDx8+HI8//rh4E2Pt2rXYt28fDAYDPv30U7F7giPRarXQ1engHw94ytzVrF4LaHN10Gq1bp90C/vMamtr8dxzz7UZ/95778m2x6xpwm3shx9+wLx586ySeNvi/cyV2bqdpI+PD+Li4lr8XQEat8vItTrigQceEG/UDxo0CD179kRdXR3UajV+//13cSbxgQcekOX1XJ3UFQFcOSCNcdFg497mwg1L4zhHf58rrT1v9+cbPHgwAgICUFhYiLlz52L48OFQqVTQ6XTYv38/CgsLERgYaJWfZdeuXfHmm28iMTERb775ptW6yWzevBkTJkwwm3gHBQVh8+bNsr1Wu5LuxMREvPLKK4iJicFvv/2GyZMn45FHHkFOTg6qq6u5HNwBGRc4Ef7BmHtsHEeOw9YXctZUVWX/5xMuUHv16oU33ngDRUVF2Lt3L4KDg/HGG29g1qxZKCkpwQ8//OCQSbfA0x/wCpF7Swj7lwqM95kNGDAAx48fbzF2wIABslVsrqmpaTWJAhp/h2tqaqyy1Jzazx7t1xYuXNjiTRq5V0UcO3ZM/PrAgQMt9jc/duxYh/Z4ugt7FvpzRa6wXN/f3x9qlRoZxetkf261Sg1/f+l36pVKJV544QXMnz+/xT7dzz//vNNP9mzevBmXLl3CSy+9JM6sL1q0SLYZbkG7ku6TJ0+KF/Y5OTkYOXIk1q9fL16gMul2PEILBQDo1KkTbrvtNnh7e6O2thb5+fli0r1lyxZMnjzZXsOkFrhCH11/f3+o1CocOtCxtjfmqNQqiz5Irl69CqCxQNHjjz+O8vJy8VxoaCh69uyJkpISMc5R1VcAcifJjc9JTaWnpyMpKcls4j1gwACkp6fL9loZGRmS41544QXZXtfVWNo3vSN9XwX2ar+2cOFCm+z/FworSYlj0t02tVotKaFmK1xpfH19xa+FVlfmHhvHOZrQ0FCsXrNaUs2WkpISpKWlYe7cuZJWWbFeS8uCgoLw0UcfWfU12pV0GwwG8Rd3x44dGDt2LACgZ8+euHDhgnyjI9kUFhYCaHyjqaiowHfffWdyvnPnzrh69SoKCwuZdFtIr9dbfQ+kK/TRDQ0NxZrVaxzig0RYSm5ulqa8vFxMwlu6yeEotN/bewTuJT09HVeuXMG8efNQUFCAQYMGYeHChbJfwBnPJprbNys8No6j5qQWDhTI0ffVuP2a8VYgwPrt13x8fCRtg+gIob2YWq1Gly5dmvWVrqysRF1dnVVbnLmSTp06Sbq526lTJxuMxvnt2bNH/NrT09NkVafx4z179mD48OE2H59UoaGhFl3TREZGylZLxJher8eSJUsANBYNNa5hIjxeunQptzZK1K6k+5ZbbsHChQsxatQo7N69W7zDX1xczDsoDqqmpgYAcOXKFXTp0gW+vr5ild0rV66gsrLSJI6kyc3NxYoVK5rNlM6ZM0fWomb2vJCTk6N8kIwePdqkgE2PHj3g5+eHqqoqk7Y8o0ePlv215eDv7w8vlReu6a61HdwOXiovi1YOuBNfX1/MmTMHiYmJmDNnjlVmTKqrq8WvjYv8NX1sHEfNRUZG4uWXX8Y777zTZuzLL7+MPn36dHhPvqu3XxMSxLq6OvTp0wfx8fHinu4zZ86ILcQcfZWQoxCuveSKc3cnT54Uv+7cuTMeeughhIeH49y5c9i+fbuYdBvHUcvy8/NRUVEBABg6dCh69OjR7N/75cuXkZ+fj5tvvtm+g3UC7Uq6ly5diilTpuDzzz/H3Llzcd111wEANm3ahNtuu03WAZI8rr/+ehw6dAhA45t3S2/g119/vS2H5dRyc3Mxf/78Zsu+KioqMH/+fKSmpsqWeLv6hZytNU1kmva/bSnOUYSGhmLtmrUWtQzjEjTnYdyT13impulj9u5tnbe3N+677z5JSfd9990n2+u6S/u1/fv3m/TpJssZr2KRI87dCatwvb29odVqxS4lQON1lLCt0njZObVM2E4SHByMH3/80eTfu4eHB4KDg3Hx4kUcPnyYSbcE7Uq6b7rpJnG5srF//OMfvOh3UE1nsH19feHj44OamhqTXnic6ZbGeMnN4MGDzd79W7JkiaxLbtzlQs4Wdu7cKTnOUZegWbpqALDeygGSl9R9uCyiJs2uXbtw1113tXpebq7afq1pIc+OxhHJqWfPnvj1119RW1uLYcOGITY2VtySk5eXJ24p69mzp51H6hzOn2+seG6uXlBDQ4N4XIij1rUr6RbodDqcP3++2R0juVqmkHya7q+6cuWK2cbz3IclTUFBASoqKhASEoIDBw6Y3P1TKBQICQnBhQsXUFBQIGsxGVe9kLM149/9pn26jYutmPs34shqa2vN7mMVjpk719HCUSS/Ll26yBpHjYn1sWPHMGfOHPHYihUrcMMNN1jtNV2x/ZqwshFo3gnFuN6AcRy1TJh5lRJHbQsLCxO/PnToEHx9fdG/f3+cOHFCXO3ZNI5aFhgYKH7d9FrJ+LFxHLWs3dXLn3zySezdu9fkuMFggEKhYOLmgIqKimSNc3fCkhtzhQMNBoN43BoVXF3xQs7WhO0VCoWi2QeJcNxgMDjdPrqSkhIkJia2eD4tLa3ZsY4WjiL5sXevddxwww3IzMyUpWCauzLeC9t064PxEuiTJ0+yV7cEUrcwOepWJ0djXIukvr4e3377rUn9FnNx1DKptRlYw0GadiXdM2bMgKenJ7744guEh4dDoZC7TyzJjW/s8pJ6Y4k3oByTcLFoMBjg6emJyZMnY8yYMdi2bRs2bdokVuhselHp6CIjI5GZmWnx95BjkbrNh9uByNZcoQ+yI+GebnlJ7assd/9lV3X69Gnx69aKehrHUcvalXTn5+fjp59+woABA+QeD1nJ5cuXZY1zd/x5OjfjAlTXrl3Dxx9/jI8//rjVOGfg7e3N2TsXEBwcLGkW25FbBJJrMq4j0HR5ufFj1hsge5D6nsj3Tmk40y2vdlW6iI6OZj9uJ8O2FPJqurWio3FkW+Hh4bLGEclJ6goLZ1uJQc6vT58+4tetVdY3jiOyFa7qlJfUvdrc0y1Nu5Lud955B3//+9/x3Xff4eLFi2ILqtZaURG5Et7EcG6entIW+UiNI5LT77//Lmsc2Yder0d+fj527tyJ/Px8l9huxOW75MguXboka5y7Y9Itr3ZdUY4aNQoAcPfdd5scZyG19tHpdNiyZQtKS0sRERGB8ePHQ6VS2XtYRC6LS9DIkXGm2/nl5uYiPT0dZWVl4rGwsDAkJSU5dXvHiooKWeOI5MStf/LitZK82pV0W6OnpbvKyMhATk6OSdu19PR0TJw4EbNnz7ba64aEhIj7r7hVoOMmTpyI7t274+zZs8jJybHqa+n1erYM66A9e/ZIjnv88cetPBoiU76+vpIuCn19fW0wGrJUbm4uNBoNYmNjkZKSgqioKBQXFyM7OxsajQYajcZpE2+tVitrnDuT0irM2MmTJ9nisQ1MuuV15swZWePcXbuS7pEjR8o9DreUkZGBDRs2wMOj+Sr/DRs2AECHE++W+va2lmjzjb1lLf08W0u0a2trZftZuursia2dOnVK1jgiOd1666345ptvJMWRY9Hr9UhPT0dsbCwWLFggfr5HR0djwYIFSElJQUZGBuLi4pzyZun58+fFr1vr22scR+aZu5ZoDVvdte2XX34xedyvXz9ERESgtLTUpN1d0zgy748//pA1zt21a083AHz//feYOnUqbrvtNrHK6tq1ayXPILk7nU4nJmrDhg3D8uXLsW3bNixfvhzDhg0D0JjIdXT5YFt9e81JTEy0+MPAXbTn5ynXz1KYPYmKisJzzz2Hv//973juuecQFRUFjUaD3NxcWV7HHbDlGzkyV9nTbdBqYbh4Sd4/Dj6DWlhYiLKyMkyZMqXZDXUPDw8kJCTg3LlzKCwstNMI5dNaCyFqW2RkJLp16yYptlu3bsjMzGSLxzZ4eXmZPD558iR27dplknCbiyPz2L5SXu2a6d68eTMef/xxTJkyBYcOHRL7B1ZVVeHNN9/Etm3bZB2kK/r888/R0NCAvn37Ii0tzeRueFpaGp566in89ttv+PzzzzFp0qR2v47Qt9eSRJFv7C1rz89Tjp+lMHvSr18//PLLL8jLyxPPhYSEoF+/fk49e0JE/3P27FlZ42zN398fKrUauh+s071BpVbD39/f5Fh5ebmkJc3CTVBLbob6+/sjNDRUUqzQnzoqKsrseeE4+1jbX3WFvP9+LH0+b29vpKenY8KECW3GpqenszidBFVVVbLGubsuXbpIal/ZpUsXG4zG+bUr6V64cCEyMjIwbdo0fPLJJ+Lx2267DW+88YZsg3NlP//8MwBg1qxZZu+Gz5w5E/PmzcPPP//coaRb6Nu7YsUKzJkzp834FStWcOmSkZYu5EaPHo2vv/66ze8fPXq02Ys7Sy7igP/NnhgvKxdcuHBB3C5QWFiIwYMHS35eaqRUKvHYY4/hk08+4ew22Z2zr8QIDQ3FmtWrJSfBaWlpmDt3ruQblE3fP8vLyzFt+nTo/m8CQIq0tDTJsSq1GmtWr5b0ni0UFCouLkZ0dHSz88XFxSZxzsa4/owccfb0y/fp9h4CgoKCEBQU1Go1bSGG2ia1CDGLFUvTdEVAWFgY7rjjDnz//fcm16NcOSBNu5LuEydOmN0/2qVLF1aslKhTp04AgHPnzpk9L/wyC3EddcMNN8ga5w7Ky8sx7fHHobt2rd3P8fXXX5tNzlVeXlizdq3kxJv7aqxLr9cjOzvb3sMgAtB4s/TKlSsAGj8DqqurxXPGjx257kZoaKhFNxYjIyPbfcNXq9VCV1cH5e0jofAPaNdztMSgrYBuz25otVpJ/z8xMTEICwsTi6YVFRWJRS8HDhyI9evXIzw8HDExMbKO01ZcqVDV9XckoVNAd9mer7ribLsS+c2bN2PChAlmE++goCBs3rxZjuG5BanF6SwtYueuml5TlpWVma1hxGtPadqVdIeHh+PXX39F7969TY7v2bMHffr0kWNcLu+ee+7B9u3b8dFHH2HMmDE4duyY+MF8ww03YPXq1WKcXHbt2oW77rqr1fP0P1qttkMJd2t0165JvogDWEGSyJ0ICTcAk4S76WPjOLk4c3cEhX8APIJDZH1OS+drlUolkpKSMH/+fIwbN07cfgcAarUadXV1SE1NdZqfaVOulHR3CugO3+De9h4GgMbE+9KlS3jmmWdw9uxZdO/eHe+//75LzXDb4r3l6tWrssa5K6FosNTuRhcuXGARZgnalXQnJibiueeew8qVK6FQKHD27Fnk5eXhr3/9K15//XW5x+iShg4dis6dO6Oqqgr33Xef2ZjOnTtj6NChsr7url27cOzYMZOl5itWrOAMtxn+/v5QeXlZJfFWeXk125PYms8++0xy3IwZM9o7LJfXUvX5tr6HHyJkS56e0j6apcZJxe4I8lEoFBYdJwoKCsL8+fORmJiI+fPnu1TCbav3lqY3KTsa564sLRp87do1VteXoF2f2H//+9+h1Wpx1113oba2FvHx8VCr1fjrX/+K5ORkucfokpRKJcaOHSu2BjNn7NixFt8FlFJMRqlUYu7cueI+OqVS2ayyY1OW7kF2BaGhoVizdq3Jz1On06GsrMyi/YDvv/9+s/1Dlv48mxb9SEhIwJgxY7Bt2zasX7++xTgy1d7q8/wQIVsKDw+X1NImPDxcttd05d7StmTcMszc8nKNRuPURS+lFkxiYSUSCO8tTa+DLl++LPt7i9S9xdyD3DqhaPCyZctQVFQEoDF3MK4j4unpifr6egDAwIED8eyzz7IIcxvafZtcSNiOHj2KhoYGREdHw9fXV86xuTS9Xi/u9VWpVCatwYTHX3/9NZ566inJH8zl5eWYPm0a6ixoMyY1eVSrVFi9Zo1bJt7G/88nT560KOEGGv8+5UzaQkNDsX79ejHZDg0NRXl5uWzP78qED5JLly7h1VdfbTP+rbfe4ocI2ZzUHsdy9UI2lyju3bsXwcHB4kWxMyeKtiQUvUxJSYGXl1ezwpYJCQlITk522qKXrC9CltDr9ViyZAkMBgOGDBmC4cOHi9ss9u/fj3379mHp0qWyvbd06dKlxVpJTeOoZUIR5rfffhvjxo0D0Lxwp5BwA8Dbb7/NHFCCdiXdM2fOxHvvvQc/Pz/ccsst4vGrV6/imWeewcqVK2UboKsqKChARUUFIiMjUVNTY/IB5e/vDx8fH5SUlKCgoEDyEnOtVos6nQ6P9FYjxFu+JWwXag349HSdRXuQXZW5lmHvvPMOAgICxMcVFRV4+eWXTb6nvcwthw4MDMRdd90FLy8vXLt2Dfn5+SZJN5dDt0z4IAEg/vxa4uXlhREjRthqaEQiKVW/LYlri5Aojh07FtOmTWu2BHTs2LHYu3evwyeKBm2FxXuwpTynJVy9ZVhrVbbbE0euLT8/X7zW/fXXX7Fv3z7xXEhICCIjI1FSUoL8/HzcfPPNHX493hSSl6+vLwYMGIDjx4+3GDNgwAAm3BK1K+levXo13n77bfj5+Zkcr6mpwZo1a5h0S3D48GEAjUtX1Wq1ybnKykrxDeHw4cMW7+v+9LT0tim24MyFeZoyTtoEkZGRCAsLEx83bevVkQTY3HLo48ePt/oGyOXQ0nzzzTe49957zSbeXl5e+Oabb+wwKiLbExLArKwsjBgxAnFxcairq4NarUZpaSmysrJM4hyVfs9uew+BLcMsjCPXVlBQAABma6kYF+kqKCiQJemuk9g2UGocNfaIT0pKMnvdOWDAAKSn27/1nrOwKOmurKyEwWCAwWBAVVWVSTKh1+uxbds2dOvWTfZBuiKDwSB+3fTDyfixcZxUfxngjfBO8iW156r1+OB4+9oruENhnj//+c9Qq9WYMmUKsrOzZX0zF2bWv/jiC2zdurXN+HHjxnE5tAW++eYbnDt3DrNmzUJ1dTU6deqErKwsWffKEjk6YaVOSEgIDhw4YPIZ5OHhgZCQEFy4cMFkRY8jslbLMKnJvLDKKDg4GJmZmUhKSoKHh4d4vqGhAR988AFCQkLg7e3tlNV+1Wq1ybLS1uKIeJPGNaSnp+PKlSuYN28eCgoKMGjQICxcuJAz3BayKOkOCAiAQqGAQqEwO5OmUCiQmpoq2+BcmfEqgaYzbcaPm64mkEbu6qjtez5bFs+wtaYFJerq6syu8OjojL4ws56cnCwp6U5OTm7286bWhYeHY8mSJUhMTMSSJUuYcJPbESpqC4n1rFmzEBsbi7y8PGRlZYkzUo5eedveLcNKSkqQlJQEoHFVgPC1OcI5Z6v2q1arJbVbYtJNgO0Lm6lUKkm/n7xOspyvry/mzJmDxMREzJkzhwl3O1iUdO/atQsGgwF/+tOfsHnzZpN2BiqVCr169UL37t1lH6QrssaePX9/f6hVKnxwvKa9w2qRWqWyqMWVcfGMoUOHYurUqWI13HXr1iEvL0/W4hm2lp2djccee0xSnBxUKhUmT57carX7yZMn84OEiCxmvL+xf//+uHbtGvbt24dr166hf//+2L9/f7M4R2TvPd3CyiQAOHToEDZt2mSyJD8kJAQTJkww2TLmbCuTdBILtUqNs6fqilKHfj5X8NVXX0mOmz59eodfz5X6yJPrsSjpHjlyJIDGPUk9e/Y0WTZFlpFabdqSqtShoaFYvWZNm4m6TqfDRx99hEOHDmHo0KGYMWNGm8mapS2uhOIZMTExWLhwofi7Eh0djYULF+L5559HYWGhbMUzbC00NBTe3t6orW152b23t7eshedmz54NAGYT78mTJ4vniYgsIezVGzBgAH788UcxyQYal5cLhXSOHz+O0aNH22uYLfL394dKrYbOSnu6VWq1pJvOxjU/+vXrh4kTJ2Lbtm1YvHgxXnzxRYwZM8YpbzIb69y5M65cuSIpzlEJvy+/fJ8h+3NL/V1xF01r3HQ0jsiZtauQWq9evVBRUYEDBw7g/PnzzfZiTJs2TZbBuTJr3Y1r2uKqqXnz5uGHH34QHx86dAiHDh1CXFwcFi5caNFrtUYonvHEE080uznj4eGB6dOn469//atsxTPs4csvv8T9999vNvH29vbGl19+Kftrzp49GzNnzkRWVhZycnIwceJEzJo1izPcRNRuQu0Qc4VyGhoaxOPtqTFiC6GhoVizerWklWElJSViy1Ops8yW3nQWKJVK9O/fH0DjCgJnT7gB1+iDbM3fl/b+rhCR62tX0r1161ZMmTIFV69ehZ+fn8k+L4VCwaRbAuMlZ7fccgtuu+02sXfh3r17cfDgwWZxHdU04Tb2ww8/YN68ebIl3sLFWVt7AB31Ik6qL7/8EuXl5UhKSsKVK1fg6+uL9PR0q37oqlQqjBo1Cjk5ORg1ahQTbrIbcy3tpHyPMxWOcgdS6xg4cr2Dtm44NxUZGelUe6kdhau0ZOLvi+2pVCrMnj1bvNbNyMhwim0IRHJpV9L90ksvYebMmXjzzTfRqVMnucfkFox7WP78889ikg2YFiCRq9dlTU1Niwm34IcffkBNTQ18fHw6/HpDhgzBunXr8NFHH2HQoEHNKriuWrVKjHN2oaGh+PTTT+09DDKjvLxc8myG8X/b0pHZDFdqoWeupZ2U7+HFq2OJiIiQNY5cF1sykVRNVwHqdDosW7asxXhnrObvKhzxWskVtSvpLi0txbPPPsuEux2EmSHjGeCmy/ONq2IrFIoOvREJr5eRIW3v0ty5czF79uwOv/ENGjQIAQEBKCwsxLx58zBlyhSxkFp2djaOHDmCgIAADBo0qN2v4Yr4xgdcuXIFK1asAACsWLGi3W0pysvLMW36NOjqpN9JT0tLkxSnUquwZvUai3+mrtZCTygc9f777+PIkSNtxt94441OVzjKHaxZs0b82tPTE/Hx8eI+7tzcXLFF1Jo1a3D77bfba5hE5EQsXQWVmJjodNX8XUF5eTmmT5uOOp30G2VSr5XUKjVWr1ntNNef1taupHv06NE4ePAg+vTpI/d4XJ65maGmPS+NH1dVVXXojcjSmajDhw/L8sanVCrxwgsvYP78+Th06BDy8vLEc8JM/gsvvOC0M3zW0PjGNw11Fiy3kv7Gp8LqNZYnibaWlJRksq+0oKAA48aNw4ABA5Cenm7Rc2m1WujqdBg4AujURb4xVlcCRft00Gq1Fv08hRZ6sbGxSElJMbkJ5awt9ITCUW+99RbGjRvXZvxbb73FWQwHJGxj8vX1RU1NDb799lt8++23ABrfyzt37oyrV6/Kut2JiFzH8ePHcebMGZNjTdvhtmXmzJk4deqUSbLeo0cPDBgwQJYxknlarRZ1ujokXfcIuvvI13LxbM0FpP/6qcXXSq6sXUn3Aw88gL/97W84evQoYmJimhXMGD9+vCyDc0XCzFBtbS2ee+65NuPfe+89eHt7t3t2SHg9SxLvzMxMWWaj4uPjkZqaihUrVphUYQ8MDHTamT1ranzj0+GumxUIaE979hZUVAG7frI8SbS1pgm3sePHjyMpKcnixBsA5K4a0J7n0+v1SE9PR2xsLBYsWGBSzX/BggVISUlBRkaG07bQ8/X1FWdGWzJgwAD29XRQwpYiDw8P/Pvf/0ZWVhbOnDmDHj16YNasWfjzn/9sEkdEJCgvL0fy08nQN+jbDm7FypUrmx1TeiiRvT7boa9diKRqV9L91FNPAQDeeOONZucUCoXJ8mgyZdxSRMpF6k033STb60kl59Ke+Ph4xMXFucweVtswAGi9AJ3lz+fYrly50uq/BaAx8RaK1Vni6L6OjEwehYWFKCsrQ0pKitlq/gkJCUhOTkZhYSEGDx5sn0F2UHp6eos3TtqzUoFs57bbbkNOTg4qKyvx4IMPip/hBw8exNatW8XHt912mz2HSUQOSqlUdjjpbul5yTbSf2VtImtrV9LddA8ytY+7XKQqlUqnTSTsYddPgDMkynIQag688847kuKfe+45LF++3KIlytEjgM4yLi+/Wml5Ii8sy42KijJ7Xjju7Mt309PTceXKFcybNw8FBQUYNGhQu/fkk+2MGDECOTk5ANDsprnx4xEjRth0XETk+EJDQ7Fm7Zpm9Wh0Oh2eeeYZyc8zd+5chIWFmXRkcaZ6NM7OWsvL6X/alXSTfHiRSk3ddTMQ4CffTHdFleH/Evn20ev1OHHiBADgxIkT6Nu3r2x3ny2tOfDbb79ZXP26cxegS1B7Rief4OBgAEBxcTGio6ObnS8uLjaJc2a+vr6YM2cOEhMTMWfOHL6XOYEbb7wRHh4erd5Q9/DwwI033mjDURGRszDXgu3kyZMWPUdaWhoLqdlRd58QRPl2t/cwXJpFSXdrpf6NPfvss+0ajLviRap07lDdO8BPgZAAOZeXA+2dOc/NzcU///lPsefq4sWLsXbtWiQnJ8uyJ789NQcsrTdQXWnpqOR/vpiYGISFhSE7O9tkTzfQuHJo/fr1CA8PR0xMjIwjJZLm6NGjba5ga2howNGjR7lqiagdHPHaxdrtK5t+VmdmZjaLMf7sl6ueELXP2ZoLDv18rsCipHvJkiVtxigUCibdZEKuN3Z3qe5dUQXIuby88fksl5ubi/nz5zc7/scff2D+/PlITU3tcOLdnpoDUpeW+/v7Q6VWoWif9N8XqVRqFfz9/SXHK5VKJCUlQaPRICUlBQkJCWL18vXr1yMvLw8ajYb718guhEKXKpUKOjPvr8Jx44KYRCRNeXk5pk+fblHvcsnXLmo1Vq+2vCWTLdpXent7Izw8HOfOnQPQuKJr9OjR4vmvv/5a/Do8PJwz3BbSarV49913AQDvvvsuFi1aZNF1icDf3x9qldoqS8HVKnW7xuSqLEq6hSWQttS7d2/897//bXZ8zpw5WL58uc3HQ5aR841dqO794GAlQnzlmwm+cMWAf+fbv7p34xufCrt+kj9JVKssSxL1ej1SU1NbjUlNTcU333zjsIliaGgo1qxuvs/MnJKSEqSlpWHu3LmS7rS3Z3YhPj4eGo0G6enpSE5OFo+Hh4c7Zbswch1CXRFzCbfx8ePHj5tcNDsbnU6HHTt2AAB27NiB3r17m+wfJbIGrVaLuro63HZHMvz9I2R83lLs/f6fDt2+8oMPPhDbSb799tt4++23ERgYiMuXLzeLI+mmTp2K0tJS8fGpU6fw0EMPISIiAuvWrbPouUJDQ7F6zWqHuVZyZQ6/p/vHH380KeRy5MgR3HPPPZg4caLVXtPaS27chbXe2EN8FQj392g7UDLHKAzY+MZn3yRRKGxWUFAgabnpp59+inHjxjls72Vz+8xaExkZadW77azmT47I+N96QEAA7r33XnTv3h1nz57FN998g4qKimZxziYjIwM5OTni/0NOTg42b96MiRMnYvbs2XYeHbkDf/8IBAWbL6ZpK7ZuX2munWTThFuudpK1tbUWxZ88eRKRkZEOe/3SkqYJt7HS0lJMnTq1XYm3I10ruSrJSfcnn3yCxx57TFLs77//jpKSEsTFxbV7YIKuXbuaPH777bfRt29fjBw5ssPPbY4tltzYg0KhgMHQ9pJlhUKeGWTjN3aNRoOioiLs3bsXwcHBYsLtzH2JrcXeb3yWFjZbsWIFBg0axDdfC7CaPzka42T66tWr2Lhxo/jYy8vLbJwzycjIwIYNG5q16wOADRs2AAATb3IL9mhfaatOPVL3wQsSExOdrnCbVqttMeEWlJaWQqvVclm3A5I8XZieno4BAwbgnXfewbFjx5qd12q12LZtGxISEnDzzTfj0qVLsg4UaFwatm7dOsycObPF5LCurg6VlZUmf6QSZmZ79eqF+Ph4DBkyBPHx8ejVqxc0Gg1yc3Pl+l+xOT8/P1nj2iK8sUdHR2PatGl44YUXsHDhQrzwwguYNm0aoqOjce7cORQWFsryeiQPobCZpd9DRM6rurpa/PratWsm54wfG8c5g9raWhw9elS8iTBw4EA88cQTAIAnnngCAwcOBABs3LgRR48excmTJy2eLSNyJvZqX5meno6tW7ciLi4OUVFRiIuLw9atW2VtjWvptYizFW6rra3F888/Lyn2+eef5/uZA5I8071792588cUXeP/99/Haa6+hc+fOCA0Nhbe3Ny5fvoyysjJ07doVM2bMwJEjR9CtWzfZB/v555+joqJC/NA056233mpzL6o5wsxsQEAA9u/f3+x8YGCgU8/MduvWTdINCLn+3oQ37KysLNxyyy1QKBS4cuUKfH19ERERgaysLJM4ks6a+xKtWdiMiByT1AJPlhSCcgQlJSV4+umnxceFhYXijd5Vq1aJxw0GgxjnbDNfRJawZ/tKX19fLFy4UPbnFXh7eyMjI0PSqpWMjAyn+3deUlKC06dPS4o9ffq0U87kuzqL9nSPHTsWY8eOxcWLF7Fnzx6cPn0aNTU1CAkJwZAhQzBkyBCzy7fk8uGHH+L+++9H9+4t95F79dVX8eKLL4qPKysr0bNnzzafW5iZbYmwB0XOJTe2NHLkSPz666+S4uQQEBAAoHEp7cGDB8XjVVVVOHfuHJRKJfR6vRhH0gjLJAU5OTnIycnB5MmTuTyynS5duiTeqEtNTcX777+PoCA7N/YmsiGpyxCdbbliZGQkBg0ahIKCAjz99NO46aabmsUUFBSI22TmzJnjVDNfRJZy9faV/fv3lzXOkZh7b+rWrRs6d+6Mq1ev4vz58ybnnG0m3x20q5BacHAwHnzwQbnH0qr//ve/2LFjBz79tPWS9mq1Gmq12uLnF1oaAMCtt94KHx8fVFVVwc/PDzU1Nfjxxx/FOGdMuqXuE5aryqCw/F8oghcdHY0nn3wSH374IY4ePSoel2sPuTtomnAb477E9pkwYYLJVpizZ89iwoQJCAoKwubNm+04MiLbqampMXnco0cPdOnSBZWVlThz5kyLcY7O29tbXL2lVCrNzvgIM9/dunXjjBC5PHdoX7lr1y7cddddrZ53RuZWFTZNtI3J/X524sQJ8RozMTERGRkZTnnzwp4cvnq54KOPPkK3bt3wwAMPWOX59+zZA6CxH6mQYBsT+pTu2bMH999/v1XGYE1NC9J1NK4tv//+u/j1zTffjM6dO2PdunUICQnBzTffjJ9++kmMGzp0qCyv6cp0Ol2LCbdgw4YNmDlzJlvgSNQ04TZ26dIlTJgwgYk3uYWmq7yME+3W4pzBPffcg+3bt+Ojjz7CuHHj4On5v8ue+vp6rF69Wowjx8bOMvJwh/aVu3btMkkSATBJ7ABzNzGEn62z3sSwh3Yl3YGBgWZnKBUKBby9vXHdddfhiSeewIwZMzo8QKBxyctHH32E6dOnm3xgyunChQsA2u5TKsQ5G2FJkb+/Py5evGjy/xESEoLg4GBUVlbKtqTo448/BtB4s0JIsI0JNzE+/vhjm6+acCZCC69///vfkuLfe+89PPPMM9xn3YZLly61WexRiOFSc3J1UtoUWhLnSIYOHYrOnTujqqoKEydOxMyZMxEbG4u8vDysXLkSVVVV6Ny5M2/+OjhX7SxjL+7QvrJ///7IzMzk3uYOam3VgHCeibc07cpgX3/9daSlpeH+++/HsGHDYDAY8OOPP+Krr77C008/jeLiYiQlJaG+vh5PPfVUhwe5Y8cOlJSUYObMmR1+rpZ06tRJ/Lppey3jx8ZxzsR4SdGIESMwZcoUMfE9cOAA9u3bJ+uSIqHKbVs3MZytGq6tWdrCa9u2bXjwwQf54dIC4SbG66+/Lil+zpw5WLVqFW9ikEuT+rnmjJ9/SqUSf//73zF//nxUVFRg8eLFzWL+/ve/u1Sy4WqEzjKxsbFISUkRl0NnZ2eLLUidIfHWaltv9WTr52P7SucTFBQkqTtURycLhGslqYXbvvnmG/Tu3dsp+57bUruS7j179mDhwoXN9o9mZmbim2++webNm3HTTTdh2bJlsiTd9957r6Qe0x1h/Evi5eVlkiyqVCqxaqsz/zIZLynKy8sTj1tjSVFgYCCqqqokxVHLhBZeliTeLJzRMktvYpSXl6OkpIQ3MdxAeXm55JlcoR+s1L6w/v7+stXLsIaQkBBJhTZDQkJsMBr5xcfHIzU1FStWrEB5ebl4nDOljk/oLBMbG2tS+Cs6OhoLFixASkqK03SW2fv9P+09BHJyUusgdbRekqXXSm+99RYAdn9oS7uS7q+//hrvvPNOs+N33303XnrpJQDAmDFj8Morr3RsdDZkvNxar9fjrrvuwoABA3D8+HGT/tzOurxcYKslRTfccIOkC9IbbrhB1td1NWzhJS/exCBzysvLMW36NOjqzK/MaUlaWpqkOJVahTWr1zhs4i21+Gh7ipQ6CndYTmttlvb8PXnyZIdnvoTOMikpKc2643h4eCAhIQHJyclO0VnmtjuS4e8fIdvzabWlTOTdzJUrV2SNa0l7rpVYLb1t7Uq6g4KCsHXrVrzwwgsmx7du3Souabh69Sr8/Pw6PkIrE5ZQGM9s6/V67Nq1y+weBZ1OJ8sHiT3ZYkmR0OtRrjgiOfAmBpmj1Wqhq9NBcUc0FAGdZX1uQ8VV6L4/Cq1W67BJtyW9X50Zl9N2jNSVHQI59tJevHgRABAVFWX2vHBciHNk/v4RCAo2//9BJIWtZrrbc63EGe62tSvpTklJQVJSEnbt2oVhw4ZBoVDgwIED2LZtGzIyMgAA27dvl63nszVZuoRCiOcSitZJ3Q5g7W0DRERSKQI6QxEs/81iR3+Xq6iokDWOXJOls1hyzHwFBwcDaLxBHx0d3ey8cONeiCNyZbZKusk6PNoOae6pp57C7t270blzZ3z66afYtGkTOnXqhN27d+PJJ58EALz00ktttjhyBMISCuNZew8PD3HZ8w033GCypOmFF17gEgoJbN0XnIiI2kdqVxBrdQ8h5+Dt7Y1Vq1ZJil21ahX69evX4ZVCQueV7OxsNDQ0mJxraGjA+vXrER4eLlvnFSIia2n3J2hcXBzi4uLkHItdCEso+vbti48++ggVFRVoaGjAsWPHAED8L9BY9OuBBx7gHjAJjhw5ImscERFZR2BgoKTluSx8Sb169WrW4aUphUKBXr16yfJ6xp1XUlJSkJCQIFYvX79+PfLy8mTtvGJNjla9nJxP0xtPHY0j22p30q3X6/H555/j2LFjUCgUiI6Oxvjx453ijc8cpVKJF154ARqNBp6enrh27Zp4zsvLC/X19Xj++eed9v/P1ly57ysRkSvp3r27pOrl3bt3t8FoyNF9++23+NOf/mQ28VYoFPj2229lfT3jzivJycnicWt0XrEGf39/qNVqqxQ9U6vV8Pf3l/15yTFJzUGYqzimdiXdv/76K8aMGYPS0lL0798fBoMBJ0+eRM+ePfGf//wHffv2lXucNmH8xl5WViYeDw4OZlsRC3FPN1lCrVaLbfnainN2er2eFZTJoZw9e1bWOHJ93377Lf773//iySefhF6vh1KpxIcffijbDHdTzlx9PjQ0FKtXr5Y0yVBSUoK0tDTMnTtX0jZGR29HSPIKCQmRVNDQWds7urp2Jd3PPvss+vbti3379onVyi9evIipU6fi2WefxX/+8x9ZB2lLwhv7tm3bsHjxYrz44osYM2aMU7yxEzkrb29vSUm3XJXEQ0JCJLX/k/uDKzc3t9lNPfYKJnurrq6WNc4dSO3rbmlPd8B5EqlevXphxYoVSExMxIoVK6yWcAucufp8aGioRX+nkZGRVi/WyxvAzmfgwIGS3ksGDhxog9GQpdqVdO/evdsk4QYaZ4Pffvttl9jnrVQq0b9/fwBA//79+SbUDp6enqivr5cUR47Hw8ND0p6gpn1T28tWvScFI0aMwBdffCEpTi65ubnQaDSIjY1FSkqKuC8xOzsbGo3GKZZJkmuS2n/Z0j7Nrqqxr/t06CTcKBRI7ekOACq1GmtWr3aKxJuck7PfALbWTS9Hv+FVU1MjaxzZVrsyHrVajaqqqmbHr1y5ApVK1eFBuRJ3fWNgsQfn1qlTJ0kJbqdOnWR5Pb1eL2tcW+bMmSMp6Z4zZ44sr6fX65Geno7Y2FgsWLBAvFkRHR2NBQsWICUlBRkZGYiLi+NNPrI5KatMLIlzdY193evgdfs9UPjLW1zOoL0M3Z7tDt3XnZybs98ALi8vx/Rp01Gnk/+ml1qlxuo1jnvDS2iRJ1cc2Va7ku6xY8fiL3/5Cz788EMMGzYMALB//37Mnj0b48ePl3WAzqzxjWEa6nQ6yd8j/Y1BhdVr1jjsGwOTbnkNHDgQRUVFkuLkoJP4Oys1ri0qlUrSc8l1U8/HxwdxcXH44YcfWoyJi4uDj4+PLK9XWFiIsrIypKSkNFsd4OHhgYSEBCQnJ6OwsNBpl09Sx9XW1lq0DFn4no5uu5CyKsmSOHeh8A+ER3A3WZ+Tn4hkTa5wA1ir1aJOV4fHb0hCaGf5ijuWXz2LtcfSHfqGF/t0O7d2Jd3Lli3D9OnTERsbCy8vLwDAtWvX8OCDD2Lp0qVyjs+pNb4x6DBnYH9EyDQjCACl1dVYUXTCod8YSF6PP/44XnnlFUlxcrD1G3u3bt1w5swZSXFyWbhwIebNm2c28Y6Li8PChQtley2hHVNUVJTZ88JxKW2byHWVlJQgMTHR4u/p6N5PLy8vSbPYwuc9ETknV7oBHNq5O3r6mf9MdVW9e/fG6dOnJcXJwdZbDV1du5LugIAA/Pvf/8avv/6KY8eOwWAwIDo6Gtddd53c43MJEZ06IaqLr72HYRPtmak5efIkIiMjZSuS5YpuueWWNit8q9Vq3HLLLbK8XlBQEM6dOycpTg4RERGSku6IiAhZXk+wcOFC1NTU4IMPPsCZM2fQo0cP/OUvf5FthlsQHBwMoHHJV3R0dLPzwlIwIY7cU2RkJDIzMy1KvKVUOG6LrdrQmPt8aGtrFT8biOTDG8DOzddXWi4hNa4tkZGRkpJ8OT6H3IHkpPvFF19s9fx3330nfr148eJ2D8ja3HWPta20Z6YmMTERmZmZkmdrLlwxQM5FeI3P59iUSiVee+01zJ8/v8WY1157TbblYIMGDZKUdA8aNEiW17MnHx8fPPfcc1Z9jZiYGISFhSE7O9tkSR/QuMVi/fr1CA8PR0xMjFXHQY7N29sb/fr1w7p16zB16tQ249etWydLQmqr6uWtfT60tLXKks8GImodbwA7t0uXLska15bhw4dLSrqHDx8uy+u5OslJ9+HDhyXFOfI+AnfeY20rwkxNWlqapBsWkZGRkvtRCv6dL08xLWcTHx+P1NRUrFixAuXl5eJxa1QclXJjypK4ttj6g8TWlEolkpKSoNFokJKSgoSEBLF4zfr165GXlweNRuOwe+jItiIiIqBUKlstHKhUKmVb+XHt2jVZ41oifD5Y+j1ke2yJ5pp4A9i52brTxK233ooNGzZIiqO2SU66d+3aZc1x2IS4x/qGWxHR2U+25y29WoUVx37kHmv8b6Zm2bJleOihh9qMX7ZsGfz9/S16jQcHKxHiK9/NnQtXDE6TyAt95K3dW1NKD2tL4toiFEhTKpVoaGiAwfC/1QcKhQIeHh7Q6/VO3R0hPj4eGo0G6enpSE5OFo+Hh4c7fLVYsr0dO3Zg1KhRZhNvpVKJHTt22GFUHSN8PpBjY0s01+VKN4DLr5516OezBuNro27duuH8+fPi49DQUHFCxjiuIwYPHoyAgABUVFS0GBMYGOjw+/8dBZskk1X4+/sjIiICpaWlLcZERERYnHADQIivAuH+chZtcK56sUql0upvcFL7p8vVZz08PBxFRUXQ6/VmV8sIiUd4eLgsr2cv8fHxGDFiBLZs2YLS0lJERERg/PjxTn0zgaxnx44dKC0txZNPPom6ujqo1Wp8+OGHstc2YLEcMia0RPO+41F4+HeV9bkbtH+g9vtNnKSwI1e5Abz2WLq9h2Bzxl1ejBNuACYrIOXqLKNUKvHCCy9Ao9HA09PTZLWTl5cX6uvr8fzzzzvFTRpH4JZJ94pjP9p7CG5B2JdoLvGOiIjAunXr7DAqkqKystLk8c0334whQ4bg8OHD+Omnn1qMa6/Ro0eLM3dN79AaPx49erQsr2cvubm5SE9PR1lZmXhs8+bNsm8PsAapy00B1sSQU0REBJYtW4bExEQsW7ZM9oSb2q9Be9kpnrO9PPy7QhksX0smchy2WjVnTdZqGebIhAkKKXFyMb5JY3ztEhwc7BTXLo7ELZNuay0vb/l8x4rPWPv5rGndunXQarV46aWXcOrUKfTt2xeLFi1q1ww32U7T6t0//fSTSbLdUlx73XTTTbLGOaLc3FxoNBrExsYiJSVFXNKXnZ0NjUbj0DMMjctNp0FXZ9ndc6lLTlVqFdasNq2JwSTfdqTMclsS5y7q92y39xCI2s0Wq+asyR1bho0aNUrS1qJRo0bJ+rqucJPGEbhl0h3R2Q9RfoE2e70VR0/Y7LUckb+/P/7+978jMTERf//735lwOwG1Wi1rXFsKCwslx918882yvKYt6fV6pKenIzY2FhqNBkVFRdi7dy+Cg4PFhDsjIwNxcXEO+SHWuNxUB8XIYMBf5l7N2mvQ7b5ostzUHkm+O1MoFJL2ADpyoVR78Lz9Hnj4y3st0aC9zGTeTtjSjhydl5e0z1+pcZZw9ps0jsAtk25bmxPdHxGdO8n2fKVXq90+kSfrioqKkrSEqaVen5YqKCgAAIwcORK5ubnNCqnFx8dj9+7dKCgocMqku7CwEGVlZRg3bhymTZtmskQrLCwMY8eOxd69e1FYWOjYH2r+XlCEyHOjRWAu1ROT/Pg+UPjLe0Fr0NZCl/sb95QaUSqVqK+vlxRH/+PhHwiP4G72HobVNGj/cIrnlAtb2jkXdyykJrV/OvusOya3TLpLr1bZ9PkiOndCVBd5GtUT2UKPHj1kjWuLkGTv3r0bsbGxGDZsGNRqNerq6nDgwAHs3r3bJM7ZCB+A//rXv5qtDrh8+TKysrJM4qiRwt8bipDOsj9vS79Fhoqr8r+WFZ5Tbn5+frh8ue29xH5+8m3LIsdX+/0mew/BptjSzjn4+/tDrVJbZf+1WqV26NWYxluuhGskc4/laudK8nKrpLvxH6rKKoXU1CqVQ/9DJbKEsHezpWWnwnG59ngKe7X9/PzwxhtvmFRFHzt2LB555BFUVVU57Z7uwMD/LUEdMmQIhg8fLn5A7t+/H/v27WsWR7Zn+P5oiwk5kbuxZvVyR8SWds4hNDQUq9esltxHPi0tDXPnzpV0g8TR630INz4DAgLwySef4NixY+Ie6xtuuAGPPfYYKioqeIPUQblV0t34D3WNW/5DJbKE0IrCYDDA09MTvXv3FpPE06dPi0tRm7asaC9h2WpVVRVef/11TJkyxaTQWFVVlUmcsxFannl7e+P06dNikg00Li/39vZGbW2t2Z7MZDuKO6KhCJB3Zt1QcRWG74/K+pxyk9oKjC3D3Aurl7s2nU7ntO0rQ0NDLbrmjoyMdIkbKsK1UEVFBVJTU3HrrbdCrVajuLgYGzduFPtpC3HkWNwq6Qbc9x8qkSXCwsIANN5MunLlCn799VfxnFKphL+/P7RarRjXUcZLWw8dOoS8vDzxsfFybClLYB2RUCiutrYWdXV1eOmllxAbG4u8vDysXLkStbW1Ytytt95qz6G6NUVAZyiC5Z8hcPTZ85qaGlnjyDW4255ud5KRkYENGzaYHFu+fDkmT56M2bNn22lU1BZhRW14eDj2799vcq2kVCoRHh6Oc+fOceWtg3K7pJvkJbWtD1v6OJe+ffsCaFxmvmXLFmzbtk28Gz5mzBg89thjJnEdFRwcDAB46qmnsGXLFpSXl4vnAgMDMXbsWGRlZYlxzkaYwe7Zsyfq6uqwaNEi8Vy3bt3Qo0cPnDlzhjPdZBdMusmYv78/VGq11ZaBq9SOvW/W1ZlLuAXCcSbejqlr18btHufOnUNgYCAGDRokrkIsKCjAuXPnTOLIsTDppnYrLy/H9GnTUKeT3tZHaksftUqF1WvY0sdehBspVVVVmDp1KmbMmIEpU6YgLy8PU6dOFZcuyVWsIyYmBmFhYSgqKsLatWtRVFQk7lMaOHAgNBoNwsPDERMTI8vr2ZpwgVlZWYnKykqTc3/88Qe6dOliEkdkS1ILFDprIUOyTGhoKNasts6eWYA31Vui0+nEHsw7duxA7969ZV/urdPpWky4BRs2bMDMmTOdZqm5O4mOjoZSqYSnpycqKirw3Xffiec8PDygVqtRX1+P6Oho+w1SAnedsGPSTe2m1WpRp9PhzzFe6OYrX//W81cM+LhQx5Y+diTMKI8aNQrffvstFi9eLJ7z8PDA3XffjZ07d8o286xUKpGUlCT2rE5ISEBsbCyKi4uh0WiQl5cHjUbjtHu6hQJp5j5kDAaDeJyF1IjIEXArnm1lZGRg06ZN4mqnnJwcfPrpp3j00UdlnXXetOl/qxc8PT0xadIkjBkzBtu2bcPGjRvFei2bNm1CQkKCbK/rDvR6PQoLC8UJg5iYGNmvWY4ePQq9Xg+9Xo+AgADce++96N69O86ePYtvvvlG3NN99OhRh20/2jhhNx11urq2g/+P9Ak7NVavWe2wuQOTbjPkvttYWl0t19Cs8nwdZwAgX9Lt+DsgXZ8w8/z777+ja9euJsu9u3btijNnzsg+8xwfHw+NRoP09HQkJyeLx8PDw6HRaBAfHy/ba9laQECArHFEROQahOXeTQsVGgwG2Zd7f/311wAaO5D85z//Ea9tn3rqKUyfPh333XcfDAYDvv76aybdFsjNzUV6ejrKysrEY2FhYUhKSpL12uWPPxprIlx//fWoqqrCxo0bxXPh4eHo2rUrfvnlFzHOETVO2NVhTr8x6N4pSLbnPVt9CStObnPoCTsm3U003euSk5ODnJycdhWXEFuUFZ2Qe5gO1aLs48J6ew+BZKZUKjFy5Ehs2LABgYGBzQp/nThxApMnT5b9Lm58fDzi4uKsfrfY1k6dOiU5joXUiIhcX21tLX777TcxcYqOjsYtt9yCVatW4YknnsDBgwdx5MgRbNy4EfHx8fD09ERkZCS8vb3b/ZoXL14E0HhjvelkkkqlQnR0tLi9i6TJzc2FRqNBbGwsUlJSTDqvCKv35Eq8hVVxDz74IO67775m10rbtm3D4sWLnaJPd/dOQYjydczk2FqYdBuRu7iEu7Qo+3OMJ7r5ytdK5vyVBibydqbX67F79270798fFRUVJoW/wsLC0L9/f+Tm5uKpp56SPSFWKpUOuyyqvQoKCiTHCUXqyLVJ3dMGuN6+Nldh0F5GgxWek9xDSUkJnn76afHxkSNHcOTIEQDAqlWrxOMGg0GMy8zMbPcy/traWnh6Nl72Hz16FEePHhUfA0B9fT2OHz8OoHHp+cmTJzuc5Ls6vV6P9PR0xMbGYsGCBeJqhejoaCxYsAApKSnIyMhAXFycLNdKwmTb999/j/vvv9/kWqmhoQF79uwxiSPHwqT7/1iruIQ77Ivq5uuBHl1s17/1whUDIOOlTuPzkbHCwkKUlZUhJSUF/fv3b3Y39fjx40hOTkZhYaHLJcjW8Ntvv8kaR86tvLwc06ZPg65OehFKQPq+NpVahTWrWYjSWoTq3ro9263y/Kzu7R4iIyMxePBg5Ofn4+mnn8ZNN93ULCY/Px/p6ekYPHgwkpKSJBerM6ekpES80VdfX2+S8Del1WqRmJjYoSTfHRhfKzXdHuDh4YGEhARZr5WEquQHDhxASkoKEhISxJn19evX48cffzSJI8fi9kl3bW0tSkpK8Nlnn0mKX7JkCR5++GHe/bMDYbn+v/Mtu1CVwpGW6zsCYWlZVFSU2fPCcS5Bk8Z4f9XNN9+M22+/XWzzsWfPHvz000/N4sh1abVa6Op08LhjMBT+8vYFN2iroPs+36H3tTk7VvcmOXh7eyMkJARA4wovc8ltYWEhACAkJKTDyW9kZCTef/99PPPMM23Gvv/++1CpVB1K8t2Bra+VhHo7/v7+OHXqlEn9m7CwMPTr1w+VlZVO2+nF1bl90l1SUoLExETJ8V999RW++uor3v0zcl7mmefzLcw8u8tyfUcgVCX/9NNPsXXrVpNCaqGhoRg3bpxJHLXOuNXSqVOnMHLkSNx6663Iy8sz2e/NlkzuReHvB0Uwb/Y5I3dYxUbWN3r0aOzYsQMfffQRxo0b12y59+rVq8W4jvL29saNN96IuLg4/PDDDy3GxcXF4cYbb+zw69mbLVqwCddAxcXFZtt0FRcXm8R1lHGnF+PfFaAxsS8vL3fqTi+uzu2T7sjISGRmZlqUeGdmZvLuH/438/xxoe1mnnmhYxsxMTEICAhAVlZWsw+py5cvIysrC4GBgbyb2g4VFRUmLdjIcRgqrjrFcxI5Aq1Wi3fffRcA8O6772LRokVcMWahIUOGoFOnTqiqqsKkSZMwY8YMsWjpRx99hKqqKnTq1AlDhgyR7TUXLlyIefPmmU284+LisHDhQtley14yMjKQk5ODhobGCaGcnBxs3rwZEydOlLUFmzDznJ2dbbKnG2jcY71+/XrZO70AjTfor127ZnKs6WNyPG6fdHt7e1uclDGJa8SZZ9em0zXeTOncuTOeeeYZk+rlOp0OdXXSeyy6K2H7SpcuXVBZWdlmfJcuXVBbW8utKzbWuEdXBd33R63SsFCl5vYVci1Tp05FaWmp+PjUqVN46KGHEBERgXXr1tlxZM5FqVTi5Zdfxvz583H58mWzN2Rffvll2WcuFy5ciJqaGrzzzjvYvXs3Ro4ciZdffhk+Pj6yvo49tFQUuaGhQfYWbMYzz+b2WOfl5ck686zX67FkyRIAwIgRIzB8+HBxq9r+/fuxb98+LFmyRLbCbSQvt0+6qWM48+yaCgoKUF1djcjISNTV1TWrXt6zZ0/8/vvvKCgowNChQ+04Usdm6faVyspKlJSU8N+IjTXu0ZV2AxHgTURyb00TbmOlpaWYOnUqE28LxMfHIzU1FcuXL8f58+fF46GhoZgzZ46sfZ6N+fj4ICEhAbt370ZCQoLTJ9xCCzYhsfbz88Mdd9yBbdu2YcyYMfj+++9RVVWFDRs2yNaCDWj8+9NoNEhPTzfZYx0eHi5ruzCg8dqsoqICMTExSEtLM5lZHz9+PJ577jkcOXKE12YOikk3ETVz+PBhAMCf/vQnfPnllybnDAYD/vSnP2H16tU4fPgw39hbIWxfaWhowJw5c1rds61QKLBixQqH3rpiqJB/+Zo1nrM9LL2BCPAmIrkfrVbbYsItKC0thVar5eoOC8THxyMuLq5ZpxDOVkrXtAVbVVUVtm3bBgDifwVytGAzZqu/P+HabMaMGWarpT/xxBP461//ymszB8Wkm4iaUSgUAIDVq1cjNjYWr7/+urhkKjs7G2vWrDGJI/OMt69oNBrMnz+/xViNRoMBAwbYamjtk3vRKsuv3ZVBe8UpnpMIaJxJfP755yXFPv/883j11VfZ6cUCSqWSLTg7IDIyEn379sWpU6cwYcIE3Hvvvc1ivvrqK3z22Wfo27cv/v73vzv0TW5zhGuutoqu8trMMTHpJqJmhKIfvr6+SE1NFatkRkdHIzU1FY888giqqqpYSM0CwhLC999/HxcuXBCPd+3aFcnJyVZbQiir+GAoArxkfUpDxTUg1z1bzzV8f9jeQyCSrKSkBKdPn5YUe/r0adn7POv1es4ES1ReXi653o7xf9viyFtlvL29xSXyXbt2Nft7J7Tn9PHxkXWVUm5uLtLT01FWViYeCwsLQ1JSkqyf7YMGDcLatWuxatUqDB48uFnhNqHa/aBBg2R7TZIPk24iakZ4I6+qqsLrr7+OKVOmmMx0V1VVmcSRNMIStG3btmHx4sV48cUXMWbMGKe5cFQEeEERopb9ed119tzjjiFQ+PvK+pwG7RUm82QVls4KytnpxVZJjSsoLy/H9OnTLSp2mpaWJilOrVZj9erVDpt433777Thy5AjWrFmDCRMmNGvBJtQauP3222V7zdzcXGg0GsTGxiIlJcXkWkmj0ci6r3vw4MEICAhAYWEh5s2b1+zarLCwEIGBgVwx4aAcPukuLS3Fyy+/jC+//BI1NTXo168fPvzwQ9x88832HhpJZIteiSSviooK8etDhw4hLy9PfKxWq83GkTRKpRL9+/cHAPTv399pEm6Sn8Lfl326yWk0XSY+dOhQPPnkk+JF/4cffohDhw6J5+WaSRSSmuHDhyMuLg51dXVQq9UoLS2VPalxBVqtFnV1dRg9/GkEdYmQ7XkvVZbi6/3LodVqHTbpfvjhh5GZmYnq6mpMnDgRM2fONOm8Ul1dDYVCgYcffliW19Pr9UhPT0dsbKxJy7Do6GgsWLAAKSkpyMjIkK2auFKpxAsvvACNRmP22kyhUOD555/ndYWDcuik+/Lly4iLi8Ndd92FL7/8Et26dcOpU6cQEBBg76GRRE1bN+Tk5CAnJweTJ0+WtVciySs4OBgAMGvWLHzxxRcmswuBgYEYO3YssrKyxDgiInIvhw4dgoeHBx5//HGsXbvWJOGWi5DUhIeH48CBA2LfZaBxpVV4eLisSY0rCeoSgW5BUfYehk2pVCpMmjQJGzZsQEVFhdkWbJMmTZJt4qewsBBlZWVISUkxW9gsISEBycnJKCwslG322bhaetNrM678cGwOnXS/88476NmzJz766CPxWO/eve03ILJIS70SAcjeK5HkFRMTg7CwMBw9ehRr1qxBUVGRuI9u4MCB0Gg0CA8P555ud6O9Jv9ScK1jVC+3B4O2yimek6glBw8exMGDB632/EJSA5jfznT27FkxjktqTV2qbL3KvL2fz1qE68qcnByTmzRKpRKPPvqorNedFy821iOJioqCTqfDli1bUFpaioiICIwfPx5RUVEmcXJhtXvn5NBJ95YtWzB69GhMnDgRu3fvRkREBObMmYOnnnrK3kOjNuh0uhYTbsGGDRswc+ZMLjV3QEqlEklJSeLSvYSEBMTGxqK4uBgajQZ5eXnQaDR8g3cT/v7+UKlV0O22TsEzlVrlVu2FxJ/n9/lWeX53+3mS7QwcOBBFRUWS4uRQXl4ufj106FDodDqxHZlKpRITfuM4avT1/uX2HoLdzJ49GzNnzmyWBMt9vSms9lu0aBG+++476PV68VxGRgbuvPNOkzg5sdq983HopPu3335Deno6XnzxRbz22ms4cOAAnn32WajVakybNs3s99TV1ZkUj6isrLTVcAmNLUVKSkqwefNmSfGLFi3ChAkT2FbEARkvYUpOThaPh4eHcw+dmwkNDcWa1WskVcMFGivhpqWlYe7cuZIKKTlyRVxr4M+TnNXjjz+OV155RVKcHI4ePQoA8PT0NDuj7unpifr6ehw9ehSjR4+W5TVdhbX2dDsLlUqFRx991KqvERMTg86dO2Pnzp0ICAjArFmzxD3kWVlZ2LlzJzp37sxVgQTAwZPuhoYG3HLLLXjzzTcBAEOGDEFRURHS09NbTLrfeustpKam2nKYZKSkpASJiYmS47/55ht88803srYVIflwCRMJQkNDLU7kIiMj+e+6Bfx5kjO65ZZboFKpoNPpWoxRq9W45ZZbZHk9ob1ifX292fPCceM2jES2otfrUVNTAwAYMGAAevfuDW9vb/Tu3RsDBgzAvn37UFNTA71ez+smcuykOzw8HNHR0SbHbrjhhlZnUV999VW8+OKL4uPKykr07NmzzdcS7pZKiaOWRUZGIjMz06LEW862IiQ/LmEiIiKg8fNg7ty5mD9/fosxr732mmwJhpeXl6xx7sDf3x9qtdoqs9JqtZpbV4xs2bIFDQ0NGD9+PA4cONBsVeC4ceOwdetWbNmyxeqz7uT4HDqDjIuLw4kTJ0yOnTx5Er169Wrxe9RqtUlLI6l69eqFU6dOSYqjlnl7e1s8E8OZG3IV5eXlkpYMl5SUmPy3LVwuTESOIj4+HqmpqVi+fDnOnz8vHu/WrRuefvppWbcelZZKK94lNc4dhIaGYvXq1ZI/i7h1pf2E37vp06fj2WefbbYq8PLly9i6dSt/PwmAgyfdL7zwAm677Ta8+eabmDRpEg4cOIAPPvgAH3zwgeyv9eSTT+K1116TFEdE1FR5eTmmTZ8GXV3Lyy6bSktLkxSnUquwZvUaXuwQkUOw1dajX3/9Vfzaz88P9913H7p3746zZ8/iq6++QlVVVbM4snz7CreutE9EROOe+by8PDzwwAPNVgUKfbSFOHJvDp1033rrrfjss8/w6quv4o033kBUVBSWLl2KKVOmyP5aw4YNa3OJuaenJ4YNGyb7axOR89NqtdDV6dA7DvDpIt/z1lQCp39orNjLpJuIHIWttx5VVVUhJyfHZq9H1Jbx48cjIyMDH374IUaPHm2yBbW+vh4fffQRlEolxo8fb8dRkqNo3vTQwYwdOxaFhYWora3FsWPHrNYuTKlUIiUlpdWYlJQUFkIgolb5dAE6Bcv3R84EnojIWdTW1po8brqXOCAgwOTxyZMnm30PkTUJFdIvX76MSZMmYevWrbhw4QK2bt2KSZMm4fLly3j00UfZGpcAOPhMt60J+5T++c9/4o8//hCPd+3aFcnJyWyRRERtqpHWBcpuz0fSCS0Qm2ptTz7bHxLJo+m/r6Z7lCsqKkweJyYmshOKBXQ6HXbs2AEA2LFjB3r37s3ksB1mz54NANi0aRMWL14sHlcqlZg8ebJ4nohJdxP2aJHENz4i13F6r71HQHJpqwWiuT35vOgnkkdkZCQWLVqEl156qc3YRYsWwdfXl51QJMrIyMDGjRthMBgAADk5Odi0aRMmTZrEJLEdZs+ejZkzZ2LLli0oLS1FREQExo8fz2t5MsGk2wxb7lPKyMhATk4OGhoaADS+8W3evBkTJ07kGx+RE+p9G+AjY0eVGi0TeXsRWiBa+j1E1HHe3t4YOnQogoKCcOnSpRbjgoKCMHToUBuOzLllZGRgw4YNzY4bDAbxOK8/LadUKnHdddchMDAQwcHB3I5KzTDptiPhjU+hUJgc5xsfkfPy8W/ci03Orz0tEIlIXps3b8aECRPMJt5BQUHYvHmzHUblnHQ6ndmE29iGDRswc+ZMztJaIDc3F+np6SgrKxOPhYWFISkpiVtTScSk28aEPYL19fXYuHEjAIjLewTC440bNyI+Ph6enp7cJ0hERERuafPmzbh06RKeeeYZnD17Ft27d8f777+PoKAgew/NadTW1mLZsmWSYpcuXYqHHnqI154S5ObmQqPRYMSIEZg8eTLUajXq6upw4MABaDQaaDQaJt4EgEm3zbW1R9CYwWDA008/DYD7BImcRU2lYz+fMzFU1DjFcxKR9QUFBWH+/PlITEzE/PnzmXBbqKSkBF9++aWk2C+//BJffvklrz3boNfrkZ6ejn79+uG3334T+3IDjb3S+/Xrh4yMDMTFxXG5OTHptjVhj+Dy5cvx888/txl/00034emnn3a6fYK33HILDh48KCmOyBX4+/tDpVbh9A862Z9bpVY1a5fjDgzfF8PQdhgREbXB0uvIzMxMp7v2tLXCwkKUlZWhrKwMt912G15//XVERUWhuLgY2dnZ2Lt3rxhny5725JiYdNuYsEfw6tWrkuKvXr3qlHcZ58+fj3HjxkmKI3IFoaGhWLN6TbO2NuaUlJQgLS0Nc+fOlXRR4+/vj9DQUDmG6VQUd0RBEeAj63MaKmpg+L5Y1ue0Jq1Wi3fffRcA8O6772LRokVueQOGiDrG0mXiznjtaWtCe+Hhw4djwYIF8PDwAABER0djwYIFeO2117B//36TNsTkvph024mUC3NL4hyNr68vBgwYgOPHj7cYM2DAAPj6+tpwVETWFRoaalFyHBkZyQubVigCfKAI6Sz78zrL7PnUqVNRWloqPj516hQeeughREREYN26dXYcGRERCdfod9xxh5hwCzw8PBAXF4f9+/c77bU8yYtJt51cuHBB1jhHlJ6ejqSkJLOJ94ABA5Cenm6HUREROb6mCbex0tJSTJ06lYk3uYzy8nLJq4SM/yuFu64UIusTVh19//33uP/++00S74aGBuzZs8ckjv7nbPVFh34+a2DSTVaVnp6OK1eu4O233xYrjr7yyiuc4SYiakLoblFdXd1iwi0oLS1Ffn4+BgwYwOrC5NTKy8sxbfp06OrqJH9PWlqa5FiVWo01q1cz8SbZde3aFQBw4MABpKSkICEhQdzTvX79evz4448mcfQ/K05KK+rnSph0k9X5+vpi4cKF9h4GEZFDs6S7BQC88MILrC5MTk+r1UJXV4fOdzwBpX+YrM+t15bh6veroNVqmXTT/2/vzuNrutb/gX/OOUlO5oiIDCTEEAmJuabcxlxDDdGW1lRDqwhKXdSlKloxtKXoNdXcVietS2lplRhKDTUmKFFiKEnVEJQMkuf3R3453xwZBOvsk+Hzfr3Oqz1nbftZO3t89tp7LeVCQ0Ph7e0NNzc3nD17FsOHDzeV+fj4IDAwELdu3UJoaKgVa1k0RQZ2gK+jh7L5Xb57rcgn8ky6rcTGxgb3798v1HRERFTyZY9uMXToUGRmZj50er1ez96Fi5DsJxVyetjj0BwHmbQUGhqK2NjYQk1HD2cwGDB06FDTON09evQwjdN94MAB7N27F1FRURwuLA++jh4IcC5dN8KY0VmJi4sLbty4UajpiIio5Mse3aIwCTeQ9c4gE7aio6AnFfJ7HJpPKvyff3attHYVSrzevXtj/PjxhZqOCic8PBxRUVFYuHCh2TjdPj4+iIqKQnh4uBVrR0UJk24rcXZ2LlTSzXefiYiIir7sJxUe9d9QFks+Xk5ZGjZsaGqJzY/RaETDhg01rFXxFx4ejrCwMMTGxuLatWvw8PBAaGgoW7jJDJNuKynogPc40xFR8XD48GGMHj0aADB48GDMnj0b9erVs3KtqCjR6/WFfrycio7sJxXo8RjcvGHjwZsQlmQwGDBhwgRMnjw532kmTJjAZPExGAwG1K1b19rVoCKMSbeVODg4KJ2OiIq+li1b5votOwGPiYnRujpURHl6eiIpKalQ0xGVFBnJicVinsVdeHg4pkyZgvnz5+Ovv/4y/e7l5YXIyEg+Dv2YMjIy2NJNBWLSbSWF7SCNHakRlQx5JdwPljPxJgCP9E43UXHn5uYGO6PRYo+B2xmNHCf5AXwcWq2dO3di4cKFSEz8v5s83t7eGDp0KG9ikAkzOiuxs7NTOh0RFV2HDx8u9HR81JxSUlKUTkdUlHl5eeGTVauQnJz80GkvXLiA6OhoTJw4sdDvw7u5uXG4sDzwcWg1du7ciaioKDRu3BhhYWFITU2F0WjEn3/+iaioKHamRiZMuq0kLS1N6XREVPRkDyGU/Qj5w4wePRqbNm1ij9SlnJOTE27fvl2o6YhKAi8vr0dKjP39/fn+PFldRkYGFi5cCB8fH+zbtw8iYirT6XTw8fHBokWLEBYWxqcICOyFxUrS09OVTkdERU9BQwgV9G+odMuZTOh0OrOynN+ZdBARWU9sbCwSExNx+fJls4QbAEQEly9fxpUrVwo1NjqVfEy6raQwrRiPMh0RFT0cQogeR3BwsOn/87qQy2s6IiLSVmE6vHyU6ahkY9JtJYUd6oVDwhAVX48zhBAfLScPDw+l0xGVBElJSRg7diwAYOzYsUxkyOqOHj2qdDoq2fhOt5X4+fnh2rVrALIeF3zwPZDs735+flapHxGpY2Njg/v37xdqOqLCDgXGIcOotOjQoYNZx4G3bt3CSy+9BHt7e2zatMmKNaPS7ODBg0qno5KNzahW8tRTT5n+v6DHB3NOR0TF04P7+JNORyVbaGgovL29UaNGjVyJdfny5VGjRg34+PggNDTUSjUk0s6DCXdOKSkp6NChg8Y1Ispy8+ZNpdNRycZmFSthSwZR6WFjY4OMjIxCTUdkMBgwdOhQREVFoUmTJujVqxfs7OyQlpaG/fv3Y+/evYiKimJvuFTiJSUlPXRovJSUFCQlJXFYMNIcRyKiR8ErPCvhO3tEpYebmxv++uuvQk1XnGQPifag7N/yKvP39+d764UQHh6OqKgoLFy4EL/++qvpdx8fH477SqVCSkoK+vXrV6hp+/Xrh3nz5vH4QlZjb2+Pzp07w9fXF5cvX8aGDRseesOIShcm3VaSmpqqdDoiKrp8fHwKlXT7+PhoUBt1HjYkWnR0dK7fFi9ezKGuCik8PBxhYWGIjY3FtWvX4OHhgdDQULZwU6lw4cKFR7pWGjx4MI8vZDUpKSlYs2aNtatBRRiTbisp7I65Zs0aNG3a1MK1ISJLKqmjFXBINMszGAyoW7eutatBpLlHPVYsXryYxxfSzKO2Yp8+fZpPYpRyTLqt5OLFi6b/L6j38pzTUW58vJWKg5L63tfjDIlGRFQYj3qe5rGItJTX9WVB+CQGMem2kpyPB3p6epo9eprzOx8jLBgfb6XiwGg0Kp2OiIiIrMff3x/R0dGYOHHiQ6eNjo5GuXLl+CRGDpfvXi/S87MEJt1W4uzsjKSkJADI9a5nzu/Ozs6a1qu44eOtVBwEBgbi0KFDAHKP2Z3zO28GERERFX329vZo1qwZDAZDgaOTGAwGNGvWTMOaFW1ubm4w2hmx4PQPyudttDMW6Q5pmXRbSfny5fHHH38UajrKHx9vpeLA3d3d9P8Pnpxzfs85HRERERVtP//8M9q0aZNn4m0wGPDzzz9boVZFl5eXF1Z9sgrJyckPnfbChQumpwkK02Dm5uZWpIcOZNJtJRwyjKj0yJlM5+y/4cHvTLqJiIiKl59//hl//vknXnnlFaSmpsJoNGLZsmWoUKGCtatWJHl5eT1Scuzv718iGtiKV1e5JYiDg4PS6Yio6PL09DT9/4Pvbef8nnM6IktLSUnB6dOnH/nfEBGRuQoVKmDevHkAgHnz5jHhplyYdFvJ0aNHlU5HREVXaGgovL29UaNGjVzvG5UpUwY1atSAj48PQkNDrVRDKo0e1hFlfv+GiIiIHg0fL7eyMmXK4NatW8jMzDT9ptfr4erqips3b1qvYkSkjMFgwNChQxEVFYUmTZqgZ8+esLOzQ1paGvbv34+9e/ciKiqKoxWQprI7ovzmm2+wZcuWh07ftm1bdkRJRKVOUlJSod9Bzvnfhynq7yCTWky6rSQ4OBinT5/GzZs30bhxY1SsWBEpKSmwt7fHpUuXsG/fPtN0RFT8hYeHIyoqCgsXLsSvv/5q+t3HxwdRUVEIDw+3Yu2oNMruiHLMmDGFSrrHjBkDOzs7DWpGRFQ0JCUlod/L/ZCallrof5PXcLV5MdoZseqTVUy8Swkm3VYyePBgrF+/HgBw+PBhU5INwOyi5lEf/SOiois8PBxhYWGIjY3FtWvX4OHhgdDQULZwk1XZ2dnhxRdfxFdffZXvNC+++CITbiIqdZKTk5GalorBfq/B1+irbL6XUy9j8cWPkZyczKS7lGDSbSUODg4ICwvD7t27kZaWZlaW/T0sLIwdqRGVMAaDAXXr1rV2NYoFSVbfaZcl5lkSDBkyBADyTLxffPFFUzmRljw9PXH16tVCTUdkSb5GX1R2rGztalAxxqTbiqZOnYq33noLu3fvzlUWFhaGqVOnWqFWRETW5ebmBjujHdJ2noU8fPJHZme0y9WhHWUl3gMHDsTSpUuxZs0adO/eHa+++ipbuMlqqlWrVqiku1q1ahrUhkqzyymXi/T8qOhj0m1lU6dOxb179/Dxxx/j0qVLqFixIl577TW2cBNRqeXl5YVPVn1SqI5rgKxOa6KjozFx4sRCdfTFzmvyZ2dnhzZt2mDNmjVo06YNE26yqqefftqsD4yCpiOypMWXPrZ2FaiYK9JJd1RUFKZMmWL2m5eXFxITE61UI8twcHDAyJEjrV0NIqIiw8vL65ETY39/fwQGBlqoRkSkNR8fH6XTET2uwRVfg6+9wne6Uy4zkS9linTSDQC1atXCzz//bPrODoeIiIiISr7Q0FB4e3sjNTUVN27cyFXu7u4Oe3t7hIaGWqF2VKroivj8qMgr8km3jY0NvL29rV0NIiIiItKQwWDA0KFDERUVhcaNG8NoNOLWrVtwdXVFamoq9u/fj6ioKDbIkMW4ubnBaGfE4ovqW6WNdkb2L1KKFPmkOz4+Hr6+vjAajWjcuDGmTZuGKlWq5Dt9amoqUlP/byy9W7duaVFNIiIiIlIsPDwcUVFRWLhwodnrhT4+PoiKikJ4eLgVa0clnZeXF1Z9sqpQfYywfxEqSJFOuhs3boxPPvkEgYGBSEpKwtSpU9GsWTMcP34cHh4eef6b6dOn53oPnIiIiIiKp/DwcISFhSE2NhbXrl2Dh4cHQkND2cJNmnjUPkbYvwjlpUgn3R06dDD9f2hoKJo2bYqqVati1apVGD16dJ7/5j//+Y9Z2a1bt+Dn52fxuhIRERVVSUlJj9QbfM7/Pgxba0gLBoMBdevWtXY1iIgeS5FOuh/k5OSE0NBQxMfH5zuN0WiE0WjUsFZERERFV1JSEl7u1w9pOV69Kozo6OhCTWdnNOKTVauYeBNRqXXq1CkMGTIEADB48GAsWrQINWrUsHKtqCgpVkl3amoqTp48yfEYiYiICik5ORlpqanQ/6sRdG4uSuctybeR9st+JCcnM+kmolKpZcuWuX7LTsBjYmK0rg4VUUU66R4zZgw6d+4Mf39//PXXX5g6dSpu3bqFfv36WbtqRERExYrOzQU6D3drV4OIqMTIK+F+sJyJNwGA3toVKMilS5fQs2dP1KhRA8899xzs7Oywd+9eVKpUydpVIyIiIiKiUurUqVNKp6OSrUi3dH/55ZfWrgIREVGJIMnqh9C0xDyJiIq6lJQU0yPkDzNkyBAsXrwY/v7+sLe3t3DNqKgq0kk3ERERqZH5ywFrV4GIqEQo7OgO2QYPHozFixdzKLFSjEk3ERFRKaD/11PQubkqnack32IyT0Sljr+/f67fvL29UbduXRw5cgSJiYlmZdkt3VR6MekmIiIqBXRuruxIjYhIgQcfE7e1tUViYiI2b95s+p6enm4qZws3MekmIiIqBST5drGYJxFRcZMzwc7rOxGTbiIiohLMzc0NdkYj0n7Zb5H52xmNcHNzs8i8iYiISgIm3URERCWYl5cXPlm1CsnJyYWa/sKFC4iOjsbEiRML9Q6im5sbvLy8nrSaRETFioeHB65du1ao6YiYdBMREZVwXl5ej5wY+/v78z1EIqJ8tGjRAt9++22hpiPSW7sCRERERERExYmjo6PS6ahkY9JNRERERET0COrUqQMAMBgMeZZn/549HZVuTLqJiIiIiIgeQd26dVGmTBlkZGSgQYMG8PHxgYuLC3x8fNCgQQNkZGTA3d0ddevWtXZVqQhg0k1ERERERPQIDAYD3njjDeh0OsTFxeHKlSu4ffs2rly5gri4OOh0OowaNSrflnAqXZh0ExERERERPaLw8HBERUXB3d3d7Hd3d3dERUUhPDzcSjWjooa9lxMRERERET2G8PBwhIWFITY2FteuXYOHhwdCQ0PZwk1mmHQTERERAOD69euYMmUKAGDKlCn46KOPULZsWSvXioioaDMYDHx3mwrEpJuIiIjw/PPP4/r166bvly9fxvPPP4+yZcsWaixaIiIiyhvf6SYiIirlHky4c7p+/Tqef/55jWtERERUcjDpJiIiKsWuX79ulnA3btzY7L95TUNERESFx6SbiIioFEpJScHp06cRGRlp+m3u3Llo06YNAKBNmzaYO3euqSwyMhIpKSma15OIiKi44zvdREREpdCFCxcwePBgs99Gjhxp+v/o6GizsqSkJFy4cAGBgYGa1I+IiKikYNJNRERUCvn7+2Px4sWIjIxERkYGfH19MXny5FzTTZ48GYmJiTAYDPD397dCTYmIiIo3Jt1ERESlkL29PQIDA1G/fn0cOHAAly9fhq+vL5ydnU3T3LlzB4mJiQCA+vXrw97e3lrVJSIiKrb4TjcREVEp9vbbb5v+v3Pnzhg6dCj279+PoUOHonPnznlOR0RERIXHpJuIiKgUc3Z2RlBQkOn777//jjfffBO///676begoCCzFnAiIiIqPCbdREREpdzChQvNEu+cgoKCsHDhQo1rREREVHLwnW4iIiLCwoULcefOHcyYMcP0fvf48ePZwk1ERPSEmHQTERERgKxHzadOnWrtahAREZUofLyciIiIiIiIyEKYdBMRERERERFZCJNuIiIiIiIiIgvhO91ERFQspKSk4MKFC7l+z/4trzJ/f3/Y29tbvG5ERERE+WHSTURExcKFCxcwePDgfMujo6Nz/bZ48WIEBgZaslpERET0mB7nhjpQ/G6q60RErF0JS7p16xbc3NyQnJwMV1dXa1eHiIgeU34n5oIUt5MyERFRaXL69OkCb6jnp6jcVC9srsmkm4iIiIiIiDT3ODfUgaJzU72wuSYfLyciIiIiIiLN2dvbF4kWa0tj7+VEREREREREFsKkm4iIiIiIiMhCmHQTERERERERWQiTbiIiIiIiIiILYdJNREREREREZCFMuomIiIiIiIgshEk3ERERERERkYUUq6R7+vTp0Ol0GDVqlLWrQkRERERERPRQxSbpPnDgAD7++GPUrl3b2lUhIiIiIiIiKpRikXTfuXMHvXv3xpIlS+Du7m7t6hAREREREREVSrFIuocNG4Znn30Wbdq0sXZViIiIiIiIiArNxtoVeJgvv/wShw4dwoEDBwo1fWpqKlJTU03fb926ZamqERERERERERWoSLd0X7x4ESNHjsRnn30Ge3v7Qv2b6dOnw83NzfTx8/OzcC2JiIiIiIiI8qYTEbF2JfKzbt06dOvWDQaDwfRbRkYGdDod9Ho9UlNTzcqA3C3dycnJ8Pf3x8WLF+Hq6qpZ3YmIiIiIiKjkunXrFvz8/HDz5k24ubnlO12Rfry8devWiI2NNfttwIABCAoKwptvvpkr4QYAo9EIo9Fo+p79eDlbvImIiIiIiEi127dvF9+k28XFBSEhIWa/OTk5wcPDI9fv+fH19cXFixfh4uICnU5X6NjZdy20aiFnPMZjPMZjPMYrbfFK8rIxHuMxHuMxXsmPJyK4ffs2fH19C5yuSCfdKuj1elSsWPGx/72rq6umj6UzHuMxHuMxHuOVtngledkYj/EYj/EYr2THK6iFO1uxS7q3b99u7SoQERERERERFUqR7r2ciIiIiIiIqDhj0p0Po9GIyZMnm3XKxniMx3iMx3iMx3jFMxbjMR7jMR7jMZ614hXpIcOIiIiIiIiIijO2dBMRERERERFZCJNuIiIiIiIiIgth0k1ERERERERkIUy6iYiIiIiIiCyESTcRERERERGRhTDpLmXOnz+Pffv2Yf/+/Th//ry1q6Pc33//jd9++w0HDx7EtWvXNI199epVpKenWzRGSV9/1pCamoo//vgDqampFouRkZFh9n3//v3Yu3evRWOWRBkZGTh27Bju3buXq+zu3bs4duwYMjMzlcX7+++/lc1LhdjYWIwaNcra1VDCmseyKVOmFLl1S4/v1q1b1q6CUiKi9DhGVNxdu3YNc+bMsXic+Ph4bN26FWfOnLFMACH58ccfJT093fR99erVUqdOHXF0dJSqVavK3LlzlcecP3++tG7dWrp37y5bt241K7t69aoEBAQojTd79mypWLGi6PV60el0otPpRK/XS8WKFeXDDz9UGktEZMmSJfLyyy/L8uXLRUTkyy+/lKCgIAkICJC3335beby4uDh5+umnRa/Xm31atmwpv//+u9JYixcvlpSUFBERyczMlOjoaClTpozo9XpxdHSUN954QzIyMpTG1Gr9DRgw4KGfgQMHKosnou3+t2LFCvn1119FROTevXvyyiuviMFgEL1eLzY2NjJ48GDTulXh3LlzUr9+fTEYDNKxY0dJTk6WNm3amNZhlSpV5NSpU8rilXQrVqyQBg0ayP3793OV3b9/Xxo0aCCffvqpsnh6vV5atWolq1evVrpdPIrk5GRZtGiRPPXUU6LT6aROnTpWqYcqWp6LkpOTc31u3rwptra2sm/fPtNvWvr2228lNDRU6TwzMzPl7NmzpuNoamqqfPnll7Jq1Sq5evWq0lh5SUlJkTNnzlhkH3n//fcLLE9OTpbGjRsrj5uXI0eOiF6vVza/9PR0mThxooSHh5uui9577z1xdHQUOzs7efnllyU1NVVZvNLg9OnT8s0338jZs2dFRGTjxo3y9NNPS8OGDWXq1KmSmZmpLJazs7MMHDhQdu/erWyeRYk1cqOcMjMzZfPmzdK9e3exs7OTcuXKKZ3/9OnTTfnX9evXpXXr1mbnpPbt28uNGzeUxmTSLVkXVklJSSIi8s0334jBYJARI0bI6tWr5d///rcYjUb5/PPPlcWbO3euODo6yrBhw6RPnz5iNBpl2rRppvLExESlB/Z33nlHXF1dZcaMGXL48GG5fPmy/Pnnn3L48GGZMWOGuLm5ybvvvqss3ocffihOTk7y3HPPiY+Pj0ydOlU8PDxk6tSp8s4774ibm5ssXrxYWbwrV66Ih4eHBAUFyZw5c2Tz5s2yadMmmTVrlgQFBYmnp6dp/aqQc3tZtGiRODk5yaxZs2T37t3y0UcfiZubm3z00UfK4mm5/iIiIvL9dO7cWRwcHJRumyLa7n/VqlWTAwcOiIjImDFjpHLlyrJ27Vo5efKkrFu3TgIDA2Xs2LFKYomIPP/889K8eXPZsGGD9OjRQ8LCwqRFixZy6dIluXz5srRr104iIiKUxSuMEydOKL2pN3z4cNm5c6ey+RXkX//6l3zxxRf5ln/11Vfy9NNPK4un0+mkffv2YmdnJ+7u7jJ8+HA5fPiwsvkXZPv27dK3b19xdHQUvV4vb775psTHx1sk1okTJ2T58uVy8uRJERE5efKkDBkyRAYMGJDrpvCT0Ppc9OBN2OxP9kVV9n9V+/jjj+WFF16Qnj17yt69e0VEZOvWrVK3bl1xcHCQ1157TVms33//XSpVqiR6vV6qVasmZ8+elQYNGoiTk5M4OjpKuXLl5PTp08riaX3j0t7e3nTz/kG3b9+WJk2aSHBwsLJ4BTly5IjodDpl83vrrbfEy8tLRo8eLTVr1pQhQ4aIn5+ffPbZZ/LJJ59IxYoVZebMmcriZbt7967s2rVLjh8/nqvs3r17smrVKuUx83PhwgUZMGCAknmtXbtWbGxsxM7OToxGo6xatUqMRqO0b99enn32WbGxsZEZM2YoiSWSdX6oVauW6HQ6CQoKkg8++EDpteaD6tatK/Xq1XvoRxWtc6Ns586dk0mTJomfn5/o9Xrp27evbNmyJc+b7U/C399fjh49KiIir776qtSrV08OHTok9+7dkyNHjkiTJk3klVdeURqTSbdk7TjZG1ZYWFiultj3339fnnrqKWXxatasKatXrzZ937Nnj5QvX14mTZokIuqT7ooVK8r//ve/fMvXrl0rvr6+yuIFBQWZlu/QoUNiY2MjS5cuNZUvX75cGjRooCzeuHHjpH79+nLv3r1cZXfv3pX69evL+PHjlcXLub089dRTMnv2bLPyJUuWSO3atZXF03r95WXdunVSs2ZNKVOmjEyfPl3pvLXc/4xGo5w/f15ERAIDA2XTpk1m5Tt27BB/f38lsUREPD09TUnazZs3RafTya5du0zlBw8eFC8vL2XxCkN1a0124lK9enWZMWOGXLlyRdm8H+Tp6Snnzp3Lt/zs2bNK74Znb5tXr16VDz74QGrVqiV6vV7q168vCxYskJs3byqLJSJy+fJliY6OlqpVq4q3t7e88cYbcuDAAbGxscnzAlmFTZs2iZ2dnZQtW1bs7e1l06ZN4unpKW3atJHWrVuLjY2NssRb62NZhQoV5Nlnn5Vt27bJ9u3bZfv27RITEyMGg0FWrFhh+k2l999/X2xtbaVBgwbi6Ogojo6OEh0dLR4eHhIVFaW85blr167SpUsXOXbsmIwaNUpq1qwpXbt2lbS0NElNTZWuXbtKnz59lMXT+sblmjVrxN7ePtd2c/v2bWnatKkEBgZKYmKikljdunUr8NOqVSulx84qVarIhg0bREQkPj5e9Hq9fPnll6byr7/+WkJCQpTFExE5deqUVKpUyXTcbt68uVy+fNlUrvr682FUno8aNGggEyZMkMzMTFm+fLk4ODiYPT2zePFiCQoKUhJL5P/OD0eOHJHhw4dL2bJlxc7OTp577jn54YcflLaqi4hERUUV6qOKltdmKSkp8vnnn0urVq3E3t5eunXrJmvWrLHouc9oNEpCQoKIiFSuXFl27NhhVv7bb7+Jj4+P0phMusV8wypfvrwcPHjQrPzUqVPi5uamLJ6Dg0OuC8e4uDjx8vKS8ePHKz/oOTg4yIkTJ/Itj4uLEwcHB6XxshMbkawNOy4uzvQ9Pj5eypQpoyxevXr15Kuvvsq3/IsvvlB690+n08lff/0lIiLlypUz3SnL9scff4izs7OyeFqvv5x++eUXCQsLE0dHRxk3bpxcv35deQwt979KlSrJtm3bRCTrgjz74jHbiRMnxMnJSUksEREXFxfTY24ZGRliY2MjR44cMZXHx8eLi4uLsngiIm+88UaBnz59+ihPun/++WcZOXKklCtXTmxtbaVLly6yYcMG5a9ZODo65trfcjp69Kg4Ojoqi5dz28y2Z88eGThwoLi4uIijo6P07dtXWTyj0Sh9+vSRzZs3m/3tLHnh0bRpU5k4caKIZB0r3d3dZcKECabyCRMmSNu2bZXE0vpYdu3aNYmIiJCWLVvKpUuXTL9b8u8ZFBQky5YtExGRmJgY0el00rp1a+WPKWbLeWPvzp07uW7s7dmzR+mNRK1vXIpk3ch2cHAwHbtv374tYWFhUr16dbOE8UnZ2NhIhw4dpH///nl+unTpovTYaW9vLxcuXDD7nv20iUjWTUTV54eIiAjp1KmTXL16VeLj46Vz584SEBBgWqeqrz/Xr19f4OfDDz9UFs/Z2VnOnDkjIlnnW4PBILGxsabyc+fOKT2+PHh+SE1Nlc8//1xat25temUmuzGtONLy2szDw0OefvppWbx4sdl1piWP1YGBgbJx40YREQkICMj1msDhw4fF1dVVaUwm3ZK1YcXExMjRo0elUqVKuS7ET548qTSJ8vPzy/NxzOPHj4uXl5f07dtX6UGvefPm0rt3b7N3M7Klp6dLr169pHnz5srieXh4mF1YVaxY0XQ3SSQr0VD593Rzcyvwscv4+HilN010Op188sknsn79evHz8zM9PpgtLi5O6Y6q9foTyVqGTp06iY2NjQwcOFAuXryodP45abn/TZgwQZo2bSo3btyQ8ePHS+fOneX27dsiIvLPP/9Ijx495JlnnlESS0SkSZMm8tZbb4lI1hMe2TfWsr3zzjtKn/oQEVNLbIsWLfL8NGzYUHnSnX1iTktLk6+++kratWsnBoNBfH19ZcKECcoei65Tp44sXLgw3/L58+crfec55+N1D7pz544sXbpUmjVrpixeYGCgVK5cWSZMmGB28W3JCw9XV1fT+sm+MZTz4io2NlbZ0xjWOJaJiCxYsEB8fX1Nj0Ja8u/54E1nOzu7XOcIS8bLmXiIZD2+azQalcXT+sZltpkzZ4qrq6vExMTIv/71L6latarZjRQVQkNDzZ7Ke9Dhw4eVHju9vLzk2LFjpu/NmjUzW6aTJ08qv+gvX768WUwRkcjISPH395c//vhDedKd81WO/D6q4j2YBDs7O8sff/xh+q562Qo6P5w7d07eeust8fPzUxbv3r17sn79erl161ausuTkZFm/fr3SVzu0vDYrU6aMhIeHy8cff2zWz4Ylj9Xvv/++BAcHS3x8vMyaNUuaNm1qOnaePXtWWrRoIS+88ILSmEy6JfdBYc6cOWbln3/+udSsWVNZvJ49e8rIkSPzLIuLixNPT0+lB4Zjx46Jt7e3uLu7S0REhAwePFiGDBkiERERUrZsWfHx8TFriX5SYWFhZo9IPWjDhg1KH5kq6MAnknWgNRgMyuI9eMKIjo42K1+yZInSlnUt19+FCxekf//+YmNjIxEREQW2Sqmi5f6XmpoqXbp0EXd3d2nbtq3Y29uLo6OjVK9eXZycnMTf319px2abN28We3t7sbOzEwcHB9m5c6cEBgbKU089JU2aNBGDwVDgUxqPo0aNGgV2Jqb6wjGv1mARkfPnz8vkyZNN75uqMHPmTPHw8MiztfvIkSPi4eGh9B3I/JbNkn755RcZMGCAODs7S/369WX27NliY2NjsX0xZ9ItkvtCNSEhQezt7ZXE0vpclNPx48elTp060rNnT4teyD3swl+1qlWrmrVsL1iwwOyi/ODBg+Lt7a0sntY3LnMaP3686PV6qVKlikVuBPfv318iIyPzLT9x4oRUrlxZWbyWLVvKypUr8y3/+uuvld+UdXFxyfNYMnz4cKlYsaLs3LlT6fnB19e3wFdKVJ6P9Hq96SlEEfMnzUTUJ92FOT+ofMR8zpw50qpVq3zLW7durbQ/IS2vze7duyefffaZtGzZUhwcHOS5556TtWvXiq2trcWO1SIiI0aMEFtbWwkKChJ7e3vR6/ViZ2cner1eGjZsqPx1OZ2IiGX6RS8+HhyuxNnZGR4eHqbvn3zyCQDg5ZdfVhLv2LFjOHjwIAYMGJBn+fHjx/HNN99g8uTJSuIBwO3bt/HZZ59h7969SExMBAB4e3ujadOm6NWrF1xdXZXF2r17N5ycnFC3bt08yxcsWIDMzEwMHz5cSTyDwYDTp0/D09Mzz/KkpCQEBQXlGrbJUjZu3AhbW1u0a9dO2Ty1Wn+Ojo7Q6XQYMWIEmjVrlu90Xbp0URIP0H7/A4DNmzdjw4YNOHv2LDIzM+Hj44OwsDD06tULTk5OyuIAwLlz53Do0CE0bNgQlSpVQlJSEubPn4+7d+/i2WefRcuWLZXG6927N8qXL48PP/wwz/KjR4+iXr16yoak0ev1SExMRPny5fMsFxH8/PPPaNu27RPHSk9PxzPPPINffvkFbdq0QVBQEHQ6HU6ePImff/4ZYWFh2LJlC2xtbZ84FgCsWrUKL730EoxGo5L5PYo7d+7giy++wPLly7Fv3z40b94cvXr1QkRERL7HusdRp04dzJw5E+3btwcAxMXFISgoCDY2NgCAX375BS+//DLOnj2rJJ6W56IHpaWlYfz48YiJicHatWsREBCgPIZer8fUqVPh7OwMAHjzzTcxduxYlCtXzmy6119/XUm8IUOGoGHDhnj11VfzLJ8xYwZ27dqF77//Xkm8tLQ0dO/eHbt27ULDhg2xa9cu6PV6VKhQAZcvX4aHhwe2bNmCwMBAJfGee+45s+8//PAD6tSpgwoVKpj9vnbt2ieOlZqaioyMDDg6Oj7xvArj9OnTsLW1zXc7/Pzzz2FjY4MePXooi9moUSOMGDECffv2zVU2fPhwrF69Grdu3VJ2vdSlSxfUrVsX77zzTp7lKs9Her0ebm5u0Ol0AICbN2/C1dUVen3W6MgionTZpkyZgrFjx2q2vTRq1AiTJk1C586d8yzfuHEj3nnnHezfv19JPGtcmwHAH3/8gRUrVmDVqlX4888/0bNnT/Tv3x+tWrWCwWBQGgsATp48iY0bN+a6HmzTpo1pW1KFSTcVe3q9vsAdQ0Sg0+k0S7qLs+yTU0H4tyzaEhMTkZqaikqVKmkSLyAgAL/99pvZydiS0tPT8eGHH+Lzzz9HfHw8RASBgYHo1asXRo0aBTs7O03qoaWTJ09i6dKl+Oyzz3D9+nWkp6crm/eiRYvg5+eHZ599Ns/yiRMnIikpCUuXLlUWsySrXLnyQy/UdDqdspsYD3Pu3DnY29vDx8dH6Xy1unGZX+PEg1asWKEsZkk2ffp07Nq1Cz/88EOe5ZGRkVi0aJGym7K7du3CP//8Y7qp96B//vkHv/32G5o3b/7EsVatWlWo6fr16/fEsazB3d0dR48ehb+/f57lFy5cQJ06dXDjxg2Na2YZmZmZ+PHHH7Fs2TJs2LABLi4u+Pvvv61drSfCpNuK4uPjsX79eiQkJECn0yEgIAARERGoUqWKpvVIT0/HlStX8t2RVYiPj8eFCxdQqVIlVKtWTem8d+zYUajpVBzUc7L2+ktKSkJqaqpF15s1TZkyBcOGDcvVQqTK+fPnkZiYCJ1OBy8vL02S1Pv37yMmJgYXLlxA5cqV0aJFC4vcuSW1rL2vZ7t//z6+++67XK1/VLAH11+VKlXQtWtXzdefJbRq1Qpr165FmTJlrF0VUsTS5z6yrKtXr6JMmTLKnrjK5uLigu3bt6NBgwZ5lh88eBAtWrTA7du3lcbNz/3793H58mVNrkGvXr2KTz/9FKNHj9YkliXWHwDwne7/b/78+dK6dWvp3r17ruFRrl69qnRcWxGRadOmiY2Njej1evH29hYvLy/R6/Via2sr77//vtJYD6N6CCFrDDivNS3X361bt6R3797i7+8vL7/8sqSmpkpkZKTp7xkeHm7W8URxk5ycnOtz8+ZNsbW1lX379pl+U2X27NlSsWJFs3eVsnsazTm8iAojRoww9Y558eJFCQoKEoPBIF5eXmIwGCQ0NFR5Z0DZMjMz5cCBA7JmzRr55ptv5ODBg8qHMClIXp1lFUdaH6vv378vZ8+eNfVenpKSIl999ZV88cUXyoZGelBCQoJ8/PHHMn/+fIu9U52tNJ9rLcEa/Q486N69e7Jy5UqZP3++0jHBC2vNmjXK5qXl9qn1ua8gCQkJcvz4ceUjTjzMiRMnlO/zWlm8eLGp47LMzEyJjo6WMmXKiF6vF0dHR3njjTeU/j0bN25c4Djj06dPl8aNGyuL9zCqcwetab3+RNiRmoiIzJ07VxwdHWXYsGHSp08fMRqNMm3aNFO56s4Xtm3bJnq9XiZPnmzWNf61a9dk0qRJYjAYco0XZ0mqdxxrDDifl8TERLNeXVXRev0NHz5cgoKCZN68edKiRQvp2rWrhISEyC+//CI7d+6UkJAQsyF+nsTDhvfI/qik1+vz/OTsxEPV9vnOO++Iq6urzJgxQw4fPiyXL1+WP//8Uw4fPiwzZswQNzc3effdd5XEEhHx8fExdVrTo0cPadOmjWmc3mvXrkmnTp2U944pkrWNBgQE5LqxULVqVeXHlk2bNpl6w83IyJB3331XfH19Ra/XS4UKFWT69OmaJfuqj2Va7+tHjhwRb29v0ev1Urt2bbl48aKEhISIk5OTODs7i7u7u+zfv19ZPJGsIZ6cnJxM24mtra2pl2/VSsu5NiMjQ5YtWybPPvus1KpVS0JCQqRz586yatUq5fuC1kn3mDFj5PXXXzd9T01NlTp16oitra24ubmJk5OT7NmzR2nM9PR0iYuLy9XJ5bp166R27dpiZ2enJI7W26eW575sK1euzHVzedCgQabYwcHBZsOYWZqWiZvqWDk78V20aJE4OTnJrFmzZPfu3fLRRx+Jm5ub0o7NFi9eLE5OTqax3XP67rvvxMnJSRYvXqws3sOo/HsGBAQU6qOS1utPhEm3iIjUrFlTVq9ebfq+Z88eKV++vGl8PdUH2h49eshrr72Wb/mgQYPkpZdeUhavXr16BX6CgoKULp/WA85r3RKs9frz8/MzDdHy559/ik6nk++++85U/v3330uNGjWUxCpoWA/Vw3tkq1Chgjz77LOybds22b59u2zfvl1iYmLEYDDIihUrTL+pULFixQJ7Ul27dq34+voqiSWSNe5qdu+pFStWlH379pmVx8bGSrly5ZTFE8kaIs/R0VFatmwp69atk99//11Onjwp3377rTRv3lycnJyU9qZcs2ZN0/iW06ZNEw8PD5k9e7Zs2rRJ5syZI15eXgXenVfpyJEjotPplM1P6339mWeekRdeeEFiY2Nl5MiRUrNmTenevbukpaVJenq69OnTR9q0aaMsnohIeHi4dOrUSf7880+5fv26DB48WCpWrKg0RraSfq4VyWoxefbZZ0Wn00ndunXlpZdekhdffFFq164tOp1OunbtqjSeTqeTM2fO5NlqmvOjSq1atcxuvC5fvlzc3d0lISFBMjMzpX///tKxY0dl8Y4fP266gajX66Vbt26SmJgo4eHh4ubmJv/+97+VJYlab59anvuyNWnSRJYvX276vmnTJrGxsZHPPvtMDh48KE2bNtWkUSSb1km3yvNDzhteTz31lMyePdusfMmSJVK7dm1l8UREevfuLTqdToKDgyUiIkK6detmuoZXfSzTMnfQ6XSm4TLnzJmT70cla6w/Jt2SNc7luXPnzH6Li4szjamr+kBbuXJlsyE+HrRz506lw1IYjUbp16+fREVF5fkZPHiw0uXTesB5LVuCRayz/nJeVDg6Oprd8U9ISBBHR0dl8bR27do1iYiIkJYtW5o9am2JYX0cHBwKHHopLi5OHBwclMWrXbu2afi84OBg2bJli1n5nj17pGzZssriiYgMGzYs32FFMjMzpVWrVjJ8+HBl8ezt7U3bZ0hISK4h0DZu3CjVqlVTEqtbt24Fflq1alWsj9Xu7u6m7fPu3btiMBjMbtTExcWJh4eHsnjZMWNjY03f79y5I3q93qxlWJWSfq4VyUpCXVxcTDdKc9q6dau4uLjIqlWrlMXLvhH6sFZTVVxcXMyGmHvppZdk0KBBpu+HDx9WelO9c+fO0qpVK9mwYYO89NJLotPppHr16jJlypQ8xyt+Elpvn1qe+7KVLVvWbJzuIUOGyHPPPWf6HhMTo3yfKIjKpFvr84NOpzMNUVauXLlcQ1n+8ccfysaxzumrr76Srl27Ss2aNSU4OFi6du2qfOhREW1zh6+++krat28v9vb20q1bN9mwYYPFX3Wwxvpj0i1ZLYk7d+7M9fvx48fFy8tL+vbtq3RHdXBwKHCMyYsXLyobF1VEpEGDBrJgwYJ8y1WP26v1gPNatgSLaL/+fH195eDBg6bvPXv2NHucMC4uTtzd3ZXEGjBggPILmcJasGCB+Pr6mh5ttcSFR/PmzaV37955vm+cnp4uvXr1kubNmyuLt2LFCqlYsaLExMTIJ598IsHBwfLzzz/Ln3/+Kdu2bZPQ0FB59dVXlcUTyWqJyrn9P+i7776TWrVqKYvn4+Mjv/76q4iIeHl5yaFDh8zKT58+rexGho2NjXTo0EH69++f56dLly7F+lhdpkwZ0zuxaWlpYjAYzPb9kydPKtvXs+X1eLKzs7PZ+LaqlPRzrYhI27ZtZfr06fmWR0dHKx3HWqfTydq1a02tovl9VHFzczN7b7ty5cqybNky0/dz584p/Zt6eXmZ9oEbN26ITqeTjz/+WNn8c9J6+8ymxbkvm4ODg+lJRJGsG8M5WxDPnz+vfJ8oiMqkW+vzg06nk08++UTWr18vfn5+snfvXrPyuLg4pQ1MWtM6dxARuXTpkkydOlWqVasmPj4+8uabb1qsnwhrrD8m3ZKVxIwcOTLPsri4OPH09FS+oxb0Dpbqu6kjR47Md/lERM6cOSMtWrRQFk9E2wHntW4J1nr9tW/fXhYtWpRv+YoVK6RZs2ZKYuV8x8Uajh8/LnXq1JGePXta5MLj2LFj4u3tLe7u7hIRESGDBw+WIUOGSEREhJQtW1Z8fHyUdyQ1a9YscXR0FAcHB9M+kP2JiIiQ27dvK43n4uKSq7Ump7Nnzyq9exsZGSmdOnWS+/fvy2uvvSavvvqq2Xurr7/+ujRt2lRJrNDQUFm6dGm+5aovArTe11u3bi2vvPKKXLp0SaZMmSLVqlWTAQMGmMojIyPl6aefVhZPJGsZY2Ji5OjRo6aPk5OTfP/992a/qVDSz7UiWUni4cOH8y0/dOiQeHl5KYun9TvdjRs3llmzZolI1jrT6/VmN2i2b98ulSpVUhZPp9OZdSDo5OSU691uVbTePnOy9LkvW1BQkHz77bciktUxnMFgkN9++81Uvm/fPqXbZ5kyZcTd3T3fj4uLi7K/qTXODzk/0dHRZuVLliyRevXqKYv3sFdIVL9KYo3cIaft27dLixYtLPbkldbrT0TERn1/6MXP+PHjcfDgwTzLatWqhZiYGHzzzTdKYy5duhTOzs55lqnu7n/OnDkFlletWhUxMTFKY86bNw9Dhw7VZMB5Dw8PXL16FX5+fgCArl27mg2fcufOHRiNRmXxAG3X3+rVqwscP9vLywvR0dFKYomVRxCsWbMm9u/fj/HjxyMkJAQODg5K5x8aGorTp0/js88+w969e3Hu3DkAgLe3N6Kjo9GrVy+4uroqjTl69GgMHDgQP/30E86dO2e2L1SvXl1pLCBre3d0dMy33NHREXfv3lUWb9q0aWjTpg2CgoLQtGlTrFmzBlu2bEFgYCDOnDmDa9eu4aefflISq0GDBjh06BBeeeWVPMuNRqPy4Uu03NenT5+O9u3bY8WKFShXrhxiYmIwcOBA+Pj4QK/X48aNG9iwYYPSmADQunXrXPt+p06doNPpICLQ6XTIyMh44jgl/VwLANevX4eXl1e+5V5eXpqPo3v//n3Y2Ki53Bs7dix69uyJ77//HnFxcejQoQMCAgJM5T/88AMaNWqkJBaQNaZ5zvOfXq+3zFA+sM72mc3S575sL7/8MoYNG4bjx49j27ZtCAoKMhuCas+ePQgJCVEW72HXnyppfX542Fjm3t7emD59urJ4ZcqUKfDaWeWxGrBO7gAAKSkp+Oabb7B8+XLs27cP3bt3L/Ca5nFpvf4AjtNtFZUrVy5U0pmdEFDBOnTogIiICAwePDjP8pUrV2LJkiXYvXu3knglef3p9XokJSXB09PT2lWhx6TX67Ft2zaULVs2z/K///4bbdu2VXZiBoD09HQsW7YMGzZsyHWTbejQoahYsaKSOKmpqcjIyLDICTgv1tjX79y5g1OnTqFGjRpwdnZGSkoKVq9ejXv37qFt27aoUaOGslhA1nj1haHFOPaqWWP9GQwGJCYm5nsMTUpKgq+vr7L9LyAgAL/99hs8PDxylZ04cQJLly7F6tWrkZSUpCQeAGzduhUbN26Ej48PRowYYZYgTpkyBc2bN0eLFi2UxNLr9XBzczOtx5s3b8LV1TXXjejr168riVfSZWZmYvLkydi4cSO8vb0xe/ZsBAcHm8q7d++O9u3b55u4FmVanx+0tmPHDtP/iwg6duyIpUuXokKFCmbTNW/eXOuqKbFv3z4sW7YMX331FapWrYqBAweid+/ecHd3t3bVlGHSnUN8fDzWr1+PhIQE6HQ6BAQEICIiAlWqVLF21ZQoKsuXnp6OK1euKLvjeP36dej1erPW7Zw2bdoEBwcHZRcB1qLF+nvwAic/lrjAeXD5qlSpgq5du5aI/U/LZSvoqQjVLZdEj6OonIssQa/Xo0OHDvk+XZWamorNmzdbbP+7c+cOvvzySyxbtgwHDhxAkyZN8Pzzz+ONN95QMv979+5hzJgxWLduHdLT09GmTRvMmzcP5cqVUzL/B61atapQ0/Xr109ZTK23z5J87ssmIjh48KDZ37RevXpKn3q0Fmsdz1xcXHD06FGLx9Fi+WrVqoW//voLvXr1wiuvvILatWsrm/fDaLr+lD6sXoxNmzZNbGxsRK/Xi7e3t3h5eYlerxdbW1t5//33lcbaunWrBAcH5/nuxc2bN6VmzZp5dubxJLRcvofRcogISyjJ60+n08ncuXNl5cqVBX5U03L7nD9/vrRu3Vq6d+8uW7duNSu7evWq8rEgtd73EhISCvUpidLT0+X8+fPK5meNfV0kq/O5999/X4YNGybDhw+X2bNnKx3mLadJkybl2bFgtvPnzysdpqykn2vz68TpwY9qu3btkn79+omzs7OEhoaKwWCQX375RXmcMWPGiKOjowwaNEhef/11KVeunNKOUa1N6+O1ta7N7t69K+vXr5f3339fPvjgA1m/fr3cvXvXIrG2bdtmGvYt59CjVatWzTWkrCWpPj+IWPfa2tnZ2WLnhWxaXns6Ozs/tA8A1bRef0y6JeuAoNfrZfLkyWYv61+7dk0mTZokBoNB6YGhc+fOucaDy2nu3LkSERGhLJ7Wy/cwlkq6H7xQnTVrlkUOSCV5/WndKY+Itss3d+5ccXR0lGHDhkmfPn3EaDTKtGnTTOWqO1ayxr539+5diYyMFF9fX/H09JSePXvK1atXlcbIqW7dug8dz1N1ZyT5UX1s0XpfF9H+IsDPz0/q1q1rNoxQtsWLF4uLi4u0b99eSaySfq61hpkzZ0qNGjWkQoUKMmbMGDly5IiIWK4H7CpVqsgXX3xh+r5v3z6xsbGR+/fvK4+VPf+c887ZSaOISEpKirLhkrTePq11bbZ+/Xrx9PTM1ZGUp6dngSNfPI74+HhxdHSUli1byrp16+T333+XkydPyrfffivNmzcXJycniyeO2VSfH6x9bW3ppFvL5XtYQ48lGnyssf6YdItIjx495LXXXsu3fNCgQUoHnff39y9wrOCTJ0+Kn5+fsnhaL9/DLr6DgoKUJ91aXqiW5PVnjd7LtVy+mjVryurVq03f9+zZI+XLl5dJkyaJiPqkW+t9T8S8JWrEiBEWb4nKbwzPnJ833njDYvFzUn1RpfW+bo2LgOTkZOnbt6/pBlRGRoacP39eWrduLW5ubrJkyRJlsUr6ufZhMjIy5LvvvpOuXbsqm6fBYJAJEybkSnotlXTb2tqajSktImJvb282gohKD56TXFxczBINlcdsrbdPa5wfdu/eLba2tvL888/Lnj175MaNG3Ljxg3ZvXu3PPfcc2JnZyd79uxRFm/YsGHSqlWrPMsyMzOlVatWMnz4cGXxCqL6/GCN9ZeTpYZ2zGbt5bM0aywfk27JGmdy165d+Zbv3LlTKleurCye0WiU+Pj4fMvj4+OVjpNojeXr169fvhfggwcPLtZ3G0vy+rNGS7eWy+fg4JBrOK24uDjx8vKS8ePHK0+6td73RLRviXrYTa3k5GRp3Lixklha39DTel+35kXOunXrxMvLS+rUqSOurq7Srl075YlUST/X5uf06dMyfvx48fHxEXt7e6VJd3R0tFSvXl38/Pxk3LhxEhsbKyKWS7r1er389ddfZr9Z8uL/wXPSg617iYmJotPplMTSevu0xvmhQ4cOBR5jXnvtNenQoYOyeLVq1Sqw9fy7776TWrVqKYml9flB6/XXrVs3s4+NjY0888wzuX5XxRrbZ0737t2TlStXyvz58y0yVrc1lo9DhiGrN9HKlSvnWx4QEIDExERl8SpUqIDY2FhUq1Ytz/Jjx47Bx8dHWTytly8kJASNGzfG0KFD8yw/cuQIlixZoizeokWL8OqrryIqKsrs97Jly+Kdd95BYmIiFi5ciPDwcCXxSvL6S0tLw4kTJ+Di4pJryJK7d+/izJkzCAkJKbCzrkel5fKVK1cOFy9eNItXq1YtbNu2Da1atcKff/6pJE42rfc9ALh48SKefvpp0/dGjRrBxsYGly9fNg2rp9KkSZPg4eGBAQMG5Cq7c+cO2rdvj1u3bimJdeLECbz00ktmQxTldOXKFZw+fVpJLED7fX3//v349NNP8y3v27cvXn75ZWXxcmrcuDFCQ0OxdetWODk5Ydy4ccq3l5J+rs3p3r17+Prrr7Fs2TLs3bsXGRkZ+PDDDzFw4MB8hzB7HBMmTMCECROwY8cOLF++HE2aNEHVqlUhIhYZmkxE0L9/f7OO4lJSUjBkyBA4OTmZflu7dq3y2PlR1RmX1tunNc4Pv/76K2bOnJlv+bBhw5T2fn3hwgWEhobmWx4SElLoERQeRuvzg9brz83Nzex7nz59lM07L1ou39ixY5GWloa5c+cCyLoWbdq0KY4fPw5HR0eMGzcOW7ZsQdOmTZXEA6yz/7GlWx7euqe69Wv48OESEhIi9+7dy1V29+5dCQkJkREjRiiLp/XyjRw5UkaOHJlv+ZkzZ6RFixbK4ml9t6okr78VK1ZIgwYN8mwVvX//vjRo0EA+/fRTJbGyabl8PXv2zHfbjIuLE09PT6X7gtb7noj2LVFr1qwRo9Eo//vf/8x+v337tjRt2lQCAwPlypUrSmI1aNBAFixYkG/54cOHi/Wx2sHBQS5evJhv+cWLFy3SMvv5559L2bJlpVWrVvL777/L2LFjxc7OTl5//XWlnSuV9HOtSNaTJYMGDRJXV1dp2LChzJkzRxITEy3W8vygW7duycKFC6VRo0ZiMBikadOmMmvWLGXz17qjuMK0dKvaZrTePq1xfrC3ty+wI82EhARxcHBQFk/LZdT6/GCN9aclLZevVq1asn79etP35cuXi7u7uyQkJEhmZqb0799fOnbsqCRWNmusP7Z0/39Lly7N9+7z7du3lcZ66623sHbtWgQGBmL48OGoUaMGdDodTp48ifnz5yMjIwMTJ05UGlPL5ZszZ06B5VWrVkVMTIyyeFrfrSrJ62/p0qUYM2YMDAZDrjKDwYBx48bhv//9r/I7rFot3/jx43Hw4ME8y2rVqoWYmBh88803yuIB2u57gPYtUS+88AJu3ryJXr164fvvv0fLli1NLdx///03duzYAW9vbyWx/vWvf+HUqVP5lru4uCh7ogXQfl9PSUmBnZ1dvuW2trZIS0tTFg/IWn8//vgjpk2bhhEjRgAA3nvvPXTr1g39+/fHpk2bsGrVKmUtDCX9XNusWTOMGDEC+/fvVz6mel6qVKmCAwcOmMbpdnFxwZAhQzBkyBDExsZi2bJlmDFjBkaPHq0k3ooVK5TM51GcOHHCdA4XEfz++++4c+cOAODvv/9WGkvr47XW8QIDA7Ft27Y8n0wCssZgz+/JkMeVc/09SOX60/r8AGi7/gYOHPjQaXQ6HZYtW6YsplbLd+HCBdSsWdP0/aeffsILL7yASpUqAQBGjhyJjh07KouXTev9j+N0A6hcuXKhHk86d+6cspjnz5/H0KFD8eOPPyJ7Feh0OrRr1w4LFiwoMIl8VNZYPi3p9XokJiaifPnyeZYnJSXB19dX6bioJXX9lS9fHvv378+3/ufOnUOjRo1w9erVJ46VrSRvn9ZYtvwuph6k+uL5vffeQ3R0NNavX49JkybhypUr2LFjBypUqKA0jta03Nf1ej2mTp1a4EXA22+/rfRYFhYWhlWrVuV5oZ2SkoI333wTCxcuVJLsl/RzLQA888wz2Lt3Lzp37oy+ffuiXbt20Ol0sLW1xdGjR80uLFV42PkPANLT02Fra6s0rlYKepVJp9NBRKDT6ZTsE1pvn9bYHz788ENMnToVn376aa4k5vvvv0e/fv0wceJEZeO6a7n+tKb1+tPr9ahUqRLq1auHglK3//3vf0riabl8ZcqUwYEDB1C9enUAWY1lkyZNMt1oSEhIQHBwMO7du/fEsbJZY/9j0m1lN27cwJkzZyAiqF69Otzd3a1dJWW0GnDeGheq2Ura+nNycsKvv/6K2rVr51l+7NgxNG3aFP/884/GNVNLq22ztPnPf/6D9957D5UrV8aOHTtQsWJFa1dJGS32dWtcBGRmZppdGP/999/Q6XSmllMA2Llzp/IWIq1peay+ePEiVqxYgRUrVuDevXt48cUXsWDBAhw7dgzBwcFKYxUm6S7OCvu+b3aLGBUsMzMTL774Ir799lvUqFHDtD2eOHEC8fHxiIiIwJo1a5T128L1p05kZCS+/PJL+Pv7Y+DAgejTpw/Kli1r7Wop0aRJE/To0QOjR4/G8ePHUbt2bZw5c8b0fv6OHTvQr18/JCQkWLeiT0rpw+rF1NatWyU4OFiSk5Nzld28eVNq1qwpO3futELN1LDG8mk5hFelSpWkcuXKD/0UV1quvzp16sjChQvzLZ8/f77UqVNHSaxsWm+fWm6bJf3YIpK7R1Wj0SiNGjWyWI+qIlm9Qb///vsybNgwGT58uMyaNUuzsV5Lohs3bkhkZKR4eHiIXq8XvV4vHh4eMmzYMLlx44ayOKVhf3jQTz/9JC+99JLY29tL9erV5T//+Y8cPHhQ2fx1Op3ExMTI0aNHC/wUV3fv3pXIyEjx9fUVT09P6dmzp1y9etUisbTePq25P3z55ZfSpUsXCQ4OluDgYOnatavZqBeqaLn+sml1frDG+ktJSZHPP/9c2rRpI46OjtK9e3fZvHlzrvHrVdBy+b755huxtbWVVq1aiZeXl3Tq1MmsfNy4cdK9e3clsbJZY/0x6RaRzp07y+zZs/Mtnzt3rkRERGhYI7W0Xj5rjDVbkmm5/mbOnCkeHh55XqQdOXJEPDw8ZObMmUpiZdNy+bTeNkv6sUVE+46VtLxpojVrXARcu3ZNAgMDxcnJSV577TX58MMPZfbs2TJo0CBxcnKSoKAgs33lSZSG/SE/169fl3nz5kndunWVd+ak1+tFp9Pl+mT/Xpw7cxozZow4OjrKoEGDZMSIEVKuXDl54YUXLBJL6+2zNOwPWq4/EW3PD9ZefwkJCRIVFSVVqlQRPz8/uX37ttL5a718W7ZskVGjRsmMGTPkn3/+MSuLiooqsC6Pwxrrj0m3iPj7+8uJEyfyLT958qT4+flpWCO1tF4+rceaLemtJ1quv7S0NGnRooXY2NhI+/btZdSoUfLGG29I+/btxcbGRsLDwyUtLU1JrGxaLp/W22ZJP7ZoraTf0LPGRcDIkSMlJCREEhMTc5VduXJFQkNDZdSoUUpicX/Iorql+8CBA5KQkFDgp7iqUqWKWQvsvn37xMbGJs8RNp6U1tunNfaH7JswBX0MBoOyeFquP63PD9Y+np0/f16mTJkiAQEBUqFCBeVJt7WXTyTrGn7+/PlSr1495TcPrbF8TLpFxGg0Snx8fL7l8fHxFhmmRStaL5/WQ3hZ+26jpWm9/tLS0mTmzJlSp04dcXR0FAcHB6lTp47MnDlT0tLS5PDhw8piiWi7fFpvmyX92KI1rW+aaM0aFwGVKlWSzZs351u+adMmqVSpkpJY3B+ynhjSctii4s7W1lYuXbpk9pu9vb1cuHBBeSytt09r7A/r1q3L9zNu3DhxcHBQGlPL9af1+cEa6y/n4+X29vbywgsvyPfffy8ZGRlK44hY93i9detW6d27tzg4OEhQUJBMnDhRDh06pDSGNZZPTU8JxVyFChUQGxubb/mxY8fg4+OjYY3U0nr5tB7C6+jRo2jfvn2+5c8880y+w0QVB1qvP1tbW4wbNw5HjhzBP//8g7t372L79u1wdnZGkyZN0KBBA2WxAG2XT+tts6QfW7S2f/9+9O3bN9/yvn37Yu/evRrWSK2kpKQCe5m2sbFROnIAAFy5cgW1atXKtzwkJETZPsH9gR5VRkZGrmH0bGxscP/+feWxtN4+rbE/dO3aNdenRo0aWLlyJWbNmoXu3bsXOOzWo9Jy/Wl9ftB6/UVGRsLHxwczZ85Ep06dcOnSJaxZswYdO3ZU1vFdTlov36VLlzB16lRUqVIFPXv2hLu7O9LT0/Htt99i6tSpqFevnrJYgHX2P47TDaBjx454++230aFDB9jb25uV3bt3D5MnT0anTp2sVLsnp/XyaT3WrDUuVLVkze1z27ZtWL58OdauXYtKlSrh+eefx9KlS5XG0HL5tN42S/qxRWta3zTRWvZFQH7j5FriIqBcuXJISEjIt6f5c+fOmfVk/iS4P6jXvHnzAo9pxZ2IoH///jAajabfUlJSMGTIEDg5OZl+W7t27RPH0nr7tPb+cPnyZUyePBmrVq1Cu3btcOTIEYSEhCiNoeX60/r8oPX6W7RoEfz9/REQEIAdO3Zgx44deU6n4m8JaLt8HTt2xC+//IJOnTrho48+Qvv27WEwGLBo0SIl888vptb7H4cMQ9aOWr9+fRgMBgwfPhw1atSATqfDyZMnMX/+fGRkZODQoUPw8vKydlUfi9bLp/UQXlWrVsUHH3yAbt265Vm+du1ajBkzBmfPnlUST2tar79Lly5h5cqVWL58Of755x/06NEDixYtssgYs4C2y6f1tlnSjy1ae9jwSElJSfD19S2WY74CwIgRI7B9+3YcOHAgz4uARo0aoWXLlpg3b56ymK+88grOnDmDLVu25EreUlNT0a5dO1StWhXLli174ljcH7KezKpfv75Ft9GUlBR89dVX+Oeff9C2bVvT2LfF0YABAwo13YoVK544ltbbp7X2h+TkZEybNg0fffQR6tati5kzZ+Lpp59WGiOblutP6/OD1uuvf//+hRpSUsXfEtB2+WxsbPD6669j6NChZscrW1vbEnHtmY1J9/93/vx5DB06FD/++KNp0HmdTod27dphwYIFBd49Kw60XD6tx5q1xoWq1rRafznvNvbu3dt0t9GSBz5Au+WzxjjIJf3YoiWtb5pozRoXAZcuXULDhg1hNBoxbNgwBAUFAcgat3fBggVITU3Fb7/9Bj8/PyXxSvr+cOvWrQLLjx07hubNmyvbRseOHYu0tDTMnTsXAJCWlobGjRvj+PHjcHR0xP3797FlyxY0bdpUSbySTuvtU+t47733HmbOnAlvb29MmzYNXbt2VTp/a7LG+aGkH8+0Wr5ff/0Vy5cvx9dff42goCD07dsXL774Inx9fUvEtWc2Jt0PuHHjBs6cOQMRQfXq1eHu7m7tKilVEpevNLWeWHr9WeNuY04lcfvMVpKXTSvWuGmiNWtcxJ07dw6RkZH46aefzGK2bdsW//3vf/N93P1JlNT9Qa/XF7iNigh0Op2yC/+QkBBMmzYNXbp0AZDVyvXvf/8bhw8fhr+/PwYOHIi//voL33//vZJ4pYXW26dW8fR6PRwcHNCmTRsYDIZ8p1P1iLKWrHl+KKnHs2xaLd/du3fx5ZdfYvny5di/fz8yMjIwe/ZsDBw4EC4uLhaJCWi3fEy6Sblt27Zh+PDh2Lt3L1xdXc3KkpOT0axZMyxatEjp40wl/W6jVqx1t1Er1tg2iR6HVhcBZ8+eRUBAAHQ6HW7cuIH4+HgAQLVq1VC2bFmLxCzJtm/fXqgL/+bNmyuJ5+rqikOHDplujPTs2RMuLi74+OOPAQBHjhxBx44dcfnyZSXxqHjT+hFlosd16tQpLFu2DJ9++ilu3ryJtm3b4rvvvrN2tZ4Ik25SrkuXLmjZsiXeeOONPMvnzZuHmJgY/O9//1Meu6TfbdSKte42Wpo1t016crxpop7BYMCVK1dM70G++OKLmDdvXol4MsgaHvZ4ebYHt9/HVaZMGRw4cMD0ZFJAQAAmTZqEgQMHAgASEhIQHByMe/fuKYlHVFTx/FAyZWRkYMOGDVi+fDmTbqIHVapUCZs3b0ZwcHCe5b///jueeeYZXLhwQeOa0eMoSXcbuW0Wb7xpot6DnQ+5uLjg6NGjqFKlipVrVjw97PHybKoeL2/SpAl69OiB0aNH4/jx46hduzbOnDmDgIAAAMCOHTvQr18/JCQkKIlHVFTx/EBFHYcMI+VK+hBepU2NGjXw3nvvYfr06aa7jcUVt83i7ejRo5g5c2a+5c888ww++OADDWtEZC4mJsb0/yKCjh07YunSpahQoYJF4o0dOxY9e/bE999/j7i4OHTo0MGUcAPADz/8gEaNGlkkNlFRwvMDFXVMukk5a4w1S5ZnMBgQERGBiIgIa1flsXHbLN5400Q9nU6Xq2W2MC21lLcH39U2GAxo0qSJxZ4ceP7557Fp0yZs3LgR7dq1w4gRI8zKHR0dERkZaZHYREUJzw9U1DHpJuWsMeA8UWFw2yzeeNNEPRFB//79YTQaAWSN8TxkyBA4OTmZTVccezMuDe7du4e1a9di3bp1SE9Px5EjRzBv3jyUK1cOADB58mQr15BIGzw/UFHHd7pJudI0hBcVL9w2i7cRI0Zg+/btOHDgQJ43TRo1aoSWLVti3rx5Vqph8TNgwIBCTcfejB+Ppd+RHzt2LBYsWIDevXvDwcEBn3/+OVq0aIE1a9ZYJB5RUcXzAxV1TLrJIjiEFxVV3DaLL940oeLGxcUFx44dM3vPWqWqVasiOjoaL730EgBg//79CAsLQ0pKSoHjMBOVNDw/UFHHpJssikN4UVHFbbN44k0TKsqee+45s+8bNmxAq1atLPa4vp2dHc6dO2fWUZuDgwNOnz4NPz8/JTGIigueH6goY9JNRETFDm+aUFGk9eP6BoMBiYmJ8PT0NP1m6dZ1oqKO5wcqiph0ExERERVDer0eHTp0MHWEB+Tdus6O8IiIrIu9lxMREREVQ/369cv1W58+faxQEyIiKghbuomIiIiIiIgsRG/tChARERERERGVVEy6iYiIiIiIiCyESTcRERERERGRhTDpJiIiIiIiIrIQJt1EREREREREFsKkm4iIqBjp378/dDpdrs+ZM2eeeN4rV65EmTJlnrySREREZMJxuomIiIqZ9u3bY8WKFWa/eXp6Wqk2eUtPT4etra21q0FERGR1bOkmIiIqZoxGI7y9vc0+BoMBGzZsQIMGDWBvb48qVapgypQpuH//vunfzZ49G6GhoXBycoKfnx8iIyNx584dAMD27dsxYMAAJCcnm1rPo6KiAAA6nQ7r1q0zq0OZMmWwcuVKAEBCQgJ0Oh2+/vprtGjRAvb29vjss88AACtWrEBwcDDs7e0RFBSEBQsWWPzvQ0REVJSwpZuIiKgE+PHHH9GnTx/MmzcPTz/9NP744w+89tprAIDJkycDAPR6PebNm4fKlSvj3LlziIyMxLhx47BgwQI0a9YMc+bMwdtvv41Tp04BAJydnR+pDm+++SZmzZqFFStWwGg0YsmSJZg8eTL++9//ol69ejh8+DAGDRoEJycn9OvXT+0fgIiIqIhi0k1ERFTMbNy40Swh7tChA5KSkjB+/HhTMlulShW8++67GDdunCnpHjVqlOnfBAQE4N1338XQoUOxYMEC2NnZwc3NDTqdDt7e3o9Vr1GjRuG5554zfX/33Xcxa9Ys028BAQE4ceIEFi9ezKSbiIhKDSbdRERExUzLli2xcOFC03cnJydUq1YNBw4cQHR0tOn3jIwMpKSk4O7du3B0dERMTAymTZuGEydO4NatW7h//z5SUlLwzz//wMnJ6Ynr1bBhQ9P/X716FRcvXsQrr7yCQYMGmX6/f/8+3NzcnjgWERFRccGkm4iIqJjJTrJzyszMxJQpU8xamrPZ29vj/Pnz6NixI4YMGYJ3330XZcuWxS+//IJXXnkF6enpBcbT6XQQEbPf8vo3ORP3zMxMAMCSJUvQuHFjs+kMBkPBC0hERFSCMOkmIiIqAerXr49Tp07lSsaz/fbbb7h//z5mzZoFvT6rH9Wvv/7abBo7OztkZGTk+reenp64cuWK6Xt8fDzu3r1bYH28vLxQoUIFnD17Fr17937UxSEiIioxmHQTERGVAG+//TY6deoEPz8/dO/eHXq9HseOHUNsbCymTp2KqlWr4v79+/joo4/QuXNn7N69G4sWLTKbR+XKlXHnzh1s3boVderUgaOjIxwdHdGqVSv897//RZMmTZCZmYk333yzUMOBRUVF4fXXX4erqys6dOiA1NRU/Pbbb7hx4wZGjx5tqT8FERFRkcIhw4iIiEqAdu3aYePGjdiyZQueeuopNGnSBLNnz0alSpUAAHXr1sXs2bMxc+ZMhISEYPXq1Zg+fbrZPJo1a4YhQ4bgxRdfhKenJ9577z0AwKxZs+Dn54fw8HD06tULY8aMgaOj40Pr9Oqrr2Lp0qVYuXIlQkND0bx5c6xcuRIBAQHq/wBERERFlE4efEmLiIiIiIiIiJRgSzcRERERERGRhTDpJiIiIiIiIrIQJt1EREREREREFsKkm4iIiIiIiMhCmHQTERERERERWQiTbiIiIiIiIiILYdJNREREREREZCFMuomIiIiIiIgshEk3ERERERERkYUw6SYiIiIiIiKyECbdRERERERERBbCpJuIiIiIiIjIQv4fRn7AasvIfsoAAAAASUVORK5CYII=",
+      "text/plain": [
+       "<Figure size 1000x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Define parameters for the boxplot (consistent with NIDAP defaults)\n",
+    "annotation = None\n",
+    "second_annotation = None\n",
+    "layer_to_plot = None  \n",
+    "features_to_plot = adata.var_names.tolist()  # include all features (genes) in the plot\n",
+    "\n",
+    "# Plot settings\n",
+    "log_scale = True\n",
+    "showfliers = True\n",
+    "\n",
+    "# Create the boxplot for all features and capture the summary statistics table\n",
+    "summary_stats_table = boxplot(\n",
+    "    adata=adata,\n",
+    "    annotation=annotation,\n",
+    "    second_annotation=second_annotation,\n",
+    "    features=features_to_plot,\n",
+    "    layer=layer_to_plot,\n",
+    "    log_scale=log_scale,\n",
+    "    showfliers=showfliers\n",
+    ")\n",
+    "\n",
+    "# Display the summary statistics table in the notebook output\n",
+    "print(summary_stats_table)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Create the histogram plot for CD21 expression grouped by broad_cell_type\n",
+    "fig, ax = histogram(\n",
+    "    adata,\n",
+    "    feature=\"CD21\",\n",
+    "    group_by=\"broad_cell_type\",\n",
+    "    layer=None,          \n",
+    "    annotation=None,     \n",
+    "    together=True,       # all groups in one plot (overlayed/dodged)\n",
+    "    x_log_scale=True,    # log-scale X axis (CD21 values)\n",
+    "    y_log_scale=False,   # linear-scale Y axis (counts)\n",
+    "    multiple=\"dodge\",\n",
+    "    shrink=0.8,\n",
+    "    bins=\"auto\",\n",
+    "    alpha=0.75,\n",
+    "    stat=\"count\"\n",
+    ")\n",
+    "# plt.show()  "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Data Transformation"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Arcsinh Transformation"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Transformed data stored in layer: arcsinh_percentile\n",
+      "                0            1            2            3            4   \\\n",
+      "count  4825.000000  4825.000000  4825.000000  4825.000000  4825.000000   \n",
+      "mean      0.998491     1.153510     0.946259     0.993466     1.381178   \n",
+      "std       0.087849     0.220481     0.060394     0.098968     0.445698   \n",
+      "min       0.620529     0.372477     0.673539     0.639152     0.443195   \n",
+      "25%       0.944311     1.004977     0.912974     0.931807     1.003419   \n",
+      "50%       1.010656     1.150910     0.944820     0.994227     1.283893   \n",
+      "75%       1.057887     1.299170     0.977490     1.051533     1.722808   \n",
+      "max       1.351105     2.072196     1.727710     1.850659     3.149085   \n",
+      "\n",
+      "                5            6            7            8            9   ...  \\\n",
+      "count  4825.000000  4825.000000  4825.000000  4825.000000  4825.000000  ...   \n",
+      "mean      0.905535     0.970651     1.537216     1.348258     0.983339  ...   \n",
+      "std       0.022254     0.072681     0.446920     0.336500     0.086420  ...   \n",
+      "min       0.822723     0.667094     0.230647     0.346541     0.691305  ...   \n",
+      "25%       0.893032     0.927133     1.260792     1.161916     0.928891  ...   \n",
+      "50%       0.904657     0.977484     1.598099     1.377742     0.985173  ...   \n",
+      "75%       0.916858     1.018204     1.857344     1.560473     1.034716  ...   \n",
+      "max       1.287319     1.721377     2.686062     2.438061     2.018419  ...   \n",
+      "\n",
+      "                23           24           25           26           27  \\\n",
+      "count  4825.000000  4825.000000  4825.000000  4825.000000  4825.000000   \n",
+      "mean      1.557485     1.094101     0.965048     0.897206     1.025099   \n",
+      "std       0.818497     0.199673     0.069998     0.015823     0.169995   \n",
+      "min       0.514273     0.623108     0.706777     0.852198     0.689194   \n",
+      "25%       1.029350     0.954571     0.918003     0.887419     0.919335   \n",
+      "50%       1.200700     1.050320     0.963825     0.894646     0.977050   \n",
+      "75%       1.836949     1.207134     1.013156     0.904383     1.088093   \n",
+      "max       4.262963     2.089742     1.825546     1.036937     2.605162   \n",
+      "\n",
+      "                28           29           30           31           32  \n",
+      "count  4825.000000  4825.000000  4825.000000  4825.000000  4825.000000  \n",
+      "mean      0.955569     1.353361     0.984244     1.653734     0.907990  \n",
+      "std       0.067851     0.350950     0.089682     0.863299     0.026346  \n",
+      "min       0.705911     0.247775     0.624278     0.428112     0.800144  \n",
+      "25%       0.912284     1.118419     0.930947     1.037514     0.893240  \n",
+      "50%       0.951388     1.368088     0.992459     1.363965     0.906785  \n",
+      "75%       0.998130     1.602061     1.038943     1.993058     0.921687  \n",
+      "max       1.964559     2.735524     2.039464     5.890664     1.346339  \n",
+      "\n",
+      "[8 rows x 33 columns]\n",
+      "AnnData object with n_obs × n_vars = 4825 × 33\n",
+      "    obs: 'broad_cell_type', 'detailed_cell_type', 'manual_phenotype'\n",
+      "    obsm: 'spatial'\n",
+      "    layers: 'arcsinh_percentile'\n",
+      "Saved processed object to Lymph_Node_Tissue.pickle\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Normalize the features with arcsinh transformation\n",
+    "norm_output_layer = 'arcsinh_percentile'\n",
+    "arcsinh_transformation(\n",
+    "    adata,\n",
+    "    percentile=10,\n",
+    "    output_layer=norm_output_layer\n",
+    ")\n",
+    "print(f\"Transformed data stored in layer: {norm_output_layer}\")\n",
+    "dataframe = pd.DataFrame(adata.layers[norm_output_layer])\n",
+    "print(dataframe.describe())\n",
+    "print(adata)\n",
+    "save_pickle(adata)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Z-score Normalization"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Z-score normalization completed. Data stored in layer \"arcsinh_z_scores\".\n",
+      "Transformed data stored in layer: arcsinh_z_scores\n",
+      "                 0             1             2             3             4   \\\n",
+      "count  4.825000e+03  4.825000e+03  4.825000e+03  4.825000e+03  4.825000e+03   \n",
+      "mean  -7.304232e-16 -5.419269e-16 -3.534306e-17 -5.065838e-16 -1.649343e-16   \n",
+      "std    1.000104e+00  1.000104e+00  1.000104e+00  1.000104e+00  1.000104e+00   \n",
+      "min   -4.302852e+00 -3.542771e+00 -4.516148e+00 -3.580472e+00 -2.104742e+00   \n",
+      "25%   -6.167979e-01 -6.737455e-01 -5.511957e-01 -6.230825e-01 -8.476531e-01   \n",
+      "50%    1.384945e-01 -1.179618e-02 -2.382979e-02  7.693801e-03 -2.182979e-01   \n",
+      "75%    6.761846e-01  6.607149e-01  5.171605e-01  5.867871e-01  7.665848e-01   \n",
+      "max    4.014279e+00  4.167163e+00  1.294053e+01  8.662250e+00  3.967009e+00   \n",
+      "\n",
+      "                 5             6             7             8             9   \\\n",
+      "count  4.825000e+03  4.825000e+03  4.825000e+03  4.825000e+03  4.825000e+03   \n",
+      "mean  -3.652116e-15  1.178102e-16  1.649343e-16  4.241167e-16 -2.827445e-16   \n",
+      "std    1.000104e+00  1.000104e+00  1.000104e+00  1.000104e+00  1.000104e+00   \n",
+      "min   -3.721686e+00 -4.177007e+00 -2.923797e+00 -2.977180e+00 -3.379588e+00   \n",
+      "25%   -5.618852e-01 -5.988143e-01 -6.185732e-01 -5.538227e-01 -6.301097e-01   \n",
+      "50%   -3.945392e-02  9.402152e-02  1.362430e-01  8.762905e-02  2.122173e-02   \n",
+      "75%    5.088883e-01  6.543329e-01  7.163714e-01  6.307186e-01  5.945589e-01   \n",
+      "max    1.715780e+01  1.033014e+01  2.570852e+00  3.238976e+00  1.197854e+01   \n",
+      "\n",
+      "       ...            23            24            25            26  \\\n",
+      "count  ...  4.825000e+03  4.825000e+03  4.825000e+03  4.825000e+03   \n",
+      "mean   ... -9.424816e-17 -7.068612e-16 -1.030839e-15 -1.077963e-15   \n",
+      "std    ...  1.000104e+00  1.000104e+00  1.000104e+00  1.000104e+00   \n",
+      "min    ... -1.274678e+00 -2.359066e+00 -3.690060e+00 -2.844796e+00   \n",
+      "25%    ... -6.453157e-01 -6.988660e-01 -6.721516e-01 -6.185767e-01   \n",
+      "50%    ... -4.359478e-01 -2.192901e-01 -1.746770e-02 -1.618063e-01   \n",
+      "75%    ...  3.414714e-01  5.661443e-01  6.873466e-01  4.536509e-01   \n",
+      "max    ...  3.305765e+00  4.986865e+00  1.229442e+01  8.831929e+00   \n",
+      "\n",
+      "                 27            28            29            30            31  \\\n",
+      "count  4.825000e+03  4.825000e+03  4.825000e+03  4.825000e+03  4.825000e+03   \n",
+      "mean  -5.890510e-16 -1.145704e-15 -1.178102e-16  4.712408e-17  2.356204e-17   \n",
+      "std    1.000104e+00  1.000104e+00  1.000104e+00  1.000104e+00  1.000104e+00   \n",
+      "min   -1.976171e+00 -3.679880e+00 -3.150590e+00 -4.014231e+00 -1.419843e+00   \n",
+      "25%   -6.222198e-01 -6.380053e-01 -6.695147e-01 -5.943481e-01 -7.138704e-01   \n",
+      "50%   -2.826804e-01 -6.162433e-02  4.196802e-02  9.161345e-02 -3.356873e-01   \n",
+      "75%    3.706022e-01  6.273394e-01  7.087200e-01  6.099874e-01  3.930960e-01   \n",
+      "max    9.295702e+00  1.487221e+01  3.938754e+00  1.176750e+01  4.908345e+00   \n",
+      "\n",
+      "                 32  \n",
+      "count  4.825000e+03  \n",
+      "mean  -1.814277e-15  \n",
+      "std    1.000104e+00  \n",
+      "min   -4.093868e+00  \n",
+      "25%   -5.599363e-01  \n",
+      "50%   -4.574991e-02  \n",
+      "75%    5.199348e-01  \n",
+      "max    1.663989e+01  \n",
+      "\n",
+      "[8 rows x 33 columns]\n",
+      "AnnData object with n_obs × n_vars = 4825 × 33\n",
+      "    obs: 'broad_cell_type', 'detailed_cell_type', 'manual_phenotype'\n",
+      "    obsm: 'spatial'\n",
+      "    layers: 'arcsinh_percentile', 'arcsinh_z_scores'\n",
+      "Saved processed object to Lymph_Node_Tissue.pickle\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Z-score normalize the features following arcsinh transformation \n",
+    "norm_zscore_output_layer = 'arcsinh_z_scores'\n",
+    "z_score_normalization(\n",
+    "    adata,\n",
+    "    input_layer=norm_output_layer,\n",
+    "    output_layer=norm_zscore_output_layer\n",
+    ")\n",
+    "print(f\"Transformed data stored in layer: {norm_zscore_output_layer}\")\n",
+    "dataframe = pd.DataFrame(adata.layers[norm_zscore_output_layer])\n",
+    "print(dataframe.describe())\n",
+    "print(adata)\n",
+    "save_pickle(adata)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Unsupervised Clustering"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Unsupervised Clustering with Phenograph"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "2025-04-13 23:56:45,830 - INFO - Using the table:\"arcsinh_z_scores\"\n",
+      "2025-04-13 23:56:45,831 - INFO - Using features:\"['CD25', 'CD2', 'CD10', 'CD163', 'CD3D', 'CD5', 'CD30', 'ACTIN', 'CD45', 'CD206', 'CD68', 'PD1', 'KI67', 'CD11C', 'CD7', 'CD8A', 'FOXP3', 'CD20', 'CD4', 'HLADR', 'PSTAT3', 'PS6', 'PERK', 'CD21', 'CD43', 'NOS2', 'PDL1', 'CD11B', 'CD57', 'MHCI', 'CD15', 'ASMA', 'CD56']\"\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Finding 60 nearest neighbors using minkowski metric and 'auto' algorithm\n",
+      "Neighbors computed in 0.19820404052734375 seconds\n",
+      "Jaccard graph constructed in 5.298807859420776 seconds\n",
+      "Running Leiden optimization\n",
+      "Leiden completed in 0.4614741802215576 seconds\n",
+      "Sorting communities by size, please wait ...\n",
+      "PhenoGraph completed in 9.660478115081787 seconds\n",
+      "\n",
+      "Number of clusters identified in \"phenograph_k60_1\": 10\n",
+      "AnnData object with n_obs × n_vars = 4825 × 33\n",
+      "    obs: 'broad_cell_type', 'detailed_cell_type', 'manual_phenotype', 'phenograph_k60_1'\n",
+      "    uns: 'phenograph_features'\n",
+      "    obsm: 'spatial'\n",
+      "    layers: 'arcsinh_percentile', 'arcsinh_z_scores'\n",
+      "Saved processed object to Lymph_Node_Tissue.pickle\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Run Phenograph clustering\n",
+    "resolution = 1\n",
+    "K_NN_Value = 60\n",
+    "cluster_annotations = []\n",
+    "\n",
+    "annotation_name = f'phenograph_k{K_NN_Value}_{resolution}'\n",
+    "cluster_annotations.append(annotation_name)\n",
+    "phenograph_clustering(\n",
+    "    adata,\n",
+    "    layer=norm_zscore_output_layer,\n",
+    "    features=adata.var.index.to_list(),  # Use all available features\n",
+    "    k=K_NN_Value,\n",
+    "    seed=42,\n",
+    "    output_annotation=annotation_name,\n",
+    "    resolution_parameter=resolution\n",
+    "    )\n",
+    "\n",
+    "for annotation_name in cluster_annotations:\n",
+    "    num_clusters = adata.obs[annotation_name].nunique()\n",
+    "    print(f'\\nNumber of clusters identified in \"{annotation_name}\": {num_clusters}')\n",
+    "\n",
+    "print(adata)\n",
+    "save_pickle(adata)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Cluster Renaming"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Cluster Name Mapping: \n",
+      " {'0': 'Myeloid cells', '1': 'Regulatory T cells', '2': 'Proliferative B cells', '3': 'Myeloid cells', '4': 'B cells', '5': 'CD8 T cells', '6': 'Follicular helper T cells (Tfh)', '7': 'ASMA+ cells', '8': 'NK cells', '9': 'B cells'}\n",
+      "The data type of the original column 'phenograph_k60_1' is category.\n",
+      "After Renaming Clusters: \n",
+      " AnnData object with n_obs × n_vars = 4825 × 33\n",
+      "    obs: 'broad_cell_type', 'detailed_cell_type', 'manual_phenotype', 'phenograph_k60_1', 'renamed_clusters'\n",
+      "    uns: 'phenograph_features'\n",
+      "    obsm: 'spatial'\n",
+      "    layers: 'arcsinh_percentile', 'arcsinh_z_scores'\n",
+      "\n",
+      "\n",
+      "\n",
+      "Phenograph Cluster Count: \n",
+      " 8\n",
+      "\n",
+      "\n",
+      "\n",
+      "Phenograph Cluster Names: \n",
+      " ['Myeloid cells', 'CD8 T cells', 'Proliferative B cells', 'Regulatory T cells', 'B cells', 'NK cells', 'Follicular helper T cells (Tfh)', 'ASMA+ cells']\n",
+      "AnnData object with n_obs × n_vars = 4825 × 33\n",
+      "    obs: 'broad_cell_type', 'detailed_cell_type', 'manual_phenotype', 'phenograph_k60_1', 'renamed_clusters'\n",
+      "    uns: 'phenograph_features'\n",
+      "    obsm: 'spatial'\n",
+      "    layers: 'arcsinh_percentile', 'arcsinh_z_scores'\n",
+      "Saved processed object to Lymph_Node_Tissue.pickle\n"
+     ]
+    }
+   ],
+   "source": [
+    "original_column = \"phenograph_k60_1\"\n",
+    "renamed_column = \"renamed_clusters\"\n",
+    "\n",
+    "mappings = {\n",
+    "    \"0\":\"Myeloid cells\",\n",
+    "    \"1\":\"Regulatory T cells\",\n",
+    "    \"2\":\"Proliferative B cells\",\n",
+    "    \"3\":\"Myeloid cells\",\n",
+    "    \"4\":\"B cells\", \n",
+    "    \"5\":\"CD8 T cells\",\n",
+    "    \"6\":\"Follicular helper T cells (Tfh)\",\n",
+    "    \"7\":\"ASMA+ cells\",\n",
+    "    \"8\":\"NK cells\",\n",
+    "    \"9\":\"B cells\"\n",
+    "}\n",
+    "\n",
+    "print(\"Cluster Name Mapping: \\n\", mappings)\n",
+    "\n",
+    "rename_annotations(\n",
+    "    adata, \n",
+    "    src_annotation=original_column,\n",
+    "    dest_annotation=renamed_column,\n",
+    "    mappings=mappings)\n",
+    "\n",
+    "print(\"After Renaming Clusters: \\n\", adata)\n",
+    "\n",
+    "print(\"\\n\\n\\nPhenograph Cluster Count: \\n\", \n",
+    "len(adata.obs[renamed_column].unique().tolist()))\n",
+    "\n",
+    "print(\"\\n\\n\\nPhenograph Cluster Names: \\n\", \n",
+    "    adata.obs[renamed_column].unique().tolist())\n",
+    "\n",
+    "\n",
+    "print(adata)\n",
+    "save_pickle(adata)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### UMAP Dimentionality Reduction"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "2025-04-13 23:56:55,541 - INFO - Using the table:\"arcsinh_z_scores\"\n",
+      "/Users/liuf9/opt/anaconda3/envs/spac-3913/lib/python3.9/site-packages/umap/umap_.py:1952: UserWarning: n_jobs value 1 overridden to 1 by setting random_state. Use no seed for parallelism.\n",
+      "  warn(\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Saved processed object to Lymph_Node_Tissue.pickle\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Run UMAP Dimention Reduction\n",
+    "n_neighbors = 200\n",
+    "n_components = 2\n",
+    "min_dist = 0.1\n",
+    "metric = 'euclidean'\n",
+    "random_state = 0\n",
+    "transform_seed = 42\n",
+    "layer = norm_zscore_output_layer\n",
+    "run_umap(\n",
+    "    adata=adata,\n",
+    "    n_neighbors=n_neighbors,\n",
+    "    min_dist=min_dist,\n",
+    "    n_components=n_components,\n",
+    "    metric=metric,\n",
+    "    random_state=random_state,\n",
+    "    transform_seed=transform_seed,\n",
+    "    layer=layer\n",
+    ")\n",
+    "save_pickle(adata)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### UMAP Visualization of Annotations"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def plot_umap(layer, selected_annotations=None):\n",
+    "    # Visualizations\n",
+    "    # Plot UMAP with cluster annotations\n",
+    "\n",
+    "    # Setup plot parameters\n",
+    "    feature = None\n",
+    "    layer = layer\n",
+    "    method = \"umap\"\n",
+    "    fig_width = 14\n",
+    "    fig_height = 14\n",
+    "    font_size = 12\n",
+    "    fig_dpi = 300    \n",
+    "    legend_location = \"best\"\n",
+    "\n",
+    "    # Determine which annotations to plot\n",
+    "    if selected_annotations is None:\n",
+    "        annotations_to_plot = adata.obs.columns.tolist()\n",
+    "    else:\n",
+    "        annotations_to_plot = [ann for ann in selected_annotations if ann in adata.obs.columns]\n",
+    "\n",
+    "    fig, axes = generate_grid_frame(\n",
+    "        adata,\n",
+    "        fig_width=fig_width,\n",
+    "        fig_height=fig_height,\n",
+    "        dpi=fig_dpi,\n",
+    "        n_plots=len(annotations_to_plot)\n",
+    "    )\n",
+    "\n",
+    "    # Loop through each selected annotation and create UMAP plots\n",
+    "    for i, annotation in enumerate(annotations_to_plot):\n",
+    "        ax = axes[i]\n",
+    "        \n",
+    "        # Plot the UMAP for the current annotation\n",
+    "        fig, ax = dimensionality_reduction_plot(\n",
+    "            adata=adata,\n",
+    "            method=method,\n",
+    "            annotation=annotation,\n",
+    "            feature=feature,\n",
+    "            layer=layer,\n",
+    "            ax=ax\n",
+    "        )\n",
+    "        \n",
+    "        # Set plot title and other properties\n",
+    "        ax.set_title(f\"UMAP - {annotation}\", fontsize=font_size)\n",
+    "        ax.legend(loc=legend_location, bbox_to_anchor=(1.01, 1))\n",
+    "        ax.grid(False)\n",
+    "\n",
+    "    # Hide any unused subplots (if any)\n",
+    "    for i in range(len(annotations_to_plot), len(axes)):\n",
+    "        fig.delaxes(axes[i])\n",
+    "\n",
+    "    # Adjust layout to prevent overlapping\n",
+    "    plt.tight_layout()\n",
+    "\n",
+    "    # Show the plot\n",
+    "    plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Running visualization using the coordinates: \"X_umap\"\n",
+      "Cluster: 0, Points: 971\n",
+      "Cluster: 1, Points: 801\n",
+      "Cluster: 2, Points: 652\n",
+      "Cluster: 3, Points: 650\n",
+      "Cluster: 4, Points: 417\n",
+      "Cluster: 5, Points: 332\n",
+      "Cluster: 6, Points: 326\n",
+      "Cluster: 7, Points: 284\n",
+      "Cluster: 8, Points: 266\n",
+      "Cluster: 9, Points: 126\n",
+      "Running visualization using the coordinates: \"X_umap\"\n",
+      "Cluster: ASMA+ cells, Points: 284\n",
+      "Cluster: B cells, Points: 543\n",
+      "Cluster: CD8 T cells, Points: 332\n",
+      "Cluster: Follicular helper T cells (Tfh), Points: 326\n",
+      "Cluster: Myeloid cells, Points: 1621\n",
+      "Cluster: NK cells, Points: 266\n",
+      "Cluster: Proliferative B cells, Points: 652\n",
+      "Cluster: Regulatory T cells, Points: 801\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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d4G004DpojdbXzh3lVxc340t/+GJce+H1vfu67XWTGM5IYryB7ut1EOP2wMi3n1+LjbXqr1cretBo/99+fi1W6wyddxo4IVmaiSD0Mv7RjqT/3QMAAAAAANLrMA7wNhpwHbRG62v3bvLPrs/HpY0v7/ne/uNOWjgjaeEGeqPXQYz9gZGNt74X62+tVn1stfBBo/1/8/pCRETdofNOIyckRzMRhF7GP9qV9L99AEC6CCUAAAAAXdPKAO9BuBt1Eu/yfbterK/agGyt101aOCOJ8YbDrFfvAf0IYuwGRr6wfqNmKCGiehSh0f431m7E5z77lbpD5+0ETkimZiIIvY5/tCLpf/cAAAAAAID0a2WAN+13o07qXb539Wp91SIJ1V43aeGMpIUb6M17QD+CGLcHRp569fM1QwkRlWGERvu/vv1GFDe/1nDovN3ICcnSTASh1/GPViX9bx8AkD5CCQAAAEBXNTPAe1DuRt3ru3x3Okje7fXVGpCt9bqthDP6IYnxhsOql+8B/QxitBNlqLe+Xd0cOj8IUZqDrJkIQj/iH83q9d89AAAAAACAiOYGeA/C3ah7fZfvTofIe7G+ta2VqpGEWq/bSjij15IWbjjsevUe0O8gRqthhnrru123hs7THqQ56JqJIPQj/tGKXv/tAwAOH6EEAAAAoK8O0t2oe3mX724Mknd7ffUGZGu9bjPhjH5KWrzhMOr1e0A/gxjtRBlqrW+/bgydJzVKI97wfc1EEPoZ/2ikl3/3AAAAAAAAmnVQ7kbdy7t8d2OIvBfrWygVW95vM+GMfklSuOEw6+V7QL+DGK2GGWqtr5pOh86THKQRcNjRTASh3/GPRnr5tw8AOJyEEgAAAIC+Okh3o+7VXb67NUje7fU1OwDbz7ubtyNp8YbDph/vAf0KYrQbZdhd33//P5+PjbXav1edDJ0nNUqT1HjDoDQTQehn/KORXv3dAwAAAAAAaMVBuRt1r+7y3a0h8l6sr5kB2H7f3bxVSQo3HFa9fg/oZxCjnTDD7ev75vWFuL79Rs3Xb3foPMlBmiQHHPqtmQhCv+MfjfTqbx8AcHgJJQAAAAB9dZDuRt2ru3x3a5C82+trZgC233c3J3369R7QryBGu1GG0RND8cAPjsTzzyzVfEwnQ+df+6NvJy5Kk9R4w+1WFzd7HtjYv6/h47l4bam0Z9v+CEK/4h+N9OrvHgAAAAAAQCsOyt2oe3WX724Nkfdifc0MwPb77uakTz/eA/oZxGgnzHD7+oqbX6v5uHaHzpMapElywCFiZ339CGzcbiJ7f7yy9Z0939sfQehn/KORXv3tAwAOL6EEAAAAoK8O0t2oe3WX724Nknd7ffUGZHf1++7m9Fc3/kH3IL0H7Go3ytCrofPi/LV46U9erfuYVoIU3YoHdCsC0yvF+WsV75fF80sxM1eIqZnjPd9XRMQ9x98T9z3yvqrnuF/xj3p69XcPAAAAAACgFQflbtS9ust3t4bIe7G+egOyERGP5v/sQIec6YPl/yfi0r+L2LgWkT8e8ehfi5j44ZZe4qC8B9yu3TBDr4bOX7nxnbrbW41RdCsgkNSAQ0TElY3nKt4vL29eiunh2ZjMn+7L/iIi7su+P84Mf6ziPPQz/lFPr/72AQCHl1ACAAAA0FcH7W7UvbjLdzcHyadmjsfRY0fia08txpubN+PdQ0fjsU+ciEcev7flddUakI2IuO+R98b0X3rYkGyX9POu9s3q1j/oHrT3gE70Yuh8dXEz5s8uNHxcs+8j3YwHdCsC0wu7523/z2W5HDF/diHGT+a79jtYa18REeuvvBEf//TkwH/f6+nF3z0AAAAAAIBWHKS7UffiLt/dHCKfzJ+Oo3ccjUvfezZuvHM9jt1xVzx69+PxUG6yrbXVGpCN2IkkPD4809brstcg7mrflK/8m4gv/FJE+Z3bvvfbEZ/6tYgP/2zTL3OQ3gM61Yuh87WtlVh/a7XuY1p5H+lmQKBbIZhuW9taqfq+Vo5yXFg/F2PZia7+DtbaX0TE8tZS1/bTK7342wcAHF5CCQAAAEBfHcS7UXf7Lt/dHCTfP+R8feNmnPvdK3HzxnZbd0g3INt7nQym9yqw0M1/0D2I7wGd6Pbv1NWLy1XfO27X7PtIt+MB3YzAdFu981Yu72zv1s9mP/fVK93+uwcAAAAAANCKg3Y36m7f5bubQ+T7B5yvb78R/2PtC3HznZtt3yHdgGxvdTKU3tPAwvL/UxlJiNj5+gu/FHH/hyImfriplzpo7wGd6vbv1EKp2PAxzb6PdDsg0M0QTDctlIpV33Mjdo51oVTs6s9lv/fXC93+2wcAHF5CCQAAAEDfGbavr1uD5L26Q7oB2d7p5Jp1ElhopNv/wOo9YK9u/k6V1m80fEyz7yPdHujvZgSm2xqdt2bOaxL3BQAAAAAAcFAZtq+tW0PkvbxDugHZ3ujkmnUSWGjKpX9XGUm4tcB3drY3GUqI8B6wXzd/p0rbG3W33/Ou0ab31e3Pm3QzBNNNjc5Zo+1J3x8AQJIJJQAAAAADkaRh+9XFzcQNbHdjkDxJdy3v9Bwn8Rr1QrvXrFdRjF29+AfWJL0HHCS54WN1tz/0obGmwxndHujvVgSmFxqdt0bbk7ovAAAAAACAgywpw/ZrWyuJG9buxhB5ku5Y3uk5TuI16oV2r1kvoxi3bFzrbHsVSXkPOGhyR/J1t08ce3/Tr9Xtz5t0KwTTbY3OWaPtSd8fAECSCSUAAAAAh1px/lrF0G7x/FLMzBWaHibulU4HyZNy1/JOz3ESrlG/Qg3tXrNeRzH8A2t6nDozEcXzS1V/HjKZiMd+/IGmX6sXA/3diMD0QqPzdurMRCr3BQAAAAAAQG9d2XiuYmD38ualmB6ejcn86cEtLDofIk/KHcs7PcdJuUb9iDW0e836EsXIN/h8R6Pt9E0hNxWXNy9V/ZnIRCYKuammX6sXnzfpRgim27p5zpK4PwCAJBNKAAAAAA6t1cXNigH8iJ3B8vmzCzF+Mj/w4d1OJOGu5Z2e4yRco36GGtq9Zr2OYhykf2DtV/RiUEZPDMXMXKHiZzaTiZiZK7R0rL0a6O80AnO7bl3Pbp63JO0LAAAAAACA3lnbWqkYwI/YGSy/sH4uxrITqb7bfRKC+p2e46Rco37FGtq9Zn2JYjz61yK+8tsR5Xcqt2Xu2NmeEv2IXgzSSHY8podnK35mM5GJ6eHZlo61V5836TQEc7tuXM9unrMk7g8AIMmEEgAAAIBD6+rF5aoDwBE7g/hXLy6nemA1CXct7/QcD/oa9TvU0O4163UU46D8A2s/oxeDNDVzPMZP5jsOCCR9oL/b17Nb5y1p+wIAAAAAAKA3FkrFqsO/ETuD+AulYmr+LbWaJAT1Oz3HSbhG/Yw1tHvN+hLFmPjhiE/9WsQXfmlvLCFzx873J3648330Qb+iF4M2mT8dY9mJ1AUEWtXN69mtc5bU/QEAJJVQAgAAAHBoldZvdLQ96ZIw5NzpOR70Nep3qKHda9aPKEba/4G139GLQRs9MdSV40nqQH+vrme3zlvS9pUWq4ubiftZAwAAAAAAqKW0vdHR9qRLwoBzp+c4Cdeon7GGdq9Z36IYH/7ZiPs/FHHp30VsXIvIH4949K+lJpLQz+hFEoxkx7tyPEn9vEkvrme3zllS95cGa1sriftZAwB6SygBAAAAOLRyw8c62t5NvRoOHfSQc6fneNDXaBChhnauWb+iGGn+B9Z+Ry8OkiQO9Lue/dWPgEFx/lrFe1jx/FLMzBViauZ4V/cFAAAAAADQDbkj+Y62d1OvBkMHPeDc6TlOwjXqd6yhnWvW1yjGxA+nJoywXz+jFwdNEj9v4nr2T7/iBVc2nqt4H7u8eSmmh2djMn+66/sDAJJBKAEAAAA4tE6dmYji+aWqw7aZzM72fuj1cGg3hpzbGZJdXdyMNzdv1tzezDke9DUaVKihnWs26ChG0g0iepF0/Rh+7xXXs3/6ETBYXdys2EfETvRi/uxCjJ/Mp+ZnEwAAAAAAODwKuam4vHmp6qBtJjJRyE31ZR29HgztxoBzu0Oy49mJKG5W39bMOU7CNRpErKGdazboKEYa9Dt6kXT9Gn7vFdezP/oVL1jbWqnYT8RO9OLC+rkYy06k6ucTAGieUAIAAABwaI2eGIqZuULFcGYmEzEzV+jLUGYahkPbGZKt9pzbNXuOB32NBh1qaFU3ohgH1aCiF0nVj+H3XnI9+6Nff6OuXlyu+feiXN7Z7r0NAAAAAABImpHseEwPz1YMZmYiE9PDs30ZyEzDYGi7Q7K7z6um2XOchGuUhFhDs7oRxTjIBhG9SKp+Db/3kuvZe/38G7VQKlZ9n93d30Kp6P0NAA4ooQQAAADgUJuaOR7jJ/MDu6t60odD2xmSrfWcXQ99aCwe+/EHmj6uQV6jQYca6J60RS96KQ2BlkZcz9atLm62/D7ar79RpfUbHW0HAAAAAAAYlMn86RjLTgzsrupJHwxtd0i21vN2/djIp+Kh3GRTaxj0NUpCrIHuSFP0opfSEGhphuvZurWtlZbeS/v5N6q0vdHRdgAgvYQSAAAAgENv9MTQwIaCkz4c2s6QbL3nRES8e+hoy+d7kNdo0DENukP04vuSHmhphuvZmuL8tYpzVTy/FDNzhZiaOV7zef36G5UbPtbRdgAAAAAAgEEayY4PbCg46YOh7Q7J1nteRMTK1nLToYSIwV6jiMHHGugO0YsdSQ+0NMv1bM2VjecqztXlzUsxPTwbk/nTVZ/Tz79RuSP5jrYDAOkllAAAAAAwQEkfDm1nSDbp8Yd2DDLUMGjt3IU+qUQvdjT6HXzlhT/t00o643o2Z3VxsyKSELETxZg/uxDjJ/M1z1m//kadOjMRxfNLVQMemczOdgAAAAAAAColfTC03SHZpAcg2jHoWMOgtHoH+qQTvWj8+/fKje/0aSWdcz2bs7a1UhFJiNgJY1xYPxdj2Ymq56zR36Cb21tdW2MhNxWXNy9VjXh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+      "text/plain": [
+       "<Figure size 4200x4200 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Plot UMAP with renamed clusters\n",
+    "selected_annotations = ['phenograph_k60_1','renamed_clusters']\n",
+    "plot_umap(norm_zscore_output_layer, selected_annotations)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Hierachical Heatmaps"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/liuf9/Projects/SCSAWorkflow/src/spac/visualization.py:878: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
+      "  grouped = pd.concat([intensities, labels], axis=1).groupby(annotation)\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 2000x1200 with 4 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/liuf9/Projects/SCSAWorkflow/src/spac/visualization.py:878: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
+      "  grouped = pd.concat([intensities, labels], axis=1).groupby(annotation)\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 2000x1200 with 4 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Define selected annotations to plot (set to None to plot all annotations)\n",
+    "selected_annotations = ['phenograph_k60_1', 'renamed_clusters']  # Modify as needed\n",
+    "\n",
+    "# Determine which annotations to plot\n",
+    "if selected_annotations is None:\n",
+    "    annotations_to_plot = adata.obs.columns.tolist()\n",
+    "else:\n",
+    "    annotations_to_plot = [ann for ann in selected_annotations if ann in adata.obs.columns]\n",
+    "\n",
+    "fig_width = 20\n",
+    "fig_height = 12\n",
+    "fig_dpi = 300\n",
+    "layer_to_plot = norm_zscore_output_layer\n",
+    "features = None\n",
+    "standard_scale = None\n",
+    "z_score = None\n",
+    "cluster_feature = True\n",
+    "cluster_annotations = True\n",
+    "Figure_Title = \"Hierarchical Heatmap\"\n",
+    "font_size = 16\n",
+    "matrix_ratio = 0.1\n",
+    "swap_axes = False\n",
+    "rotate_label = False\n",
+    "r_h_axis_dengrogram =0.2\n",
+    "r_v_axis_dengrogram = 0.2\n",
+    "color_map='seismic'\n",
+    "\n",
+    "# Loop through each selected annotation and create hierarchical heatmap\n",
+    "for i, annotation in enumerate(annotations_to_plot):\n",
+    "    _, clustergrid, _ = hierarchical_heatmap(\n",
+    "        adata, \n",
+    "        annotation=annotation,\n",
+    "        features=features, \n",
+    "        layer=layer_to_plot,\n",
+    "        cluster_feature=cluster_feature,\n",
+    "        cluster_annotations=cluster_annotations,\n",
+    "        standard_scale=standard_scale,\n",
+    "        z_score=z_score,\n",
+    "        swap_axes=swap_axes,\n",
+    "        rotate_label=rotate_label,\n",
+    "        figsize=(fig_width,fig_height),\n",
+    "        dendrogram_ratio=(r_h_axis_dengrogram,r_v_axis_dengrogram),\n",
+    "        cmap=color_map\n",
+    "    )\n",
+    "\n",
+    "    clustergrid.ax_heatmap.set_title(f'{Figure_Title}: {annotation}', fontsize=font_size)\n",
+    "    clustergrid.height = fig_height*matrix_ratio\n",
+    "    clustergrid.width = fig_width*matrix_ratio\n",
+    "\n",
+    "    # Adjust layout to prevent overlapping\n",
+    "    plt.tight_layout()\n",
+    "\n",
+    "    # Show the plot\n",
+    "    plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Spatial Analysis"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Spatial Plot Analysis"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "... storing 'broad_cell_type' as categorical\n",
+      "... storing 'detailed_cell_type' as categorical\n",
+      "... storing 'manual_phenotype' as categorical\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 2400x1200 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "annotation = \"renamed_clusters\"\n",
+    "feature = None\n",
+    "layer = \"arcsinh_z_scores\"\n",
+    "\n",
+    "alpha = 0.5\n",
+    "spot_size = 8\n",
+    "image_height = 6 \n",
+    "image_width = 12\n",
+    "dpi = 200\n",
+    "font_size = 12\n",
+    "vmin = -999\n",
+    "vmax = -999\n",
+    "color_by = \"Annotation\"\n",
+    "\n",
+    "prefilled_spatial = partial(\n",
+    "    spatial_plot,\n",
+    "    spot_size=spot_size,\n",
+    "    alpha=alpha,\n",
+    "    vmin=vmin,\n",
+    "    vmax=vmax,\n",
+    "    annotation=annotation,\n",
+    "    feature=feature,\n",
+    "    layer=layer\n",
+    ")\n",
+    "\n",
+    "plt.rcParams['font.size'] = font_size\n",
+    "fig, ax = plt.subplots(figsize=(image_width, image_height), dpi=dpi)\n",
+    "\n",
+    "# Use the existing adata object from the previous computation\n",
+    "ax = prefilled_spatial(adata=adata, ax=ax)\n",
+    "\n",
+    "# Set the title based on the \"color_by\" parameter\n",
+    "if color_by == \"Annotation\":\n",
+    "    title = f'Annotation: {annotation}'\n",
+    "else:\n",
+    "    title = f'Table: \"{layer}\" \\nFeature: \"{feature}\"'\n",
+    "\n",
+    "# If ax is a list/tuple of axes, set title on the first axis, otherwise directly set on ax.\n",
+    "try:\n",
+    "    ax[0].set_title(title)\n",
+    "except (TypeError, IndexError):\n",
+    "    ax.set_title(title)\n",
+    "\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Nearest Neighbor Calculation and Visualization\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Running SCIMAP  2.1.3\n",
+      "Preparing data for spatial distance calculation...\n",
+      "Processing Image: dummy_image\n",
+      "Spatial distances stored in adata.obsm['spatial_distance']\n",
+      "Preview of the distance DataFrame:\n",
+      "    Myeloid cells  CD8 T cells  Proliferative B cells  Regulatory T cells  \\\n",
+      "0      23.951263    14.393124              76.939216           66.463845   \n",
+      "1      13.418854    21.946570             128.137355          130.921068   \n",
+      "2      20.247170    32.127516             161.278346          179.462600   \n",
+      "3      13.340312    34.250638             189.037034          166.806641   \n",
+      "4      15.548248    24.043808             179.559171          165.763012   \n",
+      "\n",
+      "      B cells    NK cells  Follicular helper T cells (Tfh)  ASMA+ cells  \n",
+      "0   80.954973   86.664061                       154.489135   426.731652  \n",
+      "1  145.389003  141.920128                       169.805128   407.928653  \n",
+      "2  195.348749   98.025538                       150.610770   394.408492  \n",
+      "3  308.352498   76.612886                       171.308555   392.324838  \n",
+      "4  220.610750   76.687992                       143.623516   386.624885  \n",
+      "Saved processed object to Lymph_Node_Tissue.pickle\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Nearest Neighbor Calculation\n",
+    "annotation = \"renamed_clusters\"\n",
+    "spatial_associated_table = \"spatial\"\n",
+    "imageid = None           # If multiple images exist, provide the column name; otherwise, \"None\"\n",
+    "label = \"spatial_distance\" # Key under which to store the distance DataFrame in adata.obsm\n",
+    "\n",
+    "# Perform the nearest neighbor calculation.\n",
+    "calculate_nearest_neighbor(\n",
+    "    adata=adata,\n",
+    "    annotation=annotation,\n",
+    "    spatial_associated_table=spatial_associated_table,\n",
+    "    imageid=imageid,\n",
+    "    label=label\n",
+    ")\n",
+    "\n",
+    "# Save the updated adata object for future use.\n",
+    "save_pickle(adata)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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SpWseu3HjRr3rXe/SgQMH+HcXAAAAAACggRA0BwAAQMMhaA4AALB8xsbG9PDDD+uhhx7S0NDQnF67NebTHR1h7WkLym/RVRUAgIVyXFc/HM7qW+eSGi/Y1zx+y5Yteve7361bb72VwDkAAAAAAEADIGgOAACAhkPQHAAAYGml02k9+eSTeuyxx/TCCy9oLh9Jxn2Wbu8I6WUdYbUHPYtYJQAAjavsuHp8MKN/700qWXSuefzOnTv1nve8Rzt37lyC6gAAAAAAALBcCJoDAACg4RA0BwAAWHyFQkFPPfWUHnvsMT399NOy7Wt3SZ1mGdItrUHd0RnWjrhfJh1TAQBYEkXb1aMDaX23N6VM+dqB81tuuUXvec97tHXr1iWoDgAAAAAAAEuNFkAAAAAAAAAA6qJcLuvo0aN67LHH9MMf/lD5fH5Or+8Oe3VHZ1i3tQcV9lqLVCUAALgSn2XoVd1NenlnWAf70/peX0p5+8o9q5577jk999xz2r9/v972trdp27ZtS1gtAAAAAAAAFhsdzQEAANBw6GgOAABQP47j6KWXXtJjjz2mxx9/XKlUak6vD3lM7V8X0h0dIXVHfItUJQAAmI9sydH3L6T00IW0is61bynu3LlT999/v/bs2SPTNJegQgAAAAAAACwmOpoDAAAAAAAAmLPz58/rscce02OPPabR0dE5vdaQtKPZrzs7wtrdGpTHNBanSAAAsCAhr6k398R07/qIvtuX0qP9aZWvkjc/fvy4jh8/ru7ubr3lLW/RXXfdJY+H25EAAAAAAACrFR3NAQAA0HDoaA4AADB3juPoxIkTOnLkiA4fPqz+/v45n2Nzk0/720Pa1x5Uk89ahCoBAMBiShTK+vfzKT0+lNF1NDhXS0uL3vjGN+rVr361QqHQ4hcIAAAAAACAuiJoDgAAgIZD0BwAAOD65HI5Pfvss3rqqaf09NNPK5VKzfkcnSHPVLg8pLYgHU0BAFgLRnNlfft8Uj8czup6bjQGg0G99rWv1Rvf+EY1Nzcven0AAAAAAACoD4LmAAAAaDgEzQEAAK5sZGRETz31lJ566im98MILKpfLcz5H3G9pf3tI+9cF1RXyyjCMRagUAAAst+FsSd+/kNYPhjIqX8cdR8uydM899+jNb36zNmzYsPgFAgAAAAAAYEEImgMAAKDhEDQHAAC4yHEcnT59uhouP3/+/LzOE/aY2tse1P72kHqiPpmEywEAaBjJoq2H+9N6ZCCt3PUkziXt379fb3nLW7Rjx45Frg4AAAAAAADzRdAcAAAADYegOQAAaHTj4+M6fvy4jh07piNHjiiRSMzrPD7T0C2tQe1fF9SOeECWSbgcAIBGli87enwoowcvpJUo2Nf1mq1bt+o1r3mN7rzzTgUCgUWuEAAAAAAAAHNB0BwAAAANh6A5AABoJK7ramhoSMePH6+O4eHheZ8v6jV1c2tQN7cEtD3ul88y61gtAABYC2zH1ZHRrP6jN62BbOm6XhMMBvWKV7xCr3nNa7Rp06ZFrhAAAAAAAADXg6A5AAAAGg5BcwAAsJY5jqO+vj698MILevHFF3X8+PF5dyyftj7s1e6WgHa3BtUd8co06FwOAACuzXVdHZ8o6Ht9Kb00Wbju123btq3a5dzv9y9ihQAAAAAAALgaguYAAABoOATNAQDAWlIul3XmzJlqt/IXX3xR2Wx2Qee0DOnGuF83twS1uyWg5oCnTtUCAIBGdT5V1Pf6UnpmNKfrvTkZCoWqXc43bty4qPUBAAAAAADgcgTNAQAA0HAImgMAgNXIdV2Nj4+rt7e3Ovr6+nThwgWVSqUFnz/sMXVTS0C7WwPaEQ8o4DHrUDUAAECt0VxZD15I6YmhjErO9b9u+/btevWrX60777xTPp9v8QoEAAAAAABAFUFzAAAANByC5gAAYKVLpVLq6+vT+fPn1dfXVw2VL7RT+UyWIW2M+LQ15tfNLQH1RH0yDaNu5wcAALiabMnRD4YzOjSY0WC2fN2vC4VCuueee/Sa17xG3d3di1ghAAAAAAAACJoDAACg4RA0BwAAy811XaXTaY2Pj2tsbEzj4+MaGBiohsoTiUTdr+kzDfVEfdoS9WtrzKfNTT75LLqWAwCA5eW6rs4ki3psMKOnR7Iqz+HO5Q033KC77rpLd955p1pbWxevSAAAAAAAgAZF0BwAAAANh6A5AABYTK7rKpVK1YTIp5cz10ul0qLWEfQYU6Fyv7ZEfdoY8cky6VgOAABWrsxUl/PHBjIazl1/l3NJ2rFjh+666y697GUvUywWW6QKAQAAAAAAGgtBcwAAADQcguYAAOBaHMdRNpu96sjlcspkMjXrmUxmSULks4n6TG2N+rUlVgmXd4Y8Mg2C5QAAYPVxXVenk0U9NpDRM6Nz63JuGIZ2796tl7/85br99tsVDocXr1AAAAAAAIA1jqA5AAAAGg5BcwAAlpbjOCqXy9Vh2/Z1LafXHceRbduybVuu61bXp+evtJw+R6lUqlkWi8VZ52cuC4XCcv+xXZFpSB1BjzrDXnWFvFof9qor7FWL35JBsBwAAKwxmZKtHwxn59Xl3OPxaM+ePXr5y1+u2267TYFAYJGqBAAAAAAAWJsImgMAAKDhEDQHAODqbNtWJpNRKpWqWebzeRUKheq4dPvSMb3ftu3lfkurVmvAUleoEiTvnAqVtwc98pgEygEAQGNxXVenJos6NJjW06M52XO8w+n3+7Vv3z69/OUv1969e+X1ehenUAAAAAAAgDWEoDkAAAAaDkFzAEAjcV1XmUxGExMTmpiYUDKZrIbH0+n0rCObzS532Q3FbxmK+yzF/ZY6psLknSGPusJe+S1zucsDAABYcXJlR8+N5fTUSFYnJgpy5vj6YDCoW2+9Vfv27dOePXsUi8UWpU4AAAAAAIDVjqA5AAAAGg5BcwDAWmHbthKJhCYmJjQ+Pq7x8fHq+sxloVBY7lIbVsAyFPdXQuRxn6WY31Kz36PY1Haz31LAQ5gcAABgvtJFW8+M5fTUcFank0XN9canYRjaunWr9u7dq3379qmnp0eGwdNjAAAAAAAAJILmAAAAaEAEzQEAq4Vt2xodHdXw8LCGhoaqy7GxMY2Pj2tyclJ8tLM0LEMKekwFPaYCllFZt0wFPMbUnKng1HrUdzFYTogcAABg6SQKZT09Wul0fj5Vmtc5mpubtXfvXu3du1e33HKLAoFAnasEAAAAAABYPQiaAwAAoOEQNAcArCT5fL4aIJ8ew8PDGh4e1ujoqGzbXu4Sl4wpyTINWYZkGYYss7I0Dck0KvNmdVsyVVmfeUxlu9KZ0jIkj2nIYxiVpakZ69Pzsx/jnwqUhzymAh5TXpOulgAAAKvJaK6sIyNZPTWS00B2fqFzj8ejXbt26bbbbtPevXv53AgAAAAAADQcguYAAABoOATNAQBLzbZtDQ8Pq7+/XxcuXFB/f78GBwc1NDSkycnJ5S7vqgxJIY+pkLcSvPaZhryWIb9pymcZlWFWln7LrK7PnPNOBbtnBsg9hiFzKug9MygOAAAA1NtApjQVOs9qND//L3KuX79ee/bs0U033aQdO3YoEonUsUoAAAAAAICVh6A5AAAAGg5BcwDAYikWi+rv768Gyi9cuKCBgQENDAyoXC4vd3nymlKT11LYa1bD42GPWd2uzntMhb2WQh5TQY9BABwAAABrguu6GsiWdGw8r+fH8zqbLGq+N0oNw9DmzZt10003adeuXdq5c6fC4XBd6wUAAAAAAFhuBM0BAADQcAiaAwAWKpfLqa+vT319fTWh8tHRUS3XRy1hj6mY31LcZynmtxTzWYpPLae3Qx5DBqFxAAAAQJKUKdl6YaKgY+M5HZ/IK1ee/8/yBM8BAAAAAMBaRNAcAAAADYegOQDgepXLZfX396u3t7c6+vr6NDIysqR1mIbU4veoLWipNeBRa8BTEyiP+S15TQLkAAAAwHzZrquzyaKOjef0/Hheg9mFPZGI4DkAAAAAAFgLCJoDAACg4RA0BwBcynEcDQ8PV4Pk06HywcFB2ba9JDX4LUNtUyHy6UB5W8CjtqBHcb8li07kAAAAwJIZy5f1/Hhez4/n9VIirwU0O5dUCZ53d3dr69at1bFx40ZZllWfggEAAAAAABYBQXMAAAA0HILmANDYJicndf78+Zou5RcuXFChUFj0a3sMaV3Iq46gR+tCHrUHvWoLWGoLeBT2mjIIkwMAAAArTsF29FKioBOJgk5OFtSfKdXlvD6fTzfccENN+Ly9vZ3fCwAAAAAAwIrhWe4CAABAff3xH/+xPve5z9XMffGLX5w1VDsXP/ZjP6annnqquv37v//7euc733ldNWzYsEHf+9735n3tr3/96/r1X//1y7qJ/uzP/qx+5Vd+Zd7nXQv+8R//Ub/xG79R3X7HO96hT37yk5cd98QTT+jHf/zHq9sve9nL9NWvfnVJagQAYLnk8/ma7uTTI5lMLvq1gx5DHUGvOkIedYSmlkGvWgKWTEIjAAAAwKrit0ztbg1qd2tQkpQu2To9WdTJyYUFz4vFol588UW9+OKL1bloNFoTPN+yZYuamprq8j4AAAAAAADmiqA5AAAN4Ld+67f0jW98Q/F4fLlLmbN//Md/1G/91m/JcZya+Q9/+MP6qZ/6qWWqCgAArCS2bWtwcPCyQPnw8LAW+0FuMZ85FSSvdCmfDpY30Z0cAAAAWLMiXku3tgV1a1t9g+eSlEwmdeTIER05cqQ6t27dOm3evFkbN27Upk2btHHjRnV0dMg0zQW/FwAAAAAAgKshaA4AQAMYHh7Wxz72Mf2v//W/lruUOfmbv/kb/c7v/E5NQMw0Tf3O7/yOfvRHf3QZKwMAAMvBcRwNDQ2pr69PFy5cUG9vr/r6+jQwMKByubyo1w5YhtaHveoMebU+7FVX2KvOkEdhr7Wo1wUAAACw8i1m8FyqfL47PDysH/zgB9U5n8+n7u7uavB8ehmNRhd0LQAAAAAAgJkImgMA0CD+9V//Va997Wv15je/eblLuS5f/epX9Xu/93s1IXOPx6NPfvKTuv/++5exMgAAsNgcx9HIyIj6+vpqRn9/v0qlhQU0rsVrSh0hr7pClTB5ZelRzGfRoRxAw3NdV5myo/G8LWeRnxgBYGUzDUMtAUthD09xAWYzW/D8fKqoc1PjfKqkbNm5xlmurlgs6vTp0zp9+nTNfDwe18aNG6vh8+7ubnV2dioUCi3oegAAAAAAoDERNAcAoIF87GMf04EDB9TR0bHcpVzVl7/8ZX3qU5+qmfP5fPrsZz+r17zmNctUFQAAqLdCoaChoSH19/drYGBAAwMD1UB5sVhc1GsbktqCHq2fDpSHPeoKedUW9MgkLAUAVQXb0RODWR0eyWo4V1KuTMAcwEVBj6F1Qa/2t4d0R2dIfstc7pKAFSnitXRTS1A3tVSC567raixvzwieF9WXLqoe/8wmEgklEgk999xzNfPxeFydnZ3q7OxUV1dXddnR0SGv17vwCwMAAAAAgDWJoDkAAA1kcnJSv/mbv6kvfelLy13KFX3hC1/QZz7zmZq5UCikP/3TP9XLX/7yZaoKAADMl+M4Gh8f18DAQE2gfGBgQKOjo0tSQ5PXnAqTe7U+7NX6kFcdIa98FoFyALiSkuPqO+eTemQgrSzhclzi9a9/vZqamqrbqVRK//7v/76MFWG55MpuNSj7rfOTekVXRK/fFJXH5Ocs4GoMw1Bb0KO2oEf711U6jduOq/5sqdr5/HyqqKFsWfX6V3g6gH78+PHLa2lrqwbPZ4bQW1tbZVlWnSoAAAAAAACrEUFzAADWOMMw5M54pPkjjzyiv/7rv9b73ve+Zaxqdp/73Of0x3/8xzVz0WhUX/ziF7V3797lKQoAAFzTdJh8ZGREw8PDGhoaqobJBwcHF707+TSfaagzPLNLeSVUHvERjACAuciUbH3p+TGdTi7N399YfV7/+tdr/fr11e3+/n6C5lC27Orfe1M6OVnQ/3dTq8JefgYD5sIyDW2M+LQx4tPdXZW5fNlRb7qoC5mSBjIl9WdKGsyWVXLq9yUw13U1MjKikZGRy7qgm6aplpYWtbW1VUd7e3t1vbW1VT6fr261AAAAAACAlYegOQAAa9yrXvUqnThxQn19fdW5P/zDP9Tdd9+tzZs3L2NltT7zmc/oC1/4Qs1ca2urvvzlL2vnzp3LVBUAAJAqwYNUKqXh4eFqAGF6fXh4WKOjo7Jte8nq8ZpSR9CrzrBXnSGPukKV9Wa/JdOgeyYALMRYvqzPHx3VSK683KUAWKVOJ4v67DMj+tndbWoNcBsKWIiAx9SN8YBujAeqc47rajRX1kC2EjyfDqCP5e26dT+vXstxNDo6etWnUcXj8Zog+vRobm5Wc3OzotGoTNOsc2UAAAAAAGCp8AkfAABrXDgc1qc+9Sl94AMfkOM4kqRsNquPfOQj+n//7/+tiEeffvKTn9RXvvKVmrmuri595Stf0Q033LAsNZXLZR07dkwvvfSSJiYm5LquotGoenp6tHv3bkUikXmf27ZtPffcczp37pzGxsZk27ZaW1vV3d2tvXv3rrguQKlUSs8995zOnj2rVColn8+neDyudevWae/evQqHw8tdIgBggfL5vCYmJqpjfHxc4+PjGh0drQbK8/n8ktflMaR1Ia+6Qh51hqaD5V61BgiUA8BicFxX//f4OCFzAAs2kivr/x4f1y/vaefnNqDOTMPQupBX60Je7Wm7OF+wHQ1myzXh84FMSZmys6j1JBIJJRIJnTx5ctb9hmEoFospHo+rublZ8Xh81vVYLCaPh1vXAAAAAACsNPy2DgBAAzhw4IAeeOABffnLX67OHTlyRF/84hf1sz/7s8tWl+u6+vjHP66/+qu/qpnv6enRV77ylZrHcC+V06dP6ytf+Yq+9a1vKZlMznqM1+vVa1/7Wv3sz/7snLqt9/X16U//9E/13e9+V5OTk7MeEwqFdN999+mDH/ygtm3bNq/3UC8PPfSQ/u///b86dOjQFbvUer1e3XrrrXr3u9+tt771rSviiwsAgIts29bk5KTGx8drQuSJRKJmLpvNLmudAcvQuqCnEpYIetQRqnQqbwt6ZBFMAoAl83B/WudSxeUuA8AacS5V1MP9ad23oWm5SwEagt8ytbnJp81NtU0sMiVbI7lydQzPWC869e6BfjnXdath9LNnz1712KamJsXjcUWjUTU1NSkSiaipqemKw+/3L3r9AAAAAAA0OoLmAAA0iF/5lV/RI488ohMnTlTnPve5z+mVr3zlnMLS9eK6rn77t39bf/u3f1szv337dn3lK19RW1vbFV65OGzb1h/90R/pL/7iL1QuX717X6lU0r/927/pO9/5jj74wQ/q537u5655/j/7sz/Tn/zJn6hUKl31uGw2q3/7t3/Tt7/9bf3ET/yEPvShDy35o2VLpZI++tGP6mtf+9p1HXv48GEdPnxYX/3qV/Unf/In6urqWoIqAaDxuK6rTCajVCp12Uin00qlUkomkzXzmUxmucuuMiW1Bj2VQPn0mAqWR7ymDALlALCsJgu2/uXs7F+2BYD5+pezSe1tCynm54vpwHIJey2FvZZ6orWhbNd1lSw6Gs6VLguhj+XLshc/g36Z6d9lr5fP56sJnofDYYXDYYVCoWuOQCDA76EAAAAAAFwHguYAADQIn8+nP/iDP9C73/3uati5VCrpwx/+sP7hH/5BPp/vGmeoH8dx9Fu/9Vv6x3/8x5r5PXv26Itf/KJisdiS1SJJ5XJZv/RLv6T/+I//uGxfMBjUhg0bFAwG1d/fr7GxsZrXffazn1Uul9Ov/uqvznpu27b1a7/2a/rmN7952b5IJKL169fL6/VqaGhIo6Oj1X2O4+hLX/qSTp06pc997nPyer11eKfX52Mf+9hlIXPDMLR+/XrF43FZlqXR0VH19/fXHHPs2DH95E/+pP75n/95Sf//BACrgeM4yufzyuVyyuVyymaz1fVLt2dbnw6YO87iPvJ8oQxJMb+lVr+l9hlB8vagR60BjzxmfW/i58uO/r03qZcSBSUKsz99AwBwfYq2uyRdTQE0lqLj6hM/HJTPIswJrCYhjynHlRy5cl3JcSVXbmXOlVbKTwzFYlFjY2M1n9leL8MwaoLnwWBQfr9fgUBAgUBg1vUr7fd6vfL5fPL5fEveNARALcdxZNu2yuVydVxp+0rLK+2bHo7jqFwuV691PfOO48h13er6zO1LlzP3u+6V/8a92j6p8vfc9DBN86rrl86ZpinLsqrLmevXmrMsSx6Pp2Z56dy15qfXZ5ubrhUAAABLh6A5AAANZNeuXfqFX/gFffazn63OnThxQp/97Gf1a7/2a0tSw5WC1y972cv0+c9/XuFweEnqmOnTn/70ZSHz7du365d/+Zd177331oSmDx8+rE984hM6evRode7P//zPdfvtt+uee+657Nyf+cxnLnuvd9xxh37+539et99+uyzrYkevEydO6Mtf/rL+6Z/+qfoB4YMPPqhPfepT+u///b/X5b1eyw9/+EP93d/9XXXb6/Xqgx/8oN7znveopaWl5ti+vj59/vOfrzn+9OnT+qu/+iv95E/+5JLUCwDzkc1mNTk5WXOD6XpHqVRSsVhUqVRSoVBQsVhUsVhUoVCYdW56/VpPy1hNwh5TrQFLLYFKeLw1YKk14FFLwKNmv1X3MPmVZEq2/vjZEQ1m186fLQAAwFpUcFwV+CILsGbFfJbu6AgpU3Y0kbc1XihromCrsBwt0edg+qlh9X4SmGVZ8vl81fD5lZbT65eGKa81Lg1bXin0ea1g6MxgKRrHdHB5trDzzED0ldZnBqhd160JU89nzAxwzzXwfaUg+Upv0oCFMwxj1r8TZwu4X+9yZujdNM3L5q81Zgvnz7a8dH16zAz483czAABYiQiaAwDQYH7mZ35GDz74oJ5++unq3Fe+8hW9+tWv1oEDBxb12uVyWf/tv/03fetb37psXyQSWZaQ+Ysvvqj/83/+T83cj/zIj+gP/uAPZu3KvX//fv31X/+1fvqnf1pPPPGEpMqHs5/5zGcuC5ofOnRIX/rSl2rmfvEXf1G/8Au/MOuHRNu3b9cnP/lJ3Xvvvfq1X/u1auf5r371q3rVq16lu+++eyFv9br8/d//fc32Rz/6Ub33ve+d9dju7m59/OMfVywW01/8xV9U5//mb/6GoDmAFalcLusLX/iCDh06xE2nKzAlRX2Won5TcZ+luL82SN7itxTwrIzubA9dSBMyBwAAAIBlNlm0ZRjSu7c118wXbEfJoqNk0Z4xHE1esp0tr63fz23brj6lDABQf67rqlQqVe+hNZpNmzbpda97nV7zmtcsdykAAKCBEDQHAKDBWJalT33qU3r7299e/bDbcRx95CMf0de//vVFC3sXi0X91//6Xy/rHD7te9/7nr785S8veUD5z//8z2vChjt37rxiyHya3+/XH/7hH+p1r3udCoWCJOn555/Xs88+q1tvvbV63J/+6Z/WPLrwve99rz74wQ9es6Y3velNGhoa0ic/+cnq3Oc///klCZq/+OKLNdtvfetbr/maX/zFX9Tf/u3fKplMSpLOnj2r/v5+rV+/flFqBID5+ta3vqVHH310uctYNiGPqZjPUsw/tfRZivmtmvWI15S5SjrmHBvPL3cJAAAAAABJx8by+pHNsZo5v2WqPWiqPXj129Flx1WyaE8F0B2lS7YyJUfpkqNMyVGmXLtd5AkJAIAGdv78eX3pS19SNBrV7bffvtzlAACABkHQHACABtTT06MPf/jD+h//439U5/r6+vT7v//7+vjHP17365VKJX3wgx/UQw89VDMfCASUz18MiX3605/Wvn37tG/fvrrXMJtMJqPvfOc7NXMf+tCHrhoyn9bR0aE3velN+trXviZJCoVCOn78eDVofvz4cT355JPV40OhkD70oQ9dd23vf//79Rd/8RcaHR2VJD355JM6deqUtm7det3nmA/btmu2T506pd27d1/1NYFAQB/72Mfkuq66u7u1ceNGtbS0LGaZADAvl36ZZi1oC3jU5DMV9pqKeEyFvZbC3pnbpiLeSojca66OADkAAAAAoHF4TKPyBK3A9d22LtqusmV7RhDdmQqi28qVXeXKjnK2o/zUerpU6aIOAMBacvjwYYLmAABgyayM510DAIAl9773vU+veMUraub+7u/+Tt///vfrfq3h4eHLQuY/93M/py984QsyzYs/jpTLZf3Kr/yKJiYm6l7DbH74wx9WO5JL0rp16+bUNfznfu7n9Jd/+Zc6ePCgjhw5ove85z3VfQ8//HDNsffdd5+i0eh1n9vn8+m+++6rmXv88cev+/Xz1dPTU7P9oQ99SCdOnLjm6970pjfpzW9+s/bs2UPIHMCKZVnWcpdQd2P5soazUyNX1nCuVFlWtytzI7mS0iW75kkbq93NLYHlLgEAAAAAIOnm1sX//azsuEoUbI3kSrW/806tj1z2O3FlnZA5AGAt8nq9y10CAABoIHQ0BwCgQRmGoU984hO6//77NTk5WZ3/6Ec/qq9//euLGhb+8Ic/rJ/6qZ+SJP30T/+0vvCFL1T3DQwM6CMf+Yi+8IUvyDAWt/Pq0aNHa7b37t1bE3y/ls2bN2vz5s2z7jt8+HDN9k033TTn+m666Sb9wz/8Q3X7yJEjev/73z/n88zFO9/5Tn3729+ubp85c0Zve9vbdPvtt+u+++7TK17xCu3YsWNRawCAxbJnz56ap02sBa5U6d5WdjScu/bxliHFfJUO5zGfNcu6qZjPks9a+d9Lv29DRM+O5TSYLS93KQAAAADQsDpDHt27vmnOr3NdV5myo2Sx0nE8OTXSxcrvuOmSXelYPtW1vGCvnS9OAwCwEJZl6a677lruMgAAQAMhaA4AQAPr6OjQRz/6UX3oQx+qzo2MjOh3f/d39Ud/9Ed1v55hGPrt3/5tve9976vO/dIv/ZIOHTqkZ599tjr30EMP6Ytf/KJ+5md+pu41zHT+/Pma7W3bttXt3GfOnKnZ/vSnP61Pf/rTCzrn0NDQgl5/Pe677z699rWv1Xe/+93qnOM4euKJJ/TEE0/oD/7gD9TW1qY777xTd999t+655x61t7cvel0AUA+vfOUrNTExoe9973saHx9f7nKWhe1K4wVb44Wrd3QLegzFfJbifkutAY9aAx61TK23BDwKeYxF/0LYtYS9lv7rnnX6996kXkoUlLjGewIAXF227Ij8FoDFYBlSyLPyv8gIYG7ifks3xv16/caoAjP+G3dcV6mSUwmOFyrh8cni1HZpOlDuKFW0+dkDAIA5uuOOO/TqV79au3btWu5SAABAAyFoDgBAg7v//vv13e9+V9/61reqc9/+9rf1z//8z3rb295Wt+tYlqVPfOITevvb314z7/F49OlPf1pvf/vblclkqvP/+3//b9122206cOBA3Wq4VCKRqNmOxWJ1O/fMLvEr+ZyXMgxDn/70p/Wbv/mb+pd/+ZdZjxkdHdU3v/lNffOb35RhGLr55pv1hje8QW9729vU0dGx6DUCwHwZhqF3vvOdeuc73ynXdWXbtsrlssrlcs16uVxWqVSadV+pVFKxWFSpVFKhUFCxWFSxWKyuz5y7dF8+n1c+n1ehUFjuP4prypVd5crlqW7hl9cbsAy1BDxqDcwIogcstfory6XqiB7wmHrrDfEluRYArHUP96f1D6cSy10GgDXoHVviesX6yHKXAaBOyo6rRMHWeKGsibyt719IaaJgayJfmUsUGitA7vV65ff75fV65fP55PP5quvXs/R4PPMapmlWl5ZlVZeWZckwlv/L4Vg7HMepDtu2q0vXdVUul6vbcx3Tn7ldun3p53HXWs4c15pz3Qb6y2kNsCyr+nfezPWZY3r+Ssdeuv9K+6bHzL9XL913tWGaZs3fx/ydDAAA1hqC5gAAQL/7u7+rw4cPa2RkpDr38Y9/XHfccYc6OzsXfH6Px6PPfOYzesMb3jDr/k2bNum3f/u39ZGPfKQ6Vy6X9au/+qv6p3/6J7W0tCy4htlcGvQLBAJ1O3cqlarbuaal0+m6n3M2gUBAn/nMZ/Sud71Lf/mXf6lHH31UpVJp1mNd19XRo0d19OhR/dEf/ZF+/Md/XL/8y78sv9+/JLUCwHwZhlG9qbDUbNtWLpdTLpdTNpu9bH22uUwmo1QqVR3LfWMsb7vqz5TUn5n934cmr6n2oEfrgh6tC3mr620BjyyTGysAsBLd2hrUN85MqugQvgBQPz7T0C2tweUuA8Ac2K6r8bytkVxJEwVb43lbE4VydZksOlrNPy34/X6FQqHLRiAQqA6/33/Z+qXL6XXT5IkNWNumQ7NrwcxQ+1zD7DND8bOF6y+dcxynJojvOI5c15XrujXh/entK+2b7TPAS+eu9DnhdMDZNM1Z16e3L90v6bIQ9aVfaLl0e+YxM4Pclwa2L913tYA44WwAAICVg6A5AABQc3Ozfu/3fk8/8zM/U51LJpP6jd/4DX35y19e8Ic5HR0dVwyZT3v729+uRx55RN/4xjeqc0NDQ/rwhz+sL37xi4vyQWYoFKrZzufzdTu33+9XuVyubv/O7/yOenp6FnzOpXTXXXfprrvuUjKZ1MGDB3Xw4EE9/vjjGhoamvX4UqmkL33pS3rxxRf1Z3/2Z/L5fEtaLwCsFpZlKRKJKBKZX1dHx3GUzWZrgufTI5lMXjaXSCSWvIt6quQoVSrqdLJYM29Kap0OoF8SRG/ymtxAAoBlFPNbenNPVF87vfhPUgLQON7cE1XMby13GQAu4bquJou2RnJlDefKGpkaw7myxvJlrfTvnXm9XjU1NV02IpFITXg8HA4rGAxWl6FQaFm+cA5gZZgONnPvAgAAAJgbfpMGAACSpPvuu0/vec979Ld/+7fVuccee0x/9Vd/pQ984ANLUsPv/u7v6siRI+rr66vOPfLII/r85z+vn//5n6/79WKxWM12Mpms27nj8bgymUx1e926dbrrrrvqdv6lFI1G9Za3vEVvectbJElnzpzR448/rkOHDumRRx6peZ9S5X+zv/7rv9YDDzywDNUCwNpnmmY1qN7V1XXN413XVS6X0/j4uCYmJqrj0u1EIiHHcRa1dkeqBhiOXbIvYBnV4HlHyKOukFedIa9aApZMAugAsCTuWR/RUyM5nUsVr30wAFzD5iaf7lk/vy9XAqiPTMnRcK5U/T1sOkw+miuvqKeY+Hw+xePx6ohGozXh8UsD5X6/ny8qAwAAAACwRAiaAwCAql//9V/XoUOH1NvbW537n//zf+ruu+/+/9m77zi57vre/+8zvWzfnS3aVVsVq9pWs2S5S8Jyt4xtjCE2JOQCITYhD0hIbsrjF+J7Q0J5kFwucHMTSiDJIyHh4hgwJGBbsiWrWF1adWl77236Ob8/VjvSqKx2tTuzZV7PB+cx53zn+/2ezxjbK++85zNpuX9WVpa+8pWv6MMf/nBSN/Cvf/3rWrNmjdavXz+h9yspKUm6Pnv27JjWRyIRvfrqq6qoqFBFRYVKS0vldDolSaWlpWpoaEjMPXnypLZs2TL+oqeA+fPna/78+Xr++ecVDof1s5/9TH/xF3+hnp5LnQ//4R/+gaA5AEwRhmEkurlVVFRcd55pmurp6UkKore1tam1tTXxeOWHiyZSKG6ptj+q2v5o0rjTZqjE51CpzzkUPvcPnee7CaADwESzGYZeXFKgbx1rV1swduMFAHAdAa9DLy4p4M9rQJrETEvNg1E1DUTVOBBV0+DQY28ktR8mvhGv16u8vDzl5+cnBckvv87Pz5fX6yU4DgAAAADAFEXQHAAAJPj9fn3xi1/UCy+8kOhoGgqF9PnPf142my0tNdx+++166aWX9LWvfS0xFo/H9dnPflY//vGPVVRUNGH3WrVqVdL1kSNHZFnWqN/UOHHihP74j/84cb1w4UL99Kc/lSStWbNG+/fvTzy3fft2vfTSS2Oqb/v27Tp16pQqKio0a9YszZkzRwUFBWPaY6x6enp04cIFXbhwQXPmzNGaNWtGnO92u/XUU08pPz9fn/jEJxLjDQ0NCgaD8nq9Ka0XADBxbDab8vPzlZ+ff905g4ODScHztra2pPNIZOI74EZNS/X9UdVfEUB32QyV+hwq9Q91Pi+92AU9z20noAAA41DocegztwX091UdOt9LZ3MAY1eZ49LHlhXJ70zP75KATGJZlrrC8aEw+WWh8tbBmNIdKbfb7SooKFBRUdE1j/z8fHk8njRXBQAAAAAAJhpBcwAAkGTt2rX6jd/4Df3d3/1dYuzIkSNpDWx94hOf0K5du7R3797EWFtbmz772c/qO9/5zoSF3levXi2n06lodCi41tTUpH379umOO+4Y1fo33ngj6fryUPaGDRv0t3/7t4nrI0eO6MCBA1q9evWo9o7H4/qf//N/qrq6OjH2wgsvJAXbJ9r3v/99vfLKK4nrhx9++IZB82F33nnnVWPd3d0EzQFghvH5fJo3b57mzZt31XOWZam3t1etra1qaWlRU1NT0jHRIfSIee0O6B67oTL/UPfzWX7n0LnfKZ+DoBMAjJbfadenVgb0n7W9eqepX4Mxa7JLwhTzn//5n8rOzk5c9/X1TWI1mCp8DpvuLvPrwTk5ctj44B8wXnHTUuNgVLV9ETX0DwXKmwaiCsXT83PZ6XQqEAhcM0QeCASUn5+ftuYkAAAAAABg8hA0BwAAV/md3/kd7dixQ6dPn06MWVb6ggU2m01f+tKX9MQTT6inpycxvnv3bn3961/Xpz/96Qm5T3Z2th555BG9+uqribGvfvWr+qd/+qcbvknS29urf/3Xf00ae/TRRxPnd955p+bPn68LFy4kxr7whS/oX/7lX+R2u29Y2/e///2kkLkkPfnkkzdcNx5XhuDfeOMNtbS0qKSk5IZra2trk65dLpcKCwsntD4AwNRmGIZyc3OVm5urRYsWJT1nmqa6urrU2NiYCJ4Pn3d0dEzonzNCcUsXeiO6cEUX3jyXXWX+S+HzWX6Hir1OQlAAcB0Om6FH5uVq8+xs7W0Z1Hutg2oLRgmdQ9JQ0ByQJJ/DUMDr1Npin+4o8cltJ3QK3AzLstQRiqumL6KavshQuHwgomiK25QbhqHi4mKVlpaqtLRUZWVlKisrU2lpqQoLCwmSAwAAAAAAguYAAOBqLpdLX/rSl/TMM88kun2nW2lpqV555RW9/PLLSePf/OY3tXbtWm3cuHFC7vOxj31Mr732mkxz6F2bgwcP6gtf+IL+9E//9LpvpESjUf3+7/++Ojs7E2PLli3T+vXrE9c2m02f/OQn9fnPfz4xduLECf3O7/yOvvrVr8rn8123pnfeeUdf/vKXk8YeeOABrVy58qZe42gtX75cS5Ys0cmTJyVJ4XBYv/d7v6f/+3//74jh+Fgspr/6q79KGrvrrrvkcrlSWi8AYPqw2WwqLCxUYWHhVT/PIpGImpubEwH0+vp6NTQ0qLGxcUL/HNIdias7EteJrtClugyp2OsYCp77LnU/z3fbZUvjt7kAwFTmttt0z6ws3TMrS5I0EI2rIxSXmcYPIwOYemyGoUKPXX6nfbJLAaal/khcNf1DgfKhYHlUg7HUpcrz8/MTAfLhQHlpaalKSkrkcPB2MQAAAAAAuD5+cwAAAK5pyZIlevnll/XVr3510mp48MEH9YEPfCCpc7hpmvrc5z6nH//4xyouLh73PW655Ra9/PLL+uu//uvE2D//8z/r9OnT+sxnPqO1a9cmAuemaWrPnj368pe/rGPHjiXmOxwO/fmf//lVe2/btk1vvfWWXn/99cTYm2++qW3btunll1/W5s2bkwLnzc3N+t73vqd/+Id/UCwWS4zn5ubqj/7oj8b9Wkfj5Zdf1m//9m8nrvfs2aNnnnlGn/nMZ3TvvffK6XQmnrMsS4cOHdJXv/pV7d27NzFuGIY++clPpqVeAMD053K5NGfOHM2ZMydpPB6Pq7W1VfX19aqvr1ddXV0igB6Pxyfk3qYlNQ/G1DwY00EFE+Nuu6FSn1NlvqEQetnFEHq2iyAVAPidBEsBABiLuGmptj+i6t5LwfLO8MT8N82VsrKyNHv2bM2ZMyfxWF5eLq/Xm5L7AQAAAACAmY+gOQAAuK7f/M3f1JtvvqmDBw9OWg3//b//d+3fv1/nzp1LjHV0dOizn/2svvvd78puH3/A4bd+67d07tw5/eQnP0mM7d+/Xy+88IJyc3M1a9Ys2Ww21dfXq6enJ2mtYRj6sz/7M61YseKae/+P//E/1N7ern379iXGampq9LnPfU4ul0uzZ89WVlaWOjo6VF9ff9V6r9err33ta5o9e/a4X+dobNmyRc8++6x++MMfJsZOnz6tT33qU3K5XJo7d678fr9CoZDq6+vV399/1R6f/vSndfvtt6elXgDAzGW32xNf275u3brEeCwWU0tLSyKAPnw0NzdPWAA9HLcSX1l/uSynLRE6L/M5VHoxhO5x8HXyAAAAAIYMB8vP9oR1tjusC70RRcyJ/SYQu92u8vLypED57NmzlZ+fL4NvZwIAAAAAABOIoDkAALguu92uv/zLv9S2bds0ODg4KTV4vV595Stf0Qc+8AFFIpfCXnv37tXf/M3f6Hd/93fHfQ/DMPTlL39Z8+fP1ze/+c2kbuI9PT1XhcuH5eTk6Atf+IIefvjh6+7t9/v1ne98R1/84hf1T//0TzLNS1+BG4lEkgL0V5o7d66+/OUv69Zbb72JV3XzvvCFL8jj8egHP/iBLOvSm2CRSERnzpy57jq3263Pfe5zevHFF9NRJgAgQzkcDpWXl6u8vFzr169PjMdiMTU2Nqq2tlZ1dXWJo6OjY8Lu3R81daYnrDM94aTxPLddJV6HSnxOlfgcKvU5Vex1KMtpI+QBAAAAzHCpDpZnZ2ersrJSc+fOTXwbVGlpqRwO3uYFAAAAAACpx28gAADAiObOnavf//3f1//3//1/k1bD0qVL9dnPflZ/8Rd/kTT+f/7P/9GaNWt07733jvsehmHopZde0uOPP65vfOMb+uUvf3nNbt3S0FfQvv/979dv/uZvqqSk5IZ7O51O/cmf/Imef/55fetb39Jbb72lvr6+686vrKzUBz7wAX34wx+Wy+W66dd0s2w2m/74j/9YjzzyiL7zne/orbfeSgr5X6msrExbtmzRRz/6UVVUVKSxUgAALnE4HInQxeUGBgaSgufDx0R+iK47HFd3OK5T3ckBdJ/DphLfxQC615E4z3fbZSOADgAAAExLqQyWu1wuzZs3TwsXLtSCBQu0YMECBQIBPsAKAAAAAAAmjWFd3qYSAAAAkoa6oh46dEh1dXXq7OxUPB5XXl6eFi1apBUrVsjpdN703vF4XMeOHVN1dbW6uroUDAbl9/tVXFysFStWTLmwdjAY1KlTp3Tu3Dn19vYqGAwqJydHhYWFqqys1C233DLZJY5ZS0vLNT+gsGPHjlF9eAAAML1ZlqXOzs6k7uf19fVqaGhI+maTVHHaDBVfDJ4XeRwq8g49FnodyqELOgAAADClWJallmBMVZ0hneoKTViw3DAMVVRUJALlCxYsUEVFBZ3KAQAAAADAlELQHAAAABmHoDkA4FpisZhaWlqSwud1dXVqaWlRun594rQZKvTYE8HzIs9wGN2ufLdDDhshdAAAACDVoqalsz1hVXUEVdUVUkcoPu498/LytHjxYi1YsEALFy7U/Pnz5fF4JqBaAAAAAACA1OEj8QAAAAAAAJIcDofKy8tVXl6uDRs2JMbD4bAaGhoSwfPhEHpnZ+eE1xA1LTUPxtQ8eHVndUNSvtuuIq9DBR6H8lx25brtynXZlOe2K9dll89BR3QAAADgZnSH4zrRGdTxrpBOd4XH3bU8Ly9Py5Yt09KlS7Vs2TKVlpbyZ3UAAAAAADDtEDQHAAAAAAAYgdvtVmVlpSorK5PG+/v7VV9fr8bGRjU0NCQe29vbU1KHJakzHFdnOC4pfM05TpuU6xoKnee6Lz3mXXad47LTGR0AAAAZz7Qs1fZFVNUZUlVnSPUD0XHtR7AcAAAAAADMRATNAQAAAAAAbkJWVpaWLFmiJUuWJI2Hw2E1NTWpoaEhKYDe3NyseDye0pqiptQeiqs9NPJ9XDZDfqdNPoftxo8Xz70Om2wEZQAAADCNhWKmTnaFdLwzpBNdIfVHzZvei2A5AAAAAADIBATNAQAAAAAAJpDb7da8efM0b968pPF4PK7W1tZE+LypqUmtra1qaWlRZ2dnWmuMmJYi4bi6wqMPvhuSXHZDLptx2aPt0rXdkHt47LJ5bpshp90mhyHZbYbshmQ3DDlshmyG5DAM2W1DY/Yrzy+usRmSTSK4AwAAgDGLmpaqOkM62Dao450hRU3rpvZxu91auXKlbrvtNoLlAAAAAAAgYxA0BwAAAAAASAO73a6ysjKVlZVd9VwkElFbW5taWlrU0tKSCKC3tLSora1NsVhsEipOZkkKxy2F45YUnZwabNJQ6Nwwkh7tV4zZDcnQUGjdcTHU7kg6N+QwJIfNkN1myGEYcg7PuXjtshvyOWzy2G3yOAx5HTZ5L57T2R0AAGBqi5uWTnWHdLAtqCMdwaE/w96E4uJirVq1SqtWrdLSpUvldDonuFIAAAAAAICpjaA5AAAAAADAJHO5XCovL1d5eflVz5mmqc7OzqQAekdHh7q6utTZ2amuri6Fw+FJqDr9TEmmJckaDgrdXGBovNx2Q167TV6HIY/DdjGEfuk8x2lXnvvSkeW0EU4HAABIMdOydK4nrINtQR1uD2ogZo55D7vdrltuuUWrVq3S7bffrlmzZtG1HAAAAAAAZDSC5gAAAAAAAFOYzWZTUVGRioqKtHz58quetyxLg4ODieD5cPj8yvPe3t5JqH5mGursHld3ZHTz7YaU6xoKnee67cp32y9eO4bO3XZlE0YHAAAYM8uyVNMX0cG2oA61D6onMvZweU5Ojm6//XbdfvvtuvXWW+Xz+VJQKQAAAAAAwPRE0BwAAAAAAGAaMwxDfr9ffr9fFRUV150Xi8XU1dWlvr4+DQwMqK+vT/39/UnHlc8NDg7Ksiana/hMErekznBcneH4defYLobRS3wOzfI7VepzapbfqWKvUy47AXQAAIDLNQ5EdKAtqINtg+oIXf/PWNczZ84crV69WqtXr1ZlZaVsNlsKqgQAAAAAAJj+CJoDAAAAAABkAIfDoUAgoEAgMOo1pmlqYGAgEUQPhUIKh8OjOi6fG4lEFI/HFYvFFIvFks4Jsg8xLakrHFdXOK6TXeHEuCEp4HWozOdUqf9SCD3gddABHQAAZJRQzNSBtkG92zyguv7omNeXlZXpzjvv1J133qny8vIUVAgAAAAAADDzEDQHAAAAAADANdlsNmVnZys7Oztl9zBN86rw+fD58KNpmorH4zJNM+k8Ho8nnV/+/PARjUYVi8UUjUaTzkd6jEQiCoVCGhwc1MDAgOLxsXfJnCiWpNZgTK3BmA53XBp3GFKpz6lS/1Dn8zK/U/OyXfI66MYJAABmlrr+iHY1DehA26DC8bF9SLGoqCgRLp87d64MPqgHAAAAAAAwJgTNAQAAAAAAMGlsNptcLtdkl3FdlmUpGo1qcHBwVEdfX5+6urrU2dmp/v7+lNUVs6T6gajqBy518zQkzfI7VZnr1oIclxbkupXtsqesBgAAgFQJx00daB3UrpvoXp6bm6sNGzbozjvv1KJFiwiXAwAAAAAAjANBcwAAAAAAAOA6DMOQy+WSy+VSXl7emNaGQqFE6LyjoyPpcfh8IsPolqSGgagaBqJ6u3FoLOB1aEGOayh8nutWgdtO2AoAAExZ9Re7l+8fY/dyv9+vO+64Qxs3btTSpUtls/EtLwAAAAAAABOBoDkAAAAAAACQAh6PR2VlZSorK7vunEgkkgifNzc3q66uLnFMRAi9LRhTWzCm3S2DkqRcl10Lcl2qzBkKnpf4HLIRPAcAAJMoHDd1sC2oXU39qh1D93K32621a9dq48a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+      "text/plain": [
+       "<Figure size 3000x1800 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Nearest Neighbor Visualization\n",
+    "# Define parameters for visualization.\n",
+    "annotation = \"renamed_clusters\"                 # Specify phenotypes from calculation node.\n",
+    "image_id = None                               # For multiple images, use a column name; otherwise \"None\".\n",
+    "method = \"numeric\"                              # Options: 'numeric' or 'distribution'.\n",
+    "plot_type = \"violin\"                             # e.g., 'box', 'violin', 'kde', 'hist', etc.\n",
+    "source_label = \"Follicular helper T cells (Tfh)\"# The phenotype from which distances are measured.\n",
+    "target_label = \"Proliferative B cells, NK cells, CD8 T cells, Regulatory T cells, Follicular helper T cells (Tfh)\"  \n",
+    "distance_label = \"spatial_distance\"             # Must match the key used in the NN calculation.\n",
+    "log_scale = True                               # Apply log1p transform if True.\n",
+    "facet_plot = False                              # True => display as subplots; otherwise, a single figure.\n",
+    "fig_width = 10\n",
+    "fig_height = 6\n",
+    "fig_dpi = 300\n",
+    "font_size = 10\n",
+    "fig_title = f'Nearest Neighbor Distance Distribution Measured from \"{source_label}\"'\n",
+    "\n",
+    "# Process target_label to create a list (if not \"All\").\n",
+    "if target_label is not None:\n",
+    "    distance_to_processed = [x.strip() for x in target_label.split(\",\")]\n",
+    "else:\n",
+    "    distance_to_processed = None\n",
+    "\n",
+    "# Configure Matplotlib font size.\n",
+    "plt.rcParams.update({'font.size': font_size})\n",
+    "\n",
+    "# Define extra keyword arguments for the plot.\n",
+    "extra_kwargs = {\n",
+    "    \"col_wrap\": 2,\n",
+    "    \"hue\": \"group\",\n",
+    "    \"palette\": \"Set2\"    # Change palette if desired.\n",
+    "}\n",
+    "\n",
+    "# If not facet_plot, remove facet-specific kwargs\n",
+    "if not facet_plot:\n",
+    "    extra_kwargs.pop(\"col_wrap\", None)\n",
+    "# Visualize the nearest neighbor distances.\n",
+    "result_dict = visualize_nearest_neighbor(\n",
+    "    adata=adata,\n",
+    "    annotation=annotation,\n",
+    "    spatial_distance=distance_label,\n",
+    "    distance_from=source_label,\n",
+    "    distance_to=distance_to_processed,\n",
+    "    method=method,\n",
+    "    plot_type=plot_type,\n",
+    "    stratify_by=image_id,\n",
+    "    facet_plot=facet_plot,\n",
+    "    log=log_scale,\n",
+    "    **extra_kwargs\n",
+    ")\n",
+    "\n",
+    "# Adjust figure properties (size, DPI, layout, title).\n",
+    "def _title_main(fig, title):\n",
+    "    \"\"\"\n",
+    "    Adjusts figure size, DPI, layout and sets a bold, centered title.\n",
+    "    \"\"\"\n",
+    "    fig.set_size_inches(fig_width, fig_height)\n",
+    "    fig.set_dpi(fig_dpi)\n",
+    "    # Adjust layout to make space at the top for the title.\n",
+    "    fig.tight_layout(rect=[0, 0, 1, 0.90])\n",
+    "    fig.suptitle(\n",
+    "        title,\n",
+    "        fontsize=font_size + 4,\n",
+    "        weight='bold',\n",
+    "        x=0.5,  # center horizontally\n",
+    "        horizontalalignment='center'\n",
+    "    )\n",
+    "\n",
+    "# If multiple figures are returned (facet_plot=True), apply _title_main to each.\n",
+    "if isinstance(result_dict[\"fig\"], (list, tuple)):\n",
+    "    for fig in result_dict[\"fig\"]:\n",
+    "        _title_main(fig, fig_title)\n",
+    "else:\n",
+    "    _title_main(result_dict[\"fig\"], fig_title)\n",
+    "\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Ripley-L Calculation and Visualization"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Processing region:\"all\".\n",
+      "Cells in region:\"4825\"\n",
+      "Saved processed object to Lymph_Node_Tissue.pickle\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Ripley L Calculation\n",
+    "# Convert radii to numeric values (if the function expects numbers)\n",
+    "radii = [0, 50, 100, 150, 200, 250, 300]\n",
+    "\n",
+    "annotation = \"renamed_clusters\"\n",
+    "# Provide the phenotypes to analyze \n",
+    "phenotypes = [\"B cells\", \"Regulatory T cells\"]\n",
+    "\n",
+    "regions = None\n",
+    "n_simulations = 100\n",
+    "area = None\n",
+    "seed = 42\n",
+    "spatial_key = \"spatial\"\n",
+    "\n",
+    "# Call ripley_l to compute Ripley's L function.\n",
+    "ripley_l(\n",
+    "    adata,\n",
+    "    annotation=annotation,\n",
+    "    phenotypes=phenotypes,\n",
+    "    distances=radii,\n",
+    "    regions=regions,\n",
+    "    n_simulations=n_simulations,\n",
+    "    area=area,\n",
+    "    seed=seed,\n",
+    "    spatial_key=spatial_key\n",
+    ")\n",
+    "save_pickle(adata)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 39,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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7d085c+aUj4+PKleuLB8fn+R01SA6OlonT57U8ePHFRwcLBcXF+XJk0clSpRIsWtrWhYQEBD3uwgJCdH9+/fl7u6uHDlyKH/+/Cpbtqy8vb2d3U1dvHhRR44cUXBwsO7evausWbPKx8dHpUqVSpGM/Tdu3NDOnTsVEBAgX19fVa9ePdkPqcF+586d04kTJxQQEKCwsDBlyZJFPj4+qlixosP+HlevXtWxY8cUGBiokJCQuDZS6txytEuXLunw4cMKDAxUaGho3Hwrb968qlixYrIfYG3Tpo2mTJmimJgYSdKSJUvUr18/p32PCAAAnIeAQAAAACAej260PS5z5szxbv/dd99pypQpcWU/Pz9t2bLFpm379++v9957T5K0ceNGffvtt/FmI/T29labNm3Uu3dv5ciRw5aXkmxHjhzRtGnTtGPHDt27d8/qNhkzZlStWrX01ltvqVatWgke7969e6pTp44hkKxOnTqaMWOG3X0LDQ1VnTp1FBYWFlc3ZsyYuKeiixcvLhcXl7hsXpYBgtZcuXJFs2bN0po1a+KCVazJnj27nn32WXXo0EF16tSxu+/pRZYsWUx1mzZt0nvvvZesQJQvvvhCUVFRypkzZ7wZgSzfS5YaNmxoKPfp00d9+/aNd/vbt29ryZIl2rx5s/z9/RUREZFgH319fdWiRQt1795defPmjXe7Bg0a6MqVK1Z/tnv3bpUuXdpQt3nzZhUoUCCubM/48ri//vpLCxYs0I4dOxQZGRnvdsWKFdOLL76oTp06KX/+/GnudTxy6NAhzZo1S1u3brUaiCo9DCZ9/vnn1a1bN73wwgs2HzsxS5cu1bBhw+L9+ZUrV0yvP7HXFxERoeXLl2v+/Pk6ceKEKevgI9mzZ1fdunX19ttvq2TJkjb3+fH+ZM2aVXv37pX08P352WefmTJ7FilSRO+++65atWqVrPduWrrGbd++XVOnTtW+ffviboo9zsXFRdWrV1evXr1Ur169JLURHR2t33//XUuWLNHhw4ettiNJuXPn1ksvvaR33nlHuXLlsunYly9fNoxjZcqU0YoVKyQ9DLyeOnWqli5dGm8Qtq+vr15++WW9++67SQ7kOXDggGbOnKnt27cbrrWPc3V1VeXKlfX666/r5ZdfTvT8sXyvPG7ZsmVatmyZoe7kyZOpOneQpM6dO2v37t1x5Xnz5ql69eqKiorSzJkzNXPmTKtzRenhmNqpUye99tprcnNL2tevKXlePS6l5zzWrhuW1wZrjh07pqNHj8aVvb29Va1aNZvbdTTL5fZSM5A+Na5958+f17Rp07Rly5Z4xxM3NzdVrVpVXbp0UePGje1uIyXt27dP8+bN0+bNm/XgwYN4t/Pz81PdunXVqVMnmz4TpDf2fr615saNG/r555+1YcMG3bhxw+o2Li4uqlixol577TW1adMmyQ813L59W9OnT9fSpUvjXfLy0XjbsWNHubi4aP369erfv3/cz2vWrKm5c+da3Xfo0KGG601C28bH8no2evToFAlePnHihBYtWqR//vlHFy5cSHBbFxcXVahQIe73H991aNeuXerSpUu8xxk2bJhh7mvL7ycwMFBz587V8uXLde3atXi38/PzU7NmzdSzZ0+bgxct+9uwYUP98MMPkqQpU6Zo2rRpCg8PN+xTs2ZNDRgwQEOGDDFci4oWLar169fb1O7jYmNj1aBBA129ejWurm/fvurTp4/dx0pPgoKC9Ouvv2rFihUJZtAtWLCgXnvtNXXq1Mnuh0kfPHiguXPnauXKlTp16lS82xUqVEgtW7ZUz549rX5P4SxBQUGaPXu2Vq1aFe/naUnKlCmTatSoobZt26pJkyZJehgjf/78qlixog4dOiTp4fty8+bNatq0aZL7DwAAnkyksgAAAADiYW150pS8+RcTE6PPP/9cffr0SXBp4qCgIM2YMUNNmjTR5s2bU6w/0sOMiIMGDdKrr76qP/74I95gQOlhNrVt27apS5cueueddxQUFBTvtpkzZ1aTJk0MdTt37oz3Rk9CNmzYYLihnylTJsOxvby8DAFOiQXTLFiwQM2aNdOcOXMSvDEuPbxJ9ccff6hnz57q2bNnotunV5kzZzbd2D927JimTp2arOPmyZNHfn5+qbY84G+//abGjRtr7Nix2rt3b6LBgJJ08+ZNzZo1Sy+99JJ+//33VOilbe7du6d33nlHvXv31p9//plgMKD0MJPDjBkz1LRpU/3888+p1EvbBQYGql+/furQoYPWrl0bb0CE9HAs3bFjh9566y0NGDAgWZlvUtK///6rJk2aaMSIETp+/Hi8wYDSw7Fm1apVeuWVVzR8+PB4g7JssXPnTvXr188UDChJFy5c0HfffZciWS9T+xoXGhqqPn366K233tKePXviDaaKjY3Vnj171Lt3b3344Yc2ve8ft3fvXrVs2VKffvqpDh06FG870sOMPnPnzlXjxo31yy+/2NWOpZ07d6pZs2aaOXNmghlZb968qZkzZ6px48bauXOnXW0EBQXpvffe0+uvv2661lqKjo7Wvn37NGTIELVq1coQyOUoqTl3iE9wcLA6d+6sCRMmxBsMKD0cU0eNGqXWrVvr7Nmzdvcvtc6rtDznsbym1q5d22kZecPDw03BBzVq1EjxdlPj2hcREaEvv/xSLVu2TDC4WHqYFXH37t3q06eP3njjDV26dMnel+RwkZGRGjFihDp27Kg1a9YkGAwoPQyAXbBggV555RWNGTPGKZkencna59uEHmh5XGxsrH788Ue99NJLmjt3brzBgI+29ff31/Dhw9W6deskXRM2b96sJk2aaNq0aQmO84/G2zfffDPBPj2p7ty5o0GDBqlVq1aaP39+osGA0sPf/+HDh/XJJ5+oTZs2Nu3jCHPnzlWDBg30448/JhgMKD18L06fPl2NGzfWrFmzktXulClT9N1335mCAaWHDyz9/vvvat26taH+/PnzOnLkiN1t7d692xAM6OLiolatWtl9nPQiNjZWv/76qxo2bKjvv/8+wWBA6WFmvPHjx+vll1/W/v37bW5n06ZNeumllzR+/PgEgwGlh5kpf/jhBzVq1EgrV660uY2U9Kj/P/30U4LBgNLDLO5//fWX+vfvr/bt2+u///5LUpvPP/+8obx48eIkHQcAADzZCAgEAAAArAgICDAFImTIkEHVq1dPsTY/++wzzZ8/3+btb9++rffff18LFy5Mkf5cu3ZNHTt21OrVqxMMVLHmzz//1Ouvv57gzYfHs/BID4MJ1q5da3c/H2VKeuSll14yZbp4PANIQksG//LLL/rss8+s3kxIzI4dO/Tmm2/GLcf6tLHMxCdJkyZNUv/+/XXy5Ekn9Mg+o0eP1ogRI5L893vw4IGGDx+ujRs3Orhn9ouIiFDXrl31559/2r1veHi4xo8fr3HjxqVAz5Lm/PnzcUHJ9lq3bp26d++eqsu922L69Onq3r17ojdLLcXExOj3339P8k3v0NBQffjhh4qOjo53m5TKHJGa17igoCB16dLF7vfjihUrNHToUJu3X7Nmjbp3765z587Z1c79+/c1ZswYffLJJ0kKRtm2bZt69eqVYOC9pZCQEL377rs6fPiwTdufOnVKr7zySpKCMk+ePKk333xTGzZssHvfxKTm3MFSWFiYevbsadcN7NOnT6tDhw42/96l1Duv0vqcZ9OmTYayMzMxL1y40BQo9+qrr6Zom6lx7btz54569uypuXPn2j0W7d+/X6+99pr8/f3t7p+jxMbGql+/fvrtt9/s3jc6Olq//PKLBg8enAI9S7usXVMTy+wuPZxbDhw4UN9++63dDyWcOnVKnTp1smteumDBAr3//vsJBqha2rdvn7p06ZKkIPG0KjAwUB06dNDq1auTfIxTp06pW7duKfqATFRUlPr06aMvv/wy0aBcS6GhoRo9erSGDh1q90MZkuTv76/vv/8+wW2aNm2qNm3amILKV61aZXd7lvOHGjVqPLXLEkdFRWnIkCH64osvEgxYt+bSpUvq0aOHTQ+r/PLLL+rTp4+uX79uVxvBwcEaMmSIvvvuO7v2c7R169apb9++unPnjt37HjlyRG+88UaigZbW1K5d21DetWtXmn1QDgAApByWDAYAAAAsREdH69NPPzVl1KpXr16KLdG7du1anT59Oq7s6empli1b6sUXX1SePHl0+/Zt7dmzR0uWLDFkdYqNjdXnn3+uAgUKOPRG6d27d9W5c2dT5g93d3c1a9ZMderUUYECBeTu7q6bN2/q33//NS01999//6l79+5avny5smfPbmqjVq1a8vPzMzwhvWrVqgSXLbJ0/fp1w3J+kkxP/0vStGnTEj3W8ePHNWHCBEOdu7u7WrZsqWeffVYFCxZU5syZ9eDBA126dElbt27V+vXrDTdQz58/rwkTJmjUqFE2v4b0omvXrpo/f77pfbN+/XqtX79eFSpU0EsvvaT69esnGJRpr+LFi+ull16S9DAIaM+ePYaf161b17AcUfHixU3HWLJkidXMFDVr1lSjRo1UokSJuHP49u3bOnXqlDZu3Kh9+/aZ9hk1apTq1asnDw8PUz8eBe8cOXLEcN7nzJlTNWvWNGyfnKyIkyZNMgWf+Pn5qVWrVqpQoYJ8fX3l4eGh27dv6/jx41qxYoWOHTtm2P5RRrEqVao47XVID2/k9OjRw5CJQ3oYoN2gQQM1aNBAhQoVUqZMmXTt2jVt3bpVK1asMNxQ9Pf314gRI/Ttt98mqy9+fn5x55oknTlzxpD5y8vLS3Xr1jXsY20JtCVLluibb74x1fv6+qply5aqWbOmfH19FRYWpgsXLmjDhg3avn27YdujR4+qe/fuWrx4sV1L/X3//fcKCAhIcJvmzZvbfDxbpfY17q+//jKUixUrptatW6tSpUrKnj277t69K39/f/3222+6ePGiYds1a9bolVdeUf369RNsY9OmTRo0aJApYD5//vx6+eWXVa1aNfn4+CgsLEwXL17Uli1btGXLFkOmt8WLFytjxowaMWKEza8tMDBQH3zwQdxY6+bmpqZNm6pu3boqWLCgMmTIoEuXLmnNmjX666+/DO2FhYXpiy++0KJFixLMtHbt2jX16tXLlEXS1dVVjRo1UoMGDVSgQAF5eHjo+vXr+vvvv7V27VrDjc6wsDD1799f06dPN92QlGR4L+3evduQbc/Pz08VKlSw2rfUnDtYGjt2rOE89vX11auvvqrq1asre/bsunHjhrZu3aqVK1caguxCQ0PVq1cvrVq1Sr6+vgm2kVrnVVqf8xw9etQU9GyZ6Sa1rFmzxjRmv/TSS6broyOlxrUvMjJSb731VtxygpZt1K9fX0WKFJGXl5cCAwO1b98+rV692vDeCwwMVI8ePbRs2TKnBMTMnz9fW7ZsMdT5+PioVatWqly5svLmzauMGTMqNDRUp06d0tq1a03zxHXr1qlx48Zq0aJFanbdKaZNm2bKrJUrVy6rY7SlQYMGWQ3yfu6559S4cWOVKFFCWbJkUVBQkA4fPqw1a9YYsgHfv39fffv21a+//qrKlSsn2NZff/2lUaNGmcZBPz8/tW3bVlWqVFH27NkVGBiof//9VytWrIj7DHrhwgWNHTs20dfzJIiNjdWAAQN0/vx5Q32mTJnUvHnzuEC0zJkzKywsTAEBATp06JBWrVplmutdu3ZNU6ZMMT304O3tbbgeWwYgV6hQQX5+fnHl+JbZ/uSTT6w+hFG6dGm1bNlS5cqVU86cORUcHKxjx45p9erVpgfGli1bppiYGLsfSho1alSCWXRz5Mih559/Xu7u7qpevbphDFizZo0+/PBDm5e0Dg8PN/2ObJk/pFdfffWV1aDKEiVKqEWLFqpUqZJy5syp0NBQHTp0SAsXLjRcQx7NFVetWqU8efJYbWPu3LkaM2aMqb548eJq0aKFnnnmGeXMmVN3797VuXPntHHjRv3zzz+GbadMmaLMmTOrR48eyXzF9rtx44ZGjBhhOEczZMigRo0aqW7duipSpIiyZMmiyMhIXb16Vf/8849WrFhhCKwNDAzUyJEjNWPGDLvarly5sjJlyhQXrBkZGant27erWbNmjnlxAADgiUBAIAAAAPCYmzdv6osvvjBlMHB1dVW/fv1SrN3HbzCXLVtWkyZNUtGiRQ3b1KlTR2+99ZZGjBihdevWxdXHxMTo448/1vr16x22tOrw4cNNwYDVqlXTN998Y7gp8EjDhg3Vv39/jR071pCl4+rVqxo6dKh+/PFH0z4uLi5q3bq14Yl+f39/XbhwQUWKFLGpnytXrjR8uern52dTlgtrZs6caQhm8/X11S+//GJ1ieHKlSvr5ZdfVteuXdW7d29DIMPSpUs1YMAAq4FA6Zmfn58GDRpk9Qt76WHw2JEjRzRhwgT5+vqqWrVqql69uqpXr67SpUsrQ4akJbBv3rx5XADTrl27TEEhI0eONC1n/Lh79+5p/PjxhjpPT09NmDBBjRo1srpP7dq11b17d23btk2DBg0yBMEEBARo+/btpoyJn332Wdz/hw4dqmXLlsWVS5YsqcmTJyf8Qm0UGhqqBQsWGOoeLa9kGaQoPQyu6dq1q77//ntD9oTY2FjNmDFDU6ZMccrreLw9y4CIYsWKacKECSpXrpyhvnz58mrUqJG6deumt99+25BJYd26dWrTpo3q1auX5L7UqlXLML589913ht+Pt7d3oq//8OHD+vTTT031nTt31sCBA03BfTVr1lSHDh20d+9effjhh4abaGfPntUnn3yiSZMm2dT/Bw8eaN68eXFlHx8f1alTRz4+Prpy5Yp27typHDlyqHz58jYdzx7Ousa5urpqyJAh6tq1q2mMeXTuDxs2zJR559dff00wIPDq1av6+OOPDcEKGTJk0Pvvv6/evXub3ms1atRQu3btdPToUQ0ePNiQ+e3XX39VrVq1bFquVpIhSK9SpUoaP368ChcubNjm0TVqx44dGjBggCFL2KFDh7R//35Vq1bN6vFjYmL03nvvmbKwlClTRuPGjVPp0qUN9ZUqVVKTJk3Uv39/jRo1yvS3GzRokJYtW6Z8+fIZ9nv8vdK5c2dDgF7NmjXjvZY4c+7w+HncokULff7558qaNWtcXcWKFdWoUSP16NFD/fv3NwTeBAcHa+TIkfrhhx/iPX5qnldpfc6zY8cOQzlfvnzKnTu3Q9uwFBsbq6ioKIWGhiogIEDHjh3TokWLdODAAcN2pUqV0hdffJGifUmNa9+ECRNMwYAlSpTQhAkTVKZMGdP29erVU58+ffTjjz8azuO7d+9qwIABWrBggdV5RkqJiYnR9OnTDXXVqlXTTz/9pGzZspm2r169ujp27KjFixfr008/NYwB06dPT9cBgeHh4Zo+fbrVLFnvvPOO4cEZa+bOnWsKBsyTJ4/Gjx9vehBEkl544QW98847mj9/vsaMGRM31kRGRuqDDz7QsmXLrD4sJj08n4YPH24K8OrSpYsGDRokT09PQ329evX03nvvadSoUXFLgyYly1xatG7dOlPwevny5fXTTz/FOx6+9NJLGjBggL755hvNmTPH8LMVK1ZoyJAhhuA3y7m75TX+zTffVNu2bRPs56xZswyfByTFBaW/+uqrpgcQ6tSpo169emnx4sX68ssvDQH0K1asUOXKldWxY8cE23zEMuNZiRIlVK1aNWXMmFHnzp3Tv//+q0aNGsnd3V3SwyzDjwcE3rx5U7t27bI54Hzz5s2G9ry8vFIss3Za99dff5kyf7u7u2vo0KHq2LGj1Xl3ly5d9NlnnxnOl9u3b+vrr7/W//73P1MbR44cMQX4enh4aNiwYXr99ddNbTz77LPq2LGjdu7cqSFDhhjmzBMnTlS1atX0zDPPJPk1J8WCBQsM8/BMmTJp6tSpVsfOSpUqqWnTpnrrrbfUs2dPw0NLO3bs0IkTJ6xen+Pj7u6usmXLGh5iJCAQAICnD0sGAwAA4KkVFRWlu3fv6uzZs9qwYYM+//xzNWnSxOrSXIMHDzbdgEsJZcqU0ezZs02BEo9kzZpVEydONH2Jd+PGDUOgR3L8+eefpt9BnTp1NHv2bKvBgI9kyZJFX3zxhd566y1D/ZYtW0w3dh+xtnSPPUsiWT6R3qpVqwSzHiXEclnEDz/80OqN8cdVqlTJFLQQGRmprVu3JqkPT7ru3bvb9OT9zZs3tX79en355Zdq3bq1atasqT59+mj+/Pl2L6GaXKtWrTItu/nRRx/FGwz4uLp161oN7rLMSpCa/vnnH8NSbtmyZdOYMWMSvEnv4uKiPn36GDKESA+XJbV32S9H8vf31/r16w11xYoV07x58xIcj0uUKKEZM2aYbnBbBg44w6RJk0zLMn7wwQf65JNPEsz0V716dc2fP9+UgWnt2rU2LbUlPRybHt10ffXVV7Vp0yaNGzdOH330kSZPnqy//vpLEydOtPMV2Se1r3GTJ09W9+7d4w049vDw0OjRo1WsWDFD/e7du03ZTh83ZswY01Kpo0ePVp8+fRJ8r5UvX17z5s0zXVu+/vpru5frLFu2rObMmWMKBnxcnTp19PHHH5vqE1q2cc2aNaaMoZUqVdKvv/5qChR4nLe3tyZNmqTXXnvNUB8cHGxz0KqtnD13aNOmjSZMmGAIBnxcsWLFNHv2bNN5tXnz5gSXV03N8yo15zxbtmzRyZMnDf8SCtSXZApUc8QcfMqUKSpdunS8/8qUKaMKFSro2Wef1SuvvKKhQ4eaggFr166t2bNnxxvM5Aipce07efKkKTNy2bJltWjRogSDDTw8PNS/f3+NHDnSUH/kyBFTQFBKO378uCFoMkOGDBo/frzVYMDHtW/fXt26dTPUHTt2zPQg1JMqJiZG9+/f16VLl7Rjxw5NnjxZzZo10+TJk00Z9xo0aKBOnToleLygoCDTgzP58uXT4sWLrQa0PJIhQwZ16tRJ3333nSEA7cqVKwlmuZo9e7YpO+3bb7+t4cOHm4IBH8maNavGjRtnuv486WbPnm0oZ8uWTT/++GOiwdEeHh4aPny4KfNjUFCQjh8/7tA+hoaGmh788/Dw0M8//6z27dvHe211cXFRhw4d9PPPP5uubxMmTLB5adVHwXkZMmTQyJEjtXr1ao0aNUrDhw/XjBkztGXLFvXu3Ttu+6ZNm5oeLrFn2WDL5YKbNGliV6bu9CI2NtY0Lri4uGjy5Mnq1KlTvPNuT09PjR492pT1e8OGDVbH4JEjRxrm4+7u7po2bZrVgMPHPffcc5o/f74hK3NkZKRGjx5t0+tzJMv5Vu/evRMcOyWpUKFC+u6770yv0VoWzsRYPuhluYoAAABI/wgIBAAAQLqybNmyBG/2Pf6vfPnyql69upo3b66+fftq/vz5cctpPOLi4qIBAwakyvIiHh4emjhxYqI3GTNkyKAvvvjCtKzKvHnzTDd6kmLmzJmGcq5cufTtt9/GPVmfmEGDBpmW+rM85iMFCxZU9erVDXW2fil/7Ngx07JXbdq0sWlfS8HBwbp3756hztYsWfXr1zcEt2TKlMmU1eVp8tFHH2ns2LF2La999+5dbdy4UZ9//rnq16+v9u3ba+HChYaMESnF8qa7n5+fXTcUmzVrZrqxZJlZKzU9nhlIkooUKWJzVrXu3bsbylmzZjUtp5qaLAPAXF1dNW7cOJsyURUpUkRdu3Y11O3Zs8d0kzk17du3T3///behrn79+nr77bdt2j9v3ryaMGGCaVkzW5ZEf1ydOnX05Zdfms6LTJkyqWLFinYdyx6pfY17+eWXbQrs9fDwMGWiCQ8P14ULF6xuf+nSJW3atMlQ9/rrr9u8ZJy3t7fGjx9vuEl+7do1Q2Y9W4waNSrRrE7Sw+uiZfBAfAEBMTExpqygmTNn1sSJE+MNfnuci4uLRowYYQpaWrNmjSG7ZXI5c+5QtGhRff7554kGEHp7e2vs2LGm9+vcuXOtbp+a59WTMOexvGEd3zKVqalbt26aMWNGimeATo1r36xZswzjacaMGTVlyhRlyZLFpj527NhRjRs3NtT98ssvDvkcYivL+U7OnDmVP39+m/a1DAjMkSNHvGN+WnDlyhWbP9+WLVtWVapUUaNGjdSzZ099//33Vsffxo0ba+LEiYmOZfPnzzc8HOLi4qJJkybFu7ynpRdffFGdO3c21C1cuND0mVt6GLDz66+/GuqeeeYZ9e/fP9F2XFxc9MknnyQa2PykuH79ug4ePGioe/PNN23+vUtSu3btrB7XkebMmaOQkBBD3YABA2zO2F+rVi0NHDjQUBcaGmr3QyADBgxQx44dTedznjx5DA9OZM6c2ZQ5d8OGDTZ95gwKCjI95JjU7x6edLt27TLNpTp37qwGDRokuu+j9+rjwW4xMTGm+cru3bt15MgRQ12/fv303HPP2dTHQoUK6fPPPzfUHThwQPv377dpf0exvFbZ+oBDmTJlDJkrM2bMmKT3r+WYeObMGdMcEAAApG8EBAIAAADxKF26tGbMmKF33303Vdp74403VLx4cZu2zZo1qyl459q1a4blQJLi7NmzpqWJevXqZVMgwCMZMmQwBVD+/fff8WZ+s/wi/cKFCwlm0HnE8gn96tWrq1ChQjb383HWgh3t+bJ49OjRWrBggf7++28dOHBAffr0SVI/0ovWrVtr/fr1evvtt+0KDHzE399fI0eO1EsvvWRX1qekeP755/XKK6+oSpUq8vX11csvv2wK4EiIm5ubaZlKazc5U4vluXz27Fmbs2xUrFhR33//vVauXKmDBw/q77//VqlSpVKim4mKiIgwLU9Xr149uwLWHg/sdHV1VcGCBXX+/HmH9dFe1gJzPvzwQ7uO8cwzz5iy5/3zzz+mm00J6devX5IzqSZHal/jHs8Ik5gaNWqY6uK7Zi1atEjR0dFxZXd3d/Xr18/mtqSHN/ksM/csWbLE5v3LlSunSpUq2bSti4uLaXk0y6yojxw/ftwUFNOxY0dTZsqEuLu7a9CgQYa6qKgoLV261OZj2MJZc4fBgwcrY8aMNm1bqVIl1a1b11C3adMmq5lXU/O8SutznpCQEAUEBBjqkjq/c6RZs2apbdu28Wa9doTUuPbdvXvXNLfq0KFDolkbLVlmBD9//nyyP4fYw/I8DgoK0n///WfTvnny5NHUqVO1bNky7du3T7t27dILL7yQEt1Mc3x8fPTpp5/qu+++symofOHChYbyiy++qCpVqtjVZo8ePQzBP7dv37aa6Wrbtm2GJckl6f3337d5Xu7h4aH333/frr6lVeHh4erWrZsaNmyoUqVKKVOmTGrVqpVdx7A253L0ZxTLuW2ePHlMAbeJ6dq1q/Lly2eoW7x4sc3758iRQ126dLF5e8v5Q2hoqLZs2ZLofqtXrzZk3c2fP7+effZZm9tNT9asWWMou7u765133rF5/6JFixrm3t7e3qa56YIFCwxlHx8fu8+thg0bmrKS2zPfdgTLDJiWmYcTMnjwYP3666/atm2bDh06pK+++sru9i3nTzExMTp79qzdxwEAAE8uAgIBAACAx+TMmVOtWrXStGnTtHz5ctON1ZTUoUMHu7Zv1aqVaRmR5C5VumvXLlOdZfCJLerWrWu6ebN3716r2yZl6Z7o6GjTF9G2ZtGxJkuWLMqVK5ehbuzYsfrrr79s2r9KlSqqWrWq6RhPs5w5c+qDDz7Qjh07NHXqVL366quGZXtsce3aNQ0aNEhDhgxRREREivSzd+/e+uabb7Rw4ULt2LHDlKXCFpZLRSW01GhKs1w+9N69e3r//fd148aNRPd1c3NTo0aNVLp0aZtuEqckf39/001Le9/j+fPn14wZM7R27VodOnRIGzduTHSJppT077//GspVq1a1OUDucdYyWO7Zs8emfXPmzGkKDkstqXmN8/HxsSuY1c/Pz1T3aBk6S5bXyVq1asnHx8fmth558cUXDeWDBw/avGxwtWrV7Gorb968hnJ8AQGW56j0cHlNe9WuXdsUXGT5sEFyOWPu4Ovrq/r169u8vWQOPLh//74p65OUuudVWp/zWMtmZu096gzHjh1Tz5499cUXX9i9zLctUuPat3//ftOcqkWLFnb39ZlnnjFlLYxvrp8SLOc7sbGx6tOnj86dO2fT/vXr11e5cuVszor4JPPy8tILL7yg0aNHa+PGjXrzzTdtejDg7NmzpuySSTlX8uTJo7JlyxrqrJ0rlsG2Pj4+dgdqNmrUKEkPI6U1hQsX1rBhw/TDDz9o1apVOnDggCmwKTHWlrJ15GeUoKAgnT592lDXpk0bux6skh4GLr/66quGuitXrticWbhWrVp2fW6pVauW6ZpiS5ZhywcKWrVq5ZQHbNICy/linTp17J6zDB8+XL/99pv27NmjnTt3aujQoYafW84bGzVqZAqus4XlvCg1r1OS+Vo1ffp0LV261KaMumXLllWNGjWUJ0+eJJ9r1oL9HZm1GwAApH1uzu4AAAAA4Eh+fn6m5WqlhzeJwsPDdePGDZ08edL0BZyfn5/Gjx+vqlWrplZXDfLmzWv3cmje3t4qXLiwIevHoUOHktUPy8wevr6+di1N9EjWrFlVoEABQ6aO/fv36+WXXzZt+2jpnuXLl8fVrV27VkOHDo33hsLff/9tuEHl5eWVpMDFx7Vs2VKzZs2KK9+9e1e9e/dWpUqV1KRJE9WtW1elS5dOVhtPI3d3d9WvX1/169dXbGysTp06pV27dmnXrl3au3evaZkpa1auXKm7d+/qhx9+MAUIOVNoaKj+/fdf03KJMTExTuqR9Oyzz8rX19fw/ti9e7caN26sRo0a6cUXX1Tt2rVTfMnD5LJcIkqSKleubPdx6tSp44DeJJ+1m6a2LqdmqXLlyvLw8DAEdOzdu9emZcuS8jt0hNS+xhUrVsyutqwFhFgLQg4LCzMtt2vrUquWLIMjwsLCdOzYMZsy/9l7LbIMCng8E93jLANL8+bNa7qRaQsXFxfVrFnTkLny0KFDioyMtJqdLimcMXd47rnn5OZm31ep1oI3/f39DVmFnHFepeU5j7Ub1UkJjrTUp08f9e3bN8FtIiMjFR4erqCgIF24cEEHDx7U8uXLTX369ddfFR4eri+//DLZ/Xpcalz7LLNBuri42LyEoeV+ZcqUMQRqp+ZSjMWLF1f58uV19OjRuLpTp06pZcuWqlevnho0aKC6desm6XNMWuPl5WXKNvpIRESEQkJCdOzYMdOyp15eXhoxYoRat25td5CWZP5cKCV9bCpXrpzhb2XtXLEMlq5UqZLd8353d3dVrFhR27dvT1I/04tLly6ZAuAlx35G2bNnj+k7laRmzLP2wM7evXttCga3N2Oli4uLWrdure+//z6ubtu2bQoJCYk3mPTs2bOm8flpXS749u3bunjxoqEuKdephOYYFy5c0K1btwx1jpoXXbhwQUFBQan2Wbhly5aGzy+RkZEaNmyYZsyYoaZNm6pevXqqUKFCin3HYW3+REAgAABPFwICAQAAkK7UrFlTY8aMSXCbq1ev6qefftLixYvjvhS/cuWKunfvrkGDBtm15IyjWAtitEXZsmUNwRK2LpUVnzNnzhjK4eHhdi9Z94jlMqUJLWnZpk0bw039W7duaefOnfHe0LR8Qr9Ro0bJzvDRvXt3LV++3BSg5u/vL39/f40fP165c+dWnTp1VKdOHT3//PPKmTNnstp82ri4uKh06dIqXbq0unTpotjYWJ08eVL//vuvtm/frt27d8ebCfDPP//Ujz/+6JSlwMLCwnTp0iVdunRJ58+f15kzZ3Ts2DGdPn3a6o01W574TykeHh5677339Pnnnxvqw8PDtWbNGq1Zs0YZMmRQuXLlVKdOHb3wwguqXLmy3UEuKc1y2dIcOXI80Tf1rWVoTOqNLQ8PD5UqVcpwY9IyKDU+JUuWTFKbyZXa1zh7g4esZd2w9t6+cOGCKbvOX3/9ZTpfbWEtS9/ly5dtCgi0N/uR5fs7voAAy2WSkxIk9EiFChUMywQ/CrJy5Ps4tecOSTmPc+XKpVy5chlubFueL844r9LynMdyyVBJqXbj3t3dXe7u7sqSJYsKFSqkunXr6p133tEvv/yiiRMnGrZdvHixatWqZfVhl6RKjWufZXC6m5ubhgwZkqRjWfbXnuXrHaFfv3565513DPOu6OhobdmyJW4J0JIlS8adxzVq1LB5ye+0xNvbW5MnT05wm9DQUC1atEg//PBDXIbbsLAwDR8+XPv379eIESPk6elpV7uW54okffPNN0maM1p+xrR2rlieT0kNSi5btuxTExAYGBioS5cu6eLFizp79qxOnTqlw4cPmzI7pgTLOYOU9HmDtTmxrXNbex84kR7OH3744Ye4sSMyMlJ//PGH1Szc0sOH0x5XtWrVJD0wkR5Ym4s7+gECy/FCkpYtW6a///7b7mNZLkUsPRx/Umte0a5dO82dO9cURHnmzBlNmTJFU6ZMUY4cOfT888/HXasced338vKSl5eXwsLC4uqs/U4AAED6lba+8QcAAABSQf78+TVq1CjVr19f/fv3jwtAevDggb766iudPXvWFEyT0vLly5ek/SxvzgYGBiarH7dv3zaU79y5oz/++CNZx4zv2I97tHTP408rr1q1yupN/Xv37mnz5s2GurZt2ya7f3nz5tX333+vXr16xbucYkBAgJYuXaqlS5fK1dVVzzzzjBo2bKimTZtaXY4FCXuUXaZMmTLq1q2bQkND9ccff2jmzJlWbwRMmzZNr776aooGhoWFhWnLli3at2+fTp06pQsXLqTKTTVH6tixo86dO6e5c+da/XlMTIyOHDmiI0eO6KefflK2bNn0wgsvqHHjxqpfv77TlwuWZMoK8aQH31rLhJmc5TYtA94SGl8flz179iS3mRypfY2zN+jBVtb+jidOnNCJEycccnxb/44ptcSl5euzd5n3x1m70RoSEuLQ8Tu15w758+dPUj9z5sxpGNMsz2NnnFdpec7z+E3rR1LqPW0LDw8Pvf3228qQIYPGjx9v+Nn48ePVvHnzJGVfsyY1rn2W58OjQJiUOHZKq1+/vj766CONHTs23ocxTp8+rdOnT+uXX36Rl5eXnnvuOTVp0kQNGzZUtmzZUrW/KSlLlizq2bOnGjZsqB49esSNi7Gxsfr999918uRJzZo1y67rh7W/p+U4mlQPHjxQeHh4XIDm3bt3TWNRUucsT/qcMT6XLl3Sxo0bdfToUZ05c0YXL16Md/xODZbXLnd39yT/zTJnzmwKWkrJuW3BggVVrVo1w/Kxq1atshoQGBsba1pS2BHfPTyprH0udvR7ztq86MCBAyl6/JSSOXNmTZ06VZ06dYr3c0xISIjWrl2rtWvXSnoYWPtovpWUgFdLnp6ehvfWgwcPkn1MAADw5Eg7ay0BAAAAqaxBgwb65ptvTJmBFi5cqEmTJqVqX7JmzeqQ/cLCwpKVnSwlb+QldGwXFxe1atXKULdx40arX1Zu2LDB8IVmvnz5krw8kaXq1atr1apV8S7L9bjo6Gjt379f33zzjRo1aqSuXbvK39/fIf14WmXJkkXt2rXTypUrNWjQINN788GDB4aMU450+/ZtjRkzRs8//7w++OADzZs3T3v27Ek0GNDFxcVhS2A60ieffKLJkycrb968iW57584drVmzRgMGDFDt2rX19ddfmzJ8pjbLgJCUCoBKLdYyXiV13Le2r603tpwVEJja1zhrGf8cIaWDXWx936XUsmKW51Fy3nfW/uaO/v2l9twhqb8Py/0sAzicdV6l1TmPtYBADw+PFGnLHr169TJlibx+/bpDM5GlxrXPWXP9lNK9e3fNmTPHpqXiHz30MXToUNWpU0fDhg2zmsH3SVakSBHNnDnTlEn28OHDev/99+PNxG1NSv89Hz++tcC2TJkyJem4T/qc0ZK/v7+6du2qRo0aaezYsVq9erVOnDiRaDBgSo+blnOG5MxrJfPfLaUfdrFc8nfv3r1WsxLu2bPH8OCBp6enmjVrlqQ20wNr12hHv+fSynzbUYoVK6bVq1fr5ZdftukzyrFjx/Tdd9+pRYsWateuXbLnGZZjgbW/IQAASL8ICAQAAMBTrWnTpurdu7ep/qefftKiRYtSrR9JDSiKiooylF1dXZMVCGG5ZJ0jJXbstm3bGvp+7969uOW+Hme55F+rVq0cGhxRoEAB/fzzz1q1apV69epl03JAsbGx+vfff9WhQ4dUDyZNj1xdXdW7d2/179/f9LOkLBWUmCNHjqhFixb65ZdfbMq0kStXLjVo0EAff/yxNm3apCpVqji8T47w0ksvafPmzZoyZYqaN29u082ae/fuafbs2WrSpIkOHTqUCr18OlgLYktO8Lbl2G/r8n2OymJlr7RyjUuulLxGSrIrUCMlWJ6TyTlHo6OjTXUpcf6l5twhqeex5e/C8v3qzPMqLc55rL3Hk3MuOlK7du1Mdbt27XJCT5LOmXP9lFKzZk2tXbtWM2fOVNu2bW3KVhUeHq6lS5eqadOm2rRpUyr0MvUUKVLE6kNv//77r4YNG2bzcVJzbLI2j0lqFitnX0sd6aefflKHDh3077//JrpthgwZVKJECb322muaPHmyli9fnqJ9i4mJMZSTO05bXittnTMkdW7RrFkzQ9BpbGysVq9ebdrOcv7QqFGjdBd0mtakx/m2t7e3xo8fr40bN6pv3742L7N85MgRvfXWWxo6dKjpPWcry/emMz9LAQCA1MeSwQAAAHjq9evXT//++68p+OXrr79W9erVVbx48RTvw71795K03927dw3lzJkzJ6sfWbNmVVBQUFy5Q4cO+uKLL5J1TFtZW7pn5cqVat68eVz5xo0bphuvrVu3TpH+lCpVSoMHD9bgwYN17tw5bd++XTt37tSePXsUGhpqdZ/Y2Fj99NNPypIli3r16pUi/Upr9uzZo4ULFyowMFCBgYG6efOmfv/9d4csJ9izZ08tWLDAkL3l9OnTyT7u486fP6/OnTtbDQT08vJSuXLlVKpUKRUvXlxFixZVyZIlTUteppVABWvc3NzUuHFjNW7cWJGRkdq7d6/+/vtv7dy5U8eOHYv3xkJwcLB69eqlhQsX2pR1x9Ess4wkdYxMK6xlL4lvHLGF5b7OXE7TFmnlGpdc1paXXLBggapWreqE3jhetmzZDFlRk/O+s/zbSUqR5chTc+6QUudxWjiv0tKcx1pWsLCwsLilRZ2pYsWKprpLly457Pipce2zbKN27dqaOXOmw9tJbS4uLqpdu7Zq166tmJgYHTp0SDt27NDOnTvl7+8fb4DJ/fv3NXDgQP3yyy+qXr16Kvc65dStW1fdu3c3/W1Xr16t2rVr27TkqeW5UqRIEYctL23J2jwpqed/cuZX9krJwKWpU6fGG3SdO3duVahQQSVLllTRokVVvHhxlShRwjB+OnJsssYyC2Vyf++W18qUnttmzpxZjRs3NgT8rVq1yvCwaHh4uOmcf5qXC5asZ4J09LXKWhvbtm0zfQZ/EhUsWFB9+vRRnz59dO3aNW3btk3//POPdu3aZTWj/CPLli2Tp6enPvvsM7vbtAyuTmr2VQAA8GQiIBAAAABPPTc3N40bN06tWrUyfFn24MEDDRo0SL/99luKL7mT1GVRAgMDDeV8+fIlqx/Zs2c3BARaWzYnJbVp08ZwU3/Hjh26fft23E2iNWvWGAKYqlSpoqJFi6Z4v4oVK6ZixYqpa9euioqK0uHDh7V9+3Zt3LhRp06dMm0/efJktW7dWr6+vineN2e7cuWKKZuCv7+/QwICPTw8VL16da1ZsyauztE3+T788ENTMGCJEiU0cOBA1a1b16b3flIzmKQ2d3d3Pffcc3ruueckPRx3/v33X23dulWbN282jUO3b9/WN998ox9//DHV+2oZIJPQDZIngbWAn1u3biX5eAEBAYZyrly5knys1JBWrnHJZS1g4erVq+kmIDB79uyGgMDElkxPiLV9fXx8kny8hKTW3CGp5/Hj8yrJfB6ntfPK2XMeazeqw8PDHXLs5ErpQIjUuPZZnm+PL4WZXmTIkEFVqlRRlSpV1LdvX92/f1979uzRX3/9pQ0bNpjGp4iICI0aNUorV650Uo9TxsCBA7Vt2zadOXPGUP/ll1+qevXqKlSoUIL7W54rV69eVWxsbIpkl3Jzc1OOHDkMy9Bevnw5ScdKzudXezNwpdTYdOLECU2ePNlU37p1a7311lsqWbJkosdI6XHTcryKjIw0XHvtERISYgquTI25bZs2bQwBgadOndKpU6dUqlQpSdLWrVsNgYp58+aN+xz1tLL293X0tcoy2FR6+L5ODwGBj8uXL59ee+01vfbaa4qNjdWJEye0fft2bd68WQcPHjRtv2DBAnXo0EHlypWzqx3LJYKd/YAVAABIXSwZDAAAAOhhxgNry5MeP35cP/30U4q3n9SsZ8ePHzeUk5vJy8/Pz3T81Mx+Zrl0T2RkpGEZr3Xr1hm2b9OmTar17RE3NzdVqVJF/fr106pVqzR//nzT7y0iIkIbN25M9b45g7UAnf379zvs+Hnz5jWUHfkF9t69e+Xv72+oK1++vBYvXqxGjRrZHAhsGezxpMiePbteeukljR49Wjt27NDgwYNNS2hu27YtVTOtPGIZUBocHJykALpNmzbp559/1h9//KFjx4455bVID7NBWN5AP3LkSJKO9eDBA507d85Q54gA3JSUVq5xyWU51kvSsWPHnNCTlFGwYEFD+ejRo0k+luX5nTFjRuXOnTvJx0tIas0dknIeX7lyxRRIaHkep+XzyhlzHmuBAGklKNwySFlybObL1Lj2Wf79Ll++7LRrY2rJlCmT6tWrp08//VR//fWXvv76a1P2sZMnT+rs2bNO6mHK8PDw0OjRo01zu3v37mn48OGJ7m95PkZERKTo78gyA+eJEyeSdBzLuUNCLOdm9mb8szYmOMKcOXMUFRVlqPvggw80duxYm4IBpZTr2yPWAkqTOm+wtp/lnCQlPPvss6Yxcf369XH/t5w/tGrVyvR+etpYm7NYe1ggMQEBAfrf//6npUuXas+ePbpx40bc905peV6UUlxcXFS2bFn17t1bixYt0qpVq6wG/j3+oKQt7t27ZxrXrM2zAABA+vV0z14BAACAx3Tt2lXly5c31U+bNs0UfOFoJ0+etPsp/uvXr5uyeiR3qatq1aoZyoGBgXbdVHncwoULtXbtWh06dMjmm5mPlu553KMv4q9evarDhw/H1WfMmNGwJGBy3bt3T0eOHNHKlSu1c+dOm/erVq2apkyZYqq3zMaRXlWoUEGurq6GumXLllldLjIprl27Zig78uaQtQCGQYMG2bWMzt27d019dPYSwjdu3NDOnTs1b948m4MVPTw81KtXL7355puG+qioKJ0/fz4lupmgypUrm+osl3W3xaJFizR+/Hj169dPbdq00QcffOCA3tkvZ86cpoxklkuY2mrv3r2mm8Rly5ZNct9SQ1q5xiWXr6+v6Qb4jh07knSsS5cuad68edq6datOnz5tddny1GaZke7GjRu6cOGC3ceJiYkxZOyTpDJlyqRIVikp9eYOSRmD9u3bZ6qrUaOGoeyM8yotz3msXeevX7/usOMnh7UApcSyrNkjNa59lnP9qKgou86Bx61atUorV67Uvn37dOPGDbuzqyVXUFCQ9u7dq99++03//fefTfu4urqqXbt2GjhwoOlnSQ1eT8sqVaqkTp06mep3796tJUuWJLivtSylSR2b/vzzTy1btky7d+/WlStXFB0dnWh7J06c0I0bN+xqx97Prm5uxgW07L0Wp9R3BI8HtUtS/vz59dZbb9l1DGtBWo58j1o7P5I6t7W2X5kyZZJ0LHu4uLioVatWhrpH84cHDx7or7/+MvysdevWKd6ntM7X19cUsGf5gJ0t9u7dqx9++EHDhg1Tp06dVLdu3bjg//Lly5uCtpM69hw/flwLFy7U9u3bde7cuVTPOBweHq4TJ05o7dq1pvd1QkqVKqWpU6eaHlC0d75lbf6UGsG2AAAg7SAgEAAAAPj/XF1d9eWXX5qCmyIjIzVy5MgUbTssLEwbNmywa59ly5YZyi4uLqpbt26y+mF5k1qS5s+fb/dxDh8+rJEjR2rgwIHq0KGDateurc8//9ymfS0z9/z7778KDQ3V5s2bDYFWjRo1srp0W1K8//77qlatmtq1a6chQ4Zo5syZdu1frlw501KIlkuzpFeZM2fW888/b6gLDQ3VrFmzkn3s0NBQbd++3VBXs2bNeLe3N9jE2lJk1m7GJ2Tz5s2mm2uWwVqWUioo5tq1a6pWrZrq1q2rbt26adSoUfr333/tOsYLL7xgqotvSeSUeh3SwxvY7u7uhjp7MyLcv3/fFJRkGQiRmizH1wMHDiQp087ixYtNdbVq1Upyv1JDWrnGOYJlUOLJkyetBn0l5pdfftGoUaP09ttvq2XLlqpSpUqSbqg6krU5gLXzLTHbt2833YBM6XM0NeYOe/bssTswzfI89vPzU4kSJUzbpeZ5ldbnPIULFzZdXywD753F8u8pOTZQOTWufY6a69+4cUPDhg3TkCFD1LFjR9WtW1fvvPOO3cdJioiICNWpU0fPPfec3nzzTY0YMcLua4w9850n3YABA6xm9B43blyCD45UqlTJFJSzcOHCJC2rO2zYMA0dOlSdO3dWgwYN9Morr5i2a9q0qaEcExOTaNCipSVLltiV5c8y87i15e4Tsnv3bru2t0VoaKgps2zFihVN31EkxtqDT4l9RrFHrly5VKRIEUPd0qVLrQZ7JiQqKkpLly411Pn6+qp48eLJ7aJN2rRpY7jmnDt3TmfPntU///xjCBCtXLmy0zNVpxWWn6e2bdumO3fu2HWMbdu2GcpFihSRt7e3JMnd3V3PPPOMafukLHH/7bffauTIkXrrrbfUrFkzVa5c2e73eVJ99dVXqly5slq1aqWBAwdq4sSJdu2fO3duU2CsvfMta/Mny/ctAABI3wgIBAAAAB5Trly5eLMoWH5R7WjTp0+3+QZGUFCQ5syZY6irUaNGsp/2rVatmukLwuXLl9u9ZNOkSZNMdU2aNLFpX8uleyIjI7Vz505TYJgjlwsuWrSoIWBg586dCggIsHn/iIgI03JruXLlclj/0rqOHTua6n788Udt3rw5WccdP368KdOgZRaHx9m7hFNERISpzp6sAffv37eaKSmx93FKLTWVL18+09KFK1assOsY1pZltAz8eCQll8zy9PTUSy+9ZKjbuHGjXZlYli9fbsr08uKLLzqkf0nRrl07U924cePsOsaBAwdMN3jLly//RNygTAvXOEew9necMGGCXTfAL126ZAq0y58/v2m5xNRWuXJl0w34BQsW6NKlSzYfIzIy0uoNzxYtWsS7j71BDtakxtwhJiZGU6dOtXn7Xbt2mTKvxdd+ap5XaX3O4+npaQpeckamWktLliwxZJuUpGzZsql27doOayM1rn358+fXc889Z/j5P//8Y3qvJOa7774zjem2zvWTy8PDQ/nz5zfUrVy50q4MzdYC4eKb7zzpMmfOrE8++cRUHxISkuA8xMPDQy1btjTUnT9/Xr/99ptd7c+cOdM0v7R2rhQrVkzPPvusoe7nn3+2+Rp0+fJl/fTTT3b1zXLsCgkJsflz7/3797Vy5Uq72rOFtc8i9garbtu2zWrWvcTmYfZejy2vXQEBAXY/FDZz5kxTgJbleZeSChUqZApw2759e4p+9/Cks/w8Hh4ertmzZ9u8f2BgoP744w9DXYMGDQxly3MrKipKEyZMsKuf+/bt09atWw11VatWla+vr13HSapixYoZAqjPnj1rmkckxvJaZe98y3L+5Obm5tDMxgAAIO0jIBAAAACw0L9/f+XNm9dUP3bsWJuX30yKEydOWA2ksxQZGamPP/7Y1Bd7lxGyJkOGDOrevbupvf79+9u87O/s2bP1999/G+rKli1rusETH2tL92zatMmQgSF37tymrHTJYXlTKjIyUl9//bXN+y9dutR088bZS1umpgYNGpgy90VHR6tfv3764Ycf7MrUIT38/Y8bN04LFiww1Ddu3DjB5aMsl9SREr6BlidPHlPd+vXrbepjeHi4PvjgA6s3KRO7aWfZT0dmVrJcNnPr1q2m5a7iExsbq4ULFxrqcuXKZVrq9pGUfB3Sw2XcHxcREaGhQ4fatJzb1atXNXnyZENd9erVVapUKYf20R7PPPOMaXm1rVu3atq0aTbtf+PGDQ0ZMsQUINStWzdHdTFFpYVrnCNUr17dlEl03759GjNmjE37R0REaPDgwaaA5K5du6Zo1k1buLi4mOYA9+7d0wcffGDTMvCxsbH68ssvTcEUzz//vF1jd1LGktSaOyxYsEB//vlnotsFBATo448/NgQoZcqUyWoAvZS659WTMOex/F3YswRoSli1apU+++wzU32XLl1MgfjJlRrXvp49e5r2HTJkiM2Bl5s2bdLvv/9uqPP19U0w8NfRLM/jU6dO2ZXp0HKOaS0jVXrSqFEjNWrUyFS/bNmyBJd57dGjh2kM+frrr7V//36b2vX399cPP/xgqPP09NTrr79udfs+ffoY2rt//7569+6d6NLBN27c0Ntvv6179+7Z1K9Hypcvb6r75ZdfEt0vNjZWo0aNsvnzsT1y5sxpyhS6Z88em7+HOHHihIYMGWL1Z4k9+GTv9fj1119XpkyZDHXffvutzUsH79q1S999952hzt3dXW+++aZN+zuKZbDftm3bDEvUZsyYUc2bN0/VPqVlderUUcmSJQ11U6dOtXlc+PLLLw3XNBcXF9OY0KJFC9PDAWvWrLE54DQkJERDhw411afm56YGDRqYliX/+uuvbf5uZPv27aYVDezNdn/s2DFDuVy5cla/MwEAAOkXAYEAAACAhcyZM2vEiBGm+sSyKDjCjBkz9OWXX8b7ZX1gYKDef/99083o2rVrq169eg7pQ9u2bU03Ry5cuKAOHTokuHxddHS0pk2bptGjR5t+NmjQILsCHSy/lF+1apXhhkSrVq0cklHokUqVKqlKlSqGunXr1mnEiBGJ3gjZtGmT6TX7+fmpTp06Duvfk2D06NHKnj27oS4qKkr/+9//1LRpU82ZMyfRG1lBQUFasmSJWrVqpRkzZhh+lj17dg0bNizB/S3bl6TTp0/Hu721INUJEybo4MGDCbZz+PBhvfHGG/EGhSR2MzJbtmyG8qVLl6xmK0yKTp06mTL3DRgwQJs2bUpwv/DwcH388cc6cOCAob59+/bxvndT8nVID9+XlsEFhw4dUo8ePRLMFnP69Gl1797dkI3GxcVFAwcOdFjfkmrYsGGmm7wTJkzQV199lWCwx969e/XGG2+YXnfNmjWtLruXVqWFa5wjWPs7zpkzR4MGDUpwnLtx44Z69uxpGmP8/PziDRRLba1atTJllPP391fnzp116tSpePcLCgrSBx98YAoq9vDwsJqZ6nGWY0lSltKWUmfuEBsbq759+yaYNfrYsWPq1KmT6SbuO++8k2AGstQ6r1J7ztOgQQOVLl3a8M/yd2PJMsDQ3kzVyREdHa3Q0FCdPXtW8+fP1+uvv2412LJQoULq3bu3w9tPjWvfCy+8YMqYGxwcrNdff11btmxJsH9LlizRwIEDTdn4+vbt6/DgyIS0b9/eFIj09ddfm8YgS9HR0fr2229NSzE3a9bMNBY9cvnyZdM5bJnN6knwySefmH5nkjRy5Mh452/Fixc3Zc8PDw9X9+7d9fvvvyeYlfGvv/5Sz549rQYqW3soR3qYDdgyM9i5c+fUpk0bLV682PTQzYMHD7R48WK1adNGZ86cibcv8alevbrp7758+fIEH9YIDg7WwIEDrS4h7ggZMmRQrVq1DHX379/XBx98YMrO+rioqCjNnz9fHTt2VEhIiNVtEtpfMl+PE/udZsuWTf379zfURUREqFevXlq8eHG850dsbKwWL16sXr16mc6Pt99+O9UzQjdt2tQwfu3atUsXL16MKzds2DDe8eFp9eGHHxo+I0ZGRqpnz56mzH+PCw8P1/Dhw7V27VpDffv27VW4cGFDnZubmz7++GPTMUaPHq2vv/46wc/b586dU+fOnQ1/Q0mqUqWK6eG5lJQnTx7TUuj79+9Xv3794n2PPr7d4MGDDXWZM2e2O3um5fypRo0adu0PAACefG6JbwIAAAA8fRo1aqQGDRqYbootW7ZMbdq0MX1J70hz587Vli1b1K5dO1WtWlXZsmXTrVu39Pfff2v58uW6ffu2YftcuXLZnEHGFh4eHvrf//6ntm3b6s6dO3H1V65cUceOHVWnTh01atRIxYsXV9asWRUSEiJ/f38tW7bMamaRrl276oUXXrCrD4+W7nkUgGiZESslluwZMWKEOnTooKioqLi63377TX/++adefvllVatWTblz55a7u7vu3LmjM2fOaNOmTfrnn39Mx/r4448dGrBozZUrV1S6dOlkH6dPnz7q27dvso9ToEABff/991azc1y+fFlfffWVvv76a5UsWVKlSpVS7ty5lTFjRoWGhio4OFjnz5/XsWPHrN44ypgxoyZNmmRYDtKavHnzKkOGDIaleUaPHq2YmBgVK1ZMYWFhypYtm0qUKCHp4fs8X758unbtWtz2oaGhevPNN9WiRQvVr19fBQoUkLu7e9wSYlu2bDFknJIeZn16PJgrODhY0dHR8Z4DlsvchYSEaMCAAerSpYuyZ8+u4OBgVapUSVmyZEnw9VpTvHhxdenSxZA94f79+3r//fdVpUoVNW3aVKVLl1b27NkVHR2tW7du6eDBg1q1apWuXLli6mdCWdlS8nU8MmrUKB0+fNhwQ+fAgQNq0aKFWrRoobp16yp//vxycXHR5cuX9eeff2rt2rWG97H0MItTWsjaWalSJQ0ePNgUUDNnzhytW7dOL7/8smrVqqVcuXLpwYMHOn/+vDZs2KBt27aZjpUvXz67l85KC5x9jXOEypUrW/07rl69Wlu3blXLli31/PPPx41JV69e1d9//61Vq1aZAj/d3d317bffpplsHR4eHvr222/Vtm1bw9/i+PHjatOmjRo2bKgGDRqoYMGCcnd3V0BAgP755x+tXr3a9LeTHmaBsVyG2JLlWHL69GkNHz5cbdu2lZeXlwIDA1W7du1ElylPrblDZGSkhg0bpkWLFqlVq1YqVaqUPDw8dPnyZW3evFnr1q0ztV2rVi316tUrweOm5nmV1uc8llmH79y5o9OnT5syEtljypQpmjJlSnK7JknKmjWrJk6cqIwZMzrkeJZS49o3duxYtWnTxnDtDwkJ0bvvvmuYL+TIkUN3797VsWPHtHLlSh09etR0rMaNG+u1115z0Ku3Tfbs2TVw4EB99dVXcXVRUVEaOXKk5s2bp5YtW6pcuXLy9vZWbGysgoKCdPToUa1atcoUdJw1a1YNGDAgVfvvDPny5VP//v1NY8z58+c1derUeD8PfPjhhzp48KBhqcsHDx5o+PDhmj17tpo3b65KlSopZ86cCgsL06lTp7Ru3TqrWeIqVaqkPn36JNjPYcOG6fjx44ZzLTAwUJ988om+/vrruPMyJCREJ0+eNIx/rq6ucZ9PH0noobRH2eh+/PFHQ/2ECRO0fv16dejQQUWLFlWWLFnixtyVK1fGfdZxdXVVpUqVTA/UJFenTp0MGeqkh8u7N2/eXO3bt1eVKlXk7e2tqKgoXb9+XQcOHND69et19epVwz6Wn1ESy2iYP39+QzbGxYsXq0CBAqpZs6ZiY2MVGRlpylDWrVs37dmzx/DwUXh4uD755BPNnTtXLVu2VIUKFZQ9e3bdvn1bx44d06pVq6wGetepU0fvvfde4r8gB8uSJYsaN24ctwS05VjaunXrVO9TWle3bl11795dM2fOjKu7f/+++vXrp6pVq6pFixYqWbKksmbNquDgYO3bt0+LFy9WQECA4Th+fn768MMPrbbRpEkTde7cWXPnzjXUz549W2vWrFHLli1Vs2ZN5c6dW7Gxsbp48aK2bt2q9evXm7LwZc+eXePHj3fQq7fd4MGDtXXrVkMw7pYtW9S4cWO1bNlSNWrUUP78+eXp6anQ0FCdP39eW7du1ZYtWwzfaUgPVzKx9gBkfEJDQ00P81jOrwAAQPpHQCAAAAAQjxEjRujff/813WQdOXKkVq5c6dCb976+vipUqFDcTewrV66YlvyyxsfHR7NmzVLu3Lkd1hdJKliwoH755Re9++67pi9td+zYYbpBEZ9WrVrF+wVvYtq0aWM1I2GlSpUSDS5IivLly2v48OEaNWqUISjt5s2bmjlzpuHL7oT07dvX6pJcT4MaNWpozpw5GjBggNUsNrGxsTp16lSCWaYs+fj4aNKkSTYF4WbMmFHly5c33LC8ceOGPvjgg7hyixYtNHHiREkPlyz7/PPP9e677xqCN6KiorRixQqtWLEi0TabN2+uV199VT169DDsf+zYMVOWrUesLfWzefNmbd68Oa48ffp0uwNpHxk4cKCOHz9uuhF74MABm29Y5siRQ99//32CwXwp/Tqkhzfopk+frt69e+vChQtx9eHh4Vq6dGmCWboeadGihdUlo5ylW7duevDggb799tskjzVFihTRzz//7PCxP6WktWucI8T3dwwNDdXChQsTzVIlPRyzJk6cqEqVKqVkV+1WoEABzZw50zQHiIqK0h9//JFg9pdH3Nzc9Nlnn5mW8bXG2ljy+++/G5YkXbdunYoVK5bosVJy7lCtWjVdvHhRN2/elCQdPHgw0Yyy0sOMND/88EOiAY1S6p1XaX3OU7JkSRUuXFj//fdfXN0///yTrIBAR8mXL58mT54c7zXeEVLj2pc9e3bNnj1bb7/9tilAzp75wvPPP6+xY8fatK2jde7cWYcOHdLq1asN9adOnYqb6yXG1odO0ovOnTtrxYoVpmUkp02bphYtWlgdZz08PDRt2jT16dPHNL7aM68vW7asfvzxx0Q/Q2fJkkUzZsxQ165ddfLkScPP7t+/H++56ebmpm+++UYLFiwwPLyTWHu9evXS2rVrDeONJB09elQjR46Mdz8XFxeNHDlSly5dcnhA4IsvvqgWLVqYMlneuHHDpsBmLy8vffbZZ9q3b59+++23uPrHPyNZU7VqVcNriYyMNKyQ4Ovra/V7gPHjx2vIkCHauHGjof7kyZOmv2F8XnzxRU2cODHFH6qLT9u2beMCAh/n6+v71GX+t9WgQYMUGhpqOMekh9ntbFk+2NfXV7NmzVLWrFnj3WbYsGGKiYnRvHnzDPW3bt3SrFmzbFpCOHv27Jo6daoKFCiQ6LaOli9fPo0bN079+/c3BCneuXNH8+fPt3mp+7Zt26pr1652tb17925DcGvmzJmtrpAAAADSN5YMBgAAAOKRP39+q5kSHmVRcKRHN1rq1q1r8z7PPfecli1blmI3RytUqKDff/89SV+Ae3p6atCgQRo7dqzc3JL2HFKzZs2sLj2WEtkBH+nYsaPGjRtn15PXj2TJkkVff/11olkv0rsKFSpo+fLl6tWrV7KWjsuQIUPcjRl7MnIOHTo0wRtJljel6tWrpzFjxtjd11y5cmncuHGaNGmSKleubFrm8a+//op33xIlSqhDhw4JHt/Wm2fWeHp6atq0aUl+r1SoUEELFixQuXLlEtwupV/HI4ULF9bChQvtXp7Pzc1N/fr10zfffGNTIE5qeuedd/Tdd9/Fu2RefFxcXNS+fXv9/vvvKlSoUAr1zvHS4jXOEd555x1NmTJFefPmtXvfEiVKaM6cOWk2gPzRHKB27dp271uqVCnNnz9f7du3t2n7evXqJTrXsHUsScm5Q6FChTRr1iwVKVLEpu0zZMigzp07a86cOXZlSk2t8yqtz3maN29uKFvLTpiafH199d5772ndunWpEsSbGte+ggULatGiRWrZsmWCWdTia6dHjx6aOnWqMmfObNe+juLi4qJvvvlGPXv2TFIQUeHChTV37txkPbjwpHF1ddXnn39uOjciIiISDH7z9vbWrFmz1LlzZ9Oc1xZt2rTRr7/+qly5ctm0fc6cObV48WK9++67NrVXqlQpzZ07V82bNzdl1UosIDBz5syaPXu2ypcvb1PfpIeZ9yZMmJCimTHHjBmjZs2a2b1frVq1tGzZMrVu3doUuHz69GlTRvDH9erVS76+vvH+/ObNm1aXsPfy8tJ3332nvn37ytPT067+enl56aOPPtIPP/xgdUnr1PLss89aDQxu1aqV04IU0zo3Nzd98cUXGjZsmN1/u5o1a9r0ecbV1VWffvqpRo0apRw5ctjdxypVqmjBggWqUqWK3fs6SsOGDTV16lS7P/dJD7OYDho0SF9//bXd+1rOmxo1amT3+xMAADz50tY34gAAAEAa06VLF5UtW9ZUP23aNJ07d86hbWXJkkU///yzvvrqKxUtWtTqNi4uLqpRo4Z++OEHzZo1K0lfKtojT548mjFjhn799Vc1bNgw0Rt+Pj4+6tGjh9auXavevXvbfXPxcY+W7nmch4eHWrRokeRj2uKVV17RunXr9O6779qULcTPz0/vvfeeNm7cqHbt2qVo354UWbJk0eDBg/Xnn3/q008/Va1atWwOuCtcuLDeeustrV+/XqNHj7b5xuEj1atX1/Tp0+MNpDh//rzCw8MNda+88krcjbOEbhpmyJBB5cuX19ChQ7Vhw4a4zFeZM2c23bBfuHChIiIi4j3WyJEj9dZbb8V7k9PaMlr28PT01JgxY+KWzUvs958hQwbVrFlTkyZN0uLFi23KxCWl/Ot4JGfOnPrxxx81b9481a9fP8GbGZ6enmrTpo1WrFih999/P83exGvcuLE2btyooUOHJrr8d/bs2dWuXTutWrVKX375ZYKZNNKqtHiNc4RGjRpp48aNGj58uMqXL5/oda9ixYr64osvtHz5clWuXDl1OplEefLk0cyZMzV79mzVr18/wXHE1dVVNWvW1MSJE7V8+XI988wzdrU1ZcoUtW3bNt4AJlvHkpSeO5QoUUIrVqzQ22+/rZw5c1rdxsPDQ82bN9eyZcv0ySefJCmjdGqdV2l5ztOyZUtDedeuXaas3SnB3d1dOXLkUNGiRfXCCy+oV69emjVrlv766y/1798/WQ872Cs1rn1Zs2bVhAkTtHz5crVs2TLRgIssWbLotdde0/Lly/XRRx85fbnzDBky6MMPP9TSpUvVvn17m66PFStW1KhRo7R69Wq7x6r0oFKlSnrjjTdM9bt3704w+6SHh4c++eQTrVu3Tq+99lqCgWPSw+yLLVu21MKFCzVmzBi7AqMf7T9gwIC4zxN16tRRkSJFlDlzZmXKlEmFCxdWs2bNNHnyZC1dulRVq1aVJIWFhRmOY8t7Nl++fPrtt9/0xRdfJBgY6OXlpQ4dOmjdunUp/pnUw8ND3377rSZNmpRoRtLMmTOrYcOGmj59uubMmRM3z2rSpIlpjm65/OrjcubMmWjwVHzXYxcXF/Xp00cbN25Uly5dlC9fvgT7XKBAAb377rvasmWLevTo4fSHd1xcXPTKK6+Y6lPyYcT0olu3btq0aZO6deuW6MMMzzzzjCZNmqTZs2fb9eDDa6+9ps2bN6tfv34qUaJEgtu6uLioVq1amjRpkhYsWJAiq0vYq3bt2lq7dq0GDx5s08NOuXLlUteuXbVhw4Ykf6+2detWQzmlxywAAJA2ucQ+vi4EAAAAgFTx3XffGZb78fPz05YtWwzbHD58WGfPnlVAQIDc3d3l5+enZ555xqkBEpGRkfL399fVq1cVFBSk+/fvK3PmzPL29lbZsmVVrFixZAUBWvrpp580adKkuHLTpk31v//9z2HHt8XVq1d14sQJXb9+Xffu3VNkZKQyZcqkfPnyqUyZMipcuHCq9udJFRUVpXPnzuny5cu6fv26wsLC9ODBA7m7uytLliwqUKCASpUqlaSMSNZERkbqwIEDOn36tG7fvi03NzflzJlThQoVUtWqVeMNYAsLC9ORI0d0/vx53b59W7GxscqZM6dy586tZ555JkmZCRISFBSkPXv26PL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+      "text/plain": [
+       "<Figure size 3000x1800 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Ripley L Plotting\n",
+    "# Define the center phenotype and the neighbor phenotype \n",
+    "center_phenotype = \"B cells\"\n",
+    "neighbor_phenotype = \"Regulatory T cells\"\n",
+    "\n",
+    "plot_specific_regions = False\n",
+    "regions_labels = []  # If you have specific region labels, list them here.\n",
+    "plot_simulations = True\n",
+    "\n",
+    "# If plot_specific_regions is True and no region labels are provided, then raise an error.\n",
+    "if plot_specific_regions:\n",
+    "    if len(regions_labels) == 0:\n",
+    "        raise ValueError('Please identify at least one region in the \"Regions Label(s)\" parameter.')\n",
+    "else:\n",
+    "    regions_labels = None\n",
+    "\n",
+    "# Plot the Ripley L results.\n",
+    "fig, plots_df = plot_ripley_l(\n",
+    "    adata,\n",
+    "    phenotypes=(center_phenotype, neighbor_phenotype),\n",
+    "    regions=regions_labels,\n",
+    "    sims=plot_simulations,\n",
+    "    return_df=True\n",
+    ")\n",
+    "\n",
+    "# Optionally, adjust figure properties (if needed).\n",
+    "fig.set_size_inches(10, 6)\n",
+    "fig.set_dpi(300)\n",
+    "\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Neighborhood Enrichment"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "100%|██████████| 1000/1000 [00:09<00:00, 105.71/s]\n",
+      "100%|██████████| 1000/1000 [00:07<00:00, 131.30/s]\n",
+      "/Users/liuf9/opt/anaconda3/envs/spac-3913/lib/python3.9/site-packages/anndata/_core/anndata.py:402: FutureWarning:\n",
+      "\n",
+      "The dtype argument is deprecated and will be removed in late 2024.\n",
+      "\n",
+      "/Users/liuf9/opt/anaconda3/envs/spac-3913/lib/python3.9/site-packages/squidpy/pl/_utils.py:555: FutureWarning:\n",
+      "\n",
+      "Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
+      "\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 4 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "annotation = \"renamed_clusters\"\n",
+    "analysis_method = \"Neighborhood Enrichment\"\n",
+    "stratify_by = None\n",
+    "seed = None\n",
+    "coord_type = None\n",
+    "n_rings = 1\n",
+    "n_neighs = 6\n",
+    "radius = None\n",
+    "image_width = 15\n",
+    "image_height = 12\n",
+    "dpi = 200\n",
+    "font_size = 12\n",
+    "color_bar_range = \"Automatic\"\n",
+    "\n",
+    "# Determine colormap and vmin/vmax based on the color_bar_range\n",
+    "cmap = \"seismic\"\n",
+    "if color_bar_range != \"Automatic\":\n",
+    "    # If you provide a numeric value for color_bar_range, use it to calculate limits.\n",
+    "    vmin = -abs(color_bar_range)\n",
+    "    vmax = abs(color_bar_range)\n",
+    "else:\n",
+    "    # Let the spatial_interaction function decide the limits automatically.\n",
+    "    vmin = None\n",
+    "    vmax = None\n",
+    "\n",
+    "# Set the global font size for Matplotlib\n",
+    "plt.rcParams['font.size'] = font_size\n",
+    "\n",
+    "# --------------------------------------------------\n",
+    "# Call the spatial_interaction function using the current adata\n",
+    "# --------------------------------------------------\n",
+    "spatial_interaction(\n",
+    "    adata=adata,\n",
+    "    annotation=annotation,\n",
+    "    analysis_method=analysis_method,\n",
+    "    stratify_by=stratify_by,\n",
+    "    return_matrix=True,\n",
+    "    seed=seed,\n",
+    "    coord_type=coord_type,\n",
+    "    n_rings=n_rings,\n",
+    "    n_neighs=n_neighs,\n",
+    "    radius=radius,\n",
+    "    cmap=cmap,\n",
+    "    vmin=vmin,\n",
+    "    vmax=vmax,\n",
+    "    figsize=(image_width, image_height),\n",
+    "    dpi=dpi\n",
+    ")\n",
+    "plt.show()"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "spac-3913",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.9.13"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/examples/example_usage_lymphnode/example_lymphnode_data.csv b/examples/example_usage_lymphnode/example_lymphnode_data.csv
new file mode 100644
index 00000000..97108535
--- /dev/null
+++ b/examples/example_usage_lymphnode/example_lymphnode_data.csv
@@ -0,0 +1,4826 @@
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+56,41657.61076,841.9746835,543.7183544,1111.563291,38057.15823,696.8987342,594.8607595,1642.60443,18734.18987,588.2310127,635.335443,1746.996835,26718.9019,1225.477848,4418.120253,4266.376582,9542.547468,1271.585443,393.4936709,2401.360759,18613.22152,402.2088608,187.693038,602.2056962,22102.82911,386.5474684,216.6740506,3899.164557,18126.96835,1470.829114,1137.841772,2806.14557,14535.84177,570.7025316,284.7911392,1922.825949,8905.607595,828.4082278,413.3132911,1300.414557,8130.120253,643.6044304,168.25,2928.386076,5822.03481,1213.120253,223.7373418,3135.357595,413.0949367,50.74683544,316,27.67636391,15.83901867,0.820048479,0.868131868,0.593984962,-0.305169462,1,0,0,1,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,1,0,0,0,Activated APC,Other Cells
+57,24936.75172,748.5862069,675.862069,1097.689655,22177.85517,603.937931,806.3724138,1556.0,11629.15172,539.1724138,1582.744828,1802.303448,15802.53793,1124.8,4833.372414,3702.668966,5824.731034,1155.544828,364.2896552,6124.227586,11369.45517,1047.2,1115.324138,1204.489655,13135.4069,400.8206897,114.1310345,2393.682759,10697.96552,1850.717241,831.1103448,2824.393103,8565.165517,553.5241379,257.5793103,3449.282759,5820.6,1254.551724,390.9586207,1338.731034,4807.765517,842.262069,152.5448276,3482.862069,3625.793103,1121.586207,305.7931034,3170.537931,463.9931034,43.06206897,145,15.50846475,12.66563155,0.577074495,0.873493976,0.647321429,0.228373503,0,0,1,1,0,0,1,1,1,0,0,0,1,1,1,1,0,0,1,0,1,0,0,0,Helper T Cell,T Cells
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+61,21317.22308,681.1230769,402.1076923,1057.323077,19032.02308,566.2461538,1422.107692,1516.438462,10020.52308,528.6923077,1398.984615,1788.715385,13441.55385,1087.492308,5039.661538,3281.653846,5022.338462,1104.015385,341.5538462,6981.869231,9439.523077,1120.030769,148.3153846,664.2615385,10955.46154,408.1307692,109.8846154,2833.746154,9241.184615,1702.623077,788.3307692,2821.738462,7245.530769,516.0461538,244.4923077,4174.184615,5148.984615,1210.815385,363.4538462,1319.846154,4188.115385,595.9923077,154.3230769,3635.938462,3250.676923,1089.084615,400.4461538,3116.707692,494.7076923,44.63076923,130,13.50546897,12.75177445,0.329391642,0.921985816,0.619047619,1.281465554,0,0,1,1,0,0,1,1,0,0,0,0,0,1,1,1,0,0,0,0,1,0,0,0,T Cell,T Cells
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+65,21488.71545,696.3658537,448.6829268,1063.723577,18900.88618,576.699187,522.8130081,1582.447154,10080.00813,487.7886179,1611.715447,1800.666667,13756.52846,1081.260163,5175.00813,3798.674797,5088.926829,1080.861789,315.4471545,9346.723577,9181.845528,531.0731707,91.04065041,753.4796748,10648.34146,340.8699187,101.398374,3684.178862,9394.130081,1732.162602,782.4146341,2804.731707,7565.0,523.902439,248.796748,12792.08943,5608.650407,1460.926829,357.2682927,1381.756098,4326.98374,727.4878049,146.5528455,3855.699187,3444.292683,1106.626016,199.7073171,3084.170732,603.0487805,46.19512195,123,14.10339908,11.45048327,0.583803083,0.931818182,0.591346154,-1.422472448,0,0,1,1,0,0,1,0,0,0,0,0,0,1,1,1,0,1,0,0,1,0,0,0,T Cell,T Cells
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+67,29481.50649,787.2077922,440.012987,1116.467532,25784.36364,608.025974,402.4285714,1642.363636,12976.36364,512.2857143,367.5714286,1768.090909,19197.96104,1186.805195,3523.363636,2736.987013,6874.662338,1175.285714,358.1948052,2450.285714,12596.27273,4557.831169,105.5454545,425.1818182,14939.81818,401.3506494,117.6623377,4762.688312,12753.63636,1334.272727,776.1688312,2802.285714,10105.12987,644.7922078,276.7142857,12053.98701,7672.818182,755.2077922,392.1298701,1320.675325,5750.883117,622.9480519,147.7012987,3126.207792,4536.051948,1196.155844,165.2987013,3169.831169,770.2077922,45.33766234,77,12.14187353,8.725693894,0.695377377,0.905882353,0.636363636,-1.010771696,0,0,0,1,0,0,0,1,0,0,0,0,0,1,1,0,0,0,0,0,1,0,0,0,Follicular Dendritic Cell,B Cells
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+83,27704.09483,789.9051724,525.9568966,1128.784483,24445.55172,632.3448276,729.6637931,1683.327586,13203.64655,541.7844828,1451.655172,1828.87069,17922.16379,1187.594828,6036.586207,3669.594828,6730.043103,1177.612069,350.612069,8123.034483,12085.22414,945.7327586,236.6896552,1243.793103,14069.82759,390.1034483,104.387931,5119.982759,12257.80172,1825.681034,806.4741379,2799.818966,9743.189655,543.1982759,270.7844828,17163.7069,7320.862069,1371.025862,374.9224138,1349.732759,5667.887931,850.0775862,152.362069,4369.586207,4444.810345,1182.922414,241.6982759,3165.939655,612.5948276,53.77586207,116,13.37523955,11.70396821,0.48403729,0.943089431,0.591836735,0.715711404,1,0,1,1,0,0,1,1,0,0,0,0,1,1,1,1,0,1,1,0,1,0,0,0,Helper T Cell,T Cells
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+218,24321.01948,714.9480519,423.1298701,1058.383117,20933.57143,578.8311688,513.4220779,1619.337662,11644.87662,496.7987013,428.0194805,1817.136364,16215.67532,1113.448052,4570.792208,2873.025974,6040.88961,1119.967532,357.7727273,2736.11039,10307.66883,2140.74026,302.3506494,444.4090909,12708.33766,377.4155844,109.2402597,5148.980519,11092.08442,1299.461039,785.8831169,2778.61039,8779.12987,522.1948052,246.6688312,11182.03896,6895.551948,722.0064935,379.6883117,1325.584416,5005.077922,650.2207792,149.6558442,2953.415584,4159.272727,1139.714286,167.525974,3148.701299,769.5649351,108.9350649,154,20.32459928,10.68664145,0.850609229,0.846153846,0.475308642,-0.965228919,0,0,0,1,0,0,1,1,1,0,0,0,0,1,1,0,0,0,0,0,1,0,0,0,Follicular Dendritic Cell,B Cells
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+220,42668.72222,858.3571429,485.1349206,1125.603175,37590.24603,691.1984127,571.7460317,1664.325397,20211.56349,598.3095238,632.3412698,1763.111111,27193.69841,1286.198413,4658.452381,3982.333333,9657.571429,1301.261905,423.1031746,2471.690476,18048.56349,396.6825397,1119.992063,513.1825397,22114.22222,505.3730159,126.6587302,3741.380952,18282.64286,1536.02381,903.0634921,2809.484127,14498.46825,581.031746,297.1904762,2734.365079,10729.07143,960.2301587,452.452381,1328.650794,8052.920635,891.5,168.5555556,2796.301587,6552.928571,1277.777778,244.6111111,3240.666667,431.7936508,110.7380952,126,21.06937455,8.197045776,0.921216527,0.868965517,0.7,0.076882156,1,0,0,1,0,1,0,0,1,0,0,0,0,1,0,0,0,0,1,0,1,0,0,0,Macrophage,Other Cells
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+381,28437.40909,1213.068182,594.0454545,1093.659091,24298.88636,798.3636364,512.2272727,1546.522727,12711.59091,689.5227273,507.0454545,1730.272727,16926.27273,1352.0,3603.636364,3484.5,6309.659091,1345.045455,421.5681818,2407.295455,11609.84091,376.2727273,466.0,473.3181818,13292.13636,404.9772727,123.7045455,3805.227273,11333.65909,1556.75,768.3181818,2797.590909,9185.840909,585.6363636,266.5909091,1837.090909,6682.681818,847.2272727,428.1363636,1308.636364,5545.454545,712.5,179.2954545,4804.363636,4208.795455,1249.909091,142.6363636,3429.659091,332.5681818,150.6363636,44,10.69633444,5.472092975,0.859232188,0.916666667,0.55,-0.463608472,1,1,0,1,0,1,0,0,1,0,0,0,0,1,0,0,0,0,0,0,1,0,0,1,NK Cell,Other Cells
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+389,21912.47,699.86,431.05,1079.54,19144.27,568.68,647.64,1464.22,10655.06,504.84,895.69,1816.66,14711.14,1127.02,5422.89,2657.05,5353.47,1146.42,360.33,3322.73,9816.06,6798.98,122.58,701.89,11891.75,425.08,124.0,4025.45,9428.13,1680.3,900.97,2788.47,7602.03,702.82,237.53,4556.91,6023.77,1019.23,398.3,1305.72,4624.25,595.74,150.79,2276.22,3732.9,1123.59,186.58,3094.45,501.93,152.65,100,12.76640701,10.35859315,0.584498824,0.925925926,0.641025641,-0.942811307,0,0,1,1,0,0,1,1,0,0,0,0,0,1,1,0,0,0,0,0,1,0,0,0,T Cell,T Cells
+390,19656.01563,760.4375,537.9296875,1105.953125,16948.33594,613.8828125,581.0625,1609.851563,9483.765625,512.859375,435.7265625,1771.257813,12697.3125,1180.976563,3638.617188,2241.304688,4723.210938,1184.851563,349.359375,2522.039063,8691.796875,1297.59375,126.5625,459.4921875,10254.92969,380.0,113.6640625,3871.335938,8593.671875,1310.1875,983.7578125,2811.679688,7061.695313,562.6953125,275.328125,29516.27344,5556.140625,1082.546875,383.3984375,1366.640625,4171.34375,1341.054688,157.046875,6479.1875,3527.851563,1203.046875,1042.40625,3144.296875,632.1875,154.078125,128,16.19724326,10.69996049,0.750734717,0.920863309,0.571428571,-1.001872363,0,0,0,1,0,0,0,1,0,0,0,0,0,1,1,0,0,1,1,0,1,0,1,0,Follicular Dendritic Cell,B Cells
+391,19700.0625,709.3125,421.925,1067.25,16398.1625,567.3875,423.075,1598.225,9640.475,474.975,343.6875,1784.1625,13635.9125,1110.15,4480.2125,3773.925,4961.8625,1095.9125,352.4625,2474.55,8311.7125,1927.4375,114.2625,423.7125,10310.95,370.7375,105.6,4171.875,8817.875,1222.075,886.3625,2776.85,7208.525,523.6875,250.275,11894.625,5871.2625,692.775,368.6,1308.5375,4223.3,626.2,151.2375,3368.5375,3568.5625,1138.025,153.175,3131.15,706.3,153.7875,80,11.03446421,9.95379825,0.431601285,0.91954023,0.559440559,-1.050815909,0,0,0,1,0,0,0,1,0,0,0,0,0,1,1,0,0,0,0,0,1,0,0,0,Follicular Dendritic Cell,B Cells
+392,31981.49333,926.1866667,552.5066667,1127.093333,27885.61333,733.0533333,698.8933333,1626.026667,14730.77333,600.28,575.6,1775.413333,20398.54667,1339.266667,2522.533333,3594.2,7720.64,1383.146667,425.3866667,2464.893333,14368.2,395.4,1227.24,522.68,16459.38667,475.5733333,129.9333333,2387.986667,14159.69333,1638.413333,830.0666667,2803.4,11569.16,781.3866667,290.2,1833.56,8518.666667,1009.8,460.2,1383.186667,6957.186667,961.48,179.8133333,6977.0,5343.48,1375.6,164.72,3276.946667,338.8,154.8666667,75,10.28403075,9.807867607,0.300763416,0.914634146,0.619834711,1.204388776,1,0,0,1,0,1,0,0,1,0,0,0,0,1,0,0,0,1,1,0,1,0,0,0,Macrophage,Other Cells
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+455,21654.97973,743.4594595,471.5608108,1058.837838,18627.47973,613.1554054,846.1621622,1493.108108,10449.12162,515.722973,1720.101351,1838.608108,14247.66216,1142.006757,6164.5,4248.081081,5245.77027,1169.486486,408.6351351,4017.844595,9464.824324,462.277027,2825.121622,1286.912162,11002.27703,1086.493243,116.722973,5375.216216,9260.972973,1528.837838,847.6959459,2802.554054,7342.635135,534.7972973,256.3513514,12053.9527,5889.439189,3133.067568,398.7837838,1361.939189,4376.216216,1361.716216,157.5067568,4915.168919,3594.608108,1149.682432,363.3716216,3183.810811,556.8175676,169.8851351,148,15.00001823,12.68268265,0.533957767,0.95483871,0.711538462,-0.018712772,0,0,1,1,0,1,1,0,1,1,0,1,0,1,1,1,0,1,1,0,1,0,0,0,Cytotoxic T Cell,T Cells
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+459,19186.20833,845.3888889,857.3055556,1143.194444,17283.30556,662.0833333,866.1527778,1734.513889,9437.180556,538.1527778,918.1527778,1843.902778,13574.02778,1253.930556,4270.083333,2943.152778,4839.347222,1282.597222,384.7222222,3452.986111,8679.569444,985.6805556,157.8888889,553.9583333,10481.63889,424.6527778,117.8888889,4628.527778,8884.222222,1496.222222,861.8333333,2805.791667,7222.611111,592.0555556,264.4166667,7723.027778,5858.972222,952.0972222,406.75,1319.361111,4361.513889,647.0972222,151.6388889,3118.402778,3673.097222,1252.791667,178.7777778,3201.875,735.9027778,168.2222222,72,9.90472066,9.537040979,0.26993574,0.935064935,0.595041322,1.252715827,1,0,1,1,0,0,1,1,0,0,0,0,0,1,1,0,0,0,0,0,1,0,0,0,T Cell,T Cells
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+461,28047.73077,783.1923077,486.6346154,1106.615385,23612.03846,610.6538462,545.2884615,1665.480769,13333.01923,500.5384615,383.5,1762.057692,18823.19231,1185.980769,4627.538462,3432.538462,6642.826923,1172.942308,392.3461538,2493.634615,12163.0,1065.192308,123.7115385,433.5384615,14797.90385,391.0769231,113.4423077,6113.403846,12724.13462,1300.442308,809.4230769,2783.711538,10038.19231,535.2692308,257.3076923,16146.48077,7794.423077,760.7692308,399.25,1306.634615,5725.538462,674.2884615,144.4615385,3400.134615,4883.538462,1206.75,152.4807692,3167.557692,805.2884615,168.5961538,52,10.61528303,6.815560205,0.766661367,0.912280702,0.52,-0.65417619,0,0,0,1,0,0,0,1,0,0,0,1,0,1,1,0,0,0,0,0,1,0,0,0,B Cell,B Cells
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+463,38731.29134,932.7795276,515.1889764,1109.417323,32711.00787,746.8818898,622.4488189,1576.92126,18092.71654,639.7874016,562.6141732,1754.181102,24263.72441,1381.92126,5492.267717,3386.385827,8937.677165,1378.976378,420.3307087,2454.472441,15956.56693,406.0393701,136.4094488,448.8503937,19708.59055,782.5511811,126.9606299,3597.330709,15725.45669,1493.204724,905.7795276,2823.464567,12809.1811,617.1102362,286.984252,3819.464567,10019.96063,934.4015748,460.7165354,1330.700787,7452.622047,665.519685,173.1181102,3574.149606,6108.653543,1322.771654,232.7795276,3354.771654,453.1181102,171.9448819,127,17.00761409,9.680565534,0.822205955,0.933823529,0.651282051,0.679796578,1,1,0,1,0,1,0,0,0,1,0,0,0,1,1,0,0,0,0,0,1,0,0,0,Follicular Dendritic Cell,B Cells
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+472,28045.75194,817.0775194,592.0852713,1130.124031,24482.36434,648.4651163,537.9224806,1622.627907,12879.66667,561.2713178,562.2248062,1771.713178,18176.69767,1207.44186,6330.387597,4341.914729,6720.875969,1274.589147,395.0232558,2447.658915,12657.30233,1378.953488,140.7209302,452.8682171,15274.06202,438.255814,123.503876,5078.054264,12064.82946,1507.612403,928.9147287,2803.883721,9959.643411,587.4883721,274.1472868,2221.046512,6932.643411,869.9457364,423.7829457,1299.596899,5882.767442,631.627907,170.4573643,3549.054264,4384.472868,1224.44186,163.8604651,3198.03876,283.5813953,174.4496124,129,13.35991517,12.51238743,0.350502242,0.934782609,0.658163265,0.652241373,1,0,0,1,0,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,Proliferating Cell,Other Cells
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+476,21154.71014,706.0869565,442.7681159,1057.463768,18027.61594,571.4492754,490.0869565,1552.485507,10330.95652,477.4130435,401.2826087,1770.956522,14386.81884,1110.427536,5057.376812,3033.818841,5306.971014,1120.985507,358.884058,2699.23913,9362.565217,2398.710145,311.7971014,442.0072464,11457.73913,383.0724638,110.2536232,5833.572464,9795.15942,1289.927536,772.2318841,2780.028986,7897.202899,536.1014493,247.9347826,12249.81159,6263.23913,773.3623188,377.173913,1307.246377,4630.485507,788.5652174,158.942029,3014.231884,3873.485507,1151.818841,171.826087,3153.021739,761.5434783,175.5724638,138,14.50932775,12.73258692,0.479494427,0.92,0.657142857,0.183932123,0,0,0,1,0,0,1,1,1,0,0,1,0,1,1,0,0,0,1,0,1,0,0,0,B Cell,B Cells
+477,22168.14545,779.0454545,530.5909091,1105.481818,18003.25455,617.6545455,1111.6,1615.272727,10587.10909,503.8363636,1120.090909,1763.763636,14986.74545,1242.918182,7566.890909,3529.681818,5568.745455,1171.263636,379.7545455,5487.8,9883.881818,596.4181818,236.0272727,753.1181818,12261.35455,417.2,121.0272727,6396.5,10830.66364,1900.327273,782.4727273,2812.545455,8780.681818,563.8181818,286.6636364,26024.8,6785.227273,941.8545455,412.8545455,1406.509091,4737.463636,713.7545455,162.4090909,6426.145455,4253.845455,1213.436364,322.7181818,3204.872727,876.9363636,173.8727273,110,14.22897395,10.7928245,0.651660952,0.894308943,0.564102564,1.40876598,1,0,1,1,0,0,1,0,0,0,0,1,1,1,1,0,0,1,0,0,1,0,0,0,Helper T Cell,T Cells
+478,26105.41935,762.7741935,472.9354839,1102.107527,21303.94624,604.2258065,518.655914,1712.83871,11118.88172,480.483871,478.3870968,1854.0,16916.43011,1169.849462,4178.698925,2850.225806,6232.096774,1161.526882,369.1182796,2849.075269,10717.31183,2068.83871,133.7204301,445.1075269,13182.2043,425.3870968,120.9032258,6189.150538,11288.36559,1434.602151,913.5698925,2787.946237,9016.688172,538.5483871,251.311828,11420.95699,6885.236559,806.7741935,393.4086022,1292.010753,4254.763441,646.9354839,155.1290323,3659.258065,3879.709677,1163.623656,163.688172,3159.0,962.2580645,173.6021505,93,13.02622884,10.09039308,0.632425481,0.869158879,0.603896104,0.001390173,0,0,0,1,0,0,1,1,0,0,0,1,0,1,1,0,0,0,0,0,1,0,0,0,B Cell,B Cells
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+577,14348.15152,843.1212121,590.5454545,1074.969697,13363.5303,713.469697,844.6363636,1527.848485,6856.712121,563.1363636,1254.80303,1833.227273,9464.651515,1245.242424,9902.060606,5932.212121,3900.318182,1271.454545,405.4393939,2448.060606,6958.69697,368.0151515,2899.469697,840.7272727,8120.242424,974.3484848,218.9393939,4400.69697,6336.439394,1825.272727,1029.272727,2796.424242,5492.924242,616.8484848,276.6818182,3513.19697,4199.136364,983.530303,414.1515152,1344.712121,3612.287879,1275.878788,178.5454545,7816.030303,2557.515152,1255.651515,650.1666667,3307.969697,303.1818182,194.9393939,66,11.76372868,8.01114896,0.732279484,0.88,0.6,1.292997252,1,0,1,1,0,1,0,0,1,1,1,0,1,1,1,0,0,1,1,0,1,0,1,0,Regulatory T Cell,T Cells
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+598,12095.024,700.44,497.992,1082.816,10764.376,557.552,389.048,1558.536,5979.44,462.808,384.672,1773.88,8377.552,1071.96,3886.848,2512.448,3235.392,1089.168,330.096,2509.848,5930.416,425.008,181.32,468.512,6776.176,334.496,108.848,4954.848,5848.136,1261.136,874.488,2815.44,4778.552,509.176,251.424,30017.672,3957.568,706.24,364.856,1346.656,2980.256,948.376,147.136,4354.032,2482.888,1118.04,173.112,3136.6,616.512,199.544,125,13.46094284,12.66245386,0.339292146,0.932835821,0.595238095,-0.060381244,0,0,0,1,0,0,0,0,0,0,0,0,0,1,1,0,0,1,1,0,1,0,0,0,Follicular Dendritic Cell,B Cells
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+622,19299.96591,714.0568182,444.6022727,1074.795455,16366.68182,577.25,422.9204545,1555.261364,9545.727273,485.3522727,365.5568182,1812.806818,13677.64773,1138.011364,3574.931818,2806.477273,4976.125,1121.136364,357.0568182,2422.318182,8585.420455,3037.193182,343.875,415.9659091,10494.64773,385.5340909,111.4886364,3974.170455,8804.465909,1244.545455,770.3636364,2790.818182,7170.420455,536.7159091,244.6818182,13006.44318,5831.170455,767.3181818,379.2727273,1311.306818,4324.625,740.3295455,143.125,3508.5,3673.431818,1163.227273,193.6477273,3164.647727,732.4545455,204.5,88,11.1650458,10.11028117,0.424282765,0.977777778,0.727272727,-0.63663608,0,0,0,1,0,0,0,1,1,0,0,0,0,1,1,0,0,0,0,0,1,0,0,0,Follicular Dendritic Cell,B Cells
+623,16236.37302,712.484127,512.031746,1062.595238,14625.84921,570.2936508,640.8650794,1550.261905,7431.674603,451.984127,685.9047619,1774.095238,11139.56349,1129.293651,5798.309524,4230.015873,4046.666667,1123.0,345.8809524,3860.357143,7102.277778,2584.563492,120.2619048,518.0396825,9029.468254,402.0238095,117.2460317,7620.230159,7254.031746,1521.873016,912.2063492,2790.119048,5890.873016,531.0714286,255.5634921,17696.21429,4641.388889,844.8650794,375.6269841,1333.547619,3041.404762,730.9761905,148.8968254,5150.285714,2797.357143,1133.111111,217.3571429,3158.277778,932.4206349,206.1984127,126,15.98995427,10.42144773,0.758434138,0.893617021,0.646153846,-1.186533566,0,0,0,1,0,0,1,1,0,0,0,1,0,1,1,0,0,0,0,0,1,0,0,0,B Cell,B Cells
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+625,24877.97015,756.6641791,501.5597015,1096.156716,21041.85821,612.6343284,709.1791045,1641.69403,10361.76866,482.0223881,1505.074627,1792.007463,16882.34328,1172.761194,5050.5,3397.537313,6221.208955,1178.992537,365.4029851,7482.179104,11140.88806,628.9029851,114.8731343,1111.679104,13497.11194,607.8880597,118.5149254,4833.723881,11378.03731,1692.029851,790.2089552,2948.283582,9412.126866,562.7089552,266.8432836,15968.41045,6899.597015,1168.783582,400.3358209,1362.007463,4040.843284,656.858209,154.0149254,5770.753731,3943.037313,1149.932836,365.0074627,3140.619403,1018.283582,204.7238806,134,15.97091885,10.89320823,0.731291351,0.924137931,0.697916667,-1.416480905,0,0,1,1,0,0,1,0,0,1,0,0,0,1,1,1,0,1,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
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+627,22023.12563,944.9447236,523.2914573,1074.361809,19317.92462,692.6432161,671.9246231,1480.447236,10423.8392,584.080402,687.5075377,1739.899497,13961.31658,1264.984925,4632.919598,3110.41206,5529.311558,1280.155779,393.9648241,2508.075377,9645.708543,372.4221106,764.718593,529.4723618,11672.43216,547.6130653,132.7939698,3115.708543,9165.79397,1513.547739,809.0050251,2859.648241,7660.376884,721.0100503,269.7135678,2384.01005,5997.924623,893.4673367,424.9899497,1340.98995,4806.688442,753.1055276,167.6130653,4031.246231,3571.979899,1242.98995,441.2311558,3334.085427,312.3819095,211.1155779,199,23.55342439,11.62717943,0.869659909,0.888392857,0.452272727,0.718960067,1,0,0,1,0,0,0,0,1,1,0,0,0,1,0,0,0,1,0,0,1,0,0,0,Dendritic Cell,Other Cells
+628,28323.125,1074.71875,542.3958333,1101.333333,25016.9375,774.46875,902.3958333,1560.760417,13672.69792,655.84375,1164.572917,1766.0625,19170.66667,1387.114583,4754.4375,2677.833333,6935.583333,1365.510417,406.25,2674.46875,13185.52083,1593.770833,1095.9375,929.25,15722.48958,517.2083333,544.96875,3745.09375,12828.5625,2214.052083,749.1145833,2852.114583,10554.57292,802.9166667,286.0416667,1543.385417,8406.645833,1175.583333,456.5625,1331.760417,6577.46875,870.1770833,172.875,4057.729167,5168.53125,1312.989583,887.0833333,3265.583333,329.1666667,205.15625,96,12.4156994,10.27206596,0.561694192,0.914285714,0.727272727,1.270309919,1,1,1,1,0,1,1,1,1,0,1,0,1,1,0,1,0,0,1,0,1,0,1,0,Regulatory T Cell,T Cells
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+630,27744.9551,790.3591837,449.6367347,1104.334694,24368.89796,627.1346939,592.5795918,1622.930612,14169.46122,515.6122449,1014.563265,1791.138776,19941.36327,1221.77551,4316.461224,2927.702041,7129.130612,1204.502041,388.9346939,4455.493878,12737.20816,2280.395918,406.7510204,533.7469388,15618.30204,395.8816327,117.9632653,4198.167347,12987.30612,1425.102041,727.0285714,2803.587755,10584.97551,568.8285714,278.1959184,10029.25714,8568.579592,945.122449,405.8530612,1374.804082,6292.746939,756.7510204,155.9591837,3437.465306,5320.477551,1261.126531,218.2163265,3181.665306,747.7959184,210.7836735,245,22.83380439,14.85199734,0.759558478,0.862676056,0.586124402,0.538177264,1,0,1,1,0,0,1,1,1,0,0,0,0,1,1,0,0,1,0,0,1,0,0,0,T Cell,T Cells
+631,19836.01538,709.9692308,464.5538462,1077.553846,16485.8,563.6153846,675.8307692,1564.784615,9327.784615,469.8153846,570.9846154,1817.415385,13493.46154,1121.830769,3942.492308,3705.861538,4892.092308,1108.784615,351.6307692,3326.353846,8490.6,804.8923077,120.9076923,470.3692308,10212.93846,387.9538462,113.5230769,4576.015385,8619.246154,1497.753846,927.8615385,2808.338462,7091.661538,814.4615385,236.2153846,7584.246154,5597.646154,819.3384615,371.5384615,1317.261538,4044.323077,651.0923077,150.1692308,3432.630769,3415.261538,1115.892308,129.1538462,3175.292308,824.7538462,204.6153846,65,9.888177408,8.988621057,0.416737044,0.915492958,0.541666667,1.441112858,0,0,0,1,0,0,1,1,0,0,0,0,0,1,1,0,0,0,0,0,1,0,0,0,Follicular Dendritic Cell,B Cells
+632,29580.90588,821.0823529,563.0823529,1100.317647,25981.88235,637.7764706,591.4705882,1573.894118,13953.05882,567.6941176,667.1058824,1812.6,20000.27059,1218.870588,5815.129412,4701.764706,7416.541176,1289.552941,396.7411765,2858.211765,14996.85882,435.8588235,815.3058824,849.8941176,17045.21176,466.0117647,125.3411765,4114.411765,13525.42353,1710.423529,815.9882353,2888.682353,11180.42353,601.2823529,279.8235294,2303.8,7804.882353,891.7764706,427.7411765,1304.482353,6617.470588,625.3529412,164.6352941,3182.152941,5130.823529,1252.211765,186.2588235,3206.694118,260.1764706,206.6235294,85,13.30792734,8.51801901,0.768315724,0.923913043,0.544871795,0.794761475,1,0,0,1,0,0,1,0,1,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,Dendritic Cell,Other Cells
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+684,37619.77143,874.8,499.3142857,1109.828571,33742.08571,702.9714286,937.2,1635.542857,18407.71429,618.1428571,1217.971429,1766.057143,25408.25714,1325.6,5384.571429,4286.4,9433.257143,1374.742857,407.9142857,2744.228571,17890.88571,457.7428571,254.0,744.6,22151.37143,501.0285714,136.2285714,3293.971429,17579.31429,1601.4,917.6857143,2806.628571,14696.65714,649.9714286,307.2857143,1846.828571,11033.2,1869.542857,480.8285714,1325.285714,9216.028571,685.9714286,182.6285714,3837.457143,6954.2,1354.942857,318.5714286,3374.457143,292.7142857,213.8571429,35,7.828756337,5.946733173,0.650389058,1.0,0.729166667,1.213750977,1,0,1,1,0,1,1,0,0,0,0,0,0,1,0,1,1,0,0,1,1,0,0,1,T Cell,T Cells
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+743,18022.40367,742.3761468,564.8990826,1111.908257,15715.88073,595.6880734,612.6880734,1642.743119,8645.981651,475.4862385,455.1100917,1827.577982,12416.83486,1160.568807,6868.357798,3606.036697,4673.880734,1159.330275,357.412844,2603.366972,8061.715596,3382.623853,125.4862385,456.3394495,9836.752294,460.9816514,119.7522936,9920.513761,8251.376147,1380.798165,1042.055046,2820.018349,6865.100917,846.9266055,252.3211009,9653.688073,5395.541284,764.440367,395.3486239,1309.211009,3914.954128,702.8073394,150.4770642,4511.779817,3329.293578,1180.761468,142.9449541,3212.541284,830.5779817,229.5045872,109,21.21758273,8.099781266,0.924266223,0.746575342,0.409774436,-1.118547793,0,0,0,1,0,0,0,1,0,0,0,1,0,1,1,0,0,0,0,0,1,0,0,0,B Cell,B Cells
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+746,22831.93846,757.1,555.8076923,1081.207692,20346.73846,606.7307692,601.0538462,1640.446154,11495.42308,510.5538462,600.7,1789.446154,16522.13846,1170.415385,6239.461538,4253.953846,5880.530769,1161.184615,368.5692308,3162.423077,11001.50769,1813.330769,260.0615385,538.9615385,12912.82308,378.4769231,111.6923077,9684.169231,10958.63077,1446.269231,1114.307692,2787.484615,9087.492308,543.5307692,259.1153846,17789.33077,7291.330769,868.5230769,390.2846154,1321.492308,5480.146154,784.2153846,155.0846154,5604.630769,4687.353846,1207.092308,236.3692308,3199.084615,685.5461538,228.4769231,130,15.31652788,11.20747625,0.681600682,0.942028986,0.625,-1.277799681,0,0,0,1,0,0,1,1,0,0,0,1,0,1,1,0,0,0,1,0,1,0,0,0,B Cell,B Cells
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+749,30425.81818,853.4,634.6,1095.890909,27353.43636,668.2181818,766.0363636,1602.8,14491.34545,569.1090909,798.4727273,1808.127273,20018.43636,1224.618182,6350.490909,5422.072727,7558.763636,1290.090909,411.9272727,2618.6,14261.69091,392.2909091,1446.745455,632.7090909,17240.38182,637.5636364,132.8727273,5867.490909,13419.67273,1608.254545,804.7090909,2808.036364,10993.41818,574.6545455,278.1454545,2525.327273,8102.581818,970.9454545,442.1090909,1311.309091,6751.963636,899.3818182,175.1818182,5245.145455,4991.018182,1263.018182,245.9818182,3291.127273,267.8909091,228.9636364,55,10.73744727,7.215212562,0.740580893,0.846153846,0.625,-0.042459763,1,0,1,1,0,1,0,0,1,1,0,1,0,1,0,0,0,0,1,0,1,0,0,0,Cytotoxic T Cell,T Cells
+750,37310.90385,979.875,622.9230769,1135.701923,32803.11538,734.8269231,709.5384615,1694.913462,17821.55769,631.7788462,642.6153846,1813.423077,24318.81731,1352.423077,7478.259615,4556.576923,8726.567308,1387.615385,415.9711538,2518.644231,16698.22115,400.9711538,223.625,619.7019231,20469.92308,802.2596154,134.7307692,5004.942308,16451.375,1598.355769,1054.884615,2816.461538,13598.80769,601.7788462,307.4326923,2433.586538,10191.97115,965.9615385,468.7115385,1311.855769,8184.817308,706.9519231,185.6153846,7423.288462,6280.057692,1353.317308,209.9711538,3452.336538,286.9230769,231.3365385,104,14.82960072,9.978013487,0.739784051,0.818897638,0.541666667,0.017505849,1,1,0,1,0,1,0,0,0,1,0,0,0,1,0,0,0,0,0,1,1,0,0,1,NK Cell,Other Cells
+751,17518.28289,838.7631579,438.8355263,1037.092105,16968.63158,641.4671053,501.3618421,1384.677632,8901.947368,533.0986842,412.4144737,1694.848684,12480.38158,1272.019737,1361.013158,998.6907895,4841.756579,1319.986842,378.5526316,2432.328947,9583.671053,373.4736842,135.3092105,420.2302632,10399.625,391.8092105,121.7368421,819.5657895,8466.125,1375.756579,811.2105263,2830.177632,7215.289474,742.8552632,268.5526316,1527.743421,5948.782895,805.3881579,427.9671053,1317.289474,4833.434211,682.7434211,172.9671053,2822.381579,3785.032895,1440.335526,4728.914474,3087.381579,357.8289474,232.9276316,152,17.49381641,12.04569047,0.725171329,0.821621622,0.603174603,-0.112050433,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,1,0,Activated APC,Other Cells
+752,32141.96721,789.4754098,443.2786885,1065.0,28186.34426,648.4754098,911.3770492,1670.508197,16365.5082,559.6065574,982.3442623,1868.704918,21516.40984,1228.065574,5235.016393,3094.491803,7942.377049,1241.606557,369.6557377,3655.606557,15011.96721,1261.147541,632.0819672,720.9016393,17423.77049,535.9508197,114.5737705,3483.754098,14717.55738,1567.786885,719.7213115,2798.311475,11996.5082,562.1639344,268.2786885,7318.360656,9631.131148,1078.918033,408.0819672,1334.901639,7280.098361,822.3606557,154.8360656,2678.42623,5983.967213,1231.52459,244.4754098,3169.147541,609.7540984,228.557377,61,12.38189372,6.868533231,0.832034445,0.835616438,0.61,-0.970317278,1,0,1,1,0,0,1,1,1,1,0,0,0,1,1,0,0,0,1,0,1,0,0,0,Cytotoxic T Cell,T Cells
+753,19239.07647,888.1705882,841.4058824,1168.3,16536.87059,697.6294118,1016.558824,1783.994118,9342.835294,528.1,514.7941176,1876.282353,13570.11765,1301.741176,3509.758824,2320.582353,4878.094118,1275.405882,517.8764706,2911.505882,8831.623529,1185.805882,1450.017647,540.2176471,10559.34118,471.3058824,127.7352941,6003.064706,9116.070588,1720.429412,779.6235294,2810.958824,7366.723529,632.7352941,280.8529412,12996.5,5950.6,1144.311765,428.0411765,1376.764706,4472.105882,1335.829412,164.3352941,5549.541176,3846.182353,1332.223529,195.3,3309.641176,800.2,229.9294118,170,16.7575682,13.26891799,0.610759139,0.923913043,0.714285714,1.50737329,1,0,0,1,0,1,1,1,1,0,0,1,0,1,1,1,0,1,1,0,1,0,0,0,B Cell,B Cells
+754,38618.96183,961.8167939,536.8015267,1109.374046,33939.93893,732.6259542,733.7633588,1555.824427,18513.35115,602.4656489,610.3358779,1757.717557,26251.21374,1373.572519,4814.145038,3369.473282,9333.89313,1380.419847,418.9923664,2494.366412,18108.32061,441.0916031,408.0610687,558.9847328,21385.8855,419.2977099,130.4885496,3402.908397,17693.19847,1638.854962,931.6641221,2808.320611,14523.83969,695.0610687,295.9694656,2349.618321,11790.29008,928.8320611,468.5725191,1325.938931,8789.549618,741.6717557,183.1832061,4442.251908,7342.152672,1410.916031,341.351145,3266.290076,404.1984733,231.8473282,131,14.86396666,11.53215453,0.630921877,0.949275362,0.671794872,-0.401515082,1,0,0,1,0,1,0,0,1,0,0,0,0,1,0,0,0,0,0,1,1,0,0,0,Macrophage,Other Cells
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+794,26270.13077,816.8923077,566.4,1151.0,22637.66923,645.1,747.8230769,1797.284615,10909.40769,498.1461538,1008.646154,1812.376923,17213.10769,1188.061538,4059.453846,2761.292308,6291.4,1207.869231,370.4923077,2890.853846,11327.19231,3705.815385,301.8846154,630.6538462,13557.69231,813.4538462,119.9769231,5044.384615,11464.02308,1470.492308,972.5076923,2824.676923,9083.584615,573.1461538,280.6769231,20546.60769,6775.961538,1072.723077,400.0615385,1347.007692,4056.146154,732.9846154,160.9230769,5749.2,3780.638462,1187.969231,291.2153846,3224.938462,1016.6,239.6,130,15.63917717,10.79690051,0.72345148,0.942028986,0.677083333,0.170787614,1,0,1,1,0,0,1,1,1,1,0,0,0,1,1,0,0,1,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+795,34081.57273,896.6818182,644.9272727,1164.3,30459.21818,701.0454545,653.4818182,1718.754545,15984.70909,597.4,704.3545455,1771.527273,22431.18182,1286.863636,6470.790909,6283.127273,8378.190909,1371.609091,409.7818182,2902.345455,16009.88182,393.2363636,494.6545455,435.7090909,18874.07273,420.9545455,129.2272727,4887.3,14826.44545,1558.172727,1000.418182,2813.236364,12223.39091,601.8,293.0727273,2932.945455,8772.9,878.1,455.7727273,1326.909091,7436.272727,725.6818182,174.3272727,3778.618182,5389.636364,1303.881818,204.0454545,3272.245455,252.4545455,239.6454545,110,18.01941648,9.784122827,0.839747779,0.666666667,0.385964912,-0.951070107,1,0,0,1,0,1,1,0,1,0,0,0,0,1,1,0,0,0,0,0,1,0,0,0,Follicular Dendritic Cell,B Cells
+796,24901.21053,885.4421053,459.1789474,1083.463158,22375.14737,718.7052632,593.5473684,1501.021053,12327.95789,587.3578947,417.7368421,1717.526316,17591.22105,1368.473684,2530.294737,3953.410526,6378.515789,1358.168421,416.8842105,2424.852632,11011.01053,392.7789474,1189.821053,422.4526316,12985.65263,401.7894737,129.5578947,1721.768421,10549.86316,1469.621053,904.1263158,2862.021053,8962.410526,602.7578947,295.7684211,1751.378947,7218.568421,847.7473684,445.0105263,1317.757895,5755.442105,915.5157895,191.6842105,4452.884211,4766.631579,1440.747368,3038.705263,3086.368421,346.7157895,238.9157895,95,11.35878075,10.80027367,0.309712146,0.931372549,0.659722222,0.951754783,1,0,0,1,0,1,0,0,1,0,0,0,0,1,0,0,0,0,1,1,1,0,1,0,Macrophage,Other Cells
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+798,22094.264,779.672,448.792,1042.32,20707.128,657.232,753.592,1446.128,10458.608,533.472,814.192,1765.552,15073.008,1238.152,3271.16,3696.168,5413.768,1242.8,386.248,2925.952,10211.456,366.568,954.0,1459.408,11958.504,397.312,135.384,2267.056,9578.424,2034.488,828.504,2912.728,7889.816,697.472,257.688,1770.44,6582.856,923.528,424.84,1327.92,5066.536,834.0,173.88,3159.232,4149.384,1305.328,3874.328,3144.008,428.6,241.16,125,14.61298962,11.42921407,0.623119025,0.961538462,0.555555556,0.604892564,1,0,1,1,0,0,1,0,1,0,0,0,1,1,0,0,0,0,1,0,1,0,1,0,Helper T Cell,T Cells
+799,17517.0,717.6851852,490.2592593,1085.092593,16273.94444,586.9074074,548.7962963,1692.092593,8670.462963,491.4444444,500.1666667,1877.444444,12142.48148,1132.203704,5822.314815,3991.87037,4432.425926,1125.666667,332.2962963,2955.277778,8130.518519,2076.111111,149.8888889,518.4444444,9466.185185,425.537037,112.0185185,7504.814815,7950.388889,1347.833333,907.7962963,2774.444444,6539.092593,561.6481481,250.2037037,15384.81481,5301.888889,823.6666667,378.1481481,1294.148148,4131.259259,733.2222222,152.3148148,4065.462963,3364.666667,1134.888889,167.6296296,3140.722222,611.0185185,235.5555556,54,10.64545492,7.00984582,0.752596034,0.931034483,0.5625,-1.33837997,0,0,0,1,0,0,1,1,0,0,0,1,0,1,1,0,0,0,0,0,1,0,0,0,B Cell,B Cells
+800,25171.96171,799.0247748,542.0788288,1131.074324,21870.53604,638.9707207,507.6531532,1644.736486,12588.94369,508.509009,419.8648649,1796.878378,17763.31306,1218.858108,3029.331081,1791.545045,6552.184685,1223.795045,406.7927928,2628.443694,11650.61712,1843.20045,682.0135135,489.7432432,13691.27928,406.8873874,119.0045045,2545.038288,11872.42342,1362.47973,708.3558559,2834.918919,9569.572072,584.1373874,264.3941441,10494.22297,7833.873874,945.6238739,411.8513514,1349.182432,5761.779279,861.6373874,159.6959459,3561.768018,4873.297297,1270.324324,277.463964,3271.308559,787.1013514,244.6779279,444,27.66032487,20.97964373,0.651703027,0.936708861,0.657777778,0.686922917,1,0,0,0,0,1,0,1,1,0,0,0,0,1,1,0,0,1,1,0,1,0,0,0,Follicular Dendritic Cell,B Cells
+801,17133.07345,831.8700565,620.7231638,1166.525424,14401.58757,659.0847458,632.9096045,1829.372881,7460.039548,493.7909605,496.3559322,1832.932203,11436.64407,1212.384181,5917.090395,3630.79661,4233.949153,1210.220339,380.7288136,2509.757062,7276.067797,3582.627119,1522.672316,482.6610169,8889.327684,459.5310734,122.3446328,6391.649718,7485.00565,1500.80791,1004.728814,2788.836158,6153.59887,600.9152542,287.2372881,25240.9209,4683.468927,853.700565,407.0225989,1363.265537,2963.740113,1069.118644,162.8813559,8509.129944,2782.305085,1219.875706,315.5706215,3314.723164,979.5028249,241.0,177,16.33834832,14.11240381,0.503904258,0.946524064,0.650735294,1.253946365,1,0,0,1,0,0,0,1,1,0,0,1,0,1,1,0,0,1,1,0,1,0,0,0,B Cell,B Cells
+802,30487.27309,842.811245,513.4618474,1100.188755,28167.04819,698.1485944,708.4297189,1538.771084,15366.65462,573.7991968,1000.546185,1764.606426,21692.4257,1328.843373,6101.807229,4712.574297,7722.128514,1321.02008,405.4457831,2938.192771,14786.46586,412.3333333,346.9759036,509.9196787,17008.18072,1154.108434,129.8273092,5170.562249,13664.37751,1593.694779,963.8473896,2808.662651,11402.6747,634.4939759,282.5341365,4272.911647,9280.947791,1287.232932,452.5060241,1334.128514,7001.582329,702.5742972,176.7751004,4127.7751,5664.108434,1334.24498,644.1807229,3230.361446,495.9277108,242.5100402,249,20.63217793,17.15541695,0.55554209,0.83557047,0.655263158,0.299972293,1,0,1,1,0,1,1,0,1,1,0,1,0,1,1,1,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells
+803,24882.56934,755.4233577,425.6715328,1067.226277,21961.63504,627.5328467,777.7518248,1458.781022,11839.05839,536.6642336,964.5182482,1792.080292,16591.29927,1217.233577,5589.919708,1972.905109,5756.021898,1222.978102,394.350365,3022.029197,11112.23358,420.5985401,1042.452555,777.4525547,12894.55474,379.5693431,116.4525547,1577.919708,10484.61314,1714.408759,711.9781022,2828.547445,8696.262774,568.7080292,255.2189781,3662.656934,6800.547445,852.0291971,408.1313869,1356.671533,5013.262774,837.1094891,156.7591241,1851.970803,4144.510949,1194.832117,718.4963504,3129.759124,523.0291971,240.3649635,137,14.00105564,12.72795388,0.416641197,0.944827586,0.702564103,0.942645149,1,0,1,0,0,0,1,0,1,0,0,0,0,1,1,0,0,1,1,0,1,0,1,0,T Cell,T Cells
+804,51967.53226,930.516129,544.4677419,1158.33871,44934.25806,740.8548387,917.6290323,1700.241935,24511.09677,640.9193548,1484.548387,1766.532258,33592.6129,1378.080645,3872.919355,3439.887097,12125.48387,1484.951613,450.3387097,3012.758065,23759.48387,424.2903226,1422.080645,653.3387097,28418.77419,615.8225806,142.2419355,2617.354839,22466.98387,1760.241935,765.8064516,2832.016129,18570.91935,632.6612903,338.7258065,2574.145161,13429.17742,1182.483871,488.5645161,1374.483871,10901.87097,999.4677419,184.5,3281.225806,8242.5,1420.451613,281.8709677,3354.403226,265.8225806,239.5,62,10.92707794,7.394320174,0.736261676,0.911764706,0.62,0.872656033,1,1,1,1,1,1,1,0,1,1,0,0,0,1,0,1,1,1,1,1,1,0,0,0,Cytotoxic T Cell,T Cells
+805,38730.08511,956.4255319,576.0319149,1137.031915,33785.65957,751.1914894,800.9787234,1665.138298,18405.94681,621.2021277,719.8404255,1776.648936,25561.35106,1334.510638,4657.797872,4262.212766,9557.978723,1420.989362,419.5,2636.957447,17917.18085,430.2659574,218.0212766,483.6170213,21610.54255,635.5212766,131.9680851,3517.074468,17285.26596,1665.914894,918.0,2816.074468,14477.11702,623.7553191,304.0425532,2032.819149,11150.89362,997.0851064,478.606383,1326.702128,8774.468085,685.106383,186.4255319,4360.680851,6825.893617,1391.808511,211.4361702,3273.776596,293.6702128,241.287234,94,14.43783722,8.608464985,0.802803726,0.903846154,0.671428571,-0.082853536,1,0,0,1,0,1,0,0,0,1,0,0,0,1,0,0,1,0,0,1,1,0,0,0,Macrophage,Other Cells
+806,41672.89041,961.739726,531.3150685,1099.506849,35632.93151,759.0410959,689.2465753,1609.315068,18969.17808,630.4109589,587.0684932,1780.260274,26654.36986,1415.945205,3699.054795,4304.780822,9672.452055,1415.616438,432.260274,2510.0,16689.46575,410.6027397,486.739726,464.9863014,19948.91781,415.9726027,131.9041096,3806.917808,15748.0411,1556.739726,924.2739726,2804.479452,12697.75342,609.0136986,295.1917808,2112.328767,10383.76712,1011.136986,477.8356164,1325.342466,7878.191781,750.739726,184.5890411,4083.383562,6420.69863,1366.684932,376.3287671,3250.616438,447.9315068,240.3150685,73,10.51942359,9.216216677,0.482103578,0.924050633,0.603305785,-0.282603574,1,1,0,1,0,1,0,0,1,0,0,0,0,1,0,0,1,0,0,1,1,0,0,0,Macrophage,Other Cells
+807,27181.2439,765.2743902,454.2926829,1082.585366,24023.80488,634.75,546.6646341,1641.445122,13998.95122,514.0426829,409.7439024,1805.04878,18979.65854,1200.609756,4315.884146,2630.286585,6919.859756,1200.530488,367.1036585,2563.804878,12778.97561,2239.70122,130.7073171,438.6829268,15129.83537,390.7621951,113.3719512,5767.365854,12687.12195,1343.097561,870.847561,2803.030488,10534.82927,572.0304878,261.7682927,9794.817073,8465.164634,768.8536585,392.3719512,1308.164634,6270.27439,718.0914634,155.3292683,3034.804878,5354.981707,1220.481707,130.4207317,3185.378049,617.152439,242.8963415,164,16.03765078,13.36928713,0.552340206,0.953488372,0.643137255,-1.223495136,1,0,0,1,0,0,0,1,0,0,0,1,0,1,1,0,0,0,0,0,1,0,0,0,B Cell,B Cells
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+841,17317.96471,671.5882353,492.4,1076.0,15009.44706,555.8235294,451.5529412,1505.494118,8284.858824,462.3058824,437.5882353,1726.0,11981.07059,1077.494118,3324.917647,2083.082353,4488.223529,1119.035294,338.7882353,3131.364706,8123.235294,2350.376471,790.5058824,463.5764706,9571.294118,352.8352941,111.3176471,3455.682353,7990.870588,1352.435294,772.2470588,2771.576471,6764.152941,540.8352941,243.9411765,13227.14118,5438.247059,816.1176471,370.7764706,1342.341176,4141.788235,912.6,147.0705882,3063.741176,3484.517647,1184.070588,186.9058824,3185.917647,654.1882353,246.1294118,85,12.70582125,9.59338886,0.655680038,0.885416667,0.594405594,-1.436086364,0,0,0,1,0,0,1,1,1,0,0,0,0,1,1,0,0,1,1,0,1,0,0,0,Follicular Dendritic Cell,B Cells
+842,19549.125,779.828125,582.6145833,1118.083333,17333.54167,626.3385417,551.1822917,1661.052083,9790.364583,498.6302083,464.4895833,1802.375,13875.81771,1179.364583,5566.104167,3779.854167,4986.442708,1183.489583,366.4947917,3112.557292,8993.723958,537.234375,152.734375,489.9166667,10596.58854,409.6510417,114.6145833,7296.729167,9145.666667,1350.802083,1005.71875,2785.9375,7604.760417,549.4322917,268.0729167,17781.60417,6172.0625,830.0104167,392.5,1346.390625,4704.015625,733.1510417,160.125,6907.338542,3987.307292,1231.838542,191.5989583,3219.479167,724.9166667,247.9947917,192,18.14682409,14.01777076,0.635058392,0.941176471,0.711111111,-1.343369554,1,0,0,1,0,0,1,0,0,0,0,1,0,1,1,0,0,1,0,0,1,0,0,0,B Cell,B Cells
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+889,12022.83784,794.3378378,672.5675676,1141.797297,10270.62162,613.4324324,512.1351351,1778.0,6005.202703,508.7972973,460.7567568,1860.581081,8536.986486,1232.851351,10486.63514,4716.243243,3086.972973,1156.5,354.4864865,2558.202703,5864.824324,2611.5,274.0,467.0135135,6821.472973,426.9459459,115.6486486,11736.14865,5831.959459,1344.22973,1401.22973,2801.459459,4940.243243,561.4864865,278.6081081,28675.52703,4088.824324,779.9864865,391.7702703,1366.121622,3128.216216,1102.27027,159.9594595,7826.405405,2715.432432,1235.378378,187.0810811,3303.378378,677.027027,256.3783784,74,12.21412025,7.882542589,0.763875946,0.948717949,0.616666667,1.037552083,0,0,0,1,0,0,0,1,0,0,0,1,0,1,1,0,0,1,1,0,1,0,0,0,B Cell,B Cells
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+891,42169.17593,899.1018519,559.5740741,1142.805556,37514.5,713.3518519,491.5277778,1718.638889,19776.10185,596.8055556,454.25,1781.509259,27120.63889,1307.166667,5560.12963,4786.064815,10209.57407,1392.851852,421.787037,2430.824074,24894.24074,615.0925926,1551.166667,510.4166667,23141.55556,420.9537037,136.5833333,4482.240741,18167.2037,1478.175926,808.25,2818.157407,15038.59259,591.3981481,305.1018519,2359.296296,10500.05556,839.2962963,452.5462963,1298.833333,8838.740741,685.9907407,181.5092593,3922.166667,6422.018519,1316.046296,170.4814815,3316.240741,242.6666667,258.1944444,108,13.18914798,10.932315,0.55941588,0.892561983,0.553846154,1.463847884,1,0,0,1,0,1,0,0,1,0,0,0,0,1,0,0,0,0,0,1,1,0,0,0,Macrophage,Other Cells
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+893,34503.26667,879.8933333,546.2,1120.093333,30692.54667,753.1466667,661.9466667,1649.36,17130.44,583.1866667,808.7333333,1798.786667,24453.4,1339.973333,6829.293333,3901.626667,8481.96,1343.186667,405.1733333,2650.653333,16178.18667,438.6933333,411.4,1413.293333,19140.14667,448.0933333,151.24,5070.626667,15221.93333,1672.706667,828.12,2806.466667,12663.45333,612.68,293.4266667,3657.026667,10329.21333,981.6266667,450.2933333,1320.4,7777.72,721.2266667,177.6133333,6585.173333,6443.093333,1366.053333,909.68,3321.933333,501.5066667,258.4666667,75,10.70297188,9.649243699,0.432678944,0.974025974,0.681818182,0.685659911,1,0,1,1,0,1,0,0,1,0,0,0,0,1,1,0,0,0,0,0,1,0,1,0,T Cell,T Cells
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+916,14994.19737,834.5921053,878.7697368,1129.151316,13117.85526,653.7171053,733.125,1777.671053,7160.868421,493.6184211,485.2039474,1869.361842,10498.93421,1200.868421,2682.967105,2051.559211,3947.210526,1221.414474,488.9210526,2940.703947,7008.927632,494.1842105,1527.447368,546.7171053,8438.684211,420.9868421,120.7105263,2618.828947,7110.427632,1431.861842,778.6973684,2800.401316,5863.289474,741.4078947,264.2368421,14504.18421,4620.164474,912.5789474,399.5855263,1393.190789,3426.651316,1444.868421,160.6973684,4127.802632,3004.546053,1223.940789,196.5394737,3238.098684,851.7039474,263.7039474,152,18.57665887,10.76533835,0.814965941,0.938271605,0.596078431,0.9695658,1,0,0,0,0,1,1,0,1,0,0,0,0,1,1,0,0,1,1,0,1,0,0,0,Follicular Dendritic Cell,B Cells
+917,47147.61538,953.8846154,540.6923077,1129.423077,40789.98077,753.2884615,684.4230769,1668.615385,22830.88462,648.4807692,719.1730769,1796.192308,31824.75,1400.980769,3686.884615,4236.076923,11407.5,1498.076923,430.7307692,2484.769231,22606.34615,439.5576923,236.2884615,524.5769231,26223.76923,447.7307692,164.5576923,2981.557692,21649.88462,1746.903846,926.4230769,2821.807692,17948.48077,629.1923077,330.3461538,1968.057692,13993.13462,1095.480769,490.4038462,1319.788462,10799.17308,682.7307692,182.1153846,2991.75,9034.115385,1438.923077,187.8653846,3376.884615,310.4230769,260.4807692,52,9.820096134,7.065879893,0.694458603,0.928571429,0.641975309,0.697992047,1,1,0,1,1,1,0,0,0,0,1,0,0,1,0,0,1,0,0,1,1,0,0,1,NK Cell,Other Cells
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+923,25910.78889,909.9111111,588.0666667,1104.288889,22897.7,726.2,586.3333333,1578.422222,12118.2,581.8888889,730.6444444,1769.188889,17694.3,1358.844444,4285.122222,4026.277778,6426.644444,1378.055556,430.2333333,2457.655556,12119.46667,432.7333333,1233.855556,717.5111111,14287.56667,491.7777778,135.4444444,3554.655556,11513.11111,1833.677778,1084.866667,2836.255556,9399.711111,1125.855556,293.3,2513.133333,7767.733333,1029.588889,459.1666667,1354.811111,5953.5,949.1888889,182.4555556,4828.822222,4757.022222,1379.266667,511.8333333,3253.388889,467.1888889,262.4,90,12.60277383,10.01306396,0.607247526,0.891089109,0.535714286,-1.189461906,1,0,0,1,0,1,0,0,1,0,0,0,1,1,0,0,0,1,1,1,1,0,0,0,Macrophage,Other Cells
+924,36409.2236,979.0745342,624.9813665,1157.254658,31408.99379,779.8447205,767.4285714,1669.509317,17263.86957,630.242236,985.1304348,1824.639752,25524.88199,1468.223602,6862.142857,5325.931677,8860.559006,1417.329193,445.0496894,2581.043478,14831.65217,413.515528,983.7453416,935.1801242,17929.62112,465.1987578,131.6024845,4029.15528,14335.32919,1821.391304,934.0124224,2831.490683,11833.67702,722.1863354,292.0807453,3027.84472,9909.074534,1162.708075,463.5341615,1365.465839,7622.57764,899.6086957,179.2919255,4739.900621,6357.925466,1378.124224,525.9689441,3284.012422,477.9440994,266.4720497,161,16.21100538,14.07073301,0.496609443,0.875,0.564912281,1.493439103,1,1,1,1,0,1,0,0,1,0,0,0,1,1,1,1,0,1,1,0,1,0,0,0,Helper T Cell,T Cells
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+928,36700.49265,944.5073529,543.9044118,1121.169118,32898.71324,743.1470588,619.4191176,1606.0,18652.30147,622.6617647,1181.257353,1817.044118,25828.66912,1334.713235,6743.639706,3313.198529,9653.110294,1405.147059,414.6323529,2582.654412,18563.97794,485.4044118,238.2279412,1041.382353,21448.21324,443.9926471,760.4117647,2866.360294,17364.68382,1825.441176,823.7941176,2834.066176,14616.63971,606.25,296.0220588,1654.705882,11471.58088,970.625,454.6397059,1312.463235,9013.044118,689.9926471,177.2794118,3055.455882,7412.632353,1346.352941,206.1911765,3346.433824,328.1397059,265.5441176,136,13.57939899,13.00081548,0.288789712,0.944444444,0.693877551,-0.772431231,1,0,1,1,0,1,0,0,0,0,1,0,1,1,0,0,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
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+997,23922.6993,853.2447552,729.2867133,1171.468531,20380.58741,679.7692308,723.5384615,1794.230769,11770.62937,513.4125874,434.2377622,1880.664336,16582.85315,1264.524476,4283.804196,2292.958042,5971.405594,1300.685315,380.027972,2474.258741,11043.1958,634.5524476,423.5104895,445.4125874,13195.9021,437.5594406,125.5034965,4720.601399,11148.1958,1387.160839,675.1888112,2837.076923,9161.762238,635.5034965,282.4335664,12265.82517,7245.167832,954.7342657,424.2797203,1346.0,5265.041958,967.8181818,158.979021,2975.293706,4603.237762,1269.727273,152.2867133,3300.223776,849.2797203,279.6083916,143,16.52546053,11.30446628,0.729422353,0.959731544,0.733333333,-1.042511921,1,0,0,1,0,0,0,0,1,0,0,0,0,1,1,0,0,1,1,0,1,0,0,0,Follicular Dendritic Cell,B Cells
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+1107,17935.76136,700.3181818,405.6590909,1077.647727,15301.86364,573.2272727,388.0340909,1551.193182,8892.772727,480.7840909,373.25,1769.943182,12374.42045,1111.193182,2598.329545,1410.125,4535.693182,1134.602273,358.8181818,2565.965909,8484.943182,854.0795455,252.9659091,484.5681818,9875.159091,346.9318182,108.8409091,2428.272727,8406.227273,1270.863636,600.125,2845.568182,7167.965909,601.5227273,244.0,10663.69318,5863.340909,724.5681818,379.3068182,1325.306818,4406.454545,717.1931818,146.9659091,2199.056818,3760.840909,1150.488636,158.9886364,3186.488636,736.625,304.4318182,88,16.51381275,7.088182806,0.903196402,0.854368932,0.611111111,0.307781372,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,Follicular Dendritic Cell,B Cells
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+1109,28010.46032,889.0793651,475.1111111,1045.793651,23680.92063,668.9365079,872.1428571,1432.952381,13163.60317,569.7936508,1151.904762,1816.984127,19141.25397,1295.428571,3844.952381,3190.460317,6649.253968,1311.714286,384.015873,2805.412698,12491.19048,398.5714286,157.2063492,700.984127,14772.90476,1279.761905,121.0,4076.460317,11912.90476,1499.47619,743.6666667,2801.793651,9920.492063,612.2857143,268.2063492,2624.174603,7907.0,1034.746032,440.3809524,1313.174603,6083.15873,643.031746,168.031746,3605.047619,5296.349206,1249.365079,380.2063492,3346.730159,526.047619,303.5555556,63,10.72961148,7.694314264,0.696959758,0.984375,0.583333333,0.473278995,1,0,1,1,0,0,1,0,0,1,0,0,0,1,0,0,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
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+1152,21188.07639,734.6111111,498.9722222,1103.055556,18380.89583,598.2569444,470.0486111,1739.576389,8776.555556,456.5763889,404.6041667,1833.916667,14016.18056,1150.083333,6204.673611,2701.680556,5108.173611,1125.25,344.9513889,2491.263889,9036.194444,1719.763889,143.5208333,437.0208333,11256.72222,408.9236111,116.9444444,7771.847222,9288.659722,1351.375,1057.3125,2787.506944,7322.166667,570.3958333,262.3402778,16929.42361,5692.756944,765.625,390.1527778,1308.354167,3568.888889,693.3472222,155.75,6155.166667,3279.097222,1120.451389,196.2152778,3181.840278,996.4375,312.9027778,144,16.06756608,11.71217918,0.684585041,0.953642384,0.6,0.878129335,0,0,0,1,0,0,0,1,0,0,0,1,0,1,1,0,0,0,0,0,1,0,0,0,B Cell,B Cells
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+1154,44979.25926,913.2469136,580.308642,1155.012346,39752.7037,735.1728395,596.6419753,1788.209877,21964.54321,597.0,543.2716049,1804.91358,30519.32099,1334.740741,5666.876543,4170.666667,11136.49383,1408.580247,428.6666667,2691.91358,21740.5679,514.2592593,130.5555556,489.4691358,26712.34568,473.2345679,146.8641975,6860.530864,21154.18519,1684.54321,938.1481481,2816.259259,17153.71605,600.2222222,320.6419753,3804.82716,11447.14815,949.7037037,464.2098765,1316.814815,9753.469136,654.7283951,184.4074074,2490.098765,7728.308642,1342.82716,171.382716,3288.271605,213.2222222,310.4567901,81,14.44791462,7.374848022,0.859911133,0.91011236,0.642857143,-1.159749272,1,0,0,1,0,1,1,0,0,0,0,1,0,1,1,0,0,0,0,1,1,0,0,0,B Cell,B Cells
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+1158,28977.85987,835.9171975,488.3057325,1068.66242,25186.04459,685.5732484,647.6369427,1445.649682,13741.58599,547.5477707,863.3375796,1767.55414,19905.84713,1283.55414,4449.012739,3338.649682,7182.866242,1306.732484,382.8535032,2623.350318,12493.97452,397.4267516,910.5732484,769.522293,14965.90446,474.8280255,167.3312102,3748.184713,11922.71975,1634.292994,793.6369427,2806.656051,10033.95541,629.4394904,267.8471338,2827.66879,8211.917197,1048.840764,424.7133758,1315.643312,6485.541401,871.9235669,169.5859873,4429.598726,5287.783439,1272.191083,276.3694268,3191.363057,533.1528662,314.3057325,157,19.11252882,11.83866111,0.785060671,0.830687831,0.516447368,-0.447169902,1,0,1,1,0,0,0,0,1,0,1,0,0,1,1,0,0,0,1,0,1,0,0,0,T Cell,T Cells
+1159,23378.60993,726.1347518,486.8156028,1057.141844,20587.50355,604.1843972,496.3404255,1552.843972,11722.23404,491.893617,473.7092199,1762.900709,16515.14894,1157.659574,5311.248227,3021.914894,5959.397163,1151.453901,367.0638298,2961.042553,11225.24823,5006.319149,1097.411348,514.0921986,12840.31206,390.5602837,109.751773,4851.340426,10610.55319,1417.503546,962.5957447,2791.191489,8906.524823,712.4893617,245.7304965,5615.141844,7263.546099,940.4255319,382.4609929,1335.489362,5447.687943,921.3900709,151.2907801,4616.631206,4540.425532,1189.503546,188.6453901,3118.836879,671.7943262,312.9787234,141,20.85182649,9.239498125,0.896470916,0.829411765,0.494736842,1.178250331,0,0,0,1,0,0,1,1,1,0,0,0,0,1,1,0,0,0,1,0,1,0,0,0,Follicular Dendritic Cell,B Cells
+1160,18954.13714,717.4,484.1028571,1076.491429,16718.12,581.1828571,470.7085714,1564.542857,9198.885714,459.6342857,399.8342857,1779.697143,13126.65714,1127.845714,5052.377143,2465.474286,4803.057143,1122.714286,343.1085714,2465.291429,8690.805714,8217.2,229.3314286,438.7714286,10331.84,429.6342857,115.8742857,5484.268571,8475.657143,1330.08,913.6457143,2788.222857,6884.994286,722.5371429,253.0285714,13490.14286,5506.611429,708.3885714,379.24,1316.777143,3991.537143,749.1828571,151.4685714,4161.005714,3397.725714,1123.748571,154.9314286,3169.194286,865.0457143,314.1657143,175,17.18867326,13.8773035,0.590070618,0.930851064,0.614035088,-1.330254998,0,0,0,1,0,0,0,1,0,0,0,1,0,1,1,0,0,0,0,0,1,0,0,0,B Cell,B Cells
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+1162,15932.14163,694.9184549,424.4763948,1067.596567,11843.53648,548.2875536,501.7381974,1558.540773,5272.287554,416.5193133,488.3175966,1737.875536,9000.008584,1045.613734,3831.922747,1732.682403,3337.386266,1058.798283,325.4849785,3071.042918,5887.364807,4143.44206,787.3690987,478.0515021,7175.991416,398.9227468,106.8669528,4709.587983,5782.502146,1507.111588,694.416309,2788.540773,4649.991416,699.8583691,222.6094421,8011.154506,3477.06867,731.7381974,354.751073,1309.369099,1898.309013,726.0600858,144.9484979,4101.643777,1837.175966,1000.128755,160.8154506,3081.120172,1051.609442,316.2660944,233,19.93592999,15.36781628,0.637004279,0.928286853,0.728125,0.163517435,0,0,0,0,0,0,1,1,1,0,0,0,0,1,1,0,0,0,0,0,1,0,0,0,Follicular Dendritic Cell,B Cells
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+1164,35126.95238,785.5952381,432.8571429,1085.547619,29841.7619,660.6190476,539.9761905,1451.380952,16940.07143,522.3333333,496.6904762,1744.761905,25039.42857,1264.119048,2923.238095,3109.404762,9132.452381,1320.857143,374.7619048,2496.190476,16991.57143,396.2857143,214.4285714,457.3571429,20285.80952,460.547619,133.4047619,2117.571429,16716.0,1479.333333,859.2380952,2811.119048,13960.57143,591.0952381,281.2380952,1715.857143,11461.61905,876.0,447.7619048,1314.738095,8675.071429,668.8571429,176.7380952,2531.309524,7633.97619,1331.952381,170.5952381,3245.5,450.6428571,311.952381,42,8.743482501,6.84161893,0.622673024,0.954545455,0.6,-0.099808022,1,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,Activated APC,Other Cells
+1165,33371.53403,795.6073298,471.0890052,1071.612565,28717.31414,666.4659686,911.8534031,1597.691099,16849.01571,539.9528796,1934.759162,1809.47644,23614.16754,1269.874346,6239.759162,3783.973822,8417.994764,1251.078534,369.2670157,5137.450262,16391.03141,1235.319372,229.3507853,1331.308901,19131.73298,453.9895288,126.7068063,3955.204188,15682.34555,1984.602094,706.2879581,2795.879581,13343.17801,683.3926702,271.026178,6120.465969,11008.50262,1401.816754,414.8324607,1311.764398,8019.026178,660.3717277,156.5235602,3858.04712,6803.848168,1309.120419,577.1413613,3199.722513,642.591623,314.9842932,191,17.6335189,14.39383644,0.577660635,0.955,0.561764706,-1.175455025,1,0,1,1,0,0,1,1,0,0,0,0,1,1,1,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
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+1168,34753.33333,826.3472222,495.6944444,1069.819444,31819.48611,667.25,737.6805556,1569.75,17485.08333,566.3194444,523.0972222,1735.402778,24404.70833,1268.666667,7137.847222,3344.958333,8965.416667,1342.875,393.7777778,2404.486111,17161.65278,473.1388889,206.0138889,448.8055556,20887.70833,607.7361111,129.8888889,4232.972222,16524.27778,1478.819444,892.8055556,2805.444444,14016.15278,590.5,285.6805556,1906.305556,10979.31944,876.5277778,442.9861111,1302.875,8709.041667,691.75,182.9444444,6384.152778,7100.944444,1333.041667,185.9583333,3201.611111,305.2638889,313.0,72,10.26687079,9.063323523,0.46979846,0.96,0.72,-0.727893966,1,0,0,1,0,0,0,0,0,1,0,0,0,1,0,0,0,0,0,1,1,0,0,0,Activated APC,Other Cells
+1169,35234.02752,829.7155963,481.8623853,1072.357798,32042.46789,680.3944954,578.5504587,1525.752294,17143.77064,553.4036697,572.5412844,1759.834862,24388.91743,1316.027523,5212.119266,2986.816514,8930.724771,1365.513761,386.559633,2474.908257,17309.53211,426.4311927,384.2844037,498.7798165,19820.0,521.0091743,131.2201835,3291.055046,15946.10092,1573.678899,1008.110092,2808.651376,13187.0367,661.7614679,287.5321101,1945.422018,10861.3578,982.3394495,460.1009174,1306.715596,8386.807339,714.8807339,177.853211,3551.247706,6938.688073,1351.587156,143.587156,3170.844037,465.9724771,313.8623853,109,12.75911385,11.2539485,0.471189243,0.956140351,0.648809524,-1.266367381,1,0,0,1,0,0,0,0,1,1,0,0,0,1,0,0,0,0,0,0,1,0,0,0,Dendritic Cell,Other Cells
+1170,33018.77528,918.8764045,487.988764,1077.393258,29308.11236,723.3595506,705.7752809,1542.662921,16275.74157,582.8988764,494.9325843,1732.505618,22596.65169,1341.05618,4088.438202,3083.280899,8447.617978,1349.685393,386.0337079,2486.966292,15362.21348,430.3595506,119.3258427,494.1123596,17949.7191,398.8539326,124.8539326,3378.516854,14341.85393,1511.707865,819.4831461,2798.033708,12256.52809,733.2134831,290.9101124,2555.382022,10093.04494,876.1460674,452.0,1312.370787,7577.977528,660.0224719,177.7191011,3845.651685,6216.47191,1334.089888,376.4269663,3273.146067,573.9662921,313.8988764,89,12.6192128,9.772155415,0.632712132,0.87254902,0.570512821,0.95922059,1,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,Activated APC,Other Cells
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+1191,41934.88421,1088.031579,512.5263158,1120.242105,34899.93684,797.4736842,801.3684211,1599.778947,20374.97895,637.4210526,1229.684211,1797.663158,27976.29474,1465.2,3862.757895,2998.421053,9907.094737,1386.978947,403.9684211,2435.252632,16802.63158,447.5578947,104.8842105,824.1684211,19566.31579,393.5263158,136.7263158,2250.263158,15552.73684,2060.631579,607.5263158,2791.989474,13115.77895,607.4947368,275.9368421,1546.231579,10421.62105,1163.642105,424.4842105,1313.757895,7789.073684,609.3789474,161.0105263,1192.473684,6242.242105,1261.0,138.4210526,3331.168421,590.8526316,318.0947368,95,13.08962063,9.472520578,0.690149786,0.95959596,0.659722222,-0.750067909,1,1,1,1,0,1,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,Helper T Cell,T Cells
+1192,16531.0,676.9285714,406.1071429,1051.916667,14649.79762,558.8809524,452.047619,1496.77381,8160.047619,455.8452381,427.1071429,1758.178571,11503.36905,1088.845238,3148.630952,2148.916667,4259.761905,1112.202381,324.9047619,2875.880952,7858.035714,7251.047619,163.3809524,446.1785714,9174.142857,410.3571429,105.4047619,3068.142857,7740.452381,1301.97619,786.3095238,2783.857143,6600.857143,741.4404762,234.7142857,5080.869048,5332.642857,758.8333333,370.2857143,1309.702381,3978.654762,636.7738095,146.3690476,3095.345238,3303.047619,1131.583333,127.6428571,3118.428571,689.4761905,317.6904762,84,13.11462962,8.257047023,0.776914746,0.933333333,0.583333333,0.800996248,0,0,0,1,0,0,1,1,0,0,0,0,0,1,1,0,0,0,0,0,1,0,0,0,Follicular Dendritic Cell,B Cells
+1193,40525.08475,886.9152542,524.0169492,1164.050847,36981.94915,706.9152542,484.1355932,1736.135593,20375.28814,587.9491525,497.0338983,1788.101695,28148.10169,1317.389831,5403.508475,4585.508475,10287.08475,1419.830508,412.3728814,2404.20339,20132.27119,421.1694915,120.3898305,425.8135593,24588.91525,418.6271186,146.4237288,3770.118644,19284.62712,1478.322034,732.3220339,2803.152542,15886.94915,613.1355932,318.2372881,4117.932203,11022.9322,864.8983051,463.7457627,1326.864407,9351.118644,645.8135593,180.5932203,2145.254237,7256.254237,1373.898305,181.779661,3301.169492,220.0,316.8983051,59,10.87740457,7.122986676,0.755765384,0.921875,0.614583333,1.296399109,1,0,0,1,0,1,0,0,0,0,0,0,0,1,1,0,0,0,0,0,1,0,0,0,Follicular Dendritic Cell,B Cells
+1194,16722.02703,1309.662162,580.1351351,1048.405405,16505.33784,804.7972973,425.2027027,1406.162162,7947.743243,672.4324324,473.5135135,1718.0,9851.864865,1307.175676,4559.513514,2202.864865,3938.0,1278.864865,350.8243243,2381.391892,7510.72973,427.1351351,287.0405405,419.2162162,7874.567568,368.3378378,115.5945946,3804.810811,5975.283784,1390.324324,779.4054054,2787.054054,5266.891892,617.9054054,249.8378378,1446.297297,4228.216216,753.3108108,386.0945946,1280.905405,3794.364865,615.8648649,150.8513514,2381.243243,2539.148649,1118.743243,185.6891892,3503.094595,351.0945946,319.8918919,74,13.30645718,7.591775571,0.82127454,0.891566265,0.528571429,0.448319989,1,1,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,1,NK Cell,Other Cells
+1195,14589.34783,797.173913,579.1521739,1066.065217,14508.52174,651.5869565,948.7391304,1452.652174,7003.217391,518.2826087,1536.652174,1811.434783,10500.71739,1246.413043,6325.043478,6585.195652,4191.826087,1269.478261,361.6521739,2778.782609,7886.282609,364.8478261,1255.326087,837.4347826,8820.086957,1651.891304,119.8043478,3954.152174,6919.23913,1659.326087,1095.108696,2827.804348,6146.326087,809.5652174,259.2826087,2106.108696,5126.347826,1221.695652,415.2826087,1310.413043,4327.73913,890.2173913,173.6956522,5173.73913,3322.934783,1293.391304,563.9782609,3269.456522,446.2391304,317.173913,46,9.556289706,7.038418206,0.676413521,0.901960784,0.567901235,0.560453731,1,0,1,1,0,0,1,0,1,1,0,0,0,1,0,1,0,0,1,0,1,0,0,0,Cytotoxic T Cell,T Cells
+1196,49286.82927,1034.414634,516.4390244,1139.878049,42122.63415,796.2195122,858.902439,1671.707317,25173.80488,651.1219512,1140.902439,1819.585366,34858.41463,1553.780488,5101.121951,3387.292683,11896.56098,1466.95122,413.097561,2458.121951,24353.87805,500.8292683,130.5365854,711.5121951,28795.14634,529.3902439,154.5609756,2718.0,23125.53659,2260.195122,712.3414634,2846.609756,19654.36585,690.5609756,330.6097561,1629.414634,15975.04878,1191.390244,509.9756098,1323.97561,11609.2439,688.2926829,180.9268293,1908.292683,10168.12195,1520.902439,166.7560976,3334.439024,583.1463415,315.6829268,41,7.837443725,7.354364077,0.345652469,0.953488372,0.640625,-0.167847754,1,1,1,1,1,1,0,0,0,1,0,0,1,1,0,1,1,0,0,0,1,1,0,0,Helper T Cell,T Cells
+1197,23998.57692,799.7179487,589.6794872,1110.833333,20540.30769,649.5,874.3205128,1833.987179,9731.910256,473.0128205,1788.320513,1842.730769,16173.89744,1195.269231,7620.564103,4678.128205,5799.987179,1197.615385,363.2307692,3529.871795,10692.62821,539.2435897,186.5512821,1068.551282,13359.28205,433.6538462,121.8589744,10927.47436,10838.39744,1879.615385,823.9871795,2812.141026,8650.615385,596.1282051,290.4230769,24556.05128,6751.974359,1124.435897,398.0128205,1339.269231,4024.025641,776.7307692,156.1538462,8061.653846,3959.910256,1173.166667,390.0384615,3240.230769,1022.679487,317.6666667,78,11.20051557,9.889068935,0.469538609,0.906976744,0.644628099,-0.216874632,1,0,1,1,0,0,1,0,0,0,0,1,1,1,1,1,0,0,1,0,1,0,0,0,Helper T Cell,T Cells
+1198,40650.72566,980.9557522,523.7079646,1132.477876,33850.10619,791.1681416,703.2654867,1629.433628,19209.19469,625.2477876,618.8849558,1793.672566,26972.02655,1471.840708,5072.495575,3546.849558,9180.929204,1447.106195,422.5752212,2462.327434,17636.51327,463.1504425,1426.044248,525.7610619,20822.09735,428.2566372,138.4247788,2242.230088,16684.78761,1691.690265,822.5221239,2824.964602,14130.46903,704.8318584,311.9026549,2314.176991,11454.87611,989.6902655,477.0176991,1355.584071,8596.477876,956.4778761,184.4336283,2661.274336,7228.831858,1401.39823,414.8495575,3323.132743,549.7876106,320.619469,113,15.89061122,9.264469589,0.812461169,0.918699187,0.627777778,-0.475529473,1,1,0,1,0,1,0,0,1,0,0,0,0,1,0,0,1,1,1,1,1,0,0,0,Macrophage,Other Cells
+1199,19815.75962,1002.644231,523.7692308,1058.067308,18280.20192,722.4903846,802.6442308,1422.375,9600.682692,597.9230769,639.5,1742.009615,13332.78846,1328.903846,3080.182692,2583.980769,4890.951923,1268.807692,365.4903846,2465.875,9634.596154,404.5576923,531.8557692,528.0288462,11091.47115,390.0096154,141.75,3109.596154,8646.836538,1542.048077,836.6153846,2817.634615,7597.701923,813.7692308,261.8846154,3711.567308,6299.5,836.0576923,425.0096154,1323.615385,4959.605769,744.5384615,169.0096154,2959.923077,3974.336538,1253.125,711.7788462,3390.528846,562.625,318.5288462,104,14.22748207,10.11130641,0.703506932,0.818897638,0.619047619,1.136357548,1,0,0,1,0,0,0,0,1,0,0,0,0,1,1,0,0,0,0,0,1,0,1,1,Follicular Dendritic Cell,B Cells
+1200,40651.30097,888.407767,537.8349515,1160.330097,36480.33981,726.6699029,633.7864078,1771.456311,20312.48544,595.5242718,632.3592233,1796.941748,28564.90291,1334.38835,5697.660194,4242.699029,10523.34951,1398.514563,413.961165,2855.912621,20233.68932,755.815534,128.0679612,605.3398058,24868.50485,430.6893204,139.7184466,4411.961165,19727.06796,1683.893204,759.1650485,2806.941748,16128.96117,601.0776699,317.5048544,4523.242718,10748.0,903.7961165,451.184466,1311.543689,9225.504854,641.5436893,179.0,2392.456311,7476.68932,1350.029126,223.6601942,3233.796117,210.2524272,319.8446602,103,15.11950952,8.929860342,0.806951002,0.927927928,0.572222222,1.029769529,1,0,0,1,0,1,1,1,0,0,0,0,0,1,1,0,0,0,0,0,1,0,0,0,Follicular Dendritic Cell,B Cells
+1201,25639.63636,800.5561497,581.1176471,1118.636364,24412.3369,635.0855615,446.6791444,1643.84492,13073.54545,529.5508021,507.7379679,1785.914439,18404.25668,1206.582888,6720.636364,6429.828877,6968.550802,1307.614973,373.1925134,2397.005348,13153.2246,381.1336898,107.1497326,436.0,15546.53476,397.4117647,123.5721925,5088.352941,12289.39572,1405.385027,894.8449198,2803.395722,10326.81283,589.8983957,286.3048128,6095.962567,7332.780749,856.2085561,419.3636364,1318.572193,6239.272727,604.5294118,164.171123,3991.743316,4797.625668,1251.545455,228.6042781,3207.122995,226.0320856,324.8609626,187,18.63587695,14.52910506,0.62623933,0.813043478,0.519444444,-1.196111619,1,0,0,1,0,0,0,0,0,0,0,0,0,1,1,0,0,0,0,0,1,0,0,0,Follicular Dendritic Cell,B Cells
+1202,53422.9,948.5,546.975,1145.125,46082.375,756.075,738.375,1764.8,26482.15,639.8,924.475,1761.9,37054.675,1401.975,6249.275,4665.025,13173.1,1511.65,435.9,2424.15,25692.075,455.875,161.25,615.775,32037.7,844.575,149.6,3572.675,25533.725,1672.25,882.975,2849.525,21819.5,659.5,350.7,1706.15,17108.825,1075.45,495.35,1287.625,13189.325,686.075,193.1,2827.425,10914.075,1467.775,147.6,3265.5,291.35,318.9,40,8.486729739,6.281354817,0.672454538,0.975609756,0.555555556,-1.038649193,1,1,1,1,1,1,0,0,0,1,0,0,0,1,0,0,1,0,0,1,1,1,0,0,Cytotoxic T Cell,T Cells
+1203,27177.16981,958.6320755,476.3018868,1060.433962,26024.40566,728.8301887,517.9622642,1505.54717,13765.60377,570.5660377,494.2641509,1731.584906,19360.14151,1318.188679,4186.537736,2304.443396,6493.622642,1221.764151,352.6132075,2549.396226,12527.74528,1785.839623,332.4811321,497.5754717,14852.58491,371.6886792,123.1886792,4324.632075,11701.92453,1384.773585,650.9339623,2785.188679,9888.075472,575.3301887,247.5566038,3581.339623,8097.103774,809.3207547,389.1886792,1296.301887,6074.707547,667.8207547,153.4811321,1873.45283,5072.150943,1251.283019,920.2075472,3243.367925,623.6037736,321.1037736,106,12.81036888,11.15257958,0.492009126,0.876033058,0.627218935,-0.922964987,1,0,0,1,0,0,0,1,1,0,0,0,0,0,1,0,0,0,0,0,1,0,1,0,Follicular Dendritic Cell,B Cells
+1204,36991.81395,917.627907,481.1976744,1088.616279,32608.54651,731.2790698,585.4069767,1535.627907,17889.59302,588.6395349,585.744186,1778.895349,26111.2093,1352.465116,4347.151163,3361.372093,9156.837209,1369.895349,387.1511628,2469.011628,17856.61628,422.2674419,229.9069767,501.4418605,21336.63953,473.2325581,133.7906977,3322.627907,17194.81395,1563.081395,860.8372093,2820.093023,14509.26744,641.2325581,286.8023256,1753.732558,11912.02326,1014.162791,449.0232558,1319.290698,9065.55814,668.2790698,176.0348837,2495.534884,7761.290698,1336.662791,178.6627907,3287.697674,454.2209302,320.8604651,86,15.62785426,8.097000044,0.85531196,0.811320755,0.441025641,-0.953309297,1,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,Activated APC,Other Cells
+1205,30315.53623,1155.434783,514.2173913,1078.405797,26208.47826,829.826087,839.5217391,1487.434783,14146.11594,681.2898551,1408.521739,1842.115942,19740.88406,1428.405797,2750.956522,2578.347826,6776.753623,1356.217391,393.6231884,2567.202899,13131.43478,468.8985507,718.9710145,1417.608696,16066.42029,389.2173913,396.4492754,1595.724638,12611.46377,2080.231884,678.7101449,2786.811594,10601.55072,611.2753623,265.2173913,1525.869565,8879.101449,1102.985507,440.0724638,1329.826087,6828.84058,784.6666667,173.8405797,1985.318841,5716.144928,1299.73913,244.0434783,3321.927536,540.115942,319.6666667,69,12.17812556,7.188283076,0.807211827,0.985714286,0.784090909,-1.128020679,1,1,1,1,0,0,0,0,1,0,1,0,1,1,0,0,0,0,1,0,1,0,0,0,Regulatory T Cell,T Cells
+1206,39796.79121,870.989011,429.5824176,1091.197802,34038.03297,718.1098901,702.9230769,1573.0,19544.40659,556.6593407,1336.461538,1736.505495,27658.79121,1384.417582,2649.384615,3099.67033,9595.406593,1318.208791,391.0549451,3005.703297,18595.24176,501.1098901,212.021978,1178.857143,22004.14286,391.5164835,236.4835165,1829.296703,17803.59341,1652.615385,644.0549451,2813.131868,15083.3956,600.8791209,279.2637363,2376.956044,12430.62637,998.978022,415.4395604,1314.538462,9167.846154,666.5714286,167.7582418,2106.076923,7637.835165,1377.263736,477.6593407,3150.648352,634.3406593,323.9120879,91,15.67722406,7.775859363,0.868324116,0.947916667,0.56875,0.493545452,1,0,1,1,0,0,1,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,T Cell,T Cells
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+1211,19632.41711,774.4705882,504.0320856,1079.823529,10776.04278,520.8449198,531.5561497,1383.941176,4199.144385,457.855615,636.2192513,1687.144385,7773.898396,991.3796791,4844.962567,1860.727273,2866.208556,1009.278075,302.486631,2831.213904,5155.59893,357.171123,1255.374332,621.6256684,6225.962567,408.0427807,102.1657754,3254.42246,4869.15508,1675.229947,572.4278075,2790.786096,3837.791444,582.1069519,206.7593583,2250.411765,2846.080214,805.1497326,332.5775401,1282.716578,1379.347594,847.2566845,141.8716578,2588.026738,1497.15508,928.3582888,1438.406417,3015.802139,1104.096257,322.1604278,187,18.62987693,12.97977652,0.717344817,0.939698492,0.703007519,1.562597904,0,0,0,0,0,0,1,0,1,0,0,0,0,0,0,0,0,0,1,0,1,0,1,0,Dendritic Cell,Other Cells
+1212,24051.20635,728.5714286,545.4603175,1127.555556,21981.87302,610.5714286,427.8730159,1668.47619,11421.03175,489.031746,787.3968254,1844.857143,17465.49206,1109.444444,5154.68254,3523.174603,6191.015873,1181.015873,351.1428571,2811.365079,12070.28571,7296.793651,140.7936508,668.7460317,14837.25397,462.3492063,131.8888889,7123.714286,11241.20635,1479.253968,673.8095238,2824.47619,9307.539683,592.5714286,260.047619,6514.492063,5875.873016,775.1428571,396.3333333,1298.063492,5211.396825,649.2380952,155.1428571,3014.428571,4103.650794,1154.396825,221.6825397,3164.0,193.0952381,319.968254,63,12.34083056,6.717883078,0.838850208,0.926470588,0.692307692,-1.399666443,0,0,1,1,0,0,1,1,0,0,0,1,0,1,1,0,0,0,0,0,1,0,0,0,T Cell,T Cells
+1213,32247.23171,808.1341463,545.0731707,1079.841463,30601.30488,657.4878049,666.6463415,1545.573171,16647.80488,547.2073171,449.5731707,1795.353659,23214.76829,1233.804878,6824.121951,4140.219512,8740.597561,1346.54878,377.195122,2409.52439,16457.43902,384.7560976,998.597561,436.9390244,20224.0122,396.4512195,125.8292683,5002.317073,15620.2561,1437.817073,839.9756098,2799.634146,13214.26829,590.3170732,283.0,3736.414634,10065.82927,820.6097561,437.3658537,1326.573171,8271.890244,840.7317073,171.9268293,4048.719512,6461.085366,1286.146341,224.1341463,3247.158537,271.1097561,323.3170732,82,12.3413487,9.23604015,0.663268237,0.872340426,0.525641026,-0.876549412,1,0,0,1,0,0,0,0,1,0,0,0,0,1,1,0,0,0,1,0,1,0,0,0,Follicular Dendritic Cell,B Cells
+1214,39780.59036,900.8795181,555.8192771,1118.39759,35870.36145,711.253012,659.8915663,1683.975904,20045.80723,601.9156627,716.4337349,1784.855422,28081.28916,1336.759036,7278.710843,5277.433735,10269.60241,1472.746988,421.1927711,2473.819277,19780.93976,422.8313253,162.5662651,573.5542169,23761.39759,1028.0,135.0361446,3223.481928,18734.24096,1526.204819,994.3253012,2833.674699,16172.48193,623.8313253,326.0361446,2035.240964,12629.3253,1079.650602,485.6144578,1309.542169,9829.012048,675.8313253,188.1566265,4260.13253,7872.096386,1390.963855,139.8795181,3331.349398,297.9879518,323.5180723,83,13.03623115,9.190145143,0.709237638,0.83,0.58041958,-0.207708031,1,0,0,1,1,1,0,0,0,1,0,0,0,1,0,0,1,0,0,1,1,0,0,0,Macrophage,Other Cells
+1215,43140.97351,861.205298,525.7218543,1096.662252,38618.00662,711.8278146,700.7880795,1648.456954,21755.23179,592.8344371,728.3509934,1786.774834,30384.90728,1315.337748,6559.225166,4442.198675,11213.64901,1421.582781,401.3576159,2495.615894,21548.21192,485.1523179,195.615894,548.7218543,26079.39073,526.6887417,136.2980132,4806.331126,20774.53642,1647.609272,931.9403974,2813.576159,17751.43046,613.2913907,314.1192053,1836.0,13989.17881,1023.125828,477.6887417,1302.854305,10849.3245,681.6622517,186.5629139,4113.768212,8926.92053,1407.245033,149.4370861,3290.81457,309.794702,323.8410596,151,16.30653569,12.02804945,0.675214552,0.937888199,0.629166667,1.064738317,1,0,0,1,0,1,0,0,0,1,0,0,0,1,0,0,1,0,0,1,1,0,0,0,Macrophage,Other Cells
+1216,52791.15517,1083.275862,581.2241379,1136.637931,48389.63793,884.637931,530.8965517,1702.603448,27484.24138,722.1551724,447.862069,1728.655172,38865.7069,1713.224138,3173.396552,2807.034483,13405.75862,1676.603448,508.1034483,2445.224138,25371.77586,506.6034483,504.3275862,440.3965517,30483.55172,453.3793103,158.2758621,3799.12069,24645.67241,1731.241379,913.6896552,2817.172414,20742.84483,719.3448276,372.1034483,1626.534483,16712.44828,1098.793103,555.6034483,1319.068966,13045.03448,830.0172414,220.5517241,2298.810345,11070.08621,1723.603448,571.4655172,3177.482759,362.1896552,321.5172414,58,9.99972837,7.771144586,0.629333226,0.920634921,0.58,0.842749283,1,1,0,1,1,1,0,0,1,0,1,0,0,1,0,0,1,0,1,1,1,1,0,0,Macrophage,Other Cells
+1217,19989.57325,862.6305732,418.1783439,1024.471338,18363.03822,682.9617834,454.6942675,1368.254777,10083.24204,548.910828,390.8917197,1674.356688,14416.49045,1294.853503,1592.515924,1085.700637,5227.509554,1402.751592,385.1401274,2411.88535,10262.48408,402.2611465,753.7898089,439.6687898,11904.18471,383.656051,123.5541401,959.522293,9666.305732,1464.273885,783.6050955,2832.726115,8175.254777,760.2547771,266.7707006,1439.356688,6696.757962,798.1528662,439.5031847,1321.191083,5386.859873,804.0,175.9044586,2779.477707,4545.636943,1385.471338,415.1783439,3179.509554,374.6369427,324.9235669,157,17.5892085,11.57020014,0.753191712,0.94011976,0.71040724,0.359110571,1,0,0,0,0,0,0,0,1,0,0,0,0,1,0,0,0,0,1,0,1,0,0,0,Dendritic Cell,Other Cells
+1218,25766.5303,834.8484848,496.4848485,1051.772727,23189.13636,707.4848485,898.4393939,1482.878788,12217.48485,549.8484848,1252.530303,1848.651515,18010.71212,1287.893939,5832.560606,4215.045455,6684.909091,1330.878788,392.9545455,2685.5,12775.71212,420.0151515,2124.5,830.1212121,13782.77273,426.5757576,130.4393939,1956.5,11430.65152,2213.590909,1033.636364,2818.515152,9828.515152,1014.954545,268.5757576,1705.30303,7931.666667,1400.181818,438.7575758,1351.318182,6083.606061,1057.015152,184.5757576,5419.893939,5163.924242,1369.333333,540.0909091,3209.363636,431.9848485,322.4848485,66,10.86547988,8.157209166,0.660591649,0.942857143,0.55,-0.388590276,1,0,1,1,0,0,1,0,1,0,0,0,1,1,0,1,0,1,1,1,1,0,0,0,Helper T Cell,T Cells
+1219,26388.78814,835.4661017,597.1440678,1105.779661,22400.50847,683.0932203,652.3644068,1675.915254,13104.05932,523.059322,421.4915254,1826.457627,18171.02542,1259.949153,3745.389831,2110.79661,6442.372881,1269.338983,368.2542373,2504.110169,12286.24576,2171.898305,1703.576271,460.5508475,14011.33051,428.5508475,122.2966102,3333.771186,11522.92373,1496.186441,1310.279661,2822.805085,9645.288136,751.1271186,257.0169492,3406.440678,7777.525424,1029.915254,397.440678,1340.347458,5838.822034,1083.728814,164.0169492,7666.567797,4907.466102,1256.576271,200.8474576,3238.745763,670.3559322,321.9576271,118,15.71122531,9.668223703,0.788238045,0.944,0.670454545,1.324171977,1,0,0,1,0,0,0,1,1,0,0,0,0,1,1,0,0,1,1,0,1,0,0,0,Follicular Dendritic Cell,B Cells
+1220,18132.73077,695.3461538,390.8717949,1055.089744,16050.76923,585.7948718,842.5384615,1505.0,9056.692308,467.7948718,393.7435897,1747.884615,12448.96154,1108.589744,2830.730769,1646.589744,4553.397436,1107.692308,336.025641,2564.653846,8560.615385,13022.52564,513.3076923,434.9871795,9923.205128,451.6794872,108.9102564,3141.153846,8245.166667,1335.448718,757.4871795,2781.410256,6995.615385,662.1794872,236.1410256,4231.551282,5726.230769,751.5128205,363.5641026,1298.166667,4238.358974,762.2051282,150.5897436,2752.871795,3575.217949,1142.346154,141.5,3187.192308,682.9615385,323.3717949,78,11.72773638,8.973991323,0.643799991,0.951219512,0.557142857,0.09087164,0,0,0,0,0,0,0,1,1,0,0,0,0,1,1,0,0,0,0,0,1,0,0,0,Follicular Dendritic Cell,B Cells
+1221,20725.7651,741.7181208,481.6510067,1082.483221,17770.27517,595.2483221,505.5637584,1610.852349,10619.30201,485.1879195,391.6778523,1806.208054,14605.97987,1177.563758,6204.66443,3870.704698,5301.597315,1158.832215,366.8187919,2461.268456,9967.174497,2138.651007,367.7583893,427.3557047,11460.1745,389.2013423,113.3691275,7388.402685,9445.469799,1308.302013,843.0067114,2795.986577,8007.107383,620.557047,252.5704698,11434.38255,6355.033557,746.2684564,379.1610738,1307.805369,4788.020134,796.7516779,151.0134228,3352.516779,4056.758389,1172.637584,173.7583893,3173.14094,731.5771812,324.7181208,149,17.4726789,12.05565788,0.72383613,0.84180791,0.551851852,0.057350679,0,0,0,1,0,0,0,1,1,0,0,1,0,1,1,0,0,0,1,0,1,0,0,0,B Cell,B Cells
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+1223,29052.37143,813.2928571,524.5857143,1085.142857,26783.32143,670.6214286,760.5214286,1549.864286,14793.49286,541.0142857,960.0142857,1765.678571,20263.79286,1233.414286,6365.557143,3850.842857,7502.164286,1305.435714,379.6,2464.728571,14773.97857,406.4785714,374.9357143,794.6214286,17221.7,431.9357143,140.2214286,3440.807143,13781.98571,1735.457143,838.5142857,2806.114286,11784.04286,699.8357143,272.6142857,2187.528571,9155.885714,979.8857143,440.1071429,1316.164286,7236.757143,700.65,172.4642857,5069.135714,6017.114286,1305.121429,557.75,3233.935714,329.6428571,323.3642857,140,18.85416629,9.716659643,0.856974536,0.897435897,0.614035088,-1.247683382,1,0,1,1,0,0,0,0,1,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,T Cell,T Cells
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+1236,19773.72085,737.9363958,529.4204947,1083.657244,17747.17668,601.0671378,427.7031802,1634.240283,9604.120141,471.9787986,425.5441696,1787.664311,13854.31802,1124.925795,6259.865724,3168.742049,5006.187279,1146.109541,352.8939929,2472.54417,9134.141343,1961.409894,821.6431095,440.1342756,10986.85512,401.180212,117.5123675,6300.388693,8938.954064,1336.084806,917.4522968,2804.508834,7400.579505,555.9399293,266.7915194,19104.31449,5831.363958,795.6713781,380.4416961,1326.021201,4210.226148,1090.936396,151.3957597,4830.795053,3605.106007,1136.731449,177.0848057,3163.971731,870.2190813,327.434629,283,22.7842552,16.25587308,0.700686201,0.921824104,0.683574879,-1.367613086,0,0,0,1,0,0,0,1,1,0,0,1,0,1,1,0,0,0,1,0,1,0,0,0,B Cell,B Cells
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+1245,23709.4,791.0581818,526.9563636,1103.338182,20445.76727,646.8436364,745.5672727,1676.72,11172.76,489.3309091,1295.821818,1784.763636,16614.18909,1213.381818,5714.974545,3532.687273,6014.298182,1185.836364,357.3745455,4807.538182,10684.55273,862.9927273,1071.712727,652.2509091,13177.99636,425.9781818,118.4654545,5715.385455,10645.34182,1612.989091,810.3527273,2813.883636,8791.596364,548.5490909,275.9490909,22693.58182,6927.334545,1190.185455,396.3490909,1414.716364,4953.956364,1300.741818,164.9018182,5987.418182,4354.309091,1205.407273,275.3563636,3215.778182,893.2290909,331.2872727,275,21.54974991,17.44250194,0.587249135,0.925925926,0.597826087,-1.471289172,1,0,1,1,0,0,1,1,1,0,0,1,0,1,1,1,0,1,1,0,1,0,0,0,T Cell,T Cells
+1246,44633.96491,882.3157895,540.4385965,1121.438596,40392.50877,725.7719298,760.4385965,1661.614035,23498.35088,589.5438596,475.4736842,1788.596491,32357.87719,1318.894737,6071.0,4230.631579,12054.92982,1432.912281,419.4561404,2415.192982,22502.31579,418.8596491,131.3508772,433.5263158,27584.82456,424.4912281,138.1754386,4522.315789,22191.33333,1499.105263,924.8070175,2804.035088,18560.17544,616.0350877,332.9473684,2122.052632,13965.38596,873.0701754,488.9824561,1311.666667,11049.2807,646.3859649,188.7719298,2024.736842,9084.754386,1409.087719,143.6491228,3322.017544,263.122807,327.6491228,57,11.31134121,7.054944554,0.781659503,0.863636364,0.475,0.560983937,1,0,0,1,0,1,0,0,0,0,0,0,0,1,0,0,1,0,0,1,1,0,0,0,Macrophage,Other Cells
+1247,26664.98204,854.2994012,450.7365269,1056.622754,23593.52096,672.0538922,637.2994012,1428.964072,12769.01198,541.6467066,460.5209581,1733.413174,19063.12575,1294.640719,3019.179641,1940.562874,6828.329341,1311.862275,382.9281437,2452.179641,11663.41916,386.8862275,899.9520958,453.7724551,13913.81437,401.0239521,120.5329341,1481.97006,11269.52096,1476.0,931.6167665,2849.413174,9693.778443,864.6107784,273.5928144,1580.161677,8010.467066,1163.592814,423.1197605,1319.826347,6117.341317,840.0239521,171.1616766,2546.898204,5265.053892,1334.221557,649.1377246,3227.580838,443.6646707,328.8203593,167,18.69730205,12.30742365,0.752802928,0.888297872,0.521875,1.052431986,1,0,0,0,0,0,0,0,1,0,0,0,0,1,0,1,0,0,1,0,1,0,1,0,Dendritic Cell,Other Cells
+1248,31879.77011,850.6091954,563.8505747,1128.747126,27421.50575,691.2873563,954.7126437,1796.908046,14708.6092,520.9770115,2004.678161,1783.310345,21649.67816,1252.034483,6349.942529,4358.724138,7920.114943,1255.0,368.7701149,4123.413793,14840.13793,541.1034483,167.3218391,1299.356322,17888.52874,2308.287356,125.8275862,4696.034483,14918.4023,1489.931034,711.6436782,2946.747126,12201.70115,571.1264368,306.6436782,24566.50575,9376.942529,2050.37931,421.1149425,1372.172414,6496.862069,920.6091954,226.1149425,7273.850575,5903.942529,1270.425287,261.4367816,3299.402299,929.4827586,326.9425287,87,11.79099746,9.72707176,0.565194769,0.925531915,0.608391608,-1.539361274,1,0,1,1,0,0,1,0,0,1,0,0,0,1,1,1,0,1,1,1,1,0,0,0,Cytotoxic T Cell,T Cells
+1249,40382.75735,902.1691176,514.6911765,1109.514706,35572.05147,732.0441176,647.5588235,1639.779412,20178.22794,582.9191176,702.9926471,1779.073529,28042.16912,1346.080882,6941.801471,2812.816176,10183.72794,1428.566176,410.9926471,2465.411765,19790.47794,444.3161765,270.7647059,564.2573529,23469.86765,457.4117647,174.5441176,4293.683824,18568.00735,1662.860294,876.7647059,2819.955882,15908.69853,678.2647059,311.8529412,2236.823529,12599.80882,900.2426471,472.2867647,1315.691176,9886.154412,740.2205882,191.6691176,5749.448529,8311.441176,1415.485294,244.1029412,3295.713235,345.3970588,328.6691176,136,16.51643258,10.98626139,0.746690553,0.844720497,0.581196581,1.183761979,1,0,0,1,0,1,0,0,0,0,1,0,0,1,0,0,1,0,0,1,1,0,0,0,Macrophage,Other Cells
+1250,44818.83562,918.1780822,468.8767123,1092.890411,40364.0274,766.3013699,636.6164384,1630.821918,22943.16438,616.9589041,453.3835616,1758.821918,32133.57534,1409.589041,3690.835616,2616.917808,11434.15068,1506.520548,430.7808219,2423.205479,22272.57534,444.0136986,585.9589041,425.5205479,26347.0411,431.8767123,133.2191781,2694.876712,21203.24658,1579.671233,871.0821918,2827.315068,17942.06849,814.0821918,309.6849315,1755.232877,14413.39726,937.0958904,479.9589041,1312.630137,11014.49315,809.9589041,188.5616438,2501.630137,9251.60274,1500.794521,670.8630137,3207.082192,358.1232877,328.7123288,73,11.14982314,8.628032084,0.633397242,0.948051948,0.561538462,0.270467849,1,0,0,1,1,1,0,0,1,0,0,0,0,1,0,0,1,0,1,1,1,1,1,0,Macrophage,Other Cells
+1251,20540.00699,748.7902098,526.1048951,1084.160839,17941.23077,613.1818182,647.4755245,1579.65035,10337.1049,487.1818182,662.9370629,1812.195804,14835.71329,1211.979021,6106.055944,2674.727273,5281.587413,1172.923077,342.4335664,2727.356643,9853.377622,2988.020979,107.6433566,446.986014,11509.32867,411.8951049,113.2447552,5879.370629,9592.398601,1477.531469,989.972028,2796.083916,7992.342657,679.5244755,252.3636364,9238.370629,6538.923077,803.4195804,383.1818182,1311.832168,4900.342657,634.0699301,152.1328671,5139.006993,4148.818182,1161.517483,248.5874126,3154.181818,691.8391608,329.7762238,143,15.50888188,12.05323364,0.629275104,0.972789116,0.638392857,-1.262464067,0,0,0,1,0,0,1,1,0,0,0,1,0,1,1,0,0,0,0,0,1,0,0,0,B Cell,B Cells
+1252,21886.24752,762.0792079,558.6831683,1118.128713,18061.78218,592.0792079,416.2574257,1619.029703,10585.53465,471.2772277,433.8613861,1775.881188,15930.50495,1149.435644,4651.930693,3793.168317,5675.316832,1151.485149,344.4851485,2808.207921,10180.9802,7786.90099,136.8019802,430.2772277,11869.23762,426.2871287,114.3267327,6202.643564,9982.148515,1312.0,1039.19802,2800.831683,8212.50495,670.2574257,271.3762376,19027.91089,6769.475248,762.7029703,379.2178218,1325.960396,5084.663366,757.1386139,152.5742574,4215.0,4275.851485,1172.158416,140.1980198,3234.217822,788.7029703,328.9009901,101,13.7428444,9.748389642,0.704863529,0.943925234,0.601190476,-0.916973128,0,0,0,1,0,0,1,1,0,0,0,1,0,1,1,0,0,0,0,0,1,0,0,0,B Cell,B Cells
+1253,18964.21176,717.6352941,524.1147059,1059.408824,16512.3,581.6294118,468.1235294,1629.626471,9170.288235,460.75,403.2029412,1805.211765,13340.90588,1110.244118,7068.147059,4167.085294,4863.05,1124.832353,338.6176471,2501.832353,8719.782353,1494.352941,668.6764706,437.6323529,10466.94118,378.3647059,114.5676471,9273.755882,8408.661765,1304.061765,1035.917647,2786.705882,6884.570588,527.8647059,259.5411765,17822.56176,5618.620588,727.8617647,374.1588235,1328.844118,3992.482353,891.4441176,151.7441176,4925.605882,3510.505882,1133.064706,145.4323529,3189.182353,850.6647059,336.9323529,340,26.94918613,16.39831359,0.793561447,0.916442049,0.699588477,-0.190251109,0,0,0,1,0,0,0,1,1,0,0,1,0,1,1,0,0,0,1,0,1,0,0,0,B Cell,B Cells
+1254,29951.69149,909.5744681,711.9042553,1186.680851,27188.74468,726.9255319,898.0851064,1864.744681,13895.45745,575.9680851,2037.404255,1877.37234,19873.98936,1291.904255,8980.93617,7145.957447,7182.159574,1339.180851,390.7234043,5495.457447,14123.54255,1382.553191,151.7553191,1156.159574,16713.48936,452.4148936,240.4787234,7553.031915,12951.38298,2272.62766,772.4680851,2855.659574,10694.34043,601.4042553,296.1702128,11770.12766,6606.138298,1094.648936,427.4680851,1327.276596,5702.638298,652.2765957,179.106383,5292.765957,4523.765957,1270.617021,429.8510638,3240.0,190.4893617,328.9255319,94,11.38137516,10.62270426,0.358991014,0.94,0.712121212,-0.547122478,1,0,1,1,0,0,1,1,0,0,1,1,1,1,1,0,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+1255,24608.96552,798.2068966,433.091954,1092.172414,21940.18391,653.3908046,764.7586207,1514.977011,11745.65517,521.5517241,643.9425287,1769.758621,17187.36782,1238.16092,3616.517241,2237.505747,6325.298851,1312.034483,388.862069,2490.275862,13142.26437,465.7931034,841.8505747,958.6666667,13513.25287,500.4137931,147.4252874,1629.747126,10684.5977,2146.965517,789.5402299,2819.08046,8965.931034,624.0689655,266.954023,1658.436782,7278.390805,1297.862069,435.862069,1334.137931,5672.563218,826.908046,172.7126437,2654.091954,4793.83908,1293.195402,184.7701149,3348.321839,497.2988506,331.2873563,87,15.18138196,7.72922984,0.860692249,0.90625,0.776785714,0.129104879,1,0,0,1,0,0,0,0,1,0,0,0,1,1,0,1,0,0,1,0,1,0,0,0,Dendritic Cell,Other Cells
+1256,26103.28261,948.6014493,511.5724638,1092.34058,23659.15942,737.7246377,771.4492754,1480.949275,12512.5942,582.3695652,650.2898551,1782.797101,17632.52899,1386.123188,3341.326087,3066.398551,6288.210145,1352.695652,395.9347826,2513.318841,11753.18841,669.2536232,1487.695652,645.7391304,13766.27536,597.326087,131.4492754,2330.557971,10887.04348,1628.833333,888.9057971,2805.789855,9345.478261,737.8188406,279.2608696,1751.34058,7810.173913,985.3695652,443.057971,1330.391304,5985.297101,999.4565217,176.5869565,2980.326087,4783.673913,1337.73913,1365.76087,3222.768116,540.6014493,330.5724638,138,17.43558535,12.08116613,0.721030993,0.745945946,0.518796992,1.286937975,1,0,0,1,0,0,0,0,1,1,0,0,0,1,0,0,0,0,1,0,1,0,1,0,Dendritic Cell,Other Cells
+1257,27643.40945,772.9212598,536.2283465,1083.614173,24224.0315,650.1574803,654.8661417,1578.944882,14146.51969,506.0787402,494.8188976,1744.047244,19937.45669,1223.952756,5608.181102,2584.889764,7117.188976,1209.377953,361.7637795,2816.637795,13562.31496,5058.543307,534.5275591,515.6929134,15911.22835,428.4566929,116.1653543,4496.84252,12754.30709,1502.692913,678.7716535,2790.834646,10899.75591,661.3700787,261.8582677,4777.748031,8945.629921,959.4251969,403.6456693,1318.574803,6725.086614,760.0944882,160.0,5572.094488,5751.102362,1281.84252,1085.913386,3198.543307,661.023622,331.1338583,127,13.65850293,12.49315072,0.404180242,0.947761194,0.604761905,0.014877723,1,0,0,1,0,0,1,1,1,0,0,0,0,1,1,0,0,0,0,0,1,0,1,0,Follicular Dendritic Cell,B Cells
+1258,18166.95652,692.5326087,442.6847826,1040.673913,15533.5,569.25,607.3913043,1579.771739,9009.586957,458.3043478,917.326087,1816.815217,12445.55435,1100.76087,6414.608696,3525.358696,4542.858696,1128.652174,325.7173913,3492.521739,8409.771739,2442.336957,99.35869565,637.0108696,9774.26087,405.5217391,107.9673913,5297.978261,8126.01087,1462.728261,829.8804348,2787.391304,6851.271739,615.8913043,232.1304348,5982.532609,5571.51087,889.1304348,361.3804348,1321.206522,4174.01087,606.2065217,149.25,2393.293478,3474.217391,1134.869565,167.076087,3108.206522,704.0652174,329.8478261,92,11.70759959,10.57756365,0.428633565,0.901960784,0.643356643,-0.421802706,0,0,1,1,0,0,1,1,0,0,0,1,0,1,1,0,0,0,0,0,1,0,0,0,T Cell,T Cells
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+1260,21120.90714,736.3714286,453.3428571,1070.114286,15444.45714,550.8214286,737.2928571,1510.6,6724.864286,426.0214286,1364.928571,1736.7,12048.75714,1067.578571,6465.7,3092.121429,4351.75,1090.192857,324.0714286,5124.65,8055.7,908.5142857,221.4285714,777.4142857,9973.878571,395.15,110.2428571,6303.021429,7998.757143,2027.457143,669.6,2794.114286,6253.342857,580.2285714,234.7142857,8292.471429,4745.3,990.0642857,360.9857143,1282.992857,2477.907143,580.3,144.5428571,5223.035714,2550.978571,1021.421429,292.3428571,3103.628571,1068.635714,329.4714286,140,19.14511039,9.937655315,0.854731642,0.848484848,0.633484163,-1.353643464,0,0,1,1,0,0,1,1,0,0,0,1,1,1,1,0,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
+1261,39029.98571,899.2357143,494.6285714,1119.907143,33582.13571,750.5642857,651.85,1617.6,18576.4,595.0857143,669.7285714,1820.578571,26672.03571,1410.157143,4524.778571,3583.714286,9650.928571,1440.75,418.0785714,2525.792857,17375.94286,459.8571429,762.1928571,791.5642857,20909.54286,451.85,145.6142857,3142.5,16751.71429,1685.335714,792.9214286,2813.042857,14016.80714,687.7214286,305.4785714,2542.778571,11472.41429,1036.857143,478.4642857,1325.757143,8850.464286,825.2214286,186.4357143,5737.192857,7349.792857,1414.942857,321.0071429,3322.378571,521.1857143,332.0571429,140,16.01808204,12.15917504,0.650985027,0.828402367,0.625,1.081852345,1,0,0,1,0,1,0,0,1,0,0,0,0,1,0,0,1,0,1,1,1,0,0,0,Macrophage,Other Cells
+1262,29023.59259,859.037037,494.9814815,1059.37037,24933.55556,719.6111111,1123.518519,1430.851852,13868.5,585.7962963,1227.351852,1802.925926,19851.33333,1315.537037,4413.759259,1907.166667,7185.981481,1319.222222,399.1111111,2613.074074,13534.12963,422.3888889,1645.203704,927.2777778,16325.66667,413.7407407,738.5925926,1562.333333,12726.38889,1963.888889,691.5925926,2856.462963,10967.27778,695.6851852,297.4074074,2665.888889,8859.481481,904.037037,456.7777778,1369.12963,6826.907407,1038.222222,173.8703704,4475.703704,5744.907407,1353.018519,551.7222222,3181.12963,564.7592593,328.2592593,54,9.670637177,7.233801557,0.663679503,0.947368421,0.675,1.072435458,1,0,1,0,0,1,0,0,1,0,1,0,1,1,0,0,0,1,1,0,1,0,0,0,Regulatory T Cell,T Cells
+1263,26914.712,887.368,496.504,1080.168,23317.456,707.312,653.304,1525.808,12998.832,550.16,540.92,1750.576,18563.504,1338.376,4302.712,3802.944,6607.752,1294.88,377.048,2460.488,11915.84,644.208,328.104,670.416,13880.056,400.008,123.608,3957.2,11112.84,1568.624,832.72,2797.192,9685.024,684.24,274.56,2982.144,7761.056,884.632,430.296,1321.264,5809.648,691.136,175.632,3526.832,5031.872,1334.328,561.272,3217.896,583.776,330.816,125,15.23611831,10.57034468,0.720197713,0.954198473,0.686813187,-0.996206244,1,0,0,1,0,0,0,0,1,0,0,0,0,1,1,0,0,0,0,0,1,0,0,0,Follicular Dendritic Cell,B Cells
+1264,43390.60294,1000.514706,490.2647059,1125.867647,35138.25,771.0882353,644.2352941,1608.676471,20277.02941,598.0882353,602.8823529,1734.073529,27595.22059,1417.661765,4794.485294,3198.617647,10265.41176,1399.25,408.0441176,2454.558824,19044.69118,837.6911765,121.8382353,684.1764706,22740.02941,410.2941176,140.2647059,3732.235294,18228.42647,1550.147059,684.75,2795.294118,15823.11765,622.2794118,298.8970588,1978.985294,12796.27941,878.7352941,435.4705882,1316.382353,9332.882353,636.3382353,165.4705882,1756.161765,8059.191176,1411.161765,517.8088235,3269.735294,616.0,329.9117647,68,11.98376106,8.190752883,0.72996206,0.860759494,0.566666667,0.415024522,1,0,0,1,0,1,0,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,Macrophage,Other Cells
+1265,18034.84066,699.9945055,457.7142857,1065.489011,15745.20879,576.7472527,610.1428571,1561.28022,8949.626374,466.7912088,445.6978022,1787.423077,12822.83516,1119.945055,3928.131868,2716.423077,4611.653846,1116.873626,370.4725275,2792.631868,8511.142857,5722.879121,908.2142857,468.2472527,9993.93956,409.4175824,107.8296703,5156.527473,8281.472527,1443.346154,928.0054945,2780.203297,7052.472527,624.0054945,243.1428571,9270.340659,5689.225275,786.2637363,369.1648352,1315.967033,4292.362637,868.5824176,147.8736264,4264.598901,3578.021978,1128.895604,165.0934066,3175.225275,753.4065934,334.6318681,182,17.00334542,14.28617493,0.542279915,0.928571429,0.563467492,-0.284781015,0,0,0,1,0,0,1,1,1,0,0,0,0,1,1,0,0,0,1,0,1,0,0,0,Follicular Dendritic Cell,B Cells
+1266,23802.65403,787.6492891,462.014218,1098.507109,8024.706161,402.7393365,195.8293839,1190.829384,3247.104265,366.3744076,259.6303318,1600.331754,5578.530806,826.2890995,1874.345972,867.3601896,2017.492891,854.9146919,264.7962085,2374.890995,3652.616114,1821.772512,233.9668246,393.8625592,4333.279621,270.3981043,92.46445498,1933.900474,3336.791469,1137.71564,555.535545,2756.843602,2588.521327,437.8436019,173.6303318,2247.49763,1846.848341,558.9668246,297.971564,1256.63981,897.478673,525.3838863,120.1895735,813.7061611,909.7251185,788.563981,141.056872,2887.933649,1095.971564,335.0379147,211,18.37828067,14.98511169,0.578939213,0.95045045,0.659375,-0.290555169,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Proliferating Cell,Other Cells
+1267,35340.64179,866.8656716,577.9552239,1153.880597,32586.74627,717.0746269,542.8656716,1802.731343,17663.31343,572.7014925,518.9104478,1845.597015,24729.61194,1257.567164,5034.029851,5614.626866,9050.880597,1399.731343,391.2537313,2427.686567,17849.08955,407.6268657,242.6119403,449.9402985,21095.70149,420.7313433,140.5074627,4845.58209,16939.62687,1445.910448,817.358209,2809.940299,14004.74627,593.4029851,306.0447761,6604.328358,9371.029851,814.2238806,437.9402985,1353.119403,7899.671642,660.0746269,176.5671642,2626.492537,6247.402985,1296.686567,207.0895522,3266.507463,208.8507463,330.4179104,67,11.53047837,8.294141175,0.694675509,0.827160494,0.507575758,-0.418833701,1,0,0,1,0,0,0,0,0,0,0,0,0,1,1,0,0,1,0,0,1,0,0,0,Follicular Dendritic Cell,B Cells
+1268,27725.06796,931.9514563,581.9902913,1113.048544,24670.13592,685.3009709,490.3786408,1622.009709,14057.0,582.5048544,594.407767,1792.126214,19522.73786,1267.84466,7208.38835,4366.475728,7078.601942,1339.456311,382.9417476,2407.786408,13325.27184,866.631068,277.776699,545.631068,16267.39806,536.6601942,127.7961165,5070.135922,13028.70874,1478.912621,1051.213592,2816.417476,10979.3301,599.7281553,298.9902913,2385.504854,8407.0,893.1941748,446.0097087,1319.543689,6556.650485,677.5339806,179.2524272,4016.941748,5492.728155,1299.533981,208.592233,3338.893204,284.1165049,333.0679612,103,15.80887219,9.127050435,0.816505803,0.895652174,0.565934066,0.534499618,1,0,0,1,0,0,0,1,0,1,0,0,0,1,0,0,0,0,0,0,1,0,0,0,Proliferating Cell,Other Cells
+1269,25929.625,881.375,495.9821429,1097.125,23411.73214,739.75,661.7321429,1514.482143,12094.19643,568.0,592.0892857,1753.982143,17726.03571,1352.75,4022.714286,2758.696429,6592.053571,1371.982143,392.4642857,2469.767857,11084.375,417.7678571,763.2321429,524.3214286,12868.96429,476.6607143,145.2678571,2666.964286,10097.66071,1796.803571,867.7321429,2796.678571,8639.767857,683.1964286,280.6071429,2196.892857,7025.107143,1078.464286,432.75,1307.821429,5696.803571,815.7857143,181.2321429,4068.660714,4654.821429,1342.232143,217.8214286,3207.767857,490.3571429,332.3392857,56,11.74386333,7.904728666,0.739556574,0.875,0.538461538,-0.090586153,1,0,0,1,0,0,0,0,1,0,0,0,0,1,0,0,0,0,1,1,1,0,0,0,Dendritic Cell,Other Cells
+1270,53096.71277,973.8297872,494.2021277,1140.159574,45225.03191,778.2446809,599.3723404,1741.925532,27463.87234,619.0744681,429.7021277,1740.085106,37352.84043,1502.468085,3959.840426,3306.56383,13284.42553,1441.351064,417.2234043,2442.87234,23033.19149,511.5531915,121.1382979,483.4468085,27436.75532,414.4787234,129.0531915,2821.56383,22035.46809,1509.734043,694.4574468,2817.138298,18742.0,621.6914894,300.2765957,2028.659574,15447.11702,898.5531915,442.8617021,1293.414894,11255.68085,643.1276596,170.6595745,1675.819149,9305.361702,1434.212766,250.8404255,3244.276596,626.0531915,330.8085106,94,14.50190813,8.612147426,0.804566141,0.921568627,0.5875,-1.247320605,1,0,0,1,0,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,Macrophage,Other Cells
+1271,21306.72,727.728,410.808,1052.728,18371.848,591.704,777.528,1547.296,10463.096,480.984,752.024,1776.184,14635.792,1156.36,4723.432,2344.264,5256.448,1146.32,342.712,3799.712,9859.88,7211.936,233.544,582.28,11501.448,423.504,110.512,3759.272,9303.928,1616.216,692.56,2789.984,7892.72,875.48,237.032,3011.152,6469.992,890.896,380.4,1281.456,4837.296,655.608,153.256,2504.72,4034.936,1134.376,189.992,3142.904,722.216,333.624,125,13.61924028,13.03486794,0.289783744,0.82781457,0.490196078,-0.219385926,0,0,0,1,0,0,1,1,0,0,0,0,0,1,1,0,0,0,0,0,1,0,0,0,Follicular Dendritic Cell,B Cells
+1272,26677.95683,801.9100719,816.9784173,1155.820144,22469.77338,629.8920863,631.4388489,1855.133094,11644.17986,477.9784173,485.9892086,1860.514388,18116.29496,1189.420863,3586.370504,2194.938849,6552.676259,1223.485612,355.794964,2803.032374,11925.84173,3427.694245,199.5899281,513.9640288,14014.03957,533.4172662,122.7733813,3237.866906,11842.48201,1383.607914,720.0791367,2822.125899,9638.820144,562.7158273,280.7086331,18830.89928,7486.158273,917.676259,407.7697842,1347.78777,5144.917266,731.2122302,154.5107914,4033.586331,4638.964029,1202.284173,154.0071942,3250.73741,938.1870504,338.5719424,278,25.74681005,14.25053895,0.832857447,0.888178914,0.617777778,-0.307035957,1,0,0,1,0,0,1,1,0,1,0,0,0,1,1,0,0,1,0,0,1,0,0,0,Follicular Dendritic Cell,B Cells
+1273,21716.58621,771.5,601.6206897,1108.465517,17819.37931,616.4741379,540.3362069,1756.672414,8651.094828,458.8448276,477.9655172,1785.353448,14023.14655,1160.508621,7288.87069,3982.655172,5006.732759,1166.732759,351.8706897,2608.810345,9226.612069,1390.698276,441.5,470.3534483,11386.01724,440.6206897,122.8534483,12053.76724,9353.931034,1496.181034,1213.991379,2817.448276,7482.982759,637.5603448,280.5689655,23401.75862,5806.112069,779.6637931,395.6896552,1314.405172,3502.439655,764.112069,158.2155172,7116.62069,3319.801724,1130.094828,212.0603448,3239.405172,1011.758621,331.7155172,116,15.63048219,11.02718672,0.708717464,0.852941176,0.483333333,-0.927600639,0,0,0,1,0,0,0,1,1,0,0,1,0,1,1,0,0,0,0,0,1,0,0,0,B Cell,B Cells
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+1275,35229.85915,957.1549296,575.5774648,1113.492958,30807.3662,736.4366197,842.6478873,1619.239437,17632.8169,620.1971831,1462.253521,1820.239437,24193.3662,1352.197183,6464.535211,4214.225352,8422.591549,1397.295775,395.5211268,2541.253521,16894.92958,448.2816901,201.1408451,1050.774648,19597.52113,451.943662,131.9577465,3960.535211,15911.07042,2151.197183,862.028169,2800.873239,13468.30986,653.4366197,297.5211268,1589.521127,10456.04225,1002.394366,460.0704225,1300.295775,7956.211268,670.6901408,179.3380282,3926.704225,6917.56338,1350.507042,387.7183099,3338.014085,334.5915493,331.8309859,71,10.35454657,9.048886867,0.486097299,0.934210526,0.58677686,-1.176148283,1,0,1,1,0,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
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+1278,36760.24051,856.5949367,553.6708861,1108.455696,34070.91139,699.1012658,616.443038,1669.974684,18811.75949,583.4810127,641.3037975,1774.202532,26715.94937,1275.35443,8244.025316,5866.43038,9591.012658,1365.670886,399.164557,2422.35443,18410.43038,410.4177215,197.5063291,445.0506329,22363.26582,878.8607595,134.0126582,6116.974684,17957.49367,1471.139241,748.7848101,2834.544304,14858.74684,605.7721519,311.7848101,4280.291139,10072.5443,847.8481013,442.3544304,1303.898734,8341.531646,654.9367089,182.9493671,3536.113924,6873.886076,1340.822785,170.9493671,3215.329114,216.3037975,333.5949367,79,11.02200716,9.37452963,0.525929193,0.94047619,0.598484848,-0.599324413,1,0,0,1,0,1,0,0,0,1,0,1,0,1,1,0,0,0,0,1,1,0,0,0,B Cell,B Cells
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+1280,36727.21176,989.2058824,611.6294118,1142.411765,32140.07647,744.5588235,761.3941176,1660.611765,18022.78235,622.8117647,855.9705882,1806.011765,25140.11176,1355.270588,6020.252941,5311.782353,8920.311765,1452.894118,405.6411765,2555.147059,17614.90588,456.6588235,170.9058824,751.7529412,20803.88824,563.6470588,140.0588235,4173.788235,16387.61176,1647.352941,998.9294118,2813.064706,14046.59412,618.3941176,305.9058824,2376.3,10974.29412,1094.241176,470.2235294,1315.358824,8564.094118,679.4117647,184.3176471,4831.958824,6912.664706,1371.029412,199.8058824,3385.452941,299.2470588,335.7647059,170,21.67261449,11.22864275,0.855318341,0.837438424,0.497076023,-0.804717792,1,1,1,1,0,1,0,0,0,1,0,0,0,1,0,0,1,0,0,1,1,0,0,1,Cytotoxic T Cell,T Cells
+1281,41794.00662,907.0529801,492.4701987,1119.781457,36309.55629,760.1059603,814.4569536,1601.986755,20354.90728,592.4238411,825.8211921,1746.284768,29450.07285,1412.337748,4232.443709,3830.450331,10512.96026,1427.569536,412.8807947,2476.092715,20690.41722,520.4437086,485.4834437,1208.933775,23687.47682,498.1854305,234.3708609,2775.397351,19136.58278,1911.039735,835.6688742,2824.384106,16128.39735,650.9735099,319.4039735,1916.569536,13127.11258,1318.860927,481.8543046,1331.02649,9894.993377,872.4768212,194.9139073,3142.933775,8513.688742,1453.562914,247.4039735,3381.178808,508.0529801,334.8211921,151,14.54212474,14.17382424,0.223632477,0.898809524,0.719047619,0.597695407,1,0,1,1,0,1,0,0,1,0,1,0,1,1,0,1,1,0,1,1,1,0,0,1,Regulatory T Cell,T Cells
+1282,22307.43011,723.4677419,473.9946237,1068.602151,18572.15591,589.844086,527.1290323,1597.435484,10420.28495,475.2365591,614.0860215,1810.865591,15225.16129,1129.580645,5053.483871,3143.333333,5556.833333,1144.892473,338.4892473,4459.016129,10023.99462,3249.639785,284.9032258,609.3548387,11700.09677,378.0376344,112.827957,5038.489247,9770.069892,1392.435484,852.1935484,2791.430108,8077.107527,585.1021505,251.2365591,14597.56989,6636.790323,910.0698925,384.8548387,1342.72043,5005.731183,788.5806452,164.5376344,3466.88172,4128.075269,1157.537634,160.2903226,3201.553763,770.8870968,335.516129,186,17.96118599,13.88371614,0.634425058,0.898550725,0.58125,-1.185090192,0,0,0,1,0,0,1,1,0,0,0,0,0,1,1,0,0,1,1,0,1,0,0,0,Follicular Dendritic Cell,B Cells
+1283,36734.37363,887.021978,623.0549451,1135.571429,34241.45055,690.956044,529.2747253,1683.901099,19100.53846,573.5934066,495.6923077,1778.89011,26722.05495,1292.043956,6840.648352,7673.351648,9982.725275,1382.989011,401.7032967,2407.571429,18966.61538,407.2747253,119.3516484,440.4725275,22767.78022,422.4835165,132.010989,5447.450549,18066.73626,1478.769231,1068.395604,2811.285714,15415.65934,615.7472527,311.7362637,3579.43956,11463.31868,897.1098901,461.4285714,1309.197802,9316.637363,638.0659341,179.3956044,3255.472527,7300.043956,1360.10989,157.0989011,3316.978022,257.5384615,334.4175824,91,11.842773,10.17705363,0.511392625,0.947916667,0.631944444,-0.849045764,1,0,0,1,0,1,0,0,0,0,0,1,0,1,1,0,0,0,0,0,1,0,0,0,B Cell,B Cells
+1284,35319.63889,925.7777778,536.6805556,1103.694444,31430.31944,757.375,609.0416667,1595.944444,18182.04167,604.8888889,516.75,1753.902778,25447.45833,1426.222222,3434.833333,5118.361111,9248.708333,1436.611111,419.4444444,2489.958333,17674.15278,448.25,993.1666667,494.875,20499.73611,448.375,137.3194444,2888.902778,16620.44444,1624.402778,928.1388889,2801.944444,14079.88889,663.1944444,310.875,2284.597222,11282.31944,912.4166667,475.7222222,1349.25,8662.305556,849.7916667,198.9166667,4355.361111,7472.597222,1501.763889,155.25,3297.111111,392.3611111,332.9444444,72,12.58541819,7.854531728,0.781346238,0.818181818,0.571428571,-1.500344324,1,0,0,1,0,1,0,0,1,0,0,0,0,1,0,0,1,1,1,1,1,1,0,0,Macrophage,Other Cells
+1285,20872.80628,1006.947644,496.5549738,1028.52356,18171.36649,671.2356021,413.1518325,1360.465969,9759.581152,532.7434555,393.565445,1680.298429,14561.49215,1297.795812,2288.376963,1324.371728,5150.848168,1267.685864,364.9947644,2421.04712,10041.46073,387.9005236,428.6492147,424.1884817,11650.52356,368.4816754,122.8115183,1155.837696,9609.031414,1397.356021,724.7853403,2829.691099,8186.748691,846.8272251,266.5549738,1465.157068,6780.748691,801.0890052,426.052356,1314.554974,5156.549738,712.6020942,172.7905759,2186.251309,4575.413613,1420.675393,4369.518325,3102.125654,432.486911,336.6963351,191,17.84790296,14.06474858,0.615632135,0.931707317,0.624183007,-1.053114607,1,0,0,0,0,0,0,0,1,0,0,0,0,1,0,0,0,0,0,0,1,0,1,0,Dendritic Cell,Other Cells
+1286,18855.69312,710.1164021,498.4391534,1079.978836,15556.36508,573.6719577,379.6455026,1556.238095,8991.386243,456.1640212,383.6825397,1811.910053,13491.26984,1098.878307,5373.624339,3184.798942,4803.243386,1116.952381,329.4285714,2455.333333,8698.359788,7935.285714,122.9417989,423.6031746,10168.85714,430.8677249,111.7671958,6629.492063,8607.47619,1274.021164,982.4391534,2789.608466,7112.216931,1109.978836,249.015873,13132.96825,5880.529101,713.1587302,374.8201058,1324.21164,4385.640212,697.9047619,152.1534392,4237.465608,3710.10582,1137.497354,153.1375661,3232.915344,800.5238095,336.6931217,189,17.80547963,13.71629931,0.637631573,0.969230769,0.694852941,0.523692436,0,0,0,1,0,0,0,1,0,0,0,1,0,1,1,0,0,0,0,0,1,0,0,0,B Cell,B Cells
+1287,17072.46154,717.3426573,512.6013986,1049.265734,14939.45455,581.6923077,547.3566434,1613.776224,8258.48951,458.027972,756.958042,1840.034965,11941.52448,1121.482517,7998.811189,4421.93007,4365.496503,1134.972028,344.1048951,4025.314685,7919.818182,586.1048951,896.2657343,520.7622378,9411.636364,374.4965035,114.8671329,8900.846154,7645.230769,1381.097902,996.3986014,2784.0,6299.699301,535.5734266,255.1048951,16659.01399,5155.72028,883.6363636,374.5384615,1378.867133,3747.076923,913.8671329,147.2867133,4621.503497,3262.916084,1136.125874,166.1608392,3143.615385,837.4755245,337.1888112,143,17.50270013,11.40046551,0.758773412,0.882716049,0.567460317,0.233016154,0,0,0,1,0,0,1,0,1,0,0,1,0,1,1,0,0,1,1,0,1,0,0,0,B Cell,B Cells
+1288,16614.24561,1044.745614,592.6578947,1062.964912,14395.17544,778.6929825,602.4824561,1466.570175,8355.578947,618.9035088,589.0263158,1843.745614,11737.74561,1305.54386,8260.017544,3411.570175,4173.201754,1324.535088,448.4298246,2446.526316,8194.333333,405.0526316,3471.640351,520.8070175,8675.675439,423.0964912,120.9736842,3723.807018,6791.482456,1966.22807,768.2368421,2815.657895,5769.640351,876.9385965,265.5087719,1868.04386,4734.035088,830.0,419.0614035,1420.5,3898.377193,1707.929825,168.0701754,6230.754386,3330.508772,1294.377193,236.2105263,3393.026316,407.5877193,336.6491228,114,14.24122528,10.2635357,0.693255498,0.94214876,0.74025974,0.251692477,1,0,0,1,0,1,0,0,1,0,0,0,1,1,0,0,0,1,1,0,1,0,0,1,NK Cell,Other Cells
+1289,31755.84,822.0266667,521.6133333,1101.453333,27120.66667,693.6533333,630.56,1560.4,15545.16,555.96,557.9066667,1775.52,21857.18667,1301.573333,4469.226667,4049.04,7750.493333,1328.666667,405.92,2557.933333,14438.84,408.3333333,827.6533333,604.1466667,16968.64,416.64,140.5333333,3747.866667,13732.94667,1666.08,1009.973333,2824.266667,11933.24,601.2,284.7066667,2042.72,9552.266667,884.8933333,439.2533333,1331.533333,7114.8,860.7866667,175.8,4197.96,6012.066667,1306.853333,216.8933333,3226.586667,558.3466667,335.5333333,75,13.43983511,7.489784813,0.830322963,0.925925926,0.480769231,-0.84405128,1,0,0,1,0,1,0,0,1,0,0,0,0,1,0,0,0,0,1,0,1,0,0,0,Macrophage,Other Cells
+1290,27456.50685,754.260274,406.0136986,1072.821918,24385.23288,622.9315068,578.6438356,1497.547945,13239.23288,484.8356164,544.5890411,1778.767123,19175.80822,1172.616438,2861.438356,2742.246575,7257.315068,1248.712329,344.5616438,2495.054795,14209.42466,6652.191781,134.9315068,730.8082192,16159.46575,456.6027397,149.0410959,3052.452055,12348.54795,1495.726027,795.0821918,2792.383562,10626.41096,607.7534247,253.6027397,2176.369863,8620.60274,838.3424658,399.7808219,1302.054795,6662.109589,642.2739726,149.8082192,2026.30137,5377.657534,1231.452055,259.4520548,3170.246575,593.7945205,335.5205479,73,11.08467603,8.802769385,0.607736657,0.901234568,0.561538462,0.042592559,1,0,0,1,0,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,Proliferating Cell,Other Cells
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+1316,24787.232,706.208,428.144,1047.392,20059.32,581.512,807.208,1487.512,11715.344,471.944,1208.44,1789.744,16564.288,1117.32,5359.16,3376.96,6089.664,1150.336,344.832,10542.752,11171.36,657.912,449.8,1224.864,12879.096,359.0,112.776,3446.848,10919.664,1619.296,749.256,2807.0,9067.04,563.168,248.872,7349.592,7440.128,1228.304,382.2,1393.6,5576.552,739.512,149.288,3255.144,4730.424,1148.408,193.4,3136.488,780.8,341.464,125,17.19926986,9.927959521,0.816580584,0.919117647,0.555555556,-0.600456786,0,0,1,1,0,0,1,0,1,0,0,0,0,1,1,1,0,1,0,0,1,0,0,0,T Cell,T Cells
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+1323,43431.76119,852.8358209,485.1343284,1134.462687,37239.14925,710.6865672,525.0597015,1586.701493,21533.86567,556.6567164,399.0149254,1694.358209,29988.47761,1332.402985,4847.029851,3611.567164,10740.1791,1362.074627,385.4029851,2427.671642,20659.65672,1866.029851,161.5074627,450.7910448,24384.8209,407.1641791,127.1641791,3275.38806,19535.77612,1493.955224,875.641791,2809.179104,17007.07463,623.2089552,301.8059701,2078.80597,13643.68657,889.7761194,454.2686567,1313.880597,9962.402985,650.5522388,164.8059701,2113.104478,8637.955224,1373.522388,151.0298507,3215.41791,586.6119403,340.4477612,67,12.05544463,7.441594335,0.786742926,0.957142857,0.572649573,1.116048326,1,0,0,1,0,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,Proliferating Cell,Other Cells
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+1325,26498.88119,748.3663366,425.990099,1036.811881,22949.64356,647.8316832,781.2277228,1490.70297,13211.34653,506.3564356,1064.940594,1770.663366,18542.39604,1205.465347,5424.772277,3028.514851,6634.316832,1204.50495,354.950495,3899.633663,12771.70297,850.5544554,408.0990099,814.0891089,14992.12871,369.0693069,116.5643564,2298.287129,12166.08911,1737.247525,674.4455446,2796.514851,10363.93069,678.3960396,255.3663366,3303.514851,8375.633663,1029.534653,394.1881188,1293.643564,6323.70297,691.7029703,152.5940594,3252.287129,5410.049505,1265.188119,1535.29703,3100.09901,667.3366337,342.3663366,101,13.7558284,9.581591099,0.717510456,0.943925234,0.701388889,-0.608639771,1,0,1,1,0,0,1,1,1,0,0,0,0,1,1,0,0,0,0,0,1,0,1,0,T Cell,T Cells
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+1333,28515.83133,1052.096386,528.5662651,1079.048193,24756.74699,776.9638554,938.8313253,1532.819277,13354.25301,625.4698795,1681.939759,1768.843373,18800.15663,1402.542169,6514.518072,3305.036145,6650.939759,1350.879518,392.686747,2442.819277,12844.48193,459.939759,560.9879518,1179.373494,14542.56627,1320.518072,134.7710843,2431.277108,11703.0,1648.975904,740.9879518,2824.855422,9936.13253,619.6144578,289.5662651,1635.698795,7992.759036,1543.156627,439.313253,1317.722892,6142.46988,732.8072289,172.9036145,2766.385542,5071.975904,1309.289157,189.6506024,3350.578313,497.1445783,342.9277108,83,12.07590411,9.012455913,0.665590352,0.965116279,0.691666667,-0.934869655,1,1,1,1,0,0,0,0,1,1,0,0,0,1,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+1334,35868.52174,871.7391304,479.4057971,1101.898551,31491.49275,765.2753623,842.0289855,1598.028986,17360.65217,561.4347826,785.2173913,1782.869565,24759.36232,1373.724638,4304.710145,3278.318841,9095.869565,1404.26087,400.9130435,2510.347826,16793.30435,531.9130435,295.8115942,1053.797101,19889.02899,503.4057971,131.5942029,2952.434783,15900.24638,1683.347826,774.2898551,2850.550725,13454.56522,644.3188406,291.3043478,2346.637681,11032.81159,1011.681159,464.3478261,1316.637681,8608.782609,703.7246377,182.5942029,4882.521739,7102.594203,1398.173913,206.5942029,3248.043478,515.8405797,342.6086957,69,12.08277445,8.201582831,0.734338841,0.896103896,0.530769231,-1.062738573,1,0,0,1,0,1,0,0,0,0,0,0,0,1,0,0,0,0,0,1,1,0,0,0,Macrophage,Other Cells
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+1336,34615.47445,868.5912409,603.7810219,1142.518248,32112.62044,694.2481752,591.9489051,1715.343066,17090.57664,559.4160584,614.1605839,1805.737226,24267.37956,1263.080292,6882.729927,6287.583942,9009.240876,1388.751825,406.4890511,2536.175182,17313.48175,423.7956204,1295.912409,448.6642336,20681.86861,673.8175182,131.6350365,5032.087591,16255.62774,1594.708029,749.9051095,2818.058394,13640.65693,590.3138686,294.3868613,5119.328467,9102.474453,840.9416058,433.6350365,1317.036496,7746.372263,917.810219,173.1459854,3331.824818,5996.686131,1290.59854,186.9270073,3206.386861,208.1240876,345.5328467,137,15.23262282,11.67047241,0.642661913,0.925675676,0.761111111,-1.450127883,1,0,0,1,0,1,0,0,1,1,0,0,0,1,1,0,0,0,1,0,1,0,0,0,Follicular Dendritic Cell,B Cells
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+1338,19184.1828,714.5268817,493.2365591,1048.526882,16365.83871,588.3548387,669.4516129,1621.354839,9365.537634,468.5376344,393.0860215,1801.849462,13561.13978,1125.333333,6685.88172,3203.591398,4845.473118,1135.139785,336.8924731,2522.688172,8952.731183,2151.752688,115.0645161,441.2903226,10490.09677,387.6989247,108.6021505,5696.913978,8786.483871,1282.505376,863.1397849,2796.021505,7386.709677,743.8494624,255.9569892,15784.31183,6014.827957,769.827957,379.8387097,1293.333333,4520.903226,888.0107527,153.9784946,3822.193548,3840.602151,1157.451613,171.8602151,3215.268817,761.688172,345.3655914,93,11.91473144,10.16322347,0.521916735,0.978947368,0.65034965,-0.207917261,0,0,0,1,0,0,0,1,0,0,0,1,0,1,1,0,0,0,1,0,1,0,0,0,B Cell,B Cells
+1339,33456.40385,861.2884615,575.75,1115.519231,30051.84615,706.5576923,506.75,1663.288462,17008.03846,563.2307692,614.9038462,1788.096154,22640.36538,1273.269231,8019.269231,4352.807692,8259.730769,1355.673077,382.9038462,2455.192308,16019.69231,464.4807692,1248.730769,515.7115385,18689.23077,413.6538462,149.0961538,4429.076923,14683.23077,1492.269231,1091.5,2827.038462,12634.40385,607.3269231,286.5576923,1756.865385,10059.55769,885.9615385,440.7115385,1310.134615,7783.480769,896.4807692,179.7307692,4609.692308,6629.769231,1332.865385,172.9230769,3259.634615,345.0576923,344.8846154,52,9.420623956,7.435944082,0.61397423,0.945454545,0.641975309,-0.866315098,1,0,0,1,0,0,0,0,1,0,0,0,0,1,0,0,0,0,1,0,1,0,0,0,Dendritic Cell,Other Cells
+1340,30150.65517,855.9586207,487.4965517,1061.8,21286.71034,657.4758621,486.6965517,1463.22069,11816.55862,529.337931,964.7793103,1738.289655,17030.37931,1202.255172,6824.02069,2995.958621,6055.993103,1281.875862,367.8206897,2549.724138,11854.24138,379.7931034,2670.089655,560.2275862,13897.6069,481.9034483,127.2896552,2038.668966,10710.73103,1628.0,851.0551724,2792.689655,9245.303448,769.9034483,261.8758621,1388.131034,7467.124138,1090.917241,425.7103448,1362.958621,6013.8,1248.675862,168.3793103,3400.862069,4967.77931,1329.862069,1029.717241,3161.655172,353.0965517,348.5034483,145,18.3796145,10.55424791,0.818689374,0.900621118,0.533088235,-0.823057171,1,0,1,1,0,0,0,0,1,0,0,0,0,1,0,0,0,1,1,0,1,0,1,0,T Cell,T Cells
+1341,18485.01767,701.8975265,479.7420495,1063.074205,15813.0318,577.7279152,553.360424,1590.957597,8867.996466,460.2826855,499.335689,1772.007067,12675.69965,1104.957597,6078.30742,3630.250883,4666.710247,1136.014134,329.8021201,3108.85159,8542.833922,1519.816254,314.4063604,466.7844523,9921.194346,379.4134276,116.4381625,7563.745583,8177.388693,1402.473498,847.9293286,2785.416961,6725.353357,548.6113074,248.6501767,18854.55124,5542.34629,844.9151943,375.590106,1336.897527,4033.80212,733.6537102,150.7561837,3536.289753,3432.64311,1117.229682,157.4805654,3190.939929,829.1024735,349.6254417,283,20.37567453,18.12877236,0.456494482,0.943333333,0.673809524,0.950351749,0,0,0,1,0,0,1,1,1,0,0,1,0,1,1,0,0,0,0,0,1,0,0,0,B Cell,B Cells
+1342,15678.28467,754.1167883,497.4671533,1061.875912,13817.51825,613.1021898,737.7591241,1550.963504,7369.364964,476.0,1322.19708,1771.49635,10979.67153,1158.051095,4062.452555,2302.642336,4021.656934,1155.839416,361.7883212,3469.80292,7386.131387,437.8248175,1702.693431,751.4744526,9097.372263,386.7883212,159.6350365,2783.576642,7125.080292,1575.445255,639.8905109,2812.364964,6001.50365,559.0510949,270.9927007,22590.08029,4880.109489,1623.583942,395.8540146,1433.832117,3454.145985,1193.686131,159.6715328,5823.364964,3135.211679,1175.313869,222.0656934,3174.693431,893.0072993,347.080292,137,14.60053893,12.18730818,0.550680178,0.958041958,0.698979592,-0.855065498,0,0,1,1,0,0,1,0,1,0,1,0,0,0,1,1,0,1,1,0,1,0,0,0,T Cell,T Cells
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+1380,33879.78333,797.3166667,414.55,1060.6,29394.65,664.5,686.5833333,1457.716667,17460.63333,514.2833333,369.7666667,1716.9,24123.35,1224.466667,3410.666667,1891.083333,8514.883333,1250.65,345.8,2416.583333,17201.9,440.2166667,105.2,450.0833333,19707.23333,381.4,111.9,2676.916667,16501.38333,1320.383333,676.9666667,2792.833333,13978.4,606.0333333,259.8833333,1976.883333,11424.65,772.8666667,393.0166667,1298.983333,8453.7,624.6833333,161.7,2905.05,7465.283333,1261.7,441.0166667,3241.85,644.0333333,354.1333333,60,10.7028448,7.92129351,0.672484692,0.857142857,0.5,1.478997214,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,Activated APC,Other Cells
+1381,28429.55828,1004.184049,567.1840491,1082.693252,22873.22086,605.2453988,659.190184,1420.441718,12450.10429,500.7423313,1099.02454,1799.484663,17112.04908,1147.171779,8265.343558,2835.969325,6194.398773,1248.95092,352.1840491,2459.460123,12368.20859,558.7484663,496.1779141,972.5398773,14156.00613,442.3312883,120.0429448,3767.889571,11343.56442,1634.496933,877.4110429,2801.374233,9687.466258,592.9631902,254.8773006,1450.852761,7678.478528,1011.822086,414.6319018,1307.325153,6112.730061,688.9815951,162.3558282,3763.723926,5114.343558,1220.766871,192.6380368,3199.552147,340.1779141,357.1717791,163,18.5707365,11.3813736,0.79018683,0.947674419,0.659919028,1.37678121,0,0,1,1,0,0,0,0,1,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,T Cell,T Cells
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+1383,29909.05714,894.3428571,658.7857143,1088.014286,25498.92857,699.9285714,834.5,1579.3,14757.42857,553.9714286,485.7428571,1781.642857,20997.02857,1333.428571,2538.4,1660.714286,7589.171429,1374.385714,381.8285714,2499.014286,14495.8,492.8571429,407.5571429,456.1428571,17119.28571,423.6,135.7142857,1749.0,13461.48571,1536.771429,752.6714286,2877.214286,11512.41429,817.3857143,278.1857143,1561.971429,9264.514286,870.9714286,454.1428571,1338.485714,7151.3,719.9857143,180.1285714,2206.1,6312.657143,1394.185714,267.7,3241.042857,494.3285714,357.1142857,70,12.48764135,7.410970718,0.804860232,0.909090909,0.598290598,0.198326734,1,0,0,0,0,0,0,0,1,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,Dendritic Cell,Other Cells
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+1385,35580.12121,896.9515152,488.1878788,1073.381818,30175.0,727.6181818,557.1151515,1546.939394,17647.16364,541.4,667.0,1757.163636,23591.69697,1293.969697,5331.175758,2738.975758,8362.248485,1267.551515,367.2969697,2504.466667,16884.81212,483.2969697,130.9090909,891.2848485,19524.35152,389.1090909,185.5030303,2954.975758,15761.66667,1615.315152,604.0666667,2786.836364,13407.42424,605.3636364,264.8484848,1784.551515,10848.92727,864.9515152,403.3515152,1289.248485,8036.945455,624.3212121,157.0,3083.181818,6935.593939,1294.818182,463.5272727,3290.163636,657.3575758,358.3090909,165,18.98727754,11.3449958,0.801865086,0.9375,0.606617647,-0.788465858,1,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,Unknown,Other Cells
+1386,16207.72892,655.7951807,422.0301205,1024.427711,14617.3012,551.1204819,424.1626506,1500.89759,8135.843373,444.2831325,531.8493976,1802.403614,10941.68072,1056.656627,3853.060241,2148.253012,4114.415663,1088.46988,331.2289157,3570.337349,7812.409639,5718.945783,630.2650602,468.3855422,8773.512048,368.9879518,107.6144578,4601.987952,7266.048193,1380.975904,714.3373494,2788.180723,6292.421687,830.9457831,227.1746988,5112.174699,5111.903614,796.4939759,354.5421687,1322.554217,3775.313253,791.0240964,145.6024096,2806.319277,3188.993976,1068.445783,286.9457831,3119.271084,726.5060241,357.1144578,166,16.74817065,12.69520019,0.652248526,0.959537572,0.697478992,1.26996502,0,0,0,1,0,0,1,1,1,0,0,0,0,1,1,0,0,0,1,0,1,0,0,0,Follicular Dendritic Cell,B Cells
+1387,13620.60887,691.1532258,464.4032258,1061.927419,11869.77823,571.2137097,583.0040323,1542.149194,6475.572581,452.2983871,563.1572581,1752.866935,9163.16129,1092.375,4981.879032,2341.133065,3415.229839,1114.217742,348.3991935,3385.693548,6359.322581,460.8548387,981.8991935,544.6854839,7374.100806,356.8145161,112.2379032,4741.157258,6058.709677,1489.693548,699.5080645,2845.846774,5020.907258,529.1129032,257.2620968,22069.94355,4113.842742,982.2459677,373.9435484,1395.358871,2945.745968,855.3225806,150.6814516,4304.770161,2563.471774,1098.048387,182.3104839,3157.399194,845.4879032,358.7217742,248,23.24186487,14.17155203,0.792599598,0.911764706,0.574074074,-1.090503594,0,0,0,1,0,0,1,0,1,0,0,0,0,1,1,0,0,1,1,0,1,0,0,0,Follicular Dendritic Cell,B Cells
+1388,46050.79032,990.0806452,654.8064516,1169.080645,41117.80645,793.3870968,870.6290323,1801.241935,22758.51613,619.3225806,882.7419355,1784.612903,32227.45161,1541.854839,5447.387097,6165.33871,12053.32258,1513.919355,462.5322581,3144.435484,22865.58065,1115.806452,1434.080645,615.6451613,27951.54839,670.5806452,151.7741935,4548.774194,22236.6129,2036.693548,661.3064516,2863.629032,18684.93548,731.6935484,354.4516129,2568.887097,12707.6129,1023.177419,515.6129032,1329.306452,10469.45161,990.5,198.5806452,2838.064516,8485.145161,1455.887097,185.5322581,3265.903226,207.483871,354.9354839,62,11.48755078,6.999833967,0.792908398,0.939393939,0.805194805,-1.435188627,1,0,1,1,1,1,1,1,1,1,0,0,1,1,0,0,1,0,1,1,1,0,0,0,Helper T Cell,T Cells
+1389,35275.39189,974.7162162,682.7027027,1140.054054,33764.04054,747.7162162,689.3243243,1782.689189,18354.71622,622.5675676,619.1216216,1823.527027,25346.77027,1382.27027,7126.22973,4915.27027,9377.932432,1426.797297,406.3513514,2454.243243,18745.55405,472.8918919,266.3648649,543.8108108,22061.78378,440.1891892,138.7972973,5689.662162,17238.81081,1617.932432,910.972973,2813.540541,14803.22973,704.972973,316.0135135,3004.878378,11614.72973,1059.864865,472.8513514,1316.040541,9490.459459,1684.797297,181.3243243,3773.135135,7666.689189,1621.040541,188.8783784,3324.972973,306.1081081,356.7972973,74,14.12384729,7.089930907,0.864877501,0.902439024,0.560606061,-0.679686015,1,0,0,1,0,1,0,0,0,0,0,1,0,1,1,0,1,0,1,1,1,1,0,0,B Cell,B Cells
+1390,16521.52941,822.2794118,424.9705882,1055.198529,14373.41912,700.6176471,411.9338235,1502.595588,8043.338235,530.1691176,469.25,1770.213235,11386.44853,1229.794118,3614.485294,1280.257353,4084.191176,1293.0,465.6323529,2402.0,8094.904412,380.9926471,1345.191176,446.8970588,9369.654412,403.3823529,125.0735294,1034.029412,7303.323529,1680.727941,791.4044118,2822.625,6274.382353,886.0882353,260.5808824,1354.875,5112.536765,782.5294118,417.9411765,1336.448529,4150.477941,963.4264706,165.25,2205.897059,3549.242647,1339.654412,1903.544118,3195.764706,357.9264706,359.625,136,14.77188874,12.44453947,0.538778577,0.918918919,0.604444444,0.680043217,1,0,0,0,0,1,0,0,1,0,0,0,0,1,0,0,0,0,1,0,1,0,1,0,Macrophage,Other Cells
+1391,15401.11382,810.5284553,423.2276423,1011.617886,14400.42276,630.6178862,381.0325203,1364.211382,8109.504065,512.504065,408.5609756,1747.642276,11762.43089,1256.430894,3369.03252,1429.699187,4249.186992,1297.804878,369.5934959,2409.585366,8430.487805,372.1544715,1580.691057,418.1300813,9477.739837,363.3821138,122.796748,1253.593496,7595.894309,1455.96748,764.0731707,2813.569106,6518.414634,643.9837398,247.1382114,1362.861789,5312.544715,761.796748,419.7398374,1387.99187,4268.390244,886.3495935,178.0,3343.593496,3686.089431,1318.422764,585.9430894,3131.292683,379.4715447,359.8373984,123,14.4797999,11.04375171,0.646751755,0.938931298,0.683333333,-0.039449557,1,0,0,0,0,0,0,0,1,0,0,0,0,1,0,0,0,1,1,0,1,0,0,0,Dendritic Cell,Other Cells
+1392,20473.47841,772.0299003,561.0265781,1108.182724,17413.35548,633.0963455,783.1495017,1743.362126,8902.07309,477.4352159,865.923588,1784.318937,13889.6113,1191.239203,6199.471761,2571.900332,4988.395349,1191.27907,357.1162791,2874.983389,9433.79402,512.4950166,1521.222591,662.5149502,11122.37209,420.4651163,160.9634551,5691.717608,9190.049834,1614.289037,774.3488372,2811.322259,7634.883721,567.5747508,281.2126246,21294.23256,5941.754153,1389.0,396.0033223,1378.953488,4009.368771,1330.016611,159.6843854,6029.913621,3652.282392,1185.063123,329.3853821,3249.428571,954.9435216,363.641196,301,22.93033788,17.65173474,0.638287242,0.931888545,0.621900826,0.789714733,1,0,1,1,0,0,1,0,1,0,1,1,0,1,1,1,0,1,1,0,1,0,0,0,T Cell,T Cells
+1393,44418.2963,886.8703704,527.537037,1142.037037,39595.5,703.9074074,781.8703704,1732.962963,22588.44444,588.3888889,881.7037037,1833.981481,32059.44444,1367.518519,5912.185185,4449.833333,11675.40741,1424.111111,409.537037,2896.222222,22118.09259,586.6666667,129.2777778,752.5740741,27429.22222,436.1851852,140.1851852,4737.314815,22293.85185,1772.907407,777.1851852,2849.203704,19081.12963,797.4259259,322.2777778,2147.87037,13504.38889,919.7407407,471.1296296,1319.259259,10955.7037,663.4074074,183.7962963,2988.851852,9016.962963,1384.814815,161.6296296,3256.425926,241.6666667,356.7962963,54,10.68256086,6.790276807,0.77198455,0.870967742,0.5,1.329139795,1,0,1,1,0,1,1,0,0,0,0,0,0,1,0,0,1,0,0,1,1,0,0,0,T Cell,T Cells
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+1412,35637.85393,827.6516854,531.0449438,1117.808989,31280.40449,683.8988764,469.3483146,1664.101124,17895.73034,559.1235955,719.9662921,1790.876404,24953.68539,1275.292135,4847.168539,4937.269663,9253.224719,1339.269663,382.8314607,2629.966292,17698.34831,580.6966292,118.4269663,575.741573,21528.96629,425.3820225,131.2359551,4399.168539,17473.74157,1675.741573,870.3707865,2824.831461,15044.1573,1007.52809,300.3258427,2361.089888,10886.93258,878.8651685,440.5842697,1301.910112,8767.460674,630.1685393,174.5168539,3675.168539,7228.089888,1329.393258,145.988764,3243.426966,250.2921348,362.7977528,89,12.27273878,9.970199583,0.583120225,0.927083333,0.622377622,1.320924662,1,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,Activated APC,Other Cells
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+1415,25601.43478,740.7913043,458.5043478,1089.452174,21787.26957,591.8956522,472.0,1587.304348,12174.70435,471.8869565,507.5913043,1780.695652,17275.4,1137.53913,4057.6,3213.608696,6331.852174,1163.356522,336.1478261,3744.121739,11683.84348,2510.895652,253.573913,505.6521739,13294.71304,391.0173913,115.4086957,4652.713043,11134.68696,1407.26087,825.0695652,2786.4,9225.495652,622.626087,249.8956522,9490.373913,7675.817391,841.2608696,372.5304348,1312.373913,5691.904348,665.0695652,154.0869565,2708.565217,4834.469565,1163.808696,143.6956522,3192.095652,789.4869565,362.2869565,115,18.37635299,8.86702918,0.875882814,0.827338129,0.605263158,-1.534745658,0,0,0,1,0,0,1,1,0,0,0,0,0,1,1,0,0,0,0,0,1,0,0,0,Follicular Dendritic Cell,B Cells
+1416,37219.96907,855.3195876,571.628866,1150.350515,33286.73196,691.0927835,575.3814433,1722.329897,18279.4433,553.3917526,545.2268041,1782.597938,25633.52577,1279.360825,5798.546392,4174.608247,9723.154639,1362.659794,389.7628866,2523.360825,18229.50515,9326.412371,276.9175258,434.7010309,22117.21649,483.4123711,136.0515464,4857.505155,17518.98969,1496.402062,750.2061856,2822.061856,14965.74227,644.9587629,311.0927835,3092.298969,10120.50515,825.742268,441.5257732,1312.793814,8271.113402,676.2371134,172.8556701,2377.876289,6830.886598,1310.020619,160.8865979,3240.226804,205.3402062,363.4226804,97,12.82933034,9.945053283,0.631739185,0.932692308,0.678321678,1.558110009,1,0,0,1,0,0,0,1,0,0,0,0,0,1,1,0,0,0,0,0,1,0,0,0,Follicular Dendritic Cell,B Cells
+1417,23396.25424,764.2824859,459.3615819,1054.20339,20742.48588,635.6779661,477.0508475,1443.225989,11705.74011,690.3502825,728.9378531,1785.480226,16703.23729,1228.502825,3766.694915,2564.033898,6026.610169,1476.621469,397.5367232,2558.265537,11847.50282,413.8587571,520.6497175,806.3559322,13768.81356,396.4350282,120.8870056,2446.288136,10943.56497,1613.129944,788.9887006,2864.841808,9519.118644,713.2485876,263.5988701,1833.853107,7716.887006,907.7288136,423.2768362,1341.853107,6019.468927,753.8418079,163.6836158,2503.531073,4984.700565,1282.717514,336.7966102,3141.570621,567.180791,365.6497175,177,16.3249391,14.0645829,0.50769023,0.956756757,0.650735294,-0.982554664,1,1,0,1,1,0,0,0,1,0,0,0,0,1,0,0,0,1,0,0,1,0,0,0,Macrophage,Other Cells
+1418,24152.12545,736.437276,461.8028674,1073.677419,20983.90323,595.1218638,532.4444444,1566.537634,11814.77778,480.3046595,561.2795699,1777.971326,16854.62724,1208.172043,4670.566308,2297.405018,6136.74552,1162.544803,331.5412186,2764.326165,11518.10394,10250.25448,150.1111111,555.9032258,13083.27599,449.8637993,135.3799283,4319.017921,11030.05735,1470.827957,726.6917563,2788.401434,9379.810036,1278.637993,249.4623656,3702.340502,7590.78853,803.9498208,382.7132616,1298.053763,5784.573477,647.8530466,158.5304659,3481.817204,4837.609319,1178.032258,535.1971326,3204.408602,741.7383513,371.0250896,279,26.43337197,14.10811103,0.845659067,0.891373802,0.587368421,0.428629621,0,0,0,1,0,0,1,1,0,0,0,0,0,1,1,0,0,0,0,0,1,0,0,0,Follicular Dendritic Cell,B Cells
+1419,19397.45139,744.9166667,509.6458333,1100.722222,17018.97917,602.5208333,452.5486111,1654.729167,9348.993056,470.7361111,440.2222222,1749.138889,13598.89583,1130.916667,5405.854167,2574.027778,4926.645833,1140.236111,338.9583333,2607.819444,9200.847222,4881.173611,534.8472222,455.3333333,10846.63194,421.5972222,115.4166667,4988.409722,8837.180556,1378.152778,798.6805556,2797.506944,7282.555556,586.0486111,273.2986111,24664.78472,5933.215278,738.3402778,384.4861111,1337.986111,4257.291667,778.1319444,155.1805556,4007.736111,3646.791667,1157.895833,138.8888889,3264.430556,869.1805556,364.3888889,144,15.29073329,13.10330347,0.515409384,0.929032258,0.6,-1.004397713,0,0,0,1,0,0,0,1,1,0,0,0,0,1,1,0,0,0,1,0,1,0,0,0,Follicular Dendritic Cell,B Cells
+1420,36322.44872,1256.923077,662.6025641,1160.551282,30855.88462,778.6923077,667.7692308,1842.102564,21790.10256,663.7692308,1594.858974,1840.179487,33273.38462,1804.294872,5178.141026,3574.961538,11055.19231,1581.820513,451.5128205,2570.538462,20423.10256,757.0769231,444.1666667,666.3461538,24320.48718,721.6666667,273.7435897,3417.692308,18954.5,2193.115385,830.0384615,2838.641026,16235.17949,770.5384615,351.6794872,1569.935897,12768.08974,1325.884615,525.3333333,1332.935897,9876.307692,796.2820513,196.9230769,4007.564103,7923.128205,1520.230769,1134.897436,3370.307692,397.1153846,362.4615385,78,11.39494661,9.107367704,0.601003762,0.987341772,0.6,-1.455385843,1,1,1,1,1,1,0,1,1,1,1,0,1,1,0,1,1,0,1,1,1,1,1,1,Regulatory T Cell,T Cells
+1421,28004.01818,782.1454545,485.6454545,1052.736364,25482.54545,653.1363636,587.1454545,1529.227273,14249.29091,508.2636364,431.3090909,1761.7,19615.44545,1248.109091,6096.845455,3351.372727,7215.890909,1250.190909,347.5727273,2426.445455,14192.31818,435.9363636,142.7181818,458.3181818,16471.84545,392.0,119.9727273,3635.018182,13409.79091,1373.890909,717.7454545,2773.236364,11382.21818,740.6090909,259.5272727,3156.209091,9262.518182,802.7727273,387.1545455,1294.272727,7148.463636,623.2181818,150.8090909,3863.918182,5982.918182,1270.227273,658.7727273,3184.118182,630.9363636,365.8818182,110,12.87200039,11.24219631,0.487032625,0.93220339,0.654761905,-0.961266922,1,0,0,1,0,0,0,0,0,0,0,0,0,1,1,0,0,0,0,0,1,0,1,0,Follicular Dendritic Cell,B Cells
+1422,31619.70647,784.60199,463.9054726,1075.616915,27448.74129,699.3383085,690.2835821,1585.60199,15987.00995,522.5323383,1273.189055,1808.208955,22453.34826,1270.950249,5777.0,3754.661692,8130.776119,1259.995025,362.9402985,2901.134328,15623.47264,822.3233831,175.5472637,1120.676617,18132.16418,385.0298507,219.6567164,3212.756219,14814.14925,1754.179104,795.60199,2806.248756,12459.32836,676.9054726,267.1044776,2278.935323,10194.87065,994.6119403,410.2089552,1291.676617,7702.975124,636.9751244,157.6567164,3825.60199,6440.049751,1305.606965,1527.129353,3167.507463,693.2089552,367.7562189,201,18.22549528,15.33807304,0.540144393,0.877729258,0.738970588,-0.74517652,1,0,1,1,0,0,1,1,0,0,1,0,0,1,0,0,0,0,0,0,1,0,1,0,T Cell,T Cells
+1423,18999.39604,747.3712871,526.2722772,1075.752475,16546.14851,598.7722772,544.9405941,1665.321782,8944.059406,474.009901,480.6336634,1799.490099,13217.22772,1132.237624,6801.668317,3858.980198,4776.727723,1137.222772,332.4356436,2750.019802,8726.193069,1365.450495,239.6188119,457.0594059,10360.54455,402.7029703,114.9009901,8024.158416,8424.633663,1343.782178,1001.668317,2797.069307,6863.019802,541.519802,259.4356436,21366.90594,5706.683168,756.9653465,381.7277228,1350.366337,4059.623762,669.7227723,149.6633663,3938.539604,3451.336634,1143.386139,152.019802,3210.366337,855.9405941,367.7376238,202,18.74570544,15.53772183,0.559443713,0.901785714,0.594117647,1.270930038,0,0,0,1,0,0,1,1,0,0,0,1,0,1,1,0,0,1,0,0,1,0,0,0,B Cell,B Cells
+1424,38591.14737,844.7105263,520.0368421,1118.094737,36217.52105,689.1894737,454.3052632,1651.757895,19619.33158,563.9263158,519.8947368,1795.026316,28167.85789,1260.726316,4924.952632,3895.721053,10367.77368,1345.331579,387.6315789,2411.736842,19928.19474,1976.457895,149.9842105,442.4315789,24131.49474,437.8052632,140.5421053,3674.326316,19133.04737,1459.842105,765.7526316,2813.384211,16426.58421,777.1526316,295.8894737,2657.110526,11788.11579,836.2473684,437.7526316,1299.894737,9490.010526,644.7,176.7263158,4124.168421,7665.689474,1321.121053,137.7421053,3278.852632,234.6157895,370.0157895,190,24.37684881,10.58863347,0.900733316,0.887850467,0.502645503,-0.975628818,1,0,0,1,0,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,Proliferating Cell,Other Cells
+1425,34976.94737,932.5,513.6315789,1082.789474,32626.65789,646.0526316,468.0657895,1531.289474,17553.34211,541.3815789,599.3947368,1768.315789,24641.84211,1242.592105,7471.960526,3119.763158,8976.618421,1328.263158,378.1315789,2428.210526,17911.61842,392.6052632,146.6052632,534.7368421,20610.46053,396.5921053,127.6315789,3205.513158,16509.31579,1539.236842,916.8684211,2819.368421,14040.96053,581.0921053,286.9210526,1460.394737,11109.56579,856.1315789,436.75,1306.776316,8851.657895,625.9736842,156.0657895,2352.868421,7351.263158,1297.078947,123.1710526,3200.328947,333.4342105,365.3289474,76,14.22740638,7.077862885,0.867474932,0.926829268,0.633333333,-1.489088999,1,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,Activated APC,Other Cells
+1426,37883.39344,987.0,540.3770492,1109.918033,20056.52459,605.1639344,344.4754098,1511.442623,11715.5082,476.0819672,465.8032787,1773.377049,15883.80328,1088.360656,6157.442623,3285.639344,5993.393443,1217.016393,362.0655738,2446.934426,12166.31148,362.8688525,3201.885246,460.0819672,13798.70492,489.6557377,119.7213115,2917.983607,10951.13115,1660.213115,883.442623,2801.557377,9334.409836,731.1967213,254.8852459,1551.918033,7474.344262,798.3934426,412.9180328,1348.803279,5990.901639,1344.721311,166.5245902,5813.196721,5129.327869,1272.803279,278.9180328,3226.196721,351.5409836,366.147541,61,11.22737105,7.283294664,0.761036702,0.924242424,0.504132231,0.871100003,0,0,0,1,0,0,0,0,1,0,0,0,0,1,0,0,0,1,1,0,1,0,0,0,Dendritic Cell,Other Cells
+1427,19213.15709,806.6130268,489.137931,1061.739464,16338.00383,632.6743295,611.0996169,1459.076628,8987.693487,511.8697318,855.1034483,1776.655172,12792.57088,1196.628352,4817.532567,3304.440613,4648.203065,1222.888889,348.1226054,2557.034483,8850.727969,2214.176245,541.1954023,825.0038314,10168.76245,460.7547893,170.2375479,4667.693487,8032.823755,1642.609195,789.2068966,2803.226054,6970.934866,733.5747126,244.6168582,2002.145594,5676.681992,884.6704981,408.1072797,1319.37931,4456.636015,710.1111111,159.8084291,4973.758621,3755.122605,1227.249042,308.5862069,3209.800766,523.3678161,370.7624521,261,28.71470019,12.879044,0.893774077,0.847402597,0.501923077,-1.059821148,1,0,1,1,0,0,0,1,1,0,1,0,0,1,0,0,0,0,0,0,1,0,0,0,T Cell,T Cells
+1428,21512.82524,751.2330097,473.9029126,1066.271845,18524.26214,628.6699029,442.0194175,1494.223301,10598.23301,483.038835,434.5728155,1774.281553,14849.97087,1187.893204,5316.135922,2654.728155,5243.932039,1211.203883,338.8252427,2413.330097,10431.19417,418.7669903,2678.592233,516.5048544,12048.5534,383.8834951,115.1941748,2853.126214,9860.475728,1575.543689,720.9708738,2783.349515,8635.932039,764.5533981,242.7378641,2708.174757,6980.466019,793.7864078,388.4951456,1389.951456,5216.669903,1402.796117,158.2718447,5211.631068,4618.737864,1234.883495,599.5533981,3145.281553,609.7184466,365.6213592,103,14.4750179,9.109844577,0.777122428,0.962616822,0.668831169,1.096380543,1,0,0,1,0,0,0,0,1,0,0,0,0,1,0,0,0,1,1,0,1,0,1,0,Dendritic Cell,Other Cells
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+1439,36691.37209,841.7209302,513.3255814,1100.918605,31990.76744,688.8255814,598.3255814,1538.546512,17605.82558,560.8023256,480.2209302,1743.918605,25145.88372,1313.77907,5755.162791,3061.186047,8889.325581,1365.604651,380.6046512,2447.534884,17518.9186,444.5930233,484.7093023,495.755814,20541.46512,409.4186047,131.6860465,3289.395349,16484.81395,1666.197674,949.2093023,2832.569767,14174.39535,695.0581395,296.4186047,1758.44186,11499.4186,963.4418605,466.6511628,1312.674419,8735.127907,737.8953488,174.4418605,2788.593023,7555.476744,1444.116279,325.9534884,3263.511628,460.2209302,370.1046512,86,12.0579246,9.600098424,0.605079479,0.955555556,0.661538462,-0.263651081,1,0,0,1,0,0,0,0,1,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,Dendritic Cell,Other Cells
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+1444,26844.9375,802.3020833,508.5104167,1070.6875,24588.65625,678.3020833,428.0208333,1515.395833,13481.52083,526.8333333,784.0104167,1759.354167,19289.14583,1287.625,4817.208333,3170.875,6500.90625,1267.229167,373.65625,2461.53125,13325.22917,438.8020833,1733.0625,662.1875,15451.08333,402.1666667,138.65625,2338.020833,12588.53125,1756.28125,924.5,2836.572917,11128.6875,630.5416667,273.0625,1778.322917,8716.041667,1024.458333,426.3541667,1359.229167,6823.875,1045.520833,167.2604167,3130.302083,5790.875,1326.104167,286.2395833,3147.635417,579.46875,370.3645833,96,11.54601152,10.74153574,0.36673777,0.932038835,0.666666667,-0.184553227,1,0,0,1,0,0,0,0,1,0,0,0,0,1,0,0,0,1,1,0,1,0,0,0,Dendritic Cell,Other Cells
+1445,24850.28994,766.8343195,485.7514793,1044.431953,22995.24852,656.4852071,513.6331361,1491.792899,12363.15976,506.3017751,733.6213018,1779.816568,17953.55621,1220.242604,5801.106509,3276.650888,6217.715976,1235.366864,358.0,2494.372781,12530.6213,440.852071,2011.159763,719.6508876,14612.86982,483.7633136,157.8343195,2802.171598,11661.09467,1670.076923,697.9171598,2791.426036,10280.73373,712.3254438,260.3254438,1923.763314,8357.485207,982.9053254,407.9763314,1342.668639,6344.201183,1181.059172,156.3254438,5167.35503,5581.236686,1277.485207,394.8994083,3155.615385,593.6213018,370.3786982,169,21.08158357,11.50127881,0.838071456,0.789719626,0.65,-1.376779967,1,0,0,1,0,0,0,0,1,0,1,0,0,1,0,0,0,1,1,0,1,0,0,0,Dendritic Cell,Other Cells
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+1457,27110.83568,1015.882629,504.286385,1080.065728,23503.10798,766.0140845,423.7840376,1488.29108,12806.86854,591.3474178,410.4225352,1693.239437,18341.47418,1468.375587,1891.295775,1794.215962,6487.788732,1363.652582,402.8826291,2396.962441,11877.19718,426.1643192,318.6244131,433.0892019,14038.99531,391.6384977,136.4178404,2442.638498,11246.58685,1471.225352,744.9389671,2810.422535,9581.41784,789.8403756,286.5305164,1488.58216,7934.126761,846.1267606,465.0,1313.446009,6207.995305,699.4507042,184.2018779,2182.953052,5332.661972,1465.915493,1115.638498,3135.906103,439.2535211,374.8028169,213,19.50438857,14.30892246,0.679553678,0.938325991,0.622807018,-0.877984829,1,0,0,0,0,1,0,0,1,0,0,0,0,1,0,0,0,0,0,1,1,1,1,0,Macrophage,Other Cells
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+1568,24913.36957,836.4347826,519.6086957,1088.130435,21700.52174,684.1630435,872.0108696,1536.73913,12427.65217,541.2065217,1482.326087,1854.521739,17844.96739,1333.902174,5820.923913,3864.695652,6308.967391,1278.108696,362.8369565,3243.445652,12048.1087,449.326087,167.7282609,1828.804348,13587.27174,457.5543478,251.1956522,2983.206522,10824.72826,2081.652174,893.4891304,2817.336957,9441.554348,675.423913,277.0,1887.695652,7785.467391,1134.282609,433.9347826,1312.195652,5946.586957,639.1413043,168.6956522,4470.402174,5048.391304,1327.76087,358.5326087,3260.75,535.3913043,394.9456522,92,13.52152396,9.015537755,0.745277369,0.893203883,0.58974359,-0.728060145,1,0,1,1,0,0,1,0,0,0,1,0,1,1,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+1569,38981.25,865.9117647,476.9705882,1099.205882,32685.01471,699.1323529,698.7647059,1555.279412,19399.57353,553.2352941,446.2205882,1761.588235,27329.92647,1316.441176,5546.5,2138.838235,9639.25,1302.955882,366.8676471,2429.617647,19282.44118,485.6323529,238.9852941,462.9558824,22280.45588,414.6911765,123.6617647,2855.426471,17746.45588,1439.235294,666.7941176,2797.441176,15352.13235,752.3382353,269.3823529,2064.882353,12609.83824,827.1176471,421.1911765,1283.558824,9362.75,666.9117647,164.5147059,2749.117647,8066.558824,1347.176471,323.3823529,3240.794118,617.6176471,393.6323529,68,11.23355161,7.963870619,0.705272686,0.931506849,0.62962963,1.44408873,1,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,Activated APC,Other Cells
+1570,25754.74766,795.4018692,501.8037383,1131.168224,18599.20561,588.2523364,416.8037383,1684.962617,8924.065421,476.9345794,436.6728972,1791.981308,12596.02804,1063.196262,3690.570093,1641.224299,4615.317757,1127.738318,330.2056075,2401.299065,9254.056075,6088.672897,152.9065421,469.4953271,10568.38318,426.271028,114.5794393,5090.953271,7977.915888,1336.084112,496.8878505,2841.093458,6743.457944,665.6728972,247.6448598,5985.074766,3731.149533,665.7009346,371.3831776,1285.158879,3075.084112,588.8411215,145.3364486,1640.205607,2658.448598,1051.0,249.9813084,3112.766355,157.4018692,395.0654206,107,12.9790935,10.54554077,0.582958259,0.981651376,0.748251748,-1.099790922,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,Follicular Dendritic Cell,B Cells
+1571,39751.38462,876.3692308,514.2153846,1140.876923,34666.67692,706.6923077,411.4769231,1710.030769,18160.12308,552.5076923,472.7076923,1776.230769,25979.58462,1270.661538,5138.446154,3748.015385,9302.338462,1317.953846,383.8615385,2440.615385,18628.53846,401.8153846,682.0461538,423.7230769,21736.07692,393.8769231,127.1846154,4693.861538,17075.44615,1573.738462,701.6307692,2843.676923,14412.64615,571.2769231,298.4307692,7325.230769,8852.661538,794.6923077,419.6461538,1299.584615,7563.461538,736.3846154,174.7846154,2991.830769,6310.615385,1281.046154,325.8923077,3238.753846,181.9538462,393.3384615,65,10.83041234,7.732336797,0.700200083,0.955882353,0.738636364,1.445288441,1,0,0,1,0,0,0,0,1,0,0,0,0,1,1,0,0,0,0,0,1,0,0,0,Follicular Dendritic Cell,B Cells
+1572,50029.875,948.8461538,611.8653846,1162.182692,46441.54808,777.6057692,718.5384615,1821.413462,25914.38462,626.3942308,483.7307692,1789.038462,35594.50962,1412.240385,8127.509615,5793.326923,13320.25,1503.288462,414.1057692,2413.567308,25881.26923,732.3557692,143.7403846,448.1538462,31713.38462,457.75,141.3461538,7897.490385,24822.74038,1579.0,928.0,2849.423077,21518.09615,650.8846154,346.0480769,2589.663462,16054.36538,907.1730769,492.7403846,1316.817308,12623.34615,677.9807692,193.6538462,2637.009615,10528.42308,1468.067308,128.4807692,3373.711538,252.9519231,394.7980769,104,13.43968501,10.05718928,0.663337554,0.95412844,0.742857143,1.451611419,1,1,0,1,1,1,0,0,0,0,0,1,0,1,0,0,1,0,0,1,1,1,0,1,B Cell,B Cells
+1573,40629.17526,899.4536082,593.1340206,1122.164948,37907.3299,728.5463918,666.3608247,1709.43299,20982.02062,582.0721649,493.0721649,1785.917526,28747.12371,1336.701031,7194.587629,4866.371134,10459.42268,1405.824742,396.6494845,2425.041237,21126.09278,457.8865979,139.6185567,439.8762887,25026.8866,426.8247423,133.257732,5597.494845,20226.45361,1516.494845,917.5979381,2810.061856,16870.90722,614.1134021,309.556701,2091.443299,12825.09278,884.1649485,474.0824742,1296.886598,10132.92784,666.0,183.1443299,4684.969072,8411.515464,1413.329897,135.185567,3288.515464,271.185567,395.7216495,97,12.30716618,10.48025849,0.524261373,0.941747573,0.621794872,0.055626326,1,0,0,1,0,0,0,0,0,0,0,1,0,1,0,0,1,0,0,1,1,0,0,0,B Cell,B Cells
+1574,35297.97838,864.372973,510.9675676,1091.167568,31425.96216,711.1135135,595.9675676,1560.827027,18061.61622,571.5783784,645.2486486,1741.924324,25527.4,1362.827027,5085.697297,3383.994595,9344.302703,1385.621622,384.3675676,2571.627027,18140.62162,467.8,297.6378378,621.6756757,21261.20541,489.1567568,150.4054054,3076.745946,16731.13514,1668.621622,965.4756757,2806.464865,14601.14595,655.5675676,298.4432432,1956.151351,11606.28108,1176.151351,459.4054054,1311.232432,9002.178378,703.972973,178.627027,3282.221622,7709.740541,1399.962162,459.8432432,3246.113514,556.8108108,397.9621622,185,20.41864464,12.38120244,0.795184544,0.898058252,0.604575163,-0.600734909,1,0,0,1,0,0,0,0,0,0,0,0,0,1,0,1,0,0,0,0,1,0,0,0,Activated APC,Other Cells
+1575,16118.37179,789.5641026,456.6666667,1042.576923,13746.61538,611.974359,794.8974359,1443.769231,7946.974359,486.6282051,1088.846154,1816.435897,10730.55128,1148.846154,4126.333333,2801.179487,4097.769231,1135.179487,334.3461538,3200.653846,7805.923077,497.6410256,969.0897436,1192.192308,8710.012821,383.8461538,116.2692308,2157.935897,7433.615385,1788.051282,597.525641,2795.987179,6398.730769,646.2820513,243.6282051,3343.679487,5280.448718,1066.705128,380.5769231,1346.935897,3953.128205,849.8205128,150.3846154,5249.730769,3340.064103,1228.666667,2967.089744,3135.846154,757.974359,394.1153846,78,13.52601176,7.551728073,0.829631398,0.917647059,0.666666667,1.146703146,0,0,1,1,0,0,1,0,1,0,0,0,0,0,1,0,0,1,1,0,1,0,1,0,T Cell,T Cells
+1576,11572.84921,679.2777778,469.7619048,1040.119048,9589.642857,548.5714286,468.9603175,1510.722222,5314.603175,427.2222222,456.8730159,1765.055556,8014.436508,1074.18254,5303.992063,3750.230159,2902.690476,1331.65873,330.2142857,3596.198413,5448.753968,452.6984127,850.984127,552.9365079,6292.230159,360.4206349,112.5396825,4511.984127,5441.087302,1340.769841,889.7063492,2824.34127,4447.150794,579.9285714,253.0238095,17891.0873,3616.912698,761.047619,365.3412698,1352.309524,2488.063492,882.7936508,152.8333333,6243.285714,2269.396825,1081.674603,216.7936508,3125.634921,901.031746,396.4365079,126,13.53243398,11.98274829,0.464670639,0.954545455,0.692307692,-0.564529292,0,0,0,1,0,0,1,0,1,0,0,0,0,1,1,0,0,1,1,0,1,0,0,0,Follicular Dendritic Cell,B Cells
+1577,21432.8022,725.1978022,477.1098901,1092.802198,13072.91209,424.5274725,237.967033,1233.164835,6280.076923,367.0769231,286.7692308,1636.131868,10084.46154,927.8021978,4077.406593,1314.186813,3552.153846,938.3956044,271.1758242,2402.626374,6619.571429,1546.120879,111.3516484,433.6813187,7564.43956,289.5494505,96.42857143,3193.098901,6737.637363,1117.769231,584.8021978,2780.054945,5286.208791,466.6043956,206.4615385,4063.43956,3973.120879,644.1538462,315.1978022,1260.868132,2297.593407,537.989011,128.9450549,1629.659341,2136.483516,899.1648352,91.82417582,2918.582418,1003.395604,396.1868132,91,12.59534404,9.36959882,0.668297806,0.928571429,0.7,-0.545427546,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,Follicular Dendritic Cell,B Cells
+1578,38363.8855,1058.839695,587.389313,1105.038168,35400.35878,762.9541985,510.0610687,1554.412214,19160.79389,628.389313,531.0534351,1768.137405,26772.69466,1365.450382,5206.305344,3412.885496,9487.114504,1396.244275,382.4580153,2399.725191,18724.44275,425.0992366,161.0305344,462.129771,21974.12977,435.0076336,130.7480916,3814.519084,17238.9313,1510.694656,881.740458,2809.625954,14589.53435,627.2977099,289.1984733,1603.122137,11569.55725,901.5038168,444.0916031,1316.961832,9462.198473,644.8778626,172.0687023,2480.51145,7741.763359,1340.755725,218.4351145,3468.030534,335.7557252,396.8244275,131,16.3932013,10.34879025,0.775550527,0.97761194,0.671794872,0.893235492,1,1,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,1,NK Cell,Other Cells
+1579,37151.89623,1007.254717,577.0660377,1124.377358,33624.16981,773.7264151,707.0,1647.377358,18959.42453,621.5283019,1340.198113,1795.207547,26548.51887,1396.396226,4391.254717,4725.179245,9222.254717,1482.160377,399.0943396,2501.349057,18395.58491,450.2641509,1276.858491,579.9716981,20702.19811,495.0377358,141.3113208,3557.037736,16703.9717,1713.018868,863.5,2823.066038,14105.37736,688.1226415,306.1226415,1873.566038,11210.91509,1631.896226,467.2735849,1339.433962,9007.084906,892.1509434,182.3018868,5110.971698,7449.735849,1413.292453,451.7358491,3373.981132,349.0849057,396.6698113,106,13.78397531,10.66075616,0.633897995,0.876033058,0.688311688,1.457183007,1,0,1,1,1,1,0,0,1,0,0,0,0,1,0,1,0,0,1,1,1,0,0,1,T Cell,T Cells
+1580,29217.71193,815.5596708,524.4012346,1107.209877,25197.66461,649.7983539,871.8148148,1657.022634,14135.88683,512.2716049,1103.958848,1814.759259,20055.63169,1216.709877,6015.144033,3810.899177,7233.559671,1235.397119,350.4382716,4985.273663,14024.23251,5061.664609,316.4423868,1035.820988,16081.6358,421.4506173,126.9876543,4237.220165,13093.06996,1930.40535,716.0473251,2797.253086,10919.53498,643.3888889,267.6934156,9623.092593,8958.473251,1825.469136,408.2098765,1323.306584,6521.541152,699.7263374,159.0864198,3997.374486,5453.582305,1234.345679,233.6604938,3252.77572,820.7572016,405.3497942,486,27.80809878,22.91885141,0.566329369,0.929254302,0.619897959,-0.586874415,1,0,1,1,0,0,1,1,1,0,0,0,1,1,1,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
+1581,22153.39241,780.0253165,460.5443038,1056.316456,18931.11392,642.2405063,560.7848101,1478.962025,11043.98734,491.4050633,587.4050633,1749.278481,16139.08861,1256.012658,4177.075949,2696.658228,5822.708861,1240.544304,365.2405063,2506.075949,11312.63291,479.9367089,1253.746835,605.3417722,12999.6962,394.0759494,153.6075949,2426.56962,10515.73418,1555.594937,790.8481013,2805.075949,9070.746835,955.9873418,251.9620253,1858.177215,7368.898734,829.0886076,390.4936709,1322.708861,5766.35443,974.3037975,165.556962,4144.860759,4972.164557,1295.21519,512.3670886,3111.594937,679.1012658,396.3544304,79,11.59435637,8.972781836,0.63331736,0.94047619,0.718181818,-0.817562603,1,0,0,1,0,0,0,0,1,0,0,0,0,1,0,0,0,0,1,0,1,0,0,0,Dendritic Cell,Other Cells
+1582,15301.89565,714.4608696,502.5478261,1083.234783,13309.2,572.8608696,437.6956522,1606.991304,7316.278261,449.8782609,510.973913,1811.495652,11107.26957,1105.730435,6130.2,3622.434783,4012.843478,1123.373913,327.2434783,2996.678261,7500.730435,676.0695652,312.9478261,510.1826087,8807.591304,402.9913043,111.5478261,7188.982609,7400.0,1359.973913,812.7043478,2813.104348,6156.513043,632.9913043,256.373913,17545.05217,5110.878261,789.1217391,384.3043478,1331.2,3562.452174,711.6521739,147.0173913,4587.182609,3111.208696,1128.104348,211.0956522,3233.434783,872.6,397.9304348,115,13.99760041,11.18244807,0.601486162,0.93495935,0.631868132,-0.714657213,0,0,0,1,0,0,1,0,1,0,0,1,0,1,1,0,0,0,0,0,1,0,0,0,B Cell,B Cells
+1583,14208.16471,693.0058824,474.3647059,1095.876471,12585.59412,559.9,447.5176471,1647.511765,6158.364706,432.9647059,497.0235294,1775.6,9948.952941,1191.088235,9017.694118,2305.729412,3603.958824,1101.305882,318.5176471,2645.494118,6695.623529,3872.252941,454.6,532.3117647,7918.5,430.0235294,121.2470588,7731.647059,6546.382353,1329.776471,681.0176471,2815.764706,5255.970588,583.1176471,245.4588235,12099.72353,4071.852941,770.8,365.7529412,1317.176471,2508.2,752.2470588,143.8529412,3832.464706,2226.517647,1064.882353,152.7058824,3167.358824,990.8588235,397.4705882,170,19.96757252,12.95325609,0.761031767,0.813397129,0.566666667,1.380678483,0,0,0,1,0,0,0,1,1,0,0,1,0,1,1,0,0,0,0,0,1,0,0,0,B Cell,B Cells
+1584,43571.73134,978.8955224,648.8283582,1210.58209,40329.84328,797.119403,611.0298507,1860.843284,20986.97761,611.6044776,1356.865672,1828.029851,29875.97761,1388.014925,7044.559701,6269.470149,10923.94776,1503.902985,510.0298507,3415.992537,21976.28358,510.7835821,1977.350746,771.2014925,25869.00746,509.1268657,146.6716418,5739.955224,19932.73881,2065.880597,933.7462687,2840.074627,17217.47015,634.9552239,333.1268657,4700.328358,11448.63433,1066.380597,484.6791045,1343.208955,9500.91791,1084.044776,191.0298507,4154.335821,7412.134328,1428.768657,321.0970149,3347.858209,200.1492537,398.238806,134,18.23690988,9.450418917,0.855257735,0.95035461,0.62037037,-1.13032206,1,0,1,1,1,1,1,0,1,0,0,1,1,1,1,0,1,1,1,1,1,0,0,0,Helper T Cell,T Cells
+1585,40781.75904,871.3855422,587.7831325,1114.084337,38101.72289,712.5421687,564.0963855,1643.566265,19731.60241,566.3975904,531.5060241,1819.963855,27267.0,1290.831325,8961.891566,5583.26506,9957.373494,1373.674699,386.5662651,2515.060241,20190.06024,1230.216867,437.686747,440.6987952,23892.03614,420.1807229,134.3012048,7995.060241,19081.53012,1614.73494,930.686747,2822.036145,16270.56627,602.2048193,297.1927711,2519.144578,12328.84337,970.2409639,454.6144578,1300.590361,9847.349398,717.4216867,182.4457831,5849.144578,8291.60241,1378.289157,155.9036145,3310.86747,280.9156627,397.9759036,83,11.50456083,9.414373006,0.574767741,0.892473118,0.685950413,-1.009905185,1,0,0,1,0,0,0,1,1,0,0,1,0,1,0,0,0,0,0,1,1,0,0,0,B Cell,B Cells
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+1587,24475.76471,910.9159664,556.7815126,1088.672269,21968.04202,699.8823529,580.4621849,1528.714286,12359.31092,561.697479,587.8991597,1732.05042,17482.2437,1355.210084,5576.97479,3887.344538,6401.285714,1337.521008,379.0672269,2463.02521,12199.7395,430.0756303,431.6302521,556.0084034,14482.03361,524.3361345,129.3781513,4969.478992,11301.35294,1549.739496,803.789916,2808.369748,9823.857143,701.7647059,279.907563,1856.344538,8007.10084,954.1344538,453.3361345,1316.941176,6300.663866,735.7563025,182.6806723,4777.537815,5472.453782,1382.983193,648.302521,3265.319328,431.1344538,399.0504202,119,14.93734216,10.53882809,0.708674384,0.894736842,0.653846154,-0.716882298,1,0,0,1,0,0,0,0,1,1,0,0,0,1,0,0,0,0,0,1,1,0,1,0,Dendritic Cell,Other Cells
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+1592,12924.08029,743.9562044,639.8248175,1112.875912,6574.145985,398.459854,293.2116788,1153.605839,3182.605839,330.0875912,265.2773723,1618.109489,5022.218978,832.8759124,3400.343066,1383.211679,1817.510949,870.5839416,249.5547445,2372.956204,3269.686131,1979.080292,77.65693431,467.7153285,3818.540146,266.2481752,91.06569343,4934.956204,3111.824818,1125.642336,606.1970803,2779.423358,2462.131387,448.2262774,175.7956204,3940.211679,1809.379562,558.4160584,300.9416058,1252.270073,1016.605839,510.8540146,123.8540146,1113.218978,971.9562044,804.8467153,77.01459854,2889.058394,1026.255474,399.2043796,137,15.12780469,11.6734327,0.636042397,0.971631206,0.752747253,0.597990167,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,Follicular Dendritic Cell,B Cells
+1593,45699.74713,934.3390805,571.2643678,1157.982759,9320.873563,430.637931,254.3333333,1218.011494,3559.41954,351.3563218,475.7931034,1619.45977,6631.258621,872.5,3426.166667,1805.683908,2410.977011,906.3045977,266.5804598,2482.666667,4315.126437,325.7528736,286.5632184,385.6896552,5135.683908,279.3390805,97.74137931,3243.33908,4006.201149,1276.701149,528.9885057,2771.281609,3032.252874,484.2988506,182.7988506,1606.729885,2050.436782,627.591954,309.5632184,1259.063218,968.045977,540.3965517,124.7528736,1619.04023,1063.787356,828.9942529,411.316092,2892.482759,1114.08046,401.4597701,174,16.6781625,13.44923172,0.591373625,0.97752809,0.644444444,-0.231697471,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Unknown,Other Cells
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+1596,42437.76923,855.0384615,494.8846154,1112.75,36897.23077,728.9615385,670.3653846,1588.769231,20561.5,554.0961538,1012.75,1793.346154,29080.17308,1377.057692,5612.423077,3245.25,10393.73077,1320.192308,360.1730769,2688.653846,21286.21154,572.6923077,179.0384615,691.5961538,25028.5,424.9615385,122.6153846,3526.384615,19322.53846,1651.442308,783.6153846,2792.807692,16848.44231,698.4230769,299.1730769,1876.576923,13840.44231,1045.25,432.1730769,1292.057692,10465.61538,675.6730769,168.2115385,2966.307692,9004.596154,1390.192308,242.8653846,3192.711538,604.2307692,398.6538462,52,9.367861827,7.142296238,0.647076068,0.962962963,0.722222222,-0.629920925,1,0,1,1,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,T Cell,T Cells
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+1598,13963.67544,742.377193,677.0701754,1111.315789,11957.87719,603.2982456,955.1140351,1717.201754,5938.605263,457.4035088,922.8947368,1812.850877,9804.631579,1242.377193,7318.517544,4005.482456,3516.342105,1143.692982,326.1491228,5973.763158,6540.412281,518.6140351,355.0,1069.5,7984.131579,492.3508772,116.5263158,5871.429825,6418.666667,1838.947368,742.1491228,2810.807018,5164.166667,562.9736842,253.3070175,18827.10526,4270.596491,1181.535088,385.622807,1327.017544,2799.315789,692.2631579,161.1491228,7891.912281,2539.236842,1141.754386,250.5438596,3193.947368,965.5175439,401.5526316,114,14.40639878,10.44884482,0.688441437,0.919354839,0.581632653,0.685048442,0,0,1,1,0,0,1,0,1,0,0,1,1,1,1,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
+1599,47771.1,959.9166667,617.3166667,1151.783333,44016.31667,761.9833333,688.9333333,1731.85,25087.83333,613.7833333,626.35,1795.083333,34512.76667,1391.666667,7238.45,6914.466667,12521.26667,1463.183333,412.6666667,2676.55,25048.5,471.1333333,131.65,587.3833333,29640.23333,459.1833333,137.95,5516.333333,24283.95,1711.366667,826.15,2830.55,20298.11667,639.4833333,331.5333333,2404.85,15226.61667,950.7833333,475.3666667,1304.183333,11928.1,659.7833333,188.4833333,4501.066667,9960.3,1464.9,154.9666667,3271.3,265.1666667,401.1666667,60,12.41461154,6.627357305,0.845588506,0.909090909,0.545454545,0.573419527,1,0,0,1,1,1,1,0,0,0,0,1,0,1,0,0,1,0,0,1,1,1,0,0,B Cell,B Cells
+1600,45312.79389,1006.21374,551.1450382,1104.725191,40128.43511,769.4122137,605.1984733,1614.755725,23032.8626,625.8625954,470.129771,1770.954198,31750.99237,1400.122137,4510.526718,3422.091603,11447.71756,1446.290076,402.7938931,2388.038168,22039.91603,440.3969466,164.1984733,448.8625954,26082.15267,456.5419847,133.6793893,3410.78626,20592.0687,1546.274809,961.6641221,2833.206107,17411.9313,631.8396947,311.7633588,1830.167939,13827.67939,894.4274809,471.0916031,1313.908397,10959.38168,673.2900763,177.1221374,3446.954198,9280.954198,1439.152672,131.5954198,3398.671756,328.4732824,403.3969466,131,16.48461782,10.5952461,0.766088317,0.97037037,0.582222222,0.861237026,1,1,0,1,0,1,0,0,0,0,0,0,0,1,0,0,1,0,0,0,1,0,0,1,NK Cell,Other Cells
+1601,34791.37956,890.8175182,531.3941606,1114.445255,31253.13139,733.8832117,697.5912409,1592.781022,18150.87591,593.0218978,1119.927007,1794.364964,25114.82482,1391.116788,4477.978102,4286.620438,8944.875912,1407.19708,384.7007299,2646.525547,16836.58394,470.4744526,254.8613139,1124.072993,19797.94891,583.1021898,284.0437956,3145.277372,15697.82482,1829.145985,851.6058394,2808.686131,13647.75912,672.5036496,304.9124088,2098.605839,11139.78832,1172.49635,467.5328467,1318.10219,8619.262774,872.8832117,175.9927007,3494.116788,7385.59854,1395.773723,358.7664234,3269.824818,541.1459854,402.2773723,137,17.52091192,10.21808179,0.812333276,0.951388889,0.671568627,-1.142299348,1,0,1,1,0,0,0,0,0,1,1,0,1,1,0,1,0,0,1,0,1,0,0,0,Regulatory T Cell,T Cells
+1602,40415.37736,815.2264151,459.7358491,1088.943396,35650.90566,676.0,495.6226415,1548.245283,19866.84906,522.5471698,444.3773585,1695.207547,28541.67925,1299.830189,5197.283019,3188.433962,10499.32075,1317.566038,349.5849057,2427.132075,21077.26415,473.0,289.4339623,483.2075472,24931.4717,449.8679245,122.0,2813.150943,19155.58491,1465.641509,702.2830189,2806.735849,16663.01887,791.6226415,282.9433962,1806.981132,13711.56604,864.245283,415.3396226,1305.226415,10584.16981,715.0377358,161.1320755,2252.90566,8775.056604,1328.283019,296.490566,3169.188679,610.3396226,400.7924528,53,12.38217284,6.377725909,0.857146169,0.868852459,0.53,-0.813781332,1,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,Activated APC,Other Cells
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+1604,50808.54054,1095.918919,600.1081081,1185.189189,42724.32432,884.3783784,1383.216216,1755.675676,24820.67568,684.5405405,1779.162162,1830.756757,34633.48649,1593.621622,3076.108108,4922.297297,11871.62162,1530.891892,430.6216216,2697.081081,22343.94595,498.8378378,431.7837838,806.1621622,25728.37838,2161.0,139.1621622,3133.972973,20990.72973,2104.135135,864.3513514,2885.513514,17999.56757,684.5675676,326.0540541,1588.945946,14098.2973,1454.135135,514.7297297,1332.135135,10650.35135,770.3243243,183.3513514,4268.621622,9096.162162,1487.135135,194.1351351,3350.783784,480.0540541,399.8378378,37,8.512861498,6.074663154,0.700567119,0.902439024,0.528571429,-1.426861954,1,1,1,1,1,1,1,0,1,1,0,0,1,1,0,1,1,0,1,1,1,1,0,0,Helper T Cell,T Cells
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+1609,46262.35878,938.1450382,621.1755725,1161.603053,42614.20611,758.5648855,748.7175573,1766.068702,24008.27481,610.0152672,725.7099237,1790.007634,33140.16794,1391.954198,8207.236641,6558.656489,12187.23664,1464.862595,413.6870229,2793.946565,24102.22901,467.4427481,145.778626,926.9618321,29409.25191,452.8473282,142.7938931,5753.183206,23119.41221,1684.648855,860.3435115,2843.549618,19898.60305,643.6717557,335.4732824,2863.656489,14943.15267,939.0305344,481.7862595,1311.687023,11718.80916,666.6412214,186.7633588,2409.480916,9647.473282,1447.648855,161.9236641,3341.618321,254.5725191,403.9389313,131,19.47823175,9.680216007,0.867764218,0.770588235,0.574561404,1.464583882,1,0,0,1,1,1,1,0,0,0,0,1,0,1,1,0,1,0,0,1,1,0,0,0,B Cell,B Cells
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+1611,36177.70588,817.1470588,434.5294118,1116.235294,30405.41176,676.9705882,418.3823529,1527.764706,17623.20588,529.2058824,514.7941176,1728.117647,24639.52941,1277.088235,2990.235294,1849.647059,8990.529412,1279.470588,346.3529412,2582.088235,17878.29412,449.5588235,131.2352941,508.5,20646.85294,415.5588235,121.3823529,1751.764706,16408.70588,1472.764706,655.7058824,2791.529412,13974.73529,766.9117647,255.5294118,1845.794118,11312.17647,842.8823529,409.6176471,1286.823529,8764.705882,653.6764706,160.4411765,2454.382353,7410.764706,1337.352941,438.5588235,3190.058824,618.5,401.3529412,34,6.597682302,6.571407079,0.089157869,1.0,0.944444444,1.570796327,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Unknown,Other Cells
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+1613,42410.32143,933.0892857,850.7321429,1206.464286,34780.46429,767.9642857,877.0535714,1834.464286,21375.42857,578.375,558.3214286,1826.125,28651.07143,1450.267857,1632.642857,1239.25,10053.10714,1419.625,379.1607143,2451.25,20669.69643,593.0178571,176.5892857,520.25,23687.69643,460.8571429,172.3571429,1348.839286,19310.5,1584.321429,593.2857143,2817.5,16938.42857,1161.75,307.3571429,1535.392857,13393.71429,941.5357143,443.4464286,1315.821429,10061.21429,668.3928571,169.7678571,1224.982143,8715.267857,1479.607143,314.2321429,3242.410714,683.6964286,403.75,56,10.21725003,7.501744406,0.678907909,0.949152542,0.565656566,0.39446109,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,Granulocyte,Other Cells
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+1615,8844.375,767.5576923,726.3653846,1403.701923,7441.615385,594.6346154,540.8173077,2250.875,4078.105769,452.4230769,471.4615385,1785.519231,6346.182692,1211.528846,9853.057692,3302.596154,2338.115385,1176.653846,330.1634615,2546.461538,4478.009615,542.9519231,192.5192308,471.3365385,5187.288462,388.7788462,123.25,13332.875,4439.326923,1329.721154,1119.096154,2803.25,3766.086538,614.625,291.7692308,43172.00962,3063.096154,813.8173077,378.7692308,1346.336538,2112.182692,853.1346154,154.9519231,8300.0,2028.0,1131.048077,195.5961538,3208.846154,920.6153846,405.0192308,104,12.43160777,10.79911148,0.495370489,0.981132075,0.666666667,1.202654967,0,0,0,1,0,0,0,0,0,0,0,1,0,1,1,0,0,1,1,0,1,0,0,0,B Cell,B Cells
+1616,23976.52614,793.3856209,587.7418301,1133.395425,19899.78105,635.4738562,745.3888889,1809.091503,10193.44118,470.2745098,2148.630719,1790.25817,15835.34641,1232.565359,8767.088235,3695.346405,5659.281046,1167.473856,338.6339869,6095.679739,10490.58497,700.3398693,374.2026144,898.245098,12580.3366,414.130719,123.9901961,7503.150327,10476.87255,1871.091503,760.5686275,2810.820261,8445.751634,555.0326797,283.4411765,28469.57516,6587.405229,1139.503268,394.2418301,1370.584967,4163.179739,709.2352941,160.2418301,7969.336601,3872.767974,1155.643791,300.2843137,3190.70915,982.4444444,409.0065359,306,23.33598011,17.72510513,0.650435838,0.916167665,0.633540373,-1.273012078,1,0,1,1,0,0,1,0,1,0,0,1,1,1,1,1,0,1,0,0,1,0,0,0,Helper T Cell,T Cells
+1617,44866.5098,904.7745098,581.9215686,1146.058824,41772.29412,732.8431373,928.2156863,1737.058824,22080.11765,592.3921569,724.9313725,1837.245098,31614.92157,1351.696078,6519.941176,5773.029412,11696.73529,1455.421569,404.6078431,3284.852941,22813.43137,523.9411765,140.7058824,962.4019608,28436.53922,459.3039216,138.8529412,4859.696078,21611.37255,1810.0,841.8333333,2821.088235,18834.55882,739.7941176,337.6372549,3544.45098,13663.40196,1000.029412,472.7156863,1335.45098,11006.80392,655.5196078,178.5784314,3346.764706,8912.294118,1417.294118,175.245098,3293.313725,238.8431373,404.745098,102,12.19208719,10.92748421,0.443495206,0.944444444,0.653846154,-1.360338299,1,0,0,1,0,1,1,0,0,0,0,0,0,1,1,0,1,0,0,0,1,0,0,0,Follicular Dendritic Cell,B Cells
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+1619,24102.81633,899.5510204,495.2244898,1099.72449,21114.91837,743.877551,782.1428571,1520.326531,12382.26531,561.9591837,1785.795918,1795.94898,17679.87755,1405.693878,4050.408163,4286.214286,6162.357143,1332.734694,384.3979592,2949.785714,11576.86735,493.0408163,462.6428571,935.2857143,12907.5102,590.4387755,136.0204082,2137.612245,10702.45918,2086.632653,798.9081633,2835.683673,9235.255102,722.9387755,291.5,1864.591837,7502.091837,1283.693878,456.1326531,1321.05102,5751.0,737.0306122,188.8571429,5275.714286,5081.112245,1440.795918,1469.489796,3232.734694,471.1938776,405.0,98,14.10084679,9.209212868,0.757274744,0.907407407,0.636363636,-1.398445519,1,0,1,1,0,0,1,0,1,1,0,0,1,1,0,1,0,0,0,1,1,0,1,0,Helper T Cell,T Cells
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+1626,24826.17486,826.8087432,711.557377,1183.874317,22309.16393,645.9180328,919.0382514,1834.606557,10710.85246,520.0491803,1077.786885,1836.437158,15099.83607,1182.612022,9930.174863,4947.825137,5834.759563,1247.928962,355.2896175,3564.295082,11282.56284,672.1311475,1558.442623,579.9016393,13368.81421,445.9562842,127.7540984,13339.83607,9743.836066,1833.994536,1022.803279,2805.579235,8291.874317,585.8032787,291.4863388,23364.02186,4969.344262,920.6830601,406.3989071,1360.098361,4080.333333,902.5956284,166.6721311,5804.535519,3440.606557,1176.04918,373.9180328,3286.393443,163.8907104,409.295082,183,18.11301748,12.98826286,0.69700335,0.943298969,0.677777778,0.581715192,1,0,1,1,0,0,1,0,1,0,0,1,1,1,1,0,0,1,1,0,1,0,0,0,Helper T Cell,T Cells
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+1629,36052.89922,1001.728682,553.8914729,1113.658915,31199.26357,745.7674419,654.3333333,1610.496124,18235.34884,574.5503876,633.9379845,1755.875969,25450.12403,1332.147287,3841.976744,3157.96124,8868.875969,1294.48062,376.7596899,2480.945736,17843.13178,656.0155039,837.5271318,665.6124031,20585.9845,414.0930233,126.3100775,2829.868217,17152.51163,1599.976744,678.3100775,2813.852713,14620.65891,691.4031008,283.3023256,4863.953488,11990.4031,1021.914729,422.4186047,1329.697674,8708.550388,872.9767442,159.1937984,3118.069767,7219.116279,1345.705426,1866.170543,3400.325581,780.751938,407.7751938,129,18.09852438,9.744759174,0.842671276,0.908450704,0.551282051,-1.173420441,1,0,0,1,0,0,0,0,1,0,0,0,0,1,1,0,0,0,1,0,1,0,1,1,Follicular Dendritic Cell,B Cells
+1630,18258.14354,749.9760766,561.6794258,1094.277512,14263.50718,568.7942584,849.8229665,1605.789474,6998.69378,440.9330144,2294.210526,1727.22488,11336.33014,1084.349282,8576.105263,3711.913876,4083.090909,1092.430622,309.8899522,3584.401914,7572.497608,394.507177,226.8708134,2229.062201,9140.626794,609.0430622,113.6555024,7245.956938,7666.086124,1655.861244,697.4354067,2868.736842,6111.990431,515.0382775,246.1913876,18324.38278,4736.167464,2074.172249,366.1004785,1315.679426,2828.69378,632.9808612,160.1052632,6689.148325,2714.004785,1054.822967,268.6028708,3154.014354,1005.023923,409.1339713,209,17.50596914,15.2604416,0.489990285,0.976635514,0.768382353,-1.22203637,0,0,1,1,0,0,1,0,0,1,0,1,0,1,1,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
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+1632,35573.59494,893.9746835,518.5822785,1097.772152,32683.97468,715.3037975,618.8734177,1592.253165,18498.25316,570.7468354,556.0506329,1761.56962,25951.50633,1331.139241,4514.974684,2954.329114,9217.35443,1401.075949,394.8101266,2403.898734,17261.60759,414.4177215,980.5063291,456.2911392,20816.31646,424.4050633,128.8734177,2996.683544,16324.49367,1589.78481,810.3670886,2800.860759,13892.70886,673.556962,298.3924051,1523.329114,11001.89873,993.1772152,445.1772152,1330.506329,8804.746835,851.7721519,176.556962,3503.075949,7430.063291,1407.113924,624.2531646,3280.810127,350.8987342,405.1265823,79,13.81475308,7.658733737,0.832258321,0.897727273,0.705357143,1.501611359,1,0,0,1,0,0,0,0,1,0,0,0,0,1,0,0,0,0,1,0,1,0,1,0,Dendritic Cell,Other Cells
+1633,26940.72258,948.4580645,623.7290323,1093.677419,14165.45161,571.6064516,350.7935484,1366.716129,7598.729032,518.0645161,508.0,1772.032258,11828.16129,1142.077419,7068.967742,2453.064516,4351.619355,1246.180645,334.9870968,2484.329032,7943.451613,379.1677419,2477.303226,480.8,9881.754839,451.9483871,120.7548387,4786.877419,7677.793548,1823.516129,1050.483871,2853.941935,6525.664516,669.5096774,246.8064516,1480.122581,5361.922581,866.4387097,400.4258065,1350.767742,4306.135484,1344.703226,164.1935484,3167.722581,3638.948387,1197.883871,142.3354839,3273.606452,400.5612903,407.6967742,155,19.23779284,10.97865779,0.821171304,0.928143713,0.596153846,1.230643964,0,0,0,1,0,0,0,0,1,0,0,0,1,1,0,0,0,1,1,0,1,0,0,0,Dendritic Cell,Other Cells
+1634,29356.4375,877.15625,669.975,1118.60625,25673.26875,713.275,649.41875,1597.86875,14638.61875,569.8125,682.26875,1801.9375,20319.59375,1344.50625,4754.26875,3059.70625,7472.4875,1369.5,379.4125,2466.1,14123.9,456.68125,338.8,637.85625,17010.85625,441.825,197.26875,4202.5625,12954.5875,1624.70625,915.34375,2819.36875,11379.65625,655.40625,286.6875,1868.71875,9166.38125,980.575,455.9375,1328.125,7242.1,718.76875,175.425,4272.2875,6057.4125,1377.41875,220.69375,3360.075,509.2125,408.29375,160,17.25117086,12.7512344,0.673538849,0.898876404,0.533333333,1.374700006,1,0,0,1,0,0,0,0,1,0,1,0,0,1,0,0,0,0,0,0,1,0,0,1,NK Cell,Other Cells
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+1636,45768.16418,927.880597,614.3731343,1141.19403,43909.23881,763.5074627,497.2835821,1780.716418,22935.46269,598.6268657,543.1492537,1806.134328,32331.8209,1377.014925,6893.358209,6313.776119,11988.92537,1468.253731,411.7761194,2416.567164,23490.37313,460.2835821,135.761194,455.3880597,28812.01493,517.761194,137.761194,6348.865672,22073.37313,1545.791045,996.0,2856.268657,19104.02985,668.3134328,323.9701493,5378.701493,13850.1791,986.6119403,473.8059701,1321.462687,11018.20896,663.6268657,186.238806,2949.865672,8932.164179,1440.850746,174.0597015,3264.522388,224.7313433,408.5522388,67,13.43225628,6.983127225,0.85424085,0.893333333,0.515384615,-0.403419657,1,0,0,1,1,1,0,0,0,0,0,1,0,1,1,0,1,0,0,1,1,0,0,0,B Cell,B Cells
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+1673,52390.83206,921.2061069,580.7480916,1171.801527,50594.8855,783.8778626,649.2748092,1784.450382,27011.55725,603.7099237,845.7633588,1817.740458,38105.25954,1388.061069,6854.389313,6738.206107,13792.92366,1494.984733,423.389313,2478.916031,27726.56489,470.9694656,202.3816794,690.7099237,33495.98473,532.1832061,147.0229008,5387.335878,26044.45802,1666.419847,842.7557252,2835.610687,22334.72519,648.8549618,328.8015267,5037.160305,15850.41985,986.2671756,475.3816794,1314.29771,12363.37405,691.0610687,190.5419847,4266.671756,10192.84733,1433.366412,222.2290076,3336.335878,215.8091603,417.2519084,131,16.33325449,11.05541386,0.736106861,0.885135135,0.592760181,-0.114820732,1,0,1,1,1,1,0,0,0,1,0,1,0,1,1,0,1,0,0,1,1,0,0,0,Cytotoxic T Cell,T Cells
+1674,29995.85981,840.3925234,495.1121495,1086.542056,26460.38318,672.2990654,789.2149533,1537.616822,15641.53271,543.2242991,1189.074766,1776.831776,20717.73832,1262.682243,4700.121495,4077.663551,7978.074766,1349.317757,376.635514,3549.299065,15909.7757,445.364486,953.728972,1305.168224,17351.43925,452.6728972,131.3551402,2856.224299,13729.14953,2028.037383,786.7943925,2822.514019,11947.63551,672.588785,289.8037383,1486.869159,9504.271028,1257.327103,457.2149533,1436.280374,7214.579439,845.046729,178.2990654,4336.64486,6282.785047,1336.514019,205.4205607,3347.074766,370.8504673,416.3271028,107,13.46391057,10.36795704,0.637977023,0.963963964,0.685897436,-0.478813995,1,0,1,1,0,0,1,0,1,0,0,0,1,1,0,1,0,1,1,0,1,0,0,0,Helper T Cell,T Cells
+1675,30931.59072,820.8860759,507.6962025,1101.485232,25988.23629,729.6455696,621.5864979,1616.898734,14675.43038,542.3375527,1673.054852,1815.046414,20580.37553,1303.451477,6519.400844,3597.974684,7400.409283,1278.767932,355.8649789,2572.725738,14699.1519,452.9493671,556.4725738,1225.417722,17178.92405,422.2236287,930.8438819,3524.919831,13303.62025,1989.135021,817.185654,2805.983122,11530.45992,675.9873418,265.4050633,1986.767932,9170.886076,1043.485232,404.7088608,1292.578059,7052.07173,742.185654,156.5485232,4895.49789,6091.666667,1291.49789,329.3755274,3242.257384,684.1561181,420.3755274,237,21.48099806,14.57776183,0.734475486,0.911538462,0.626984127,-0.592370124,1,0,1,1,0,0,0,0,1,0,1,0,1,1,0,0,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+1676,39056.93333,885.9333333,493.2222222,1083.333333,31847.4,702.4,832.7555556,1572.688889,19845.53333,537.2666667,922.9333333,1746.488889,27534.66667,1281.622222,5693.288889,3302.044444,9639.111111,1277.155556,356.4666667,2824.466667,19246.02222,491.4222222,729.6,788.8,21699.13333,432.4888889,131.9333333,2878.777778,18974.11111,1843.933333,696.4222222,2804.866667,16076.31111,611.9777778,277.8,4987.444444,13262.04444,1273.511111,429.5111111,1321.711111,9161.0,845.5777778,168.0,3266.888889,8134.555556,1325.977778,904.4,3294.222222,788.6444444,414.0222222,45,8.534560882,6.913560582,0.58633822,0.918367347,0.625,0.164167986,1,0,1,1,0,0,1,0,1,0,0,0,1,1,1,1,0,0,1,0,1,0,1,0,Helper T Cell,T Cells
+1677,18336.08108,788.8738739,1026.423423,1162.756757,16316.10811,637.7387387,851.6126126,1818.297297,8813.513514,476.9459459,506.3333333,1865.405405,13160.10811,1170.747748,5650.918919,3657.477477,4693.801802,1223.594595,338.8018018,2645.342342,8825.342342,1378.648649,1229.243243,513.4864865,10218.18919,448.3063063,122.8558559,5982.351351,8160.567568,1398.18018,768.6216216,2805.801802,6822.432432,584.8198198,265.6036036,9547.828829,5741.405405,982.6396396,400.7927928,1335.414414,4021.261261,926.0720721,165.5855856,4832.522523,3436.900901,1196.261261,177.8738739,3242.333333,846.4954955,415.0810811,111,15.59933996,9.236440802,0.805861126,0.932773109,0.630681818,1.036373348,1,0,0,1,0,0,0,1,1,0,0,1,0,1,1,0,0,0,1,0,1,0,0,0,B Cell,B Cells
+1678,47161.5566,917.1981132,592.8867925,1152.820755,39145.91509,716.5188679,667.2924528,1667.622642,21335.41509,581.490566,766.245283,1807.141509,30421.01887,1327.490566,7611.367925,5680.320755,11176.64151,1415.122642,397.1886792,2825.792453,22574.63208,453.5566038,133.5754717,738.3396226,27407.16981,439.6320755,132.1415094,4622.811321,21194.32075,1604.528302,823.6886792,2820.075472,18195.49057,629.3207547,316.8207547,3290.490566,13646.39623,897.2358491,462.0849057,1309.764151,10955.67925,656.6698113,184.7358491,3094.773585,8932.90566,1418.943396,171.509434,3297.235849,256.1886792,417.3396226,106,18.376479,7.988394918,0.900571658,0.828125,0.509615385,-1.073452378,1,0,0,1,0,0,1,0,0,0,0,0,0,1,1,0,0,0,0,1,1,0,0,0,Follicular Dendritic Cell,B Cells
+1679,45995.13043,899.9565217,542.9130435,1121.208696,42400.01739,758.8869565,691.6173913,1666.852174,23625.8087,600.1217391,790.0,1805.0,32357.24348,1372.895652,6793.634783,4211.721739,11729.74783,1445.643478,486.2173913,3196.356522,24290.33913,470.6521739,1016.947826,585.4521739,28207.2,443.9652174,139.626087,3637.782609,22210.75652,1846.895652,820.7217391,2816.147826,19294.32174,649.973913,325.6695652,1537.573913,14682.41739,1007.243478,477.2956522,1348.878261,11538.3913,855.1478261,231.1130435,2679.53913,9920.156522,1450.347826,239.0521739,3296.565217,284.5652174,418.2956522,115,14.987296,10.77038991,0.695387855,0.833333333,0.638888889,0.322672816,1,0,1,1,0,1,1,0,1,0,0,0,1,1,0,0,1,1,1,1,1,0,0,0,Helper T Cell,T Cells
+1680,32610.7957,877.1505376,548.7956989,1111.247312,29504.10753,750.0537634,563.7741935,1643.344086,16150.6129,567.0322581,607.9032258,1839.247312,22082.21505,1290.763441,5592.494624,3732.365591,8254.913978,1346.655914,452.4731183,2818.688172,16621.16129,435.1612903,2145.827957,458.9462366,18893.16129,436.6236559,134.4086022,4016.795699,14766.01075,1753.731183,962.6236559,2817.236559,12920.69892,651.9139785,294.8494624,1887.215054,9780.247312,892.5376344,441.5053763,1348.72043,7768.333333,1096.032258,186.2150538,4338.182796,6432.623656,1368.494624,233.2365591,3247.655914,294.0,416.516129,93,13.14310451,9.825729694,0.664153991,0.885714286,0.553571429,-0.502770935,1,0,0,1,0,1,1,0,1,0,0,0,0,1,0,0,0,1,1,1,1,0,0,0,Macrophage,Other Cells
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+1683,29967.2126,792.007874,494.1338583,1069.031496,23246.4252,615.7244094,622.8110236,1462.03937,13444.50394,489.1102362,1129.110236,1735.858268,19478.04724,1206.622047,4184.133858,2792.070866,7123.283465,1284.385827,339.6377953,2754.582677,13783.19685,431.7244094,752.976378,1200.905512,16036.01575,685.1968504,117.8976378,1961.818898,12974.62205,1550.96063,592.2047244,2817.685039,11233.9685,716.8188976,255.511811,1618.188976,9060.417323,1135.401575,401.4488189,1335.220472,6773.566929,807.488189,156.0393701,3385.0,5978.582677,1276.787402,1648.496063,3130.76378,709.6377953,417.976378,127,16.21055169,10.79186455,0.746191946,0.808917197,0.566964286,-1.023507493,0,0,1,1,0,0,1,0,1,1,0,0,0,0,0,1,0,0,1,0,1,0,1,0,Cytotoxic T Cell,T Cells
+1684,37940.15625,961.734375,457.828125,1102.015625,31804.64063,748.734375,612.21875,1654.0,18918.14063,572.421875,689.953125,1738.84375,26668.03125,1381.28125,3492.21875,3319.3125,9411.5,1310.65625,384.953125,2931.640625,19008.67188,495.625,529.09375,631.015625,21615.90625,416.9375,129.828125,2210.484375,18139.78125,1573.046875,789.65625,2780.375,15689.54688,674.96875,281.421875,2232.640625,12819.375,980.875,422.65625,1328.796875,9426.421875,767.53125,171.890625,3021.203125,7822.625,1400.15625,1148.828125,3219.703125,763.015625,415.921875,64,11.96174874,7.022464286,0.809531295,0.941176471,0.581818182,-0.937538921,1,0,0,1,0,0,1,0,1,0,0,0,0,1,0,0,0,0,0,0,1,0,1,0,Dendritic Cell,Other Cells
+1685,10148.77778,695.4567901,519.3950617,1009.506173,7893.617284,532.962963,502.4074074,1504.765432,4431.506173,406.382716,452.5555556,1768.246914,6239.160494,1002.518519,6223.024691,3497.777778,2343.962963,1134.234568,308.6296296,2541.012346,4454.975309,882.2098765,883.7407407,469.9506173,5130.716049,366.0617284,106.8641975,6377.308642,4152.777778,1381.012346,835.691358,2785.876543,3462.024691,552.4691358,205.3580247,4215.148148,2775.419753,659.1358025,340.5308642,1294.333333,1838.395062,781.6419753,135.5061728,3091.135802,1643.592593,999.7037037,140.345679,3037.975309,912.617284,416.7407407,81,12.09597917,8.640796186,0.69978577,0.931034483,0.623076923,-0.343547262,0,0,0,1,0,0,0,1,1,0,0,1,0,1,1,0,0,0,1,0,1,0,0,0,B Cell,B Cells
+1686,42592.0,908.2937063,598.8811189,1147.062937,10404.7972,407.0909091,229.4615385,1174.727273,4010.573427,343.9230769,267.7482517,1589.608392,7355.846154,831.2377622,2391.916084,1230.811189,2623.804196,879.6083916,245.8741259,2351.888112,4654.041958,259.8461538,401.1538462,441.8601399,5525.713287,247.8601399,90.78321678,2873.293706,4215.202797,1145.671329,491.7552448,2768.377622,3204.167832,431.3986014,174.1748252,1391.951049,2176.20979,568.8531469,298.6783217,1253.335664,1003.727273,549.5664336,116.4195804,1013.776224,1092.601399,791.3286713,94.65034965,2808.13986,1110.608392,417.9440559,143,14.22194238,12.9199409,0.417990886,0.959731544,0.680952381,-1.259333188,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Dendritic Cell,Other Cells
+1687,16259.92737,709.122905,590.3407821,1114.201117,17032.73184,536.2849162,686.0558659,1581.569832,7983.357542,450.0837989,1080.888268,1748.402235,10756.32402,1038.111732,5396.307263,3425.256983,4414.435754,1087.597765,337.6201117,4008.340782,8365.418994,392.0558659,1440.318436,612.9441341,9790.944134,341.8379888,108.1452514,5867.435754,7504.631285,2029.586592,418.0949721,2803.603352,6244.402235,503.603352,247.7597765,10712.14525,3409.670391,847.3128492,365.1787709,1287.156425,2854.318436,793.4078212,148.1340782,3450.631285,2548.022346,1040.536313,279.7597765,3138.430168,139.9944134,419.4636872,179,18.53621985,12.47685348,0.739545395,0.917948718,0.658088235,-0.693672433,0,0,1,1,0,0,1,0,1,0,0,1,1,0,1,0,0,0,1,0,1,0,0,0,Helper T Cell,T Cells
+1688,31886.6888,831.1493776,461.2614108,1076.738589,25090.89627,758.6182573,762.4813278,1571.701245,13962.82158,536.4273859,2263.356846,1807.103734,19781.74274,1272.356846,6336.634855,4683.647303,7207.962656,1259.593361,347.8838174,3055.13278,14352.41079,429.6431535,593.2406639,1980.0,16745.11203,1300.161826,198.8423237,2284.647303,13041.18257,1920.79668,631.9917012,2793.572614,11440.47303,638.9004149,265.8589212,1629.647303,9254.410788,1744.742739,392.0414938,1304.692946,7022.124481,759.7178423,159.593361,4714.153527,6085.697095,1363.560166,1369.020747,3276.771784,667.8547718,422.8381743,241,19.05327151,17.86349212,0.347836758,0.870036101,0.6025,-0.688993133,1,0,1,1,0,0,1,0,1,1,1,0,1,0,0,1,0,0,0,0,1,0,1,0,Regulatory T Cell,T Cells
+1689,26631.33094,850.2517986,437.3741007,1069.726619,24843.69784,719.7482014,508.676259,1611.028777,13690.22302,533.2733813,511.5539568,1714.52518,19794.29496,1342.611511,3700.086331,3144.122302,6751.42446,1444.345324,369.6115108,2397.309353,13147.30935,461.9640288,1138.690647,611.3741007,15101.30935,404.676259,121.5539568,1674.769784,11986.02878,1461.985612,741.2158273,2802.863309,10497.97842,947.1079137,267.3669065,2046.014388,8755.467626,881.7266187,415.0143885,1333.482014,6482.244604,912.6834532,166.2158273,3389.402878,5530.460432,1380.47482,1164.359712,3109.273381,734.0719424,417.5107914,139,16.15620753,11.02711746,0.730856357,0.952054795,0.668269231,1.051458048,1,0,0,1,0,0,0,0,1,0,0,0,0,1,0,0,0,0,1,0,1,0,1,0,Dendritic Cell,Other Cells
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+1700,37310.76471,827.9411765,497.6960784,1085.392157,30568.60784,690.3235294,635.8235294,1593.794118,18031.57843,551.754902,1060.990196,1796.656863,25175.69608,1319.95098,6264.77451,3496.970588,9232.156863,1325.588235,360.2352941,2501.95098,18681.22549,471.745098,387.8333333,804.7352941,21515.01961,459.872549,156.3921569,3264.333333,17223.28431,1800.941176,669.1470588,2800.833333,14934.47059,632.9509804,280.7156863,1852.754902,11849.40196,988.2058824,420.2941176,1320.215686,9159.009804,728.8823529,164.6176471,4587.078431,7920.313725,1381.137255,264.6862745,3246.735294,612.3627451,420.6960784,102,12.50222895,11.26304275,0.43406246,0.886956522,0.603550296,-0.068149567,1,0,1,1,0,0,0,0,1,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,T Cell,T Cells
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+1702,21963.96241,785.8045113,565.2932331,1118.180451,8783.165414,409.1654135,274.887218,1170.37594,4646.315789,341.6015038,356.0,1642.62406,7031.082707,857.8120301,3545.045113,1741.736842,2545.37594,1026.421053,266.1729323,3115.548872,4825.097744,1635.744361,110.6390977,373.1052632,5321.466165,273.9548872,94.84210526,4284.593985,4586.947368,1292.917293,593.9849624,2807.278195,3884.706767,461.9097744,188.3458647,4595.879699,3064.195489,654.7593985,311.2932331,1270.992481,2016.240602,545.9097744,129.5263158,1718.669173,1821.481203,876.1353383,92.2556391,2904.165414,921.3233083,420.6090226,133,15.15007146,11.78679336,0.628261188,0.898648649,0.59375,-0.763765957,0,0,0,0,0,0,1,1,0,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,Follicular Dendritic Cell,B Cells
+1703,40522.71429,913.9047619,663.4761905,1169.0,38311.35714,746.8095238,487.952381,1791.428571,20685.0,591.5238095,670.9047619,1843.880952,28923.90476,1352.714286,8963.190476,8967.047619,10814.69048,1444.166667,421.0714286,2400.428571,21164.02381,462.3809524,144.3809524,482.7142857,26191.2381,464.6666667,143.0238095,7088.714286,19630.0,1585.547619,1002.333333,2824.428571,16934.85714,635.7142857,330.5714286,5085.880952,12171.0,878.8333333,467.7142857,1315.738095,9680.261905,662.0238095,172.0714286,3663.952381,8007.119048,1415.357143,169.0,3304.761905,225.0714286,418.3333333,42,10.60637155,5.479637262,0.85620492,0.857142857,0.525,-1.11168015,1,0,0,1,0,1,0,0,0,0,0,1,0,1,1,0,0,0,0,0,1,0,0,0,B Cell,B Cells
+1704,20255.83206,898.7328244,498.4274809,1082.51145,17973.28244,746.6793893,521.2748092,1524.320611,9641.419847,566.1755725,429.9083969,1725.78626,13839.22901,1418.839695,2951.40458,1758.961832,4996.251908,1395.183206,425.0534351,2396.381679,8469.961832,550.9389313,1145.900763,471.1221374,10007.32824,422.0305344,125.9770992,1507.51145,7867.114504,1554.992366,796.6183206,2794.290076,6973.59542,685.1603053,279.8091603,2030.053435,5513.099237,839.2824427,455.2366412,1337.229008,4469.343511,954.6870229,180.610687,3295.549618,3861.160305,1416.015267,1728.061069,3130.839695,564.1526718,421.9389313,131,14.33335096,11.74995203,0.572702786,0.942446043,0.727777778,0.124952515,1,0,0,0,0,1,0,0,1,0,0,0,0,1,0,0,0,0,1,0,1,0,1,0,Macrophage,Other Cells
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+1709,48375.65761,1039.326087,520.2554348,1141.586957,43860.07609,861.1032609,691.2608696,1688.75,24349.95109,654.8804348,1126.23913,1762.021739,35670.88043,1625.913043,2277.538043,4391.809783,12040.88043,1560.891304,442.5380435,2532.701087,22900.75,534.451087,364.1195652,865.0923913,27222.125,657.3423913,171.1956522,2753.146739,21357.95109,1831.331522,902.5434783,2829.043478,18885.16848,805.8315217,350.576087,2099.755435,15307.5163,1320.445652,531.0271739,1338.309783,11839.17935,788.7336957,208.375,3609.190217,10083.34783,1644.418478,1572.440217,3291.288043,456.6630435,424.1684783,184,15.82953265,15.26372133,0.264972504,0.906403941,0.676470588,-0.137935868,1,1,1,1,1,1,0,0,1,1,1,0,1,1,0,1,1,0,1,1,1,1,1,0,Regulatory T Cell,T Cells
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+1715,20672.57851,862.8760331,532.4214876,1090.735537,18234.24793,726.3553719,738.553719,1540.801653,10102.84298,557.0495868,1127.396694,1776.413223,14530.02479,1348.190083,4442.438017,3688.338843,5214.553719,1361.61157,451.2479339,2578.628099,9750.322314,462.3719008,1300.347107,677.0330579,11675.95868,1129.157025,129.8181818,3208.694215,9024.46281,1633.512397,831.1900826,2803.049587,7944.661157,667.2727273,267.2809917,1995.14876,6403.801653,1244.338843,457.1652893,1387.892562,5071.024793,959.8677686,177.9586777,5396.165289,4553.090909,1380.966942,335.4545455,3154.826446,551.5950413,423.2727273,121,14.18528391,11.18093735,0.615410454,0.937984496,0.620512821,-0.530903196,1,0,1,1,0,1,0,0,1,1,0,0,0,1,0,1,0,1,1,0,1,0,0,0,Cytotoxic T Cell,T Cells
+1716,34603.05263,828.0075188,467.8120301,1076.609023,29548.22556,690.0601504,638.5714286,1593.180451,17755.10526,531.9172932,1073.706767,1742.473684,24007.81955,1304.383459,5634.639098,3609.105263,8802.827068,1342.075188,364.2255639,2631.601504,17167.05263,450.112782,649.2330827,982.2030075,19991.2782,1277.142857,126.3909774,3040.654135,16026.54135,1552.593985,612.4210526,2802.533835,14111.59398,844.7368421,274.6015038,1903.443609,11348.78947,1170.007519,419.7218045,1326.233083,8317.609023,796.2781955,165.1503759,4323.067669,7288.090226,1342.593985,464.3759398,3200.526316,719.4360902,423.6917293,133,18.99639581,9.328707626,0.871115737,0.880794702,0.492592593,-1.068832186,1,0,1,1,0,0,0,0,1,1,0,0,0,0,0,1,0,0,1,0,1,0,0,0,Cytotoxic T Cell,T Cells
+1717,18760.27723,706.6831683,471.8217822,1038.564356,14769.25248,553.4950495,506.3118812,1492.965347,8011.460396,426.7376238,1068.876238,1733.366337,11595.94554,1053.113861,7911.628713,3616.128713,4100.59901,1179.920792,326.5544554,4445.866337,7999.207921,910.9108911,1801.465347,770.1287129,9158.970297,363.4653465,111.0742574,7225.891089,7400.232673,1678.569307,722.509901,2788.673267,6177.282178,698.6039604,230.2871287,8239.851485,4980.727723,921.0841584,356.7079208,1326.242574,3372.717822,1033.470297,174.7871287,4085.480198,2919.450495,1039.188119,231.480198,3095.99505,885.8960396,424.3861386,202,17.39801587,15.24252701,0.482116345,0.957345972,0.660130719,0.315634796,0,0,1,1,0,0,1,1,1,0,0,1,0,1,1,0,0,0,1,0,1,0,0,0,T Cell,T Cells
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+1719,38962.88034,1263.196581,634.0940171,1139.965812,28165.03419,798.4871795,587.2051282,1564.957265,16108.89744,634.2222222,573.5384615,1728.726496,22933.24786,1454.487179,5068.213675,2861.982906,7977.059829,1401.008547,385.1025641,2406.777778,15724.48718,447.8803419,602.4957265,552.5982906,18408.24786,459.2820513,136.1880342,4790.367521,14329.65812,1673.008547,734.2222222,2819.692308,12621.60684,685.974359,296.4786325,1524.880342,9809.205128,937.9487179,457.017094,1341.974359,7709.401709,756.5982906,181.8888889,3491.316239,6575.17094,1361.487179,240.8632479,3432.008547,420.3504274,423.6324786,117,13.82731753,11.00562556,0.605384032,0.906976744,0.75,1.013178728,1,1,0,1,0,0,0,0,1,0,0,0,0,1,0,0,0,1,0,1,1,0,0,1,NK Cell,Other Cells
+1720,15633.32941,997.0117647,518.2352941,1036.176471,15136.88235,686.8235294,482.9058824,1390.117647,7428.305882,579.3764706,1420.176471,1754.717647,9743.223529,1204.388235,3897.152941,3093.152941,3905.905882,1213.894118,330.6352941,2434.305882,7427.141176,393.0588235,527.8470588,1373.188235,8036.4,394.2588235,118.4823529,2317.458824,5917.164706,1807.564706,696.5411765,2810.517647,5396.411765,565.2470588,235.9058824,1638.705882,4447.541176,1136.929412,385.6705882,1312.364706,3787.894118,960.5176471,151.1411765,2566.988235,2906.741176,1135.541176,213.4470588,3422.788235,504.3764706,424.8117647,85,15.1412212,8.035399304,0.847561673,0.85,0.551948052,0.510578453,1,0,1,1,0,0,0,0,1,0,0,0,0,1,0,1,0,0,1,0,1,0,0,1,T Cell,T Cells
+1721,21156.33862,736.1957672,525.0529101,1081.333333,14917.28042,573.5449735,659.7724868,1720.867725,7471.190476,439.1269841,899.6666667,1794.148148,11363.08466,1096.878307,8278.671958,3924.539683,4240.746032,1120.936508,316.042328,3706.962963,7672.915344,1326.375661,177.4391534,641.6190476,9352.148148,413.4285714,117.8518519,11578.24868,7562.058201,1584.730159,863.5449735,2783.978836,6234.666667,534.3915344,253.8835979,18204.44444,5052.285714,946.0846561,372.7248677,1315.328042,3229.740741,664.5925926,150.2645503,4710.222222,2964.904762,1095.666667,196.5661376,3176.746032,966.3280423,425.1904762,189,20.98838258,12.05017317,0.818760378,0.964285714,0.583333333,-0.857968575,0,0,1,1,0,0,1,1,0,0,0,1,0,1,1,0,0,0,0,0,1,0,0,0,T Cell,T Cells
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+1723,27186.35075,797.3432836,488.9850746,1064.134328,23022.6791,673.4626866,554.7761194,1541.425373,13185.70149,521.0373134,1556.514925,1911.313433,18615.48507,1286.022388,5177.61194,3546.947761,6647.119403,1254.238806,341.5597015,2529.574627,13451.00746,439.9925373,339.6044776,1291.567164,15563.42537,428.6492537,124.0373134,3579.455224,12405.51493,1989.097015,875.5522388,2793.589552,10786.95522,647.4029851,272.1940299,1869.88806,8601.462687,1250.470149,410.7910448,1306.343284,6632.58209,701.5447761,165.0298507,4642.664179,5907.11194,1352.149254,876.4402985,3188.343284,601.6791045,425.1343284,134,17.09627955,10.44053722,0.791869302,0.899328859,0.683673469,0.840763552,1,0,1,1,0,0,0,0,1,0,0,0,1,1,0,1,0,0,0,0,1,0,1,0,Helper T Cell,T Cells
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+1729,58555.70588,988.0980392,550.254902,1155.705882,56566.98039,781.3137255,541.9803922,1806.352941,30293.01961,614.0784314,1289.196078,1773.568627,41606.4902,1408.294118,6403.803922,5919.705882,15775.68627,1538.0,430.4509804,4204.098039,30177.56863,469.8627451,364.6470588,569.5098039,36059.68627,596.372549,144.6862745,4409.137255,28007.86275,2024.72549,658.3333333,2821.705882,23440.5098,642.9607843,332.3529412,2652.705882,15925.39216,1083.215686,491.3333333,1338.45098,12683.15686,723.2352941,185.9019608,2555.607843,10480.29412,1454.529412,204.0392157,3249.568627,199.2941176,426.9019608,51,9.692837214,7.251859628,0.66351062,0.894736842,0.579545455,-0.150386648,1,0,1,1,1,1,1,0,1,1,0,0,1,0,0,0,1,0,0,1,1,0,0,0,Helper T Cell,T Cells
+1730,57016.44444,966.9166667,605.5833333,1185.333333,53626.55556,803.0277778,501.1666667,1829.555556,29591.52778,627.4722222,565.6666667,1812.944444,40952.11111,1425.611111,6509.583333,6469.333333,14731.36111,1500.305556,436.25,2422.083333,29251.47222,486.25,149.8611111,439.2222222,36685.66667,473.9722222,146.5555556,5043.194444,28050.0,1606.805556,880.0277778,2863.055556,23821.36111,654.8333333,348.2777778,3570.5,17213.44444,926.7777778,511.4722222,1325.138889,13422.88889,667.1666667,199.9166667,2279.527778,11194.30556,1512.583333,149.5277778,3397.027778,226.6666667,423.9166667,36,8.153554997,6.079801424,0.666323655,0.9,0.571428571,1.336447291,1,1,0,1,1,1,0,0,0,0,0,0,0,1,1,0,1,0,0,1,1,1,0,1,Follicular Dendritic Cell,B Cells
+1731,59305.65116,966.6046512,671.0465116,1180.488372,53669.27907,808.4883721,654.3953488,1769.162791,30084.39535,646.9302326,500.9767442,1782.627907,42471.48837,1467.186047,8849.488372,7050.44186,15269.18605,1564.44186,443.7674419,2406.72093,30879.62791,500.5813953,141.6744186,457.0465116,38508.39535,483.1627907,148.4418605,7902.906977,29685.65116,1619.953488,954.4883721,2850.139535,25112.18605,657.1860465,361.3488372,3237.139535,18881.27907,991.744186,513.627907,1306.44186,14785.18605,684.0232558,197.8604651,2534.255814,12271.51163,1547.186047,140.6744186,3336.627907,245.3488372,424.0465116,43,8.478158663,7.021538627,0.56044527,0.955555556,0.597222222,-0.234223512,1,1,0,1,1,1,0,0,0,0,0,1,0,1,1,0,1,0,0,1,1,1,0,0,B Cell,B Cells
+1732,47197.79825,905.9122807,598.5263158,1146.245614,43455.2193,746.7894737,569.1929825,1735.096491,23334.42982,587.2280702,772.4473684,1820.605263,33417.7193,1365.622807,6903.061404,6087.298246,12347.59649,1448.149123,399.0526316,2548.464912,24621.29825,460.7192982,131.0614035,709.1666667,30130.96491,439.0614035,138.5087719,5427.859649,22890.02632,1735.254386,973.6666667,2846.421053,19924.12281,643.7017544,327.5964912,3358.114035,15095.36842,943.8508772,473.2192982,1312.508772,11864.40351,667.2192982,180.5438596,3458.157895,9978.280702,1428.72807,167.1052632,3299.377193,260.7719298,426.8596491,114,14.48070433,10.52834188,0.686573854,0.88372093,0.678571429,0.020382619,1,0,0,1,0,1,0,0,0,0,0,1,0,1,1,0,1,0,0,0,1,0,0,0,B Cell,B Cells
+1733,41019.73626,944.4505495,673.3626374,1170.307692,37951.20879,768.1428571,669.1428571,1760.945055,20951.03297,602.0,840.4615385,1830.395604,28809.49451,1391.472527,8289.813187,7482.472527,10521.83516,1444.472527,407.5054945,2895.549451,21819.76923,477.9340659,181.7912088,713.7912088,25423.1978,453.9010989,140.9010989,5330.978022,19715.48352,1923.153846,1305.021978,2840.164835,17397.14286,643.4615385,331.1758242,3026.384615,13141.16484,1074.692308,492.8461538,1320.21978,10211.8022,681.2747253,209.4835165,5060.076923,8431.406593,1461.406593,178.5824176,3330.857143,275.3736264,425.8681319,91,11.7685018,10.15059346,0.506019311,0.928571429,0.631944444,-0.677671079,1,0,1,1,0,1,1,0,0,0,0,1,1,1,1,0,1,0,0,1,1,1,0,0,Helper T Cell,T Cells
+1734,25942.25786,786.3899371,487.8427673,1085.553459,23080.62264,641.8993711,511.9811321,1692.333333,12519.77358,485.6163522,483.6981132,1808.993711,17511.91824,1163.371069,4653.490566,3085.698113,6204.339623,1179.654088,428.2327044,2603.974843,12238.30818,4711.396226,1479.559748,487.0691824,14249.91824,414.0188679,120.2138365,5438.597484,11149.97484,1447.597484,682.7044025,2797.333333,9110.849057,558.2515723,263.1194969,10473.32075,7497.465409,897.8805031,387.5534591,1311.993711,5166.704403,1048.421384,152.5471698,4057.207547,4359.314465,1159.012579,171.2767296,3260.874214,849.7610063,425.8427673,159,19.56772309,10.69631354,0.837373952,0.898305085,0.76076555,1.564415069,1,0,0,1,0,1,0,1,1,0,0,1,0,1,1,0,0,0,1,0,1,0,0,0,B Cell,B Cells
+1735,59287.6,999.25,592.95,1195.35,57122.5,806.55,506.5,1794.575,32467.625,631.925,496.05,1770.65,45741.775,1487.575,6634.425,3362.15,16227.0,1563.075,444.8,2399.0,32730.775,493.05,158.9,439.625,40161.875,475.5,149.275,4979.425,31411.55,1653.5,792.1,2886.575,26524.325,687.225,372.0,5504.075,19428.125,951.85,509.45,1314.025,15134.125,702.125,193.975,2339.775,12673.95,1537.375,161.35,3374.925,239.5,426.4,40,9.339061098,5.985143091,0.767647728,0.930232558,0.571428571,0.410312937,1,1,0,1,1,1,0,0,0,0,0,0,0,1,1,0,1,0,0,1,1,1,0,1,Follicular Dendritic Cell,B Cells
+1736,42875.02,1035.64,578.32,1135.58,36622.94,873.08,754.06,1810.5,22418.54,643.0,648.04,1837.06,31388.28,1551.0,6040.66,2961.04,10223.66,1478.08,408.58,2467.1,21827.78,540.32,328.26,589.6,25712.9,484.2,158.56,4512.02,20748.66,1707.66,729.58,2829.06,18048.5,802.42,350.06,2041.42,14358.92,1001.6,506.98,1317.16,10960.82,746.0,199.72,3222.48,9717.16,1546.34,300.02,3360.18,521.68,426.46,50,9.61767134,6.933714588,0.693002829,0.980392157,0.625,-0.330755344,1,1,0,1,1,1,0,0,1,0,1,0,0,1,0,0,1,0,0,1,1,1,0,1,NK Cell,Other Cells
+1737,35288.65116,825.1162791,427.8139535,1067.0,30176.97674,695.8837209,520.4651163,1541.325581,19264.46512,558.255814,551.5813953,1759.813953,26905.16279,1351.325581,5033.627907,3838.302326,9966.581395,1371.511628,389.7674419,2534.418605,18029.51163,459.8837209,146.744186,464.8139535,20923.06977,512.0465116,127.8139535,2150.418605,16800.88372,1402.604651,610.2790698,2798.325581,14908.65116,597.1627907,275.0930233,2324.325581,11963.06977,833.627907,412.0930233,1288.906977,8616.651163,646.9767442,157.4418605,5311.581395,7616.837209,1395.418605,4073.860465,3182.209302,730.4186047,426.3023256,43,9.003509173,6.329777377,0.711155765,0.87755102,0.5375,0.375083912,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Unknown,Other Cells
+1738,52155.35821,945.9552239,587.880597,1173.537313,50137.10448,810.1492537,731.238806,1841.671642,27583.41791,612.5373134,863.8955224,1816.38806,38557.40299,1407.865672,6570.492537,5673.895522,13947.97015,1527.462687,436.0746269,2449.0,27439.70149,476.3432836,149.9701493,607.119403,34621.80597,467.6865672,144.9850746,4763.746269,25894.9403,1769.940299,840.1791045,2844.044776,22223.62687,659.761194,348.3880597,3719.80597,16003.35821,936.9253731,495.3432836,1330.597015,12631.07463,671.7014925,195.0597015,2685.865672,10580.71642,1482.014925,188.2835821,3355.58209,221.0447761,428.6268657,67,9.836818155,9.185872175,0.357728714,0.943661972,0.67,1.491013933,1,0,1,1,1,1,0,0,0,0,0,0,0,1,1,0,1,0,0,1,1,1,0,0,T Cell,T Cells
+1739,29516.42742,887.9677419,544.483871,1105.919355,26806.35484,685.5967742,566.1612903,1627.201613,15123.31452,546.4758065,737.016129,1808.532258,20732.3629,1275.895161,6930.830645,4562.443548,7849.137097,1362.516129,376.8951613,2474.096774,16149.15323,430.2903226,668.7903226,623.5,17718.44355,461.9193548,130.516129,5976.725806,13822.92742,1666.008065,822.8870968,2807.290323,12023.29032,634.2258065,294.2983871,1912.056452,9585.830645,1003.427419,458.0322581,1314.677419,7555.314516,836.7903226,183.4435484,6366.879032,6312.120968,1349.322581,167.5645161,3449.443548,371.4274194,428.5645161,124,15.63673086,11.1059337,0.703953037,0.832214765,0.561085973,-1.285096368,1,0,0,1,0,0,0,0,1,0,0,1,0,1,0,0,0,0,1,1,1,0,0,1,B Cell,B Cells
+1740,41181.12752,1101.577181,553.4899329,1131.644295,37568.38926,812.2885906,584.9798658,1663.637584,20760.12752,641.8456376,800.3221477,1782.684564,28483.08054,1437.805369,5247.731544,3841.993289,9819.241611,1441.604027,399.1275168,2558.912752,18086.59732,451.033557,422.1677852,565.442953,20977.95302,734.5973154,137.738255,4414.684564,16308.57718,1575.38255,765.4832215,2820.704698,14119.8255,642.4630872,300.6442953,1683.38255,11143.21477,942.0872483,455.4966443,1311.348993,8705.09396,699.8456376,176.1946309,3757.798658,7303.308725,1359.09396,169.1342282,3404.328859,387.4161074,431.8791946,149,17.074502,14.27279182,0.548862533,0.719806763,0.517361111,-0.395031663,1,1,1,1,0,1,0,0,1,1,0,0,0,1,0,0,0,0,0,0,1,0,0,1,Cytotoxic T Cell,T Cells
+1741,50572.49561,1088.192982,559.495614,1132.95614,44263.87719,884.7982456,728.4385965,1693.27193,25658.64474,657.9780702,1473.311404,1753.881579,36162.16228,1601.254386,4352.127193,4350.653509,12894.22368,1586.381579,439.4298246,2647.267544,25731.64474,531.1535088,419.8815789,913.9473684,29939.36842,1112.592105,222.4912281,3913.460526,23464.82456,1910.184211,788.5482456,2831.118421,20815.9693,715.245614,353.5570175,1977.921053,16769.52193,1434.837719,529.8070175,1330.508772,12707.22807,809.2982456,202.9254386,5177.381579,11229.55263,1597.921053,296.5526316,3352.337719,436.0526316,430.5438596,228,20.50531723,14.6880076,0.697790009,0.938271605,0.670588235,-1.103380619,1,1,1,1,1,1,0,0,1,1,1,0,1,1,0,1,1,0,1,1,1,1,0,0,Regulatory T Cell,T Cells
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+1750,35722.82143,840.9642857,513.9880952,1105.285714,34131.92857,702.25,946.1666667,1604.738095,18606.27381,585.75,1883.75,1823.857143,26164.61905,1300.321429,9604.404762,5338.857143,9288.238095,1373.166667,433.8928571,4481.785714,19640.7619,465.3333333,1056.880952,793.1309524,22805.20238,459.5714286,129.1190476,2728.678571,17777.91667,2106.380952,823.5714286,2803.154762,15551.59524,611.9404762,302.4166667,1748.059524,11709.52381,1367.511905,445.9047619,1364.285714,9333.178571,845.25,311.6666667,3142.464286,7918.25,1361.642857,269.0952381,3311.47619,283.3928571,430.2738095,84,13.067441,8.283759436,0.773395662,0.923076923,0.583333333,-0.773586015,1,0,1,1,0,1,1,0,1,0,0,0,1,1,0,1,0,1,1,1,1,0,0,0,Helper T Cell,T Cells
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+1752,20463.07463,893.238806,590.5373134,1056.19403,17962.8806,671.8358209,700.3283582,1516.716418,10078.38806,546.0298507,1143.746269,1806.328358,14458.61194,1256.104478,9552.716418,4772.716418,5371.0,1320.149254,358.6567164,2572.253731,10678.50746,401.1492537,3428.671642,1329.895522,12630.43284,441.9701493,266.8656716,6490.761194,9442.268657,2120.910448,776.3880597,2808.149254,8096.850746,676.6119403,280.9701493,1473.119403,6517.164179,1168.701493,435.8208955,1422.701493,5205.38806,1443.626866,170.1641791,6364.761194,4474.537313,1295.910448,478.6119403,3281.776119,360.5970149,429.3432836,67,10.30739386,8.355303456,0.585582781,0.957142857,0.8375,-0.281653777,1,0,1,1,0,0,0,0,1,0,1,1,1,1,0,1,0,1,1,0,1,0,0,0,Regulatory T Cell,T Cells
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+1755,30755.91026,854.4358974,552.0512821,1088.410256,26793.28205,681.1282051,862.0512821,1656.25641,15486.79487,517.5,1276.051282,1768.24359,22111.85897,1254.435897,5134.102564,3153.641026,7817.307692,1251.576923,356.474359,2548.064103,15736.01282,619.8974359,1201.038462,588.5,17930.44872,1022.153846,127.4358974,2899.038462,14647.82051,1542.25641,592.0384615,2822.641026,12556.42308,640.3076923,276.9358974,11919.60256,10324.30769,1311.448718,415.1538462,1375.435897,7436.064103,1072.448718,159.1923077,5743.307692,6278.474359,1292.282051,1040.5,3252.192308,803.3333333,430.8076923,78,11.7292113,8.697462401,0.670929101,0.951219512,0.709090909,-0.512373583,1,0,1,1,0,0,0,0,1,1,0,0,0,0,1,1,0,1,1,0,1,0,1,0,Cytotoxic T Cell,T Cells
+1756,23113.61878,754.3425414,487.1104972,1053.430939,19945.03315,623.1491713,716.1104972,1582.486188,10630.37569,468.4751381,1368.762431,1747.171271,14981.12155,1160.867403,9050.287293,3875.751381,5297.889503,1127.381215,345.4143646,4048.149171,10341.85635,778.1767956,445.8895028,1440.232044,11750.92265,397.3535912,116.3370166,7083.464088,9337.867403,1769.226519,686.1767956,2836.458564,7643.944751,562.3038674,245.3149171,10305.65746,6042.40884,1099.895028,370.359116,1298.535912,4098.98895,675.5469613,150.9226519,4737.618785,3490.657459,1099.928177,256.480663,3212.513812,873.9226519,432.4696133,181,15.74864564,14.8250216,0.33742571,0.937823834,0.70703125,0.807058253,1,0,1,1,0,0,1,1,1,0,0,1,0,1,1,0,0,0,0,0,1,0,0,0,T Cell,T Cells
+1757,36734.9,995.1857143,731.5571429,1238.471429,33909.38571,732.5714286,857.0428571,2082.071429,15617.0,592.5714286,838.1428571,1926.614286,22952.84286,1296.057143,10134.01429,5246.442857,8464.157143,1356.785714,389.8571429,2877.057143,16397.88571,7687.014286,284.1857143,489.1857143,20220.97143,532.3714286,139.5571429,16545.67143,13941.12857,1797.0,715.9,2865.271429,11226.8,603.5714286,300.4428571,6755.742857,6249.257143,835.0571429,427.5142857,1293.342857,4846.457143,625.9428571,163.6285714,2682.228571,4301.142857,1195.2,213.3285714,3280.185714,144.3571429,430.2142857,70,10.51792679,8.787848278,0.549473033,0.95890411,0.583333333,1.455894746,1,0,1,1,0,0,1,1,0,1,0,1,0,1,1,0,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
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+1759,47471.60839,911.9370629,614.5384615,1138.482517,40723.20979,703.993007,431.8391608,1665.475524,22154.5035,560.6573427,479.8391608,1753.594406,31319.81119,1310.699301,8678.153846,5543.524476,11077.83916,1399.608392,387.9020979,2379.342657,22441.73427,429.5944056,123.2447552,435.1398601,27083.98601,419.4405594,130.4335664,6911.020979,21051.11189,1469.482517,1023.671329,2841.587413,17931.95105,639.3706294,312.4895105,3663.846154,12654.88811,891.7902098,446.6993007,1303.916084,9974.93007,639.3426573,171.1468531,2483.300699,8432.433566,1350.391608,141.6223776,3257.251748,233.027972,433.2727273,143,14.78492249,13.00916716,0.475169699,0.928571429,0.600840336,-0.054722877,1,0,0,1,0,0,0,0,0,0,0,1,0,1,1,0,0,0,0,0,1,0,0,0,B Cell,B Cells
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+1768,34773.18056,830.9861111,461.9305556,1079.75,29371.25,693.5694444,571.25,1559.513889,17332.36111,524.4166667,1190.055556,1750.513889,23939.34722,1280.569444,3957.125,3459.458333,8865.055556,1292.861111,361.3333333,2664.236111,17591.26389,453.1527778,672.1805556,652.9444444,20459.34722,1200.208333,119.1111111,2480.138889,16477.375,1506.277778,636.5138889,2796.888889,14577.33333,635.0277778,268.6805556,1880.805556,11586.88889,1152.888889,412.0138889,1307.958333,8470.805556,784.6111111,167.5694444,4289.736111,7351.513889,1346.555556,1093.583333,3191.319444,723.2916667,431.1527778,72,11.85167506,7.97377001,0.739827248,0.935064935,0.615384615,-1.345902807,1,0,1,1,0,0,0,0,1,1,0,0,0,0,0,1,0,0,1,0,1,0,1,0,Cytotoxic T Cell,T Cells
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+1773,35294.81429,796.9571429,411.5285714,1064.371429,30355.81429,655.5,795.6714286,1563.171429,18277.72857,536.1285714,1795.585714,1822.514286,24831.77143,1250.071429,2924.071429,3132.628571,8888.342857,1250.928571,348.2428571,2508.671429,18008.84286,463.7428571,286.8285714,1433.571429,20971.54286,422.3714286,119.9571429,1859.057143,17381.62857,1809.742857,584.4571429,2828.057143,14916.65714,607.4428571,266.3428571,2017.214286,12172.24286,1713.657143,421.2571429,1310.357143,8745.371429,686.6571429,164.9285714,2828.557143,7603.314286,1324.8,547.3714286,3427.085714,777.8285714,433.1857143,70,11.14579663,8.645760613,0.631105554,0.909090909,0.53030303,0.779293662,1,0,1,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,1,0,0,1,T Cell,T Cells
+1774,24175.39394,785.9848485,457.9242424,1039.469697,20687.83333,632.0454545,591.4545455,1487.454545,12014.0,513.9242424,1263.363636,1782.151515,17041.09091,1204.348485,5477.863636,4164.136364,6302.80303,1217.045455,341.1363636,2435.69697,11956.77273,446.8181818,297.6818182,835.9545455,13807.25758,681.530303,127.6969697,3247.424242,11318.01515,1777.606061,762.7878788,2791.878788,9560.969697,721.6515152,261.6666667,3171.106061,7715.954545,1478.954545,391.9393939,1313.015152,5818.530303,660.4393939,159.0606061,4243.0,4860.984848,1270.348485,929.6969697,3164.772727,793.9848485,432.2878788,66,9.959049752,8.68836393,0.488776698,0.929577465,0.733333333,-0.241668601,1,0,1,1,0,0,0,0,0,1,0,0,0,1,1,1,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells
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+1776,22078.91398,803.2258065,545.4247312,1111.731183,11925.59677,493.7096774,370.1344086,1375.758065,6116.790323,387.6129032,440.0645161,1695.564516,8795.311828,955.5322581,4413.016129,2292.956989,3287.935484,1008.61828,288.5860215,2975.123656,6257.946237,725.7150538,1093.102151,505.6344086,7109.413978,372.6075269,103.3870968,5377.973118,5970.569892,1338.580645,643.6236559,2799.344086,4910.822581,573.4946237,207.1451613,4400.795699,3932.752688,775.5322581,340.8548387,1290.268817,2581.026882,809.1666667,139.4139785,2232.005376,2300.580645,978.9354839,117.9301075,3032.505376,926.172043,435.1344086,186,16.27428273,14.6741721,0.432406918,0.953846154,0.688888889,1.331226757,0,0,0,1,0,0,1,0,1,0,0,1,0,0,1,0,0,0,1,0,1,0,0,0,B Cell,B Cells
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+1786,17610.41463,731.8397213,516.3797909,1106.174216,14136.8676,579.6968641,438.2229965,1685.031359,6705.996516,434.0487805,434.1811847,1769.794425,10652.06969,1094.630662,5212.885017,2054.923345,3897.526132,1169.355401,320.4599303,2394.609756,7243.358885,3498.250871,521.4355401,445.7212544,8946.125436,478.6132404,116.3379791,6824.069686,7166.947735,1314.651568,645.4041812,2797.15331,5655.351916,738.5156794,255.1498258,18914.26829,4481.480836,738.9930314,365.543554,1326.66899,2630.45993,706.6724739,148.9860627,4282.533101,2520.839721,1075.006969,188.3101045,3226.362369,1020.432056,440.7456446,287,24.81306667,15.00930938,0.796304954,0.931818182,0.703431373,0.231764839,0,0,0,0,0,0,0,1,1,0,0,1,0,0,1,0,0,0,0,0,1,0,0,0,B Cell,B Cells
+1787,29173.8843,859.5619835,520.9256198,1105.760331,9639.049587,403.4793388,179.7768595,1189.966942,3292.38843,321.7520661,206.1322314,1585.371901,5973.876033,807.5454545,915.661157,802.7272727,2062.77686,849.5041322,243.4876033,2273.421488,3555.099174,215.0991736,114.5206612,364.5454545,4228.983471,234.3884298,90.47933884,1146.520661,2996.958678,1076.68595,459.0330579,2754.504132,2209.727273,421.5371901,164.6033058,1001.157025,1322.884298,522.9338843,286.0495868,1250.099174,600.9008264,459.4628099,113.9504132,471.9834711,689.3801653,750.1322314,86.79338843,2782.619835,1130.603306,434.5785124,121,13.03369889,11.88243055,0.410923412,0.9453125,0.720238095,-1.439140493,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Unknown,Other Cells
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+1789,49090.54198,907.3587786,562.9541985,1142.587786,37908.42748,686.8167939,542.740458,1679.961832,21297.17557,550.9923664,501.0152672,1786.610687,29893.12977,1279.938931,6754.916031,4854.89313,10729.89313,1366.641221,383.4045802,2435.59542,21880.74809,421.7633588,131.7557252,450.2671756,25705.72519,416.3664122,130.9618321,6107.053435,20743.98473,1497.961832,843.3358779,2827.427481,17662.9771,636.5954198,309.8091603,3911.564885,13076.91603,869.5954198,452.9541985,1302.061069,9867.290076,648.5267176,173.4732824,2182.160305,8614.0,1329.21374,143.5419847,3273.587786,249.6793893,435.2137405,131,18.3728034,9.575910611,0.853434385,0.891156463,0.606481481,1.458591256,1,0,0,1,0,0,0,0,0,0,0,1,0,1,1,0,0,0,0,0,1,0,0,0,B Cell,B Cells
+1790,40490.85185,876.287037,574.1944444,1138.601852,35215.35185,707.9537037,614.6018519,1673.611111,19666.50926,563.7407407,821.7037037,1818.944444,27347.35185,1298.287037,8771.907407,5333.740741,9964.972222,1362.796296,381.0092593,2659.638889,20238.96296,504.2037037,268.7685185,662.3148148,24200.58333,445.1759259,133.0740741,5100.87037,18605.59259,1676.935185,970.3981481,2812.583333,16383.65741,611.8425926,313.3148148,2588.898148,12265.72222,928.7962963,450.712963,1316.805556,9429.305556,679.0462963,182.287037,3269.805556,8124.212963,1371.907407,164.4907407,3321.490741,272.6111111,436.0462963,108,14.83768371,9.633094157,0.760590718,0.923076923,0.6,1.157943833,1,0,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,1,1,0,0,0,T Cell,T Cells
+1791,35387.28662,860.0,555.089172,1107.764331,32104.35669,701.0828025,524.9808917,1707.828025,18157.6242,556.4968153,621.5095541,1813.33121,24938.40764,1286.828025,6665.375796,4836.961783,9395.356688,1370.095541,387.2929936,2517.006369,18796.59236,473.0254777,261.388535,494.9490446,21987.86624,433.2738854,132.1210191,4717.917197,16683.74522,1591.713376,1091.643312,2806.280255,14838.00637,619.8471338,303.7324841,2173.343949,11405.64331,968.7515924,464.3057325,1300.923567,8851.350318,686.0191083,183.4203822,3552.828025,7484.070064,1372.649682,142.2101911,3290.821656,295.0509554,437.1910828,157,15.82291738,13.55585233,0.51577731,0.892045455,0.654166667,-0.953269655,1,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,1,1,0,0,0,Activated APC,Other Cells
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+1793,27859.50955,843.2993631,518.2038217,1087.993631,23833.01274,707.0318471,862.8917197,1658.477707,13459.17834,512.4522293,1803.477707,1807.509554,18726.94268,1284.968153,5379.713376,3597.936306,6614.10828,1227.038217,364.611465,4166.165605,13019.05096,879.388535,2745.019108,1887.140127,15008.41401,754.2101911,391.2611465,3457.566879,12022.80892,2124.216561,583.1910828,2871.471338,9922.057325,615.7133758,268.4840764,9707.11465,8005.248408,2521.802548,406.3503185,1346.917197,5678.993631,1399.624204,207.9235669,8044.127389,4795.783439,1222.382166,464.0509554,3330.751592,827.4840764,436.4012739,157,15.18769119,13.46671355,0.462372026,0.93452381,0.801020408,-0.312335838,1,0,1,1,0,0,1,1,1,1,1,0,1,0,1,1,0,1,1,1,1,0,0,0,Regulatory T Cell,T Cells
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+1795,17750.82883,746.5945946,525.8828829,1074.981982,9684.855856,394.8918919,178.0990991,1113.846847,3979.072072,322.6846847,482.009009,1579.531532,6674.189189,817.3873874,1497.45045,798.8828829,2445.252252,883.5225225,242.9369369,2585.63964,4347.432432,369.7027027,72.22522523,450.6396396,5202.0,259.8738739,89.27027027,1538.648649,3905.477477,1112.0,499.2252252,2768.54955,3098.441441,455.3153153,200.2252252,1426.153153,2096.747748,556.9009009,293.2882883,1254.972973,976.4414414,465.4864865,124.1261261,544.6216216,1037.846847,783.4684685,70.98198198,2809.126126,1090.45045,436.8378378,111,13.43279262,10.71670671,0.602919745,0.948717949,0.720779221,-0.121831494,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Unknown,Other Cells
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+1797,31893.66225,865.7615894,464.9139073,1065.211921,25289.36424,661.9072848,558.4039735,1541.192053,14428.51656,569.7615894,920.4370861,1804.046358,20119.12583,1269.807947,4025.807947,2703.980132,7314.039735,1619.337748,374.0927152,2616.649007,14971.37086,536.0066225,901.0,695.7483444,17192.75497,716.2913907,130.3774834,1672.450331,13299.87417,1838.980132,806.0596026,2852.715232,11781.11258,681.8145695,279.9072848,1569.900662,9376.635762,1168.483444,442.4172185,1328.07947,7442.887417,1298.503311,168.2781457,2075.211921,6378.231788,1330.178808,150.3642384,3354.271523,512.2251656,436.5496689,151,19.22401567,10.3346553,0.843205821,0.904191617,0.580769231,1.426316993,1,0,1,1,1,0,0,0,1,1,0,0,1,1,0,1,0,0,1,0,1,0,0,0,Helper T Cell,T Cells
+1798,37282.57432,890.3581081,477.3108108,1099.533784,31288.63514,718.9324324,526.1824324,1593.067568,18158.87162,554.6418919,1374.891892,1748.155405,24475.93919,1362.722973,5357.364865,3716.412162,8886.094595,1313.472973,364.277027,2517.256757,17842.89865,487.3040541,249.9054054,973.5810811,21198.18919,1135.425676,170.1554054,2676.655405,16072.89865,1843.614865,708.5405405,2796.310811,14011.47297,639.4527027,286.9662162,1753.844595,11084.33784,1332.614865,421.2635135,1300.594595,8483.108108,677.8310811,165.222973,3851.331081,7258.337838,1395.506757,1491.182432,3141.236486,672.0135135,437.3175676,148,15.56564173,12.54988823,0.591567119,0.925,0.758974359,-0.42119021,1,0,1,1,0,0,0,0,0,1,1,0,1,1,0,1,0,0,0,0,1,0,1,0,Regulatory T Cell,T Cells
+1799,32067.29661,825.0,648.6864407,1099.720339,28010.5,686.7372881,714.7033898,1628.355932,16071.27966,521.9661017,951.5932203,1759.635593,22808.20339,1293.262712,4656.745763,2939.525424,8060.728814,1298.415254,354.5762712,2545.355932,16301.5339,498.7033898,513.3813559,1275.016949,19610.99153,523.9237288,170.8898305,2341.618644,14729.78814,1703.016949,696.6694915,2794.101695,12791.55085,626.8983051,273.6610169,1782.29661,10381.42373,1100.016949,423.7966102,1323.050847,7974.677966,744.0084746,161.1864407,2435.194915,6919.889831,1346.686441,303.7966102,3160.762712,684.1694915,437.7711864,118,13.13742166,11.7751092,0.443442332,0.944,0.648351648,0.473480608,1,0,1,1,0,0,0,0,1,1,1,0,0,1,0,0,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+1800,22344.08696,750.1521739,574.6195652,1075.853261,11792.81522,464.8804348,368.8043478,1304.777174,5261.11413,372.5652174,301.375,1643.065217,9243.211957,999.0978261,6516.597826,2508.875,3322.190217,981.9456522,281.3423913,2440.48913,6165.054348,789.7554348,929.2880435,388.798913,7329.195652,303.75,102.326087,10249.58152,5804.413043,1205.461957,594.25,2811.418478,4597.413043,475.9184783,201.5597826,5756.413043,3494.179348,628.0380435,327.1793478,1265.706522,1809.858696,779.7445652,135.8478261,2978.445652,1863.907609,893.6847826,123.7880435,2960.831522,1063.222826,439.0923913,184,18.76749794,12.87658888,0.727496764,0.948453608,0.691729323,0.148756463,0,0,0,1,0,0,0,1,1,0,0,1,0,0,1,0,0,0,1,0,1,0,0,0,B Cell,B Cells
+1801,48181.55556,1087.472222,560.5833333,1137.611111,42161.16667,838.9444444,693.9444444,1735.388889,24705.41667,653.0555556,496.8333333,1804.888889,33993.69444,1498.5,5019.972222,3216.25,11217.08333,1495.555556,416.7222222,2388.972222,22360.91667,455.6666667,352.3333333,451.7222222,26985.02778,445.7777778,138.6388889,3684.166667,21606.0,1597.888889,764.25,2822.805556,18307.66667,647.1944444,319.5,1438.777778,14058.16667,913.8611111,482.9444444,1294.972222,10997.08333,740.0277778,176.75,2847.305556,9860.305556,1444.861111,110.7777778,3528.722222,377.2222222,435.6111111,36,8.379386426,5.917807957,0.707978443,0.87804878,0.642857143,0.209539576,1,1,0,1,1,1,0,0,1,0,0,0,0,1,0,0,1,0,0,0,1,0,0,1,NK Cell,Other Cells
+1802,44243.87234,849.9148936,437.6382979,1095.851064,37363.17021,700.893617,677.6808511,1582.659574,22652.61702,558.3617021,626.6595745,1754.170213,30651.89362,1332.787234,4291.085106,2130.851064,10930.51064,1371.234043,361.6808511,2498.021277,22463.10638,445.3191489,183.106383,600.7021277,25688.23404,394.9787234,141.0638298,2266.638298,21258.51064,1618.06383,777.3404255,2817.553191,18695.44681,651.4680851,287.2553191,1755.510638,14614.34043,903.5319149,438.1276596,1311.12766,11225.2766,680.893617,164.9574468,2012.276596,9742.297872,1398.851064,414.3191489,3225.234043,629.5957447,434.9787234,47,8.939110964,6.793463427,0.649957201,0.94,0.734375,-0.827503348,1,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,Activated APC,Other Cells
+1803,19744.47191,752.6067416,618.5280899,1110.94382,16805.98876,615.3370787,486.7303371,1733.224719,8006.764045,439.1123596,420.1235955,1741.786517,12226.06742,1101.651685,3567.797753,1549.438202,4479.438202,1187.808989,327.1797753,2439.876404,8152.876404,829.494382,137.0674157,464.1797753,10097.34831,432.0786517,112.1573034,3971.438202,8029.404494,1366.47191,668.0224719,2814.235955,6353.426966,609.9550562,251.2921348,12061.64045,4990.191011,696.5505618,369.8651685,1298.449438,2904.123596,629.1460674,145.9662921,3651.820225,2828.382022,1138.191011,144.247191,3233.213483,1007.640449,438.247191,89,12.85949237,10.16895277,0.612108171,0.917525773,0.618055556,-0.811425817,0,0,0,0,0,0,0,1,0,0,0,0,0,1,1,0,0,0,0,0,1,0,0,0,Follicular Dendritic Cell,B Cells
+1804,35133.56021,821.5759162,544.1937173,1118.340314,27419.13089,595.6387435,362.2774869,1559.413613,14284.48168,490.026178,503.3455497,1795.507853,20572.68586,1126.089005,5779.34555,2646.120419,7371.094241,1230.21466,336.1413613,2366.539267,14726.71204,360.1780105,128.6492147,434.6282723,17458.38743,371.2931937,117.5549738,4096.848168,13642.58639,1346.958115,665.0732984,2825.827225,11691.11518,604.1256545,259.4712042,3698.293194,8100.774869,726.5445026,388.7329843,1294.062827,6500.513089,599.0890052,157.2094241,1880.340314,5407.937173,1176.209424,160.7696335,3195.287958,223.0314136,441.6125654,191,19.15062997,15.05898625,0.617788674,0.734615385,0.589506173,0.378971687,0,0,0,1,0,0,0,0,0,0,0,0,0,1,1,0,0,0,0,0,1,0,0,0,Follicular Dendritic Cell,B Cells
+1805,42520.61538,884.3333333,490.3846154,1094.153846,36678.17949,709.5641026,509.2307692,1592.974359,21923.28205,569.2820513,496.2564103,1705.564103,29892.5641,1375.538462,4126.74359,3075.410256,10787.94872,1348.102564,391.4358974,2464.179487,21997.82051,493.6153846,141.2564103,467.3846154,25802.69231,449.1538462,127.7692308,3219.974359,20547.05128,1471.871795,673.7692308,2792.820513,18100.30769,618.2820513,307.2051282,1771.820513,14559.71795,913.8205128,422.0512821,1308.358974,10517.23077,632.7179487,174.7692308,2059.923077,9133.0,1506.435897,5091.538462,3207.025641,730.7948718,437.6153846,39,9.276405824,5.864756541,0.774786524,1.0,0.65,-0.064324491,1,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,1,1,0,Granulocyte,Other Cells
+1806,7304.903226,634.1935484,422.7096774,1053.612903,7585.225806,519.9677419,882.4193548,1480.064516,2865.516129,400.6129032,963.8064516,1762.483871,6096.645161,1122.193548,8273.83871,3103.516129,2208.83871,1033.225806,282.3225806,3828.967742,3913.677419,2701.387097,157.7096774,644.6774194,4802.064516,441.5806452,111.483871,6847.548387,3936.225806,2224.129032,683.3870968,2814.16129,3165.225806,1377.677419,207.8064516,9450.064516,2613.709677,978.3548387,339.9032258,1310.032258,1850.419355,595.516129,138.6129032,4642.870968,1613.064516,1019.387097,229.4193548,3091.967742,981.5483871,436.2580645,31,6.73831506,6.330303123,0.342688836,0.885714286,0.632653061,0.059466447,0,0,1,1,0,0,1,1,0,0,0,1,1,1,1,0,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
+1807,43417.76531,983.7142857,536.6734694,1132.153061,39224.57143,766.8061224,573.8265306,1702.0,22447.20408,610.4387755,566.7653061,1833.744898,31101.44898,1422.510204,4498.918367,3051.357143,11195.92857,1503.734694,400.6428571,2487.5,21000.19388,454.255102,380.5816327,631.3571429,24292.69388,453.2040816,137.6734694,3811.193878,19031.57143,1656.204082,752.4081633,2830.77551,16273.16327,724.5204082,316.2040816,1589.928571,13069.19388,912.7959184,476.9183673,1331.459184,10124.19388,746.7755102,184.1836735,4720.081633,8776.795918,1427.653061,126.0306122,3358.479592,369.6632653,439.7959184,98,11.43792205,11.1428315,0.225683463,0.91588785,0.579881657,0.292406411,1,0,0,1,1,1,0,0,1,0,0,0,0,1,0,0,1,0,0,1,1,0,0,1,NK Cell,Other Cells
+1808,22979.8593,763.9849246,574.9246231,1130.055276,13639.15075,564.8743719,573.9447236,1689.366834,7123.562814,423.0452261,698.2864322,1806.638191,10749.56281,1076.552764,7561.773869,3860.502513,3931.005025,1104.673367,314.6432161,3485.321608,7433.447236,3418.58794,427.6633166,476.0452261,8582.231156,405.4673367,116.1105528,9920.623116,7126.763819,1528.728643,928.8844221,2911.090452,5841.592965,622.6030151,257.8994975,23976.21608,4814.301508,840.7386935,369.5477387,1332.356784,3131.788945,700.1256281,182.678392,6282.522613,2877.482412,1097.944724,181.2713568,3209.427136,941.6532663,441.2914573,199,19.69924637,13.24427106,0.740257242,0.9342723,0.663333333,1.53480431,0,0,0,1,0,0,1,1,1,0,0,1,0,1,1,0,0,0,0,1,1,0,0,0,B Cell,B Cells
+1809,21298.48718,922.2222222,800.1880342,1211.581197,19266.17949,685.8547009,811.4358974,1821.880342,9148.042735,562.9487179,1537.717949,1951.547009,13656.88889,1253.410256,13740.28205,6362.145299,5203.230769,1314.076923,399.034188,7480.521368,10517.80342,584.9145299,3118.495726,690.7606838,12803.64957,479.3162393,137.4786325,19493.5641,9355.777778,2540.529915,993.5726496,2806.871795,7950.307692,586.6495726,301.034188,18730.77778,4974.760684,1451.897436,425.1282051,1365.017094,4253.239316,1254.854701,171.008547,7496.059829,3787.735043,1274.051282,362.4615385,3371.905983,158.5897436,441.8461538,117,14.55209547,10.51831448,0.691052974,0.959016393,0.6,-0.485915258,1,0,1,1,0,1,1,0,1,0,0,1,1,1,1,1,0,1,1,0,1,0,0,1,Helper T Cell,T Cells
+1810,33222.67647,845.9411765,660.7058824,1118.352941,31485.77941,690.7794118,621.8382353,1717.573529,16049.17647,554.4852941,693.7205882,1819.411765,23446.76471,1280.985294,13652.36765,9658.75,8459.382353,1325.044118,363.9705882,2596.426471,16932.57353,437.2941176,136.8235294,581.5,20550.11765,427.3970588,126.4264706,8104.279412,15290.22059,1632.808824,1113.720588,2810.661765,13312.79412,633.25,292.6176471,3187.441176,9895.573529,864.8970588,433.2352941,1287.029412,7946.5,630.5147059,173.3088235,4448.25,6489.882353,1326.838235,171.3382353,3271.676471,262.5735294,440.0588235,68,10.60685591,8.377127708,0.613384743,0.906666667,0.618181818,-0.046169943,1,0,0,1,0,0,0,0,0,0,0,1,0,1,1,0,0,0,0,0,1,0,0,0,B Cell,B Cells
+1811,31455.91667,966.5079365,589.1349206,1113.107143,28668.09921,747.5634921,632.5,1665.75,16126.63095,595.6865079,540.4801587,1791.992063,21554.4246,1355.777778,7048.555556,4386.904762,7981.757937,1376.555556,389.2142857,2429.634921,16040.35317,616.8809524,886.7380952,465.1150794,18705.44444,452.6507937,136.4761905,7001.285714,14141.99603,1609.730159,924.9444444,2834.698413,12462.43651,655.6746032,304.0,2158.337302,9902.103175,950.8095238,461.3849206,1335.357143,7830.079365,956.4365079,184.7936508,5086.833333,6525.22619,1400.940476,330.4206349,3418.222222,324.5198413,442.797619,252,21.18132701,16.01460384,0.654488692,0.919708029,0.636363636,-1.029594843,1,0,0,1,0,0,0,0,1,0,0,1,0,1,0,0,0,0,1,1,1,0,0,1,B Cell,B Cells
+1812,37189.52727,939.3090909,510.3090909,1113.781818,33077.09091,765.6,613.6181818,1614.2,19436.01818,584.8,603.0545455,1741.272727,26209.76364,1380.327273,3481.8,2648.381818,9120.181818,1624.581818,398.4181818,2500.927273,19540.92727,470.4,1118.872727,626.2363636,21907.18182,437.7272727,141.2909091,2488.145455,17803.18182,1781.654545,740.2545455,2828.763636,15341.85455,993.9818182,322.0,1471.163636,12038.10909,965.6,497.3090909,1419.109091,8962.418182,902.6,186.0363636,4256.927273,8099.690909,1476.436364,244.6,3326.236364,359.8181818,438.9090909,55,10.12463796,6.998285774,0.722650668,0.948275862,0.679012346,-0.708021818,1,0,0,1,1,0,0,0,1,0,0,0,0,1,0,0,1,1,1,1,1,1,0,0,Macrophage,Other Cells
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+1815,34653.05747,833.2758621,505.9770115,1082.137931,29882.65517,685.183908,562.3563218,1602.390805,17490.44828,535.137931,501.2183908,1748.551724,23884.48276,1276.965517,5096.528736,3867.137931,8822.091954,1279.574713,360.8735632,2523.206897,17704.54023,493.2068966,696.3333333,537.2758621,20475.85057,543.137931,127.6666667,4152.862069,16429.1954,1488.770115,827.8735632,2800.298851,14350.93103,633.9885057,282.5977011,2082.954023,11331.55172,926.9655172,421.091954,1321.793103,8470.137931,803.0229885,169.1149425,3602.494253,7271.517241,1341.045977,626.3563218,3192.367816,723.8045977,440.816092,87,13.37661626,9.195528692,0.726247714,0.828571429,0.608391608,0.336338542,1,0,0,1,0,0,0,0,1,1,0,0,0,1,0,0,0,0,1,0,1,0,1,0,Dendritic Cell,Other Cells
+1816,15471.58491,809.2641509,469.3679245,1033.858491,14685.54717,654.9716981,478.8490566,1420.650943,7512.867925,513.5471698,881.6037736,1766.943396,11696.92453,1240.575472,3444.981132,3104.273585,4188.235849,1259.764151,357.7358491,2817.150943,8201.95283,454.5660377,548.4150943,767.5943396,9639.188679,419.9433962,117.2075472,2020.915094,7712.754717,1676.358491,628.990566,2790.622642,6661.084906,617.1415094,253.8207547,2214.556604,5555.169811,1122.179245,397.9716981,1308.528302,4321.169811,750.6603774,165.9150943,3966.235849,3638.358491,1301.698113,1014.830189,3126.603774,771.0754717,440.8113208,106,16.78150764,8.755778902,0.853097439,0.841269841,0.56684492,-1.502467346,1,0,1,1,0,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,T Cell,T Cells
+1817,40874.35484,855.1048387,553.3306452,1128.08871,37627.82258,699.6612903,633.7580645,1769.129032,19819.79839,540.1532258,621.9354839,1806.83871,28062.51613,1271.75,7441.806452,5414.322581,10206.18548,1363.443548,368.75,2426.104839,20084.91935,418.6290323,139.4758065,632.5564516,24428.04032,425.0645161,139.733871,6394.991935,18330.1371,1490.629032,723.4677419,2856.774194,15823.70968,631.9193548,298.2016129,5610.564516,10810.37097,833.6370968,430.6532258,1314.072581,8726.83871,651.2983871,170.7903226,4287.596774,7110.693548,1305.153226,171.8467742,3236.604839,211.6532258,443.1370968,124,16.13725041,9.984335935,0.785616642,0.939393939,0.635897436,-0.510625955,1,0,0,1,0,0,0,0,0,0,0,1,0,1,1,0,0,0,0,0,1,0,0,0,B Cell,B Cells
+1818,39326.31746,1063.380952,570.1825397,1171.539683,31631.77778,815.547619,582.7857143,1758.412698,19441.69048,640.9444444,811.0,1794.634921,28530.79365,1544.52381,4312.730159,4405.873016,10607.01587,1573.642857,423.7857143,2468.015873,18436.64286,565.9047619,552.2777778,626.6746032,20306.61111,471.952381,152.3333333,3793.357143,16697.80952,1833.674603,825.1746032,2819.039683,14564.53175,679.4206349,322.2777778,1886.952381,11699.37302,1180.761905,498.3888889,1325.293651,8899.968254,797.1349206,196.0555556,4588.15873,7793.047619,1509.0,302.9285714,3389.47619,459.9444444,442.1904762,126,14.71753383,11.44909501,0.628360714,0.863013699,0.646153846,0.135787869,1,1,1,1,1,1,0,0,1,0,0,0,1,1,0,1,1,0,1,1,1,1,0,1,Helper T Cell,T Cells
+1819,17809.58871,766.9032258,452.1451613,1036.104839,15041.33871,613.7822581,482.8951613,1376.298387,8542.975806,491.0241935,408.516129,1721.185484,12255.10484,1201.556452,2289.58871,1155.564516,4400.782258,1242.016129,334.2983871,2416.379032,8879.040323,406.5241935,262.7741935,437.3709677,10161.96774,389.5564516,118.3709677,1447.951613,7964.016129,1338.943548,665.3709677,2818.395161,7165.112903,816.7903226,250.5967742,1509.193548,5778.435484,768.9516129,412.9677419,1318.395161,4541.58871,658.6048387,160.2903226,2439.274194,4007.58871,1227.266129,833.1129032,3127.379032,528.9274194,443.1693548,124,14.9686452,10.97400268,0.680085658,0.939393939,0.645833333,-0.20419287,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,1,0,Activated APC,Other Cells
+1820,18208.29365,857.468254,476.1666667,1043.706349,15265.98413,631.6587302,379.8571429,1436.492063,8941.293651,510.047619,378.1349206,1734.650794,12399.18254,1233.579365,3284.603175,1636.047619,4436.333333,1168.642857,321.047619,2352.087302,8805.777778,400.6349206,112.9285714,445.3253968,10293.8254,382.1428571,112.9761905,1452.230159,8208.365079,1301.730159,597.5873016,2784.809524,7016.404762,750.5793651,231.6825397,1470.261905,5566.666667,741.8968254,374.968254,1288.960317,4353.18254,599.3095238,155.5238095,2287.68254,3790.880952,1251.111111,2387.912698,3158.619048,660.5,442.0,126,13.76905386,11.6918292,0.528170776,0.954545455,0.807692308,0.371895462,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Unknown,Other Cells
+1821,32843.0,836.25,482.6785714,1084.178571,27558.80357,684.625,526.5892857,1597.375,16699.19643,528.4464286,970.9285714,1787.196429,22871.89286,1253.482143,4156.053571,4537.125,7991.071429,1238.982143,353.4464286,2387.125,16241.5,475.9464286,555.5535714,780.2142857,18974.30357,419.1071429,127.6607143,3340.785714,15370.85714,1750.446429,622.0,2803.392857,13137.44643,616.1785714,288.6607143,2192.803571,10739.23214,1229.839286,418.0892857,1310.375,7708.714286,759.8928571,178.0357143,4377.053571,6633.5,1318.803571,501.1964286,3175.464286,783.4107143,440.6785714,56,10.90451515,6.960875964,0.769747861,0.888888889,0.565656566,-0.456753392,1,0,1,1,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,1,0,0,0,T Cell,T Cells
+1822,47004.45977,929.3448276,605.0804598,1158.781609,15611.62069,447.7241379,234.4252874,1191.689655,8322.850575,379.4597701,436.9770115,1679.241379,11845.44828,915.7241379,7056.471264,3460.965517,4539.678161,1010.298851,271.0,2324.206897,8625.942529,273.8735632,78.71264368,367.2758621,9950.137931,273.0,101.8735632,4851.827586,7984.0,1119.701149,701.0,2782.551724,6806.011494,459.5747126,201.1034483,1635.482759,4871.724138,603.7471264,330.9770115,1263.758621,3848.011494,514.8505747,138.2298851,1336.62069,3314.195402,963.5517241,87.56321839,3060.298851,239.1264368,442.2068966,87,11.42132541,9.803412657,0.513076606,0.966666667,0.659090909,-1.053317015,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,Activated APC,Other Cells
+1823,32571.41791,1011.298507,542.4079602,1089.99005,29061.89552,743.4228856,740.3034826,1551.333333,15808.79104,677.4378109,1112.094527,1816.467662,22820.00995,1383.970149,4047.089552,2987.507463,8266.338308,2184.562189,437.8706468,2528.791045,16869.54229,1324.338308,568.4975124,671.6616915,18118.61692,458.1492537,154.0099502,2499.870647,14398.63184,1914.283582,884.3631841,2832.78607,12725.20398,660.4975124,288.4577114,1797.273632,10135.57214,1452.402985,451.5721393,1344.925373,7810.19403,793.3830846,178.3781095,3708.865672,6886.378109,1398.746269,346.3283582,3395.437811,446.1940299,445.761194,201,20.53747672,13.43422237,0.756380342,0.901345291,0.67,-0.504455591,1,1,1,1,1,1,0,1,1,0,0,0,1,1,0,1,0,1,1,0,1,0,0,1,Helper T Cell,T Cells
+1824,34021.01064,845.2340426,479.0425532,1102.0,27684.43617,667.7340426,562.2234043,1574.659574,16902.71277,526.9787234,503.5212766,1750.010638,23081.85106,1299.37234,3878.212766,2404.43617,8352.223404,1254.882979,359.7234043,2425.893617,16627.42553,506.8723404,905.2978723,529.5425532,19091.76596,478.9574468,126.7021277,2499.265957,15564.51064,1496.542553,672.1595745,2800.287234,13193.39362,720.787234,281.2765957,3014.159574,10760.44681,892.5319149,412.2446809,1310.191489,7657.606383,909.6276596,163.5851064,3434.87234,6474.691489,1343.0,865.8510638,3241.989362,800.6382979,440.8510638,94,13.53038611,9.390559767,0.719941386,0.912621359,0.657342657,-1.138519061,1,0,0,1,0,0,0,0,1,0,0,0,0,1,1,0,0,0,1,0,1,0,1,0,Follicular Dendritic Cell,B Cells
+1825,41884.2732,1006.56701,530.6237113,1112.046392,38096.51031,775.0618557,580.7371134,1697.206186,21551.57732,621.4948454,673.5979381,1837.479381,29838.79897,1381.381443,5518.876289,3989.938144,10280.21649,1416.479381,395.2783505,2395.159794,20471.36082,517.1649485,509.8453608,649.2268041,24273.87113,450.2268041,137.9742268,3927.690722,18950.54639,1710.829897,854.4123711,2818.541237,16548.56186,629.2783505,310.0618557,1691.701031,12762.18557,1086.108247,464.8505155,1330.092784,9868.164948,722.9639175,177.6134021,3584.365979,8514.572165,1418.804124,148.9123711,3391.876289,307.6701031,446.2783505,194,22.2560555,12.53105039,0.826429618,0.81512605,0.513227513,1.085366393,1,0,0,1,0,0,0,0,1,0,0,0,0,1,0,0,0,0,0,0,1,0,0,1,NK Cell,Other Cells
+1826,31823.24603,913.7698413,522.031746,1116.642857,20495.51587,624.1507937,414.5,1442.02381,8083.071429,473.5,481.9047619,1729.484127,11559.02381,1041.349206,2581.214286,2067.809524,4207.81746,1169.785714,294.8492063,2419.293651,8457.626984,353.1031746,533.3809524,555.6111111,9722.142857,313.0793651,109.6904762,2328.547619,7609.769841,1368.801587,741.8809524,2791.261905,6674.325397,668.1349206,222.5873016,1436.571429,5433.349206,768.1746032,363.7301587,1297.960317,4224.134921,662.2857143,148.2936508,2047.31746,3788.492063,1104.071429,187.5952381,3269.992063,488.3571429,444.8333333,126,15.60817436,10.41341994,0.744898935,0.954545455,0.7875,0.10168498,1,0,0,0,0,0,0,0,1,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,Dendritic Cell,Other Cells
+1827,38565.85787,896.5558376,522.1319797,1098.13198,30870.52538,714.4822335,655.7614213,1609.746193,19439.47462,603.8350254,1411.385787,1834.444162,27271.40355,1405.637056,6081.038071,4265.035533,9519.835025,1417.959391,394.4187817,2620.464467,17723.8198,484.8832487,350.5913706,1056.916244,20451.23858,490.8857868,179.7461929,3822.611675,15735.81472,2111.502538,806.1167513,2829.664975,14004.90355,737.2969543,300.1269036,1715.200508,11201.13198,1382.218274,455.3730964,1324.30203,8716.228426,811.4822335,176.713198,3369.098985,7640.850254,1379.763959,267.893401,3315.020305,500.9416244,449.9847716,394,26.95464319,20.86670633,0.633012661,0.829473684,0.656666667,-0.568429207,1,0,1,1,0,0,0,0,1,0,1,0,1,1,0,1,0,0,1,0,1,0,0,0,Regulatory T Cell,T Cells
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+1859,31076.11236,797.4157303,494.258427,1064.134831,26362.73034,672.6516854,753.6629213,1531.224719,15583.05618,517.7752809,1036.786517,1733.629213,21708.73034,1232.977528,5608.606742,3186.831461,7780.303371,1248.808989,343.494382,2624.224719,15542.42697,453.7977528,300.0449438,1155.775281,18373.24719,537.8539326,167.0898876,5318.696629,14492.24719,1626.292135,693.8988764,2796.123596,12633.77528,642.5730337,263.5730337,1952.325843,10067.48315,1318.426966,401.7191011,1284.41573,7603.146067,716.0561798,159.8202247,4929.157303,6678.247191,1312.393258,359.5280899,3155.955056,707.8651685,448.752809,89,12.45219891,9.616818825,0.635259392,0.917525773,0.622377622,-0.22905199,1,0,1,1,0,0,0,0,1,1,1,1,0,1,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
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+1868,21781.46479,759.2676056,630.8309859,1129.295775,13784.30986,523.6197183,598.943662,1610.070423,6889.380282,408.8732394,407.3098592,1766.535211,10393.46479,1025.098592,5350.112676,1939.732394,3882.478873,1048.056338,305.0704225,2510.746479,6940.28169,3731.492958,239.6619718,426.3943662,8302.338028,413.028169,107.3802817,7910.690141,6904.605634,1292.098592,729.4507042,2809.929577,5569.873239,711.1267606,233.8873239,13051.42254,4366.859155,666.0,362.5492958,1278.901408,2543.422535,621.2394366,146.5774648,4179.084507,2593.394366,1089.098592,174.2676056,3211.661972,1007.507042,446.8028169,71,13.02310392,7.079117184,0.839356451,0.922077922,0.739583333,1.42719497,0,0,0,0,0,0,0,1,0,0,0,1,0,1,1,0,0,0,0,0,1,0,0,0,B Cell,B Cells
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+1870,27043.77483,997.205298,505.4039735,1085.304636,23925.07285,746.0066225,1163.370861,1529.198675,13530.49669,637.7549669,978.807947,1778.84106,19242.71523,1385.317881,4096.490066,1973.622517,6621.238411,1385.86755,394.0463576,2786.384106,9573.907285,5436.807947,665.4966887,612.1589404,11340.35762,469.7880795,230.5165563,1354.423841,9020.662252,1947.953642,703.1721854,2809.761589,7843.794702,722.5629139,256.5298013,1270.377483,6450.562914,919.9602649,410.794702,1341.569536,5043.695364,769.4966887,162.4834437,2510.476821,4464.688742,1259.97351,179.013245,3331.880795,475.1721854,452.0596026,151,16.82533593,11.59267489,0.724760299,0.974193548,0.592156863,0.691884969,1,1,1,0,0,0,1,1,1,0,1,0,1,1,0,0,0,1,0,0,1,0,0,0,Regulatory T Cell,T Cells
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+1876,25693.95349,801.372093,474.5,1087.790698,22600.16279,652.3488372,772.0465116,1604.465116,12884.98837,501.5581395,575.3023256,1752.790698,17924.63953,1272.988372,6424.093023,2976.639535,6554.244186,1204.453488,349.1860465,2599.081395,12849.67442,2519.116279,386.1162791,561.4418605,15217.54651,467.3953488,125.5697674,3159.581395,11796.80233,1509.872093,619.4651163,2790.837209,9888.127907,724.5116279,261.1046512,6385.755814,8068.883721,1144.895349,407.5581395,1309.77907,5718.55814,703.5581395,158.872093,4970.976744,4951.790698,1218.406977,284.7790698,3217.5,827.1162791,449.4302326,86,11.52439727,9.664661523,0.544707345,0.966292135,0.651515152,-0.933329803,1,0,0,1,0,0,0,1,1,0,0,0,0,0,1,1,0,0,0,0,1,0,0,0,Follicular Dendritic Cell,B Cells
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+1914,39002.04,865.032,469.312,1077.912,32486.16,713.848,509.0,1536.88,19050.4,546.512,430.936,1734.128,26074.056,1382.432,4727.656,2683.904,9548.008,1331.848,364.416,2390.208,18703.696,467.288,236.264,478.704,21789.08,402.528,122.456,2994.408,17003.008,1491.936,978.872,2809.704,14918.64,649.36,290.792,2084.896,11940.24,888.48,426.328,1303.832,9463.0,670.424,166.344,3391.648,8003.064,1430.464,351.528,3214.44,598.248,460.528,125,16.1379414,11.23326486,0.717966234,0.844594595,0.48828125,-0.723339875,1,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,Activated APC,Other Cells
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+1950,15680.57143,732.0,435.8285714,1029.542857,15240.05714,608.2285714,1114.171429,1425.485714,7724.742857,478.5142857,1483.714286,1776.342857,12192.42857,1139.8,5405.542857,4702.0,4382.6,1148.257143,343.2285714,2837.428571,8397.571429,429.2285714,120.5142857,1043.628571,9926.657143,486.8571429,114.4,2309.914286,7745.685714,2088.371429,677.9714286,2847.914286,6726.314286,617.1142857,234.2285714,2008.742857,5493.257143,2469.771429,381.7428571,1307.171429,4424.857143,597.1714286,156.4,6987.685714,3659.314286,1222.514286,823.9142857,3086.542857,756.7714286,460.6,35,9.848577776,4.894124495,0.867786515,0.853658537,0.583333333,1.565789341,0,0,1,1,0,0,1,0,0,0,0,0,1,1,0,1,0,0,0,0,1,0,1,0,Helper T Cell,T Cells
+1951,23600.4055,794.2164948,539.4261168,1161.965636,19445.57045,601.5979381,430.3745704,1777.199313,8794.309278,478.5292096,508.5841924,1813.862543,11603.94502,1097.154639,5050.704467,2060.656357,4376.546392,1131.024055,414.2542955,2467.109966,8313.52921,2122.158076,1442.182131,459.7010309,9641.910653,416.2783505,113.2199313,6941.223368,6879.769759,1405.817869,488.8591065,2798.841924,5484.450172,735.3848797,239.3608247,6536.958763,3029.573883,698.3642612,363.4948454,1296.020619,2377.584192,760.6426117,148.6426117,2751.164948,2074.340206,1026.020619,162.0824742,3119.137457,149.4467354,469.7972509,291,20.83915455,18.26068578,0.481823895,0.966777409,0.729323308,0.206730512,0,0,0,0,0,1,0,1,1,0,0,1,0,0,1,0,0,0,0,0,1,0,0,0,B Cell,B Cells
+1952,44241.4139,892.0120846,592.3746224,1124.054381,42387.81571,726.1933535,553.6102719,1712.335347,22677.38973,573.5256798,547.0453172,1792.558912,31512.51662,1335.172205,9880.504532,5987.785498,11486.59517,1416.882175,384.7522659,2466.169184,23799.08459,461.3927492,140.6827795,461.4682779,27875.35045,435.8096677,137.1691843,6464.199396,21617.70091,1531.205438,934.0332326,2821.945619,19073.62236,626.4410876,315.5468278,2568.915408,14251.66465,892.0453172,459.1389728,1306.271903,11302.98489,657.9697885,180.3353474,3898.172205,9327.679758,1405.223565,159.4682779,3347.429003,257.5407855,473.0271903,331,28.0455345,16.18198629,0.816751378,0.848717949,0.533011272,-0.656825654,1,0,0,1,0,0,0,0,0,0,0,1,0,1,0,0,0,0,0,0,1,0,0,0,B Cell,B Cells
+1953,25042.35052,980.7525773,516.7319588,1063.257732,22175.7732,719.6597938,683.2061856,1498.061856,12634.28866,561.8762887,813.6494845,1737.278351,17083.38144,1310.556701,5179.958763,3424.680412,6196.979381,1349.092784,398.5670103,2442.690722,14739.54639,471.371134,1499.917526,637.4742268,15189.28866,592.7525773,130.2268041,1970.659794,11696.58763,1807.948454,661.8041237,2840.319588,10271.39175,727.9381443,293.7216495,1366.474227,8157.71134,1380.463918,449.6701031,1323.814433,6244.515464,956.4845361,172.257732,1999.804124,5519.56701,1353.639175,142.5979381,3375.783505,381.7525773,465.2989691,97,13.20301288,9.69284558,0.678999301,0.923809524,0.746153846,-0.115602277,1,0,1,1,0,0,0,0,1,1,0,0,0,1,0,1,0,0,1,0,1,0,0,1,Cytotoxic T Cell,T Cells
+1954,19782.89,888.34,464.06,1062.94,17895.59,724.125,699.875,1520.395,9539.055,536.01,621.795,1756.57,13740.015,1277.785,5420.395,2034.28,5066.45,1331.44,397.405,2436.815,9732.215,6131.435,2553.825,580.91,11838.1,494.85,131.54,1844.825,9118.565,2037.46,702.725,2832.68,7980.875,1305.01,273.59,1463.98,6375.605,855.765,437.375,1443.24,5149.055,1325.765,172.99,3453.73,4415.54,1350.825,212.885,3360.265,402.645,468.06,200,19.06510706,13.91286069,0.683708544,0.900900901,0.666666667,0.134514882,1,0,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,1,1,0,1,0,0,1,NK Cell,Other Cells
+1955,23238.26042,856.6145833,505.0625,1072.885417,20731.47917,670.9479167,613.6354167,1524.864583,11712.58333,545.3645833,634.5833333,1778.083333,16538.30208,1306.4375,3063.927083,2648.53125,5842.447917,1599.583333,357.0729167,2463.666667,12328.67708,520.6354167,470.5625,534.9791667,13760.21875,451.9270833,123.5729167,2667.645833,10918.64583,1477.260417,802.4583333,2848.28125,9831.916667,692.125,272.9270833,1740.135417,7770.84375,905.5729167,444.78125,1343.364583,6183.625,739.15625,180.5729167,7439.666667,5288.59375,1352.072917,168.3229167,3187.041667,560.0208333,464.9479167,96,12.99416875,10.78275929,0.558038227,0.806722689,0.527472527,-1.419866999,1,0,0,1,1,0,0,0,1,0,0,0,0,1,0,0,0,1,0,0,1,0,0,0,Macrophage,Other Cells
+1956,14272.17647,762.1176471,494.1470588,1024.411765,14395.52941,632.6470588,595.4705882,1452.352941,6605.882353,468.7647059,931.2941176,1769.029412,11284.26471,1204.411765,6540.294118,4645.588235,3931.735294,1250.558824,326.4705882,2470.088235,7621.647059,430.2647059,1313.588235,1201.529412,8916.441176,413.8529412,110.8235294,3264.382353,6660.352941,1738.0,1154.558824,2811.117647,6003.205882,615.2647059,250.6764706,2714.058824,4878.705882,1083.705882,385.8823529,1310.176471,4292.411765,968.4705882,154.2941176,6132.941176,3441.588235,1277.794118,552.8823529,3153.411765,609.5882353,462.8823529,34,8.02907179,6.241209122,0.629097556,0.85,0.53125,0.903677068,1,0,1,1,0,0,0,0,1,0,0,0,0,1,0,0,0,0,1,0,1,0,0,0,T Cell,T Cells
+1957,26532.92715,829.7284768,553.5165563,1085.675497,22359.11921,651.0397351,817.3907285,1533.92053,13277.70861,519.4503311,1333.84106,1807.317881,18342.56291,1225.596026,3797.072848,2534.152318,6490.403974,1255.496689,351.7417219,3035.006623,13020.04636,965.7549669,584.3443709,503.4039735,15345.03974,440.4635762,117.0728477,1598.165563,12230.61589,1841.629139,596.8609272,2802.556291,10719.11258,994.192053,263.7284768,1634.602649,8708.172185,1179.231788,410.4039735,1359.774834,6412.728477,777.205298,161.9470199,4803.430464,5662.231788,1295.264901,309.2781457,3188.476821,733.0993377,468.5165563,151,20.24149033,10.11984122,0.866051186,0.877906977,0.580769231,-0.343527976,1,0,1,1,0,0,1,1,1,0,0,0,1,0,0,1,0,1,1,0,1,0,0,0,Helper T Cell,T Cells
+1958,48299.35385,904.8461538,542.5846154,1112.969231,39581.76923,729.5846154,727.5538462,1719.2,24064.75385,575.4923077,1533.2,1742.169231,31680.86154,1340.661538,4543.2,3556.876923,11518.98462,1340.169231,370.4769231,2512.769231,22738.24615,498.6461538,803.8769231,626.7538462,26965.72308,1234.046154,137.8615385,3381.292308,21794.64615,1596.553846,626.5076923,2814.107692,18590.01538,625.5076923,295.5384615,2071.246154,15083.46154,1113.984615,437.6923077,1317.292308,10564.10769,904.6923077,170.3692308,4204.076923,9148.476923,1362.446154,533.0615385,3338.107692,805.0769231,463.2153846,65,10.36741711,9.052991905,0.487333823,0.902777778,0.492424242,1.552247833,1,0,1,1,0,0,0,0,1,1,0,0,0,0,0,0,0,0,1,0,1,0,0,0,Cytotoxic T Cell,T Cells
+1959,28038.85714,730.3303571,473.4285714,1061.125,23237.58929,612.4196429,649.4375,1571.5,12956.34821,472.5982143,1205.991071,1740.5,19309.67857,1132.517857,8503.901786,4102.303571,6742.339286,1149.383929,329.1964286,4842.633929,13377.47321,2608.017857,153.3214286,638.9732143,15685.50893,436.4285714,119.5178571,5804.133929,12719.05357,1862.169643,652.3571429,2789.821429,10623.75,945.0982143,259.8392857,6425.642857,8564.6875,1022.526786,383.0982143,1294.705357,5938.723214,607.5089286,151.6964286,3729.241071,5164.116071,1155.5625,215.7946429,3225.607143,888.9821429,465.7053571,112,13.12945188,11.11346368,0.532463475,0.933333333,0.666666667,-0.42979845,0,0,1,1,0,0,1,1,0,0,0,1,1,0,1,0,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
+1960,33490.42857,820.4142857,497.3428571,1106.014286,27194.24286,635.7,747.5285714,1621.314286,14881.15714,482.2571429,1086.285714,1703.771429,20869.42857,1166.528571,5162.157143,2512.614286,7598.071429,1204.957143,336.6142857,3118.8,15202.22857,601.2285714,241.5428571,584.9857143,17859.34286,430.9285714,169.5571429,3756.628571,14776.74286,1483.857143,551.5857143,2831.314286,12411.54286,567.2714286,262.9285714,8396.0,10070.42857,1075.5,405.7,1306.728571,6704.2,668.1,151.0714286,4758.614286,6055.685714,1208.271429,652.1,3241.342857,913.8,464.7857143,70,11.22979011,8.675250856,0.634988981,0.897435897,0.578512397,-1.022075487,1,0,1,1,0,0,1,0,0,0,1,0,0,0,1,0,0,0,0,0,1,0,1,0,T Cell,T Cells
+1961,18998.98077,680.6602564,434.3717949,1040.692308,9487.0,466.0641026,286.6730769,1391.410256,4267.698718,364.025641,300.8525641,1665.621795,6540.910256,928.3910256,3747.634615,1461.737179,2384.467949,910.6217949,262.7051282,2401.891026,4419.961538,4471.429487,1276.666667,399.0192308,5135.275641,330.8012821,97.79487179,4854.512821,3938.487179,1206.596154,508.8653846,2784.134615,3057.269231,470.9294872,184.9423077,2359.551282,2184.371795,664.2692308,310.1474359,1259.730769,1100.820513,764.4679487,126.6282051,1473.307692,1098.147436,844.9487179,109.8012821,2934.5,1069.903846,466.0512821,156,15.93644578,12.66101212,0.607304709,0.957055215,0.742857143,-0.536529496,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Dendritic Cell,Other Cells
+1962,37431.52985,875.1902985,574.2164179,1159.988806,29940.63806,612.738806,594.9067164,1590.149254,15190.50746,496.5708955,1000.317164,1803.626866,20509.48134,1181.906716,9837.910448,4706.589552,8080.268657,1266.5,399.8246269,2867.097015,15257.04851,592.1828358,649.8432836,667.5708955,18039.89552,415.9402985,125.511194,9583.503731,13061.04478,1686.958955,653.9776119,2843.395522,10719.93284,545.3208955,268.2686567,8571.134328,6367.843284,920.8059701,395.6940299,1305.787313,5268.156716,738.2052239,162.0,4181.36194,4334.895522,1169.130597,282.8507463,3186.563433,169.4626866,469.9029851,268,20.62500028,17.47118962,0.531452699,0.914675768,0.609090909,0.126067958,0,0,1,1,0,1,1,0,1,0,0,1,0,0,1,0,0,0,0,0,1,0,0,0,T Cell,T Cells
+1963,39205.0922,846.5460993,507.4184397,1100.12766,38354.70213,687.7092199,724.9716312,1612.48227,20627.22695,558.751773,933.2624113,1791.177305,28448.92199,1355.496454,8949.87234,4176.978723,10464.06383,1451.815603,379.4751773,2616.382979,21157.79433,455.3617021,137.248227,1115.234043,25178.58156,449.3829787,129.0,3476.170213,19421.41135,1668.510638,830.4964539,2852.588652,17349.87943,611.2340426,302.9007092,1810.248227,13245.23404,1007.205674,458.6028369,1300.609929,10211.82979,648.035461,174.1914894,2664.879433,8740.446809,1381.496454,147.9361702,3381.347518,280.5673759,468.8723404,141,17.26175892,12.08230042,0.714195695,0.754010695,0.518382353,0.74238037,1,0,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,1,T Cell,T Cells
+1964,35933.06173,917.7592593,588.0987654,1125.858025,29856.84568,691.8888889,709.8888889,1577.450617,16548.84568,567.6296296,926.5246914,1793.765432,22720.64198,1287.024691,7050.450617,5783.851852,8302.123457,1355.092593,366.3148148,2487.228395,14832.14815,442.1728395,717.5432099,590.2839506,18779.09259,737.6666667,138.1049383,7516.253086,14412.7037,1494.41358,906.1234568,2852.790123,12621.40741,620.2839506,291.7901235,2199.641975,9867.666667,1141.506173,446.382716,1318.537037,8003.981481,759.3580247,174.4938272,4555.04321,6744.08642,1376.246914,355.4444444,3423.351852,315.6851852,468.345679,162,16.05243077,13.90823902,0.499305975,0.835051546,0.635294118,-0.270290314,1,0,1,1,0,0,0,0,1,1,0,1,0,1,0,1,0,0,0,0,1,0,0,1,Cytotoxic T Cell,T Cells
+1965,41368.21978,995.7362637,508.5384615,1074.010989,37552.45055,772.6373626,879.956044,1562.857143,21256.31868,619.4175824,1454.065934,1752.923077,29644.58242,1383.582418,4637.043956,3578.659341,10219.47253,1403.89011,384.1208791,2545.758242,21565.42857,518.7472527,960.6813187,815.967033,25578.84615,935.5494505,134.4505495,2209.67033,20133.07692,1732.956044,685.6043956,2830.901099,17573.27473,675.8131868,315.7252747,1361.164835,13813.83516,1079.318681,473.6813187,1371.142857,10590.49451,811.1648352,180.3516484,3999.989011,9662.505495,1406.494505,212.8351648,3410.384615,390.4945055,466.4725275,91,13.89737128,8.785225265,0.774845917,0.919191919,0.722222222,-0.052047743,1,0,1,1,0,0,0,0,1,1,0,0,0,1,0,0,1,1,1,0,1,0,0,1,Cytotoxic T Cell,T Cells
+1966,28838.45882,1069.364706,528.2470588,1085.035294,24154.31765,736.8705882,751.3411765,1513.964706,13346.10588,595.4588235,661.4117647,1793.329412,19012.27059,1328.270588,5598.0,3838.611765,6561.152941,1326.211765,353.4588235,2595.435294,12375.50588,444.1647059,392.1058824,564.8588235,14404.21176,703.1764706,125.5411765,3692.082353,11020.52941,1563.023529,766.9647059,2805.835294,9857.494118,574.7647059,271.0588235,1949.035294,7611.188235,1029.741176,431.8823529,1324.011765,5957.588235,695.7294118,165.7294118,3775.011765,5027.152941,1264.964706,179.7529412,3383.752941,436.8588235,464.3882353,85,12.59015231,8.916865308,0.705970482,0.923913043,0.787037037,-1.505465273,1,0,0,1,0,0,0,0,1,1,0,0,0,1,0,0,0,0,0,0,1,0,0,1,NK Cell,Other Cells
+1967,38261.40385,864.1153846,552.3846154,1132.519231,31849.40385,699.6346154,560.6923077,1667.057692,19162.69231,538.9230769,432.8076923,1740.807692,25667.11538,1305.576923,4792.326923,2996.75,9343.423077,1281.442308,354.1153846,2386.942308,18822.80769,645.7307692,140.7307692,468.75,22416.32692,433.5769231,122.75,2669.923077,17551.82692,1444.75,741.9615385,2818.269231,15210.28846,788.4038462,292.7884615,1991.269231,12238.82692,830.0,427.3846154,1306.307692,9002.980769,653.1730769,160.9423077,3383.865385,7901.557692,1361.673077,207.4807692,3231.557692,694.4807692,464.4038462,52,9.675151515,7.216907291,0.666033435,0.896551724,0.641975309,-0.652159659,1,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,Activated APC,Other Cells
+1968,27724.60194,946.7184466,834.6407767,1183.737864,24396.98058,748.6116505,831.1456311,1794.485437,14025.0,558.7378641,552.6601942,1780.747573,19655.25243,1351.0,2031.834951,1351.524272,7019.417476,1323.466019,372.7864078,2441.456311,13995.59223,6560.563107,507.5533981,487.592233,16444.80583,518.9126214,129.9902913,1420.271845,12963.03883,1555.660194,549.3980583,2816.524272,11310.95146,3634.291262,284.1650485,1715.640777,9243.15534,923.0776699,428.5533981,1327.980583,6884.058252,757.3883495,167.1067961,3996.699029,5920.213592,1397.456311,265.7669903,3292.970874,723.815534,464.5048544,103,13.12450781,10.57835069,0.591915804,0.911504425,0.613095238,-1.452828468,1,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Dendritic Cell,Other Cells
+1969,29035.46296,806.0864198,518.345679,1047.746914,25310.98765,678.8271605,767.8209877,1541.185185,13639.7037,504.5061728,1342.950617,1757.54321,19620.64815,1167.62963,5930.265432,3225.222222,6931.265432,1179.666667,332.4259259,3784.524691,13919.83333,1015.388889,791.5679012,1304.555556,16588.38272,481.8580247,120.6049383,4098.407407,12962.62346,1962.382716,577.5,2795.228395,10845.67284,680.8765432,250.0987654,4668.518519,8932.555556,1114.87037,391.2592593,1314.975309,6264.024691,799.7407407,151.5123457,3243.283951,5462.91358,1157.962963,254.9382716,3290.228395,841.1851852,468.6419753,162,19.31485813,11.36774122,0.808461518,0.895027624,0.595588235,0.961399438,1,0,1,1,0,0,1,1,1,0,0,0,1,0,1,0,0,0,1,0,1,0,0,0,Helper T Cell,T Cells
+1970,27489.81287,753.5380117,464.005848,1065.912281,14246.15789,456.748538,337.3333333,1292.263158,6023.894737,362.0409357,772.0584795,1627.865497,10144.33918,912.4327485,4368.842105,1587.204678,3676.321637,956.9064327,261.4678363,2681.356725,6682.339181,382.5789474,1321.842105,500.7836257,7713.994152,290.4444444,98.32748538,3474.298246,5905.05848,1379.391813,485.3508772,2803.812865,4646.421053,452.8070175,193.9181287,2593.754386,3258.865497,715.9298246,306.0350877,1273.48538,1577.421053,817.3976608,128.2690058,1471.122807,1632.28655,849.0701754,144.2923977,2931.807018,1082.538012,467.5087719,171,16.89858774,13.14709594,0.628264666,0.93956044,0.763392857,-0.249088731,0,0,0,0,0,0,1,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,Dendritic Cell,Other Cells
+1971,45509.25,864.4396552,492.1293103,1122.318966,10641.2069,420.0086207,263.9224138,1204.077586,4502.905172,339.5,366.9913793,1599.793103,7542.155172,848.4655172,2499.801724,1564.224138,2780.491379,888.1637931,248.612069,2636.181034,5232.198276,264.2068966,98.22413793,438.9310345,6148.775862,289.1724138,91.10344828,2547.37069,4636.974138,1246.034483,479.1810345,2765.318966,3583.422414,435.5775862,175.0517241,1685.681034,2458.887931,768.2241379,303.0431034,1256.5,1158.405172,517.8362069,128.8103448,796.2413793,1236.758621,805.7672414,98.31896552,2859.767241,1094.060345,465.8706897,116,14.63886658,10.64790039,0.68624347,0.928,0.69047619,-0.387725158,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Unknown,Other Cells
+1972,29142.99153,845.1610169,516.940678,1074.898305,26452.13559,680.6101695,692.1355932,1492.330508,14665.72881,544.3474576,705.8644068,1756.228814,21292.99153,1317.516949,3091.322034,3880.084746,7760.533898,1388.70339,384.8898305,2527.29661,14810.59322,548.9661017,539.6016949,794.7033898,17388.00847,414.8898305,151.940678,3266.449153,13659.66949,1634.067797,1002.110169,2806.220339,12090.37288,702.6779661,291.8644068,2013.432203,9667.737288,1112.118644,448.8559322,1325.042373,7548.135593,879.7711864,171.1610169,4974.228814,6562.627119,1359.29661,159.6610169,3226.957627,456.8135593,466.5,118,15.21051105,10.10534956,0.747407212,0.983333333,0.670454545,-1.223560949,1,0,0,1,0,0,0,0,1,0,0,0,0,1,0,0,0,0,1,0,1,0,0,0,Dendritic Cell,Other Cells
+1973,26330.3545,916.3968254,615.962963,1091.555556,23681.03704,697.0846561,593.4656085,1562.756614,12957.58201,583.973545,516.2751323,1763.058201,18999.85185,1330.359788,3136.396825,1798.518519,6668.746032,1385.142857,373.2962963,2538.402116,12664.81481,7566.05291,351.3439153,502.1587302,15305.07937,548.8201058,129.0740741,1551.137566,11928.28571,1548.026455,695.4550265,2846.301587,10325.73545,2892.904762,276.6984127,1440.042328,8373.978836,1021.915344,434.2910053,1331.862434,6529.174603,728.8095238,167.5978836,2810.100529,5743.846561,1337.021164,394.8677249,3319.862434,481.2645503,469.6031746,189,17.32852399,14.05350241,0.585040596,0.969230769,0.75,0.177363876,1,0,0,0,0,0,0,1,1,1,0,0,0,1,0,0,0,0,0,0,1,0,0,0,Dendritic Cell,Other Cells
+1974,28807.62319,891.8985507,503.1449275,1079.304348,24469.46377,712.6956522,734.7246377,1582.985507,14009.44928,561.2898551,552.4202899,1774.710145,19742.85507,1356.014493,2585.507246,1756.884058,7081.478261,1420.550725,360.2463768,2489.0,13556.21739,4480.15942,290.884058,483.9565217,15684.3913,492.7681159,124.3623188,2669.536232,12516.15942,1525.942029,765.1449275,2806.449275,10995.86957,671.5942029,297.6376812,1809.884058,8578.855072,909.0434783,446.0,1336.478261,6825.014493,734.5797101,169.9855072,3237.681159,5877.623188,1390.0,163.7246377,3333.521739,569.5942029,465.3623188,69,12.10164089,7.749937097,0.768038373,0.958333333,0.627272727,-0.567441804,1,0,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,Proliferating Cell,Other Cells
+1975,27111.01923,917.9038462,489.4230769,1078.086538,23456.46154,699.3942308,516.0961538,1509.461538,13280.52885,555.0576923,503.6442308,1725.0,18677.88462,1324.807692,4258.278846,2147.788462,6493.894231,1251.548077,341.5480769,2400.75,13411.15385,451.8076923,249.8076923,512.4134615,15362.76923,542.9807692,123.5865385,2146.576923,12230.48077,1453.0,751.8076923,2813.182692,10750.375,631.4326923,274.3653846,1801.076923,8545.692308,899.2403846,424.5576923,1309.846154,6672.634615,673.8173077,164.7307692,4229.942308,5950.394231,1337.5,285.7692308,3235.769231,586.3557692,466.4519231,104,13.19526573,10.22702611,0.63189662,0.936936937,0.619047619,1.276942559,1,0,0,1,0,0,0,0,0,1,0,0,0,1,0,0,0,0,0,0,1,0,0,0,Activated APC,Other Cells
+1976,30646.28832,826.9087591,584.9927007,1093.923358,26583.40146,674.8832117,650.1715328,1602.781022,15373.4781,530.8138686,812.7408759,1808.678832,21712.64234,1271.372263,4034.167883,3607.357664,7808.259124,1286.70438,350.0875912,2472.718978,15481.58394,536.2664234,269.3065693,600.0145985,18603.16058,526.6642336,131.7153285,2550.171533,14453.19708,1608.989051,725.7153285,2788.967153,12397.91606,750.3868613,274.2737226,1844.664234,10124.98175,1189.759124,414.1131387,1307.737226,7720.361314,712.0656934,161.8905109,2554.945255,6666.463504,1365.054745,1954.686131,3197.149635,705.3357664,471.1021898,274,22.98262186,16.45486219,0.698131296,0.835365854,0.691919192,-0.090867851,1,0,1,1,0,0,0,0,0,1,0,0,0,1,0,1,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells
+1977,8814.285714,738.5833333,467.0714286,1018.607143,9268.928571,612.7380952,516.6547619,1407.464286,4077.369048,484.0238095,680.5833333,1768.238095,7397.952381,1147.809524,6422.083333,3370.27381,2601.095238,1180.202381,372.2261905,2774.904762,5018.654762,415.797619,1756.333333,628.2738095,5929.321429,562.1547619,111.1309524,2318.333333,4493.166667,1715.797619,645.4642857,2774.619048,3929.166667,969.0357143,222.5238095,1772.75,3311.785714,1100.27381,372.2380952,1499.321429,2835.797619,1060.309524,158.2261905,6250.059524,2234.964286,1202.25,632.4166667,3075.190476,744.8690476,465.1428571,84,11.97275174,9.810340716,0.573237923,0.933333333,0.636363636,-0.755606117,0,0,0,1,0,0,1,0,1,1,0,0,0,0,0,0,0,1,1,0,1,0,1,0,Dendritic Cell,Other Cells
+1978,21385.66019,800.8640777,631.5728155,1073.31068,19109.7767,638.3980583,811.1165049,1660.786408,10286.23301,491.2621359,1227.718447,1817.466019,15416.36893,1230.349515,8264.631068,4370.242718,5410.92233,1168.61165,349.5048544,4147.223301,10386.81553,6017.563107,1898.825243,968.4174757,12406.84466,479.4466019,122.3883495,6868.737864,9633.339806,2155.893204,740.9126214,2797.427184,7861.805825,719.7475728,261.2330097,8902.504854,6494.116505,1042.262136,393.1359223,1366.184466,4569.728155,1123.213592,152.1067961,4831.650485,3871.165049,1208.407767,314.3009709,3369.330097,864.2718447,466.7669903,103,14.188272,9.757302687,0.725993108,0.919642857,0.613095238,0.443008458,1,0,1,1,0,0,1,1,1,0,0,1,1,1,1,0,0,1,1,0,1,0,0,1,Helper T Cell,T Cells
+1979,21382.78095,706.7904762,511.9238095,1083.238095,17618.91429,563.9142857,454.8857143,1683.314286,8620.352381,432.0,538.7904762,1783.180952,13668.90476,1058.161905,5524.771429,2651.52381,4888.990476,1095.390476,310.8285714,3172.752381,8837.819048,5959.114286,627.6285714,494.952381,10795.8381,408.2761905,111.7238095,8266.07619,8723.380952,1453.209524,662.5619048,3269.67619,6945.704762,585.247619,238.8285714,13259.81905,5483.838095,762.447619,364.0857143,1322.361905,3273.485714,769.3333333,147.5714286,3830.733333,3067.209524,1051.580952,194.3904762,3149.409524,1008.8,467.5904762,105,13.7326773,10.21365702,0.66845964,0.954545455,0.535714286,-0.701286448,0,0,0,1,0,0,1,1,1,0,0,1,0,1,1,0,0,0,0,0,1,0,0,0,B Cell,B Cells
+1980,48582.22642,951.3962264,619.8113208,1129.528302,44318.71698,776.0754717,749.2830189,1697.754717,25579.69811,624.6415094,754.8867925,1776.735849,35194.18868,1418.962264,8635.660377,6147.792453,12585.28302,1479.226415,404.3962264,2670.45283,25326.0,490.9056604,139.2830189,581.9622642,30079.4717,452.754717,139.0,6347.660377,23987.49057,1704.698113,898.6415094,2881.754717,21079.84906,667.8679245,323.5849057,2670.679245,16132.92453,987.6037736,491.3396226,1315.660377,11963.37736,679.0,198.6037736,3382.226415,10593.41509,1464.301887,283.7924528,3354.415094,271.754717,467.5849057,53,12.57679079,5.514231332,0.89875801,0.946428571,0.736111111,0.162581082,1,1,0,1,1,1,1,0,0,0,0,1,0,1,0,0,1,0,0,1,1,1,0,0,B Cell,B Cells
+1981,27615.01942,858.4174757,587.368932,1106.592233,26079.14563,670.9320388,731.0582524,1676.592233,14477.8835,535.0,559.3009709,1799.980583,19680.95146,1265.417476,10687.2233,6291.417476,7352.495146,1310.708738,362.0194175,2405.291262,15538.0,440.3009709,160.2135922,458.368932,17177.30097,462.0,127.3203883,11982.25243,13032.49515,1462.359223,998.4174757,2857.873786,11523.37864,600.7475728,291.7087379,2416.271845,9121.737864,947.2912621,444.6990291,1304.339806,7336.097087,646.6699029,182.3300971,8123.728155,6119.368932,1358.640777,196.4951456,3441.873786,304.2912621,467.5728155,103,14.02516882,9.623395932,0.727458315,0.895652174,0.66025641,-0.621347846,1,0,0,1,0,0,0,0,0,0,0,1,0,1,0,0,0,0,0,1,1,0,0,1,B Cell,B Cells
+1982,37458.61379,1027.855172,528.2275862,1098.331034,32461.02759,675.3655172,478.0551724,1550.02069,18772.91034,563.0275862,538.5172414,1766.455172,26435.28276,1316.075862,5789.627586,3274.144828,9361.255172,1393.213793,383.5586207,2499.937931,18299.13793,468.4,255.8896552,516.8827586,21753.73103,438.0965517,132.8137931,3838.627586,16870.45517,1640.662069,872.2206897,2816.744828,14645.55862,737.1172414,293.3034483,1695.062069,11946.97931,956.2482759,448.1862069,1306.77931,9096.751724,727.5931034,174.1241379,2222.4,8241.489655,1373.57931,565.6896552,3308.462069,496.1034483,469.2137931,145,16.79476601,12.42739661,0.672654703,0.788043478,0.533088235,-1.069854871,1,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,Activated APC,Other Cells
+1983,62516.60135,986.7905405,569.4594595,1198.763514,56029.35811,791.9054054,525.8513514,1919.364865,30640.54054,605.2027027,519.2297297,1814.574324,40775.17568,1417.702703,8689.77027,5746.831081,15897.02703,1524.560811,414.7702703,4016.959459,29585.11486,467.4864865,169.1351351,440.7635135,36213.40541,449.3310811,139.3445946,6143.574324,27491.82432,1567.594595,722.5608108,2830.121622,22499.37162,623.6824324,326.7635135,2406.202703,13703.25676,864.5810811,463.7905405,1305.655405,11194.23649,652.4527027,179.9797297,2405.972973,9263.493243,1386.952703,125.3716216,3324.304054,184.9797297,471.2162162,148,16.53876132,12.44169963,0.658849038,0.886227545,0.578125,-1.040238996,1,0,0,1,1,1,1,0,0,0,0,1,0,1,0,0,0,0,0,0,1,0,0,0,B Cell,B Cells
+1984,44625.6,859.2,463.0181818,1118.381818,36585.05455,725.3636364,673.2181818,1638.472727,22424.89091,551.1454545,899.9636364,1808.890909,30976.2,1351.818182,3361.909091,3526.545455,10821.0,1365.818182,372.7454545,2471.545455,22067.61818,466.9454545,222.1272727,696.3090909,25310.78182,916.7636364,123.1818182,3173.563636,20494.96364,1521.363636,745.5454545,2802.854545,18036.10909,773.5636364,291.1454545,1880.0,14438.89091,1128.363636,429.7272727,1307.418182,10940.78182,696.0545455,168.5272727,2700.254545,9406.254545,1416.036364,562.6909091,3240.545455,623.7090909,468.3272727,55,11.00890685,6.580261213,0.801703755,0.901639344,0.654761905,-0.096820142,1,0,1,1,0,0,0,0,0,1,0,0,0,1,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+1985,35345.05,830.1833333,454.6666667,1090.85,30112.76667,692.1666667,813.2,1606.233333,18587.16667,517.0,642.1333333,1747.933333,24422.85,1264.683333,3535.583333,2507.266667,8747.35,1271.233333,432.95,2462.766667,17772.4,470.45,146.0333333,554.4333333,20917.3,476.6833333,122.15,2273.883333,16726.05,1809.0,678.5666667,2802.283333,14686.75,670.7333333,281.0166667,1703.516667,11823.18333,1157.033333,421.4166667,1309.916667,8525.983333,654.8666667,160.5166667,2599.216667,7587.35,1349.066667,207.65,3208.95,753.75,467.0,60,9.704216226,8.455462974,0.490717942,0.923076923,0.6,-0.863622684,1,0,0,1,0,1,0,0,0,0,0,0,0,1,0,1,0,0,0,0,1,0,0,0,Macrophage,Other Cells
+1986,30855.43519,834.9444444,525.2314815,1068.175926,24636.59259,663.3611111,640.462963,1574.981481,13894.9537,491.462963,804.3518519,1715.055556,19262.81481,1192.138889,5721.564815,3626.425926,7039.416667,1212.083333,336.5740741,2441.453704,13739.52778,511.1203704,448.0185185,622.1944444,16634.31481,686.2777778,123.6296296,5219.611111,13169.98148,1627.907407,632.0555556,2808.898148,11222.37037,825.1574074,254.0648148,2337.101852,9262.462963,927.6203704,402.212963,1305.861111,6752.731481,715.3333333,164.1666667,5077.287037,5872.37037,1226.574074,252.5555556,3230.675926,796.6018519,468.1388889,108,12.68072318,10.92324263,0.507918148,0.955752212,0.755244755,1.049171182,1,0,1,1,0,0,0,0,1,1,0,1,0,0,0,0,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+1987,35949.73913,875.9275362,530.6231884,1093.442029,30961.47101,701.826087,777.0652174,1609.818841,17610.57246,547.8768116,1733.84058,1773.826087,25054.84783,1284.028986,6127.050725,3178.492754,9056.326087,1279.971014,387.9347826,2986.202899,17557.16667,482.0507246,1191.615942,1030.471014,21112.98551,542.7681159,186.057971,2614.195652,16450.36957,1944.326087,598.6666667,2812.181159,13640.28261,643.2173913,276.3478261,4078.34058,11363.51449,1382.043478,421.4347826,1361.231884,7971.376812,977.0434783,165.9130435,3299.268116,6803.086957,1294.623188,1058.173913,3255.376812,829.2681159,471.0507246,138,15.80079236,12.22192696,0.633795213,0.8625,0.616071429,-0.028775292,1,0,1,1,0,0,1,0,1,1,1,0,1,0,1,1,0,1,1,0,1,0,1,0,Regulatory T Cell,T Cells
+1988,48706.875,924.3295455,595.2954545,1154.795455,30375.0625,608.7102273,453.8295455,1587.971591,15690.11364,486.8068182,1140.267045,1788.085227,21021.80682,1150.9375,10381.96023,5250.232955,8393.443182,1227.130682,337.1363636,2453.625,16462.61932,380.2784091,120.3920455,578.6875,19345.59659,374.1306818,246.8806818,6939.676136,14890.01705,1630.403409,738.2897727,2858.994318,12807.73295,554.7215909,270.2840909,2919.085227,9274.039773,851.1022727,405.7102273,1292.886364,7488.4375,593.8920455,169.2727273,3598.636364,6095.676136,1203.369318,169.4261364,3280.340909,232.3522727,472.6875,176,20.33676479,12.42631946,0.791609487,0.822429907,0.514619883,-1.047786744,0,0,1,1,0,0,0,0,0,0,1,1,0,1,1,0,0,0,0,0,1,0,0,0,T Cell,T Cells
+1989,44332.36986,859.2328767,614.369863,1107.972603,38996.45205,665.2054795,604.0136986,1664.890411,20476.78082,539.109589,864.1780822,1785.630137,28038.9589,1242.739726,10373.49315,6513.493151,10353.05479,1334.794521,360.739726,3618.506849,20771.10959,427.1643836,136.3150685,675.1232877,25427.94521,407.6849315,131.3287671,11675.41096,19289.46575,1753.726027,956.4246575,2835.808219,16397.68493,592.6027397,275.6575342,3533.191781,11981.17808,915.1780822,437.9863014,1339.219178,9667.493151,619.1780822,173.4246575,4938.739726,8062.780822,1291.191781,178.0821918,3298.726027,244.3561644,470.8493151,73,11.70805548,8.383431118,0.698059683,0.948051948,0.623931624,-0.082677793,1,0,1,1,0,0,1,0,0,0,0,1,0,1,1,0,0,0,0,0,1,0,0,0,T Cell,T Cells
+1990,29325.87097,928.516129,560.9225806,1116.277419,24372.74839,716.4516129,603.4709677,1619.922581,14403.08387,552.3548387,755.6,1781.16129,19639.34839,1376.903226,4841.16129,3191.741935,7117.916129,1658.483871,379.8387097,2586.780645,13865.50968,521.9032258,434.6774194,713.3290323,16192.44516,485.3677419,142.0709677,4583.741935,12620.91613,1763.987097,767.6322581,2822.116129,11224.43226,666.1870968,295.1354839,2370.387097,8826.658065,1056.135484,463.0064516,1356.76129,6992.883871,745.8645161,183.2645161,5597.916129,6142.16129,1396.174194,168.9032258,3269.567742,535.2516129,471.5806452,155,17.56474548,12.08203693,0.725846024,0.895953757,0.60546875,-0.839945381,1,0,0,1,1,0,0,0,1,0,0,0,0,1,0,0,0,1,0,1,1,0,0,0,Macrophage,Other Cells
+1991,24812.74157,816.5842697,476.3370787,1061.202247,20953.95506,670.2921348,619.0449438,1499.393258,12232.95506,510.2247191,615.9213483,1750.393258,16957.69663,1281.460674,5394.325843,2647.269663,6195.202247,1266.797753,338.9101124,2443.719101,12242.44944,448.494382,379.3932584,667.1797753,14089.35955,399.8988764,118.8539326,3477.685393,11067.41573,1611.247191,781.494382,2786.573034,9681.0,717.505618,261.9101124,2071.977528,7752.146067,1028.674157,398.7752809,1303.955056,6267.258427,732.8089888,162.7752809,4783.292135,5378.696629,1342.898876,408.6629213,3255.775281,605.1011236,469.0224719,89,13.28741883,8.913617714,0.741609897,0.908163265,0.674242424,0.807747086,1,0,0,1,0,0,0,0,1,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,Dendritic Cell,Other Cells
+1992,38416.88462,864.7307692,489.8230769,1098.292308,33006.86154,708.8461538,535.2307692,1567.576923,18912.08462,544.0,1557.392308,1736.753846,27571.30769,1324.530769,4049.238462,3412.169231,9582.269231,1294.853846,370.5615385,2555.569231,19179.55385,464.9076923,176.5076923,945.0923077,22633.75385,517.1153846,186.2538462,2226.630769,17682.67692,1848.730769,608.2923077,2801.276923,15624.66154,685.2230769,283.0846154,1815.084615,12749.73077,1297.284615,427.6461538,1301.315385,9286.676923,641.6230769,162.7307692,2704.184615,7923.423077,1366.653846,616.3076923,3236.630769,759.9538462,472.6692308,130,17.83326397,9.611175581,0.842339983,0.921985816,0.637254902,-0.411392513,1,0,1,1,0,0,0,0,0,0,1,0,1,0,0,1,0,0,0,0,1,0,1,0,Regulatory T Cell,T Cells
+1993,40718.85227,904.3181818,501.2159091,1121.806818,32500.17045,737.3295455,738.5,1616.431818,19279.375,566.7159091,2143.306818,1883.545455,26945.22727,1336.602273,4005.375,5090.909091,9628.795455,1314.284091,368.75,2825.931818,19205.73864,487.4204545,370.1022727,1834.534091,22574.78409,479.0795455,250.7954545,2151.125,17702.06818,2239.204545,730.7386364,2827.556818,15631.63636,634.2840909,288.6136364,1908.443182,12647.90909,1599.431818,436.0340909,1312.272727,9062.534091,705.125,167.7272727,2688.045455,7824.534091,1381.636364,435.8636364,3208.261364,770.4659091,468.7272727,88,12.96422663,9.253606919,0.700369885,0.88,0.727272727,0.581821903,1,0,1,1,0,0,1,0,1,0,1,0,1,1,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+1994,35353.12088,832.9010989,623.6813187,1123.21978,31049.52747,687.4835165,606.7142857,1673.197802,19296.56044,548.4945055,761.2197802,1812.417582,27794.01099,1337.32967,9275.263736,4288.384615,9707.252747,1296.263736,368.0989011,2482.142857,19187.12088,485.6263736,615.8571429,742.5604396,23025.17582,519.1538462,152.3076923,6114.747253,17752.98901,1802.186813,911.021978,2827.296703,14939.89011,751.7142857,284.4945055,2734.582418,12328.05495,997.978022,420.2637363,1319.89011,8863.450549,801.6923077,168.8241758,4541.395604,7376.406593,1352.483516,1143.989011,3328.428571,812.2527473,469.9120879,91,14.26849768,9.018323156,0.774932227,0.892156863,0.5,1.000412192,1,0,0,1,0,0,0,0,1,0,0,1,0,1,0,0,0,0,1,0,1,0,1,0,B Cell,B Cells
+1995,20153.27397,679.3561644,446.5547945,1036.873288,12441.44521,477.5171233,435.1609589,1293.688356,5791.506849,359.130137,833.3253425,1669.133562,9069.308219,890.9452055,4291.835616,1664.804795,3343.215753,944.3116438,261.5547945,3544.195205,5878.695205,727.0376712,1283.544521,673.7226027,7193.671233,326.239726,98.08561644,3299.993151,5610.246575,1445.246575,512.4041096,2799.582192,4451.369863,466.2157534,195.0684932,5378.616438,3403.65411,791.1815068,320.4417808,1303.400685,1895.626712,843.760274,128.9417808,2222.003425,1796.14726,867.8561644,185.2910959,2977.969178,1034.071918,472.1883562,292,23.49114657,15.94366837,0.734406687,0.966887417,0.746803069,-1.269134799,0,0,1,0,0,0,1,0,1,0,0,0,0,0,1,0,0,0,1,0,1,0,0,0,T Cell,T Cells
+1996,34110.2766,890.9148936,555.1276596,1091.170213,29623.40426,770.4042553,709.8297872,1616.978723,17717.7234,565.5957447,998.4042553,1887.787234,23618.55319,1309.297872,9966.085106,5679.12766,8581.680851,1337.978723,372.1914894,2411.787234,16224.82979,394.2765957,278.7446809,1015.382979,20989.29787,445.5319149,179.4468085,5389.659574,16297.40426,1856.212766,867.9787234,2801.425532,14052.82979,625.893617,295.893617,1975.957447,10976.17021,952.7446809,454.2978723,1303.106383,8523.808511,673.9148936,192.2553191,6356.638298,7728.06383,1379.787234,392.5531915,3386.361702,325.9148936,469.5531915,47,8.865691882,7.342969401,0.56036541,0.87037037,0.652777778,0.365709532,1,0,1,1,0,0,0,0,0,0,1,1,1,1,0,0,0,0,0,1,1,0,0,1,Regulatory T Cell,T Cells
+1997,37355.63918,879.185567,568.6907216,1131.134021,33221.1134,722.8865979,843.7731959,1631.030928,18398.87629,564.2783505,947.4226804,1795.773196,26250.52577,1361.680412,3058.969072,3164.268041,9238.391753,1446.319588,382.6701031,2608.938144,18503.57732,1171.206186,426.3608247,709.8762887,22359.15464,457.3505155,260.0824742,3944.649485,17193.3299,1897.989691,814.0721649,2828.309278,15036.59794,822.1752577,309.0206186,1663.453608,12146.17526,1230.453608,466.1649485,1320.309278,9379.42268,751.6185567,179.7319588,5298.092784,8242.134021,1411.907216,233.2268041,3349.134021,467.9175258,470.2989691,97,13.34829115,9.82714766,0.676752975,0.923809524,0.746153846,-1.302137591,1,0,1,1,0,0,0,1,1,0,1,0,1,1,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+1998,30190.16129,974.1505376,517.5376344,1083.774194,25949.24731,744.4193548,668.7311828,1552.634409,15199.21505,579.3225806,440.0430108,1751.053763,21192.5914,1402.387097,3680.860215,2400.032258,7095.903226,1333.645161,358.6129032,2408.075269,12756.29032,860.0,402.688172,472.2903226,15001.74194,421.344086,122.5591398,2468.430108,11920.80645,1461.623656,714.9892473,2821.010753,10566.41935,616.172043,285.6989247,1910.408602,8363.505376,866.1075269,438.8494624,1319.27957,6677.924731,731.6129032,173.516129,3482.591398,5889.129032,1369.602151,186.0537634,3264.580645,575.2365591,471.0752688,93,13.03601979,9.580493484,0.678148674,0.920792079,0.510989011,-0.665739174,1,0,0,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,Dendritic Cell,Other Cells
+1999,24428.53623,770.0434783,582.0434783,1074.536232,20757.01449,607.826087,769.3333333,1693.275362,11028.24638,472.9565217,502.3913043,1812.956522,15955.73913,1155.57971,11135.63768,4135.565217,5663.086957,1160.84058,330.2608696,2609.449275,11011.0,2070.202899,147.6666667,488.2608696,13109.26087,446.4202899,125.4927536,13785.37681,10599.56522,1379.478261,911.9710145,2793.15942,8876.985507,642.9275362,259.115942,13764.52174,7218.014493,827.7971014,398.2608696,1299.536232,4873.15942,607.1449275,154.8405797,4147.753623,4359.202899,1162.695652,192.8985507,3326.971014,903.8405797,468.8985507,69,10.46406421,8.414369665,0.594466189,0.958333333,0.766666667,0.909383046,0,0,0,1,0,0,0,1,0,0,0,1,0,1,1,0,0,0,0,0,1,0,0,0,B Cell,B Cells
+2000,40183.60256,884.6089744,543.3461538,1106.532051,33771.86538,733.1858974,648.2628205,1576.403846,19881.35256,572.1730769,584.2435897,1770.378205,27330.60897,1382.141026,3546.711538,3316.641026,9535.833333,1557.673077,385.1282051,2445.192308,18833.48718,504.4230769,295.9615385,532.0769231,22288.27564,443.3910256,153.0128205,3428.852564,17592.78846,1627.596154,917.9615385,2823.576923,15605.03846,652.0128205,303.2628205,2231.192308,12222.36538,988.974359,469.1602564,1341.25641,9453.147436,730.7051282,179.9679487,5316.615385,8395.192308,1427.397436,143.5128205,3199.942308,546.6538462,473.7692308,156,19.23908068,10.71836815,0.830435782,0.906976744,0.509803922,-0.757582046,1,0,0,1,1,0,0,0,0,0,0,0,0,1,0,0,1,1,0,0,1,0,0,0,Macrophage,Other Cells
+2001,29819.20988,822.9135802,479.7283951,1071.617284,26597.98765,698.9382716,617.0864198,1551.358025,14809.58025,524.7160494,1298.37037,1797.790123,21781.62963,1325.320988,6246.728395,4329.222222,7638.777778,1275.987654,345.5185185,2589.098765,15157.14815,446.6419753,310.6049383,814.5555556,17805.0,446.3333333,122.1728395,4338.037037,13675.87654,1813.160494,919.7283951,2790.320988,11861.95062,703.617284,269.5555556,2443.851852,9584.654321,1390.0,401.5185185,1297.790123,7637.246914,717.3950617,162.5802469,5301.382716,6572.012346,1363.728395,485.0493827,3172.481481,615.1358025,470.7407407,81,12.61395889,8.928328459,0.706399509,0.852631579,0.613636364,-0.717959387,1,0,1,1,0,0,0,0,1,0,0,0,0,1,0,1,0,0,0,0,1,0,0,0,T Cell,T Cells
+2002,44222.52174,821.7608696,507.2608696,1083.630435,36389.56522,711.6086957,744.0,1587.434783,21896.3913,524.6086957,1157.347826,1784.23913,30636.71739,1285.5,4933.108696,3272.913043,10874.52174,1285.304348,452.6521739,2588.456522,21638.0,463.8478261,880.2391304,1325.304348,25886.1087,396.2173913,136.5434783,4056.347826,20774.06522,2160.978261,797.9347826,2786.0,17383.82609,617.6521739,278.3478261,2237.021739,14354.71739,1078.717391,425.5652174,1331.608696,9881.586957,852.6304348,163.7173913,3601.978261,8765.021739,1301.369565,591.2173913,3268.76087,820.7608696,469.2608696,46,10.34751863,6.963497313,0.739676134,0.807017544,0.511111111,-0.132961873,1,0,1,1,0,1,0,0,1,0,0,0,1,1,0,0,0,0,1,0,1,0,0,0,Helper T Cell,T Cells
+2003,23104.50838,743.3519553,516.8435754,1073.413408,19940.56425,602.0837989,482.8715084,1675.324022,10376.37989,459.1117318,594.698324,1754.564246,15228.62011,1123.659218,5778.519553,3674.407821,5632.664804,1159.424581,328.0558659,2922.324022,10737.4581,3319.022346,1303.22905,494.9832402,12627.17318,432.1396648,118.9888268,6023.536313,10291.48603,1504.26257,743.0558659,2801.547486,8331.128492,590.8324022,257.7094972,11311.77654,6867.486034,805.2346369,382.972067,1323.469274,4624.251397,951.122905,153.8994413,4023.324022,4101.916201,1157.899441,191.5363128,3214.26257,948.0446927,472.2402235,179,17.61561105,13.28576334,0.656640244,0.957219251,0.662962963,-1.461076067,0,0,0,1,0,0,1,1,1,0,0,1,0,1,1,0,0,0,1,0,1,0,0,0,B Cell,B Cells
+2004,27841.10938,780.953125,500.625,1100.96875,24380.90625,626.5,772.359375,1726.984375,12460.48438,471.578125,530.359375,1756.9375,18668.01563,1170.5,4918.515625,2784.234375,6767.125,1170.59375,340.265625,2704.1875,12682.4375,6576.484375,156.75,486.1875,15001.15625,468.796875,119.390625,6843.5625,12275.0625,1473.609375,650.21875,2806.75,9823.6875,695.75,256.78125,10826.51563,8004.109375,789.03125,402.8125,1293.75,5296.65625,646.25,147.09375,2724.0,4713.53125,1168.90625,143.25,3295.578125,961.0,470.84375,64,12.2355773,7.409454978,0.795794752,0.820512821,0.533333333,0.332480148,1,0,0,1,0,0,1,1,0,0,0,1,0,0,1,0,0,0,0,0,1,0,0,0,B Cell,B Cells
+2005,27079.67568,969.6666667,573.2882883,1108.189189,24458.11712,759.0540541,845.8738739,1567.36036,13007.0,574.3603604,1667.774775,1795.108108,18252.81982,1390.855856,4565.513514,3732.927928,6621.108108,1383.594595,377.027027,2892.576577,12438.25225,1153.189189,704.2792793,1438.711712,14177.1982,485.8198198,195.6306306,3663.783784,10797.82883,2294.0,816.5225225,2825.540541,9622.234234,817.6756757,296.5405405,1662.297297,7676.36036,1460.135135,475.0540541,1448.648649,6099.387387,824.5585586,184.5135135,7498.0,5118.081081,1430.414414,525.6936937,3220.234234,423.7927928,472.6486486,111,14.65943394,10.06408078,0.727105368,0.932773109,0.711538462,-0.960849058,1,0,1,1,0,0,1,1,1,0,1,0,1,1,0,1,1,1,1,1,1,0,0,0,Regulatory T Cell,T Cells
+2006,16558.91765,756.6352941,460.8588235,1040.670588,14887.43529,634.6588235,535.5529412,1444.976471,7816.258824,519.9529412,943.8352941,1810.482353,12336.31765,1202.917647,5607.623529,3632.411765,4312.458824,1343.505882,302.9176471,2503.858824,8478.694118,488.8235294,1002.541176,742.4705882,9830.447059,812.0941176,117.8588235,2237.505882,7598.505882,1727.717647,819.2,2794.058824,6658.047059,928.6941176,237.0705882,1744.211765,5509.011765,1154.811765,372.4823529,1287.388235,4512.552941,877.2,145.1764706,3278.482353,3724.435294,1228.105882,1023.752941,3136.317647,630.0352941,472.4470588,85,15.22993134,8.54240315,0.827886467,0.745614035,0.467032967,-0.449150235,1,0,1,1,0,0,0,0,1,1,0,0,0,1,0,1,0,0,1,0,1,0,1,0,Cytotoxic T Cell,T Cells
+2007,25891.40217,790.9673913,515.3695652,1090.597826,23512.56522,664.5217391,1087.184783,1619.532609,12530.5,502.8586957,2199.184783,1812.326087,17959.23913,1209.108696,7938.608696,2867.967391,6563.217391,1185.967391,335.0978261,4520.978261,12916.68478,1570.445652,500.6956522,1893.01087,15930.17391,434.7826087,121.7065217,4167.456522,12252.03261,2301.695652,604.0652174,2815.5,10285.54348,712.9130435,265.1847826,6633.576087,8633.554348,1200.217391,402.3913043,1339.076087,5941.826087,741.3152174,156.4456522,3672.26087,5240.48913,1232.445652,478.8695652,3312.108696,857.2717391,473.1086957,92,12.14061994,11.01461727,0.420584694,0.867924528,0.505494505,-1.381418264,1,0,1,1,0,0,1,1,1,0,0,0,1,0,1,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
+2008,14293.30952,639.9166667,503.4404762,1010.583333,9233.392857,485.297619,516.3452381,1417.511905,4621.083333,389.6785714,900.702381,1710.392857,7664.488095,965.3333333,7902.654762,3536.892857,2775.833333,988.702381,268.2619048,5406.369048,5026.047619,599.0357143,180.0,673.5714286,6052.369048,344.3928571,104.4404762,12076.40476,5060.357143,1626.880952,648.1785714,2782.178571,4096.47619,502.3333333,209.047619,10780.71429,3240.642857,819.3928571,335.9642857,1316.630952,1947.654762,696.1190476,133.202381,3355.214286,1924.178571,957.0357143,228.7738095,3021.464286,1017.238095,472.1904762,84,12.03965777,9.020456548,0.662311429,0.965517241,0.636363636,-0.992395686,0,0,1,1,0,0,1,0,0,0,0,1,0,0,1,0,0,0,0,0,1,0,0,0,T Cell,T Cells
+2009,55731.88345,955.8275058,544.5897436,1167.340326,18868.36597,490.5827506,251.0839161,1367.972028,7701.668998,373.4522145,325.4498834,1617.219114,13211.02331,946.5897436,4470.39627,1967.629371,4846.801865,980.6223776,273.5058275,2377.310023,8874.25641,331.9417249,90.13752914,389.6550117,10528.54312,356.0932401,101.2144522,3318.34965,8034.249417,1164.543124,476.1002331,2801.748252,6228.365967,467.3613054,196.2773893,1415.321678,4174.993007,619.020979,320.5081585,1255.386946,1968.818182,497.8671329,127.6689977,870.6410256,2121.634033,877.1375291,100.4731935,2967.431235,1100.104895,480.3473193,429,26.77399406,21.06451446,0.617268217,0.926565875,0.696428571,-0.359667298,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Unknown,Other Cells
+2010,39204.2967,1008.395604,523.3516484,1152.21978,34547.87912,832.2857143,634.1428571,1799.263736,19605.69231,609.2637363,681.2747253,1812.274725,27841.25275,1464.296703,4488.615385,3268.912088,9754.087912,1499.923077,408.8021978,2487.824176,19572.73626,551.6043956,298.8021978,564.6923077,22819.04396,647.4505495,155.021978,3131.43956,17405.24176,2320.967033,804.978022,2830.296703,15494.89011,690.0879121,333.5274725,2018.076923,12394.96703,1138.043956,512.2417582,1322.131868,9546.417582,891.2747253,193.8351648,4553.604396,8412.989011,1542.054945,238.3516484,3300.846154,435.4065934,473.1428571,91,14.07559964,9.03499573,0.766796192,0.875,0.541666667,-1.232765327,1,0,0,1,1,1,0,0,0,1,0,0,1,1,0,1,1,0,1,1,1,1,0,0,Macrophage,Other Cells
+2011,18952.78333,988.4666667,542.2166667,1033.416667,16415.25,666.9,432.8833333,1378.866667,9124.15,554.45,609.2333333,1762.533333,13136.25,1280.666667,2872.533333,2102.083333,4721.966667,1324.416667,336.5333333,2755.933333,8630.716667,379.8166667,201.2666667,524.4333333,10314.88333,389.65,124.1833333,2013.033333,7794.766667,1608.4,695.05,2789.866667,6831.15,708.3833333,236.85,1387.216667,5455.016667,845.45,406.7,1356.733333,4712.416667,629.5666667,157.2,3333.283333,4180.933333,1240.0,145.65,3342.133333,517.75,471.2333333,60,11.88075924,7.167736658,0.797509582,0.895522388,0.625,1.41533001,1,0,0,1,0,0,1,0,0,0,0,0,0,1,0,0,0,1,0,0,1,0,0,0,Activated T/B Cell,Other Cells
+2012,20625.0,796.7103448,680.1931034,1083.551724,18499.22759,647.0137931,564.4758621,1554.4,10369.52414,502.6827586,516.7862069,1740.903448,15659.53793,1241.386207,4982.006897,3271.972414,5473.731034,1230.8,344.4137931,2416.131034,10719.28276,609.3103448,152.462069,474.7655172,12996.48276,438.6068966,116.3931034,3896.151724,9957.682759,1407.206897,611.1103448,2781.151724,8614.6,1294.282759,248.0689655,1921.675862,7180.944828,896.9103448,394.8137931,1295.158621,5540.137931,658.4206897,158.2482759,5113.096552,4808.089655,1326.241379,2627.462069,3238.862069,718.8896552,474.2413793,145,15.52960934,12.0192685,0.633236689,0.973154362,0.69047619,1.176466883,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Unknown,Other Cells
+2013,31545.5812,841.8376068,498.6581197,1085.008547,27343.63248,695.5982906,523.4102564,1581.649573,16409.07692,540.7264957,742.6495726,1796.478632,22693.15385,1350.358974,8018.435897,3929.965812,8041.017094,1298.735043,352.5470085,2422.470085,16235.00855,490.8034188,129.034188,863.3931624,19535.44444,427.3675214,166.1196581,4446.410256,14841.23077,1710.803419,775.965812,2792.931624,12983.42735,733.0769231,283.2393162,2246.358974,10332.99145,919.1880342,415.7264957,1301.444444,7993.846154,647.0598291,162.3931624,5010.418803,6829.923077,1382.059829,739.1025641,3205.470085,651.6581197,475.025641,117,18.80992953,9.28181398,0.869772528,0.8125,0.541666667,1.453213897,1,0,0,1,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,1,0,1,0,Activated APC,Other Cells
+2014,35947.50962,891.3653846,482.2307692,1109.634615,30390.26923,692.0384615,705.6923077,1602.230769,18004.52885,531.0576923,798.625,1772.028846,25106.58654,1312.778846,5309.451923,3372.769231,8863.355769,1309.144231,352.3942308,2498.192308,17975.69231,482.5288462,131.3942308,1135.259615,21371.76923,510.6346154,124.1442308,3102.884615,16352.65385,1702.413462,730.1826923,2809.471154,14323.97115,653.8269231,283.8942308,1828.894231,11356.05769,1307.615385,412.2211538,1301.538462,8678.134615,640.1634615,161.875,3539.538462,7479.586538,1354.740385,282.2211538,3225.480769,669.7115385,476.2884615,104,16.72461617,8.214051742,0.871083221,0.912280702,0.65,0.24748617,1,0,1,1,0,0,0,0,0,0,0,0,0,1,0,1,0,0,0,0,1,0,0,0,T Cell,T Cells
+2015,30693.65432,892.8518519,492.5925926,1073.876543,26884.97531,658.9753086,836.7530864,1518.049383,14838.96296,524.2469136,1489.938272,1835.82716,21865.45679,1245.901235,6789.987654,4050.444444,7719.654321,1285.049383,333.5185185,2615.54321,15583.34568,700.4074074,136.6296296,2188.814815,18926.45679,438.037037,125.7777778,2896.148148,13990.46914,2417.802469,749.4938272,2798.061728,12045.04938,633.6790123,256.654321,1736.481481,9844.259259,1705.493827,395.3950617,1300.012346,7807.037037,622.3333333,157.7160494,3318.802469,6589.851852,1302.111111,321.8024691,3189.777778,677.5185185,475.5802469,81,15.13377836,8.737374553,0.816502022,0.723214286,0.490909091,0.295932632,1,0,1,1,0,0,0,0,0,0,0,0,1,1,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
+2016,29184.76471,828.2352941,610.1617647,1089.5,25403.0,681.3088235,643.9411765,1587.102941,14567.64706,534.5,429.1470588,1763.779412,20568.89706,1256.382353,6328.338235,3401.588235,7496.102941,1273.470588,341.1029412,2413.808824,15008.73529,476.8676471,816.7352941,470.4264706,18031.82353,440.6323529,122.75,3710.058824,13801.92647,1503.294118,773.2352941,2792.941176,11906.54412,800.2352941,263.3823529,2609.191176,9711.426471,860.6029412,404.6617647,1303.220588,7436.338235,922.8970588,161.2941176,4920.073529,6500.029412,1325.808824,167.3235294,3297.161765,693.5,473.1176471,68,12.44187578,8.347703652,0.741515168,0.829268293,0.566666667,0.45141803,1,0,0,1,0,0,0,0,1,0,0,0,0,1,0,0,0,0,1,0,1,0,0,0,Dendritic Cell,Other Cells
+2017,27318.0339,762.5423729,643.5762712,1099.838983,23140.27119,623.9152542,607.0847458,1709.762712,12367.30508,467.1525424,567.5762712,1787.70339,18278.68644,1144.745763,6384.008475,3284.440678,6560.101695,1190.991525,331.1440678,3104.364407,12819.52542,4529.864407,699.4661017,467.8983051,14821.61864,428.3813559,117.8728814,5238.508475,12251.66102,1469.237288,772.7711864,2798.567797,10154.05932,575.7881356,256.4661017,8496.466102,8276.262712,912.7372881,395.0338983,1318.0,5731.779661,750.0423729,152.9745763,3524.508475,5014.661017,1192.372881,190.0423729,3290.101695,916.5338983,473.2457627,118,16.13230273,9.416068135,0.811985309,0.967213115,0.694117647,-1.416242588,1,0,0,1,0,0,1,1,1,0,0,1,0,1,1,0,0,0,0,0,1,0,0,0,B Cell,B Cells
+2018,20184.32407,690.1203704,483.1944444,1053.101852,16997.41667,569.462963,645.9722222,1550.87037,8765.342593,434.9074074,1145.888889,1780.805556,12864.75,1071.259259,7541.574074,4122.842593,4856.046296,1093.157407,310.6944444,4372.75,8967.388889,1900.611111,230.2314815,895.1851852,10790.83333,395.3333333,110.3240741,5309.87963,8864.453704,1714.62037,650.9166667,2790.212963,7133.361111,612.0462963,234.6574074,11179.13889,5783.592593,993.8518519,371.3888889,1328.268519,3626.435185,623.6203704,154.4537037,4761.648148,3379.62037,1088.305556,275.2685185,3166.712963,981.712963,474.8055556,108,12.34879263,11.81143785,0.291780722,0.87804878,0.593406593,0.068363451,0,0,1,1,0,0,1,1,0,0,0,1,0,0,1,0,0,0,0,0,1,0,0,0,T Cell,T Cells
+2019,55092.61538,940.8791209,603.3076923,1181.43956,43752.27473,721.6703297,416.2747253,1813.296703,22443.32967,557.3516484,656.8571429,1803.593407,30650.10989,1306.571429,11100.36264,6485.67033,11959.71429,1418.67033,385.2307692,2482.78022,22828.32967,432.4505495,133.2527473,501.8131868,27214.3956,584.7142857,138.7912088,9075.054945,21344.92308,1521.087912,728.2307692,2828.362637,17883.26374,616.8351648,317.7362637,4764.868132,11781.58242,853.7692308,442.978022,1315.131868,9421.615385,640.5384615,183.8791209,3885.659341,7860.120879,1332.571429,154.9120879,3333.824176,203.2857143,474.6813187,91,12.92270234,9.037539099,0.714775816,0.968085106,0.7,-1.111881795,1,0,0,1,0,0,0,0,0,1,0,1,0,1,1,0,0,0,0,1,1,0,0,0,B Cell,B Cells
+2020,25805.79381,1221.061856,551.4329897,1049.154639,25584.70103,773.2061856,432.1237113,1389.381443,15480.85567,656.4845361,486.1752577,1747.649485,21081.39175,1405.958763,4363.268041,2182.226804,6978.56701,1367.391753,369.1237113,2370.515464,12708.86598,419.3917526,367.9381443,406.3505155,15768.93814,389.7216495,125.4845361,3464.979381,12005.47423,1465.154639,650.2061856,2799.680412,10508.68041,599.5876289,267.4020619,1225.268041,8043.360825,798.8969072,413.4639175,1297.371134,6364.690722,665.814433,164.9690722,1717.443299,5753.989691,1257.597938,120.7319588,3647.804124,372.5979381,476.3505155,97,13.2101271,10.17334781,0.637902264,0.866071429,0.532967033,-1.023358666,1,1,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,NK Cell,Other Cells
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+2040,20800.3253,1246.975904,552.8072289,1053.289157,18792.15663,746.7590361,595.1084337,1428.891566,9984.445783,605.9879518,686.3012048,1781.795181,13547.84337,1299.650602,4693.26506,2211.795181,4864.445783,1392.73494,366.2891566,2406.409639,10377.81928,1235.891566,1603.13253,528.6746988,11633.31325,424.2409639,152.1686747,2908.722892,8894.638554,2476.108434,722.7951807,2797.73494,7880.746988,931.0843373,268.0843373,1370.180723,6174.445783,855.5421687,423.3373494,1345.012048,4982.843373,964.8915663,169.4698795,3281.168675,4340.674699,1259.373494,160.2650602,3518.180723,395.7108434,477.5783133,83,11.28130866,9.590143976,0.526635106,0.943181818,0.691666667,1.345446557,1,0,0,1,0,0,0,1,1,0,0,0,1,1,0,0,0,1,1,0,1,0,0,1,NK Cell,Other Cells
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+2043,22515.66038,921.0754717,510.4025157,1078.628931,15854.67296,617.3459119,459.6540881,1459.874214,8523.899371,505.163522,488.9874214,1753.748428,12503.39623,1215.591195,2078.27044,1789.830189,4467.949686,1303.358491,333.6540881,2466.358491,8999.402516,406.836478,326.4025157,483.6540881,10149.47799,409.6918239,118.6289308,2296.805031,8022.528302,1415.691824,688.8993711,2922.930818,7050.377358,1158.238994,256.5283019,1710.496855,5743.427673,810.6352201,425.9559748,1332.660377,4747.056604,669.1383648,171.8490566,3495.566038,3945.90566,1258.188679,1307.301887,3204.823899,500.6981132,480.4150943,159,15.59223114,13.93653663,0.448440163,0.883333333,0.6625,-0.201063991,1,0,0,0,0,0,0,0,1,0,0,0,0,1,0,0,0,0,0,0,1,0,1,0,Dendritic Cell,Other Cells
+2044,32458.2518,799.2482014,464.0251799,1071.744604,27416.24101,721.1654676,752.0215827,1533.442446,15859.63309,526.7589928,2100.820144,1837.402878,22657.33453,1236.809353,4873.179856,3509.23741,7984.503597,1241.881295,341.7589928,3035.395683,15852.55036,559.3057554,558.3021583,1900.820144,18646.94964,451.5251799,520.1978417,2071.543165,14472.97122,2158.730216,624.2446043,2804.23741,12602.44245,633.3776978,259.1726619,1752.028777,10246.94245,1285.151079,399.4496403,1327.953237,7438.55036,754.0179856,156.5359712,3699.705036,6484.003597,1248.478417,287.4676259,3191.248201,776.1366906,482.057554,278,26.81643639,13.59041767,0.862067002,0.879746835,0.594017094,1.108656744,1,0,1,1,0,0,1,0,1,0,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+2045,17886.36364,699.9225589,511.026936,1063.478114,14911.01684,566.7407407,503.962963,1563.212121,7451.700337,424.7441077,726.5993266,1735.804714,11381.79461,1053.754209,6800.703704,3187.892256,4181.511785,1086.030303,307.2626263,4329.653199,7780.851852,4368.707071,1084.427609,610.7104377,9255.333333,414.6498316,113.9023569,7671.771044,7615.309764,1578.993266,677.7609428,2831.016835,6143.468013,578.2996633,231.8855219,10794.91246,4892.545455,981.1818182,359.6599327,1328.441077,3009.919192,860.6060606,146.7474747,4492.188552,2795.925926,1045.013468,204.8787879,3207.053872,997.6734007,480.3265993,297,25.04324256,15.53344694,0.784392329,0.933962264,0.6875,-1.536520443,0,0,0,1,0,0,1,1,1,0,0,1,0,1,1,0,0,0,1,0,1,0,0,0,B Cell,B Cells
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+2054,44907.56863,968.3921569,560.0784314,1112.627451,39201.23529,751.3529412,661.7058824,1701.784314,23258.35294,607.8823529,1590.980392,1837.352941,31420.01961,1375.333333,7995.686275,4643.490196,10923.54902,1427.254902,387.0980392,2460.588235,21716.7451,468.1764706,252.7647059,546.2745098,26521.07843,529.8823529,142.4117647,5190.784314,20949.13725,1695.54902,864.8235294,2833.960784,18010.37255,650.5294118,319.627451,2036.705882,13990.54902,1528.980392,470.2156863,1311.45098,10799.47059,700.4901961,209.3921569,4640.705882,9621.568627,1440.568627,261.3921569,3361.117647,318.1568627,478.4117647,51,9.568318287,7.372950257,0.637369119,0.879310345,0.62962963,0.854756127,1,0,1,1,0,0,0,0,0,1,0,1,0,1,0,1,1,0,0,1,1,0,0,1,Cytotoxic T Cell,T Cells
+2055,20697.83333,917.6166667,516.925,1053.708333,17929.075,690.45,435.4416667,1475.2,10839.43333,559.9416667,505.1666667,1724.333333,15181.55833,1334.133333,4124.733333,2901.366667,5927.241667,1425.425,390.3083333,2394.766667,10840.225,493.6666667,1023.491667,490.4083333,10496.275,401.3333333,125.8583333,3734.925,8092.075,1518.291667,727.2916667,2812.541667,7178.933333,678.3666667,263.2,1677.333333,5639.033333,819.4833333,434.2666667,1347.025,4409.375,805.9666667,176.95,5319.783333,4109.808333,1346.333333,419.75,3247.191667,362.0333333,482.0833333,120,14.39122561,11.347411,0.615041026,0.930232558,0.612244898,-0.813238674,1,0,0,1,0,0,0,0,1,0,0,0,0,1,0,0,0,1,1,0,1,0,0,0,Dendritic Cell,Other Cells
+2056,35562.67045,845.8863636,495.1022727,1115.465909,30584.78409,697.4431818,471.9204545,1581.079545,17688.02273,538.375,414.9318182,1735.818182,25130.11364,1329.772727,4891.715909,3296.420455,8864.25,1309.602273,351.2727273,2382.772727,17917.69318,471.5454545,121.9659091,465.8522727,21420.56818,420.4772727,120.3977273,3426.534091,16070.07955,1417.920455,746.5909091,2822.840909,14061.60227,782.1704545,276.2954545,2294.840909,11236.5,825.8409091,411.9545455,1305.681818,8618.136364,650.8068182,162.2840909,4050.227273,7315.659091,1351.261364,611.9886364,3230.204545,661.6818182,480.9318182,88,11.37939963,10.63854716,0.35492364,0.897959184,0.564102564,-1.459428563,1,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,1,0,Activated APC,Other Cells
+2057,24901.48171,813.3902439,924.7317073,1164.591463,20538.18293,634.0731707,796.5670732,1762.609756,10901.94512,473.847561,907.5487805,1804.646341,16161.59756,1224.012195,5544.262195,2669.902439,5841.487805,1259.371951,339.9695122,5710.481707,11435.81707,486.6402439,307.2073171,815.0914634,13528.62195,419.445122,121.2134146,3507.72561,11308.64634,1570.341463,545.6036585,2823.835366,9157.621951,569.9268293,266.0426829,8998.256098,7506.396341,1094.945122,406.0365854,1346.128049,5217.134146,674.2195122,155.902439,3564.134146,4668.567073,1215.04878,201.4817073,3234.707317,938.2439024,483.6463415,164,17.49957363,12.13268983,0.720636146,0.942528736,0.616541353,-0.057703852,1,0,1,1,0,0,1,0,1,0,0,0,0,0,1,0,0,1,0,0,1,0,0,0,T Cell,T Cells
+2058,23203.06303,768.7563025,568.3991597,1105.865546,13563.90756,469.6470588,399.9789916,1346.705882,5937.588235,369.6302521,846.2268908,1655.584034,9683.970588,939.0210084,5189.983193,2050.268908,3551.743697,967.4411765,285.2563025,3374.264706,6548.777311,321.3907563,803.092437,526.105042,7904.256303,300.2016807,99.87394958,3731.277311,6020.05042,1352.180672,498.3655462,2784.205882,4761.369748,473.697479,200.2016807,4069.869748,3454.714286,794.9033613,314.9957983,1286.819328,1796.483193,751.9705882,128.4495798,1631.151261,1834.731092,879.302521,146.8529412,3000.12605,1073.071429,482.5546218,238,18.81662404,16.18351416,0.510184974,0.975409836,0.734567901,0.822268003,0,0,1,0,0,0,1,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,T Cell,T Cells
+2059,54110.04082,945.8877551,590.877551,1180.153061,47097.89796,768.6530612,555.0306122,1949.357143,24904.20408,585.0102041,536.5,1808.163265,33665.31633,1387.612245,10723.97959,8668.346939,13455.36735,1466.510204,397.9693878,2451.602041,25180.30612,461.3163265,152.9285714,461.6836735,29931.91837,473.8979592,144.622449,8720.0,22366.32653,1538.091837,860.8979592,2828.459184,18611.69388,635.4081633,320.0306122,5602.632653,11534.21429,857.7142857,453.6428571,1316.561224,9525.806122,649.2346939,180.5,3006.714286,7748.489796,1367.153061,156.1326531,3334.418367,185.8367347,481.6836735,98,16.07864996,8.172910488,0.861175196,0.933333333,0.538461538,-0.776113094,1,0,0,1,1,0,0,0,0,0,0,1,0,1,1,0,0,0,0,0,1,0,0,0,B Cell,B Cells
+2060,47905.46825,921.6468254,540.9365079,1140.420635,43476.94444,748.6349206,909.0912698,1694.468254,23903.51984,599.1785714,1406.448413,1893.238095,32689.0119,1370.892857,7441.353175,6150.111111,12086.87698,1464.146825,392.6428571,2715.349206,24529.50397,480.1825397,145.3611111,1102.214286,29135.65476,1164.809524,138.9603175,3708.464286,22379.53175,1783.09127,782.952381,2832.539683,19979.28571,641.7579365,322.3809524,2047.015873,15367.4246,1384.630952,474.8134921,1308.809524,11934.54365,676.3492063,186.1984127,4441.357143,9953.011905,1444.031746,223.4444444,3351.468254,278.0515873,486.1269841,252,19.77468615,17.36885377,0.478040541,0.868965517,0.571428571,-0.14382948,1,0,1,1,1,0,1,0,0,1,0,0,0,1,0,1,1,0,0,1,1,0,0,0,Cytotoxic T Cell,T Cells
+2061,35671.19883,1122.923977,739.3216374,1178.05848,30445.66667,828.2280702,925.8479532,1750.116959,17032.82456,640.6725146,973.0760234,1834.157895,24338.61404,1472.035088,3079.982456,2773.093567,8044.614035,1460.005848,380.1520468,2523.54386,15741.10526,595.5789474,334.2865497,1003.71345,18265.88304,490.4678363,352.0409357,3084.859649,14346.05848,1933.637427,735.497076,2817.590643,12456.4152,782.1520468,299.1345029,1667.637427,9824.052632,1010.122807,466.251462,1327.918129,7646.22807,696.6374269,184.8830409,2499.754386,6603.929825,1404.906433,252.9473684,3415.269006,469.4502924,480.8011696,171,18.97616029,11.53101317,0.794198912,0.988439306,0.863636364,1.484137068,1,1,1,1,1,0,0,0,1,0,1,0,1,1,0,0,0,0,0,1,1,0,0,1,Regulatory T Cell,T Cells
+2062,35349.832,992.512,577.704,1081.144,29585.52,701.632,745.08,1545.248,17077.624,576.88,1400.488,1865.688,24052.792,1359.016,5518.6,3387.824,8390.184,1378.224,370.856,2660.68,14031.176,421.04,204.696,744.152,16839.624,418.992,124.184,2513.792,12904.112,1937.32,788.632,2828.096,11350.392,691.6,269.992,1474.168,9085.68,1066.984,430.096,1328.52,7300.992,649.216,171.832,2866.912,6324.744,1267.112,151.616,3307.92,518.44,481.608,125,16.35273102,10.6098051,0.760950986,0.868055556,0.558035714,-0.804005147,1,0,1,1,0,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
+2063,27122.52299,972.7068966,577.8045977,1092.758621,22302.67241,745.1724138,599.4195402,1515.04023,13319.81034,587.8505747,832.4712644,1744.034483,18103.6092,1388.91954,3854.741379,2307.425287,6360.706897,1396.844828,366.6551724,2496.844828,12509.03448,482.454023,574.3850575,623.5287356,14568.5977,940.591954,125.4655172,1513.350575,11499.25287,1851.321839,715.2183908,2794.925287,10202.6954,685.0747126,288.591954,1541.632184,8008.724138,1025.66092,443.5114943,1336.396552,6242.954023,993.1436782,171.5229885,3419.258621,5570.011494,1659.413793,308.0689655,3181.948276,563.9885057,483.4137931,174,18.46512902,12.19094498,0.751077147,0.956043956,0.602076125,-0.803514064,1,0,1,1,0,0,0,0,1,1,0,0,1,1,0,0,0,0,1,0,1,1,0,0,Helper T Cell,T Cells
+2064,22601.44068,914.0508475,575.4322034,1108.771186,19316.05932,732.940678,463.2033898,1587.347458,10676.48305,528.9830508,535.8898305,1741.618644,16004.74576,1404.669492,5275.601695,2720.610169,5703.559322,1300.949153,408.9067797,3145.355932,11325.16949,1108.372881,2220.474576,620.059322,13425.33051,430.279661,135.4152542,4115.40678,10819.36441,1880.923729,624.9152542,2792.271186,9265.525424,725.2711864,286.6440678,4606.915254,7525.686441,879.0508475,436.559322,1359.745763,5317.491525,1233.915254,175.2627119,3582.127119,4792.966102,1373.847458,231.6864407,3149.762712,873.5932203,483.559322,118,16.43834197,9.407487508,0.820051789,0.936507937,0.694117647,0.408816756,1,0,0,1,0,1,1,1,1,0,0,0,1,0,1,0,0,1,1,0,1,0,0,0,Follicular Dendritic Cell,B Cells
+2065,22763.00909,701.5,499.2590909,1066.709091,19543.80455,578.1727273,543.2909091,1514.0,10763.09545,449.1954545,508.9272727,1759.045455,15399.44545,1112.795455,5103.713636,2576.427273,5561.25,1116.954545,310.9045455,2833.795455,10749.35455,7563.377273,378.6681818,467.75,12709.84545,435.1,114.1590909,5561.790909,10330.40909,1442.945455,758.7318182,2780.504545,8740.690909,741.6590909,244.2863636,7657.118182,6967.886364,784.1363636,375.0681818,1308.759091,4889.759091,675.1863636,147.3772727,3047.936364,4224.286364,1134.454545,199.15,3154.104545,884.8409091,486.8363636,220,22.24619104,12.92428845,0.813927575,0.920502092,0.683229814,0.038474531,0,0,0,1,0,0,1,1,1,0,0,1,0,1,1,0,0,0,0,0,1,0,0,0,B Cell,B Cells
+2066,33481.70833,878.8680556,609.6944444,1138.194444,20099.625,608.1527778,847.4583333,1633.166667,10124.0625,491.7291667,1488.451389,1772.659722,14239.34722,1145.423611,12700.125,8085.756944,5886.451389,1204.138889,332.375,4506.409722,11800.65972,394.4791667,131.0972222,1054.0625,13446.66667,424.3194444,127.2708333,10614.71528,9709.451389,2554.8125,804.9930556,2796.659722,8402.263889,571.0833333,272.8819444,10162.21528,5457.333333,1059.611111,402.9652778,1316.0625,4717.631944,594.1458333,164.9930556,4216.145833,3682.229167,1199.090278,395.8055556,3253.902778,175.5486111,485.7708333,144,17.16835802,11.67297242,0.733293727,0.857142857,0.615384615,0.103871724,0,0,1,1,0,0,1,0,0,0,0,1,1,1,1,0,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
+2067,59882.76522,959.326087,578.4086957,1161.017391,59431.45652,861.8521739,874.5826087,1991.504348,31927.69565,624.6652174,1310.386957,1827.669565,44262.4087,1463.152174,8618.969565,7117.021739,16959.93043,1545.786957,424.0130435,2550.256522,32569.20435,495.9652174,167.2913043,1071.873913,38854.06957,612.6173913,381.0434783,6775.547826,29736.58696,1802.282609,666.0608696,2850.9,24931.86087,663.1869565,340.9521739,4288.869565,16383.81304,1021.873913,486.5782609,1328.382609,13097.24783,677.0782609,187.7913043,3742.521739,10742.09565,1448.256522,256.9521739,3367.765217,195.626087,486.1130435,230,23.9491477,13.31871586,0.83109877,0.864661654,0.511111111,-1.11774585,1,1,1,1,1,1,0,0,0,1,1,1,0,1,1,0,1,0,0,1,1,0,0,1,Cytotoxic T Cell,T Cells
+2068,33674.46067,951.2752809,616.0449438,1110.764045,30460.70787,757.2078652,671.7078652,1581.606742,16698.36517,578.3595506,1041.101124,1801.769663,23105.17978,1385.679775,5012.320225,4725.533708,8312.58427,1403.904494,377.5224719,2498.050562,16357.64607,474.3707865,1560.241573,948.5280899,18262.51685,459.6235955,148.6966292,5348.382022,13862.81461,1998.623596,884.7134831,2818.865169,12278.42697,764.8820225,299.6966292,1880.337079,9889.561798,1181.573034,460.4101124,1380.483146,7847.095506,1075.938202,183.8764045,5956.769663,6715.449438,1412.966292,444.8707865,3228.786517,423.3370787,485.2977528,178,21.97536074,10.47436054,0.879097972,0.931937173,0.551083591,-0.901884982,1,0,1,1,0,0,0,0,1,0,0,1,1,1,0,1,0,1,1,1,1,0,0,0,Helper T Cell,T Cells
+2069,33229.24465,916.1620795,489.3914373,1080.954128,29082.35168,693.3730887,560.8990826,1520.189602,15906.00612,548.9785933,636.7522936,1766.16208,22834.25688,1312.941896,3526.905199,2338.281346,8335.217125,1395.449541,435.1223242,2590.033639,16605.86239,475.3333333,221.1681957,493.8960245,19736.29664,429.795107,128.1529052,1953.094801,14988.59021,1870.324159,754.6269113,2820.513761,13169.32416,688.7125382,284.9296636,1514.550459,10525.69725,1108.730887,442.3088685,1316.636086,8284.278287,672.883792,172.6146789,2564.776758,7224.269113,1361.097859,237.4036697,3271.357798,483.6391437,490.6850153,327,30.94273245,15.55345704,0.86448827,0.795620438,0.486607143,-0.54106636,1,0,0,1,0,1,0,0,0,0,0,0,1,1,0,0,0,0,0,0,1,0,0,0,Macrophage,Other Cells
+2070,29712.62264,911.6603774,483.1886792,1068.622642,24036.43396,719.9622642,663.0566038,1533.811321,14664.81132,543.5471698,1396.09434,1789.962264,19551.18868,1310.754717,2941.45283,2205.773585,7169.226415,1341.679245,347.6603774,2421.283019,13883.58491,469.6037736,329.6603774,1053.188679,15943.37736,1437.886792,134.0,1266.0,12642.33962,1496.679245,667.9811321,2808.90566,10948.84906,607.7924528,290.5471698,1515.943396,8669.245283,1194.90566,418.5849057,1317.603774,6873.528302,685.5660377,171.8867925,7336.90566,5927.226415,1353.075472,351.1320755,3112.849057,586.0188679,481.2641509,53,9.622854616,7.464082247,0.631148578,0.946428571,0.588888889,0.595403047,1,0,1,1,0,0,0,0,1,1,0,0,0,1,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+2071,28194.94771,813.4379085,467.620915,1069.346405,23996.11765,687.3529412,621.7385621,1505.490196,13832.89542,520.2810458,1077.477124,1788.163399,20114.37255,1283.130719,4998.764706,3412.019608,7096.424837,1286.882353,333.2091503,2426.091503,14187.68627,435.9934641,353.6928105,875.7385621,16590.69935,445.3986928,229.4379085,3184.607843,12971.46405,1826.071895,808.503268,2805.745098,11327.50327,723.0392157,260.9869281,1857.640523,9211.424837,1188.660131,400.7777778,1298.202614,7258.418301,750.2418301,156.8627451,2975.96732,6223.026144,1335.836601,672.6732026,3162.026144,622.9869281,484.0457516,153,17.77341289,11.50579394,0.762184507,0.884393064,0.607142857,-1.360087895,1,0,1,1,0,0,0,0,1,0,1,0,1,1,0,1,0,0,0,0,1,0,1,0,Regulatory T Cell,T Cells
+2072,33669.08571,824.6228571,513.6685714,1094.48,27867.16,679.6,545.2914286,1573.371429,16281.77143,528.2628571,613.8,1764.657143,22738.15429,1312.891429,6782.142857,3958.131429,8140.588571,1303.942857,349.0971429,2442.497143,16524.51429,459.5942857,190.2857143,723.5485714,19534.77714,469.7085714,124.9485714,5153.828571,14993.47429,1469.091429,777.1885714,2800.005714,13365.17143,668.4285714,276.9885714,2334.92,10636.88,1030.725714,411.6914286,1303.76,8272.525714,661.1885714,161.6114286,4414.811429,7006.165714,1354.451429,405.4571429,3237.297143,643.7485714,485.4685714,175,18.21297855,13.09798801,0.694847787,0.862068966,0.514705882,-1.033302983,1,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,Activated APC,Other Cells
+2073,38587.22105,824.5473684,497.7263158,1098.247368,34765.25263,692.0052632,617.2631579,1593.442105,18966.76316,516.4578947,540.6578947,1762.7,27197.46316,1265.068421,5963.131579,2959.131579,9664.105263,1291.915789,350.4631579,2475.884211,19110.43684,467.7736842,785.3263158,544.1,23268.23158,416.1,131.2631579,3673.847368,17871.36316,1550.568421,654.8894737,2799.968421,15227.38947,877.9473684,279.9105263,3951.531579,12418.46316,881.1789474,419.7315789,1320.289474,8816.089474,863.6052632,161.2105263,2743.789474,7586.905263,1293.715789,865.4263158,3210.257895,835.2,483.9,190,17.62358841,14.16662776,0.594839249,0.935960591,0.698529412,-1.014514753,1,0,0,1,0,0,0,0,1,0,0,0,0,0,1,0,0,0,1,0,1,0,1,0,Follicular Dendritic Cell,B Cells
+2074,38321.72165,845.185567,447.5051546,1105.278351,33308.5567,685.4742268,725.3092784,1686.453608,18478.04124,517.8556701,948.371134,1785.556701,26823.39175,1256.092784,3458.360825,1669.113402,9434.484536,1247.639175,400.7731959,4094.659794,18931.09278,15145.20619,938.4742268,1202.072165,22786.58763,500.2783505,124.5257732,1529.453608,17917.59794,1961.041237,504.8865979,2801.319588,15275.05155,673.4536082,278.8865979,3028.597938,12404.73196,980.628866,422.7319588,1391.896907,8589.752577,922.7731959,161.5051546,2281.804124,7481.505155,1313.793814,190.1443299,3251.85567,862.6597938,481.5670103,97,12.45593523,10.33052767,0.558705861,0.97,0.734848485,0.888227625,1,0,1,0,0,1,1,1,1,0,0,0,1,0,1,0,0,1,1,0,1,0,0,0,Helper T Cell,T Cells
+2075,44024.33333,865.8958333,463.71875,1105.541667,36521.88542,708.1979167,637.3229167,1575.041667,25142.88542,583.1875,1129.40625,1792.854167,33761.80208,1421.541667,3711.760417,2933.645833,11768.51042,1361.041667,376.9583333,2466.96875,23747.10417,501.21875,128.8854167,803.9479167,27850.36458,976.96875,127.0104167,2263.427083,22061.21875,1588.25,577.7916667,2812.0625,19424.39583,775.03125,307.3125,1720.239583,15717.53125,1263.416667,436.7708333,1301.166667,11194.94792,643.6875,167.875,3035.302083,9674.072917,1405.5,357.0833333,3351.145833,755.0520833,485.1041667,96,13.68446855,9.220537212,0.738917615,0.914285714,0.581818182,0.408111801,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+2076,31659.3301,964.184466,545.407767,1079.601942,27043.42718,699.9708738,900.2718447,1555.097087,15545.17476,558.0873786,1963.475728,1838.737864,21463.04854,1331.456311,4754.38835,3147.038835,7621.368932,1401.524272,366.1553398,3425.213592,15526.02913,660.8834951,301.8349515,924.3980583,18379.95146,540.961165,130.7184466,2231.31068,14198.73786,2151.058252,730.961165,2826.07767,12645.43689,684.8058252,285.4174757,1632.262136,10015.41748,1354.854369,455.3300971,1443.543689,7529.601942,700.0,175.6699029,4911.174757,6613.84466,1347.902913,189.8252427,3285.572816,526.8932039,485.3592233,103,14.68507905,9.169617607,0.781090916,0.919642857,0.66025641,-0.585363508,1,0,1,1,0,0,1,0,1,1,0,0,1,1,0,1,0,1,0,0,1,0,0,0,Helper T Cell,T Cells
+2077,17232.4527,765.9932432,454.7364865,1048.878378,15246.73649,626.6013514,550.9662162,1407.533784,8634.790541,491.1554054,470.7702703,1746.439189,12157.06081,1233.337838,4177.189189,1784.060811,4378.324324,1663.168919,320.3918919,2402.993243,8904.864865,455.8783784,1196.972973,539.1283784,10192.41892,532.5608108,120.277027,1084.655405,8025.682432,1530.02027,925.0675676,2811.75,7209.081081,676.8040541,264.6689189,1540.432432,5648.567568,885.9391892,405.5878378,1326.945946,4633.472973,884.8986486,160.0,3253.533784,3951.148649,1296.777027,638.4527027,3106.702703,578.4864865,486.3783784,148,16.47272536,11.58652519,0.71081765,0.967320261,0.616666667,0.768900251,1,0,0,0,1,0,0,0,1,1,0,0,0,1,0,0,0,0,1,0,1,0,1,0,Macrophage,Other Cells
+2078,40958.525,848.4875,460.725,1093.6875,35772.6,707.7125,650.5,1613.5625,20644.575,534.1875,1182.725,1755.1625,27921.3,1296.2875,3991.8375,2499.0625,10207.1,1299.5375,373.75,2478.9375,20363.075,471.1625,310.975,1049.5625,24371.95,408.35,389.15,1799.7625,19154.9,1731.1875,562.4875,2795.475,16161.6875,695.075,285.3625,1833.9625,13262.15,966.375,432.9625,1298.7125,9292.5625,675.0625,162.475,1776.0875,7952.65,1312.8375,719.95,3152.225,822.85,484.1125,80,11.52378443,9.340229785,0.585714319,0.930232558,0.666666667,0.001536515,1,0,1,1,0,0,0,0,1,0,1,0,0,0,0,0,0,0,0,0,1,0,1,0,T Cell,T Cells
+2079,33688.88312,794.2337662,512.6233766,1086.623377,27788.23377,628.7142857,655.4805195,1597.805195,14852.96104,488.7792208,1596.662338,1768.350649,21018.57143,1166.38961,7457.766234,4021.909091,7422.038961,1201.714286,336.961039,4991.961039,15151.84416,503.8181818,181.6623377,646.8571429,17466.42857,394.3766234,121.5194805,5558.220779,14386.14286,1766.454545,680.9350649,2787.558442,12249.0,556.6883117,269.5194805,15621.79221,9651.090909,1151.532468,392.1818182,1324.649351,6685.142857,633.2077922,159.2207792,3378.12987,5853.87013,1164.571429,253.5584416,3177.337662,911.1038961,484.5974026,77,12.5171226,8.276691886,0.750183594,0.93902439,0.538461538,-0.505472387,1,0,1,1,0,0,1,0,0,0,0,1,0,1,1,1,0,0,0,0,1,0,0,0,T Cell,T Cells
+2080,30851.48372,921.8744186,674.2651163,1821.572093,23701.77209,662.9813953,592.6465116,3535.92093,10738.02326,493.4093023,660.2325581,1897.148837,14542.75814,1144.613953,7306.037209,3272.483721,5605.795349,1234.265116,440.6511628,2972.990698,10292.4,1205.130233,1403.706977,514.0232558,12008.09767,460.772093,121.8232558,8541.976744,8543.962791,1733.362791,640.4930233,2804.093023,6999.865116,624.4697674,261.6790698,7233.106977,3786.916279,772.2418605,371.5813953,1303.139535,2953.772093,797.772093,149.1953488,3241.75814,2569.548837,1058.306977,167.7255814,3200.15814,148.7116279,488.2744186,215,24.37984117,11.48343656,0.882121572,0.942982456,0.565789474,-0.817706672,1,0,0,1,0,1,1,1,1,0,0,1,0,0,1,0,0,0,1,0,1,0,0,0,B Cell,B Cells
+2081,40658.12745,871.9019608,584.3039216,1133.95098,39828.19608,722.1568627,512.4509804,1749.745098,21091.92157,564.745098,525.2647059,1816.382353,28980.29412,1324.196078,10285.78431,5927.166667,10710.16667,1398.784314,381.8529412,2416.460784,22135.38235,449.6666667,138.0392157,453.6568627,26147.11765,460.0882353,136.5196078,6846.558824,19574.60784,1489.833333,786.4411765,2814.392157,16546.70588,613.4117647,302.8823529,4314.460784,12345.22549,841.4509804,452.4019608,1311.196078,9866.990196,671.5196078,179.7941176,6334.901961,7760.166667,1376.382353,208.0882353,3346.598039,233.0196078,484.2941176,102,14.33291079,9.317966111,0.759840258,0.935779817,0.68,-1.339691546,1,0,0,1,0,0,0,0,0,0,0,1,0,1,1,0,0,0,0,0,1,0,0,0,B Cell,B Cells
+2082,45203.19375,893.53125,589.36875,1143.84375,44005.9625,746.36875,790.45,1741.0375,23600.5875,582.3625,1043.36875,1811.65625,32742.8,1333.76875,9187.775,6012.24375,12100.81875,1437.71875,387.8625,3376.6125,24851.59375,579.88125,149.70625,775.4375,29047.075,451.23125,138.925,5424.9375,22448.275,1852.68125,869.2375,2835.33125,19448.56875,638.96875,313.16875,3250.64375,14506.05625,979.15,469.975,1318.54375,11454.31875,658.8875,184.175,3653.08125,9289.725,1401.6875,245.2,3328.11875,246.30625,488.1,160,17.27273274,13.2171131,0.643791398,0.816326531,0.588235294,0.645112851,1,0,1,1,0,0,1,0,0,0,0,1,1,1,1,0,1,0,0,1,1,0,0,0,Helper T Cell,T Cells
+2083,41001.79412,997.6911765,619.2647059,1112.602941,36632.75,759.6470588,1066.647059,1649.867647,20647.32353,633.4705882,1783.191176,1879.647059,27973.54412,1380.308824,10902.02941,6141.058824,9878.352941,1417.823529,385.4705882,2549.279412,19381.41176,478.7205882,233.3088235,821.4264706,23056.57353,696.9558824,136.3088235,6882.235294,17665.29412,2177.485294,827.5882353,2814.088235,15277.70588,626.6470588,307.7647059,2042.897059,11858.29412,1296.102941,451.5,1310.838235,9393.235294,671.8235294,181.7205882,4599.911765,7854.485294,1382.411765,234.7352941,3459.397059,313.6323529,485.0441176,68,11.63838301,7.866618138,0.736974821,0.906666667,0.62962963,-1.256609122,1,1,1,1,0,0,0,0,0,1,0,1,1,1,0,1,0,0,0,1,1,0,0,1,Helper T Cell,T Cells
+2084,37098.80769,856.5384615,487.4358974,1091.487179,31873.91026,677.4615385,705.7179487,1553.961538,18225.02564,546.5128205,1165.217949,1780.358974,24954.17949,1326.897436,2886.141026,2143.397436,9001.820513,1594.307692,369.2051282,2467.128205,18309.39744,2732.730769,317.0769231,661.6923077,21398.58974,445.7435897,140.2564103,1794.512821,16592.10256,1655.679487,682.5,2852.320513,14594.51282,677.3333333,294.8846154,1652.538462,11644.20513,1282.269231,467.2051282,1354.717949,9188.269231,710.7564103,177.5128205,4164.269231,8070.179487,1409.525641,176.5769231,3251.128205,537.2179487,484.474359,78,13.31788783,8.026669339,0.797969091,0.886363636,0.6,-1.13677139,1,0,1,1,1,0,0,1,1,0,0,0,0,1,0,1,0,1,0,0,1,0,0,0,T Cell,T Cells
+2085,32456.43671,822.3797468,514.2658228,1093.620253,27283.56962,669.9936709,579.0632911,1549.35443,16164.32278,528.4493671,505.2594937,1755.196203,22661.82911,1295.113924,4790.373418,2908.531646,8148.563291,1264.202532,344.0443038,2526.189873,16223.24684,447.3227848,672.2531646,474.278481,19303.27848,389.3924051,119.9620253,2294.202532,15158.5,1573.981013,811.8670886,2779.765823,13326.05063,794.721519,267.278481,1819.506329,10804.84177,832.1772152,411.7088608,1323.227848,8042.379747,793.3797468,162.0063291,2655.468354,6980.202532,1332.386076,1093.28481,3142.044304,698.6708861,488.0632911,158,17.65320472,12.53188844,0.704309427,0.844919786,0.619607843,0.004776291,1,0,0,1,0,0,0,0,1,0,0,0,0,1,0,0,0,0,1,0,1,0,1,0,Dendritic Cell,Other Cells
+2086,38009.92063,815.6904762,459.7380952,1101.904762,32268.55556,684.1190476,688.3015873,1546.0,18678.7619,530.7777778,1687.730159,1814.142857,26395.78571,1268.563492,4175.150794,3561.849206,9311.936508,1276.436508,358.484127,2436.301587,18452.89683,672.3730159,166.515873,1026.730159,21864.96032,491.2063492,227.8809524,2572.166667,16974.40476,2106.984127,591.3730159,2816.301587,14959.74603,675.8095238,278.4206349,1881.420635,12153.25397,1367.142857,418.5873016,1294.047619,8684.198413,646.1984127,162.1111111,3413.436508,7604.119048,1305.468254,235.4285714,3192.428571,765.5238095,488.6111111,126,15.46609728,12.32198559,0.60436254,0.857142857,0.525,0.908346314,1,0,1,1,0,0,0,0,0,0,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+2087,21295.24832,739.8053691,553.3892617,1111.66443,11692.8255,483.3624161,519.9530201,1437.42953,5883.536913,380.2214765,524.4496644,1678.04698,8743.241611,944.9463087,6803.033557,2292.469799,3200.845638,994.8053691,270.6711409,3030.966443,6029.228188,5858.496644,155.6711409,469.4496644,7026.912752,366.8187919,103.3691275,6959.550336,5797.174497,1471.0,579.6040268,2786.080537,4661.436242,544.5369128,210.6979866,6726.483221,3581.610738,783.5503356,326.557047,1266.805369,2143.469799,629.1409396,133.261745,2337.181208,2031.181208,934.7181208,147.7449664,3051.845638,1011.57047,487.7919463,149,16.07171078,11.976006,0.666885033,0.943037975,0.665178571,-0.52943343,0,0,0,1,0,0,1,1,0,0,0,1,0,0,1,0,0,0,0,0,1,0,0,0,B Cell,B Cells
+2088,26346.05505,771.2293578,475.559633,1085.165138,8824.201835,393.5963303,209.4220183,1149.0,4428.889908,332.4036697,331.1009174,1624.330275,6728.550459,830.1651376,2758.66055,1419.284404,2386.752294,893.1192661,245.4862385,2576.055046,4456.486239,1316.798165,162.7981651,380.2844037,5272.146789,273.2568807,92.31192661,3058.504587,4263.990826,1148.431193,510.6880734,2770.972477,3370.651376,435.2385321,176.6513761,2460.055046,2583.568807,653.9633028,294.8073394,1242.66055,1482.972477,523.8990826,120.0917431,1017.100917,1405.449541,809.3211009,94.79816514,2869.266055,1023.59633,485.8165138,109,12.61241387,11.04376021,0.482989371,0.96460177,0.762237762,0.115447668,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Proliferating Cell,Other Cells
+2089,28925.8,1019.155556,576.0888889,1078.896296,24769.53333,744.9777778,653.6222222,1519.488889,14141.67407,594.6888889,1011.437037,1829.340741,19898.34815,1324.392593,5858.407407,3214.407407,7056.577778,1346.548148,358.5333333,2410.222222,14318.25185,686.7925926,378.7037037,1005.562963,16329.25926,485.0074074,145.3555556,4395.074074,12902.57778,1999.274074,750.3777778,2792.503704,11300.38519,609.1037037,281.5703704,1809.940741,8771.103704,1028.681481,436.2222222,1315.4,6846.111111,709.7185185,173.762963,4473.903704,5911.985185,1310.755556,179.4666667,3393.77037,449.0592593,487.6592593,135,18.37037956,10.46725601,0.821790432,0.870967742,0.535714286,-1.05981548,1,0,1,1,0,0,0,0,1,0,0,0,1,1,0,0,0,0,0,0,1,0,0,1,Helper T Cell,T Cells
+2090,21502.81308,789.2056075,590.271028,1137.065421,18404.6729,657.0560748,705.8598131,1564.766355,10475.71963,495.2990654,645.3831776,1803.588785,14780.1215,1245.803738,1635.738318,2210.962617,5305.196262,1251.037383,327.2616822,2479.214953,10472.8972,442.5046729,544.6542056,587.0560748,12275.23364,656.9906542,112.5607477,1453.925234,9468.429907,1498.196262,758.8971963,2800.495327,8357.457944,858.8878505,261.9252336,1989.11215,6682.700935,973.7757009,393.0654206,1324.672897,5342.280374,770.7850467,153.7102804,2887.448598,4551.074766,1310.392523,652.0093458,3134.682243,610.3084112,487.9065421,107,14.49820011,9.676564007,0.744670668,0.930434783,0.636904762,0.318921052,1,0,0,1,0,0,0,0,1,1,0,0,0,1,0,0,0,0,1,0,1,0,1,0,Dendritic Cell,Other Cells
+2091,30230.60309,805.7010309,489.257732,1069.587629,25252.8299,658.5824742,633.2216495,1535.262887,14749.41237,519.5,939.6134021,1807.474227,21107.1134,1264.505155,5398.510309,3856.061856,7421.329897,1615.520619,358.6443299,2585.515464,14930.37113,450.6597938,686.1701031,816.7474227,17663.02062,1002.06701,145.3814433,2887.953608,13494.47938,1739.381443,751.9536082,2816.43299,11754.65464,932.443299,263.1237113,1826.546392,9441.716495,1136.912371,387.4690722,1325.036082,7250.5,807.3814433,158.4896907,3669.530928,6230.190722,1298.886598,189.8814433,3217.747423,684.1494845,488.6649485,194,20.31660015,12.52171778,0.787488465,0.91943128,0.646666667,1.11550941,1,0,1,1,1,0,0,0,1,1,0,0,0,1,0,1,0,0,1,0,1,0,0,0,Cytotoxic T Cell,T Cells
+2092,30785.67045,751.25,454.1136364,1054.761364,26853.82955,685.75,716.3181818,1527.693182,15665.875,501.7727273,1935.795455,1845.875,22229.86364,1192.272727,4976.693182,3533.193182,7887.147727,1226.704545,330.1818182,2538.818182,15826.68182,453.0454545,187.8181818,1680.943182,19119.43182,393.3522727,806.2613636,2641.340909,14958.06818,1748.272727,622.1590909,2802.670455,12670.15909,628.3409091,265.3977273,1919.034091,10409.42045,916.0340909,395.6931818,1300.602273,7582.931818,633.125,151.1818182,3668.454545,6531.761364,1223.193182,506.2613636,3205.636364,807.4204545,485.1136364,88,13.79101312,8.59440179,0.78207161,0.888888889,0.628571429,1.539836754,1,0,1,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,T Cell,T Cells
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+2094,26684.74775,926.0900901,1041.288288,1231.477477,21801.85586,690.4684685,1077.081081,2035.945946,11594.21622,509.4054054,605.2972973,1939.684685,16784.21622,1270.810811,6435.117117,2942.234234,6019.45045,1321.207207,347.3243243,2694.27027,11797.27027,596.6486486,187.2612613,460.8288288,13529.18919,473.981982,125.5495495,5778.684685,11538.07207,1585.351351,544.7477477,2843.738739,9415.495495,609.8828829,274.3423423,11263.12613,7295.108108,991.3963964,409.6126126,1327.009009,4998.324324,666.1171171,170.3243243,3763.855856,4514.342342,1247.234234,196.7927928,3281.153153,947.4864865,489.6216216,111,14.03838536,11.51964251,0.571529201,0.810218978,0.528571429,-0.385381278,1,0,0,1,0,0,1,0,0,0,0,1,0,0,1,0,0,0,0,0,1,0,0,0,B Cell,B Cells
+2095,42913.34498,918.5458515,565.7860262,1120.637555,38898.63319,734.3100437,604.6026201,1694.646288,22262.68559,588.8908297,838.9388646,1829.266376,29904.44105,1350.737991,7807.716157,4662.89083,11044.27074,1435.078603,393.8864629,2455.393013,22008.36245,462.209607,171.1004367,553.6855895,26258.49345,465.3930131,189.558952,5031.71179,20014.33188,1679.0,896.8165939,2837.917031,17488.9869,643.790393,322.2576419,2138.231441,13646.84716,1014.388646,472.3275109,1307.681223,10914.64629,670.1484716,184.5240175,4425.755459,9113.283843,1426.790393,146.9519651,3346.537118,300.0436681,492.8733624,229,26.89732568,11.33925242,0.906793324,0.870722433,0.654285714,-0.273976846,1,0,1,1,0,0,0,0,0,0,1,0,0,1,0,0,1,0,0,1,1,0,0,0,T Cell,T Cells
+2096,22035.74775,948.8558559,512.7657658,1051.864865,20528.4955,668.3243243,761.9009009,1428.648649,10817.69369,536.0720721,1580.027027,1786.009009,15038.11712,1269.630631,3447.045045,2978.144144,5577.468468,1319.702703,379.9369369,2717.0,12306.33333,537.6036036,813.8108108,1256.126126,13290.5045,437.8198198,366.7477477,3157.945946,10184.20721,2098.855856,700.2702703,2803.396396,9024.90991,683.3873874,275.0540541,1601.297297,7133.27027,1164.036036,446.8828829,1397.504505,5763.009009,810.4594595,176.3783784,5878.900901,4989.153153,1325.657658,192.5945946,3309.486486,394.8018018,486.4864865,111,17.26904846,8.628199127,0.866236766,0.8671875,0.652941176,-1.307367303,1,0,1,1,0,0,1,0,1,0,1,0,1,1,0,1,0,1,1,0,1,0,0,0,Regulatory T Cell,T Cells
+2097,21658.08247,779.7268041,760.6804124,1126.811856,16821.67526,562.3917526,474.8556701,1573.28866,8473.909794,429.1778351,643.4639175,1758.154639,12476.15722,1052.634021,5628.525773,2491.948454,4593.201031,1099.688144,303.314433,3145.979381,8695.195876,5664.89433,149.8969072,530.3994845,10030.49485,433.3350515,113.1056701,5901.690722,8431.690722,1504.417526,667.5180412,2822.670103,6898.796392,649.507732,241.3170103,8720.118557,5397.981959,800.0773196,361.6314433,1292.319588,3504.430412,611.8634021,147.0103093,3452.31701,3123.386598,1062.966495,163.1649485,3160.778351,968.8608247,495.628866,388,27.80872037,19.14880602,0.725150914,0.881818182,0.621794872,-0.59111328,0,0,0,1,0,0,1,1,0,0,0,1,0,1,1,0,0,0,0,0,1,0,0,0,B Cell,B Cells
+2098,20694.99145,890.9401709,538.2564103,1064.555556,18305.4359,671.8717949,556.9401709,1467.393162,10307.76923,536.3333333,460.4786325,1736.564103,14323.42735,1229.709402,7280.923077,2485.854701,5203.74359,1293.136752,343.3076923,2386.350427,10293.88034,473.1282051,746.8205128,450.8205128,11418.53846,398.4102564,121.6923077,4597.384615,8904.358974,1447.74359,779.2820513,2794.555556,7841.076923,665.957265,273.008547,1970.794872,6139.264957,794.6666667,422.982906,1380.376068,4814.273504,735.8034188,168.974359,5351.264957,4402.692308,1288.17094,370.4273504,3276.564103,348.4188034,489.008547,117,12.79898592,11.81961235,0.383645658,0.966942149,0.642857143,-0.502516898,1,0,0,1,0,0,0,0,1,0,0,0,0,1,0,0,0,1,0,0,1,0,0,0,Dendritic Cell,Other Cells
+2099,27647.26842,759.1894737,452.3052632,1047.121053,23267.41053,616.6210526,558.8105263,1507.936842,13270.53684,490.5315789,764.8631579,1808.278947,18902.55789,1211.505263,5234.563158,3627.089474,6901.605263,1242.831579,314.0421053,2470.247368,13758.77895,416.6157895,192.0631579,705.5526316,16431.4,1210.168421,115.8631579,3563.047368,12419.51053,1364.357895,695.6368421,2788.821053,11031.74211,649.6315789,250.8210526,1988.589474,8831.257895,1238.742105,383.9789474,1305.494737,6843.810526,641.2842105,159.3315789,4312.973684,5928.389474,1247.610526,432.2631579,3168.915789,651.3947368,493.7789474,190,22.46375643,11.49001887,0.859288379,0.87962963,0.558823529,-0.625697816,1,0,0,1,0,0,0,0,0,1,0,0,0,1,0,1,0,0,0,0,1,0,0,0,Activated APC,Other Cells
+2100,25981.89189,757.6486486,488.9324324,1046.932432,23550.66216,615.2702703,548.4864865,1474.662162,12483.95946,473.3648649,453.0810811,1723.027027,18731.12162,1174.783784,4960.472973,3485.918919,6476.040541,1180.864865,345.0,2435.405405,12611.68919,464.7567568,2124.108108,501.5,15461.45946,381.1756757,117.4189189,2948.608108,11707.37838,1639.202703,600.4324324,2789.135135,10067.09459,718.6486486,257.4594595,3959.959459,8153.202703,846.2567568,399.027027,1323.135135,5888.891892,1296.905405,154.7837838,3939.22973,5134.337838,1213.918919,1234.108108,3153.783784,845.9189189,488.5405405,74,11.17369614,9.188168319,0.569049312,0.925,0.611570248,0.653197571,0,0,0,1,0,0,0,0,1,0,0,0,0,0,1,0,0,0,1,0,1,0,1,0,Follicular Dendritic Cell,B Cells
+2101,36674.85053,891.8113879,674.5765125,1294.914591,23190.57651,578.0960854,584.0,1817.580071,11251.45907,470.0569395,1025.640569,1807.498221,15954.94306,1085.562278,9806.982206,3831.740214,6157.085409,1155.871886,358.1992883,3592.398577,11459.66904,858.4875445,624.9003559,814.886121,13885.46619,386.7117438,214.9786477,13106.21352,9926.19573,1729.103203,681.9572954,2805.309609,8276.245552,528.7580071,245.9466192,6482.797153,4830.423488,844.4626335,364.9145907,1278.711744,3890.86121,670.1423488,150.6512456,3476.117438,3373.263345,1086.30605,278.4697509,3164.893238,157.7046263,496.0569395,281,25.5253045,14.67247388,0.818279378,0.955782313,0.53219697,-0.621236132,0,0,1,1,0,0,1,1,1,0,1,1,0,1,1,0,0,0,0,0,1,0,0,0,T Cell,T Cells
+2102,43220.81915,877.2234043,493.7659574,1089.755319,37914.90426,723.9361702,618.9042553,1581.946809,21690.15957,558.6595745,472.8723404,1766.840426,29796.26596,1357.180851,3758.510638,3486.212766,10724.85106,1432.37234,382.0,2413.648936,22114.11702,639.4893617,285.6702128,472.4255319,24863.37234,434.2234043,133.5957447,3371.0,19107.32979,1655.659574,788.8723404,2814.053191,17010.24468,653.2234043,310.1489362,1894.393617,13655.40426,951.606383,472.8829787,1336.425532,10574.55319,734.9361702,185.8510638,3652.255319,9241.5,1440.723404,355.7021277,3281.414894,436.6276596,490.4361702,94,15.88542265,8.698725966,0.836745663,0.758064516,0.516483516,-0.8012252,1,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,1,1,0,0,0,Activated APC,Other Cells
+2103,18770.54032,812.5080645,462.6693548,1042.233871,16212.37097,640.0483871,493.9112903,1393.548387,9173.298387,498.8306452,381.0725806,1719.459677,12603.94355,1261.959677,2105.403226,1025.612903,4579.612903,1372.435484,353.483871,2401.0,9298.612903,434.0806452,452.2016129,432.0967742,10715.70968,392.6209677,122.6935484,964.6209677,8390.927419,1411.306452,657.0645161,2804.709677,7387.314516,723.9354839,256.4032258,1504.0,5992.362903,791.266129,418.8306452,1314.137097,4747.927419,709.3306452,163.733871,2886.717742,4162.919355,1332.096774,725.8467742,3073.483871,547.5645161,490.7177419,124,14.65366643,10.89212681,0.668953939,0.953846154,0.688888889,0.313982543,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Dendritic Cell,Other Cells
+2104,43526.86087,852.1014493,467.7652174,1098.669565,37252.41159,705.7507246,578.7884058,1605.104348,21382.66087,541.2289855,1077.826087,1774.617391,29951.05217,1311.872464,3687.263768,3229.168116,10643.84348,1312.553623,363.6492754,2720.973913,21314.33333,482.226087,185.7681159,676.2,25507.97971,491.9101449,153.0289855,2619.118841,19786.52754,1829.530435,740.4376812,2804.133333,17253.1913,656.0173913,287.4608696,1761.365217,14301.88986,1209.947826,429.0289855,1312.904348,10530.5971,661.7855072,164.0666667,2578.776812,8966.411594,1375.646377,225.2086957,3237.855072,741.657971,495.6405797,345,27.36192241,16.5019414,0.797666527,0.90078329,0.552,-0.720385863,1,0,1,1,0,0,1,0,0,0,0,0,1,1,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
+2105,27171.68817,770.311828,446.8924731,1067.123656,24076.50538,641.311828,549.8333333,1523.080645,13796.47312,496.0,1270.623656,1799.537634,19521.22581,1200.978495,4269.655914,3195.145161,7026.209677,1205.612903,333.688172,2602.672043,13932.76882,548.7150538,314.3709677,936.0322581,16669.93011,774.0430108,199.6182796,2050.38172,12947.62903,1759.112903,553.1075269,2841.962366,11121.11828,879.8924731,256.6236559,2055.182796,9154.908602,1745.16129,406.4247312,1296.489247,6789.252688,664.844086,160.9731183,3382.16129,5814.494624,1249.607527,468.6505376,3219.38172,794.7956989,492.6612903,186,19.15504729,12.9332488,0.737646134,0.881516588,0.664285714,0.263744503,1,0,1,1,0,0,0,0,1,1,1,0,0,0,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+2106,32189.25234,774.5700935,514.1028037,1074.140187,12524.50467,485.635514,546.3831776,1314.551402,6568.11215,392.0560748,959.6915888,1685.542056,10044.02804,962.953271,7719.271028,3989.88785,3695.345794,1022.457944,286.1682243,4601.682243,7247.859813,1131.794393,129.0747664,624.1214953,8145.299065,329.2616822,104.8785047,5612.130841,7037.990654,1801.009346,629.9158879,2766.934579,5985.897196,497.1775701,211.2990654,4662.065421,4791.242991,1097.28972,341.8878505,1294.317757,3449.981308,545.2897196,143.5981308,2740.35514,3061.317757,1020.691589,186.4672897,3048.485981,917.4392523,491.8037383,107,14.09318175,9.941716475,0.708782189,0.938596491,0.594444444,-0.105345155,0,0,1,1,0,0,1,1,0,0,0,1,0,0,1,0,0,0,0,0,1,0,0,0,T Cell,T Cells
+2107,27269.43878,878.6020408,468.0204082,1057.193878,22605.36735,660.5714286,386.4795918,1500.081633,13353.34694,528.8367347,403.2857143,1716.816327,18888.04082,1240.122449,5098.714286,2524.714286,6588.979592,1257.846939,330.6530612,2359.295918,13494.14286,552.8265306,282.4591837,458.6428571,15882.45918,370.3163265,108.4897959,2556.0,12084.71429,1467.581633,675.122449,2783.510204,10667.09184,633.4591837,243.5612245,1657.132653,8546.459184,815.877551,378.8673469,1294.214286,6476.959184,642.8571429,149.8265306,3009.387755,5590.806122,1233.94898,210.8673469,3194.040816,671.5816327,491.1020408,98,14.17636304,9.177521409,0.762165746,0.91588785,0.685314685,0.349745357,1,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,Activated APC,Other Cells
+2108,12965.14865,705.777027,391.6756757,1005.324324,11288.93243,567.7162162,356.1554054,1309.472973,6417.168919,440.7297297,371.8108108,1718.851351,9071.695946,1079.675676,1417.121622,1115.243243,3346.081081,1102.135135,297.3378378,2409.804054,6447.189189,361.4256757,166.3783784,441.7162162,7687.425676,333.4256757,102.6148649,974.2094595,6099.391892,1233.587838,554.3243243,2801.939189,5435.175676,627.6418919,226.6756757,1428.891892,4541.743243,704.3243243,359.6013514,1283.560811,3423.493243,592.0608108,146.0608108,1924.763514,3014.425676,1161.695946,2709.472973,3069.168919,710.0540541,491.9391892,148,15.95891427,11.92846258,0.664320036,0.961038961,0.755102041,-0.648617077,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Unknown,Other Cells
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+2111,42741.98507,1013.0,661.6567164,1139.313433,37089.65672,746.4179104,720.3432836,1659.208955,20740.20896,585.6268657,683.2686567,1789.373134,29751.26866,1418.074627,6584.268657,3348.791045,10351.80597,1459.835821,392.119403,2486.059701,21905.83582,522.8358209,307.5074627,554.5522388,24539.10448,471.1940299,137.5074627,3884.014925,18704.07463,1745.716418,806.119403,2832.731343,16404.08955,650.9850746,321.7164179,1622.895522,13003.44776,1000.119403,472.4029851,1333.507463,10201.47761,720.238806,184.5970149,2797.880597,8773.477612,1411.492537,174.4029851,3342.343284,473.7014925,491.1492537,67,10.32095161,8.963957843,0.495653282,0.858974359,0.609090909,-0.482065921,1,0,0,1,1,0,0,0,1,0,0,0,0,1,0,0,1,0,0,1,1,0,0,0,Macrophage,Other Cells
+2112,13949.4,735.1294118,517.6588235,1053.329412,11687.61176,606.5529412,555.4823529,1414.341176,6747.788235,465.1058824,456.3529412,1731.811765,9403.882353,1175.670588,3798.152941,2423.247059,3508.776471,1258.552941,314.4117647,2407.458824,6899.6,420.8117647,1662.905882,470.2117647,7869.082353,473.0823529,107.8470588,1407.352941,6087.694118,1456.529412,919.8705882,2800.117647,5301.4,753.3882353,245.6588235,1813.882353,4266.188235,991.4117647,386.0117647,1305.035294,3454.670588,1008.094118,145.9647059,2436.717647,2934.552941,1238.929412,777.0705882,3087.058824,601.6352941,492.6823529,85,11.07157075,10.49291619,0.319058277,0.904255319,0.544871795,0.108756995,0,0,0,1,0,0,0,0,1,0,0,0,0,1,0,0,0,0,1,0,1,0,1,0,Dendritic Cell,Other Cells
+2113,29356.14,768.65,447.32,1064.71,23576.01,634.45,512.99,1517.43,13845.25,585.23,748.38,1771.38,19446.32,1206.93,4357.42,3428.06,6997.66,1246.46,354.41,2729.04,14170.94,471.17,586.59,712.09,16886.45,720.05,111.22,2010.03,12697.77,1485.94,685.25,2778.04,11103.27,784.73,251.82,1674.31,8975.32,1063.87,393.52,1344.47,6818.02,742.21,156.89,3535.32,5902.59,1260.85,265.42,3128.61,662.82,493.18,100,14.68734617,9.044615107,0.787894666,0.884955752,0.666666667,-0.094667423,1,0,0,1,0,0,1,0,1,1,0,0,0,1,0,0,0,1,0,0,1,0,0,0,Dendritic Cell,Other Cells
+2114,30052.60909,780.0909091,431.6636364,1071.045455,27463.5,645.7545455,573.7545455,1544.090909,15130.03636,513.2545455,1780.136364,1777.554545,20761.58182,1202.845455,5706.518182,2890.554545,7575.172727,1225.954545,333.5,4006.218182,15081.49091,478.3181818,597.5545455,1567.709091,18264.99091,398.6636364,125.6818182,2347.954545,13934.65455,2055.509091,579.4363636,2802.290909,11778.77273,611.9818182,259.9363636,1813.881818,9569.272727,1268.2,406.3818182,1303.181818,7150.736364,746.6,155.2,2507.036364,6011.4,1234.663636,483.6181818,3199.181818,818.5636364,493.4090909,110,13.59442375,10.61791282,0.624469582,0.924369748,0.611111111,0.445412923,1,0,1,1,0,0,1,0,1,0,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
+2115,24976.56667,740.7666667,553.7666667,1071.841667,20520.98333,603.7916667,970.45,1571.775,11119.05,457.85,1763.583333,1777.033333,15900.19167,1117.433333,7569.175,4169.291667,5650.683333,1134.433333,321.6416667,5821.616667,11340.38333,452.6666667,703.7583333,964.55,13073.36667,394.6083333,118.9833333,5650.775,10728.75,2394.566667,620.0083333,2790.175,9117.216667,565.7,251.0,12349.03333,7125.625,1506.983333,378.3583333,1324.825,5110.083333,781.0833333,164.1416667,5548.008333,4487.358333,1124.933333,512.525,3155.041667,902.875,491.6083333,120,13.68939702,11.26776959,0.567893612,0.983606557,0.659340659,0.952325682,0,0,1,1,0,0,1,0,1,0,0,1,1,0,1,1,0,0,1,0,1,0,0,0,Helper T Cell,T Cells
+2116,25398.12658,820.0759494,694.0759494,1108.341772,21490.16456,636.6835443,527.3037975,1788.164557,11350.94937,471.7848101,665.1012658,1786.101266,17104.91139,1218.949367,11420.49367,5227.64557,6043.797468,1188.683544,331.2151899,3614.164557,11789.58228,1408.924051,295.1265823,541.1012658,13753.0,445.5443038,124.2405063,13025.56962,11409.65823,1605.063291,818.1898734,2805.240506,9294.202532,596.3797468,271.7341772,21842.24051,7396.101266,934.2025316,393.9493671,1332.607595,4922.189873,681.7341772,160.3291139,6145.936709,4451.924051,1179.860759,220.3924051,3223.734177,957.9620253,490.3797468,79,13.21120897,8.021767358,0.794553584,0.929411765,0.652892562,-0.831671804,1,0,0,1,0,0,1,1,0,0,0,1,0,1,1,0,0,0,0,0,1,0,0,0,B Cell,B Cells
+2117,30760.21622,874.972973,541.4459459,1083.027027,28656.0,711.7837838,544.6351351,1554.283784,15418.01351,557.527027,572.7432432,1746.918919,21393.04054,1320.905405,4824.662162,3546.121622,7898.175676,1403.608108,374.3783784,2443.486486,16726.43243,447.5810811,1056.418919,538.6756757,18616.52703,435.8378378,133.0,3302.364865,14118.89189,1719.837838,925.1351351,2810.621622,12650.01351,793.5135135,294.3918919,1796.459459,10202.93243,954.9864865,440.7567568,1366.027027,8201.486486,907.6891892,181.0135135,4561.121622,6908.662162,1403.175676,924.1351351,3262.472973,426.6891892,493.7432432,74,13.76009386,7.784594996,0.824585704,0.860465116,0.569230769,-0.606727379,1,0,0,1,0,0,0,0,1,0,0,0,0,1,0,0,0,1,1,0,1,0,1,0,Dendritic Cell,Other Cells
+2118,31273.35052,886.4845361,519.0721649,1094.0,25137.38144,663.8762887,470.0103093,1513.14433,13845.93814,532.2268041,593.814433,1750.28866,19958.47423,1287.072165,6090.247423,2376.56701,7084.103093,1330.505155,357.0721649,2452.247423,14755.3299,436.7319588,824.6391753,525.0412371,16532.20619,398.0103093,126.5773196,4333.329897,12809.3299,1531.051546,782.3814433,2811.804124,11201.01031,632.0309278,267.8041237,1560.185567,8722.639175,889.3505155,421.3195876,1318.360825,6912.072165,792.1958763,163.5979381,2740.85567,5843.649485,1294.865979,306.0515464,3425.463918,465.1340206,492.9587629,97,15.33700911,8.625526278,0.826865648,0.843478261,0.532967033,0.594883832,1,0,0,1,0,0,0,0,1,0,0,0,0,1,0,0,0,0,1,0,1,0,0,1,NK Cell,Other Cells
+2119,34753.64706,857.1372549,505.5882353,1081.078431,28523.92157,678.5490196,474.1764706,1561.470588,16757.96078,560.7843137,552.1764706,1787.666667,24317.64706,1373.588235,4099.235294,2833.764706,8736.882353,1397.254902,372.6862745,2596.411765,17005.27451,467.2941176,812.2352941,465.4705882,20096.4902,477.1764706,127.3137255,2331.098039,15689.62745,1628.509804,749.8431373,2795.607843,13389.98039,830.4901961,295.0980392,1728.862745,10520.56863,953.5686275,445.1764706,1315.431373,7903.941176,839.2156863,175.0980392,5437.54902,6668.764706,1376.156863,1640.372549,3245.72549,495.5686275,491.6862745,51,9.513426652,7.281555422,0.643557514,0.894736842,0.708333333,-0.438134085,1,0,0,1,0,0,0,0,1,0,0,0,0,1,0,0,0,0,1,0,1,0,1,0,Dendritic Cell,Other Cells
+2120,31495.83568,900.5868545,594.9859155,1100.56338,27532.52582,709.7511737,708.4929577,1645.737089,15214.7277,515.370892,625.5492958,1775.690141,22779.29108,1286.901408,5304.784038,3753.652582,7996.802817,1265.126761,372.1455399,2878.248826,16042.10329,692.5539906,2510.830986,840.8356808,19352.88732,459.3755869,140.4741784,4028.201878,15248.07042,1737.553991,611.7652582,2791.342723,13061.48357,659.1596244,284.8873239,5575.42723,10638.13146,1018.441315,425.2253521,1373.164319,7581.788732,1398.262911,171.4929577,5043.882629,6624.380282,1322.685446,304.4507042,3323.737089,869.0798122,496.2957746,213,18.90368748,16.13277187,0.521224986,0.794776119,0.560526316,-1.53592783,1,0,0,1,0,0,1,0,1,0,0,0,0,0,1,0,0,1,1,0,1,0,0,0,Follicular Dendritic Cell,B Cells
+2121,27458.57025,825.9008264,526.9256198,1090.322314,24645.70248,666.2396694,528.6528926,1561.31405,13919.39669,535.1570248,619.5123967,1792.636364,18641.92562,1234.31405,6341.165289,3874.322314,6790.867769,1310.768595,353.0826446,2397.652893,13946.7438,2542.206612,235.9834711,455.1735537,16581.00826,450.7024793,123.1157025,4782.652893,12494.58678,1470.710744,826.9752066,2797.049587,10980.32231,680.5123967,284.1652893,2391.347107,8544.214876,886.768595,433.214876,1299.446281,6744.570248,668.2727273,169.231405,6077.933884,5940.190083,1311.214876,543.8512397,3301.479339,325.1818182,492.8760331,121,15.99732608,10.36068558,0.761937053,0.902985075,0.630208333,-1.200230261,1,0,0,1,0,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,Proliferating Cell,Other Cells
+2122,37727.48171,986.7560976,524.3536585,1090.97561,31731.26829,697.2987805,501.1158537,1492.506098,17253.31707,551.0243902,450.8902439,1731.371951,23802.20732,1290.128049,3733.640244,1971.073171,8647.981707,1393.109756,370.6585366,2383.091463,16315.59146,454.2804878,392.2682927,427.2134146,19233.76829,397.1707317,129.8597561,2385.609756,14549.25,1468.170732,693.5792683,2819.213415,12814.98171,656.8536585,289.5182927,1323.762195,9870.689024,821.7012195,441.7865854,1334.932927,7658.79878,686.9512195,176.9939024,2930.932927,6957.676829,1351.847561,166.1341463,3211.121951,358.9268293,494.7073171,164,20.18953166,10.77031598,0.845825031,0.886486486,0.546666667,-1.095893792,1,0,0,0,0,0,0,0,1,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,Dendritic Cell,Other Cells
+2123,21801.18812,885.0594059,536.2673267,1090.811881,18805.86139,692.4752475,497.1980198,1538.306931,10622.47525,544.4851485,498.3366337,1772.80198,14807.22772,1304.742574,4384.039604,2478.554455,5314.920792,1321.336634,357.6138614,2407.29703,9881.217822,434.009901,1862.356436,488.2673267,11653.0396,431.009901,123.3663366,2158.445545,9335.950495,1524.881188,780.7623762,2823.009901,8108.881188,855.6336634,260.7920792,1575.29703,6443.287129,851.3564356,422.6633663,1368.60396,5063.663366,1023.693069,161.970297,4565.861386,4161.811881,1259.287129,228.8415842,3233.633663,503.970297,493.6534653,101,13.4931684,9.655393968,0.698534394,0.926605505,0.706293706,-0.191987517,1,0,0,1,0,0,0,0,1,0,0,0,0,1,0,0,0,1,1,0,1,0,0,0,Dendritic Cell,Other Cells
+2124,19308.76068,790.9145299,521.3675214,1052.350427,16579.84615,643.8119658,478.3333333,1419.632479,9888.923077,517.7606838,547.5811966,1759.803419,13587.05983,1259.367521,7130.094017,2932.675214,4765.632479,1442.367521,340.4615385,2444.726496,10098.81197,433.2735043,1439.367521,550.7179487,11431.18803,472.0598291,122.4358974,1834.931624,9079.897436,1592.871795,841.5042735,2804.965812,8014.769231,644.4871795,267.8119658,1680.102564,6472.923077,982.7094017,417.3247863,1324.794872,5035.239316,950.2307692,168.6068376,3499.726496,4491.145299,1313.803419,622.0512821,3119.905983,570.034188,494.3247863,117,12.58452878,12.04798427,0.288881865,0.983193277,0.642857143,-0.424926593,1,0,0,1,0,0,0,0,1,0,0,0,0,1,0,0,0,0,1,0,1,0,1,0,Dendritic Cell,Other Cells
+2125,44128.80769,864.2884615,562.4423077,1109.557692,42952.01923,735.4423077,821.2884615,1735.346154,23434.13462,573.4038462,666.6538462,1823.288462,31904.88462,1322.038462,7895.903846,3629.192308,11812.65385,1420.634615,386.8076923,2844.0,23792.55769,485.9230769,153.7692308,516.25,29012.73077,452.9615385,138.3653846,5191.173077,22412.69231,1550.576923,676.3076923,2839.826923,19088.19231,629.6346154,314.5769231,3855.480769,14190.82692,876.0,469.3846154,1331.711538,10920.38462,675.7884615,183.7115385,4500.807692,9301.307692,1414.288462,201.1730769,3346.5,237.1346154,492.3846154,52,10.03830693,6.813350359,0.734383269,0.928571429,0.722222222,0.79035227,1,0,0,1,0,0,1,0,0,0,0,1,0,1,1,0,1,0,0,1,1,0,0,0,B Cell,B Cells
+2126,20239.64035,1164.394737,607.377193,1043.719298,16821.33333,763.1403509,839.3070175,1427.096491,9551.877193,625.4473684,1438.385965,1786.789474,13403.54386,1338.035088,6080.719298,2755.394737,4651.614035,1269.517544,361.2017544,2563.412281,9761.964912,423.9561404,887.0877193,938.9473684,11133.70175,469.4912281,256.7017544,2826.482456,8533.77193,2126.315789,669.9473684,2790.596491,7519.192982,655.1929825,242.6052632,1343.973684,6015.245614,1149.95614,396.9649123,1345.605263,4563.429825,906.0263158,154.3333333,2886.149123,3942.850877,1159.342105,213.254386,3435.307018,514.7017544,494.9649123,114,12.51109914,11.71869184,0.350230209,0.966101695,0.791666667,-0.445484051,1,1,1,1,0,0,0,0,1,0,1,0,1,1,0,1,0,1,1,0,1,0,0,1,Regulatory T Cell,T Cells
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+2129,46731.5478,927.7416021,592.881137,1158.248062,22353.44961,532.248062,367.7700258,1464.599483,9946.403101,400.7235142,619.8165375,1641.121447,16102.17829,1029.643411,5324.248062,2385.18863,6006.382429,1054.211886,289.9534884,2891.591731,11010.5478,1117.312661,319.0542636,515.8423773,13370.08527,354.9250646,107.875969,3801.72093,10096.6124,1562.289406,469.0852713,2783.191214,7920.994832,508.3462532,228.5064599,3167.118863,5563.599483,727.7571059,340.9560724,1272.271318,2828.731266,636.2997416,136.2687339,1612.589147,2923.093023,954.6589147,163.8036176,3035.126615,1084.286822,498.5736434,387,31.25183693,16.82428598,0.842724223,0.846827133,0.56744868,-1.23552641,0,0,0,1,0,0,1,1,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,Follicular Dendritic Cell,B Cells
+2130,45754.07469,899.626556,575.6348548,1132.589212,40697.77178,733.7178423,623.7551867,1693.340249,22858.48133,580.4896266,621.1908714,1794.070539,31266.58091,1351.40249,9042.775934,5887.016598,11332.78423,1425.792531,383.1701245,2472.647303,23253.64315,460.1825726,152.2406639,478.2323651,27432.93776,455.8340249,135.6887967,5565.091286,21385.25311,1598.643154,955.439834,2825.6639,18799.65145,672.7634855,316.746888,2853.651452,14194.6805,927.9045643,466.2946058,1311.182573,11126.28631,659.5103734,182.3609959,4467.099585,9372.045643,1421.605809,236.9170124,3344.278008,283.8506224,500.6887967,241,25.60999722,12.31727403,0.876744899,0.919847328,0.573809524,-0.869610997,1,0,0,1,0,0,0,0,0,0,0,1,0,1,1,0,0,0,0,1,1,0,0,0,B Cell,B Cells
+2131,47079.42045,1064.545455,545.5340909,1120.409091,41635.44318,758.4431818,803.7727273,1657.931818,24384.79545,619.8409091,1735.477273,1822.829545,33057.97727,1401.681818,6623.068182,4020.238636,11908.60227,1459.704545,403.2613636,2526.681818,23238.27273,480.6363636,149.8863636,856.3409091,28219.36364,456.6136364,136.1704545,3579.897727,21900.20455,1985.693182,827.875,2825.045455,18972.35227,635.7954545,313.7613636,1816.806818,14583.76136,1039.204545,461.2386364,1313.977273,11287.13636,657.2272727,178.5113636,2405.011364,9873.318182,1443.352273,197.2272727,3358.090909,311.6704545,493.6818182,88,13.61885609,8.596312791,0.775614686,0.967032967,0.846153846,-1.426668652,1,0,1,1,1,1,0,0,0,0,0,0,1,1,0,0,0,0,0,0,1,0,0,1,Helper T Cell,T Cells
+2132,22838.54128,1060.66055,561.7706422,1082.321101,19800.31193,688.2018349,638.3853211,1495.073394,10995.40367,557.3486239,654.7706422,1770.100917,15689.55046,1274.238532,5097.036697,2848.724771,5677.229358,1297.431193,366.6146789,2580.385321,11972.88073,443.1651376,677.8623853,703.0275229,13858.17431,462.6055046,127.3119266,4517.587156,10782.77064,1792.880734,694.2752294,2801.688073,9546.954128,688.5045872,287.2752294,1829.220183,7517.385321,1000.422018,435.5963303,1340.807339,5993.036697,805.6880734,176.9908257,5686.715596,5310.568807,1311.0,153.7155963,3327.12844,396.733945,495.3394495,109,15.3869405,9.18563952,0.802258837,0.908333333,0.707792208,-1.085799473,1,0,0,1,0,0,0,0,1,0,0,0,0,1,0,0,0,1,1,0,1,0,0,0,Dendritic Cell,Other Cells
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+2134,23855.65476,936.5357143,480.047619,1056.964286,19492.0,582.3095238,465.6428571,1434.797619,11802.97619,479.0952381,771.75,1742.988095,15932.30952,1174.559524,4781.904762,3134.440476,5786.27381,1204.607143,311.6547619,2466.75,11596.22619,406.9047619,496.5119048,892.9047619,13444.27381,421.5595238,109.75,3696.297619,10550.60714,1441.72619,737.9166667,2772.154762,9220.142857,621.5833333,239.2261905,1832.02381,7314.738095,1128.154762,378.1666667,1305.428571,5691.011905,770.8928571,150.3095238,3077.071429,4951.416667,1225.22619,638.5,3121.595238,630.4880952,495.5119048,84,13.61519384,8.220361458,0.797163251,0.923076923,0.583333333,-0.702554834,0,0,0,1,0,0,0,0,1,0,0,0,0,1,0,1,0,0,1,0,1,0,1,0,Dendritic Cell,Other Cells
+2135,38344.51695,815.8220339,469.2711864,1081.533898,32783.28814,680.3728814,731.1016949,1593.466102,18735.95763,517.3305085,1341.042373,1782.288136,26085.92373,1269.745763,4719.322034,3209.152542,9455.364407,1267.364407,352.3220339,2856.661017,18836.98305,472.4237288,488.3813559,1188.898305,22444.29661,428.1440678,124.6016949,2800.966102,17617.33898,2082.152542,559.8135593,2812.076271,15196.66949,917.3644068,273.220339,1822.050847,12196.65254,1222.381356,416.5762712,1302.627119,8562.050847,722.7627119,160.059322,3481.983051,7447.508475,1277.313559,286.9915254,3259.254237,829.5508475,496.7881356,118,12.97837881,12.42559262,0.28874133,0.921875,0.698224852,-1.270916948,1,0,1,1,0,0,1,0,1,0,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
+2136,48257.63033,910.6303318,623.0947867,1173.554502,22783.60664,537.0473934,476.2701422,1438.540284,11705.14692,427.6777251,719.6919431,1720.777251,15974.34597,1020.388626,7215.753555,3518.061611,6371.421801,1102.199052,306.9620853,2394.71564,12166.11848,389.6161137,108.0616114,493.8530806,14471.41232,323.943128,441.5924171,7725.938389,10701.76303,1328.952607,544.943128,2796.383886,8928.981043,498.7156398,229.7156398,2429.92891,5640.336493,686.507109,364.8625592,1269.900474,4438.862559,545.1232227,147.07109,2087.582938,3787.691943,1036.71564,165.0616114,3068.971564,168.9668246,502.1658768,211,22.37441028,13.02163524,0.813197471,0.844,0.528822055,-0.497053454,0,0,0,1,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,1,0,0,0,B Cell,B Cells
+2137,53217.82645,917.2644628,592.1570248,1161.950413,53437.66116,761.8347107,712.0661157,1776.983471,28741.55372,605.7520661,630.7438017,1805.14876,39515.00826,1399.495868,8806.768595,6639.264463,14311.95041,1490.297521,401.0495868,2874.454545,29304.07438,478.8429752,154.4793388,642.107438,35606.53719,468.8595041,144.322314,5799.46281,27610.7686,1689.008264,753.661157,2831.545455,23256.38843,638.2396694,327.4793388,3165.198347,17395.35537,957.2727273,483.0413223,1314.446281,12955.04132,673.9090909,185.0578512,3831.917355,10894.92562,1455.553719,178.8016529,3395.677686,229.0661157,498.322314,121,16.09244538,10.23017358,0.771925664,0.902985075,0.581730769,-0.366692333,1,0,0,1,1,1,1,0,0,0,0,1,0,1,1,0,1,0,0,1,1,0,0,1,B Cell,B Cells
+2138,49157.4,897.6,548.5285714,1117.1,46044.15714,755.5285714,710.5571429,1700.2,25366.27143,591.0714286,899.6571429,1825.171429,35121.4,1339.171429,8117.528571,5176.842857,12795.47143,1444.171429,389.1714286,2702.342857,26448.8,462.4142857,146.2714286,570.6,30972.28571,437.8285714,135.5857143,4574.914286,24515.72857,1723.3,816.8142857,2859.885714,21372.51429,661.4857143,330.3,3201.128571,15977.64286,971.1285714,479.6857143,1307.442857,12338.07143,675.8857143,181.7285714,3586.742857,10397.77143,1428.657143,336.6714286,3315.057143,256.6571429,494.8428571,70,11.91344559,7.769512499,0.758078475,0.921052632,0.648148148,-1.280825539,1,0,1,1,0,0,1,0,0,0,0,0,0,1,1,0,1,0,0,1,1,0,0,0,T Cell,T Cells
+2139,41016.90378,884.8109966,597.0309278,1112.731959,37342.31615,720.5704467,589.8419244,1667.305842,20735.95533,568.0652921,694.1683849,1797.041237,28361.48797,1296.164948,8691.106529,6330.498282,10371.27835,1393.780069,375.7319588,2622.04811,22205.55326,449.5532646,151.0412371,502.3539519,25191.90378,439.7697595,135.3298969,5314.457045,19565.50172,1634.140893,1000.151203,2816.821306,17271.53265,642.6941581,313.0343643,2991.027491,13036.23368,908.3642612,460.3264605,1310.800687,10260.5567,666.814433,184.580756,5307.213058,8410.109966,1392.810997,300.6013746,3304.969072,266.8728522,504.9828179,291,32.15378643,12.65296147,0.919318672,0.826704545,0.461904762,-0.370414011,1,0,0,1,0,0,0,0,0,0,0,1,0,1,1,0,0,0,0,1,1,0,0,0,B Cell,B Cells
+2140,36606.51887,858.9528302,524.6320755,1085.40566,32137.18868,712.5283019,915.6698113,1550.235849,18527.85849,563.8396226,1613.575472,1777.745283,26047.4717,1328.811321,6922.0,3702.660377,9231.037736,1376.754717,362.3018868,2509.283019,18654.41509,470.2169811,524.3396226,1123.481132,21779.56604,472.9811321,132.7924528,4680.433962,17180.14151,2061.716981,802.5754717,2829.301887,15128.4717,644.5471698,299.9433962,1656.424528,11982.29245,1053.867925,454.8867925,1318.537736,9075.471698,750.3679245,177.3867925,3942.867925,8063.320755,1387.207547,242.3207547,3308.990566,458.4339623,499.509434,106,15.77153459,9.215386372,0.811534151,0.905982906,0.56684492,-0.082782979,1,0,1,1,0,0,0,0,1,0,0,0,1,1,0,0,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
+2141,23289.74336,821.3672566,519.2212389,1048.513274,20120.31858,665.2035398,531.9424779,1449.39823,11368.32743,510.0752212,467.3716814,1727.734513,15598.76549,1273.163717,3222.659292,2595.566372,5624.584071,1330.5,347.2212389,2435.300885,11557.61504,447.3761062,703.0619469,501.9070796,13332.53982,415.6946903,123.1681416,2276.884956,10383.5177,1482.99115,758.0176991,2807.482301,9232.845133,725.1725664,269.9159292,1853.787611,7356.460177,909.3584071,421.7300885,1313.358407,5696.283186,791.5,165.9867257,3757.19469,4998.176991,1334.783186,407.920354,3132.29646,557.2964602,501.6946903,226,21.78735579,13.65073949,0.77938596,0.933884298,0.604278075,-0.355362941,1,0,0,1,0,0,0,0,1,0,0,0,0,1,0,0,0,0,1,0,1,0,0,0,Dendritic Cell,Other Cells
+2142,16791.37255,756.4215686,657.4117647,1100.068627,8209.931373,389.4509804,296.5784314,1064.166667,4238.176471,328.7156863,442.0588235,1590.960784,6346.156863,801.5294118,3205.852941,1184.627451,2346.196078,874.5196078,239.4313725,2662.137255,4343.676471,526.6764706,128.6078431,427.7745098,5116.039216,253.0686275,89.11764706,1769.980392,4170.392157,1128.254902,476.9607843,2752.205882,3319.598039,437.5,178.8137255,2255.078431,2590.460784,570.2647059,297.6568627,1246.509804,1552.980392,504.8235294,126.7156863,1039.598039,1479.656863,810.3431373,91.98039216,2852.088235,1018.401961,497.2941176,102,12.03543177,10.89174549,0.42546817,0.971428571,0.653846154,-0.729476933,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Unknown,Other Cells
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+2147,40179.34247,895.7260274,528.8630137,1076.027397,35363.13699,751.1369863,1075.191781,1604.561644,19887.0,574.630137,1982.643836,1807.671233,27499.39726,1343.712329,4310.150685,3741.821918,10125.68493,1452.30137,387.4109589,3080.767123,20046.46575,466.5205479,1420.178082,1735.890411,23138.57534,463.0958904,281.3972603,3803.849315,17815.52055,2374.643836,763.3287671,2820.863014,15991.60274,638.8767123,301.5205479,1495.863014,12714.91781,1411.246575,483.630137,1383.726027,9855.547945,1054.561644,190.3835616,4841.383562,8691.273973,1439.671233,229.3835616,3256.027397,414.9863014,496.8630137,73,11.50001281,8.635377617,0.660414143,0.890243902,0.51048951,1.334642618,1,0,1,1,0,0,1,0,1,0,1,0,1,1,0,1,1,1,1,1,1,0,0,0,Regulatory T Cell,T Cells
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+2149,18111.61644,721.6506849,444.4246575,1029.191781,15826.00685,599.0616438,419.7739726,1367.034247,9122.253425,463.2260274,506.3424658,1728.979452,12688.54795,1185.90411,2916.986301,1849.705479,4496.863014,1236.438356,319.4383562,2436.315068,9074.59589,420.5684932,735.6506849,561.4315068,10501.78082,364.5890411,112.5616438,1267.30137,8247.657534,1425.267123,763.3424658,2795.356164,7316.013699,663.0821918,243.6849315,1599.431507,5752.876712,970.130137,381.5753425,1305.013699,4528.787671,763.5753425,149.5342466,4324.780822,4051.684932,1216.260274,413.5479452,3149.39726,593.6917808,499.5068493,146,16.45300692,11.63590418,0.70699302,0.935897436,0.608333333,0.573662611,0,0,0,0,0,0,0,0,1,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,Dendritic Cell,Other Cells
+2150,29699.84416,847.7207792,647.0454545,1112.935065,25859.22727,696.0844156,568.7922078,1614.350649,15018.73377,524.0844156,528.6168831,1748.272727,20399.12987,1295.75974,2884.493506,2201.376623,7360.058442,1282.409091,354.1363636,2448.571429,14650.37013,472.0,354.9155844,499.3051948,17742.98701,428.1428571,126.2142857,2271.409091,13615.26623,1479.441558,580.7012987,2788.207792,11926.85714,741.4285714,283.6168831,1840.525974,9779.383117,875.6688312,418.9545455,1321.597403,7396.331169,704.0974026,166.7402597,2441.5,6278.396104,1366.974026,462.1883117,3177.012987,724.3376623,499.7857143,154,15.7860243,12.54119014,0.60733096,0.956521739,0.696832579,-0.119661541,1,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Dendritic Cell,Other Cells
+2151,29104.77311,877.9159664,545.8991597,1100.310924,22810.0084,683.7478992,638.789916,1568.882353,12640.11765,508.3193277,878.2605042,1767.857143,18147.29412,1227.428571,5281.647059,3610.915966,6299.428571,1209.504202,341.6638655,2447.966387,12538.66387,487.0168067,449.5966387,1027.630252,15221.96639,403.7815126,144.7647059,2803.134454,11703.11765,1834.462185,540.7142857,2807.647059,10015.02521,892.8403361,261.1512605,3365.470588,7990.764706,1199.277311,401.0,1301.184874,5766.94958,739.1848739,157.7226891,3919.235294,5068.067227,1239.252101,634.6134454,3278.268908,844.0420168,497.6806723,119,14.76713493,10.55611765,0.699289508,0.944444444,0.708333333,1.106407036,1,0,1,1,0,0,0,0,1,0,0,0,1,0,1,1,0,0,0,0,1,0,1,0,Helper T Cell,T Cells
+2152,50877.90741,899.6388889,560.6851852,1145.398148,49977.60185,761.7222222,1222.787037,1797.092593,25846.57407,616.8240741,1317.851852,1857.324074,36064.17593,1346.657407,7686.62037,7529.157407,13771.49074,1462.472222,406.8888889,2396.314815,26946.44444,466.9259259,656.0185185,612.8055556,31772.46296,1226.314815,140.5092593,4635.037037,24268.26852,1585.398148,658.3611111,2834.898148,20695.78704,645.037037,322.8888889,4260.805556,14436.56481,1374.064815,469.7314815,1326.240741,11153.96296,769.6388889,189.5833333,3610.740741,9149.453704,1414.259259,185.962963,3414.62037,204.4907407,500.1203704,108,17.84812508,8.075347352,0.891790819,0.892561983,0.519230769,-0.569251001,1,0,1,1,1,1,0,0,1,1,0,0,0,0,1,1,1,0,0,1,1,0,0,1,Cytotoxic T Cell,T Cells
+2153,24296.56579,898.5921053,496.6578947,1039.868421,20135.22368,625.2763158,371.7894737,1466.447368,11449.51316,475.2105263,527.7894737,1745.697368,15528.14474,1164.960526,4684.25,3304.763158,5768.881579,1232.605263,312.9210526,2430.578947,11344.07895,411.3289474,622.5394737,610.4342105,13014.38158,380.7236842,110.3421053,2799.473684,10099.39474,1361.684211,722.4473684,2792.828947,8967.144737,615.3552632,239.0526316,1884.815789,7128.697368,878.4078947,377.9473684,1298.276316,5560.776316,737.3684211,155.4078947,2796.276316,4753.907895,1196.184211,325.4078947,3137.25,637.7894737,498.7763158,76,11.96313289,8.385769166,0.713193068,0.962025316,0.690909091,-0.649894184,1,0,0,1,0,0,0,0,1,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,Dendritic Cell,Other Cells
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+2155,33377.42424,810.2474747,534.2575758,1103.575758,29557.13636,646.2626263,721.6969697,1604.40404,16053.32323,494.6767677,1048.510101,1736.843434,23018.56566,1212.530303,5658.808081,3454.757576,8038.757576,1224.338384,334.7727273,3786.464646,16194.58586,6239.025253,788.9848485,955.3232323,19519.5202,462.4343434,125.2878788,4122.469697,15598.91919,1849.308081,645.4343434,2803.621212,13040.23232,608.6363636,267.3282828,5907.09596,10368.36869,990.8939394,398.2020202,1321.0,7421.919192,818.5909091,156.1616162,3194.848485,6347.555556,1242.010101,291.1767677,3255.565657,890.5959596,502.489899,198,20.83656475,12.27429435,0.808078541,0.947368421,0.582352941,-0.581122611,1,0,1,1,0,0,1,1,1,0,0,0,1,0,1,0,0,0,1,0,1,0,0,0,Helper T Cell,T Cells
+2156,26532.61224,769.7142857,487.7346939,1064.05102,23860.02041,653.6938776,520.9591837,1513.642857,12512.14286,492.1122449,907.2755102,1745.704082,18716.92857,1312.469388,4692.438776,4756.938776,6758.295918,1249.387755,333.7959184,2453.571429,13046.45918,1446.214286,215.1326531,717.5408163,15780.95918,430.3979592,122.5816327,2674.663265,11970.11224,1623.05102,800.8469388,2798.081633,10310.21429,1005.489796,256.877551,2192.755102,8617.459184,983.6632653,398.0204082,1277.969388,6534.510204,631.2040816,157.3367347,5143.816327,5441.0,1242.295918,368.3265306,3157.938776,760.9591837,499.6428571,98,13.99113427,9.925080388,0.704822665,0.875,0.628205128,-0.833604522,1,0,1,1,0,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,T Cell,T Cells
+2157,31108.48649,797.8378378,461.4459459,1074.594595,27312.40541,686.7432432,697.1486486,1574.216216,15600.2973,510.027027,1244.959459,1782.283784,22122.82432,1237.445946,6295.243243,3984.851351,7826.662162,1217.648649,342.2432432,2425.432432,15833.60811,450.9324324,184.5675676,1255.432432,18802.63514,437.2972973,483.7162162,3347.567568,14811.37838,2087.621622,550.9189189,2784.662162,12551.08108,652.1216216,263.1486486,1948.648649,10256.75676,1349.013514,406.1891892,1313.986486,7506.972973,633.8243243,156.3378378,2667.378378,6444.635135,1263.391892,589.0540541,3198.486486,808.1081081,499.3108108,74,12.16586753,8.478244948,0.717180145,0.891566265,0.560606061,-1.010613478,1,0,1,1,0,0,0,0,0,0,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
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+2159,41729.58427,857.741573,474.5842697,1092.786517,34696.33708,697.6292135,612.258427,1586.134831,20470.14607,543.1011236,1418.382022,1810.94382,28441.62921,1316.303371,4649.292135,4487.202247,10208.64045,1314.629213,355.8089888,2561.426966,20271.69663,473.6966292,146.8426966,1163.404494,24260.0,445.4157303,435.9662921,2928.516854,19151.96629,2084.932584,678.3483146,2831.292135,16561.5618,639.4382022,283.8988764,1921.831461,13693.77528,1315.123596,429.6516854,1287.696629,9785.651685,661.9662921,166.0,3343.786517,8542.213483,1362.426966,202.6629213,3276.168539,752.0786517,503.1685393,89,17.10083632,6.866058783,0.915857152,0.881188119,0.618055556,-0.144307866,1,0,1,1,0,0,0,0,0,0,1,0,1,1,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
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+2164,21159.40714,719.3714286,473.9071429,1036.857143,18876.47143,677.2785714,572.7857143,1429.814286,10729.67143,473.9071429,1019.142857,1831.314286,15033.15714,1161.007143,5184.421429,3195.428571,5277.692857,1241.164286,312.5428571,2527.721429,10770.03571,402.8642857,468.9214286,955.1714286,12500.5,545.8,116.2,1933.614286,9869.828571,1683.864286,722.3214286,2799.842857,8917.628571,613.0785714,249.1285714,1691.25,6970.464286,1205.614286,386.5642857,1309.442857,5515.478571,683.8642857,153.5428571,4181.942857,4817.821429,1217.757143,540.9642857,3101.864286,581.1785714,501.2857143,140,15.78299154,11.81503861,0.663029687,0.909090909,0.673076923,1.324160128,1,0,1,1,0,0,0,0,1,1,0,0,0,1,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+2165,34204.76923,1129.346154,579.7884615,1106.615385,30251.94231,821.0384615,1223.942308,1658.25,17167.25,632.2884615,1777.730769,1823.769231,23273.0,1417.326923,3953.576923,3353.807692,8127.865385,1404.134615,368.5576923,3543.923077,16654.23077,498.9038462,440.5192308,2017.442308,19640.01923,449.6923077,174.1153846,3243.096154,15215.57692,2429.903846,714.3076923,2859.423077,13636.01923,657.9423077,308.5,1435.173077,10578.48077,1248.0,460.9230769,1380.442308,8407.903846,730.6538462,175.0576923,3814.423077,7201.692308,1367.769231,208.6346154,3342.326923,410.2115385,502.7115385,52,12.30408556,6.308162204,0.858574739,0.825396825,0.481481481,0.4164407,1,1,1,1,0,0,1,0,1,0,1,0,1,1,0,1,0,1,0,0,1,0,0,0,Regulatory T Cell,T Cells
+2166,39855.48936,889.7234043,509.5531915,1107.531915,34510.7234,712.0212766,621.8085106,1608.765957,19787.74468,545.5319149,550.2765957,1760.93617,26836.02128,1338.106383,4041.191489,3680.553191,9652.255319,1417.468085,372.1702128,2435.191489,21792.0,514.5106383,333.9787234,549.9361702,23504.23404,492.3191489,136.8723404,2923.446809,18347.87234,1784.06383,867.8085106,2826.191489,16050.08511,680.6382979,320.7234043,1943.553191,12837.06383,1031.042553,473.0851064,1321.319149,9916.510638,700.787234,182.4893617,3670.404255,8548.468085,1425.276596,495.6170213,3231.978723,433.0,500.3191489,47,8.624319335,7.186862583,0.552783069,0.979166667,0.734375,-0.359774755,1,0,0,1,0,0,0,0,1,0,0,0,0,1,0,0,1,0,0,1,1,0,0,0,Dendritic Cell,Other Cells
+2167,22457.86905,720.1071429,471.6785714,1036.119048,19635.54762,610.9285714,418.952381,1430.654762,11697.45238,480.5357143,480.5952381,1769.964286,16200.09524,1158.154762,3779.166667,2619.5,5888.202381,1282.892857,322.3095238,2528.011905,11695.34524,429.6071429,1144.011905,436.5119048,13596.03571,394.5595238,115.4880952,2598.011905,10754.83333,1465.952381,771.3690476,2825.761905,9269.345238,729.797619,246.75,1505.869048,7539.416667,826.4285714,415.7261905,1326.119048,5912.857143,896.1547619,160.952381,4500.285714,5312.77381,1241.083333,334.7142857,3093.27381,494.3690476,500.8928571,84,11.81405948,9.100939052,0.637623481,0.988235294,0.717948718,-1.467074969,0,0,0,1,0,0,0,0,1,0,0,0,0,1,0,0,0,0,1,0,1,0,0,0,Dendritic Cell,Other Cells
+2168,22585.30328,782.2131148,440.852459,1042.991803,19382.41803,638.4016393,438.6885246,1413.0,11203.81148,508.8688525,354.0901639,1660.442623,15750.20492,1273.47541,3522.336066,2708.97541,5612.737705,1413.02459,335.7868852,2365.967213,11869.89344,471.4016393,326.9672131,450.647541,13844.64754,360.8442623,117.942623,3577.852459,10461.39344,1421.934426,822.8278689,2808.032787,9434.909836,610.0819672,264.7377049,1801.131148,7707.532787,818.7131148,388.7868852,1288.909836,5959.795082,659.704918,158.1311475,1809.696721,5153.139344,1350.065574,1693.934426,3066.147541,680.7295082,503.5983607,122,15.21553247,10.60844808,0.716865238,0.917293233,0.677777778,-0.18882534,1,0,0,1,0,0,0,0,1,0,0,0,0,1,0,0,0,0,0,0,1,0,1,0,Dendritic Cell,Other Cells
+2169,25727.95652,827.8695652,619.5652174,1090.282609,22866.82609,656.5652174,893.7173913,1621.391304,12123.43478,491.9130435,1839.434783,1783.021739,17718.73913,1219.956522,6934.108696,5071.282609,6359.847826,1226.652174,340.7391304,3422.608696,12180.67391,2291.630435,962.4565217,1997.086957,15043.28261,455.6304348,269.0652174,3945.782609,11440.67391,2116.304348,708.7608696,2809.282609,9603.717391,661.5217391,264.0869565,5826.26087,7726.173913,1038.5,418.0652174,1336.26087,5699.76087,907.2608696,160.326087,5781.086957,4705.543478,1248.891304,553.3913043,3216.26087,880.5434783,500.9130435,46,8.770331525,6.976330457,0.606023675,0.901960784,0.638888889,-0.540285667,1,0,1,1,0,0,1,1,1,0,1,0,1,1,1,0,0,0,1,0,1,0,0,0,Regulatory T Cell,T Cells
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+2171,48541.44565,907.8586957,665.3152174,1142.717391,49335.6413,744.1086957,680.0,1797.706522,24701.55435,591.4130435,594.0217391,1783.804348,34797.47826,1333.717391,9784.184783,8677.326087,13089.75,1418.880435,390.1847826,2423.695652,26149.42391,466.9673913,205.5978261,450.9021739,31067.61957,573.5652174,139.3695652,7798.347826,23492.77174,1515.054348,1030.119565,2826.434783,20378.3913,637.2608696,317.6847826,6010.521739,14560.27174,1052.934783,460.8369565,1325.76087,11175.46739,668.1630435,188.2173913,3243.804348,9093.293478,1413.869565,203.1630435,3361.021739,211.5326087,504.2608696,92,12.98197317,9.339811439,0.694549756,0.968421053,0.696969697,-0.6723046,1,0,0,1,0,0,0,0,0,1,0,1,0,1,1,0,0,0,0,1,1,0,0,1,B Cell,B Cells
+2172,36783.21493,1064.507463,569.1462687,1109.889552,31893.06269,708.3164179,587.3014925,1581.501493,18302.94627,573.7074627,745.2746269,1758.361194,24794.27463,1303.901493,6427.597015,3603.58209,8884.152239,1361.38806,359.1104478,2408.0,18110.53731,433.4477612,166.5432836,461.8597015,21674.77313,479.3343284,174.0089552,4508.349254,16519.94328,1601.895522,691.2328358,2819.773134,14324.05373,686.4686567,289.5820896,2087.501493,10951.55224,911.8597015,439.4268657,1314.170149,8547.892537,644.8955224,174.838806,3294.850746,7463.337313,1348.164179,427.5134328,3393.991045,309.3850746,507.9880597,335,24.28203069,18.0984655,0.666680092,0.927977839,0.72826087,-0.815613111,1,0,0,1,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,1,0,0,1,NK Cell,Other Cells
+2173,20443.11957,923.3369565,549.2608696,1067.097826,18531.01087,692.6630435,452.7282609,1476.347826,10051.05435,553.1304348,493.1413043,1762.043478,13571.26087,1254.641304,3769.73913,1760.445652,5016.26087,1339.25,343.6304348,2408.532609,10716.44565,452.9130435,1440.043478,473.6195652,11957.32609,384.4782609,126.8586957,2397.934783,9189.978261,1787.836957,656.7934783,2856.032609,8043.717391,922.6847826,260.9130435,1357.26087,6250.826087,801.2608696,432.826087,1420.641304,4867.586957,893.8043478,171.8152174,4686.195652,4379.847826,1283.315217,170.7826087,3328.0,352.0978261,505.076087,92,15.99726357,7.83626371,0.871806586,0.851851852,0.471794872,0.844391996,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,1,0,1,0,0,0,Dendritic Cell,Other Cells
+2174,24674.99265,873.5367647,536.3529412,1052.176471,21572.16912,637.3308824,532.9558824,1425.911765,12416.61029,518.4044118,836.2941176,1730.264706,16898.96324,1228.830882,4629.507353,4121.183824,5957.352941,1210.382353,321.0073529,2719.176471,12083.26471,412.4705882,345.1764706,690.6691176,14116.09559,382.3970588,122.4632353,3163.455882,11033.75,1650.904412,798.3308824,2795.286765,9809.625,583.9338235,251.6764706,1821.007353,7688.073529,1009.066176,385.7867647,1312.301471,5995.308824,736.9485294,148.3970588,2372.654412,5314.426471,1238.0,286.2058824,3259.455882,608.625,506.1911765,136,15.22228928,12.20077451,0.59798512,0.900662252,0.503703704,-0.23621965,1,0,1,1,0,0,1,0,1,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,T Cell,T Cells
+2175,12802.84507,691.7957746,381.2253521,1002.225352,11084.35915,555.6408451,383.2605634,1300.211268,6235.788732,447.1126761,370.584507,1716.992958,9219.197183,1124.408451,1249.309859,1033.78169,3317.316901,1137.197183,299.7535211,2385.373239,6685.78169,380.471831,148.7253521,444.1408451,7854.0,349.1619718,105.1126761,954.3732394,5965.183099,1264.267606,576.7676056,2791.5,5383.795775,742.6760563,227.7957746,1476.964789,4549.838028,717.7042254,362.1619718,1280.401408,3454.28169,582.7535211,146.1197183,2207.147887,3064.239437,1165.225352,1387.5,3043.457746,690.6690141,506.8802817,142,16.68046215,11.09776183,0.746562749,0.940397351,0.696078431,0.041734636,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Unknown,Other Cells
+2176,40527.12232,899.8134557,504.9296636,1098.865443,35264.56269,722.6299694,596.1620795,1619.550459,20050.07645,545.6880734,779.8379205,1775.376147,28837.8318,1342.189602,4006.211009,3532.819572,10239.40367,1317.183486,371.1804281,2412.296636,20477.4159,671.293578,135.3333333,741.1406728,24758.43731,437.4556575,148.3363914,2863.874618,18869.54434,1653.88685,698.8990826,2821.149847,16249.45872,752.146789,290.5259939,1977.53211,13589.04281,1081.159021,432.4984709,1296.489297,9699.495413,654.7889908,165.1406728,3016.165138,8448.116208,1382.804281,336.1192661,3205.522936,773.8103976,513.941896,327,29.55370886,16.41895604,0.831474244,0.840616967,0.512539185,-0.626524793,1,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,Activated APC,Other Cells
+2177,25360.55208,793.7395833,621.3020833,1113.916667,19192.10417,622.8645833,891.7604167,1652.15625,10896.76042,475.4479167,1794.114583,1770.083333,14716.39583,1151.59375,7367.052083,3081.364583,5454.791667,1157.354167,314.7083333,4809.885417,10857.16667,585.0833333,631.6041667,1223.927083,12499.70833,458.7604167,116.8333333,4033.53125,10558.125,1965.416667,605.5208333,2813.0625,8941.53125,606.9895833,262.25,11464.27083,7001.40625,1914.6875,389.09375,1336.427083,4832.25,779.75,160.4583333,4266.770833,4306.052083,1184.4375,502.5520833,3256.59375,907.7708333,503.21875,96,12.45123651,9.89246211,0.607268911,0.932038835,0.671328671,-1.473435514,1,0,1,1,0,0,1,0,1,0,0,0,1,0,1,1,0,0,1,0,1,0,0,0,Helper T Cell,T Cells
+2178,42535.41379,892.2241379,571.0172414,1138.982759,39542.77586,743.2586207,558.9310345,1704.482759,21906.58621,568.6551724,890.1206897,1850.12069,30229.74138,1306.844828,6641.362069,5647.793103,10966.06897,1425.551724,376.7758621,2725.672414,22748.53448,443.637931,140.5344828,582.8793103,26139.62069,443.8448276,133.0517241,4061.275862,20649.17241,1710.534483,834.9137931,2821.758621,17894.89655,648.0862069,307.9137931,3340.896552,13233.87931,942.2241379,464.6206897,1314.844828,10216.77586,696.1724138,182.7068966,4641.517241,8582.62069,1393.034483,382.8275862,3289.810345,257.5172414,502.0,58,10.89893124,7.00504179,0.766094957,0.950819672,0.753246753,-1.442780347,1,0,1,1,0,0,1,0,0,0,0,0,0,1,1,0,0,0,0,1,1,0,0,0,T Cell,T Cells
+2179,26390.82143,926.8928571,562.9464286,1096.089286,22972.08929,717.7321429,665.5,1593.553571,13130.89286,549.7142857,602.8571429,1783.857143,17997.83929,1304.0,6525.875,4368.339286,6412.803571,1337.321429,353.1428571,2470.089286,13471.71429,785.6964286,790.9285714,2004.517857,15226.07143,481.9107143,134.1964286,6091.839286,11964.53571,1596.75,915.875,2799.196429,10537.67857,644.4642857,293.3392857,2050.160714,8275.25,1061.392857,452.6785714,1342.357143,6466.625,909.375,179.5,4669.446429,5774.053571,1354.25,166.125,3395.160714,403.9107143,504.5178571,56,11.12466174,6.662954487,0.800797293,0.949152542,0.727272727,-0.265832698,1,0,0,1,0,0,0,1,1,0,0,1,0,1,0,0,0,1,1,0,1,0,0,1,B Cell,B Cells
+2180,33505.21951,880.4634146,487.5365854,1107.621951,29148.92683,715.804878,704.7317073,1556.292683,16818.09756,548.3414634,680.5609756,1772.743902,22784.53659,1347.317073,4494.365854,2323.207317,8380.853659,1429.97561,373.2317073,2465.853659,17753.39024,467.8414634,618.6097561,523.2682927,19969.30488,534.9634146,134.6463415,2802.841463,15658.47561,1623.878049,801.3658537,2945.170732,13819.34146,830.4268293,302.9634146,1664.487805,10966.84146,960.9146341,463.1341463,1364.012195,8481.890244,780.6707317,182.0487805,4437.658537,7559.743902,1434.512195,670.5853659,3238.5,425.6585366,504.0609756,82,13.96033309,7.731068572,0.83265753,0.901098901,0.569444444,0.889944872,1,0,0,1,0,0,0,0,1,1,0,0,0,1,0,0,0,1,1,1,1,0,1,0,Dendritic Cell,Other Cells
+2181,25172.48031,811.007874,512.5275591,1060.858268,21594.05512,660.7007874,558.7874016,1523.338583,12470.51969,527.2047244,635.5590551,1773.787402,17032.0315,1246.11811,4469.937008,3182.850394,6211.677165,1342.047244,374.1968504,2452.307087,11988.83465,432.8425197,1744.472441,538.2283465,14155.08661,415.6771654,124.5590551,2614.708661,10899.2126,1789.062992,776.9527559,2813.354331,9681.291339,940.6614173,265.2834646,1633.275591,7667.795276,954.3622047,433.6377953,1356.968504,6120.322835,1217.811024,168.6141732,5469.15748,5368.409449,1323.779528,277.8661417,3262.622047,510.9055118,505.2362205,127,16.1993173,10.87560354,0.741129728,0.858108108,0.610576923,-1.511074757,1,0,0,1,0,0,0,0,1,0,0,0,0,1,0,0,0,1,1,0,1,0,0,0,Dendritic Cell,Other Cells
+2182,40700.75862,858.0,506.7068966,1101.948276,34241.44828,688.9482759,664.9482759,1580.896552,20259.63793,512.7931034,635.7758621,1751.396552,27897.43103,1294.189655,5772.965517,2550.155172,10179.2069,1285.586207,360.1724138,2512.206897,20420.56897,477.1896552,266.637931,621.5172414,23966.60345,466.2241379,132.8275862,3434.706897,19153.7069,1640.689655,595.1724138,2789.603448,16498.62069,922.6551724,284.3793103,2136.017241,13414.2931,952.5689655,439.5689655,1298.586207,9392.327586,667.7586207,172.0517241,3013.965517,8157.034483,1318.0,919.3103448,3239.551724,815.6034483,503.3448276,58,9.513531917,8.286155201,0.491307445,0.878787879,0.644444444,-1.519326462,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Unknown,Other Cells
+2183,35251.8125,907.2556818,667.6193182,1171.744318,12453.99432,433.1022727,322.0340909,1248.039773,5987.801136,363.5568182,648.0681818,1661.380682,8366.085227,862.6193182,4264.102273,2067.068182,3288.352273,911.2897727,261.6818182,3318.443182,6204.982955,569.8011364,174.3522727,523.0909091,7117.045455,283.2272727,96.89204545,6082.238636,5075.755682,1541.056818,429.75,2792.039773,4237.517045,447.4659091,193.9431818,2293.539773,2362.630682,665.9943182,314.8863636,1260.909091,1877.420455,515.7556818,128.0454545,1426.653409,1651.545455,871.1306818,133.0227273,2935.619318,142.9943182,507.1761364,176,16.40433845,14.08548115,0.51257299,0.956521739,0.611111111,-1.213498121,0,0,0,0,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,B Cell,B Cells
+2184,17780.98693,855.7973856,517.1045752,1048.718954,16254.67974,722.9738562,669.6535948,1462.104575,8804.0,523.5359477,513.4052288,1743.836601,12272.45752,1235.111111,4740.202614,3432.163399,4534.555556,1299.235294,364.2745098,2447.849673,9149.019608,449.0392157,3115.202614,541.8627451,10373.38562,462.1045752,125.4117647,2017.869281,8148.339869,2026.183007,1150.594771,2822.803922,7213.751634,733.620915,259.0653595,1522.333333,5633.745098,958.9934641,436.1372549,1384.69281,4454.379085,1362.235294,172.3137255,4838.751634,4085.045752,1320.928105,163.0130719,3295.679739,383.7189542,507.9738562,153,16.60499139,12.06597583,0.687010466,0.921686747,0.75,0.08386432,1,0,0,1,0,0,0,0,1,0,0,0,1,1,0,0,0,1,1,0,1,0,0,0,Dendritic Cell,Other Cells
+2185,21303.91262,926.0,561.9417476,1080.76699,18921.26214,718.5145631,635.2330097,1511.941748,10674.34951,551.407767,623.776699,1779.805825,14858.75728,1284.747573,6107.864078,4286.883495,5458.097087,1313.902913,356.2718447,2395.776699,13607.30097,946.3009709,1533.796117,985.184466,12856.04854,759.6213592,128.368932,3634.15534,9978.621359,1706.145631,782.0485437,2797.582524,8850.135922,641.7864078,279.9223301,1958.873786,6976.378641,987.5533981,432.7475728,1361.621359,5515.048544,1100.92233,174.5533981,6331.825243,4944.873786,1339.23301,195.6796117,3258.252427,395.3786408,506.1456311,103,14.30446564,10.01607918,0.713940418,0.887931034,0.72027972,-0.554971202,1,0,0,1,0,0,0,1,1,1,0,0,0,1,0,0,0,1,1,0,1,0,0,0,Dendritic Cell,Other Cells
+2186,16825.30556,739.9652778,468.8819444,1044.826389,14846.27778,624.3958333,577.2083333,1420.6875,8526.756944,482.0347222,859.1388889,1716.423611,11920.45139,1195.555556,3371.965278,2247.805556,4317.055556,1180.25,319.8263889,2455.618056,8606.291667,416.2777778,379.0625,745.3958333,10286.33333,429.25,137.0694444,3039.375,7902.854167,1534.027778,703.8819444,2788.173611,7010.256944,606.2430556,250.1388889,2012.555556,5850.215278,837.9861111,382.7708333,1306.666667,4497.138889,690.4861111,158.1597222,4584.763889,3904.798611,1261.4375,543.8333333,3078.354167,709.5486111,505.1041667,144,14.63117682,12.8515248,0.477989106,0.947368421,0.75,1.523539597,1,0,1,1,0,0,0,0,1,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,T Cell,T Cells
+2187,31935.32571,855.4857143,483.3771429,1074.977143,27336.97143,692.0171429,754.7142857,1564.474286,15975.52571,532.2457143,1770.04,1901.371429,22930.15429,1318.44,6179.377143,3875.285714,7994.885714,1266.165714,390.3257143,2643.125714,16150.46286,505.8857143,254.9885714,1944.92,19367.77714,465.48,133.5542857,2123.491429,15031.87429,2308.28,547.4742857,2807.462857,12853.20571,962.9771429,278.0057143,1748.805714,10717.55429,2001.994286,423.4457143,1304.062857,7680.285714,668.4285714,164.1085714,3404.102857,6711.868571,1322.948571,329.2228571,3224.2,790.1257143,507.0742857,175,18.77067909,12.2135939,0.759357144,0.921052632,0.614035088,-1.247359359,1,0,1,1,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
+2188,31991.26136,886.1363636,490.7727273,1060.829545,27829.17045,696.1136364,756.75,1498.909091,15882.80682,548.3977273,924.7840909,1725.477273,22535.56818,1309.204545,6299.386364,2452.647727,7871.011364,1341.5,358.3181818,2437.840909,15028.23864,419.0113636,184.4204545,657.125,17483.89773,399.125,123.4886364,4582.965909,13683.44318,1682.909091,727.4318182,2805.409091,12002.97727,593.7045455,274.3068182,1742.227273,9522.238636,926.8863636,426.2045455,1320.329545,7367.920455,665.0454545,172.9886364,4178.011364,6475.568182,1312.829545,523.2727273,3299.068182,466.875,505.6931818,88,12.17800095,10.13249067,0.554727121,0.846153846,0.523809524,-1.557348483,1,0,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,T Cell,T Cells
+2189,20140.4625,775.19375,429.55625,1038.99375,17687.9,629.125,550.35625,1372.35625,9872.5625,493.7875,456.26875,1732.325,14431.0375,1245.3875,1980.75625,1325.0,5149.51875,1281.1375,336.31875,2425.01875,10781.76875,407.53125,277.10625,441.29375,12042.33125,382.2125,121.41875,2008.25625,9431.2375,1409.175,681.11875,2904.0125,8445.66875,895.49375,252.95,1480.25625,6711.75625,797.35,411.39375,1298.79375,5260.7125,649.78125,161.95,2319.63125,4601.8875,1356.04375,6180.5125,3160.50625,480.05625,507.45625,160,20.3367924,10.209487,0.864855712,0.958083832,0.561403509,-1.044224449,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,1,0,Activated APC,Other Cells
+2190,31814.25758,879.3787879,475.8333333,1068.606061,26396.57576,675.3787879,663.7727273,1536.037879,15442.70455,523.6969697,838.4772727,1729.25,21723.78788,1255.780303,5567.939394,2528.113636,7751.643939,1208.537879,336.6363636,2781.901515,15497.57576,470.4318182,543.1136364,834.3560606,18426.68182,456.3257576,123.4393939,2884.189394,14308.9697,1761.598485,528.9848485,2801.212121,12430.77273,937.9393939,261.5151515,1817.409091,9855.727273,917.0,393.25,1307.893939,7015.75,736.7121212,157.0378788,3796.265152,6031.075758,1217.333333,465.3560606,3305.439394,830.0984848,507.6818182,132,15.80922224,11.42257796,0.691343494,0.936170213,0.586666667,-0.990535548,1,0,1,1,0,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,T Cell,T Cells
+2191,47716.45833,892.125,586.1041667,1150.145833,46824.77083,730.2291667,777.6666667,1741.708333,25201.52083,592.25,635.8333333,1752.666667,34180.35417,1327.375,8788.8125,6505.4375,12670.54167,1450.458333,394.0208333,2671.625,25966.625,449.6458333,150.3958333,511.6458333,32106.77083,447.1041667,141.7916667,6218.333333,24448.4375,1702.25,705.6458333,2812.041667,20914.45833,636.2083333,319.5625,3775.583333,15647.02083,926.5,475.0208333,1300.729167,11841.35417,673.9583333,178.0208333,3419.3125,9881.395833,1434.645833,194.7916667,3370.104167,234.7291667,506.2916667,48,10.04685516,6.180019898,0.788433629,0.979591837,0.6,0.616350419,1,0,0,1,0,0,1,0,0,0,0,1,0,1,1,0,1,0,0,0,1,0,0,1,B Cell,B Cells
+2192,23600.08333,799.5833333,593.4444444,1079.611111,24702.83333,655.1388889,1113.583333,1586.861111,12144.27778,524.3888889,2184.166667,1841.25,17228.55556,1208.111111,11550.83333,8776.472222,6498.722222,1268.833333,356.1388889,5480.472222,14351.91667,482.6388889,137.8611111,1881.027778,15789.16667,451.1666667,125.3333333,4887.0,11746.5,2239.444444,779.3611111,2809.083333,10458.91667,604.3888889,271.9722222,3287.833333,7978.277778,1212.722222,418.2777778,1339.555556,6643.277778,652.3055556,182.3055556,6751.111111,4936.805556,1284.111111,412.5833333,3323.166667,249.3888889,504.8333333,36,8.266476106,5.955488387,0.693518737,0.9,0.571428571,1.443205131,1,0,1,1,0,0,1,0,0,0,0,0,1,1,1,1,0,0,0,1,1,0,0,0,Helper T Cell,T Cells
+2193,33766.78947,964.3684211,638.6210526,1135.442105,31128.23158,764.0315789,586.9789474,1652.042105,16892.47368,588.1368421,544.1368421,1760.073684,23578.46316,1408.452632,3676.294737,3038.294737,8482.926316,1458.136842,418.7894737,2422.8,17394.43158,525.0,582.1052632,504.2421053,21104.06316,448.3263158,146.8315789,3569.736842,16124.52632,1928.105263,801.3578947,2820.494737,14343.49474,670.6631579,319.2736842,1694.652632,11240.46316,1039.231579,481.0842105,1326.726316,8635.957895,778.4315789,189.7578947,4222.568421,7864.431579,1477.084211,152.1473684,3242.957895,372.3894737,508.2947368,95,12.82349897,10.03540444,0.622550953,0.896226415,0.608974359,-0.863463382,1,0,0,1,1,1,0,0,1,0,0,0,1,1,0,0,1,0,1,1,1,1,0,0,Macrophage,Other Cells
+2194,19515.0,1045.015625,533.5,1049.078125,19229.42188,719.34375,555.90625,1391.375,9492.78125,580.703125,667.40625,1731.5,13004.5,1273.859375,4676.5625,2040.15625,4870.390625,1854.953125,323.328125,2489.421875,10578.75,392.28125,302.3125,563.984375,11404.0,385.9375,123.75,2286.59375,8486.71875,1615.828125,691.078125,2839.796875,7777.203125,619.328125,248.9375,1433.890625,6324.453125,844.671875,413.109375,1327.6875,5314.984375,661.390625,158.859375,2591.890625,4082.765625,1207.515625,136.796875,3357.453125,417.625,507.234375,64,10.35106184,8.858702644,0.517264651,0.853333333,0.52892562,0.212349574,1,0,0,0,1,0,0,0,1,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,Macrophage,Other Cells
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+2207,27014.67059,827.4117647,510.1764706,1094.447059,23700.8,691.6823529,507.8352941,1598.211765,13181.83529,504.6235294,738.6823529,1795.505882,18969.17647,1359.494118,5938.529412,2912.188235,6758.129412,1238.941176,345.6470588,2396.894118,13791.6,1353.564706,127.0705882,593.8235294,16164.38824,454.5058824,131.2705882,2770.670588,12521.75294,1471.376471,679.8235294,2806.223529,10778.35294,1241.376471,254.2823529,2255.211765,8769.670588,1259.176471,400.6941176,1300.976471,6663.576471,614.3411765,161.0,3847.188235,5491.623529,1285.482353,438.0823529,3196.941176,806.0941176,509.1058824,85,11.30569392,10.04701601,0.458549878,0.944444444,0.643939394,-0.083360012,1,0,0,1,0,0,0,1,0,0,0,0,0,1,0,1,0,0,0,0,1,0,0,0,Proliferating Cell,Other Cells
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+2254,16717.27778,776.7222222,749.8333333,1112.777778,13248.72222,582.5666667,923.0,1703.944444,6731.466667,438.3888889,1312.533333,1761.1,9733.8,1102.555556,7983.766667,3661.911111,3671.588889,1089.1,298.0,4971.366667,6991.9,849.0666667,737.2111111,989.7555556,8450.266667,462.4,114.7888889,9920.822222,6858.433333,1898.211111,661.5222222,2784.722222,5797.466667,632.7444444,250.6888889,21296.25556,4542.555556,932.7777778,369.7111111,1322.788889,2922.533333,768.4222222,153.9777778,6340.133333,2738.466667,1082.611111,275.8555556,3167.622222,985.7444444,517.9666667,90,11.89425066,9.653881004,0.584154282,0.957446809,0.75,-1.471576953,0,0,1,1,0,0,1,1,1,0,0,1,1,1,1,0,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
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+2256,58392.11111,949.7569444,571.6875,1158.861111,55263.59028,784.9375,756.7986111,1864.104167,29035.88889,606.6597222,666.7013889,1793.777778,39450.15972,1422.694444,9865.451389,5735.034722,15204.84722,1505.881944,410.4166667,2446.027778,29413.23611,485.2291667,203.6597222,461.7361111,35386.15972,460.4027778,144.6944444,5905.236111,26404.01389,1658.506944,652.7222222,2863.444444,22167.18056,657.5347222,341.1875,5008.409722,14918.16667,913.3611111,474.6597222,1317.125,11148.73611,680.4375,190.1944444,2934.763889,9295.277778,1401.118056,199.5486111,3322.854167,188.0763889,521.8125,144,16.73235669,12.21270458,0.683569421,0.822857143,0.6,0.245969205,1,0,0,1,1,1,0,0,0,0,0,1,0,0,1,0,1,0,0,1,1,0,0,0,B Cell,B Cells
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+2259,39891.4,846.5783784,611.6486486,1121.043243,17395.43784,452.0378378,514.9567568,1234.956757,8314.983784,379.427027,879.2,1676.297297,11414.87568,909.4864865,5005.497297,1457.724324,4501.702703,968.3297297,263.9297297,2830.205405,8265.697297,342.0432432,346.1243243,463.3513514,9899.502703,283.2648649,152.0054054,3419.081081,7303.291892,1323.07027,410.5351351,2794.513514,6030.962162,466.2864865,198.1135135,2214.383784,3562.491892,639.3945946,325.8702703,1278.535135,2729.102703,569.8810811,133.827027,1252.454054,2394.951351,899.9567568,198.9783784,3017.086486,158.4810811,522.7675676,185,17.35077203,14.16598675,0.577420301,0.958549223,0.570987654,0.762633652,0,0,1,0,0,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,T Cell,T Cells
+2260,21418.7458,896.6546763,558.4268585,1073.335731,18780.66187,691.0503597,689.0911271,1510.292566,10547.13189,744.9064748,914.6930456,1758.623501,14843.30935,1284.522782,2982.990408,2535.196643,5347.081535,1358.055156,357.2134293,2575.026379,10851.39089,447.3693046,481.1294964,698.2517986,12714.4988,572.5275779,116.8872902,1446.36211,9772.932854,1700.889688,631.1079137,2799.033573,8659.119904,773.3165468,263.8848921,1694.7506,7005.776978,1053.453237,403.9688249,1376.002398,5522.776978,793.0,156.7673861,2889.316547,4689.316547,1321.64988,530.1270983,3183.340528,609.294964,526.9760192,417,25.66690334,20.97733585,0.576224775,0.939189189,0.758181818,-0.419072093,1,1,1,1,0,0,0,0,1,1,0,0,0,0,0,0,0,1,1,0,1,0,0,0,Cytotoxic T Cell,T Cells
+2261,29146.19355,830.5806452,432.9139785,1071.967742,25323.30108,669.6989247,597.3548387,1474.698925,14514.91398,528.6666667,393.2258065,1709.268817,20721.91398,1286.580645,2735.354839,2024.935484,7525.107527,1234.784946,350.9462366,2362.129032,15121.75269,495.9354839,233.9139785,449.2795699,18398.54839,415.655914,119.7956989,2092.107527,14028.49462,1450.516129,756.5376344,2788.935484,12559.5914,621.7419355,275.8709677,1999.247312,10301.02151,825.0537634,407.1075269,1314.139785,7564.16129,663.3978495,167.0537634,3208.301075,6658.236559,1391.731183,1422.236559,3154.83871,664.5376344,520.2580645,93,11.18535573,10.87730334,0.233072703,0.939393939,0.645833333,-0.567331237,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,1,0,Activated APC,Other Cells
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+2279,41991.63712,853.7174515,512.2132964,1113.476454,24336.74238,560.4293629,505.8421053,1475.468144,12285.30471,422.598338,1111.919668,1677.243767,18339.32133,1078.725762,7281.795014,2440.168975,6827.770083,1100.00277,298.9307479,3622.947368,13060.07202,602.7867036,187.1523546,831.166205,15269.76731,356.6565097,111.6759003,3223.282548,12333.61219,1720.540166,465.6620499,2801.088643,9857.99723,542.8725762,235.7867036,3662.842105,7299.98615,860.265928,361.498615,1280.66205,4075.418283,637.6121884,143.5595568,2623.387812,3982.844875,1039.409972,223.2880886,3073.459834,1057.127424,529.3268698,361,24.80559394,19.20810884,0.632762592,0.952506596,0.683712121,0.642106934,0,0,1,1,0,0,1,0,0,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,T Cell,T Cells
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+2285,34077.55357,835.7738095,529.5357143,1109.589286,33895.0119,707.9940476,482.4404762,1679.142857,17069.7381,608.0178571,552.3928571,1823.869048,23225.39881,1269.380952,7540.761905,4876.119048,8941.607143,1374.291667,452.6488095,2418.910714,17466.76786,459.5535714,7962.041667,460.6666667,20955.1369,450.4047619,134.5,3537.642857,15589.38095,1772.5,700.8035714,2824.410714,13044.89286,606.1547619,289.8452381,2705.142857,9287.267857,894.1785714,434.1190476,1416.327381,7049.577381,2403.125,181.8511905,8175.470238,5858.440476,1339.005952,187.3511905,3340.666667,202.7738095,527.5595238,168,19.04064705,11.41458551,0.800385865,0.96,0.583333333,-0.914776114,1,0,0,1,0,1,0,0,1,0,0,0,0,1,0,0,0,1,1,1,1,0,0,0,Macrophage,Other Cells
+2286,37818.17692,862.4846154,548.3153846,1102.546154,34978.50769,709.6461538,598.7615385,1657.176923,19108.14615,555.7307692,651.7538462,1778.115385,25576.19231,1270.969231,8158.384615,5137.9,9473.6,1361.576923,358.5153846,2507.315385,19882.59231,440.2,483.3692308,476.2384615,22860.66923,427.8384615,128.8461538,4174.284615,17499.17692,1520.469231,713.2538462,2810.2,15292.86923,711.0538462,302.0230769,4594.638462,11401.6,912.5692308,446.9923077,1314.815385,8797.769231,722.8846154,173.4923077,4070.284615,7400.2,1367.661538,388.4615385,3246.815385,264.2307692,526.8230769,130,18.15319201,9.494992058,0.852303183,0.921985816,0.577777778,-0.889003796,1,0,0,1,0,0,0,0,1,0,0,0,0,1,1,0,0,0,0,0,1,0,0,0,Follicular Dendritic Cell,B Cells
+2287,27638.22963,928.1703704,538.9407407,1086.696296,24632.62222,717.7111111,743.8222222,1529.311111,13813.26667,564.237037,910.9407407,1727.688889,18884.4963,1371.096296,4078.8,3040.125926,6726.533333,1656.422222,373.3037037,2493.177778,11825.34815,429.9703704,647.0,587.6444444,13340.12593,650.0148148,142.1555556,2489.925926,10282.19259,1459.340741,723.037037,2808.22963,9117.362963,875.162963,280.4148148,1517.444444,7230.851852,931.2888889,436.6888889,1354.259259,5864.037037,743.6592593,179.7111111,6533.059259,5082.496296,1354.688889,641.4592593,3211.377778,423.7925926,528.6518519,135,19.68926657,9.055466783,0.8879609,0.9375,0.567226891,-0.604173364,1,0,1,1,1,0,0,0,1,1,0,0,0,1,0,0,0,1,0,0,1,0,1,0,Cytotoxic T Cell,T Cells
+2288,27325.5,903.2638889,613.9722222,1091.958333,19793.33333,634.4722222,520.7638889,1458.138889,11108.54167,519.9861111,905.4166667,1760.347222,15973.43056,1216.5,7787.833333,4337.041667,5779.694444,1164.444444,324.3611111,2700.541667,11675.04167,473.4861111,3475.291667,749.6527778,14272.77778,443.8611111,121.0555556,2351.861111,11003.80556,1936.194444,537.9444444,2801.041667,9499.513889,717.0555556,250.2083333,1722.513889,7763.513889,1279.222222,392.1388889,1378.097222,5708.902778,1615.277778,159.0416667,3846.402778,4927.847222,1181.666667,308.6805556,3262.361111,849.3194444,524.1805556,72,10.62166217,9.575627315,0.432740097,0.935064935,0.654545455,1.551361676,1,0,1,1,0,0,1,0,1,0,0,0,1,0,0,1,0,1,1,0,1,0,0,0,Helper T Cell,T Cells
+2289,33458.21667,1137.05,576.0166667,1071.15,27002.0,778.7166667,721.4166667,1608.25,16026.21667,611.7166667,848.95,1743.65,20959.81667,1329.716667,6637.9,3158.85,7507.133333,1276.466667,344.95,2701.4,14948.0,487.7333333,855.2166667,858.7166667,17105.86667,428.8166667,128.1833333,3262.533333,13928.86667,2007.05,498.2666667,2815.133333,12004.76667,603.9,265.4166667,1596.183333,9222.283333,997.7833333,401.2833333,1326.466667,6621.55,795.1666667,158.7666667,2127.7,5323.7,1179.45,150.3,3519.966667,857.0833333,525.9166667,60,12.31912898,6.533261487,0.847788366,0.909090909,0.714285714,0.144830767,1,0,1,1,0,0,1,0,1,0,0,0,1,0,0,0,0,0,1,0,1,0,0,1,Helper T Cell,T Cells
+2290,51502.90722,939.0927835,588.5051546,1154.195876,51248.1134,781.185567,625.185567,1867.206186,27800.41237,598.4639175,537.7010309,1802.824742,37255.51546,1387.742268,7122.927835,6404.474227,13871.51546,1500.474227,402.5773196,2383.742268,28138.79381,1143.835052,915.6082474,435.8659794,33594.93814,460.814433,146.2164948,6010.216495,25480.51546,1586.443299,955.9484536,2822.896907,21644.4433,646.1237113,344.5360825,3441.824742,15760.08247,912.2886598,491.8556701,1319.865979,11647.75258,874.8865979,193.1752577,3855.113402,9735.412371,1436.824742,157.5773196,3390.14433,215.9381443,526.9381443,97,13.94307985,9.65081299,0.721746098,0.91509434,0.532967033,-0.917222307,1,0,0,1,1,1,0,1,1,0,0,1,0,1,1,0,1,0,1,1,1,0,0,1,B Cell,B Cells
+2291,34197.44848,1060.927273,570.4242424,1101.187879,28646.45455,754.4727273,710.7878788,1523.387879,15925.78182,604.6,787.2121212,1778.945455,22184.24242,1384.278788,5175.824242,3030.50303,7882.8,1400.648485,366.2060606,2645.181818,16577.58788,490.0909091,223.0727273,603.4424242,19071.82424,536.6727273,139.4666667,4860.612121,14952.75152,1740.672727,699.4121212,2801.327273,13249.38182,686.6121212,291.6969697,1672.175758,10302.68485,941.0727273,450.6484848,1322.672727,7952.787879,674.9212121,177.2242424,3946.733333,7074.8,1369.769697,155.5151515,3408.854545,404.2484848,528.830303,165,23.65834527,9.526872683,0.915338399,0.846153846,0.485294118,-0.959437943,1,0,1,1,0,0,0,0,0,1,0,0,0,1,0,0,0,0,0,0,1,0,0,1,Cytotoxic T Cell,T Cells
+2292,25103.40191,958.784689,569.722488,1090.913876,22224.88995,710.2392344,654.277512,1554.492823,12443.66029,571.7799043,1144.339713,1805.37799,17166.03828,1332.956938,5472.124402,3925.090909,6113.870813,1347.784689,360.3588517,2510.555024,11882.09091,450.215311,472.5215311,686.507177,13772.05263,827.1196172,125.5885167,3466.521531,10317.57416,1549.167464,729.8325359,2801.368421,9183.191388,781.0,269.5311005,1747.296651,7162.291866,1290.842105,417.0239234,1308.521531,5671.985646,752.3923445,166.9425837,3958.191388,4917.157895,1301.779904,443.9665072,3357.162679,494.2870813,530.6411483,209,18.91525756,14.18745039,0.661377444,0.945701357,0.696666667,-0.027146469,1,0,1,1,0,0,0,0,1,1,0,0,0,1,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+2293,34663.79221,980.012987,510.3506494,1099.064935,30419.53247,804.2727273,713.2077922,1592.025974,16844.57143,580.0519481,1848.714286,1807.376623,22496.98701,1359.987013,4964.701299,3700.337662,7699.090909,1352.961039,366.8961039,2551.779221,16450.32468,483.0649351,353.5714286,760.3766234,19123.20779,1106.480519,125.3376623,2337.714286,14982.8961,2088.350649,678.6103896,2799.688312,13425.80519,649.4675325,293.6753247,1576.285714,10687.49351,1761.415584,455.038961,1306.207792,7947.87013,700.8051948,185.3506494,2711.74026,7097.805195,1389.922078,441.7922078,3273.727273,556.5584416,525.6623377,77,12.0944181,8.383776536,0.720751173,0.93902439,0.7,-1.157600039,1,0,1,1,0,0,0,0,1,1,0,0,1,1,0,1,0,0,0,1,1,0,0,0,Helper T Cell,T Cells
+2294,43848.50206,854.691358,512.5596708,1102.720165,36874.25926,703.382716,616.781893,1611.452675,21375.72428,535.1934156,1380.012346,1767.843621,30135.03704,1299.662551,4981.99177,4141.790123,10525.99177,1283.279835,350.9547325,2581.345679,21230.66667,572.1646091,897.5802469,843.3004115,25357.14815,436.3045267,138.2674897,2520.222222,19115.86008,2068.662551,669.2962963,2802.0,16766.27572,750.6131687,276.0493827,1680.26749,13598.68313,1565.880658,418.1563786,1316.786008,9581.580247,839.9218107,165.0987654,3075.152263,8319.773663,1313.559671,214.9423868,3231.17284,808.0452675,532.6584362,243,22.32444762,14.6464314,0.754698834,0.886861314,0.552272727,-0.847004985,1,0,1,1,0,0,0,0,1,0,0,0,1,1,0,1,0,0,1,0,1,0,0,0,Helper T Cell,T Cells
+2295,38586.51282,898.6307692,549.8871795,1137.907692,15023.35385,486.7230769,433.1179487,1414.2,5527.307692,369.3846154,624.1794872,1634.564103,9900.082051,937.0512821,3782.764103,1164.584615,3598.835897,980.4051282,262.3282051,2326.989744,6433.497436,2225.2,144.2871795,622.5589744,7399.471795,311.7384615,505.2205128,1729.015385,5606.646154,1315.471795,371.5692308,2777.323077,4477.928205,477.4871795,193.2410256,941.8,2554.861538,590.4358974,310.7538462,1261.061538,1236.635897,506.9794872,125.1076923,1088.45641,1455.779487,858.5179487,144.6102564,2932.54359,1137.907692,529.4769231,195,17.98611463,13.95766337,0.630702916,0.960591133,0.637254902,0.673420723,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,Proliferating Cell,Other Cells
+2296,38209.29319,860.1937173,676.7958115,1169.465969,26518.46597,575.5602094,403.4973822,1647.994764,12576.42932,457.2198953,456.5811518,1751.319372,17795.49738,1063.811518,6370.041885,3314.057592,6609.497382,1133.664921,350.8848168,2417.272251,12774.36649,624.9842932,895.895288,442.8638743,14657.10995,353.6544503,117.1623037,8941.329843,10900.10471,1557.989529,730.8691099,2978.015707,8764.926702,546.6020942,260.565445,8200.790576,4915.905759,698.9685864,359.5968586,1292.910995,3665.057592,712.5235602,145.2198953,2918.366492,3218.518325,1029.596859,187.5078534,3146.303665,149.1780105,533.7643979,191,21.5510031,13.07257099,0.795016665,0.864253394,0.44212963,-0.482318638,0,0,0,1,0,0,0,0,1,0,0,1,0,1,1,0,0,0,0,0,1,0,0,0,B Cell,B Cells
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+2314,46973.01498,917.3333333,610.6404494,1150.816479,45989.82397,750.258427,578.6029963,1807.097378,23963.70037,583.8838951,536.505618,1799.580524,32129.49064,1343.876404,8715.70412,7722.846442,12070.53184,1427.928839,387.9850187,2380.254682,24647.44569,1136.846442,209.4344569,439.8838951,29117.14607,453.3033708,139.5805243,6045.734082,22099.56929,1540.640449,867.4531835,2829.2397,18853.11236,648.9438202,322.2808989,4551.078652,13636.44944,886.3445693,463.4456929,1319.153558,10216.40824,694.1460674,183.6142322,4194.602996,8568.981273,1424.681648,200.6367041,3401.992509,223.7902622,534.6029963,267,26.82960622,13.51053716,0.863955464,0.855769231,0.508571429,-1.099296078,1,0,0,1,0,0,0,1,0,0,0,1,0,1,1,0,0,0,0,1,1,0,0,1,B Cell,B Cells
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+2316,35167.52688,950.8602151,587.9354839,1091.11828,25462.3871,721.6344086,588.4193548,1558.397849,14338.67742,544.9569892,811.311828,1796.193548,19697.76344,1303.548387,6936.11828,4086.129032,6944.634409,1334.010753,360.8602151,2527.032258,13003.39785,449.4623656,154.7849462,720.2473118,16121.05376,725.2795699,127.0215054,4218.55914,12287.97849,1542.344086,729.7311828,2782.569892,10767.03226,716.9139785,268.2473118,2077.247312,8526.365591,956.0107527,428.4193548,1302.150538,6418.139785,652.483871,169.3763441,4245.193548,6016.365591,1336.010753,415.7741935,3246.591398,543.0752688,529.1505376,93,13.9102095,9.215994825,0.749031327,0.853211009,0.603896104,1.131349107,1,0,1,1,0,0,0,0,0,1,0,0,0,1,0,0,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+2317,41868.60227,882.9659091,521.3636364,1107.477273,36600.06818,747.7272727,707.6931818,1751.954545,21804.92045,558.3295455,675.8295455,1763.0,29456.70455,1371.204545,6991.5,3401.238636,10713.82955,1347.647727,364.3522727,2794.75,22008.27273,515.8522727,1698.443182,566.6590909,25659.52273,715.4886364,135.3636364,3884.284091,20359.81818,1647.670455,628.4545455,2805.170455,17831.15909,755.75,295.8863636,1867.454545,14228.39773,1014.477273,432.1931818,1349.556818,9947.579545,1110.193182,171.6477273,2991.75,8543.147727,1377.465909,577.375,3226.715909,842.9545455,530.5227273,88,11.47409604,10.38942546,0.424414788,0.916666667,0.666666667,1.144682029,1,0,0,1,0,0,1,0,1,1,0,0,0,0,0,0,0,1,1,0,1,0,0,0,Dendritic Cell,Other Cells
+2318,57742.87143,914.0,554.4142857,1146.571429,43043.65714,647.6285714,705.0,1635.042857,22102.97143,516.9,1479.785714,1793.371429,28271.62857,1198.157143,5191.571429,3354.757143,10994.17143,1265.485714,342.5714286,2629.657143,22064.61429,391.7428571,146.4,516.8285714,25520.54286,366.8142857,121.0142857,3026.514286,19889.91429,1705.642857,538.9571429,2842.228571,16816.97143,578.7142857,281.7857143,3845.928571,10616.74286,968.3571429,404.2,1283.571429,7958.814286,605.7142857,161.4571429,1985.757143,6831.757143,1184.842857,210.7285714,3132.771429,180.1,530.1428571,70,12.87913388,7.269207648,0.82548953,0.921052632,0.673076923,-1.448240433,1,0,1,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,T Cell,T Cells
+2319,37829.65347,971.7821782,507.3168317,1076.930693,32270.41584,789.4950495,361.1683168,1438.871287,18932.9505,601.2970297,368.9207921,1664.90099,26215.0099,1589.60396,1165.990099,1165.831683,9653.138614,1439.188119,384.1386139,2364.485149,18744.58416,602.4059406,195.039604,451.2178218,22463.44554,433.6534653,134.1188119,1018.425743,17205.0297,1490.386139,639.990099,2797.257426,15445.68317,717.1584158,297.0891089,1450.455446,12770.30693,928.8910891,443.3762376,1288.09901,9635.19802,692.4950495,190.2673267,1371.584158,8581.80198,1660.029703,2883.970297,3088.237624,649.8217822,530.2178218,101,14.87167942,8.93438583,0.79942561,0.943925234,0.748148148,1.343458843,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,1,0,Granulocyte,Other Cells
+2320,17471.25,814.125,479.125,1060.875,19394.40625,726.75,548.9375,1450.46875,8449.0,495.46875,1570.3125,1765.53125,14445.75,1261.0,6273.5,5201.53125,5097.28125,1201.125,333.59375,2495.6875,9847.1875,426.8125,175.09375,1086.875,12086.03125,422.875,144.8125,3266.4375,8276.6875,1843.96875,622.25,2758.875,7316.4375,723.0625,265.5,2389.5,6270.03125,1114.5625,392.25,1309.3125,5264.96875,620.3125,157.0,5329.28125,4048.1875,1273.96875,792.84375,3035.03125,718.90625,529.34375,32,7.065106965,5.835496,0.563728676,0.941176471,0.653061224,-0.616735354,1,0,1,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,1,0,Helper T Cell,T Cells
+2321,39993.41667,915.9166667,562.2166667,1086.266667,34008.61667,705.7833333,667.5333333,1553.466667,19766.45,548.2833333,792.3166667,1834.45,28056.61667,1328.133333,5050.35,3283.816667,10051.91667,1372.5,352.2,2416.233333,20058.06667,472.4833333,268.4666667,639.0333333,24346.11667,618.1,127.4833333,3564.583333,18276.01667,1797.866667,1465.55,2791.35,16421.03333,627.7166667,290.1666667,1967.033333,13675.83333,1037.766667,417.3666667,1348.566667,9922.466667,701.2666667,169.4,4900.016667,8684.6,1366.916667,151.6166667,3220.483333,751.9333333,531.0333333,60,10.57386401,7.59634853,0.695621981,0.952380952,0.495867769,0.824376362,1,0,1,1,0,0,0,0,0,1,0,0,0,1,0,0,0,1,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+2322,35167.12903,815.4919355,484.516129,1081.846774,30182.59677,698.3306452,844.8870968,1589.032258,17446.49194,531.233871,2022.008065,1895.564516,24656.54839,1278.024194,5779.91129,4647.217742,8639.233871,1260.104839,348.8709677,2805.612903,17757.52419,641.266129,235.6209677,2266.282258,21226.47581,690.233871,226.5322581,3135.403226,16121.45161,2281.758065,549.7096774,2800.112903,13846.29032,618.5887097,270.0645161,2426.774194,11448.50806,2319.048387,415.9032258,1318.040323,8274.08871,704.7096774,167.8951613,4911.024194,7264.25,1315.806452,214.0483871,3231.491935,790.3064516,532.3467742,124,15.99111539,10.31532727,0.76412673,0.925373134,0.632653061,-0.889093692,1,0,1,1,0,0,1,0,0,1,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+2323,34896.12857,816.0714286,538.4857143,1090.207143,28647.95714,665.5285714,888.2285714,1740.221429,14713.9,493.3071429,2949.021429,1812.2,21759.44286,1192.135714,8182.235714,3729.135714,7996.992857,1237.057143,338.1428571,5055.785714,15149.78571,896.8,1684.364286,1257.814286,18927.50714,479.8285714,200.8928571,2195.285714,14626.85,2467.278571,496.1928571,2825.7,11871.96429,574.6857143,259.75,3429.007143,8972.864286,2603.235714,392.2357143,1352.685714,5534.114286,1090.628571,159.6071429,4284.928571,5200.978571,1207.385714,422.4285714,3180.578571,1019.342857,533.9214286,140,19.11918319,10.36023094,0.840458297,0.848484848,0.549019608,-0.993495481,1,0,1,1,0,0,1,1,1,0,1,0,1,0,1,1,0,1,1,0,1,0,0,0,Regulatory T Cell,T Cells
+2324,36495.41216,861.3175676,556.4662162,1137.364865,28324.89189,643.1621622,753.7027027,1668.047297,14352.80405,464.6418919,1750.885135,1761.243243,21604.4527,1228.013514,6939.810811,2379.006757,7824.283784,1228.716216,334.8648649,3415.290541,14878.37838,2725.175676,207.3513514,870.0067568,18393.96622,477.0,574.777027,2307.905405,14449.9527,2180.777027,479.7905405,2869.655405,11715.33784,618.4662162,258.3716216,6305.52027,8791.074324,1262.756757,396.027027,1315.27027,5165.513514,865.0202703,150.8243243,3290.148649,4970.72973,1160.297297,237.4797297,3187.108108,1033.675676,533.7094595,148,15.36749928,12.36585917,0.59371407,0.948717949,0.660714286,-0.470060383,1,0,1,1,0,0,1,1,0,0,1,0,1,0,1,1,0,0,1,0,1,0,0,0,Regulatory T Cell,T Cells
+2325,29326.79839,886.1532258,487.7419355,1073.064516,26021.47581,711.3064516,522.5241935,1520.112903,14458.0,557.8306452,474.4919355,1737.395161,19813.79839,1337.241935,4929.266129,3164.137097,6957.483871,1395.66129,378.7177419,2366.362903,13497.92742,1100.330645,1142.112903,472.4677419,15666.50806,418.9758065,134.2016129,2612.564516,12328.54839,1771.233871,787.3145161,2813.983871,10854.70161,775.0241935,295.8387097,1614.177419,7956.572581,826.3790323,457.5080645,1370.145161,6076.419355,856.5725806,178.3306452,5074.83871,5602.887097,1398.830645,1151.395161,3253.58871,334.8387097,533.9354839,124,14.47974921,11.70259829,0.588901949,0.925373134,0.596153846,-0.503956555,1,0,0,1,0,0,0,1,1,0,0,0,0,1,0,0,0,1,1,0,1,0,1,0,Dendritic Cell,Other Cells
+2326,36990.14859,972.0562249,601.7349398,1142.417671,33657.67068,760.6506024,722.9236948,1713.638554,18706.93574,596.2048193,707.9036145,1769.903614,25726.77912,1405.582329,6516.361446,4209.317269,9341.180723,1462.831325,391.8072289,2438.036145,18183.32129,521.2610442,1061.353414,719.124498,21286.14859,528.6184739,155.2449799,5021.48996,16399.82731,1772.096386,771.2128514,2815.064257,14611.05622,723.7831325,313.2008032,2035.445783,11303.21687,1017.453815,467.9759036,1336.779116,8717.851406,940.9518072,188.5662651,5536.827309,7685.666667,1444.698795,192.6064257,3350.473896,352.3052209,535.3654618,249,19.0463903,16.80890207,0.470266816,0.965116279,0.691666667,-1.215940655,1,0,0,1,1,0,0,0,1,1,0,0,0,1,0,0,0,0,1,1,1,0,0,0,Macrophage,Other Cells
+2327,44660.0,1056.304878,607.3536585,1106.280488,40352.07317,775.4512195,620.1097561,1639.182927,22774.04878,624.4634146,562.8292683,1770.304878,30042.59756,1342.914634,7072.341463,4179.47561,10814.41463,1415.365854,368.2682927,2347.45122,22418.76829,449.1707317,253.3292683,418.8292683,26555.90244,434.0243902,135.0487805,6850.634146,20745.97561,1527.829268,842.8170732,2815.54878,17859.53659,628.0243902,306.804878,2165.695122,13350.57317,882.5243902,449.8536585,1297.865854,9841.573171,670.9634146,182.7073171,4002.646341,8912.146341,1336.012195,166.4146341,3434.219512,270.3414634,534.1219512,82,11.64604327,9.053920887,0.628976107,0.987951807,0.683333333,-0.478603749,1,1,0,1,0,0,0,0,0,0,0,1,0,1,0,0,0,0,0,1,1,0,0,1,B Cell,B Cells
+2328,26744.32184,969.5517241,517.7241379,1064.563218,18934.09195,672.862069,676.7701149,1409.931034,10583.67816,544.0114943,1071.747126,1773.873563,14800.44828,1268.643678,2934.310345,2329.827586,5427.08046,1558.068966,344.3103448,2441.402299,10564.83908,407.954023,376.4712644,594.6321839,12734.37931,882.0804598,146.8965517,1814.482759,9971.172414,1681.183908,669.9310345,2835.609195,8755.045977,973.1609195,272.6321839,1386.114943,6862.770115,1030.862069,429.9195402,1339.551724,5306.091954,681.0229885,173.9425287,6011.83908,4881.804598,1294.287356,279.6436782,3249.195402,411.8045977,533.9885057,87,11.81732996,9.996078924,0.53336844,0.935483871,0.608391608,-0.446947403,1,0,1,1,1,0,0,0,1,1,0,0,0,1,0,0,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+2329,25291.40196,913.0980392,429.3235294,1037.715686,21526.80392,691.5098039,450.8431373,1414.715686,12768.57843,565.3823529,1134.794118,1719.990196,17680.51961,1368.058824,1557.009804,1394.764706,6355.45098,1395.22549,344.4607843,2432.715686,12815.04902,485.2745098,236.5294118,972.0882353,15383.5,395.6176471,215.5882353,1113.656863,11975.90196,1512.205882,624.9117647,2786.72549,10731.40196,812.3823529,264.9117647,1520.862745,8899.039216,991.4313725,414.6078431,1307.862745,6667.607843,648.1862745,165.0588235,1467.411765,5950.343137,1439.068627,4254.156863,3100.147059,688.372549,532.4901961,102,11.8426903,11.54186895,0.223959016,0.944444444,0.708333333,1.127616885,1,0,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,T Cell,T Cells
+2330,31933.29091,823.9909091,491.2272727,1083.618182,27939.28182,667.1818182,590.8909091,1528.190909,16082.53636,508.5636364,751.0,1773.690909,22946.22727,1241.218182,4984.027273,3796.027273,7936.763636,1243.945455,337.4727273,2601.8,16519.70909,454.0727273,130.7272727,612.3181818,20145.18182,555.1,120.7272727,3328.727273,14958.56364,1560.718182,557.2727273,2794.1,12936.96364,636.9636364,264.0454545,2593.863636,10792.61818,974.1181818,413.5727273,1300.5,7867.918182,644.5181818,161.1090909,5467.909091,6959.354545,1321.354545,406.1818182,3171.563636,778.3545455,534.9909091,110,15.03243654,9.964236893,0.748753019,0.909090909,0.564102564,-0.6966309,1,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Unknown,Other Cells
+2331,30592.03968,864.5,601.4920635,1116.309524,26369.87302,690.0238095,832.6984127,1727.333333,14138.24603,499.5396825,2711.984127,1753.634921,20609.52381,1259.246032,6201.555556,4388.293651,7665.087302,1271.722222,356.1269841,3871.642857,14576.2381,571.6587302,1471.619048,1519.412698,18218.98413,499.3492063,317.6825397,3147.380952,14405.7381,2638.428571,574.5873016,2835.888889,11873.30159,625.3492063,289.3809524,14281.51587,9081.063492,2547.777778,419.5555556,1364.626984,5773.857143,1123.920635,202.8888889,6256.634921,5324.595238,1273.642857,489.8333333,3265.007937,1000.412698,533.6269841,126,13.52829851,12.27601046,0.420199042,0.926470588,0.692307692,-0.496643118,1,0,1,1,0,0,1,0,1,0,1,0,1,0,1,1,0,1,1,1,1,0,0,0,Regulatory T Cell,T Cells
+2332,28905.27083,865.4375,525.8680556,1093.618056,25117.54167,699.4375,720.875,1559.833333,14198.09028,557.2777778,915.2013889,1810.25,19375.59028,1312.902778,5069.833333,3446.826389,6871.902778,1353.236111,362.4930556,2600.763889,14025.86111,498.4930556,651.0694444,671.9791667,16542.88889,797.9791667,125.8680556,2024.75,12648.05556,1722.868056,790.6180556,2900.263889,11198.70833,1032.763889,286.3263889,1765.409722,9007.388889,1201.534722,440.7361111,1333.805556,6800.694444,766.2291667,171.2569444,3071.645833,6110.743056,1356.965278,605.0416667,3306.354167,554.375,535.5,144,16.9464281,11.62906881,0.727388993,0.857142857,0.642857143,-1.102249244,1,0,1,1,0,0,0,0,1,1,0,0,0,1,0,1,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells
+2333,30015.99187,910.097561,621.9268293,1107.756098,26027.45528,781.0406504,817.3821138,1616.853659,14834.47967,572.2601626,1726.073171,1862.341463,20490.72358,1376.845528,2574.699187,2379.560976,7200.219512,1341.463415,338.9756098,2469.658537,14192.52846,500.1219512,211.2764228,1598.504065,16602.60163,544.0813008,720.5365854,1230.585366,12805.34959,1789.756098,660.7317073,2807.398374,11273.13008,713.0894309,284.7073171,1938.300813,9045.634146,927.5203252,444.1138211,1338.439024,7008.495935,654.5853659,167.398374,2690.97561,6040.325203,1416.341463,512.1300813,3231.520325,588.9268293,536.9186992,123,16.69834005,9.877215444,0.806298527,0.911111111,0.549107143,-0.579865067,1,0,1,1,0,0,0,0,0,1,1,0,0,1,0,0,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
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+2337,18189.05263,840.5526316,773.1052632,1111.394737,15563.07895,665.3947368,482.1315789,1676.157895,6255.394737,461.6315789,1025.289474,1777.894737,11012.57895,1192.947368,12982.02632,7762.447368,4000.052632,1147.947368,318.0526316,2518.052632,7849.684211,448.4210526,142.0,1099.315789,9178.078947,394.0,122.4210526,8137.631579,7129.605263,1611.315789,1355.973684,2775.710526,6099.473684,611.7105263,258.6842105,8086.394737,4897.210526,906.0263158,401.3421053,1306.631579,3822.0,648.8421053,162.2631579,5370.289474,3019.947368,1187.368421,265.6052632,3123.026316,922.5789474,532.3157895,38,8.279143138,6.110601067,0.674722312,0.926829268,0.59375,0.779006466,1,0,1,1,0,0,0,0,0,0,0,1,0,1,1,0,0,0,0,0,1,0,0,0,T Cell,T Cells
+2338,59672.22826,944.7173913,591.3804348,1160.206522,55762.92391,784.326087,582.6521739,1864.51087,29791.26087,610.6195652,608.3586957,1790.826087,40489.23913,1437.913043,7994.75,6488.652174,14947.5,1519.891304,398.2608696,2441.032609,30353.8587,488.2173913,203.7608696,466.25,36617.36957,476.5869565,142.8478261,6867.25,27441.21739,1682.021739,716.8586957,2835.065217,23126.32609,659.8913043,338.8586957,2697.130435,15841.23913,890.7826087,480.6630435,1301.304348,11784.21739,674.5434783,181.7391304,2943.315217,9881.51087,1417.717391,145.0217391,3253.858696,189.7065217,535.1521739,92,13.30672905,9.388232077,0.708684877,0.893203883,0.547619048,-0.909083572,1,0,0,1,1,0,0,0,0,0,0,1,0,1,0,0,1,0,0,1,1,0,0,0,B Cell,B Cells
+2339,29838.69492,971.9943503,809.6666667,1180.531073,26800.46893,787.2429379,892.779661,1702.745763,14828.35593,597.6779661,1001.553672,1819.429379,20279.62712,1447.531073,2349.870056,2876.694915,7364.327684,1471.661017,383.9265537,2506.954802,13325.28814,494.1525424,148.5988701,648.7966102,15672.83616,680.6384181,149.700565,1805.559322,11670.72316,1705.112994,694.519774,2824.310734,10298.31638,714.4745763,304.8305085,1566.751412,8188.548023,1105.237288,473.4689266,1327.502825,6702.288136,660.9548023,181.6271186,2241.344633,5790.548023,1488.59322,916.3672316,3312.858757,465.9378531,538.2768362,177,16.4346144,14.29253156,0.493650662,0.946524064,0.578431373,-0.824497635,1,0,1,1,1,0,0,0,0,1,0,0,0,1,0,0,1,0,0,1,1,1,1,0,Cytotoxic T Cell,T Cells
+2340,31185.03774,791.3018868,510.3018868,1071.660377,20349.35849,587.8679245,441.2641509,1345.90566,10489.98113,854.2264151,568.0943396,1726.245283,17321.39623,1136.207547,3954.584906,2707.301887,6169.679245,1374.566038,391.5849057,2517.0,11879.01887,373.0566038,546.7735849,562.9056604,14943.98113,350.7735849,111.754717,2456.886792,10600.98113,1652.54717,733.1320755,2772.830189,9350.037736,906.8301887,233.3396226,1660.113208,8072.566038,892.3584906,370.2641509,1309.962264,6353.509434,731.3773585,155.1320755,3316.037736,5312.490566,1200.45283,343.4528302,3008.773585,731.0943396,535.3773585,53,9.89978599,7.254657181,0.680433864,0.868852459,0.588888889,-0.616106975,0,1,0,1,0,0,0,0,1,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,Macrophage,Other Cells
+2341,23412.9,835.1,617.125,1065.6,20414.45,650.2875,498.8125,1580.4,11109.2,487.475,401.825,1731.125,15697.9,1174.575,6982.4,3279.8625,5682.65,1180.0125,344.7,2419.3,10772.45,486.2375,2711.825,480.975,13310.4875,412.8375,127.35,6288.7375,10301.85,1440.725,628.175,2772.4375,8413.8625,643.825,255.2,3895.3125,6744.5,761.6625,393.575,1370.375,4919.0375,1486.7375,164.0125,6097.95,4158.9625,1204.0875,428.0125,3196.1625,897.9375,535.525,80,12.20778399,9.565433079,0.621326263,0.833333333,0.512820513,0.605534756,1,0,0,1,0,0,0,0,1,0,0,1,0,0,1,0,0,1,1,0,1,0,0,0,B Cell,B Cells
+2342,46890.1875,955.3194444,627.4375,1158.305556,30908.60417,635.4861111,550.7916667,1599.902778,16828.39583,485.5347222,456.8958333,1725.986111,23823.06944,1213.909722,7588.854167,4837.645833,8623.652778,1214.708333,337.875,2465.395833,16857.375,451.0347222,142.7916667,482.2430556,20240.23611,387.6666667,121.9513889,5817.680556,16474.5625,1394.826389,575.7222222,2781.333333,13702.99306,618.7152778,270.0625,5741.951389,10663.25,813.1597222,409.6666667,1307.083333,7350.354167,648.2986111,155.6666667,2303.180556,6524.472222,1216.479167,238.9513889,3203.875,929.0069444,538.0,144,17.78266814,10.89843761,0.790184896,0.872727273,0.5625,-0.688850533,1,0,0,1,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,1,0,0,0,B Cell,B Cells
+2343,26748.64567,775.7480315,514.1338583,1073.401575,22936.83465,646.6220472,1261.181102,1610.330709,12288.41732,471.8503937,2127.496063,1829.110236,17417.22047,1184.165354,8487.92126,3041.874016,6432.566929,1181.653543,325.9291339,4929.771654,12415.44094,517.2440945,1416.425197,1185.519685,14680.9685,445.6692913,218.4724409,3048.574803,12368.5748,2293.874016,505.0551181,2815.574803,10175.70079,718.984252,263.6141732,10175.47244,7681.543307,1553.574803,395.7086614,1352.472441,5104.0,1106.086614,154.8267717,4480.0,4574.614173,1161.299213,417.3700787,3198.267717,971.7007874,536.2519685,127,17.88841007,10.26640366,0.818915784,0.852348993,0.529166667,-0.514182378,1,0,1,1,0,0,1,0,1,0,1,0,1,0,1,1,0,1,1,0,1,0,0,0,Regulatory T Cell,T Cells
+2344,47182.66667,913.7063492,545.9126984,1143.952381,24993.27778,569.7777778,456.047619,1515.888889,11570.83333,409.8095238,756.4126984,1856.809524,17690.96032,1049.238095,7050.960317,3374.047619,6651.063492,1096.380952,294.8888889,2367.531746,12270.63492,345.1190476,98.57936508,920.6904762,14757.4127,403.9444444,120.0714286,4023.269841,11544.76984,1860.746032,467.4285714,2794.515873,9108.190476,519.9365079,229.1587302,1341.142857,6244.595238,771.3492063,349.9444444,1274.34127,3103.896825,527.7777778,135.4920635,2053.571429,3413.730159,992.1904762,134.3571429,3037.214286,1096.396825,535.4761905,126,15.82867288,10.47767441,0.749554445,0.940298507,0.7,-1.157395665,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,0,0,Unknown,Other Cells
+2345,36924.22831,954.4703196,524.8584475,1090.767123,23602.86301,656.1461187,445.5068493,1457.990868,12559.05936,520.456621,650.2420091,1759.611872,16776.87671,1182.452055,7611.424658,3367.60274,6060.360731,1245.630137,335.543379,2466.60274,11396.94521,568.3652968,433.0913242,679.6118721,13176.46119,370.196347,294.0319635,4648.767123,10278.23288,1680.684932,635.4840183,2792.013699,8924.863014,563.1415525,251.7488584,1641.141553,6569.283105,779.9817352,390.1232877,1288.799087,4975.543379,675.6757991,162.3333333,4535.547945,4536.237443,1204.205479,633.8310502,3379.771689,317.4429224,539.7990868,219,17.41127705,16.44094581,0.329172068,0.943965517,0.606648199,-0.810850042,1,0,0,1,0,0,0,0,1,0,1,0,0,0,0,0,0,0,0,0,1,0,1,1,NK Cell,Other Cells
+2346,36691.66667,955.7017544,603.4035088,1119.017544,33603.64912,778.0,665.0,1642.578947,18398.61404,595.0,546.3684211,1758.649123,24940.36842,1416.052632,6668.982456,4450.45614,9160.263158,1432.982456,411.2280702,2552.157895,18561.33333,841.6842105,756.9824561,508.3859649,22313.15789,490.9473684,152.6666667,8164.491228,17017.91228,1681.684211,809.1052632,2815.350877,15165.24561,727.7017544,325.6666667,1776.087719,11682.75439,1021.105263,475.0350877,1321.491228,8916.596491,862.877193,190.4385965,6397.438596,8031.333333,1537.052632,213.0877193,3382.140351,365.6315789,535.754386,57,12.3295511,6.274672923,0.860817763,0.863636364,0.575757576,-0.525543138,1,0,0,1,0,1,0,1,1,0,0,1,0,1,0,0,1,0,1,1,1,1,0,1,B Cell,B Cells
+2347,36437.33486,964.0275229,618.0366972,1145.307339,30777.33028,751.4311927,774.8119266,1681.697248,17580.79817,589.5229358,1311.899083,1815.784404,24306.40826,1399.701835,3942.788991,4233.53211,8545.96789,1414.247706,373.3440367,2579.298165,17489.16055,489.5963303,163.5825688,808.3073394,20182.86697,704.8256881,136.9220183,2638.073394,15228.51376,1844.770642,740.0137615,2813.321101,13430.29358,761.3256881,298.5229358,1871.633028,10577.37615,1505.573394,459.1559633,1320.954128,8420.018349,675.6146789,175.3394495,3837.495413,7281.422018,1421.298165,295.6146789,3338.366972,522.940367,539.3761468,218,26.11034404,11.81054135,0.891849684,0.810408922,0.512941176,-1.190772428,1,0,1,1,0,0,0,0,0,1,0,0,1,1,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
+2348,32465.46667,904.7666667,514.9833333,1096.55,28066.68333,703.3666667,836.8833333,1546.85,17295.06667,574.8,2328.483333,1781.083333,23908.66667,1354.533333,5085.983333,5246.233333,7953.383333,1432.516667,370.1833333,2484.416667,15725.25,576.2166667,310.9166667,836.7833333,18001.46667,2333.7,127.3166667,2629.783333,14750.9,1650.433333,758.0666667,2825.633333,12844.33333,789.5833333,290.9,1626.116667,10273.9,1535.083333,445.9,1320.116667,7560.233333,697.4,165.4666667,4178.15,6888.433333,1370.95,427.1833333,3252.15,565.2833333,535.4,60,12.52985526,6.650184161,0.847530254,0.869565217,0.545454545,-0.692385251,1,0,1,1,0,0,0,0,1,1,0,0,0,1,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+2349,32644.03256,814.7255814,491.7488372,1077.223256,28299.52093,664.2651163,552.2604651,1578.651163,15867.68372,508.1116279,629.6744186,1746.465116,22887.2,1232.534884,4206.906977,3047.72093,8168.144186,1243.530233,341.0465116,2767.27907,16486.75814,443.2883721,733.2930233,722.572093,19646.29302,452.3348837,122.5488372,2646.07907,15047.26977,1566.488372,544.144186,2829.283721,13165.36744,1185.827907,268.9069767,1991.432558,10660.26047,1026.251163,411.4744186,1320.060465,7612.390698,822.4186047,160.7023256,3184.404651,6565.916279,1297.037209,948.6604651,3202.427907,848.1395349,540.6930233,215,19.15157917,15.87135991,0.559658548,0.846456693,0.511904762,-0.792548066,1,0,0,1,0,0,1,0,1,0,0,0,0,0,0,0,0,0,1,0,1,0,1,0,Dendritic Cell,Other Cells
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+2403,50436.87,913.98,589.85,1147.1,47133.91,769.69,554.29,1788.06,26249.17,587.9,533.61,1800.57,34596.54,1371.95,7684.95,6865.95,12541.96,1453.93,387.52,2373.8,26333.28,475.96,159.94,441.59,31791.3,445.45,143.97,5257.21,23875.05,1577.45,919.68,2843.76,21109.74,652.62,326.76,2317.91,15477.22,946.85,484.48,1307.48,11784.57,700.01,185.05,3434.01,10142.56,1462.69,145.8,3435.1,248.19,545.32,100,14.10497677,9.083701352,0.765019742,0.943396226,0.641025641,-0.901615055,1,0,0,1,0,0,0,0,0,0,0,1,0,1,0,0,1,0,0,1,1,1,0,1,B Cell,B Cells
+2404,38772.07895,856.75,492.8157895,1098.315789,36737.44737,717.7631579,713.1447368,1606.894737,19483.71053,550.5921053,545.3157895,1769.526316,26295.56579,1307.394737,9897.631579,2771.894737,9259.723684,1403.223684,367.9473684,2414.657895,19732.85526,461.9868421,430.5921053,498.0921053,23428.01316,422.5263158,144.2894737,3860.894737,18172.11842,1526.947368,655.4605263,2807.263158,15996.59211,627.1184211,297.5394737,2073.078947,11924.39474,843.4078947,451.5921053,1312.855263,9025.855263,741.8157895,171.0,4663.618421,8265.723684,1392.526316,195.8157895,3376.236842,307.5921053,546.9078947,76,10.97910313,9.713172555,0.466167731,0.904761905,0.531468531,0.041394977,1,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,NK Cell,Other Cells
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+2406,37054.59108,907.8884758,507.3159851,1105.929368,34034.75093,739.2267658,909.9739777,1611.95539,19403.85502,582.9442379,1096.888476,1762.947955,26502.66171,1362.817844,4104.159851,4663.033457,9466.05948,1413.695167,372.4795539,2696.825279,19327.83271,455.8884758,925.6245353,1713.01487,22060.79554,674.9330855,136.1635688,2733.468401,16761.55762,1746.490706,735.9144981,2813.081784,14732.9777,758.732342,308.6579926,1851.375465,11785.33086,1295.743494,465.4349442,1326.39777,9316.30855,964.4312268,180.6802974,4177.442379,8097.219331,1460.684015,418.6765799,3509.98513,472.1933086,551.9516729,269,28.71857649,12.7243554,0.896486748,0.835403727,0.517307692,-0.473781239,1,0,1,1,0,0,1,0,1,1,0,0,0,1,0,1,0,0,1,0,1,1,0,1,Cytotoxic T Cell,T Cells
+2407,45259.44601,929.3333333,557.9107981,1244.605634,40273.66197,754.7746479,753.3192488,1889.849765,23228.23005,595.4413146,1183.868545,1816.765258,31936.28638,1403.384977,3753.098592,4293.784038,11204.44131,1476.549296,387.3192488,2635.671362,23092.10329,479.5680751,168.2253521,670.1830986,26961.41315,612.9061033,138.57277,3109.352113,20647.64319,1785.723005,741.2816901,2834.431925,18250.51643,769.0375587,320.9295775,1775.840376,14433.9061,1252.502347,478.6384977,1312.784038,11129.41315,685.7652582,180.2347418,2918.276995,10087.32394,1497.399061,286.0892019,3351.037559,485.915493,549.1173709,213,24.96649292,11.2354914,0.893017059,0.91416309,0.560526316,-0.692566074,1,0,1,1,1,0,0,0,0,1,0,0,0,1,0,1,1,0,0,0,1,1,0,0,Cytotoxic T Cell,T Cells
+2408,22976.1123,931.1390374,501.7860963,1066.909091,20014.7861,692.7005348,594.5828877,1502.176471,11375.26738,560.0213904,510.8395722,1770.090909,16144.43316,1275.256684,3774.203209,1751.652406,5499.342246,1290.855615,326.7593583,2404.791444,11182.29947,2560.074866,346.9304813,496.7914439,12880.92513,547.3101604,125.0106952,2051.513369,10397.66845,1631.561497,851.6417112,2828.058824,9158.427807,1134.165775,266.3582888,1575.106952,7275.786096,935.1871658,420.5454545,1318.513369,5519.235294,726.8877005,158.2834225,2400.524064,4990.144385,1279.149733,263.3048128,3335.315508,571.0641711,546.2352941,187,18.2425462,14.98773297,0.570091515,0.903381643,0.578947368,-1.450321061,1,0,0,0,0,0,0,1,1,1,0,0,0,1,0,0,0,0,0,0,1,0,0,0,Dendritic Cell,Other Cells
+2409,31794.81373,921.8235294,549.1960784,1322.911765,25812.9902,720.8529412,568.872549,2402.970588,15966.56863,519.4411765,396.1568627,1740.009804,22017.4902,1366.745098,1294.745098,1608.04902,7950.421569,1290.009804,335.9607843,2388.843137,15284.43137,468.7352941,109.5098039,435.3627451,18339.37255,432.9313725,120.2745098,1136.313725,14443.7549,1434.254902,645.627451,2792.392157,12721.13725,1145.156863,269.4705882,1870.931373,10490.80392,911.372549,414.9117647,1310.45098,7795.852941,628.0980392,161.2254902,1446.54902,7140.029412,1477.196078,1234.637255,3093.911765,631.9313725,545.8137255,102,11.99540673,11.1227238,0.374446364,0.886956522,0.708333333,1.423301023,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,Granulocyte,Other Cells
+2410,34433.42647,911.8676471,465.9558824,1077.779412,28522.77941,727.4558824,558.6617647,1506.705882,17190.72059,557.9411765,584.2794118,1736.367647,23212.77941,1399.411765,2509.161765,2269.25,8314.161765,1340.794118,360.5882353,2372.411765,17198.58824,508.5441176,441.3823529,610.2794118,20287.52941,456.0294118,128.2058824,1444.75,15533.08824,1598.176471,759.5588235,2793.794118,14034.92647,629.0735294,285.6617647,1751.602941,11473.63235,1295.279412,427.6617647,1289.014706,8759.897059,724.5735294,174.1617647,1804.882353,7509.367647,1507.897059,2573.441176,3133.044118,671.0147059,544.5441176,68,11.93941414,7.452075877,0.781298478,0.957746479,0.68,-0.676538135,1,0,0,1,0,0,0,0,1,0,0,0,0,1,0,1,0,0,0,0,1,1,1,0,Dendritic Cell,Other Cells
+2411,40248.9798,861.2222222,475.6363636,1117.393939,33897.53535,702.989899,593.6262626,1635.686869,20205.82828,528.3131313,433.2121212,1712.575758,27738.24242,1292.939394,4628.858586,2118.777778,9974.737374,1297.181818,351.5959596,2471.121212,20381.64646,475.0,171.1414141,492.8888889,23913.47475,447.4141414,127.9090909,2686.909091,18986.20202,1448.686869,514.5757576,2798.585859,16747.85859,684.0606061,284.5050505,1736.717172,13247.25253,885.2929293,435.1212121,1300.616162,9147.575758,660.7777778,167.4343434,3404.535354,8131.959596,1368.040404,984.7878788,3222.313131,858.989899,546.4545455,99,13.69365203,10.00427745,0.682829522,0.876106195,0.475961538,-1.312615159,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Unknown,Other Cells
+2412,55369.11842,957.8815789,596.9342105,1165.039474,41578.93421,661.6315789,395.1447368,1645.421053,22005.52632,479.5526316,407.0131579,1701.552632,30966.30263,1239.013158,7907.618421,4349.460526,11885.93421,1284.328947,339.5131579,2412.381579,22029.72368,897.6973684,149.0131579,453.9342105,26595.86842,410.7894737,130.7236842,6493.026316,21566.18421,1457.539474,560.6315789,2818.289474,17625.97368,586.8815789,271.8157895,2859.197368,12500.32895,791.2368421,401.1710526,1278.776316,6879.776316,626.1447368,161.5789474,2789.736842,6848.736842,1207.434211,126.0394737,3205.868421,1057.421053,543.4605263,76,12.03607732,8.351349065,0.720110206,0.938271605,0.64957265,1.389561658,1,0,0,1,0,0,0,1,0,0,0,1,0,0,1,0,0,0,0,0,1,0,0,0,B Cell,B Cells
+2413,32860.2233,866.592233,592.0194175,1108.242718,30380.80583,699.9417476,545.5533981,1657.815534,16734.80583,549.4854369,527.9514563,1820.980583,22097.72816,1256.106796,8301.029126,6254.941748,8255.553398,1346.728155,355.9708738,2370.796117,16776.08738,532.6893204,170.5728155,455.1553398,20220.79612,423.0194175,130.5533981,6765.058252,15069.56311,1492.165049,1207.038835,2808.737864,13025.29126,666.7378641,299.8737864,2727.281553,9956.84466,877.6601942,438.6213592,1304.368932,7607.990291,679.4660194,184.9514563,7661.912621,6546.019417,1347.970874,225.631068,3391.407767,270.1456311,546.3495146,103,12.42173604,10.88638455,0.481587537,0.903508772,0.715277778,0.090597708,1,0,0,1,0,0,0,0,0,0,0,1,0,1,0,0,0,0,0,1,1,0,0,1,B Cell,B Cells
+2414,25232.33557,1341.302013,608.4765101,1080.006711,23914.96644,833.6375839,681.2214765,1511.161074,11871.75168,709.3154362,802.8389262,1753.114094,15523.7047,1409.66443,5753.308725,2625.805369,5029.818792,1371.765101,340.3489933,2447.637584,10773.14094,492.0872483,551.9127517,520.8993289,11905.2953,696.8053691,126.409396,5199.557047,8722.691275,1551.892617,634.1812081,2810.328859,7827.255034,776.7785235,261.5234899,1302.899329,5756.845638,901.3489933,407.5503356,1332.751678,4604.201342,684.5637584,163.5436242,2721.416107,3545.577181,1216.52349,154.6979866,3653.993289,361.0738255,548.4832215,149,15.41645628,12.54734231,0.581015111,0.908536585,0.620833333,0.658897972,1,1,1,1,0,0,0,0,1,1,0,1,0,0,0,0,0,0,0,0,1,0,0,1,Cytotoxic T Cell,T Cells
+2415,35746.63636,986.6545455,471.2545455,1078.445455,30223.31818,769.7181818,525.8727273,1500.918182,18305.70909,592.3909091,857.4909091,1695.636364,25229.38182,1457.727273,2233.463636,2116.436364,8803.881818,1352.227273,361.7727273,2404.863636,18627.52727,507.8090909,203.0818182,768.3272727,22548.11818,442.3363636,130.2363636,1338.4,17402.15455,1689.527273,640.1727273,2797.145455,15785.3,718.5,295.4363636,1689.427273,13088.67273,1518.918182,445.1272727,1313.627273,9754.063636,677.5181818,173.2090909,1840.972727,8811.354545,1578.836364,2423.8,3103.981818,680.5636364,546.7,110,13.6229237,10.39065455,0.646713421,0.956521739,0.714285714,0.167262081,1,0,1,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,1,1,1,0,T Cell,T Cells
+2416,36679.91429,805.4857143,455.1714286,1059.0,29475.85714,642.1428571,583.2285714,1533.6,19174.11429,499.1142857,611.2285714,1790.857143,25417.25714,1214.171429,4164.628571,2576.971429,9097.2,1232.828571,333.8857143,2392.142857,18117.02857,440.9714286,119.0,626.0857143,21266.71429,454.4,125.4857143,2750.285714,16777.91429,1461.742857,530.8,2801.685714,14698.54286,602.2,270.6,2069.371429,12002.45714,836.2285714,419.6285714,1301.4,8071.885714,637.2,158.6857143,4122.257143,7589.857143,1292.542857,239.6,3159.885714,780.7428571,544.0571429,35,7.334107999,6.15635085,0.543492974,0.972222222,0.833333333,-0.492764847,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Unknown,Other Cells
+2417,40543.45745,993.9680851,530.0851064,1078.212766,33650.52128,776.8191489,930.287234,1570.691489,20482.23404,599.2659574,2410.382979,1895.191489,27967.26596,1344.265957,5333.170213,3593.510638,9552.914894,1308.755319,361.2446809,2752.351064,19697.28723,489.7340426,697.9787234,2102.042553,23052.37234,529.893617,286.9574468,1307.329787,17908.07447,2700.202128,506.0851064,2814.893617,15661.80851,693.1595745,290.1595745,1488.244681,12528.97872,1535.468085,425.9787234,1340.56383,8998.12766,797.1276596,168.1914894,2767.457447,7679.0,1321.212766,229.3085106,3359.914894,800.8404255,546.8510638,94,13.38576141,9.056296291,0.736385757,0.949494949,0.803418803,0.241913467,1,0,1,1,0,0,1,0,1,1,1,0,1,0,0,1,0,1,1,0,1,0,0,1,Regulatory T Cell,T Cells
+2418,46610.77181,933.4832215,599.1208054,1144.946309,36859.24832,688.8590604,649.5704698,1699.020134,20361.95973,509.3557047,474.1879195,1729.134228,28318.98658,1278.939597,5749.234899,3781.248322,10223.03356,1298.302013,359.7181208,2412.449664,19716.15436,466.9463087,196.0067114,465.3422819,23795.41611,411.1744966,132.8053691,4491.302013,19091.20134,1465.402685,597.0939597,2818.57047,15714.51678,664.557047,290.5973154,6401.248322,12031.55705,845.2818792,428.1744966,1319.818792,8237.604027,673.0738255,160.0939597,2263.90604,7199.006711,1296.95302,321.0604027,3282.395973,937.0201342,547.409396,149,17.53359025,11.05473624,0.776198163,0.961290323,0.689814815,1.414163658,1,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,Follicular Dendritic Cell,B Cells
+2419,55675.67961,966.0873786,616.9514563,1173.572816,22311.90291,559.2524272,479.3398058,1453.834951,11519.09709,405.5145631,359.3786408,1674.533981,16610.29126,1050.048544,7088.572816,3587.058252,6407.786408,1089.805825,292.9708738,2376.145631,11886.03883,518.4660194,101.368932,469.4563107,14320.20388,338.815534,112.4854369,9008.708738,11661.37864,1317.165049,502.8252427,2783.601942,9562.582524,529.6796117,234.0582524,2515.145631,6942.563107,668.0970874,352.8932039,1280.699029,3719.728155,562.0873786,144.3300971,1721.650485,3873.650485,1036.009709,150.0776699,3044.786408,1069.271845,546.5825243,103,12.44166156,10.65573879,0.516219617,0.944954128,0.66025641,1.239444226,0,0,0,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,0,B Cell,B Cells
+2420,40598.45513,854.1666667,557.6410256,1132.019231,32353.78846,653.224359,670.8397436,1634.378205,14924.26923,464.4871795,1293.217949,1815.794872,23069.89103,1154.307692,9682.487179,4202.730769,8615.987179,1215.480769,322.4807692,2560.762821,16272.75641,575.7115385,110.8717949,1725.512821,19965.07051,414.6730769,250.5320513,5257.025641,15190.58333,2489.25641,457.3333333,2816.794872,12059.4359,583.7435897,254.7179487,1909.352564,8344.814103,1000.589744,382.7179487,1285.987179,4339.198718,563.1217949,149.7692308,3818.179487,4483.551282,1096.974359,300.4423077,3160.942308,1090.320513,549.1923077,156,21.02970499,10.72874085,0.860073126,0.816753927,0.547368421,-1.034068109,1,0,1,1,0,0,0,0,0,0,1,1,1,0,0,0,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
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+2430,35608.98892,886.2908587,533.6232687,1106.927978,30804.69529,715.0249307,609.299169,1670.977839,17329.29086,517.0055402,560.9639889,1737.65651,24285.79501,1281.797784,5259.68144,3286.506925,8637.257618,1269.955679,350.6371191,2404.157895,16959.75346,2185.534626,495.2880886,557.8531856,20264.74792,446.800554,129.8504155,3593.795014,16177.61219,1529.180055,581.565097,2800.720222,13486.78116,647.3601108,276.434903,3203.778393,10362.26039,811.1772853,423.2797784,1311.382271,7347.434903,758.9473684,164.531856,2854.293629,6370.285319,1288.961219,308.5927978,3280.141274,918.2077562,554.0277008,361,25.8207985,19.58960082,0.651469003,0.853427896,0.626736111,1.191492153,1,0,0,1,0,0,0,1,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,Follicular Dendritic Cell,B Cells
+2431,36401.68,824.6533333,552.7533333,1125.066667,32853.10667,675.66,683.34,1715.806667,17875.03333,490.1466667,884.8266667,1742.166667,25776.99333,1249.053333,6042.84,3938.0,9301.593333,1273.8,338.6733333,2859.433333,18248.95333,1250.666667,149.26,668.9533333,22163.78,470.6333333,140.8266667,4251.7,17799.23333,1650.346667,661.18,2834.286667,14649.48667,1310.913333,277.9333333,5410.9,11189.27333,1104.393333,409.3533333,1314.753333,7377.293333,741.9,168.4266667,4926.133333,6609.48,1253.613333,294.2866667,3201.153333,982.5066667,549.2,150,19.39430785,10.42657399,0.84319362,0.867052023,0.510204082,-1.245012409,1,0,1,1,0,0,1,1,0,0,0,0,0,1,1,0,0,0,0,0,1,0,0,0,T Cell,T Cells
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+2435,37790.14583,1084.354167,572.2916667,1095.020833,34179.22917,776.8611111,651.3472222,1618.770833,19768.64583,617.6666667,731.1041667,1775.805556,26140.22222,1429.263889,4143.402778,2556.041667,9509.958333,1480.569444,382.6319444,2395.486111,19203.69444,484.7291667,308.2708333,562.0347222,22389.72917,490.0763889,136.4444444,4470.854167,17618.21528,1702.986111,732.3194444,2827.9375,15519.42361,681.1458333,324.4861111,1664.847222,11943.69444,1090.118056,477.3194444,1344.930556,9175.409722,735.6875,182.8888889,4166.75,8238.326389,1438.041667,177.0069444,3528.493056,409.2777778,553.0486111,144,16.15657456,12.58850665,0.626828937,0.837209302,0.529411765,-1.118335035,1,0,0,1,1,0,0,0,1,0,0,0,0,1,0,0,1,1,0,1,1,0,0,1,NK Cell,Other Cells
+2436,23957.57955,792.9545455,436.6363636,1068.295455,21916.5,657.2272727,1118.931818,1525.261364,12158.98864,513.6931818,2122.579545,1894.590909,16810.43182,1206.465909,3269.068182,3343.852273,6084.318182,1224.761364,322.8181818,2568.875,12272.95455,2513.727273,124.2840909,1665.306818,14672.22727,459.1590909,124.6704545,1137.863636,10808.76136,1807.761364,608.0795455,2805.670455,9622.238636,697.6590909,250.3295455,1669.715909,7919.193182,1454.5,401.0568182,1309.011364,5971.227273,628.8636364,163.0,3571.363636,5098.670455,1307.636364,1443.284091,3166.329545,751.125,550.4886364,88,11.52387059,10.0291926,0.492526891,0.916666667,0.666666667,-0.750480114,1,0,1,1,0,0,0,1,0,0,0,0,0,0,0,1,0,0,0,0,1,0,1,0,T Cell,T Cells
+2437,40591.81325,858.9457831,522.4096386,1080.548193,35964.28916,712.7650602,727.9819277,1623.361446,20171.87952,522.2289157,454.9578313,1730.638554,28839.55422,1298.373494,5215.837349,2669.283133,9990.951807,1299.361446,360.2831325,2395.566265,20785.57229,566.3433735,248.746988,482.439759,24708.84337,499.2349398,129.2108434,4148.289157,18712.66265,1464.114458,579.060241,2785.710843,16602.98795,738.0963855,282.7650602,1805.493976,13013.53012,876.7228916,430.7409639,1306.078313,9339.813253,683.1927711,164.8915663,3922.036145,7912.301205,1356.126506,767.6084337,3205.771084,869.0060241,552.746988,166,17.59876112,12.38366546,0.710530022,0.954022989,0.610294118,-0.687884904,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Unknown,Other Cells
+2438,29702.91057,927.1300813,511.495935,1066.00813,27197.86992,745.7886179,553.7317073,1549.934959,15049.94309,561.9918699,641.8536585,1765.601626,20435.18699,1320.0,6230.528455,3805.471545,7334.910569,1357.235772,359.9593496,2419.333333,13782.99187,465.2276423,965.601626,586.1056911,15185.02439,408.804878,138.7235772,4039.373984,11915.56911,1696.788618,618.1544715,2807.406504,10540.30894,644.5609756,281.8455285,1815.097561,8036.252033,947.1219512,437.6829268,1365.739837,6255.276423,891.5528455,175.0813008,5908.918699,5705.601626,1363.804878,849.5203252,3231.512195,325.0650407,553.4796748,123,13.93011855,11.37352969,0.577387269,0.984,0.683333333,-0.298626181,1,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,1,1,0,1,0,1,0,Dendritic Cell,Other Cells
+2439,22203.61538,773.1025641,416.1538462,1025.974359,24170.11966,692.982906,467.1965812,1505.598291,11043.13675,589.4188034,417.5811966,1709.777778,15882.44444,1242.076923,1637.435897,1241.179487,5773.282051,1258.034188,341.2735043,2368.367521,11136.35043,418.6581197,197.8717949,500.017094,13745.17094,379.034188,115.6837607,1038.384615,10208.5641,1360.42735,536.6324786,2823.247863,9152.529915,810.8717949,247.4444444,1477.675214,7648.529915,795.0,398.7094017,1310.316239,5464.982906,633.0598291,155.5384615,1743.786325,4984.735043,1350.025641,4835.273504,3045.376068,735.6666667,551.7350427,117,15.62398917,9.920980009,0.772525452,0.906976744,0.609375,-1.070587256,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Unknown,Other Cells
+2440,45549.56716,888.1343284,508.1641791,1111.835821,37593.08955,729.7164179,684.6119403,1639.507463,22510.37313,549.880597,1742.925373,1840.208955,30083.74627,1308.029851,3923.328358,3242.41791,10833.19403,1316.477612,367.4029851,2438.940299,22791.38806,477.3134328,315.7910448,1519.223881,26289.8209,491.6716418,511.5522388,1725.791045,20596.29851,2283.731343,564.5223881,2810.41791,18143.07463,680.6119403,294.4179104,1654.731343,14562.56716,1747.597015,427.8059701,1310.58209,10038.07463,691.4477612,169.5522388,2095.179104,8884.940299,1363.119403,363.9104478,3232.985075,837.7761194,550.119403,67,11.27320474,8.242844337,0.68217484,0.827160494,0.468531469,-1.063132671,1,0,1,1,0,0,0,0,1,0,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+2441,39780.38095,897.2063492,555.2539683,1110.396825,33380.38095,735.2380952,660.7460317,1668.84127,19435.73016,527.3015873,475.7777778,1715.873016,26529.85714,1346.428571,6189.301587,3299.920635,9006.968254,1305.238095,372.3333333,2348.904762,17791.06349,486.3333333,1006.111111,538.8095238,21301.52381,459.4444444,131.0793651,3969.968254,16826.60317,1577.031746,507.8412698,2823.285714,14060.65079,607.0793651,291.2857143,2263.079365,10742.98413,854.7936508,422.6984127,1317.412698,7363.174603,878.3968254,162.6507937,3546.68254,6373.507937,1299.809524,442.8888889,3295.730159,891.4285714,549.8730159,63,11.36985327,8.022160461,0.708646089,0.887323944,0.572727273,-0.754951839,1,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,1,0,0,0,Dendritic Cell,Other Cells
+2442,50461.42857,1027.414286,564.3857143,1134.242857,45860.38571,788.8857143,819.1285714,1747.371429,26003.75714,633.0857143,515.0714286,1783.057143,34185.6,1425.285714,6531.957143,4309.985714,12200.04286,1506.871429,388.2285714,2345.157143,25641.57143,502.2142857,157.0,437.0142857,31443.94286,467.3428571,145.9142857,4462.014286,24087.45714,1582.442857,649.4285714,2828.185714,20708.95714,657.9142857,336.8428571,1696.514286,15739.62857,921.2714286,504.3,1312.014286,12029.68571,690.9571429,186.7142857,4539.742857,10640.32857,1476.042857,133.4857143,3438.185714,281.0571429,551.6571429,70,13.07220111,7.154334139,0.836940581,0.897435897,0.598290598,-1.238154915,1,1,0,1,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,1,1,0,1,NK Cell,Other Cells
+2443,33821.10667,882.1733333,569.04,1125.64,28961.73333,714.6,1107.346667,1667.426667,16950.98667,585.4266667,2116.48,1877.133333,23451.17333,1418.56,3742.88,4003.066667,8170.96,1448.04,369.4666667,2430.053333,17457.8,636.7733333,543.8133333,3293.346667,19894.36,535.1866667,134.04,1774.36,15279.73333,2151.826667,772.4666667,2839.4,13529.72,827.7066667,307.9866667,1546.68,10719.10667,1820.026667,464.1066667,1311.626667,8320.96,765.8666667,177.9066667,3282.826667,7383.52,1447.933333,195.8,3706.533333,520.1866667,550.68,75,12.55981174,8.030061315,0.768919441,0.986842105,0.681818182,-0.869356318,1,0,1,1,0,0,0,0,1,1,0,0,1,1,0,1,0,0,0,0,1,0,0,1,Helper T Cell,T Cells
+2444,26988.54067,828.6172249,554.4019139,1080.995215,23404.05742,683.9473684,926.3205742,1536.08134,13405.06699,596.6794258,1304.07177,1810.08134,18564.17225,1308.334928,5178.866029,3639.875598,6715.645933,1324.143541,361.0143541,2570.751196,13356.09569,818.8133971,1264.856459,1141.186603,15715.82297,1007.009569,171.7177033,2449.416268,12273.54545,2173.545455,822.15311,2819.253589,10783.9378,834.1578947,287.2344498,1652.119617,8651.435407,1820.885167,443.6746411,1354.038278,6669.172249,1074.038278,170.7272727,5218.985646,5873.411483,1345.205742,333.2488038,3287.325359,560.4545455,554.9282297,209,20.30373809,13.82552489,0.732343903,0.874476987,0.55,0.68816409,1,0,1,1,0,0,0,1,1,1,1,0,1,1,0,1,0,1,1,0,1,0,0,0,Regulatory T Cell,T Cells
+2445,40420.17318,872.849162,479.8324022,1109.636872,36229.46369,724.6592179,669.1117318,1601.994413,21961.06145,557.8994413,884.9832402,1743.608939,30766.72626,1380.178771,5126.988827,3762.150838,10765.70391,1323.821229,359.7932961,2550.687151,22660.81564,487.7709497,122.5810056,602.6759777,27154.51955,799.3072626,131.5530726,3666.703911,20129.34078,1495.296089,588.6927374,2792.391061,17756.43017,637.7039106,300.027933,2379.670391,14823.54749,1175.49162,436.4916201,1313.642458,10586.89385,664.7150838,170.0614525,4715.519553,9210.614525,1441.899441,188.5642458,3316.653631,775.2849162,555.2905028,179,18.58750534,13.13491265,0.707560473,0.85645933,0.621527778,-0.565914646,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+2446,27917.75916,844.6492147,550.0366492,1089.900524,23832.43979,700.3979058,571.5863874,1607.120419,13084.01047,496.6492147,517.5026178,1746.366492,18863.95288,1223.099476,4226.198953,3355.486911,6529.460733,1217.586387,346.0366492,2452.429319,12690.97906,552.7591623,2128.429319,594.4450262,15228.1623,526.895288,125.5811518,3232.623037,11861.44503,1676.664921,573.6282723,2794.706806,10042.95812,629.1099476,259.1518325,2518.460733,7679.298429,835.0994764,398.5026178,1368.04712,5422.298429,1219.256545,157.9528796,5242.905759,4673.82199,1225.696335,542.9842932,3258.659686,897.921466,557.5445026,191,24.09905439,10.60403332,0.897988636,0.876146789,0.62012987,-0.374868575,1,0,0,1,0,0,0,0,1,1,0,0,0,0,0,0,0,1,1,0,1,0,0,0,Dendritic Cell,Other Cells
+2447,39389.68561,872.6060606,536.0757576,1109.25,34233.875,711.2992424,599.4659091,1684.670455,18791.87121,517.5984848,962.5681818,1745.602273,26242.29924,1271.276515,6617.825758,4264.674242,9352.977273,1307.026515,345.8219697,2750.458333,18349.39773,534.9848485,1025.125,944.9090909,21881.10227,454.6477273,134.0871212,4115.875,17734.79167,1739.583333,603.1818182,2819.276515,14577.45833,610.6022727,283.4356061,4283.083333,10917.54924,1222.469697,420.4090909,1330.193182,7226.791667,928.2689394,167.0833333,3683.761364,6411.526515,1277.666667,226.6136364,3234.045455,965.3825758,554.6704545,264,19.80762426,17.10758602,0.504028672,0.949640288,0.739495798,1.291161707,1,0,1,1,0,0,1,0,1,0,0,0,0,0,1,1,0,0,1,0,1,0,0,0,T Cell,T Cells
+2448,40229.06618,886.2426471,546.3382353,1119.176471,33800.61397,718.4448529,795.9301471,1744.154412,14374.24265,491.1286765,2056.433824,1796.503676,23091.89706,1234.588235,10126.19118,4516.102941,8407.871324,1287.161765,339.8198529,3081.161765,16095.47794,440.8713235,2812.617647,1542.047794,19367.59926,1357.408088,146.4264706,5672.227941,14945.84559,2330.845588,432.7757353,2812.422794,11763.23529,651.5404412,262.5698529,1560.029412,7829.459559,1693.772059,391.6948529,1340.106618,3823.746324,1282.727941,156.4742647,3569.599265,4386.25,1169.106618,772.4558824,3216.636029,1115.676471,557.4117647,272,20.96916958,16.94004744,0.589381353,0.934707904,0.647619048,-0.573801798,1,0,1,1,0,0,1,0,1,1,0,1,1,0,0,1,0,0,1,0,1,0,1,0,Helper T Cell,T Cells
+2449,26275.7381,821.9047619,587.0952381,1124.52381,27072.97619,653.6666667,828.5,1740.47619,11751.21429,518.6428571,827.1904762,1816.738095,15824.35714,1233.071429,10364.85714,8935.119048,6677.809524,1309.428571,344.3809524,2571.452381,14305.04762,439.4047619,150.1666667,498.9285714,15766.42857,750.047619,127.0238095,5831.214286,10539.57143,1462.952381,644.0,2821.690476,9319.095238,630.2142857,287.0714286,10703.40476,6702.5,860.7857143,411.5238095,1347.952381,5532.142857,633.0714286,165.0,4167.880952,3757.642857,1252.97619,514.3571429,3362.261905,191.3571429,551.9047619,42,9.028741716,6.211408558,0.725749088,0.954545455,0.666666667,-0.308123329,1,0,1,1,0,0,0,0,0,1,0,1,0,0,1,0,0,1,0,0,1,0,0,1,Cytotoxic T Cell,T Cells
+2450,45428.1,911.4083333,677.525,1136.341667,43191.975,744.675,646.8583333,1765.041667,23811.70833,583.1833333,629.1166667,1805.133333,31247.76667,1361.008333,8623.291667,7535.716667,11301.36667,1416.358333,375.3833333,2712.841667,23787.31667,470.0416667,154.4916667,597.3,28878.79167,442.325,133.275,5136.65,21619.23333,1673.85,1120.891667,2849.108333,19244.36667,644.025,320.8916667,3113.241667,14217.29167,963.175,469.5333333,1319.833333,10849.78333,658.3416667,188.7583333,3430.033333,9326.183333,1443.733333,257.8,3409.616667,252.175,554.1166667,120,15.28915107,10.92096219,0.699844866,0.895522388,0.542986425,-1.503690061,1,0,0,1,0,0,1,0,0,0,0,0,0,1,1,0,1,0,0,1,1,0,0,1,Follicular Dendritic Cell,B Cells
+2451,31237.53714,1092.828571,591.52,1150.405714,26705.28571,771.7142857,979.9085714,1635.0,15802.06286,611.8571429,1254.857143,1797.971429,21352.6,1378.88,4699.76,3890.765714,7315.457143,1354.822857,355.44,2421.182857,15466.34286,566.6457143,239.64,1481.085714,17611.63429,628.48,128.2457143,2242.725714,13683.25714,1472.102857,742.8171429,2815.228571,12019.57143,627.2171429,284.7885714,1781.651429,9517.982857,1548.234286,436.6914286,1325.931429,7357.994286,690.0514286,168.5314286,2855.485714,6472.137143,1337.034286,204.6457143,3526.097143,536.2171429,558.8857143,175,23.62698897,10.0274906,0.905470917,0.857843137,0.662878788,0.141795963,1,0,1,1,0,0,0,0,0,1,0,0,0,1,0,1,0,0,0,0,1,0,0,1,Cytotoxic T Cell,T Cells
+2452,17264.97661,837.0760234,509.6666667,1076.842105,14925.1345,691.1578947,585.5964912,1487.175439,8714.578947,500.6725146,480.6140351,1715.046784,12430.07602,1318.695906,1104.97076,1226.567251,4542.795322,1199.45614,326.2163743,2351.450292,8977.222222,457.1695906,105.8830409,564.7426901,10893.5731,517.005848,123.0526316,909.2807018,8434.555556,1357.315789,649.5263158,2805.824561,7617.789474,607.122807,261.0818713,2221.842105,6330.608187,914.251462,405.4853801,1325.461988,4841.853801,753.3508772,162.9707602,2313.467836,4451.368421,1423.725146,2410.842105,3148.859649,650.3508772,555.0526316,171,17.49398824,13.62720086,0.627067666,0.868020305,0.670588235,-0.159076491,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Unknown,Other Cells
+2453,18885.11818,798.1272727,622.8,1079.736364,16225.26364,643.2090909,851.9363636,1517.136364,9486.981818,683.7727273,1281.154545,2053.209091,13419.65455,1214.990909,3740.845455,3470.409091,4926.481818,1219.763636,340.6272727,2872.5,9716.109091,449.2636364,755.6636364,605.8,11761.89091,391.5636364,119.0363636,1657.381818,8901.145455,1994.645455,623.0818182,2787.481818,7979.309091,718.1727273,247.0727273,2101.181818,6682.745455,1282.945455,399.0909091,1388.809091,5035.963636,832.5090909,161.5818182,3649.990909,4528.772727,1315.036364,345.7727273,3156.254545,694.8818182,552.9363636,110,14.16218749,10.35455979,0.682226091,0.93220339,0.666666667,-1.478613117,1,1,1,1,0,0,1,0,1,0,0,0,1,0,0,1,0,1,1,0,1,0,0,0,Helper T Cell,T Cells
+2454,48209.95062,912.9506173,632.5185185,1137.765432,36452.35802,658.0617284,622.2839506,1612.925926,21122.82716,498.9135802,388.4814815,1717.469136,29281.81481,1246.08642,6481.790123,4451.975309,10501.25926,1245.592593,344.308642,2342.975309,20274.95062,454.3950617,1134.222222,449.0864198,24942.32099,407.5308642,129.345679,5216.740741,20130.85185,1394.135802,594.6296296,2784.395062,16734.90123,582.691358,274.6049383,4000.691358,12967.37037,897.7283951,416.2592593,1320.703704,8285.0,906.6049383,164.8518519,2325.592593,7551.802469,1267.518519,203.7160494,3219.197531,949.0864198,553.5308642,81,11.92688464,9.134650939,0.642974693,0.9,0.566433566,-0.582037518,1,0,0,1,0,0,0,0,1,0,0,1,0,0,1,0,0,0,1,0,1,0,0,0,B Cell,B Cells
+2455,48395.54622,899.6386555,558.1428571,1147.12605,40123.30252,727.4285714,989.2605042,1765.352941,21380.0,496.3697479,839.8739496,1780.436975,30270.41176,1293.87395,7277.865546,3588.697479,11304.98319,1308.92437,351.6134454,2709.302521,21058.07563,14733.28571,206.0,574.1596639,26326.46218,772.4201681,131.2689076,5049.394958,20803.16807,1960.865546,495.5966387,2838.756303,16945.28571,638.2268908,285.1260504,2503.722689,12033.84034,1059.218487,414.7647059,1322.336134,6513.621849,685.8655462,157.4957983,2646.470588,6581.739496,1255.983193,254.6470588,3285.084034,1061.781513,554.6722689,119,15.22299289,10.57013514,0.719634292,0.881481481,0.572115385,0.549355547,1,0,1,1,0,0,1,1,0,1,0,0,1,0,0,0,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
+2456,34005.76522,1055.278261,574.1565217,1149.521739,31985.25217,813.8347826,775.8086957,1677.565217,17732.97391,629.4521739,945.8869565,1796.530435,24370.81739,1472.13913,4642.191304,4155.643478,8295.104348,1443.93913,385.5043478,2430.765217,16842.1913,469.7130435,305.4434783,729.5217391,19759.31304,525.3391304,175.6086957,4750.008696,14625.14783,1744.278261,740.0173913,2808.817391,13134.86087,646.6956522,317.2347826,2044.756522,10357.28696,1065.721739,473.1565217,1333.982609,8110.93913,706.2869565,187.7478261,3830.66087,7087.478261,1474.330435,650.2086957,3428.113043,445.7043478,555.6173913,115,14.62474206,10.41623083,0.701942647,0.93495935,0.598958333,0.391189199,1,1,1,1,0,0,0,0,1,1,1,0,0,1,0,0,1,0,0,1,1,1,1,1,Cytotoxic T Cell,T Cells
+2457,36642.23899,923.7987421,505.4402516,1106.345912,33662.96855,764.672956,724.327044,1603.691824,19372.86792,602.3207547,900.4716981,1761.377358,26887.57862,1423.496855,4198.622642,4135.226415,9131.025157,1424.874214,376.6855346,2443.188679,18731.74214,454.4528302,733.1194969,755.7735849,21544.50314,759.509434,150.7169811,2539.779874,16372.1195,1721.597484,763.1509434,2799.691824,14495.30189,633.2641509,303.3710692,1620.861635,11740.55975,1092.943396,465.4591195,1363.591195,9003.572327,814.5597484,183.1761006,3751.672956,8026.767296,1483.515723,1214.811321,3344.559748,458.1069182,556.0503145,159,15.56768414,13.11161194,0.539114233,0.940828402,0.757142857,-0.309119952,1,0,1,1,0,0,0,0,1,1,0,0,0,1,0,0,0,1,1,1,1,1,1,0,Cytotoxic T Cell,T Cells
+2458,38418.98684,1095.447368,649.75,1836.407895,32454.39474,757.8026316,851.0394737,3031.960526,18898.30263,615.6052632,830.6447368,1922.710526,25762.93421,1408.184211,2187.355263,3373.644737,8791.394737,1458.039474,388.9605263,2481.315789,17904.76316,482.5394737,324.0394737,919.3815789,19606.01316,475.2236842,133.2368421,2785.052632,14982.68421,1596.671053,780.3684211,2834.578947,13179.63158,649.2236842,294.7894737,1676.421053,10377.23684,1184.868421,457.4736842,1332.460526,7979.197368,655.3552632,179.3947368,2359.618421,7215.394737,1398.105263,252.9078947,3481.842105,496.4078947,554.8421053,76,11.89984519,9.035957735,0.650700998,0.904761905,0.531468531,0.297832644,1,0,1,1,1,0,0,0,1,0,0,0,0,1,0,1,0,0,0,0,1,0,0,1,T Cell,T Cells
+2459,30641.85149,934.1089109,533.1485149,1112.029703,26812.9604,729.6237624,1195.524752,1606.70297,15401.06931,585.0891089,657.6633663,1765.415842,21585.55446,1419.386139,4005.623762,3565.138614,7273.564356,1373.346535,357.1683168,2413.049505,16401.19802,3903.19802,2397.138614,5719.970297,18475.44554,519.3366337,135.7425743,1915.564356,13787.10891,1540.950495,715.1386139,2803.564356,12209.62376,695.4257426,300.5247525,1600.346535,9695.386139,1515.227723,454.3069307,1324.207921,7779.544554,1578.574257,174.8712871,2850.108911,6712.485149,1392.267327,196.6732673,3833.752475,526.9405941,556.6534653,101,13.96715817,10.46304453,0.662436989,0.90990991,0.526041667,0.347240114,1,0,0,1,0,0,0,1,1,0,0,0,0,1,0,1,0,0,1,0,1,0,0,1,NK Cell,Other Cells
+2460,34427.11688,855.4155844,506.4675325,1082.701299,29433.25974,728.1168831,692.5324675,1573.376623,17708.20779,575.6883117,1093.233766,1808.285714,23925.77922,1315.12987,4077.077922,4168.61039,8559.701299,1382.38961,386.2467532,2444.246753,17206.96104,480.9090909,478.1168831,1215.064935,20322.11688,546.038961,139.012987,2729.064935,15907.11688,1832.116883,753.1948052,2805.818182,13902.66234,645.6103896,293.8701299,2045.454545,11071.64935,1266.142857,450.8051948,1326.207792,8419.779221,735.5974026,175.4545455,4454.701299,7599.545455,1393.246753,224.6363636,3341.194805,544.8051948,553.5584416,77,12.07187824,8.451396686,0.714054984,0.9625,0.641666667,-0.56447363,1,0,1,1,0,0,0,0,1,1,0,0,1,1,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
+2461,23021.60396,870.1287129,560.2772277,1071.168317,20681.40594,696.4950495,553.009901,1522.287129,11414.42574,525.6237624,394.1881188,1716.871287,16567.86139,1369.108911,1076.544554,1034.821782,5703.069307,1297.673267,336.9108911,2392.841584,11675.77228,486.4851485,103.8712871,473.5940594,13653.0,440.3564356,117.1188119,1042.811881,10354.89109,1399.0,616.8217822,2794.168317,9229.049505,595.5247525,272.970297,1942.237624,7455.277228,867.3465347,408.3465347,1316.455446,6170.574257,622.3465347,158.9306931,1059.584158,5258.267327,1470.722772,2784.752475,3214.544554,617.1287129,553.4653465,101,14.55610216,9.886181982,0.73397375,0.89380531,0.561111111,1.555596172,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,Granulocyte,Other Cells
+2462,35330.49383,920.4074074,445.0246914,1065.777778,31196.60494,747.2222222,569.9135802,1499.481481,18293.96296,582.6419753,1663.320988,1727.049383,25093.19753,1489.0,1502.604938,1711.333333,8802.148148,1364.185185,361.345679,2484.074074,17601.74074,509.4567901,177.4074074,1393.901235,20781.71605,433.0740741,139.9382716,970.9012346,15663.77778,1646.432099,606.2716049,2803.703704,14099.2963,649.8271605,284.0864198,1505.012346,11714.16049,1747.962963,426.037037,1310.185185,9137.061728,658.8271605,183.4320988,1863.740741,7856.802469,1606.851852,3988.049383,3097.296296,674.6790123,555.4197531,81,12.50570171,8.727935042,0.71617918,0.931034483,0.578571429,0.004712253,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,1,1,1,1,0,T Cell,T Cells
+2463,42777.77612,814.7910448,483.880597,1069.477612,35885.0,665.2537313,917.0447761,1540.656716,22629.53731,533.4477612,1686.701493,1784.880597,30154.23881,1262.80597,4842.238806,3741.791045,10719.76119,1276.119403,350.9701493,2706.626866,22079.16418,559.9552239,503.8358209,2096.19403,25896.47761,471.8507463,244.7313433,1720.134328,20353.20896,2387.0,522.1940299,2811.507463,17874.31343,634.0746269,284.3432836,1572.462687,14692.32836,1400.567164,420.9701493,1318.925373,9940.149254,748.238806,163.5223881,2952.492537,8972.164179,1307.462687,237.1343284,3204.089552,821.6268657,553.5522388,67,12.23065719,7.408506149,0.795668385,0.930555556,0.676767677,-0.62520128,1,0,1,1,0,0,1,0,1,0,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+2464,34412.35484,1052.370968,560.3548387,1083.370968,32580.14516,763.2903226,540.1129032,1614.435484,17069.75806,607.6774194,516.9677419,1747.854839,22373.25806,1343.129032,7797.967742,3059.274194,8015.177419,1371.887097,353.0,2352.274194,17459.96774,442.0322581,235.483871,448.7419355,19720.24194,630.6451613,131.9193548,4105.451613,14989.64516,1455.403226,625.5645161,2815.467742,13186.06452,626.3064516,293.6129032,2642.33871,9768.419355,845.8709677,445.3709677,1299.096774,7701.016129,670.483871,175.1774194,3389.193548,6343.548387,1335.822581,394.6612903,3492.403226,292.8225806,554.3064516,62,11.57486321,7.654864029,0.750090531,0.873239437,0.563636364,0.737173686,1,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,1,NK Cell,Other Cells
+2465,37584.71429,864.0612245,613.877551,1123.877551,35726.22449,715.7755102,676.4285714,1706.836735,19190.44898,541.2857143,547.3469388,1765.836735,25912.97959,1307.571429,8938.367347,6092.632653,9040.387755,1432.755102,358.6734694,2432.77551,19844.22449,458.3061224,1170.204082,461.2857143,23923.4898,431.9795918,131.5714286,6156.285714,18451.04082,1514.346939,659.5714286,2800.918367,16227.77551,637.6938776,303.0612245,2765.591837,12172.73469,872.3673469,451.2857143,1291.77551,9189.816327,935.0408163,175.5510204,7397.22449,8557.714286,1396.857143,335.4489796,3383.571429,301.122449,553.7346939,49,8.170000804,7.801575562,0.296911132,0.960784314,0.680555556,0.410319988,1,0,0,1,0,0,0,0,1,0,0,1,0,0,0,0,0,0,1,0,1,0,0,1,B Cell,B Cells
+2466,41559.74803,914.984252,550.2834646,1109.133858,37747.95276,753.4645669,598.984252,1643.244094,21118.88976,573.7086614,594.8425197,1756.173228,29013.85039,1368.952756,8184.787402,4700.283465,10279.00787,1445.834646,375.3228346,2411.866142,19063.94488,514.5905512,381.4488189,574.7795276,23127.06299,440.4409449,173.4724409,5152.015748,18367.62992,1686.023622,807.4251969,2804.708661,16181.24409,653.503937,309.6929134,2273.23622,12001.26772,894.8503937,458.1574803,1322.598425,8921.527559,737.2204724,181.2440945,5689.952756,8415.251969,1416.291339,315.2047244,3351.503937,315.9133858,558.3228346,127,17.59902828,10.04783843,0.820997746,0.835526316,0.62254902,0.404517219,1,0,0,1,0,0,0,0,1,0,1,0,0,1,0,0,0,0,0,1,1,0,0,0,Dendritic Cell,Other Cells
+2467,23498.29457,935.6899225,548.0232558,1092.75969,22054.06977,723.1550388,624.6356589,1538.48062,12155.47287,569.1705426,1073.48062,1800.627907,16379.89922,1332.790698,2529.705426,3866.093023,6065.147287,1573.023256,358.2248062,2505.953488,12487.53488,477.6589147,447.7364341,1109.356589,14450.04651,490.6124031,128.9767442,2500.604651,11284.82946,1921.023256,836.6511628,2810.627907,9935.697674,812.0542636,284.2790698,1874.852713,7921.914729,1262.054264,457.0930233,1388.449612,6332.682171,725.1550388,176.5736434,4303.697674,5489.379845,1367.100775,155.0,3380.550388,394.4341085,556.4728682,129,16.97725283,10.3039925,0.794755813,0.895833333,0.583710407,1.373956519,1,0,1,1,1,0,0,0,1,0,0,0,1,1,0,1,0,1,0,0,1,0,0,1,Helper T Cell,T Cells
+2468,20902.0,861.4244604,733.6906475,1084.42446,18758.03597,697.7913669,530.5611511,1535.647482,10311.79856,510.5611511,498.6330935,1722.230216,15223.07194,1368.928058,1628.633094,2054.115108,5254.316547,1317.611511,337.4964029,2555.769784,10514.23741,473.2805755,100.7266187,485.4172662,12909.34532,419.0863309,119.9208633,1119.798561,9524.100719,1414.618705,636.1942446,2794.410072,8447.913669,591.5683453,262.1079137,1994.115108,7035.928058,1025.834532,409.8201439,1293.366906,5680.453237,629.6402878,163.6690647,2323.359712,4996.0,1451.71223,1914.661871,3134.57554,630.7338129,558.1654676,139,17.45110886,11.18397437,0.767645493,0.852760736,0.643518519,0.018041924,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Unknown,Other Cells
+2469,13985.08257,829.4311927,440.6788991,1056.559633,12378.07339,765.4678899,657.7798165,1426.275229,7053.779817,500.0733945,1161.376147,1725.0,10193.65138,1430.522936,1527.431193,1378.458716,3698.284404,1184.844037,315.3486239,2441.862385,7681.110092,1675.651376,118.4678899,1535.477064,9201.568807,673.4036697,802.6238532,851.6513761,6949.944954,1486.743119,586.3302752,2799.623853,6311.614679,717.1651376,256.8348624,1990.504587,5391.06422,1115.33945,393.3119266,1315.46789,4183.53211,633.7155963,168.3027523,3862.110092,3802.504587,1538.825688,9774.229358,3119.981651,664.0917431,555.3119266,109,12.86847736,10.87944055,0.534080863,0.956140351,0.756944444,-0.859769831,1,0,1,0,0,0,0,1,0,1,1,0,0,0,0,0,0,0,0,0,1,1,1,0,Cytotoxic T Cell,T Cells
+2470,37900.06522,860.8586957,500.2391304,1108.923913,33811.13043,711.9456522,575.4782609,1589.923913,19726.22826,532.0869565,913.2826087,1749.326087,27259.96739,1275.5,4051.304348,3401.326087,9748.065217,1276.478261,359.1304348,2421.608696,19688.15217,458.5108696,442.8369565,1086.141304,23378.31522,632.7608696,127.1847826,2524.217391,17417.82609,1661.467391,554.7282609,2789.434783,15323.73913,790.5978261,275.5108696,2073.5,12927.45652,996.8043478,415.2608696,1312.108696,9078.815217,763.0108696,170.25,4661.597826,7903.576087,1341.043478,552.0869565,3218.684783,786.7826087,555.4347826,92,14.86780693,9.033403637,0.79425738,0.8,0.597402597,-0.189457732,1,0,1,1,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+2471,15124.41379,1077.206897,565.3678161,1043.229885,15709.64368,700.7586207,611.2758621,1391.137931,6220.45977,578.4137931,1324.241379,1731.91954,10404.68966,1193.356322,5885.528736,2934.057471,3198.149425,1117.83908,307.1494253,2683.068966,7048.275862,753.3908046,1416.988506,1204.781609,8476.390805,523.3103448,126.9770115,1969.643678,5593.816092,2021.287356,484.4597701,2772.586207,4734.885057,667.1494253,214.5287356,1452.471264,4043.804598,1177.195402,356.6781609,1346.724138,3395.931034,908.9885057,146.0229885,3252.735632,2527.149425,1081.034483,249.4942529,3487.804598,811.2643678,554.1724138,87,12.46965999,9.075350456,0.685795237,0.925531915,0.743589744,1.271495692,1,0,1,1,0,0,1,1,1,1,0,0,1,0,0,1,0,1,1,0,1,0,0,1,Helper T Cell,T Cells
+2472,29467.22024,767.4404762,552.1428571,1080.702381,24961.31548,622.25,540.8333333,1533.589286,14386.23214,489.8392857,680.9940476,1760.565476,20736.8631,1270.011905,5640.625,3974.470238,7439.238095,1225.892857,322.8392857,2466.065476,15388.03571,798.0892857,418.0059524,558.5059524,18107.3869,452.8452381,129.5833333,3326.220238,13611.97619,1605.97619,713.922619,2795.089286,12028.6369,1065.589286,254.7916667,2053.053571,9925.892857,969.9642857,397.6309524,1304.404762,7030.482143,688.0595238,159.4702381,4737.458333,6101.190476,1221.922619,364.1071429,3229.39881,829.6071429,559.1130952,168,16.09661762,13.8576473,0.508766929,0.943820225,0.658823529,-0.233526767,1,0,0,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,Dendritic Cell,Other Cells
+2473,23331.2619,751.0,426.9761905,1051.702381,19495.77381,603.547619,429.3809524,1452.559524,11317.44048,466.4404762,410.702381,1681.559524,15872.36905,1167.047619,1857.869048,1139.511905,5800.607143,1189.988095,319.0595238,2387.452381,11739.72619,407.6904762,164.8809524,501.8571429,13928.29762,394.0595238,116.4880952,1185.952381,10664.35714,1346.785714,472.4285714,2893.952381,9406.595238,775.2142857,258.6428571,1494.547619,7663.095238,784.1904762,384.6309524,1284.785714,5529.321429,620.8452381,154.3571429,2371.345238,4795.964286,1206.440476,1248.821429,3088.083333,854.1785714,554.4642857,84,13.78472837,7.947637208,0.817059204,0.913043478,0.646153846,1.191560344,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Unknown,Other Cells
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+2478,44336.02974,877.4312268,489.5687732,1100.360595,38837.44981,717.063197,873.2416357,1600.962825,22937.18587,561.6171004,1678.115242,1812.349442,31785.9368,1307.078067,5048.576208,4061.449814,11185.98885,1325.171004,365.4423792,2520.490706,22799.54275,470.9851301,511.7211896,1708.695167,27225.88104,974.4498141,318.7137546,1673.888476,20577.0855,1963.289963,528.9516729,2804.263941,18168.29368,651.2342007,283.8959108,1642.866171,15111.80669,1340.780669,432.0743494,1316.914498,10552.08922,800.8215613,166.5910781,3169.193309,9316.802974,1382.63197,271.7026022,3282.947955,797.1003717,561.7657993,269,22.32444998,16.16550759,0.689677439,0.930795848,0.584782609,-0.673057907,1,0,1,1,0,0,0,0,1,1,1,0,1,0,0,1,0,0,1,0,1,0,0,0,Regulatory T Cell,T Cells
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+2480,50352.06767,939.3157895,564.1428571,1148.834586,37159.71429,802.2406015,653.2030075,1777.030075,18973.49624,498.8571429,908.6616541,1836.586466,27726.05263,1266.766917,8570.421053,3764.338346,10424.13534,1322.225564,350.1428571,2420.496241,19484.63158,1173.729323,124.9172932,1289.984962,23703.6391,431.0827068,154.6466165,5095.473684,19027.7218,2060.556391,515.7142857,2818.293233,15339.21053,610.7593985,281.4736842,1991.165414,10811.69173,871.9699248,410.6616541,1304.661654,5632.285714,609.4586466,157.0977444,2735.398496,5844.015038,1231.879699,237.3082707,3215.112782,1074.488722,557.1052632,133,14.54238191,12.13371443,0.551206103,0.93006993,0.738888889,-1.428769198,1,0,1,1,0,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
+2481,35537.72826,821.5543478,486.3804348,1095.152174,32951.38043,680.0543478,774.3478261,1745.51087,14764.55435,479.423913,1361.206522,1774.0,23440.6087,1219.98913,11175.6087,3217.173913,8642.380435,1273.684783,341.5543478,2763.086957,16794.23913,6675.076087,142.8152174,1464.206522,20527.80435,503.8804348,134.4891304,4621.967391,15799.34783,2337.913043,442.4565217,2816.934783,12469.43478,715.673913,266.4456522,2021.586957,8667.73913,998.5978261,397.6413043,1295.163043,4412.271739,601.7608696,150.4891304,2586.586957,4804.543478,1162.880435,250.826087,3270.880435,1102.032609,555.6956522,92,11.20471562,10.68516188,0.30097891,0.978723404,0.696969697,-0.688639938,1,0,1,1,0,0,1,1,0,0,0,0,1,0,0,0,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
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+2484,58298.5873,949.3333333,566.6507937,1144.206349,52413.8254,753.3492063,648.7301587,1774.539683,29333.92063,597.6349206,526.3333333,1790.587302,38319.4127,1371.746032,7856.285714,5868.984127,14285.52381,1481.285714,402.7142857,2341.126984,28505.66667,475.0634921,445.0,425.4126984,34940.57143,448.3809524,140.8730159,5738.603175,27109.71429,1584.52381,614.7460317,2807.698413,22766.63492,655.6190476,335.1428571,4104.063492,16029.87302,907.0793651,479.4444444,1314.746032,11470.60317,737.4285714,182.5079365,2777.460317,10102.33333,1434.68254,207.9206349,3318.380952,198.8730159,555.5714286,63,10.26279083,8.337271461,0.58313038,0.940298507,0.63,-1.027139104,1,0,0,1,1,1,0,0,1,0,0,1,0,0,1,0,1,0,0,1,1,0,0,0,B Cell,B Cells
+2485,52824.19118,928.5735294,607.0294118,1129.264706,50803.67647,744.1176471,721.1176471,1799.735294,26917.79412,616.2352941,613.4264706,1797.911765,35556.89706,1363.867647,7617.823529,6018.838235,13570.55882,1473.132353,394.4411765,2863.911765,27205.23529,482.1176471,1298.926471,528.8235294,32878.97059,459.8970588,139.7058824,6241.132353,25323.94118,1779.073529,743.2794118,2803.058824,21386.63235,635.8529412,321.5294118,4082.382353,15369.63235,946.8235294,469.3529412,1317.926471,11316.32353,946.9411765,185.6764706,3481.808824,9730.088235,1446.382353,190.7941176,3307.676471,206.6470588,557.9852941,68,11.1098039,9.022153114,0.583533147,0.819277108,0.515151515,-1.126220979,1,0,0,1,1,0,1,0,1,0,0,1,0,1,1,0,1,0,1,1,1,0,0,0,B Cell,B Cells
+2486,14133.95238,1032.142857,608.9142857,1045.504762,15139.89524,708.247619,450.2952381,1419.514286,7001.219048,551.847619,521.8190476,1774.780952,9034.0,1180.07619,6031.0,5011.761905,3675.990476,1229.133333,311.3238095,2358.390476,7549.485714,380.647619,1145.590476,429.5619048,8330.285714,427.1428571,113.1142857,4268.219048,6172.4,1429.380952,653.2952381,2778.761905,5635.657143,589.7142857,235.6761905,2324.580952,4262.571429,741.7047619,378.1619048,1312.295238,3461.209524,857.2,157.9238095,5303.466667,2804.971429,1130.942857,340.6380952,3440.095238,305.2285714,561.6285714,105,21.11879506,6.76270526,0.947342491,0.826771654,0.403846154,-0.433955447,1,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,1,0,0,1,NK Cell,Other Cells
+2487,39421.27273,1313.436364,611.1272727,1121.363636,37409.23636,895.4363636,888.0909091,1666.090909,19299.07273,696.1454545,1582.254545,1790.218182,26594.4,1502.290909,3735.054545,4219.8,8846.763636,1468.290909,373.7818182,2568.272727,19175.21818,724.5818182,184.6,746.7272727,22267.54545,1170.927273,207.4909091,3163.818182,16680.21818,1711.981818,761.6363636,2831.418182,14822.05455,649.2,317.3636364,1554.290909,10901.85455,1034.254545,456.7818182,1341.127273,9014.0,651.1272727,180.0,3502.490909,7781.454545,1409.963636,205.6181818,3469.0,369.2181818,556.2181818,55,12.24949586,6.125149341,0.866006483,0.901639344,0.509259259,-0.908126888,1,1,1,1,1,0,0,0,0,1,1,0,0,1,0,0,0,1,0,0,1,0,0,1,Cytotoxic T Cell,T Cells
+2488,45447.83077,1000.446154,527.6,1129.338462,41180.75385,830.2307692,785.2461538,1659.815385,23072.70769,622.0615385,647.9846154,1789.692308,31370.38462,1500.061538,2651.276923,3654.861538,11366.89231,1558.830769,401.1230769,2448.307692,20012.35385,551.3692308,594.0,506.5384615,24911.70769,534.0,137.4,3692.753846,19504.70769,1754.907692,919.8153846,2813.415385,17228.04615,801.4307692,326.4615385,2079.107692,13630.66154,1031.369231,496.4615385,1404.107692,10376.27692,819.6,193.0615385,7575.8,9329.476923,1510.138462,156.1076923,3365.892308,378.2615385,557.1384615,65,9.690724575,8.746659842,0.430520952,0.942028986,0.65,-0.791055015,1,0,0,1,1,1,0,0,1,1,0,0,0,1,0,0,1,1,1,1,1,1,0,1,NK Cell,Other Cells
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+2490,35515.18103,959.8706897,535.5387931,1096.465517,30845.99138,754.8146552,793.9612069,1576.099138,18200.72414,684.6896552,989.3146552,1779.75,24601.62069,1374.318966,4125.426724,3653.801724,8397.474138,1415.327586,361.3405172,2495.948276,17857.02586,474.387931,367.0086207,793.7586207,21107.72414,818.2025862,129.4482759,3237.75431,16351.48276,1622.107759,739.7327586,2812.193966,14227.07759,678.4396552,296.25,1904.099138,11429.89224,1207.560345,461.3965517,1343.715517,8820.905172,724.8965517,177.4439655,5054.150862,7758.012931,1404.215517,339.4008621,3330.008621,549.8017241,565.1508621,232,19.81073786,16.34931568,0.564730401,0.856088561,0.555023923,-0.302458775,1,1,1,1,0,0,0,0,1,1,0,0,0,1,0,1,0,1,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
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+2548,32875.17986,880.0215827,576.057554,1109.906475,28775.0,769.6978417,908.9352518,1590.57554,16811.38849,722.3309353,817.294964,1789.0,22815.19424,1366.402878,4020.755396,3088.035971,7950.784173,1449.431655,367.8489209,2493.489209,16395.92806,499.2805755,493.1870504,557.5539568,19596.95683,456.8417266,249.2086331,2250.107914,15318.02158,1673.201439,727.4100719,2823.115108,13251.38129,734.3165468,305.6330935,1994.23741,10615.10072,921.8201439,464.6546763,1340.546763,8011.014388,815.5467626,178.971223,4679.956835,7189.899281,1422.431655,399.9280576,3293.194245,563.3741007,570.4964029,139,15.78543986,11.38744857,0.69252969,0.945578231,0.712820513,-1.059912333,1,1,1,1,0,0,0,0,1,0,1,0,0,1,0,0,0,1,1,0,1,0,0,0,T Cell,T Cells
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+2557,28763.21849,1046.663866,899.1596639,1271.411765,24111.41176,796.907563,833.0,1908.042017,13624.81513,603.3277311,596.3361345,1912.705882,18729.4958,1468.201681,2046.87395,1623.10084,6107.882353,1528.470588,374.5630252,2459.210084,12508.88235,534.8991597,246.9495798,488.2857143,13076.90756,441.1176471,126.8487395,1635.453782,9489.941176,1529.344538,670.1008403,2812.571429,8571.201681,643.8403361,290.7983193,1684.159664,6801.134454,967.8067227,448.0672269,1326.260504,5537.823529,653.2352941,169.1008403,1734.546218,4891.638655,1424.638655,2929.495798,3308.168067,516.8655462,571.4201681,119,13.93839934,11.1935783,0.595878131,0.975409836,0.566666667,0.882345306,1,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,1,0,Macrophage,Other Cells
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+2568,24022.0073,857.8686131,860.4525547,1132.861314,21985.15328,706.1605839,769.7883212,1648.29927,11511.18978,528.5766423,841.3649635,1782.051095,17311.23358,1252.080292,4556.883212,3046.985401,6102.335766,1375.525547,347.7445255,2474.525547,12452.08759,473.9343066,1765.912409,813.7737226,14663.27737,561.4671533,124.7737226,2432.948905,11056.48175,1779.50365,543.6569343,2810.583942,9700.394161,771.8540146,277.1970803,1982.167883,7704.248175,978.0145985,413.2116788,1362.927007,5859.328467,1067.693431,161.2554745,3216.766423,4923.656934,1306.240876,257.5839416,3228.364964,848.459854,571.3211679,137,15.75165964,12.1471032,0.636637283,0.88961039,0.585470085,-1.32630534,1,0,1,1,0,0,0,0,1,1,0,0,0,0,0,0,0,1,1,0,1,0,0,0,Cytotoxic T Cell,T Cells
+2569,50510.45679,896.3333333,558.7283951,1113.024691,47836.38272,753.6419753,566.0123457,1685.382716,26288.17284,584.7407407,486.345679,1770.08642,34585.95062,1344.049383,6971.604938,4745.012346,12534.2963,1468.37037,377.9876543,2380.111111,26763.55556,473.1604938,171.5308642,463.2839506,32672.7037,431.5802469,140.7777778,5729.160494,24856.2716,1574.901235,921.1975309,2860.987654,21503.67901,642.0864198,318.0864198,1843.333333,16105.49383,927.3333333,476.617284,1308.012346,12253.37037,671.4074074,185.037037,2638.197531,10758.11111,1441.617284,147.0740741,3267.777778,266.1111111,572.4074074,81,15.77098343,6.775274139,0.903017491,0.852631579,0.482142857,-0.877686582,1,0,0,1,1,0,0,0,0,0,0,1,0,1,0,0,1,0,0,1,1,0,0,0,B Cell,B Cells
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+2572,20316.61074,819.5838926,423.9798658,1023.651007,17671.54362,708.8791946,454.7114094,1361.107383,10556.89933,511.6577181,1142.026846,1732.348993,14582.3557,1357.919463,1624.194631,2231.711409,5185.288591,1236.174497,339.5167785,2362.033557,9973.865772,456.5167785,102.1744966,1176.583893,12106.26846,435.3825503,418.3288591,927.7852349,9295.33557,1504.14094,635.4630872,2805.0,8338.590604,642.6510067,263.0738255,1496.228188,6751.013423,1145.469799,400.5838926,1302.328859,5343.691275,610.5637584,158.3020134,2321.409396,4801.241611,1459.604027,4806.550336,3084.006711,634.114094,573.5503356,149,16.79160942,11.60512566,0.722733844,0.93125,0.665178571,-0.97440011,1,0,1,1,0,0,0,0,0,0,1,0,0,0,0,1,0,0,0,0,1,1,1,0,T Cell,T Cells
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+2574,23280.93458,751.4672897,519.8691589,1071.336449,19263.33645,610.9813084,523.7850467,1484.411215,11398.13084,485.588785,613.4672897,1731.672897,16581.59813,1230.35514,6601.794393,3127.728972,5978.925234,1193.607477,335.6915888,2432.009346,11813.92523,615.5046729,623.1962617,521.953271,14248.36449,437.4018692,119.9719626,2804.149533,10725.49533,1428.056075,552.7757009,2793.317757,9435.028037,1255.485981,244.2616822,1815.570093,7754.906542,880.1028037,378.9158879,1297.28972,5493.168224,757.5981308,156.9252336,5037.102804,4864.766355,1209.82243,542.317757,3184.084112,829.6915888,573.1775701,107,12.84722182,10.73500213,0.549354518,0.938596491,0.748251748,-0.021441495,0,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Dendritic Cell,Other Cells
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+2579,37204.72924,832.4043321,517.9025271,1102.631769,19717.95307,586.3537906,607.9855596,1492.725632,8604.314079,415.0288809,1464.974729,1713.935018,13876.06859,1041.039711,7397.924188,3155.122744,5141.906137,1091.610108,292.5415162,2428.783394,9518.696751,342.9097473,754.801444,916.3357401,11829.87726,601.5956679,112.2527076,4626.66787,8888.375451,2105.772563,403.1588448,2801.252708,6985.33574,556.6137184,222.7148014,1850.920578,4788.714801,1108.129964,350.7942238,1288.783394,2313.072202,726.6245487,139.1552347,2749.364621,2649.212996,1000.205776,331.8483755,3044.555957,1114.66065,579.0072202,277,26.9242689,14.33175559,0.846556557,0.865625,0.54743083,-0.859838691,0,0,1,1,0,0,0,0,1,1,0,0,1,0,0,0,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
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+2581,47624.27933,890.9273743,538.6592179,1135.860335,47564.0,754.8659218,671.0893855,1695.592179,25383.47486,576.1564246,663.3128492,1790.184358,33179.75419,1353.078212,5799.396648,5327.396648,12401.13408,1446.24581,380.8938547,2385.100559,25463.48603,483.6256983,152.2513966,571.2905028,30916.12291,442.3072626,153.2346369,4029.346369,22826.37989,1625.564246,631.5865922,2816.374302,20178.13408,638.3240223,327.9664804,2762.089385,14665.65363,899.1173184,467.6368715,1311.441341,10990.44693,673.8100559,184.4636872,3814.195531,9396.810056,1435.391061,230.7486034,3338.430168,237.2122905,576.4748603,179,21.82259728,10.80779454,0.868746501,0.895,0.559375,-0.979399062,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,0,0,Unknown,Other Cells
+2582,42109.1,900.7727273,506.3545455,1107.772727,37005.01818,750.9818182,665.9181818,1590.536364,21928.26364,575.7090909,601.0363636,1781.809091,29555.69091,1383.436364,3137.809091,2748.972727,10418.56364,1498.672727,372.2272727,2429.663636,21348.76364,654.6545455,263.3727273,511.7090909,25551.16364,437.5363636,136.2818182,2687.372727,19931.13636,1642.181818,753.0181818,2850.663636,18007.91818,713.9454545,322.6181818,1609.927273,13689.3,1132.727273,480.9818182,1371.063636,10416.06364,709.2181818,182.2545455,4583.936364,9516.636364,1485.590909,318.3181818,3360.918182,417.6727273,574.2818182,110,13.70077576,10.55525328,0.637545362,0.916666667,0.714285714,-1.275944232,1,0,0,1,1,0,0,0,0,0,0,0,0,1,0,1,1,1,0,1,1,1,0,1,NK Cell,Other Cells
+2583,41007.64732,846.9151786,474.8839286,1096.513393,36169.11607,706.65625,729.3616071,1596.977679,21458.19196,548.8035714,1422.308036,1763.776786,29123.30357,1316.191964,3969.227679,4205.267857,10528.01339,1313.522321,349.8794643,2501.392857,21690.39732,457.5491071,399.0446429,872.5580357,27202.01339,1087.589286,307.25,2541.40625,19803.46875,1605.857143,626.2366071,2795.763393,17760.25,627.28125,286.4866071,1951.513393,14464.55804,1278.696429,424.7276786,1308.700893,10565.10268,754.5223214,168.4330357,3566.964286,9353.1875,1404.0625,220.4866071,3226.84375,718.2723214,578.9553571,224,21.9619405,14.84531272,0.736941679,0.759322034,0.533333333,0.961756913,1,0,1,1,0,0,0,0,1,1,1,0,0,0,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+2584,41973.07246,850.0724638,533.8695652,1080.768116,34693.88406,727.3768116,928.1449275,1631.434783,20448.84058,513.1594203,1267.246377,1749.217391,28837.81159,1277.0,4486.652174,2689.217391,10184.05797,1297.463768,348.2028986,2484.101449,19428.98551,485.3478261,1479.405797,1864.884058,23537.56522,472.4637681,313.3043478,3117.57971,18642.97101,1916.376812,525.173913,2820.086957,15918.6087,632.6521739,271.2753623,1781.724638,12162.43478,968.5507246,421.9855072,1314.753623,8134.188406,1035.043478,175.4927536,4723.492754,7299.869565,1282.884058,699.1884058,3300.710145,895.3188406,573.2318841,69,10.46914688,8.702653507,0.555873746,0.932432432,0.69,-0.670369887,1,0,1,1,0,0,0,0,1,0,1,0,1,0,0,0,0,0,1,0,1,0,1,0,Regulatory T Cell,T Cells
+2585,37238.49206,810.6507937,459.0793651,1062.587302,31784.69841,675.0952381,628.3174603,1521.714286,19170.66667,545.5873016,1601.0,1754.634921,25923.30159,1257.857143,3499.444444,3362.507937,9373.571429,1289.698413,336.1111111,2544.412698,18889.28571,423.8412698,266.7301587,1105.904762,23554.61905,663.1428571,171.4444444,2690.936508,17141.31746,1740.571429,593.0952381,2790.111111,15391.0,616.7619048,269.8253968,1865.904762,12580.22222,1281.888889,405.0793651,1298.253968,8842.222222,683.9047619,158.3968254,3738.349206,7939.920635,1348.111111,477.031746,3237.603175,731.3650794,573.9365079,63,11.16750163,7.394402076,0.749383912,0.9,0.583333333,-1.394792915,1,0,1,1,0,0,0,0,0,1,1,0,0,0,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+2586,31863.00654,836.4705882,550.5228758,1086.882353,29503.15033,686.3529412,952.9934641,1605.836601,15421.98693,523.1045752,1644.522876,1798.470588,22624.05229,1236.496732,5692.48366,4587.869281,7712.562092,1258.732026,329.5294118,2803.888889,15460.73856,584.0653595,1291.385621,1244.816993,18692.46405,1402.856209,152.3529412,3528.633987,14019.72549,1827.464052,522.9084967,2813.601307,12102.22222,691.5424837,272.620915,1689.72549,9340.418301,1431.705882,412.3398693,1334.686275,6845.052288,951.9542484,155.3464052,4902.738562,5713.660131,1250.908497,639.4901961,3272.588235,885.751634,577.6993464,153,15.94618473,12.67047127,0.607163426,0.927272727,0.728571429,0.373581818,1,0,1,1,0,0,1,0,1,1,0,0,1,0,0,1,0,0,1,0,1,0,1,0,Helper T Cell,T Cells
+2587,39805.09187,852.5371025,575.8551237,1110.784452,32295.77032,645.1766784,685.6219081,1604.929329,16774.36042,481.1519435,638.3427562,1718.646643,23989.68198,1176.335689,9568.812721,4585.427562,8584.042403,1230.844523,327.5229682,2908.897527,16640.5371,570.4911661,1198.462898,509.0212014,21337.02473,412.04947,123.8268551,5760.09894,15616.60424,1646.342756,614.9187279,2795.893993,12979.5265,613.4946996,264.7102473,4452.766784,9474.070671,825.7067138,398.3392226,1330.342756,5802.699647,941.3745583,152.0070671,3313.770318,5450.64311,1177.964664,423.9858657,3242.946996,1011.724382,582.8409894,283,25.28196077,15.03239103,0.804029355,0.86809816,0.640271493,-0.014834488,1,0,0,1,0,0,1,0,1,0,0,1,0,0,1,0,0,0,1,0,1,0,0,0,B Cell,B Cells
+2588,62379.24359,982.2051282,559.7692308,1172.615385,60472.01282,820.0641026,549.474359,1892.153846,32612.96154,621.1794872,530.1410256,1782.884615,42513.61538,1478.730769,5901.217949,6111.641026,16542.33333,1582.74359,420.4615385,2353.564103,31793.0,503.7692308,163.2948718,432.5384615,40591.51282,476.9102564,155.3974359,5375.448718,29879.12821,1639.487179,626.5769231,2857.923077,25678.4359,671.7435897,350.2179487,1858.923077,17896.80769,931.7692308,498.8846154,1296.910256,12611.26923,678.3333333,185.025641,2124.641026,10917.5,1519.192308,136.6410256,3341.153846,192.9102564,576.5897436,78,12.61440657,8.823252861,0.714673297,0.906976744,0.545454545,-1.040514148,1,0,0,1,1,1,0,0,0,0,0,1,0,0,0,0,1,0,0,1,1,1,0,0,B Cell,B Cells
+2589,55940.37795,943.6141732,591.4173228,1168.84252,56332.7874,796.5511811,752.0314961,1852.425197,30032.22835,615.4488189,546.2598425,1784.425197,39560.40945,1436.598425,6802.818898,6384.023622,14830.64567,1534.582677,396.6850394,2350.551181,30269.85039,511.9527559,155.8740157,439.4330709,37621.0,458.9685039,146.7795276,4900.094488,28070.3937,1626.385827,761.3937008,2892.748031,24171.44094,683.0314961,348.488189,3741.76378,17467.16535,942.8110236,488.976378,1318.307087,12548.46457,687.1338583,192.2519685,2815.362205,10802.85827,1500.417323,164.7165354,3421.614173,211.1181102,579.2677165,127,20.76680744,8.628810359,0.909588738,0.846666667,0.439446367,-0.812304448,1,0,0,1,1,0,0,0,0,0,0,0,0,1,1,0,1,0,0,1,1,1,0,1,Follicular Dendritic Cell,B Cells
+2590,20958.6875,1265.3125,699.8928571,1045.660714,18021.92857,713.3303571,533.3035714,1455.830357,10258.64286,579.8660714,625.2053571,1741.883929,13575.08929,1286.821429,5968.428571,2220.375,4905.857143,1322.946429,326.7053571,2624.732143,9986.741071,421.6785714,581.9107143,453.7946429,11616.32143,375.3571429,126.5714286,3519.303571,8950.142857,1611.294643,586.4553571,2799.964286,7988.3125,610.5892857,258.4285714,1326.258929,6203.794643,885.5357143,407.5535714,1306.732143,4879.669643,1121.607143,162.25,3379.285714,4377.526786,1300.107143,167.3303571,3383.428571,349.2410714,577.1964286,112,12.37747744,11.782287,0.306367135,0.98245614,0.662721893,-0.76956214,1,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,1,0,0,1,NK Cell,Other Cells
+2591,22060.12903,1153.637097,536.4193548,1043.677419,19712.99194,732.3951613,495.1048387,1387.427419,10507.3871,603.9596774,638.4919355,1731.395161,14337.99194,1283.072581,2904.217742,2235.685484,5487.314516,1272.169355,330.3870968,2380.467742,12011.27419,478.2016129,406.0645161,524.3790323,13027.19355,448.2096774,133.6532258,3378.177419,9895.758065,1530.403226,689.6532258,2814.395161,8875.129032,625.4516129,258.2983871,1445.193548,7011.75,826.75,412.5725806,1312.354839,5499.475806,672.8548387,160.1935484,3496.580645,4794.258065,1219.733871,169.2177419,3515.532258,378.483871,576.7419355,124,20.45518966,8.06421886,0.919008257,0.843537415,0.502024291,-1.095383245,1,0,0,1,0,0,0,0,1,0,0,0,0,1,0,0,0,0,0,0,1,0,0,1,NK Cell,Other Cells
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+2593,28211.3617,1093.808511,907.1843972,1187.588652,23948.2766,767.7730496,941.7163121,1714.546099,14333.97163,597.3120567,734.177305,1842.695035,19896.57447,1420.638298,1795.48227,1359.87234,6782.425532,1496.319149,368.0992908,2470.510638,14169.65248,641.6382979,180.0070922,520.5460993,16669.78723,467.893617,138.5319149,1172.304965,12588.5461,1665.971631,643.0638298,2846.921986,11183.39007,682.3829787,308.9858156,1646.673759,8729.843972,1098.453901,471.4184397,1333.794326,6736.964539,717.035461,177.1134752,1453.858156,6202.900709,1529.950355,4659.106383,3420.368794,509.2978723,578.7659574,141,15.89723151,11.70635325,0.676571605,0.959183673,0.626666667,0.652500947,1,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,1,1,1,NK Cell,Other Cells
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+2606,46354.14141,894.8535354,615.489899,1148.823232,47282.52525,783.6717172,827.9949495,1944.050505,23711.05051,605.010101,685.2777778,1825.424242,32825.90909,1418.646465,9808.813131,7129.030303,12865.0101,1510.777778,400.3383838,2515.237374,25102.05556,586.4949495,1229.358586,561.3333333,29972.14646,504.9343434,146.6818182,8452.20202,21569.4798,1703.671717,628.3787879,2831.419192,18051.0404,648.6969697,331.0,7390.065657,11134.9596,901.4444444,463.4646465,1317.222222,8095.348485,965.3030303,178.0656566,3919.89899,6768.944444,1373.545455,302.8636364,3356.641414,153.2020202,583.0252525,198,19.12394995,13.95212693,0.683913577,0.9,0.611111111,0.592916306,1,0,0,1,1,1,0,0,1,0,0,1,0,0,1,0,0,0,1,0,1,0,0,0,B Cell,B Cells
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+2608,42401.97826,1079.108696,605.3043478,1114.73913,39476.43478,819.0217391,1044.282609,1655.217391,22663.26087,665.8913043,1864.413043,1813.152174,29661.56522,1471.173913,4014.23913,3883.956522,10646.84783,1486.608696,397.3695652,3083.978261,23678.3913,607.5217391,325.2826087,2067.391304,26553.67391,482.3478261,743.173913,4306.478261,20764.78261,2443.543478,699.8478261,2873.891304,18478.52174,667.5434783,343.326087,1596.130435,14164.26087,1158.891304,491.173913,1328.869565,10993.26087,712.3695652,185.4347826,3741.326087,10106.67391,1511.304348,274.3913043,3432.391304,364.6956522,576.8478261,46,10.39333802,5.988748057,0.817301493,0.92,0.547619048,-1.340355029,1,1,1,1,1,0,1,0,1,0,1,0,1,1,0,1,1,0,0,1,1,1,0,1,Regulatory T Cell,T Cells
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+2617,24110.0,928.7222222,505.8333333,1125.347222,20955.30556,683.875,398.0416667,1529.569444,11795.86111,530.1527778,640.4027778,1743.402778,16559.34722,1327.888889,1941.583333,1723.625,5687.569444,1278.027778,335.3333333,2367.958333,12189.61111,456.0833333,454.3194444,618.8611111,14657.73611,413.9444444,126.1111111,1425.083333,10723.94444,1469.486111,591.9305556,2804.333333,9459.097222,636.6666667,269.0972222,1611.861111,7839.069444,1076.777778,409.875,1307.583333,6308.166667,732.4583333,166.5555556,1942.736111,5430.708333,1444.847222,636.4722222,3108.708333,697.5138889,579.6527778,72,10.75719779,8.914129685,0.559742614,0.911392405,0.727272727,-0.050054564,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Dendritic Cell,Other Cells
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+2619,36883.63978,849.188172,495.8172043,1098.446237,33008.54301,690.6451613,751.6774194,1569.155914,18565.33871,533.6612903,1675.134409,1773.344086,26323.27957,1257.284946,5372.155914,4323.419355,9081.349462,1298.123656,344.6827957,2996.123656,19087.50538,516.655914,302.7849462,1301.903226,23065.51075,563.5806452,196.9623656,2653.053763,17356.19892,1910.247312,656.1935484,2800.591398,15015.65591,660.9462366,278.0806452,1865.548387,12183.94086,1382.521505,416.0698925,1305.155914,8869.451613,738.4354839,165.9462366,3725.758065,7499.935484,1336.94086,473.6935484,3244.854839,803.1827957,583.1021505,186,18.78756206,13.16737223,0.713302964,0.939393939,0.547058824,-1.030987065,1,0,1,1,0,0,1,0,1,1,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+2620,42411.36979,896.3489583,602.46875,1117.552083,36208.97396,716.75,616.25,1706.208333,19848.13021,518.109375,511.1770833,1693.932292,28234.39063,1278.416667,5735.135417,3451.494792,9946.364583,1322.494792,355.1875,2467.552083,19698.13021,442.8385417,700.5208333,492.2760417,24301.66146,431.4375,130.171875,4045.026042,18844.51563,1515.489583,519.3229167,2798.989583,15660.5625,611.4895833,287.3125,4319.1875,11661.20833,853.1822917,426.328125,1330.963542,7686.651042,883.5520833,160.921875,4294.625,6940.380208,1302.848958,239.296875,3219.729167,980.5572917,581.2916667,192,21.62267751,11.86224497,0.83608361,0.905660377,0.671328671,1.417780976,1,0,0,1,0,0,0,0,1,0,0,0,0,0,1,0,0,0,1,0,1,0,0,0,Follicular Dendritic Cell,B Cells
+2621,46239.72152,862.8227848,549.6962025,1141.506329,36707.3038,659.9493671,660.7594937,1609.493671,20789.64557,480.5316456,1736.367089,1747.265823,29144.44304,1210.911392,7175.341772,4334.075949,10836.91139,1259.050633,337.164557,3112.556962,20202.6962,1737.493671,176.2911392,708.2405063,25585.16456,413.3417722,132.5316456,5314.075949,19689.13924,2241.594937,613.0506329,2807.025316,16288.11392,673.8987342,274.2531646,5637.632911,11748.27848,1085.088608,409.721519,1317.303797,6830.658228,653.3037975,160.4303797,3260.417722,6672.025316,1231.708861,432.8607595,3275.075949,1022.0,581.1898734,79,11.76271761,8.714798899,0.671633981,0.94047619,0.607692308,0.276761255,1,0,1,1,0,0,1,1,0,0,0,1,1,0,1,0,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
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+2625,18234.05102,971.0612245,848.5,1145.081633,17037.03061,755.6326531,836.5,1628.622449,9421.77551,879.4081633,759.2857143,1837.44898,12616.46939,1326.397959,2278.234694,2807.357143,4542.153061,1482.806122,358.5918367,2464.428571,9389.265306,486.6938776,370.5510204,593.6428571,11537.13265,600.0408163,128.5306122,1804.704082,8584.44898,1578.77551,681.1836735,2817.040816,7592.255102,819.744898,282.1938776,2504.295918,6241.142857,914.5204082,438.7346939,1399.061224,4848.540816,694.4693878,173.3979592,4778.928571,4314.040816,1455.05102,6241.622449,3347.55102,551.6530612,582.6734694,98,15.78723171,8.525404111,0.841652866,0.859649123,0.576470588,-0.05290274,1,1,0,1,1,0,0,0,1,1,0,0,0,1,0,0,0,1,0,0,1,0,1,0,Macrophage,Other Cells
+2626,24983.82609,1035.469565,466.3304348,1070.33913,22344.29565,755.7217391,429.4782609,1493.982609,12862.2087,569.6173913,967.5304348,1676.66087,17492.27826,1440.556522,1425.0,1455.6,6124.33913,1308.713043,348.8086957,2344.973913,13046.6,555.1652174,145.973913,1048.347826,15523.67826,440.2086957,469.0086957,949.4173913,11920.03478,1508.86087,565.2782609,2802.330435,10567.91304,673.4695652,280.7043478,1641.991304,8470.052174,1185.104348,427.3826087,1303.617391,6756.826087,738.1565217,171.1391304,2869.904348,5664.06087,1630.13913,9966.947826,3211.313043,678.3130435,582.6695652,115,14.10232826,10.7639016,0.646078178,0.927419355,0.631868132,0.364881233,1,0,1,0,0,0,0,0,0,0,1,0,0,0,0,1,0,0,0,0,1,1,1,0,T Cell,T Cells
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+2643,34812.52857,876.7428571,625.9142857,1087.128571,26685.97143,663.9857143,755.7,1601.9,15779.45714,479.0857143,622.8,1733.157143,21630.88571,1232.085714,5339.457143,4134.0,7785.214286,1203.328571,341.2,2766.685714,15454.82857,420.2714286,2322.942857,828.6714286,19110.81429,425.7285714,128.6,4625.414286,15368.55714,1785.842857,752.9571429,2793.242857,13089.12857,690.0,265.6857143,2866.4,10129.8,897.2,399.6571429,1388.028571,6434.3,1178.214286,165.4142857,5188.942857,6065.385714,1277.357143,264.8428571,3250.414286,959.4285714,582.8285714,70,10.39942842,8.684142879,0.55015944,0.933333333,0.777777778,-1.564810978,1,0,0,1,0,0,1,0,1,0,0,0,0,1,1,0,0,1,1,0,1,0,0,0,Follicular Dendritic Cell,B Cells
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+2646,31797.73958,887.375,542.3020833,1097.260417,30435.66667,684.875,1263.333333,1573.395833,15928.75,562.75,1549.75,1797.145833,21447.96875,1240.75,6492.041667,3451.489583,7431.65625,1296.59375,327.6458333,2806.354167,15603.21875,5306.333333,258.6041667,980.4895833,18565.08333,781.3333333,207.90625,4396.6875,14433.76042,1916.635417,650.8125,2841.947917,12520.30208,586.9895833,278.7083333,1425.729167,9200.5,1138.604167,427.8229167,1307.083333,7120.145833,664.2708333,161.4375,3642.604167,6266.75,1279.59375,268.3020833,3408.489583,301.9166667,586.4583333,96,11.61154562,11.27089701,0.240444288,0.872727273,0.527472527,0.909616097,1,0,1,1,0,0,1,1,0,1,1,0,1,0,0,1,0,0,0,0,1,0,0,1,Regulatory T Cell,T Cells
+2647,33541.33962,880.3584906,471.4339623,1103.830189,30750.88679,702.490566,749.5471698,1596.433962,17729.15094,545.4528302,668.1320755,1776.207547,23694.39623,1322.660377,3585.245283,2345.226415,8545.679245,1394.867925,369.2641509,2420.09434,17291.86792,672.1886792,299.2075472,545.5471698,20749.9434,701.2075472,139.5471698,2018.018868,16256.15094,1536.0,683.0754717,2808.716981,14110.18868,641.7735849,304.2075472,1556.830189,11158.77358,1112.584906,476.4716981,1340.811321,8569.283019,730.2830189,186.1509434,3063.037736,7889.433962,1433.169811,210.7169811,3360.283019,379.5849057,585.0,53,9.888860224,7.979975287,0.590597715,0.815384615,0.588888889,-1.12438557,1,0,0,1,0,0,0,0,0,1,0,0,0,1,0,0,1,1,0,1,1,0,0,1,NK Cell,Other Cells
+2648,35087.9913,923.8347826,589.4608696,1105.904348,31091.87826,771.6695652,1061.191304,1577.930435,18051.5913,870.0434783,1927.591304,1853.26087,23983.13913,1390.434783,3031.895652,3341.66087,7814.678261,1485.782609,386.226087,2603.252174,17263.82609,489.5043478,344.3130435,819.0695652,20651.6,851.8347826,135.573913,1405.886957,15961.24348,1960.843478,676.7913043,2826.721739,13874.29565,904.2521739,310.6086957,1731.991304,11045.43478,1744.426087,469.5652174,1376.956522,8599.617391,735.5130435,178.8869565,3726.8,7709.130435,1449.391304,535.6782609,3290.652174,557.3391304,591.0173913,115,18.41841965,8.90111626,0.875469966,0.845588235,0.580808081,-0.279580301,1,1,1,1,1,0,0,0,1,1,0,0,1,1,0,1,1,1,0,0,1,0,0,0,Helper T Cell,T Cells
+2649,36821.2518,835.3884892,484.6402878,1087.94964,33117.66187,698.6618705,1129.489209,1613.18705,18004.71942,515.2014388,1515.769784,1743.733813,25860.45324,1261.410072,6819.561151,3131.064748,9085.697842,1286.395683,343.6978417,2667.676259,18040.94964,447.1726619,464.2733813,1735.848921,21985.80576,471.2302158,142.028777,2755.143885,17179.30216,2049.920863,482.7553957,2788.705036,14582.55396,624.618705,273.0215827,1622.201439,11375.08633,1142.992806,424.8633094,1302.798561,7909.359712,726.8273381,167.3021583,3928.230216,6888.820144,1287.338129,342.2589928,3251.81295,897.6618705,587.1654676,139,15.87010506,11.43648771,0.693318931,0.926666667,0.661904762,-1.210210862,1,0,1,1,0,0,1,0,1,0,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
+2650,29134.5913,802.6956522,555.0347826,1095.93913,15283.66087,527.8217391,388.9956522,1378.304348,7161.478261,389.3217391,382.0130435,1676.721739,11082.8913,993.1391304,9337.547826,3241.5,4099.143478,1044.856522,271.5652174,2310.156522,7766.234783,332.3826087,303.0304348,472.6565217,9520.030435,331.8,109.3869565,7153.869565,7406.817391,1276.434783,447.4695652,2765.286957,5938.86087,572.3043478,220.1,2574.869565,4162.578261,670.626087,339.1173913,1276.26087,2150.108696,582.373913,137.4782609,2978.856522,2322.530435,977.3521739,557.8347826,3041.465217,1092.178261,587.1173913,230,21.16786155,14.13080576,0.74455651,0.958333333,0.821428571,-1.455281461,0,0,0,1,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,1,0,0,0,B Cell,B Cells
+2651,43724.55705,944.4832215,645.8724832,1157.711409,13104.0604,450.0604027,466.0402685,1232.832215,5524.85906,360.9731544,774.8187919,1621.872483,9033.053691,884.3892617,3490.422819,1341.872483,3312.14094,916.852349,240.7785235,2463.590604,5681.899329,360.3221477,289.8993289,681.3087248,6798.114094,289.0201342,203.6375839,1884.073826,5076.442953,1587.879195,350.0738255,2910.234899,3928.0,441.8389262,188.8926174,851.7516779,2331.409396,671.8456376,310.5234899,1250.020134,1094.073826,526.0536913,127.9194631,1273.583893,1278.255034,827.8993289,125.2214765,2858.651007,1140.624161,587.9261745,149,14.46503243,13.25686291,0.400088425,0.949044586,0.662222222,1.152052022,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,Unknown,Other Cells
+2652,46431.94262,892.7704918,601.3032787,1156.631148,45276.83607,742.7786885,600.5655738,1823.016393,23449.79508,571.6721311,544.6393443,1776.614754,30758.77869,1339.090164,7466.754098,8417.770492,11782.65574,1448.754098,367.9180328,2343.065574,22958.2623,467.5491803,148.8114754,436.6967213,28622.51639,460.8032787,139.6967213,6708.040984,21019.43443,1557.516393,796.1803279,2815.581967,18098.7377,637.0901639,316.7868852,3798.754098,12342.31967,872.0901639,458.5901639,1301.278689,8795.918033,643.7213115,174.4918033,4178.47541,7526.262295,1384.237705,173.1393443,3315.327869,184.1803279,590.1147541,122,18.4389273,8.69121792,0.881945388,0.938461538,0.552036199,-0.691526615,1,0,0,1,0,0,0,0,0,0,0,1,0,1,1,0,0,0,0,0,1,0,0,0,B Cell,B Cells
+2653,29362.52174,906.826087,521.7826087,1058.282609,26349.56522,700.5652174,789.4565217,1532.413043,15202.47826,583.4782609,1490.804348,1775.673913,19839.5,1298.804348,3496.934783,5330.673913,7048.652174,1367.847826,340.5217391,2426.434783,14665.91304,610.4782609,360.7608696,924.1086957,18081.30435,1563.217391,137.9130435,3036.673913,14531.23913,1581.586957,719.5434783,2824.086957,12858.73913,629.7391304,307.6086957,1884.369565,9967.913043,1953.73913,452.0217391,1308.826087,7613.478261,708.6086957,183.0652174,5821.934783,7053.913043,1414.326087,253.3913043,3463.195652,371.0,586.1086957,46,9.506742464,6.791793871,0.699718536,0.821428571,0.567901235,0.976904761,1,0,1,1,0,0,0,0,1,1,0,0,0,1,0,1,0,0,0,1,1,0,0,1,Cytotoxic T Cell,T Cells
+2654,15605.9802,1026.980198,601.3267327,1187.148515,14446.30693,793.3366337,477.1386139,1564.475248,7971.326733,601.5544554,419.1287129,1684.316832,11413.70297,1577.990099,1837.29703,1838.425743,4187.633663,1390.118812,389.3762376,2355.445545,8932.217822,502.3861386,160.1881188,452.7128713,10793.22772,466.1485149,129.5148515,1276.217822,8049.90099,1419.70297,589.4257426,2789.960396,7224.930693,614.039604,289.0,1848.079208,5946.287129,989.9009901,452.4455446,1329.158416,4911.366337,752.0,183.5841584,1102.891089,4365.108911,1542.148515,550.6831683,3317.217822,649.4950495,588.5841584,101,12.35402586,10.72689661,0.496054165,0.971153846,0.554945055,0.417013173,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,0,Granulocyte,Other Cells
+2655,38454.39759,1045.192771,627.7349398,1133.963855,36033.03614,785.6024096,660.6626506,1689.493976,18811.56627,618.0481928,488.8433735,1770.433735,25012.20482,1415.156627,8238.686747,4383.349398,8662.445783,1422.722892,371.2048193,2367.506024,19339.78313,482.0361446,148.6144578,439.2048193,22742.72289,439.5060241,137.746988,6268.228916,17160.3012,1555.542169,558.6626506,2822.277108,14897.0,651.5783133,308.9518072,2043.650602,10939.73494,862.1686747,459.8915663,1302.831325,8348.0,657.5662651,179.8072289,3616.385542,7201.662651,1428.915663,192.5421687,3463.987952,252.5542169,587.060241,83,10.84914823,9.998700924,0.388113447,0.922222222,0.754545455,-1.540649185,1,0,0,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,1,B Cell,B Cells
+2656,39660.42667,1116.84,607.32,1157.693333,34759.81333,811.6,840.7466667,1675.16,20558.74667,689.52,738.1733333,1778.04,26927.90667,1477.8,2023.88,2307.96,9246.893333,1485.866667,389.0133333,2421.586667,20035.82667,510.8,226.76,524.1866667,22344.10667,942.2266667,140.8666667,2187.173333,17374.70667,1631.866667,664.0533333,2807.893333,15041.33333,660.8266667,332.5466667,1730.68,11608.42667,1306.946667,473.6133333,1328.013333,8935.96,725.4933333,183.0933333,2610.24,7896.546667,1486.88,235.2933333,3367.6,489.9466667,586.92,75,11.93438887,8.258073894,0.721939522,0.949367089,0.641025641,-1.497772358,1,1,0,1,1,0,0,0,0,1,0,0,0,1,0,1,1,0,0,1,1,1,0,1,NK Cell,Other Cells
+2657,28452.36567,821.880597,553.358209,1080.671642,24337.99254,699.2835821,1009.649254,1546.395522,14285.35821,530.3283582,1525.828358,1930.902985,18823.64179,1259.626866,5232.156716,2458.350746,6917.19403,1286.335821,311.7014925,3064.671642,13982.61194,4642.171642,243.0597015,1410.119403,16853.77612,794.8507463,1030.701493,1561.873134,12640.23134,2081.552239,667.7686567,2808.902985,11112.74627,646.6791045,268.7014925,1485.455224,8746.455224,1518.813433,413.880597,1336.947761,6869.619403,649.9029851,153.1940299,3236.283582,5972.791045,1316.462687,364.1567164,3310.783582,596.2014925,589.8656716,134,15.04567402,12.73037839,0.532999546,0.848101266,0.525490196,0.820683674,1,0,1,1,0,0,1,1,0,1,1,0,1,1,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+2658,45967.08475,871.1186441,467.5389831,1108.749153,40956.31864,741.7152542,834.7016949,1601.474576,24048.61695,551.9016949,1962.576271,1854.891525,32822.72542,1313.549153,4399.718644,4205.461017,11539.52881,1323.088136,348.8542373,2562.125424,23432.36949,507.2881356,258.9288136,1306.501695,29028.69831,593.9322034,162.7016949,2275.155932,22254.8339,2002.427119,549.3322034,2819.450847,19146.77966,657.9322034,287.0983051,1703.491525,15574.21017,1422.420339,438.1016949,1301.505085,11065.21017,691.1491525,167.2576271,2703.240678,9536.566102,1370.216949,260.9694915,3248.589831,815.5830508,591.9050847,295,23.02714489,16.84639966,0.681746237,0.87797619,0.597165992,-1.136423287,1,0,1,1,0,0,0,0,0,1,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+2659,26856.38122,798.7790055,503.5635359,1062.348066,23806.45304,654.6906077,614.0,1513.966851,12862.92818,541.4972376,787.441989,1753.127072,18672.1989,1194.265193,6193.552486,3220.066298,6632.198895,1233.281768,316.2430939,2652.370166,13266.56354,423.7900552,1587.78453,829.3093923,16075.81768,526.6961326,125.1823204,3332.911602,12312.96133,1742.740331,593.1933702,2794.723757,10722.62983,609.3425414,262.320442,2139.922652,8334.801105,936.5745856,400.8674033,1373.370166,6030.160221,1061.464088,159.6961326,4876.928177,5239.303867,1250.475138,895.1436464,3207.348066,882.0994475,590.2154696,181,19.54196832,12.54628621,0.766689959,0.870192308,0.67037037,1.20559015,1,0,1,1,0,0,0,0,1,1,0,0,0,0,0,0,0,1,1,0,1,0,1,0,Cytotoxic T Cell,T Cells
+2660,50498.88889,920.625,552.2777778,1156.986111,51210.88889,768.0972222,680.0277778,1775.5,27688.01389,605.1805556,527.9027778,1789.805556,35696.72222,1380.555556,6099.388889,4471.611111,13079.06944,1492.847222,388.5416667,2387.25,26909.02778,496.0416667,149.5277778,443.4444444,33032.84722,455.0972222,139.6111111,4481.736111,24722.18056,1585.125,727.1111111,2825.736111,21697.13889,659.5694444,342.8611111,2876.972222,15695.09722,908.5694444,480.4444444,1312.208333,11526.16667,678.8333333,192.0833333,3311.930556,10156.40278,1480.652778,253.4305556,3379.527778,233.0972222,588.2638889,72,11.58649597,8.140359744,0.711611634,0.9,0.666666667,-1.390922124,1,0,0,1,1,0,0,0,0,0,0,0,0,1,1,0,1,0,0,1,1,1,0,1,Follicular Dendritic Cell,B Cells
+2661,22288.66765,854.8176471,585.3882353,1110.232353,20547.90294,663.3411765,670.4235294,1538.752941,11661.41765,538.3823529,940.8205882,1778.579412,15449.43529,1242.341176,3489.855882,3118.941176,5615.776471,1324.617647,359.7735294,2480.064706,11927.46471,427.2058824,818.7970588,547.4470588,13749.91176,745.0147059,126.0735294,1910.138235,10331.20294,1572.676471,727.8029412,2824.179412,9122.464706,751.8588235,277.0764706,1666.591176,7290.476471,1229.723529,436.0852941,1345.479412,5757.517647,1036.470588,169.0529412,2712.120588,5136.032353,1371.0,734.1176471,3267.585294,472.1529412,594.8058824,340,24.76455336,19.68333944,0.606846467,0.839506173,0.566666667,-0.804453362,1,0,1,1,0,0,0,0,1,1,0,0,0,1,0,1,0,1,1,0,1,0,1,0,Cytotoxic T Cell,T Cells
+2662,37155.1087,890.1195652,475.4456522,1113.869565,32808.54348,759.3369565,929.4130435,1566.978261,18404.43478,551.0326087,2576.01087,1837.554348,25558.81522,1348.402174,3832.804348,3759.532609,8939.75,1301.163043,341.6630435,2793.5,19276.77174,461.5978261,463.6521739,1296.978261,23500.25,429.576087,233.3913043,1597.021739,16979.1413,2092.923913,588.0434783,2810.195652,15097.23913,657.5434783,292.8586957,1837.5,12228.67391,1407.391304,417.7391304,1329.456522,9365.130435,746.7608696,168.2826087,3866.25,8013.369565,1462.673913,436.3913043,3188.75,708.8043478,588.1956522,92,14.48452145,8.593209573,0.805004688,0.893203883,0.657142857,-1.161380411,1,0,1,1,0,0,1,0,1,0,1,0,1,0,0,1,0,0,0,0,1,1,0,0,Regulatory T Cell,T Cells
+2663,38536.63366,848.1386139,505.0990099,1079.70297,31584.22772,690.0594059,862.9108911,1548.237624,18386.94059,522.4059406,2110.722772,1781.613861,25811.9604,1260.613861,3287.831683,4168.049505,9127.227723,1277.643564,345.1287129,2898.356436,18609.9604,472.029703,725.0990099,1856.792079,22157.25743,2222.29703,249.2772277,1898.970297,17590.82178,1676.049505,596.1287129,2818.366337,15568.74257,729.4455446,277.4554455,1945.089109,12137.69307,1608.415842,416.029703,1321.207921,8554.861386,814.970297,169.6039604,6369.158416,7605.910891,1335.247525,983.3069307,3184.455446,852.1089109,589.1584158,101,13.42523525,9.954523394,0.670976619,0.952830189,0.601190476,-0.887962608,1,0,1,1,0,0,1,0,1,1,1,0,0,0,0,1,0,0,1,0,1,0,1,0,Cytotoxic T Cell,T Cells
+2664,38384.76842,836.7052632,500.7368421,1081.6,34912.93684,701.3157895,503.4210526,1603.926316,18705.93684,497.4631579,539.7578947,1734.168421,25620.92632,1240.442105,4464.326316,3259.221053,9320.421053,1281.357895,334.6105263,2459.084211,18109.71579,456.8947368,1240.210526,532.4736842,22321.06316,435.2526316,126.4526316,3006.789474,16883.13684,1550.115789,603.9473684,2831.368421,14295.24211,672.7052632,276.0526316,1990.0,10844.70526,864.9368421,418.6105263,1308.463158,7332.452632,927.7473684,163.0105263,5991.957895,6431.642105,1265.115789,792.0631579,3280.284211,936.3368421,591.6315789,95,15.00643686,8.291956828,0.833473119,0.940594059,0.703703704,-0.086790559,1,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,1,0,1,0,Dendritic Cell,Other Cells
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+2667,53698.5,927.7669492,596.5805085,1152.436441,52716.54661,795.2161017,676.0932203,1823.224576,26285.97034,589.1822034,1413.961864,1793.834746,34625.13983,1373.622881,6099.605932,8390.114407,13199.08898,1486.360169,386.8135593,2450.309322,25983.92797,476.3305085,696.75,1038.148305,31686.38136,468.4237288,321.8008475,5433.563559,23131.72034,1694.436441,932.6525424,2829.127119,19701.55085,638.7627119,326.8177966,4483.758475,13019.41949,965.2881356,469.5762712,1322.838983,9222.635593,806.4788136,181.1271186,4262.881356,7739.317797,1388.622881,238.8432203,3313.631356,168.9957627,595.7669492,236,20.08261929,15.2055563,0.653240993,0.951612903,0.661064426,-0.498683071,1,0,1,1,1,0,0,0,1,0,1,1,0,1,1,0,1,0,1,1,1,0,0,0,T Cell,T Cells
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+2670,26901.78102,894.7445255,552.729927,1088.905109,25626.48175,705.6350365,498.2846715,1587.145985,13247.44526,494.6642336,487.919708,1711.350365,19034.74453,1261.810219,3975.29927,2844.262774,6791.372263,1253.532847,335.5839416,2383.218978,13201.64964,435.2773723,3092.40146,530.2627737,16046.32847,424.0218978,128.3868613,3349.291971,12006.39416,1580.824818,530.5547445,2839.335766,10146.10949,788.0583942,273.0729927,1875.773723,7849.956204,809.6277372,402.1386861,1358.335766,5341.605839,1528.233577,160.0,4649.051095,4699.20438,1270.985401,2195.072993,3284.532847,946.3065693,594.1824818,137,14.60610527,12.56970174,0.509317641,0.907284768,0.611607143,0.023931496,1,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,1,1,0,1,0,1,0,Dendritic Cell,Other Cells
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+2672,26519.64773,930.3295455,592.3295455,1123.465909,23681.45455,719.1704545,924.8181818,1586.147727,13824.34091,581.3295455,1306.625,1808.920455,18641.09091,1355.704545,2628.431818,3252.659091,6728.034091,1427.215909,355.1477273,2555.306818,14084.17045,498.6477273,361.0681818,702.9204545,16687.52273,1065.670455,136.1363636,1836.75,12658.76136,1614.840909,662.9431818,2816.568182,11092.21591,670.7045455,296.8636364,1788.965909,8814.397727,1626.556818,455.9545455,1346.431818,6757.829545,851.0113636,177.625,2638.147727,6174.375,1432.215909,267.8295455,3389.852273,498.6136364,590.8863636,88,14.36924407,8.091677096,0.826371893,0.916666667,0.571428571,-0.898547172,1,0,1,1,0,0,0,0,1,1,0,0,0,1,0,1,0,1,1,0,1,0,0,1,Cytotoxic T Cell,T Cells
+2673,24951.57,1028.25,836.25,1169.82,21174.01,783.41,789.75,1702.65,12924.69,594.01,554.76,1814.41,16889.15,1424.58,899.08,1016.69,5637.1,1408.11,360.49,2431.7,11912.71,539.61,143.17,478.66,14090.19,444.26,135.62,904.94,11273.51,1524.39,658.59,2829.78,9785.24,685.49,302.24,1850.28,7681.89,854.67,458.3,1345.32,5791.93,639.7,166.34,1323.82,5291.84,1458.63,2447.65,3339.28,545.66,591.94,100,12.81307414,10.26050345,0.598953379,0.909090909,0.641025641,0.693605315,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,1,0,Unknown,Other Cells
+2674,44918.75532,867.5106383,464.7659574,1101.914894,39125.92553,770.9148936,927.287234,1590.202128,23001.74468,547.3404255,1814.542553,1797.276596,31142.26596,1332.351064,3664.106383,3533.734043,11293.35106,1318.946809,344.0531915,2479.680851,23458.70213,469.1276596,215.6382979,1955.553191,29536.43617,468.2234043,940.4148936,1846.5,21613.34043,1999.361702,620.1595745,2815.244681,19282.7234,622.9787234,289.0531915,1911.06383,15585.31915,1317.276596,434.3617021,1298.457447,11531.96809,684.9893617,169.1702128,4637.62766,10208.38298,1428.755319,410.7659574,3252.638298,717.7021277,592.6914894,94,12.94754152,9.576874912,0.672972567,0.930693069,0.61038961,-0.156421581,1,0,1,1,0,0,0,0,0,0,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+2675,41689.27143,864.7571429,552.8285714,1103.6,36172.82857,710.4285714,657.8428571,1624.771429,21310.7,541.8714286,803.5428571,1759.571429,29410.71429,1309.128571,4719.857143,4061.214286,10623.64286,1297.228571,337.4714286,2454.028571,21334.48571,605.3428571,257.1857143,1053.728571,26702.58571,438.0571429,156.2,4257.485714,19721.48571,1644.985714,812.4285714,2795.571429,17291.88571,626.5285714,278.5,2236.414286,14615.04286,1082.885714,419.3857143,1306.028571,10098.05714,747.3285714,165.1285714,6114.8,8984.9,1382.785714,351.3428571,3327.3,785.4428571,591.4714286,70,13.00459935,7.263466581,0.829483922,0.909090909,0.578512397,-0.625365906,1,0,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,T Cell,T Cells
+2676,40902.63248,920.5726496,611.2051282,1127.239316,18819.15812,474.5512821,313.3247863,1250.777778,9553.145299,369.6410256,507.1239316,1630.260684,13640.05128,945.991453,4699.559829,2112.324786,5162.679487,993.8931624,260.4487179,2365.059829,9379.102564,305.7051282,180.3034188,547.2863248,11545.03846,293.2905983,108.1153846,2623.260684,8965.064103,1412.008547,432.7692308,2778.662393,7197.747863,477.0641026,202.5,1311.534188,5090.482906,674.7521368,329.2264957,1259.141026,2624.606838,534.7478632,129.6752137,1108.850427,2694.478632,908.2649573,110.5683761,2948.905983,1070.521368,592.6153846,234,22.10227802,13.72578553,0.783800854,0.955102041,0.795918367,-1.32107168,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Unknown,Other Cells
+2677,40018.21019,889.522293,581.6624204,1136.050955,15204.42038,503.2738854,394.0828025,1349.292994,6595.757962,381.1656051,586.0955414,1672.847134,10555.70064,940.2929936,6518.796178,2423.070064,3904.910828,985.5605096,259.5923567,2346.611465,7002.929936,298.9936306,140.522293,565.866242,8720.369427,306.910828,102.4585987,4025.675159,6477.229299,1675.375796,399.1082803,2780.643312,5190.802548,516.477707,203.044586,1496.713376,3425.165605,760.089172,325.7388535,1265.528662,1666.636943,522.3312102,131.1464968,1900.031847,1861.503185,910.7070064,198.3057325,2942.980892,1115.840764,592.1910828,157,16.029202,12.50369149,0.625708439,0.969135802,0.71040724,-1.420400176,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Unknown,Other Cells
+2678,58297.03659,943.5487805,595.8170732,1158.463415,57022.70732,813.6829268,677.6463415,1826.390244,31424.04878,613.5731707,592.5731707,1783.365854,40860.20732,1455.280488,7166.04878,6296.304878,15395.52439,1543.695122,397.6463415,2367.597561,29980.35366,506.7195122,151.9878049,435.5853659,38727.89024,471.2804878,147.9146341,4636.121951,28734.34146,1651.378049,791.6219512,2811.695122,24570.57317,678.2073171,354.3780488,3065.560976,17420.10976,939.1219512,500.597561,1316.719512,12333.70732,683.8902439,188.5731707,2279.085366,10785.70732,1500.231707,158.9146341,3379.695122,204.1707317,591.1341463,82,11.59982739,9.26082406,0.602182079,0.964705882,0.630769231,-1.127578376,1,0,0,1,1,0,0,0,0,0,0,0,0,1,1,0,1,0,0,1,1,1,0,1,Follicular Dendritic Cell,B Cells
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+2680,37145.02688,1012.021505,543.4032258,1096.483871,32713.10753,799.6827957,917.8924731,1563.747312,19132.69355,616.1182796,1943.489247,1777.860215,24961.62366,1433.887097,2219.263441,2702.747312,8584.806452,1413.870968,364.2473118,2623.602151,16589.94624,488.9677419,162.9892473,1218.333333,20209.74194,492.8655914,381.8494624,1068.284946,15131.94624,1956.962366,648.311828,2818.258065,13549.0,789.983871,304.8817204,1635.543011,10720.83333,1237.978495,459.5591398,1336.569892,8182.532258,693.9408602,175.8172043,2335.935484,7306.424731,1475.284946,3677.849462,3345.66129,506.0,598.311828,186,22.66020544,10.9609351,0.875229135,0.902912621,0.596153846,-0.213534829,1,0,1,1,0,0,0,0,0,0,1,0,1,0,0,1,0,0,0,0,1,1,1,0,Regulatory T Cell,T Cells
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+2687,26110.48,1121.6,581.32,1106.08,24547.06,794.78,1046.46,1587.89,13366.34,644.57,1314.02,1803.65,17848.23,1388.59,4898.65,5007.13,6161.28,1358.09,373.03,2534.23,14181.13,494.41,587.68,868.56,14392.41,1447.31,130.68,2955.54,11229.23,1653.19,677.14,2816.07,9889.87,632.27,286.56,2011.41,7576.54,1603.34,447.43,1340.58,6073.56,843.9,180.59,5506.67,5124.75,1327.24,222.12,3470.82,380.86,593.46,100,13.32355098,9.793048004,0.67804774,0.925925926,0.694444444,-0.87926681,1,1,1,1,0,0,0,0,1,1,0,0,0,1,0,1,0,1,1,0,1,0,0,1,Cytotoxic T Cell,T Cells
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+2692,38181.49057,929.6886792,538.0660377,1088.09434,35631.34906,735.4339623,978.0849057,1602.377358,19695.51887,587.8584906,1036.273585,1752.688679,25655.04717,1320.283019,6425.415094,4161.622642,9063.339623,1373.358491,358.1037736,2412.867925,19534.93396,533.4433962,358.009434,598.0,23139.28302,908.0754717,132.9245283,4465.207547,18517.76415,1551.028302,669.6509434,2809.122642,16062.06604,621.4528302,297.6320755,1683.90566,11795.01887,969.7264151,464.7924528,1312.915094,9024.424528,696.4622642,179.8301887,4384.471698,8278.707547,1369.962264,248.8396226,3404.971698,304.1320755,597.4528302,106,21.83818309,6.441741824,0.955504635,0.883333333,0.392592593,-0.591629834,1,0,1,1,0,0,0,0,1,1,0,0,0,1,0,0,0,0,0,0,1,0,0,1,Cytotoxic T Cell,T Cells
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+2696,26273.79021,812.0,536.8671329,1078.573427,22462.64336,660.6713287,567.2937063,1543.41958,12627.15385,492.1118881,720.0979021,1743.615385,17828.35664,1240.93007,4102.006993,3576.258741,6391.440559,1221.223776,323.3286713,2402.566434,12723.78322,1146.559441,746.6503497,706.6783217,15522.25874,516.6153846,139.9090909,2415.517483,11847.76923,1627.839161,778.3706294,2787.174825,10197.02797,1343.111888,258.006993,2017.034965,8199.573427,918.965035,395.7482517,1306.153846,5919.839161,799.5384615,166.4755245,8154.062937,5132.06993,1255.244755,604.3426573,3189.867133,841.7272727,596.0559441,143,14.52450013,12.91370483,0.457716775,0.934640523,0.595833333,0.460188375,1,0,0,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,1,0,1,0,1,0,Dendritic Cell,Other Cells
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+2718,34149.61184,1031.789474,526.5263158,1095.947368,28052.36184,711.5,467.6184211,1428.756579,16203.90789,551.3223684,541.7828947,1682.697368,21842.90789,1283.065789,3333.171053,2683.789474,7601.072368,1238.375,326.25,2305.526316,15890.48684,412.5986842,196.6578947,547.7302632,20398.35526,383.9013158,137.3289474,4059.894737,14455.11842,1431.375,761.7236842,2779.578947,12888.07237,576.8684211,262.4342105,1688.993421,10666.90789,904.9210526,397.7763158,1297.006579,7585.506579,641.2960526,157.5065789,2147.657895,6649.144737,1265.973684,304.2763158,3242.940789,760.6710526,599.2763158,152,17.43585971,11.36874724,0.758191015,0.932515337,0.638655462,-1.187209973,1,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,Activated APC,Other Cells
+2719,51943.73988,914.7976879,617.9075145,1187.109827,30291.02312,593.3757225,571.9768786,1591.306358,14467.60694,478.8901734,659.6647399,1736.387283,19156.4104,1120.855491,7020.612717,3548.595376,7731.150289,1171.82659,310.1791908,2982.052023,15048.69942,397.2196532,142.6300578,562.9190751,17348.3237,397.433526,130.8381503,7365.641618,12739.19653,1699.34104,457.4739884,2812.046243,10824.03468,542.8323699,262.7687861,5073.011561,6131.65896,766.5260116,388.9884393,1299.098266,4425.612717,634.1849711,151.2601156,3060.393064,4049.566474,1108.971098,227.0404624,3135.872832,138.6011561,603.1618497,173,17.48596606,13.11903244,0.66114215,0.896373057,0.565359477,-0.552907118,0,0,0,1,0,0,1,0,0,0,0,1,0,0,1,0,0,0,0,0,1,0,0,0,B Cell,B Cells
+2720,27998.31579,1020.807018,589.2017544,1100.675439,24790.20175,789.5,759.6491228,1591.912281,14517.14912,612.0,572.0175439,1763.807018,18917.59649,1468.824561,1319.263158,1517.491228,6462.0,1435.973684,370.0877193,2402.5,11171.88596,496.5438596,163.1052632,634.6052632,13674.05263,483.877193,134.2807018,1058.666667,10172.08772,1559.72807,658.0263158,2841.657895,9045.482456,713.5701754,286.4298246,1846.877193,7081.824561,950.5087719,458.0263158,1320.035088,5508.429825,681.3947368,175.5964912,1394.842105,5019.131579,1568.552632,12619.18421,3307.535088,515.8596491,600.122807,114,14.95303684,9.890152818,0.750020724,0.93442623,0.74025974,-0.474149213,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,Granulocyte,Other Cells
+2721,21899.375,908.4615385,636.5865385,1088.605769,19355.88462,878.5480769,1135.75,1574.567308,11265.57692,664.2980769,1429.519231,1886.365385,14618.94231,1335.413462,2327.538462,1556.298077,5150.153846,1370.586538,354.7692308,2534.826923,10863.64423,491.7403846,248.1346154,1126.403846,12694.80769,423.4519231,903.5673077,942.9711538,9694.5,1982.894231,672.4230769,2833.653846,8614.855769,999.6634615,282.125,1751.903846,6844.567308,932.8076923,449.3461538,1381.634615,5289.442308,670.5,172.0384615,4713.692308,4828.605769,1423.278846,2360.057692,3331.875,540.75,600.7211538,104,12.249099,11.10197966,0.422526188,0.936936937,0.615384615,0.827335676,1,1,1,0,0,0,0,0,0,0,1,0,1,1,0,0,0,1,0,0,1,0,1,0,Regulatory T Cell,T Cells
+2722,42174.59341,967.956044,739.010989,1160.571429,36470.73626,807.5274725,984.1978022,1717.230769,22250.53846,730.8901099,1117.912088,1749.802198,28656.82418,1496.208791,2163.527473,2104.186813,9562.0,1465.593407,382.7802198,2440.087912,20375.1978,557.3406593,218.6153846,1329.681319,24177.17582,479.8241758,134.8021978,1301.659341,18706.47253,1848.56044,682.043956,2859.450549,16410.58242,1107.802198,330.6263736,1672.340659,13129.13187,1221.901099,494.5714286,1352.703297,9740.362637,708.6153846,181.4065934,1401.285714,8955.835165,1532.230769,408.3736264,3360.89011,569.0769231,600.5714286,91,12.05775419,10.04468989,0.553200479,0.919191919,0.583333333,-0.401327916,1,1,1,1,1,0,0,0,0,0,0,0,1,1,0,1,1,1,0,1,0,1,0,1,Helper T Cell,T Cells
+2723,22718.71519,1279.772152,575.8164557,1162.43038,19310.62658,966.9620253,538.4873418,1791.35443,11330.98101,663.4240506,391.8544304,1718.651899,15409.10759,1666.272152,1438.936709,1125.196203,5770.550633,1485.753165,410.1708861,2352.759494,11536.1962,592.9746835,180.2848101,561.9556962,14324.38608,486.1012658,150.056962,870.3227848,10895.61392,2042.746835,581.0949367,2822.348101,9780.892405,732.0,356.2658228,1589.886076,8168.158228,1290.044304,512.278481,1333.759494,6236.955696,971.6708861,195.3544304,1611.259494,5848.506329,1886.189873,5557.139241,3200.664557,692.2151899,602.3101266,158,18.58128824,11.20127773,0.797872921,0.908045977,0.619607843,0.57487239,1,1,0,0,1,1,0,0,0,0,0,0,1,0,0,1,1,0,1,1,0,1,1,0,Macrophage,Other Cells
+2724,36686.34058,926.1956522,491.3188406,1097.15942,34831.0942,729.384058,731.5217391,1547.601449,19199.94928,554.3188406,654.7391304,1723.384058,26444.44203,1347.717391,3485.34058,3030.282609,9225.485507,1290.297101,339.2608696,2357.188406,19143.78261,451.5362319,276.442029,1372.753623,23581.44203,446.5072464,134.9057971,2467.775362,17178.18841,1523.072464,590.8768116,2785.528986,15213.62319,741.7028986,283.9275362,1905.608696,12435.58696,1598.137681,429.173913,1306.050725,9015.934783,913.0,168.4057971,3162.536232,7734.637681,1368.717391,501.3188406,3440.369565,786.1666667,602.6231884,138,16.73658995,12.18977484,0.685225633,0.816568047,0.5390625,1.002275965,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,1,0,0,1,NK Cell,Other Cells
+2725,30238.09735,820.5044248,606.0442478,1103.787611,26721.39823,653.0973451,744.5575221,1652.415929,14205.93805,477.2123894,831.2654867,1743.292035,20206.23894,1179.150442,9770.353982,4319.849558,7604.283186,1234.389381,326.159292,2642.0,14049.61062,433.300885,492.1769912,762.2389381,18369.9646,1022.893805,127.8230088,5300.424779,13597.02655,1607.070796,578.5575221,2793.716814,11170.02655,661.6814159,263.0353982,4396.619469,8318.451327,891.7345133,394.7522124,1301.876106,4790.433628,725.3274336,154.7168142,3542.761062,4780.19469,1197.460177,562.4690265,3292.716814,1034.150442,600.1327434,113,13.91529536,11.17456655,0.595922439,0.904,0.627777778,0.096853772,1,0,1,1,0,0,0,0,1,1,0,1,0,0,1,0,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+2726,36631.36612,937.7677596,681.942623,1175.29235,27194.41803,639.9453552,520.3907104,1673.142077,14611.94536,467.8579235,705.0765027,1762.699454,20185.31967,1178.423497,7716.114754,3232.620219,7604.986339,1227.357923,313.9453552,2520.980874,13946.14208,1597.26776,643.6666667,703.2295082,17767.28415,530.5846995,125.5491803,7226.057377,13696.88798,1577.540984,560.579235,2806.120219,11107.64208,772.1939891,256.2923497,3144.491803,8117.65847,869.5245902,389.1639344,1303.551913,4414.150273,728.1584699,153.7677596,2985.010929,4504.860656,1161.188525,789.0628415,3195.401639,1046.051913,606.8469945,366,28.6298824,17.38976561,0.794396815,0.897058824,0.631034483,-0.393618421,1,0,0,1,0,0,0,1,1,1,0,1,0,0,1,0,0,0,0,0,1,0,1,0,B Cell,B Cells
+2727,46284.44304,874.9493671,531.3924051,1107.974684,42905.65823,721.3924051,525.8481013,1646.810127,23683.91139,565.5822785,556.1139241,1781.848101,30407.08861,1309.987342,6826.392405,4053.949367,11147.44304,1423.873418,362.2025316,2346.405063,22857.3038,452.6708861,158.0759494,464.2658228,27895.55696,417.9367089,137.2911392,4452.202532,21529.06329,1565.202532,583.2278481,2825.632911,18922.20253,633.1392405,320.2911392,1961.443038,13575.60759,919.6835443,450.0253165,1311.911392,10011.89873,672.4303797,176.0759494,3670.936709,9185.822785,1406.696203,179.0506329,3356.316456,261.835443,600.8227848,79,11.72544136,9.129645628,0.627497588,0.908045977,0.598484848,-1.104733506,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Unknown,Other Cells
+2728,35267.58484,963.9927798,509.1732852,1090.357401,32125.36823,750.0433213,592.3718412,1527.021661,18346.91697,590.6967509,720.368231,1769.00722,23308.45126,1380.198556,3034.400722,2833.787004,8700.00722,1435.67148,364.4115523,2384.01444,15921.81227,426.9458484,328.3176895,784.6425993,18407.59928,422.6101083,128.6389892,2581.870036,14094.2491,1507.079422,669.6642599,2807.046931,12579.51264,629.6281588,294.66787,1393.252708,9669.851986,1027.624549,440.7256318,1310.776173,7505.707581,679.6750903,172.0830325,2575.368231,6786.555957,1392.534296,274.0649819,3265.577617,354.6498195,605.4296029,277,20.69769362,18.35443991,0.462178869,0.893548387,0.629545455,-0.407388362,1,0,0,1,0,0,0,0,1,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,Dendritic Cell,Other Cells
+2729,27111.49714,914.0285714,663.2457143,1113.405714,24384.51429,745.0914286,835.0514286,1576.942857,13416.42286,840.4571429,1154.148571,1774.4,17671.02286,1328.074286,4210.48,3897.68,6367.051429,1406.954286,356.9657143,2537.794286,13109.53143,472.1142857,407.72,566.1885714,15720.29143,465.2171429,130.5371429,2708.502857,11581.92,1700.634286,709.0457143,2818.285714,10294.24571,1032.651429,287.6342857,2251.8,8124.611429,1179.691429,443.68,1397.765714,6454.937143,750.5028571,174.6685714,6219.428571,5586.131429,1372.662857,385.2171429,3320.531429,555.0114286,603.7028571,175,20.7400427,12.61932113,0.793590653,0.810185185,0.486111111,-0.969306312,1,1,1,1,0,0,0,0,1,0,0,0,0,1,0,1,0,1,0,0,1,0,0,0,T Cell,T Cells
+2730,22596.38636,798.9015152,504.9772727,1080.409091,20760.80303,644.1893939,671.5984848,1524.363636,10872.07576,486.0454545,706.0,1752.613636,15852.31061,1186.515152,4897.507576,2386.772727,5685.666667,1231.121212,322.6893939,2484.272727,11469.09091,1131.348485,776.5,562.0833333,13941.53788,488.7954545,126.2651515,1721.409091,10512.07576,1891.977273,1008.090909,2818.522727,9288.045455,724.9242424,257.7575758,1616.840909,7118.924242,1027.227273,402.3712121,1291.181818,5339.621212,804.0984848,159.0151515,2994.560606,4544.772727,1280.477273,625.4621212,3163.590909,877.0151515,601.5909091,132,15.08161978,11.68979318,0.631836164,0.904109589,0.589285714,-0.487862836,1,0,0,1,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,1,0,1,0,Dendritic Cell,Other Cells
+2731,49264.5098,928.0686275,609.6960784,1155.745098,48787.80392,762.4117647,633.6176471,1792.421569,25102.46078,596.3333333,593.5784314,1781.872549,32431.79412,1379.362745,8113.068627,8080.313725,12613.90196,1477.362745,379.3431373,2375.754902,24261.22549,479.2745098,140.7058824,473.2058824,31091.28431,467.8431373,146.372549,5439.441176,22668.07843,1628.686275,1011.166667,2850.95098,19722.77451,673.2647059,341.8529412,3744.176471,13710.39216,908.5098039,483.872549,1324.715686,10053.38235,665.4705882,182.0490196,3067.558824,8255.519608,1463.068627,206.9705882,3364.735294,196.4313725,602.2941176,102,17.83974444,7.894510459,0.896756789,0.842975207,0.428571429,-0.946239237,1,0,0,1,1,0,0,0,0,0,0,1,0,1,1,0,1,0,0,1,1,1,0,1,B Cell,B Cells
+2732,28684.44503,931.7434555,455.5602094,1056.858639,24787.22513,722.0209424,408.5759162,1432.963351,14543.32461,573.4764398,369.0314136,1681.827225,19133.75393,1380.937173,1398.858639,2156.282723,6735.795812,1291.251309,335.6335079,2320.528796,12065.12042,423.1151832,283.8638743,434.9319372,14419.18848,418.7591623,117.2513089,1488.366492,11230.27749,1375.078534,750.2513089,2793.34555,9952.732984,726.2670157,268.7801047,1781.764398,7941.089005,806.8534031,408.1989529,1320.209424,6043.319372,695.0418848,160.565445,1959.366492,5363.062827,1390.727749,2262.481675,3176.162304,637.9005236,605.0575916,191,18.17074921,13.6677062,0.658955684,0.93627451,0.718045113,-0.111292472,1,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,1,0,Activated APC,Other Cells
+2733,13747.80667,969.98,528.26,1100.186667,12639.78667,722.3,455.6,1426.76,6761.626667,539.34,429.2,1683.093333,9909.34,1459.066667,943.58,932.3933333,3638.513333,1286.36,352.2133333,2337.713333,7227.213333,442.7333333,109.6266667,564.64,8866.353333,444.06,119.56,815.78,6622.226667,1341.06,590.0266667,2817.426667,5989.14,593.8866667,264.84,1735.306667,4980.44,983.7666667,417.0666667,1300.226667,3959.953333,662.66,164.92,1234.813333,3671.04,1706.233333,4545.746667,3147.84,669.0133333,603.0866667,150,15.71706596,12.54740937,0.602219889,0.955414013,0.666666667,0.797365103,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,Granulocyte,Other Cells
+2734,42621.46087,909.2347826,597.6695652,1130.826087,42135.82609,764.2608696,680.2695652,1743.643478,21983.34783,586.6086957,535.7913043,1767.278261,28053.29565,1345.521739,7817.330435,8518.617391,10536.13043,1425.147826,360.6608696,2355.913043,21419.58261,462.6782609,137.0086957,445.0347826,26528.29565,456.0608696,138.2782609,5656.495652,19832.15652,1530.513043,761.0,2815.608696,17089.53043,638.4695652,319.6434783,3741.086957,12228.04348,915.9130435,469.626087,1318.878261,8854.33913,682.6608696,178.4782609,5239.06087,7518.582609,1753.382609,179.5652174,3342.13913,213.3043478,604.3217391,115,16.78667431,9.075991115,0.841237078,0.8984375,0.552884615,0.515469333,1,0,0,1,0,0,0,0,0,0,0,1,0,1,1,0,1,0,0,0,1,1,0,0,B Cell,B Cells
+2735,46215.51282,887.4358974,586.1923077,1120.269231,43166.20513,752.8461538,883.1282051,1708.846154,24293.74359,586.3717949,547.0,1786.551282,30695.12821,1355.051282,8510.410256,5229.051282,11719.9359,1453.25641,372.1794872,2331.564103,22524.26923,472.8076923,143.4871795,448.5,27922.42308,458.5769231,144.3717949,4985.589744,21959.55128,1584.705128,749.2948718,2818.615385,18768.37179,632.2435897,324.8461538,3210.115385,13337.82051,897.2820513,475.2435897,1322.384615,9311.294872,677.8589744,188.7692308,4540.24359,8492.051282,1437.153846,194.5512821,3384.923077,221.6794872,602.7307692,78,13.58726187,8.156691362,0.799760656,0.804123711,0.545454545,0.336184403,1,0,0,1,0,0,0,0,0,0,0,0,0,1,1,0,1,0,0,1,1,0,0,1,Follicular Dendritic Cell,B Cells
+2736,47341.36232,970.3188406,555.3043478,1129.797101,42689.57971,780.0,915.4492754,1671.449275,25172.47826,612.942029,1147.695652,1765.971014,32446.62319,1466.173913,3389.753623,3793.318841,11647.53623,1508.84058,390.5217391,2560.826087,23602.88406,513.5942029,137.2463768,948.6666667,27944.2029,1587.971014,144.4492754,2854.797101,21682.14493,1763.768116,731.7681159,2831.695652,19131.18841,729.1884058,349.884058,1831.289855,15177.14493,1444.768116,508.4347826,1331.42029,11347.98551,684.8985507,185.1594203,2742.347826,10409.24638,1575.73913,255.1304348,3419.985507,494.5072464,601.5217391,69,10.94437616,8.199190305,0.662378596,0.945205479,0.696969697,-1.274648963,1,0,1,1,1,0,0,0,0,1,0,0,0,1,0,1,1,0,0,1,1,1,0,1,Cytotoxic T Cell,T Cells
+2737,23283.42857,867.0803571,501.0625,1042.9375,20338.42857,674.0625,568.3482143,1430.5,11360.17857,504.2678571,924.4285714,1732.410714,16193.5,1248.678571,4962.160714,3141.767857,5710.223214,1226.696429,326.5,2779.214286,11925.25893,415.9821429,534.5892857,1038.473214,14321.55357,462.0178571,122.4017857,2342.696429,11042.25893,1801.803571,560.9910714,2790.803571,9609.5625,650.5535714,264.1785714,1850.205357,7663.348214,1229.258929,403.2946429,1319.357143,5713.080357,744.8035714,157.2589286,4298.125,5040.142857,1286.598214,982.3303571,3176.580357,856.3303571,603.4910714,112,13.48498295,10.83548734,0.59527437,0.925619835,0.615384615,0.559142669,1,0,1,1,0,0,1,0,1,0,0,0,0,0,0,1,0,0,0,0,1,0,1,0,T Cell,T Cells
+2738,27333.16418,759.4029851,500.6567164,1062.223881,23993.02985,860.4776119,708.5671642,1584.507463,13219.95522,480.358209,1883.19403,1846.791045,18909.37313,1225.820896,5125.731343,3317.880597,6722.0,1204.313433,305.7910448,2515.776119,12966.04478,419.9850746,1379.761194,1900.58209,15792.85075,527.9104478,1004.014925,2377.970149,12702.46269,1769.343284,516.7164179,2837.089552,10600.44776,910.2537313,254.5671642,1575.328358,8165.970149,1117.164179,388.6119403,1320.19403,5615.238806,943.8358209,158.4925373,7929.447761,4992.298507,1186.477612,590.1791045,3188.059701,913.5522388,601.9850746,67,14.28125746,6.436714593,0.89267011,0.893333333,0.468531469,-0.989039117,1,0,1,1,0,0,0,0,1,1,1,0,0,0,0,0,0,0,1,0,1,0,0,0,Cytotoxic T Cell,T Cells
+2739,49101.53947,927.4210526,591.2236842,1165.828947,39501.71053,706.1447368,1230.039474,1827.078947,22173.38158,518.6710526,1771.0,1757.210526,29423.36842,1273.907895,6954.210526,4714.855263,10942.01316,1323.868421,339.0263158,3698.460526,20376.71053,439.3947368,231.9736842,1582.868421,25843.68421,494.2894737,131.9605263,3865.723684,19883.92105,2108.671053,575.0,2947.605263,16363.97368,602.2368421,288.1447368,2210.342105,12054.57895,1957.0,423.4605263,1296.434211,7015.118421,667.1973684,154.0263158,4241.947368,6875.763158,1258.842105,355.3026316,3296.026316,1009.697368,602.9078947,76,12.58144897,8.663336668,0.725160193,0.938271605,0.584615385,-0.286312582,1,0,1,1,0,0,1,0,0,0,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
+2740,40247.84615,1166.153846,643.4461538,1111.707692,36330.01538,841.8769231,698.7230769,1685.2,21064.23077,669.3384615,867.1692308,1752.492308,27193.23077,1500.923077,4752.169231,4243.584615,9178.969231,1484.707692,379.3692308,2412.938462,18052.27692,470.5692308,366.0769231,695.9538462,20787.32308,517.2615385,137.1076923,3449.323077,16429.89231,1892.938462,674.3538462,2844.215385,14347.73846,690.9846154,325.0,1717.753846,10842.75385,1057.630769,470.6307692,1348.984615,8361.046154,740.2307692,181.8,4106.030769,7149.153846,1412.507692,148.3230769,3463.046154,382.0461538,602.6307692,65,10.51838427,8.427640883,0.598357016,0.942028986,0.65,-1.044556184,1,1,1,1,1,0,0,0,1,0,0,0,1,1,0,0,1,1,0,1,1,0,0,1,Helper T Cell,T Cells
+2741,20637.41414,982.4242424,537.4747475,1141.656566,19114.66667,726.3434343,413.9090909,1496.535354,10022.49495,540.8686869,384.4747475,1692.808081,14515.14141,1474.707071,1092.282828,935.3737374,5508.393939,1308.353535,354.969697,2318.444444,9911.737374,441.8686869,117.5050505,537.040404,12059.35354,393.7575758,124.2222222,898.7474747,8564.666667,1358.818182,559.4141414,2829.0,7606.40404,645.6363636,269.2828283,1443.10101,6433.40404,1257.444444,424.7979798,1308.050505,5438.909091,685.5050505,172.7070707,1463.414141,4680.89899,1482.454545,1960.040404,3144.959596,681.1919192,603.6060606,99,14.51768121,9.175227228,0.774965426,0.891891892,0.634615385,0.942272482,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,1,1,0,Granulocyte,Other Cells
+2742,40963.44248,877.5044248,471.7433628,1083.619469,36822.97345,729.0707965,745.1150442,1568.00885,20821.02655,540.5929204,1734.212389,1809.663717,28716.25664,1285.823009,3909.548673,4151.00885,10260.14159,1292.663717,342.9734513,2408.769912,20329.95575,576.9823009,241.3628319,1962.097345,25401.52212,1015.610619,198.4424779,2038.80531,19007.63717,1764.053097,553.4424779,2787.893805,16463.38938,610.9380531,285.6106195,1621.734513,13474.41593,1268.0,427.0884956,1301.672566,9629.80531,684.4778761,163.2566372,3301.743363,8267.823009,1329.530973,160.7876106,3214.575221,814.7433628,604.3893805,113,22.99789662,7.383747586,0.947058223,0.80141844,0.42481203,-1.114745665,1,0,1,1,0,0,0,0,0,1,1,0,0,0,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+2743,38263.99167,865.8333333,536.575,1103.758333,34796.56667,696.3083333,606.4166667,1667.05,19147.63333,508.1416667,456.6666667,1747.733333,27141.35833,1273.225,4668.775,3864.783333,9714.641667,1322.975,344.7,2376.725,18747.05833,441.45,972.55,493.7333333,23391.41667,438.25,130.9083333,3361.633333,18427.13333,1498.725,658.875,2803.158333,15721.00833,762.5833333,287.25,2446.2,11866.51667,864.375,426.275,1332.416667,7835.791667,901.725,165.5583333,3998.391667,7023.758333,1424.333333,828.0666667,3296.516667,965.275,606.075,120,22.21927158,7.371384112,0.943365112,0.845070423,0.476190476,-0.513232813,1,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,1,0,1,0,Dendritic Cell,Other Cells
+2744,39098.49254,853.6865672,586.358209,1125.328358,28994.92537,638.6119403,463.4776119,1675.507463,16308.0597,468.0447761,530.5671642,1747.671642,22093.0597,1164.850746,8355.61194,3347.761194,8409.059701,1243.58209,323.0149254,2384.716418,15534.13433,444.4626866,237.9104478,565.8656716,19883.08955,460.1044776,134.4029851,9188.567164,15484.31343,1657.19403,806.0149254,2795.58209,12678.53731,604.1343284,271.119403,1923.567164,9402.880597,816.119403,393.1641791,1280.895522,5289.507463,659.1940299,152.1343284,2675.686567,5483.029851,1209.656716,242.0895522,3319.522388,1026.761194,604.2835821,67,13.20633803,6.901614908,0.852578802,0.905405405,0.572649573,0.405781769,1,0,0,1,0,0,0,0,0,0,0,1,0,1,0,0,0,0,0,0,1,0,0,0,B Cell,B Cells
+2745,43513.33824,899.6911765,578.5,1115.838235,43025.33824,733.5147059,607.6470588,1707.294118,22300.97059,590.7352941,540.8088235,1785.970588,28719.47059,1355.852941,7130.235294,6295.882353,11007.41176,1418.161765,374.5294118,2372.426471,22518.26471,479.25,134.5441176,430.0147059,27025.36765,444.8970588,135.0294118,4235.323529,20168.79412,1563.382353,703.7352941,2837.705882,17827.33824,671.4852941,320.9411765,2632.5,12696.39706,869.7941176,472.5735294,1327.176471,9545.632353,656.0294118,182.9264706,3393.514706,8066.926471,1407.073529,242.5294118,3342.323529,231.0294118,603.7058824,68,11.31397825,8.260934034,0.683283793,0.918918919,0.618181818,1.391424545,1,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,1,1,0,0,0,Activated APC,Other Cells
+2746,29659.30939,1007.055249,583.2044199,1067.762431,27504.71823,732.3093923,581.0497238,1525.596685,15335.07182,587.4033149,762.8232044,1734.983425,19864.75138,1333.618785,7502.513812,3478.861878,7203.38674,1356.027624,350.3867403,2351.320442,16172.33702,608.2320442,761.3646409,544.2872928,18925.20442,429.5248619,130.281768,6639.729282,14315.66298,1654.475138,656.359116,2831.917127,12833.08287,649.7127072,295.7734807,1655.712707,9525.127072,1061.01105,442.9005525,1305.265193,7488.022099,808.6629834,173.5082873,3825.867403,6583.911602,1365.618785,172.9944751,3383.635359,338.6740331,605.8563536,181,17.95733043,13.18341411,0.67898491,0.928205128,0.635087719,1.562159162,1,0,0,1,0,0,0,0,1,0,0,1,0,0,0,0,0,0,1,0,1,0,0,1,B Cell,B Cells
+2747,49298.87023,1188.916031,606.4580153,1176.564885,45655.36641,919.9083969,1026.916031,1802.755725,26885.67176,703.5038168,1486.610687,1754.557252,35263.12977,1645.80916,3978.778626,3773.10687,12153.35878,1619.80916,431.1984733,2647.015267,24308.9771,518.3206107,263.3664122,884.8778626,28533.44275,1227.687023,152.6870229,2505.122137,22548.84733,2420.740458,671.3435115,2848.091603,19744.93893,708.7251908,367.9160305,1433.816794,15254.98473,1330.770992,525.5343511,1341.022901,11741.0229,851.7328244,197.4656489,2439.305344,10399.36641,1600.839695,211.4885496,3409.572519,393.3129771,605.9389313,131,17.18781941,10.50143625,0.791645028,0.829113924,0.592760181,1.443076956,1,1,1,1,1,1,0,0,0,1,0,0,1,1,0,1,1,1,1,1,1,1,0,1,Helper T Cell,T Cells
+2748,15630.09783,829.4021739,441.9130435,1047.815217,14566.68478,698.9565217,465.0869565,1402.836957,8053.576087,512.0543478,495.7608696,1714.315217,10662.44565,1302.630435,2684.48913,1448.097826,3893.26087,1284.880435,368.5652174,2356.5,7697.271739,403.1304348,922.8804348,458.7065217,9132.5,422.3152174,131.1847826,1195.108696,7160.641304,1578.108696,682.9565217,2808.858696,6223.880435,590.923913,272.8043478,1760.51087,4936.902174,838.673913,431.5978261,1334.402174,3968.641304,896.826087,177.25,1818.98913,3634.576087,1408.369565,4071.184783,3223.608696,436.0217391,604.9347826,92,11.29416264,11.0815639,0.193114496,0.910891089,0.638888889,-0.263121893,1,0,0,0,0,0,0,0,1,0,0,0,0,1,0,0,0,0,1,0,1,0,1,0,Dendritic Cell,Other Cells
+2749,23523.23188,798.821256,594.1980676,1084.792271,20076.89855,683.1642512,883.6811594,1534.555556,11751.67633,542.2512077,1612.536232,1821.125604,15371.11594,1229.507246,4158.478261,2952.714976,5684.743961,1282.565217,312.3091787,2547.067633,11408.23188,2985.333333,332.9371981,849.6086957,13744.02415,525.2028986,241.7971014,1120.961353,10391.83092,1758.714976,635.4830918,2792.801932,9189.855072,672.0676329,265.8743961,1487.246377,7299.927536,1570.10628,406.0917874,1322.188406,5686.695652,685.6183575,152.9033816,3091.328502,5006.550725,1294.125604,513.0531401,3279.512077,594.7246377,605.8115942,207,18.23794861,14.57852154,0.600864426,0.985714286,0.726315789,1.490471697,1,0,1,1,0,0,0,1,1,1,1,0,0,0,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+2750,38850.0098,862.1960784,571.0784314,1098.053922,33099.71078,710.2696078,671.9803922,1561.27451,19628.77451,520.2303922,901.5980392,1761.421569,26746.7402,1268.230392,5161.328431,3725.372549,9530.406863,1288.176471,338.1421569,2443.171569,19021.51961,468.7352941,514.4068627,1078.705882,23534.37255,451.4607843,253.2990196,3350.279412,17993.93137,2083.705882,1156.421569,2794.073529,15403.36275,634.2107843,275.3970588,1791.303922,12623.82353,1029.803922,427.3382353,1308.52451,8867.779412,742.5931373,167.6960784,5482.181373,7840.705882,1325.053922,332.7254902,3227.759804,833.9362745,607.4068627,204,18.69134245,14.72088514,0.616215313,0.898678414,0.666666667,0.415180975,1,0,1,1,0,0,0,0,1,0,1,0,1,1,0,0,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+2751,38699.30634,828.3239437,500.2640845,1081.105634,34786.32042,726.056338,861.834507,1578.862676,18954.55986,516.6056338,2070.014085,1817.267606,27277.66549,1299.214789,5839.211268,3454.052817,9768.609155,1282.598592,333.7992958,2477.735915,18971.30634,523.1408451,1189.158451,1292.010563,23809.09859,820.5915493,324.2359155,2087.947183,18094.79577,2121.679577,582.5985915,2836.31338,15502.23592,872.7535211,273.7852113,1513.926056,12013.82042,1410.31338,416.6021127,1319.774648,8318.496479,926.8485915,165.1232394,4763.080986,7357.34507,1282.514085,460.5246479,3260.721831,897.8732394,609.4683099,284,20.13948545,19.39474503,0.269426764,0.898734177,0.645454545,-1.080355292,1,0,1,1,0,0,0,0,1,1,1,0,1,0,0,1,0,0,1,0,1,0,0,0,Regulatory T Cell,T Cells
+2752,33806.85223,858.3161512,575.395189,1097.982818,27967.05498,639.4020619,732.419244,1650.405498,13731.65636,460.5876289,1444.745704,1747.14433,19024.19588,1196.185567,10232.94845,3413.357388,7144.996564,1171.302405,300.652921,2559.436426,13126.57388,481.5085911,656.0618557,1161.690722,16626.45017,441.7285223,201.9209622,3525.051546,12863.2921,2350.865979,403.1134021,2796.594502,10171.67698,792.4467354,250.5154639,2057.814433,7074.33677,1229.168385,380.9621993,1291.697595,3649.426117,715.95189,148.8487973,3501.66323,3877.955326,1084.766323,446.8453608,3154.639175,1072.752577,611.2061856,291,25.57913003,15.04336116,0.808780412,0.892638037,0.612631579,-0.387651265,1,0,1,1,0,0,0,0,1,0,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+2753,40214.26316,878.9172932,504.6992481,1117.240602,35950.93985,711.962406,690.7518797,1591.233083,19944.71429,547.0,1246.857143,1767.93985,27836.78947,1339.233083,3616.631579,4234.616541,9988.315789,1323.082707,346.6315789,2657.669173,21149.82707,465.4511278,234.8045113,791.0225564,25914.99248,430.1203008,165.5263158,2818.323308,18697.70677,1901.992481,712.4285714,2795.338346,16802.42105,655.7218045,286.3759398,2090.075188,13666.72932,1221.360902,427.9924812,1298.924812,10241.59398,685.0827068,168.8721805,3962.827068,8965.691729,1418.473684,566.556391,3210.488722,731.7368421,607.075188,133,15.80195618,11.07400246,0.713358331,0.904761905,0.682051282,-0.253426875,1,0,1,1,0,0,0,0,0,0,1,0,1,1,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+2754,31399.60606,810.5050505,456.010101,1062.454545,27751.80808,652.2020202,628.8989899,1508.59596,15405.38384,493.6060606,756.0909091,1728.444444,21474.46465,1215.474747,3775.727273,1960.676768,7740.161616,1245.939394,327.5050505,2410.59596,15553.44444,420.989899,219.6060606,697.5252525,19046.56566,466.2727273,140.3535354,2237.393939,14644.22222,1616.282828,505.9494949,2788.010101,12885.07071,1117.40404,270.1515152,2104.717172,9824.505051,952.6161616,408.2929293,1293.616162,7026.40404,669.3131313,167.7070707,3389.191919,6178.010101,1273.434343,757.2222222,3146.070707,885.0,607.0707071,99,15.04351148,8.492221201,0.825425841,0.942857143,0.6,-0.342770893,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Unknown,Other Cells
+2755,27397.98131,867.2056075,596.1448598,1086.939252,22720.51869,664.8738318,563.453271,1511.037383,12925.68224,474.4158879,757.5607477,1742.509346,17815.58879,1212.149533,7056.509346,3460.658879,6556.803738,1238.299065,320.771028,2488.719626,12159.79907,436.5747664,1847.640187,685.6074766,14871.36449,507.6308411,165.9859813,3522.457944,11966.19626,1615.794393,592.3785047,2788.275701,10016.47664,685.3738318,247.864486,1857.598131,7730.280374,855.088785,393.8130841,1333.271028,5046.191589,1063.771028,157.3271028,5887.453271,4588.682243,1208.037383,668.6915888,3183.35514,921.4719626,607.9579439,214,19.68133509,15.03411896,0.645361873,0.887966805,0.594444444,-1.193043477,1,0,0,1,0,0,0,0,1,0,1,0,0,0,0,0,0,0,1,0,1,0,1,0,Dendritic Cell,Other Cells
+2756,36284.78302,890.6415094,632.0,1126.95283,12899.28302,419.5471698,236.0471698,1168.584906,6922.09434,342.0377358,388.509434,1596.783019,10291.65094,870.1226415,3472.528302,1317.443396,3909.839623,944.6226415,245.1981132,2310.311321,7222.207547,297.3018868,111.0377358,612.5283019,9083.40566,299.009434,103.1603774,1685.235849,6933.09434,1291.198113,409.0471698,2801.679245,5530.075472,481.4056604,202.0471698,1246.537736,4152.311321,748.3867925,327.3207547,1259.773585,2247.179245,518.9528302,131.3113208,799.1698113,2223.877358,895.3679245,168.8962264,2946.556604,1062.90566,604.8584906,106,13.36744837,10.962175,0.572270553,0.938053097,0.679487179,-0.752072806,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Unknown,Other Cells
+2757,33585.07692,839.2884615,564.9038462,1100.375,13704.95192,473.2403846,340.8269231,1225.884615,6713.326923,354.6346154,801.4230769,1648.817308,9789.336538,885.6153846,5896.298077,1541.846154,3706.528846,933.4423077,245.1346154,2321.317308,6764.875,284.2019231,252.875,1051.932692,8354.903846,293.9903846,442.7211538,2659.528846,6525.711538,1413.163462,391.6057692,2788.596154,5211.288462,525.9711538,193.4423077,1598.211538,3607.625,668.0096154,309.3173077,1261.769231,1786.0,533.0576923,126.9615385,1491.038462,1967.942308,856.9807692,216.875,2919.596154,1085.336538,606.5961538,104,13.57704793,9.907837744,0.683715097,0.936936937,0.742857143,-0.113201913,0,0,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,T Cell,T Cells
+2758,22777.34711,859.8264463,474.1157025,1073.53719,21272.8843,691.7024793,623.7190083,1480.396694,12306.18182,534.0826446,437.0578512,1726.214876,15990.85124,1304.68595,1603.661157,1523.528926,5799.157025,1305.247934,357.1983471,2381.297521,12267.96694,414.7603306,322.3140496,433.5867769,14308.80165,418.4545455,129.1404959,1565.198347,10911.71074,1500.636364,694.9917355,2829.909091,9826.46281,825.553719,284.0661157,1527.826446,7737.099174,982.2396694,435.6942149,1335.280992,5980.727273,708.0165289,169.9173554,2176.264463,5553.966942,1459.826446,7067.46281,3214.438017,458.446281,608.0495868,121,18.79838861,10.07194933,0.844352602,0.834482759,0.504166667,0.759195091,1,0,0,0,0,0,0,0,1,0,0,0,0,1,0,0,0,0,0,0,1,1,1,0,Dendritic Cell,Other Cells
+2759,56893.57143,951.3357143,596.45,1168.9,55039.72143,806.65,777.8928571,1846.657143,29514.16429,613.0285714,602.3642857,1805.628571,37742.83571,1426.385714,5379.564286,6381.628571,14612.37857,1547.835714,400.2642857,2360.121429,27651.62857,498.9357143,151.6928571,533.8642857,34990.99286,475.4142857,161.1142857,5104.928571,26313.27143,1697.414286,614.3214286,2825.807143,22625.44286,684.2428571,353.9857143,4151.878571,15355.29286,926.0642857,499.6214286,1314.814286,10893.07143,687.7571429,190.1928571,3444.378571,9317.242857,1486.671429,204.6857143,3375.0,182.2428571,608.1785714,140,15.92008883,11.91684438,0.663088143,0.909090909,0.625,-1.153817616,1,0,0,1,1,1,0,0,0,0,1,0,0,0,1,0,1,0,0,1,1,1,0,1,Follicular Dendritic Cell,B Cells
+2760,55080.33333,945.1194969,598.0691824,1162.496855,54144.16981,789.4654088,824.4528302,1804.238994,29311.10063,612.6666667,523.2201258,1777.553459,37069.55975,1420.685535,6491.880503,7847.779874,14089.72327,1526.226415,388.3081761,2338.830189,27307.55975,496.2327044,140.8930818,445.3522013,34525.26415,475.6352201,147.7421384,5189.534591,25929.74843,1608.679245,784.8930818,2826.490566,22468.67925,662.3899371,345.327044,3224.515723,15750.9434,923.7295597,491.2704403,1302.503145,11125.84277,678.3773585,186.6477987,3748.320755,9501.918239,1508.616352,156.509434,3411.616352,202.7232704,609.672956,159,16.69004162,12.88030063,0.635943424,0.898305085,0.55017301,-0.831389314,1,0,0,1,1,0,0,0,0,0,0,1,0,1,1,0,1,0,0,1,1,1,0,1,B Cell,B Cells
+2761,22954.70248,957.9421488,563.1239669,1086.057851,20507.6281,714.5206612,624.8181818,1482.38843,12140.8843,571.7438017,451.4049587,1741.61157,15766.57025,1318.090909,3266.214876,2467.404959,5598.214876,1309.77686,367.8347107,2360.008264,12119.86777,424.785124,279.6115702,468.7933884,14229.92562,432.1239669,126.9669421,3488.38843,10704.59504,1630.190083,734.2066116,2811.22314,9494.0,682.5206612,275.4876033,1908.165289,7410.991736,1069.983471,431.7438017,1313.512397,5729.446281,690.553719,172.0495868,3108.917355,5260.495868,1364.479339,1074.570248,3357.123967,468.9421488,609.214876,121,17.19915219,9.68897349,0.826225055,0.883211679,0.540178571,0.685924549,1,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,1,0,Activated APC,Other Cells
+2762,32772.91589,896.7943925,561.9252336,1121.635514,29883.63551,730.2336449,866.364486,1627.028037,17354.54206,558.0934579,1126.495327,1801.700935,22545.40187,1358.028037,3519.803738,4263.084112,8003.514019,1378.785047,358.6168224,2449.11215,17256.51402,483.9719626,178.8037383,1479.785047,20079.26168,1093.719626,132.8598131,3640.971963,15445.93458,1551.448598,807.3831776,2854.588785,13603.41121,720.9158879,310.1962617,1974.130841,10801.24299,1386.364486,469.2056075,1334.990654,8207.084112,713.4766355,179.7383178,3688.775701,7526.514019,1472.102804,431.8130841,3301.186916,482.5233645,607.6542056,107,15.83194888,8.857511921,0.828850112,0.922413793,0.548717949,-0.816892081,1,0,1,1,0,0,0,0,0,1,0,0,0,1,0,1,1,0,0,0,1,1,0,0,Cytotoxic T Cell,T Cells
+2763,34867.40488,885.2536585,478.7365854,1115.068293,30610.03415,710.1219512,555.6731707,1557.941463,17749.87805,527.2243902,671.8536585,1740.009756,23772.96585,1350.55122,3475.297561,2904.75122,8640.487805,1294.75122,348.2439024,2415.17561,18309.48293,741.7170732,296.2682927,565.1073171,22771.87317,545.0439024,128.0487805,2470.039024,16607.07317,1607.087805,751.395122,2791.678049,15065.78537,678.4,289.9609756,1982.604878,12146.56585,1030.970732,432.1560976,1308.712195,9183.112195,701.0585366,165.6097561,4023.068293,7975.95122,1440.75122,1057.892683,3209.141463,718.6878049,610.404878,205,19.32829009,13.98782757,0.690117744,0.923423423,0.753676471,-0.632710998,1,0,0,1,0,0,0,0,0,1,0,0,0,1,0,0,0,0,0,0,1,0,1,0,Activated APC,Other Cells
+2764,42275.19231,1119.769231,740.3717949,1220.846154,36739.34615,887.1153846,570.5512821,1732.987179,21840.39744,625.4102564,713.7435897,1737.576923,28992.07692,1653.666667,3238.628205,3134.679487,10091.87179,1512.179487,453.2307692,2401.230769,21674.39744,557.6538462,128.5,1002.782051,27587.26923,510.1282051,148.3205128,3344.615385,19536.61538,2224.564103,745.6923077,2798.153846,17883.83333,682.4871795,343.8461538,1999.423077,14097.79487,1379.269231,494.3205128,1329.089744,10379.53846,726.3589744,194.2307692,2874.897436,9052.038462,1667.448718,227.7948718,3339.461538,751.0128205,607.8717949,78,10.71048629,9.483825475,0.464694556,0.975,0.590909091,-0.065370764,1,1,0,1,1,1,0,0,0,0,0,0,1,1,0,1,1,0,0,1,1,1,0,0,Macrophage,Other Cells
+2765,28315.43798,816.496124,484.127907,1067.507752,24602.07752,657.0503876,647.9224806,1532.050388,13953.60465,505.9302326,843.8449612,1747.476744,19564.16667,1242.116279,5250.197674,2881.379845,7095.465116,1241.306202,359.6046512,2550.166667,14202.06977,422.6511628,847.379845,779.0232558,17301.5155,485.4844961,126.244186,2266.379845,13410.14341,1890.972868,541.8023256,2785.810078,11894.52326,717.1705426,269.5620155,1722.023256,9215.468992,1311.112403,413.3023256,1321.965116,6608.523256,843.6511628,157.751938,3117.875969,6071.124031,1330.837209,1409.476744,3194.189922,869.0930233,612.6899225,258,20.98112672,16.85066636,0.595797787,0.902097902,0.585034014,0.659981638,1,0,1,1,0,0,0,0,1,0,0,0,1,0,0,1,0,0,1,0,1,0,1,0,Helper T Cell,T Cells
+2766,32381.54545,866.0606061,544.3232323,1088.464646,27494.9596,680.9494949,539.2323232,1620.69697,16130.41414,506.1111111,458.0606061,1731.434343,22336.08081,1223.959596,6074.656566,3363.626263,8084.090909,1279.313131,324.2020202,2334.818182,15261.64646,418.2020202,1499.656566,500.7373737,18789.66667,440.5353535,130.3535354,4285.434343,15271.36364,1467.373737,547.7272727,2794.808081,12807.68687,935.8686869,267.040404,2660.424242,9652.616162,801.989899,409.7070707,1304.464646,6276.888889,996.4747475,160.7171717,4599.555556,5876.757576,1305.20202,1300.505051,3299.757576,972.969697,609.2121212,99,13.39010211,9.564815632,0.699819378,0.942857143,0.66,-0.039361254,1,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,1,0,1,0,Dendritic Cell,Other Cells
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+2804,25263.66016,843.3515625,635.953125,1078.621094,22550.88281,677.9765625,826.8984375,1513.898438,12814.01172,606.5546875,1115.476563,1783.441406,17357.11719,1264.910156,5035.789063,2917.183594,6098.644531,1308.347656,324.6953125,2703.609375,13040.10156,540.65625,617.671875,693.4960938,15473.73438,720.1171875,126.8203125,1397.855469,11817.57813,1756.621094,677.5390625,2820.90625,10548.26563,717.9414063,268.2695313,1419.296875,8286.210938,1206.242188,412.7890625,1353.8125,6500.777344,762.2226563,161.1289063,3192.003906,5864.230469,1332.777344,645.9023438,3264.757813,597.8945313,619.0625,256,22.68776482,15.88906382,0.71381311,0.844884488,0.64,-1.079604586,1,0,1,1,0,0,1,0,1,1,0,0,0,1,0,1,0,1,0,0,1,0,1,0,Cytotoxic T Cell,T Cells
+2805,24878.89041,1009.828767,506.3972603,1109.924658,21977.4863,764.4931507,451.9041096,1500.445205,12744.55479,572.2534247,676.4452055,1691.321918,16997.5137,1506.541096,1083.691781,1323.719178,5783.815068,1334.856164,372.239726,2374.582192,12634.55479,493.5205479,123.6712329,942.9178082,15554.89726,457.0616438,130.1575342,861.4109589,11679.05479,1577.315068,552.2534247,2809.958904,10450.73973,825.7876712,291.7328767,1619.253425,8634.178082,1408.40411,437.6712329,1326.226027,6506.465753,670.9178082,177.8630137,1698.472603,5621.280822,1707.993151,10514.46575,3201.993151,679.3767123,615.1164384,146,14.42856704,13.01475035,0.43170955,0.966887417,0.651785714,1.288916952,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,1,1,0,Granulocyte,Other Cells
+2806,21835.52239,914.4776119,466.9154229,1062.159204,19826.02985,700.2238806,455.0746269,1405.363184,11247.14925,530.4378109,402.761194,1678.522388,15221.79104,1333.60199,1713.995025,1865.258706,5485.58209,1233.412935,325.8308458,2305.845771,11852.48259,432.6467662,424.7711443,461.9452736,14560.64677,497.60199,117.960199,1479.746269,10934.11443,1363.512438,568.4776119,2787.442786,9793.308458,689.2885572,271.4477612,1767.104478,8016.78607,844.8258706,408.5024876,1311.945274,6319.199005,732.9800995,165.3830846,2156.80597,5551.741294,1470.089552,5292.069652,3128.955224,703.1641791,617.7562189,201,20.38231833,12.9773952,0.771112696,0.930555556,0.705263158,-0.368130311,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,1,1,0,Dendritic Cell,Other Cells
+2807,51004.48945,1001.105485,642.8523207,1184.658228,44016.81013,755.0801688,665.3122363,1848.164557,23656.6962,537.1983122,756.9578059,1752.316456,33246.4135,1369.472574,7552.594937,4563.189873,12400.10549,1397.797468,360.0590717,2510.388186,23218.55696,475.8227848,225.4177215,621.2489451,30030.6962,493.4936709,137.628692,4758.118143,22619.59916,1910.679325,553.1940928,2814.337553,18565.72152,793.9493671,301.835443,2119.679325,13973.78059,900.4978903,445.5274262,1300.383966,8132.898734,665.5864979,169.1772152,3411.523207,7927.265823,1361.831224,405.6413502,3294.464135,1014.759494,617.835443,237,20.00143559,15.92815685,0.604835178,0.881040892,0.593984962,-0.941705149,1,0,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,0,0,Unknown,Other Cells
+2808,59981.97297,945.9189189,609.5405405,1150.0,58060.08108,797.4594595,857.0540541,1821.810811,30884.48649,612.4324324,581.5945946,1775.702703,39407.51351,1441.756757,6276.783784,7161.810811,15098.0,1542.567568,394.027027,2393.891892,28909.35135,507.2702703,143.1081081,468.8378378,36152.54054,464.5405405,163.5135135,6673.243243,27150.18919,1660.054054,774.972973,2828.972973,23592.05405,672.8648649,354.1621622,3066.837838,16227.10811,922.7027027,492.972973,1307.567568,11364.08108,666.7837838,187.2702703,3340.081081,9618.972973,1488.432432,169.9459459,3374.621622,190.3513514,613.4324324,37,8.845165737,6.327650199,0.698736129,0.822222222,0.4625,-1.402083488,1,0,0,1,1,0,0,0,0,0,1,1,0,1,1,0,1,0,0,1,1,1,0,1,B Cell,B Cells
+2809,28788.81651,1137.807339,607.4495413,1088.458716,26672.45872,686.3302752,972.1834862,1452.678899,15063.81651,547.7522936,1334.311927,1746.972477,19451.9633,1225.587156,5502.761468,3602.275229,7026.568807,1332.926606,332.0,2682.715596,15693.86239,408.1834862,425.4862385,676.8256881,17605.93578,969.2018349,124.0825688,3571.284404,13228.37615,1524.119266,640.1651376,2805.211009,11709.01835,579.3669725,263.8623853,1483.541284,9076.889908,1021.724771,429.733945,1330.009174,7233.073394,769.6055046,168.2844037,3334.844037,6382.477064,1323.045872,190.5412844,3337.568807,406.9541284,615.1559633,109,15.00822023,10.02474953,0.744205625,0.872,0.567708333,-1.525763493,1,0,1,1,0,0,1,0,1,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+2810,27796.06098,1288.353659,569.8536585,1107.292683,26389.04878,916.2926829,685.2317073,1657.195122,13993.08537,656.3780488,1363.256098,1741.95122,18930.29268,1531.304878,2490.634146,2674.926829,6569.170732,1430.02439,357.4268293,2399.341463,12627.0122,509.9146341,181.5121951,934.1341463,15075.02439,905.804878,138.695122,2110.414634,11500.02439,1926.280488,602.695122,2806.719512,10135.54878,651.8658537,324.1463415,1596.414634,8051.829268,1908.231707,451.5609756,1325.390244,6440.52439,974.4268293,178.8902439,1748.292683,5662.390244,1532.963415,231.7317073,3393.756098,655.6707317,616.1097561,82,11.22147161,9.705664904,0.501911332,0.964705882,0.621212121,0.182159719,1,1,1,1,0,0,0,0,0,1,0,0,1,0,0,1,0,0,1,0,1,1,0,1,Helper T Cell,T Cells
+2811,45756.09524,897.6285714,506.6666667,1077.285714,40572.70476,740.6095238,823.6,1625.4,23893.17143,551.6857143,1931.685714,1783.438095,31748.41905,1319.085714,4595.4,4587.657143,11331.4,1327.961905,378.2857143,2739.0,22579.37143,447.2857143,644.0095238,1199.52381,27898.2,1078.933333,136.2952381,2418.019048,20988.97143,1863.466667,569.1904762,2825.409524,18203.87619,649.4285714,283.4571429,1603.4,14618.81905,1704.609524,435.9047619,1331.780952,10311.5619,784.1047619,165.4666667,4132.428571,9178.961905,1362.67619,256.1619048,3258.8,815.3714286,615.7714286,105,13.1511776,10.73327827,0.577846039,0.875,0.576923077,1.189452869,1,0,1,1,0,0,1,0,1,1,0,0,1,0,0,1,0,0,1,0,1,0,0,0,Helper T Cell,T Cells
+2812,33048.07407,987.0925926,662.3611111,1108.37037,31109.97222,700.962963,563.787037,1594.787037,16728.87037,567.3888889,504.6944444,1759.638889,21463.58333,1270.592593,7398.787037,4632.185185,7859.462963,1357.981481,342.9537037,2436.490741,16464.60185,421.1944444,254.0740741,428.5833333,20015.66667,410.6203704,129.1759259,6254.666667,15033.05556,1506.009259,641.9074074,2804.388889,13148.5463,612.962963,285.5185185,1927.601852,9262.75,827.5462963,432.962963,1312.462963,7188.768519,694.25,172.6296296,4276.064815,6332.444444,1322.490741,156.3148148,3374.453704,265.2037037,619.0462963,108,15.02202046,10.81202773,0.694238279,0.9,0.519230769,-0.483146318,1,0,0,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,1,B Cell,B Cells
+2813,31473.42623,1281.557377,660.9344262,1169.459016,30916.72131,930.147541,784.4918033,1949.540984,16479.65574,698.0655738,588.3278689,1805.885246,21617.54098,1586.967213,5875.442623,3550.885246,7557.672131,1570.885246,405.0,2403.0,16690.39344,507.9016393,440.7213115,463.442623,19474.95082,514.2295082,151.7213115,3407.163934,14617.85246,3353.852459,808.5901639,2845.262295,12930.36066,711.6229508,365.6393443,1455.04918,9897.52459,1139.016393,523.3934426,1355.622951,8053.409836,1610.918033,197.2131148,2189.278689,6910.114754,1650.704918,154.7868852,3485.737705,389.1803279,615.0655738,61,11.13108047,7.568384931,0.733274577,0.835616438,0.508333333,-0.977664909,1,1,0,1,1,1,0,0,1,0,0,0,1,1,0,1,1,1,1,1,1,1,0,1,NK Cell,Other Cells
+2814,35068.55556,1002.256944,864.9166667,1130.270833,31478.43056,779.0347222,977.2152778,1658.305556,18690.52083,676.2986111,1432.395833,1794.673611,24072.21528,1404.708333,3136.972222,2824.166667,8463.625,1439.645833,365.5972222,2453.423611,18722.08333,527.2291667,314.7430556,933.9097222,20525.125,649.2013889,132.9027778,1819.131944,15831.16667,1835.465278,675.7361111,2838.291667,13926.29861,662.5138889,311.8472222,1559.597222,11004.52778,1469.201389,472.3958333,1332.277778,8096.152778,674.1319444,177.7222222,2243.618056,7666.4375,1449.277778,194.8541667,3406.381944,490.0138889,616.3125,144,19.51796818,9.75448607,0.866158416,0.905660377,0.654545455,1.51298373,1,1,1,1,0,0,0,0,1,1,0,0,1,1,0,1,1,0,0,0,1,0,0,1,Helper T Cell,T Cells
+2815,31557.04505,943.8918919,661.8918919,1123.09009,28684.16216,745.7477477,646.3243243,1584.333333,16423.09009,651.4234234,554.3333333,1765.234234,21560.13514,1391.126126,1547.18018,2080.252252,7646.531532,1443.459459,359.1891892,2504.072072,15746.85586,519.2162162,260.1801802,523.0900901,19196.98198,466.1711712,135.4144144,1510.666667,13676.0991,1586.198198,683.3693694,2816.063063,12369.63063,712.6486486,291.6396396,1839.252252,9775.414414,987.5135135,459.5225225,1371.747748,7563.72973,710.6576577,177.9369369,2849.747748,6597.126126,1494.693694,2751.045045,3327.603604,525.972973,616.7207207,111,12.9161456,11.261992,0.489628182,0.940677966,0.656804734,-0.728649632,1,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,1,0,0,1,1,1,0,Macrophage,Other Cells
+2816,32396.51515,985.2222222,609.7979798,1100.131313,28724.64646,735.2727273,741.3333333,1514.757576,16690.15152,599.8282828,617.7575758,1754.393939,21972.44444,1349.373737,3519.272727,2554.222222,7437.010101,1366.060606,347.1515152,2435.434343,16219.31313,472.5252525,284.6767677,626.7171717,19128.10101,598.3333333,126.4646465,2858.636364,14582.16162,1564.777778,742.4949495,2801.323232,12833.59596,667.1010101,293.4747475,1879.40404,10004.45455,912.4343434,456.3434343,1332.10101,7695.020202,718.5959596,169.959596,3491.232323,7004.232323,1377.666667,218.5858586,3421.40404,556.6262626,616.6666667,99,13.16528571,9.770909951,0.670209165,0.942857143,0.6,-1.330541824,1,0,0,1,0,0,0,0,0,1,0,0,0,1,0,0,0,0,0,0,1,0,0,1,NK Cell,Other Cells
+2817,29546.85965,1084.552632,510.1754386,1069.149123,24816.2193,739.1578947,702.9473684,1480.105263,14954.34211,584.3508772,1084.745614,1703.640351,18844.71053,1345.45614,2989.114035,3014.964912,6568.245614,1241.105263,309.1491228,2467.666667,13058.7193,418.7017544,108.5789474,676.3684211,15537.45614,1071.850877,115.2894737,1643.096491,12204.57895,1496.938596,643.2982456,2795.008772,10598.30702,597.2894737,258.254386,1542.350877,8361.614035,1341.236842,390.9035088,1287.815789,6264.447368,608.9473684,147.8947368,2142.587719,5376.070175,1268.973684,573.3245614,3303.0,643.4736842,617.3157895,114,15.76322994,10.38647418,0.752225988,0.826086957,0.584615385,-1.436366266,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+2818,45693.31395,863.6976744,481.6744186,1093.395349,39898.89535,702.6046512,940.3488372,1519.348837,23999.94186,536.4651163,1713.05814,1806.174419,31766.02326,1322.418605,3717.860465,3517.069767,11418.75581,1338.453488,345.4651163,2477.255814,23822.72093,452.1162791,411.9302326,1292.895349,29087.77907,490.4069767,395.8372093,1838.953488,21598.93023,2233.651163,693.0,2791.5,19432.7093,633.9418605,277.5,1628.313953,15633.5814,1507.0,432.6511628,1308.546512,11187.36047,724.3953488,166.2906977,2073.116279,9802.360465,1389.953488,220.8139535,3226.895349,791.4651163,616.0,86,13.03121796,8.655176176,0.747565748,0.955555556,0.651515152,-0.612800538,1,0,1,1,0,0,0,0,1,0,1,0,1,1,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+2819,30256.72059,873.5441176,466.75,1093.617647,25886.70588,697.3529412,550.0588235,1569.573529,15182.19118,529.4852941,626.1029412,1769.294118,20374.61765,1281.588235,2640.161765,1966.779412,7580.794118,1293.691176,349.3823529,2360.514706,15306.85294,461.1176471,806.3235294,577.5147059,18486.14706,442.1617647,134.3235294,1328.426471,14476.98529,1698.705882,628.6764706,2859.558824,12752.30882,1151.75,278.8382353,1620.470588,9897.808824,1055.205882,424.0147059,1316.661765,6903.088235,919.8088235,164.6323529,2354.764706,6429.352941,1353.294118,1345.397059,3186.073529,857.3088235,615.7352941,68,10.88461673,8.091124459,0.668898112,0.957746479,0.68,0.766038886,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,1,0,1,0,Dendritic Cell,Other Cells
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+2830,59468.1,932.0857143,523.7571429,1151.257143,55244.81429,843.4857143,984.4714286,1814.6,30318.48571,611.0714286,1086.785714,1842.385714,38026.22857,1428.557143,4678.871429,5613.3,14542.32857,1517.514286,403.3428571,2367.4,28446.07143,1860.114286,154.8571429,1051.228571,35389.6,497.7428571,1119.4,3260.057143,26805.3,2182.542857,564.2571429,2857.0,23304.52857,665.1142857,350.0714286,2154.271429,15706.31429,1024.685714,504.7142857,1302.585714,10915.35714,681.3285714,191.2142857,4196.471429,9422.285714,1473.271429,175.1285714,3416.685714,185.1428571,618.9428571,70,11.01249076,8.575912297,0.627341704,0.864197531,0.636363636,1.130034322,1,0,1,1,1,1,0,1,0,0,1,0,1,0,0,0,1,0,0,1,1,1,0,1,Regulatory T Cell,T Cells
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+2832,25154.89873,897.8227848,575.8164557,1083.493671,23793.40506,732.6455696,749.0886076,1540.335443,13106.67089,563.2848101,891.1392405,1764.126582,17093.20253,1322.5,3801.398734,3004.28481,6168.379747,1394.740506,333.8860759,2461.85443,13272.51266,455.164557,141.2278481,1074.436709,15246.16456,760.9493671,160.4746835,2989.177215,10928.5443,1601.563291,696.7721519,2811.708861,9924.329114,816.056962,285.6518987,1952.151899,7883.791139,1318.740506,444.0379747,1333.613924,6184.240506,640.4810127,173.7405063,3227.582278,5348.132911,1392.5,817.7025316,3275.474684,507.556962,622.4556962,158,16.39770545,13.57936024,0.560542534,0.827225131,0.6171875,0.970464366,1,0,1,1,0,0,0,0,0,1,1,0,0,1,0,1,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells
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+2834,31825.23077,814.041958,517.7412587,1087.384615,28454.16084,710.7902098,458.7552448,1602.993007,15518.31469,492.1888112,626.020979,1796.104895,22035.2028,1281.93007,4536.769231,2586.27972,7864.496503,1250.363636,331.8881119,2405.797203,15406.86713,575.7762238,868.6643357,650.4825175,18732.06294,445.7272727,127.3706294,2770.993007,14748.45455,1539.258741,585.3356643,2848.636364,12253.08392,1058.573427,269.2727273,1686.027972,9452.405594,832.1538462,409.7552448,1312.307692,6522.748252,850.2797203,162.0979021,5576.034965,5827.398601,1238.867133,510.1538462,3287.839161,916.0769231,621.5944056,143,19.5127268,10.6499678,0.837918105,0.841176471,0.611111111,-0.151537594,1,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,1,0,0,0,Dendritic Cell,Other Cells
+2835,45244.41085,894.4496124,574.4573643,1110.418605,40449.67442,741.6666667,909.9069767,1740.651163,23059.9845,537.8992248,754.2945736,1731.333333,31937.45736,1355.96124,6214.914729,4112.51938,11615.5969,1377.457364,358.2635659,2442.395349,22608.92248,453.6744186,1234.139535,816.9069767,27597.47287,455.5581395,136.3875969,3624.945736,22322.50388,1864.837209,563.0387597,2804.348837,18892.71318,957.744186,287.9534884,1942.193798,14037.73643,948.2093023,431.5116279,1338.457364,8814.310078,932.4883721,170.5968992,4699.162791,8251.883721,1401.868217,417.2248062,3280.682171,975.4108527,621.2790698,129,14.59584357,11.54998135,0.611402346,0.908450704,0.614285714,-1.05101534,1,0,0,1,0,0,0,0,1,0,0,0,1,0,0,0,0,0,1,0,1,0,0,0,Dendritic Cell,Other Cells
+2836,28651.24658,818.3972603,498.1849315,1095.972603,25914.21233,669.4863014,620.2054795,1565.636986,14773.93151,512.5068493,815.8150685,1798.013699,20022.87671,1250.842466,4503.458904,4027.479452,7271.472603,1258.876712,316.6232877,2407.308219,15738.84932,409.3356164,205.8150685,918.8219178,19409.81507,483.3630137,119.0068493,3561.828767,13802.86301,1699.075342,856.8561644,2777.876712,12663.16438,607.260274,269.6712329,2009.541096,10106.69863,1121.582192,409.0547945,1308.136986,7479.527397,663.7671233,162.1369863,3912.178082,6615.232877,1337.794521,267.5205479,3229.869863,729.5890411,622.2191781,146,15.83288131,12.23904633,0.634388392,0.924050633,0.648888889,-0.807323983,1,0,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,T Cell,T Cells
+2837,30623.43541,837.1100478,508.507177,1062.708134,26925.28708,675.5933014,722.4449761,1508.732057,15368.62679,508.7464115,1741.669856,1832.330144,21453.5311,1226.564593,3860.760766,3981.588517,7566.569378,1266.746411,333.5502392,2742.090909,15458.99522,738.215311,663.5023923,1732.090909,19217.27273,886.1148325,207.2583732,2276.722488,14296.1244,2308.368421,719.2057416,2800.61244,12207.2488,618.937799,274.1578947,1677.148325,9743.746411,1481.952153,413.0574163,1313.947368,7020.148325,766.8421053,161.6602871,5023.023923,6202.30622,1277.282297,308.9856459,3234.478469,835.3205742,623.6267943,209,23.01656027,13.02597992,0.824446794,0.81640625,0.55,-0.557151891,1,0,1,1,0,0,1,0,1,1,1,0,1,1,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+2838,22997.55405,782.0337838,488.1824324,1102.324324,21503.02703,724.3378378,495.7094595,1609.243243,11506.97973,477.6418919,695.5675676,1825.695946,16969.89189,1316.689189,3930.560811,2020.655405,6063.574324,1193.743243,314.0337838,2392.054054,11624.25,11825.36486,701.8918919,597.1824324,14388.13514,556.0135135,123.2635135,1818.135135,10875.36486,1624.878378,720.7635135,2821.851351,9153.324324,1598.783784,251.8851351,1468.0,7294.182432,890.0810811,386.7905405,1302.574324,4965.945946,797.0067568,157.6824324,5427.290541,4469.574324,1212.25,319.2635135,3322.858108,905.5202703,622.1081081,148,15.216877,13.35316953,0.47953335,0.93081761,0.660714286,0.52936186,1,0,0,0,0,0,0,1,1,1,0,0,0,1,0,0,0,0,1,0,1,0,0,0,Dendritic Cell,Other Cells
+2839,32443.0,828.7916667,578.0833333,1091.6875,27374.34375,677.5,594.3541667,1614.40625,16337.35417,491.5833333,657.0416667,1765.291667,22552.36458,1245.395833,4577.5625,3404.822917,8260.302083,1249.041667,323.5520833,2485.53125,15477.96875,428.90625,1601.0625,800.78125,19211.16667,473.3125,126.0729167,3024.96875,15070.78125,1853.572917,825.03125,2782.260417,12635.0,651.4479167,272.5416667,1928.479167,9705.552083,1038.78125,403.2604167,1333.78125,6131.90625,1030.177083,158.59375,6425.520833,5706.09375,1237.947917,430.9479167,3256.083333,943.8333333,620.8645833,96,12.93198528,9.942798538,0.639425308,0.914285714,0.623376623,-1.499461796,1,0,0,1,0,0,0,0,1,0,0,0,1,1,0,0,0,0,1,0,1,0,0,0,Dendritic Cell,Other Cells
+2840,25286.26207,1167.213793,606.4827586,1083.344828,25681.82759,738.5448276,806.5448276,1615.565517,13996.27586,602.4,1636.937931,1816.903448,17883.66897,1322.8,4013.124138,3214.517241,6359.682759,1382.406897,341.3241379,2519.862069,14051.57931,422.5517241,522.8206897,950.4413793,15761.55862,567.6551724,128.8758621,3391.724138,11988.91034,2147.696552,600.0896552,2824.793103,10431.50345,801.6206897,289.5034483,1387.737931,8011.641379,1198.910345,449.1103448,1376.737931,6338.613793,724.2344828,172.5517241,4811.151724,5532.772414,1328.262069,180.9103448,3362.193103,359.4068966,623.662069,145,16.65623937,11.47457663,0.724851068,0.923566879,0.533088235,0.900940807,1,0,1,1,0,0,0,0,1,1,0,0,1,0,0,1,0,1,0,0,1,0,0,1,Helper T Cell,T Cells
+2841,20964.9375,839.4921875,516.375,1057.40625,19119.78906,751.5,593.8203125,1477.867188,11242.77344,526.3515625,758.265625,1773.039063,14229.15625,1288.789063,4507.140625,4370.9375,5173.640625,1298.46875,332.546875,2401.015625,12334.64844,463.5234375,1415.8125,708.5625,12390.09375,481.859375,137.4765625,3476.40625,9342.320313,1585.679688,935.2734375,2831.210938,8181.570313,638.40625,282.140625,1816.695313,6379.804688,886.1484375,429.90625,1331.0,5073.265625,991.171875,179.6171875,5121.03125,4527.046875,1381.703125,987.640625,3184.5,425.3515625,622.1328125,128,15.92933086,10.75856183,0.737457808,0.907801418,0.615384615,1.447235991,1,0,0,1,0,0,0,0,1,0,0,0,0,1,0,0,0,0,1,0,1,0,1,0,Dendritic Cell,Other Cells
+2842,18770.95902,1127.237705,785.5,1100.303279,15647.86066,630.6885246,533.5819672,1457.95082,9360.47541,583.5081967,544.1229508,1736.852459,12348.48361,1237.754098,3627.278689,1912.598361,4704.221311,1358.02459,328.8442623,2402.147541,9447.934426,558.3688525,311.3770492,470.5327869,11445.64754,444.8770492,115.9836066,2184.032787,8458.040984,1496.5,698.4754098,2795.622951,7402.57377,993.5655738,262.4344262,1509.47541,6007.147541,897.2540984,425.6803279,1331.52459,4633.032787,712.8196721,158.7131148,1952.016393,4185.336066,1277.942623,210.2377049,3272.532787,579.8934426,622.1311475,122,13.59217399,11.72817284,0.505439277,0.945736434,0.625641026,-0.400856791,1,0,0,0,0,0,0,0,1,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,Dendritic Cell,Other Cells
+2843,30681.71503,887.626943,516.4663212,1107.450777,27976.45596,723.0259067,513.7512953,1618.689119,15492.36269,524.9170984,477.4663212,1742.917098,21855.21762,1304.699482,5360.803109,3198.80829,7651.145078,1299.709845,369.3316062,2338.243523,15670.85492,451.6321244,836.6373057,526.8134715,19304.19689,450.1709845,133.6943005,3272.818653,14672.65803,1493.699482,546.642487,2792.720207,12693.25389,732.0362694,280.5181347,2361.393782,9684.036269,922.8911917,428.119171,1321.601036,7089.92228,844.9067358,168.9481865,3891.528497,6088.963731,1385.031088,1175.968912,3260.103627,882.6062176,627.1502591,193,24.02766863,10.45567265,0.900357315,0.901869159,0.670138889,-0.048715406,1,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,1,0,1,0,Dendritic Cell,Other Cells
+2844,28460.46207,783.5724138,529.537931,1077.882759,25525.51724,628.0068966,842.4758621,1660.317241,10748.34483,461.2689655,1941.42069,1810.165517,16842.8069,1168.813793,10953.24138,3810.413793,6449.841379,1158.358621,297.1931034,2442.117241,12160.33793,1420.096552,1659.089655,2008.634483,15242.43448,475.2413793,413.2827586,4179.296552,11425.24138,3159.22069,418.9517241,2820.434483,8728.848276,571.5517241,247.4206897,978.9724138,5569.241379,1374.165517,376.7517241,1292.917241,2648.751724,918.2206897,144.3034483,4212.717241,2975.993103,1057.475862,376.9241379,3184.965517,1123.586207,622.0275862,145,14.75828722,13.65257891,0.379775168,0.895061728,0.56640625,-0.784138476,1,0,1,1,0,0,0,1,1,0,1,0,1,0,0,1,0,0,1,0,1,0,0,0,Regulatory T Cell,T Cells
+2845,34709.64865,862.6621622,616.5675676,1102.743243,34175.44595,691.6891892,633.4189189,1661.351351,18127.87838,541.2972973,532.5135135,1791.148649,23459.37838,1274.094595,8768.824324,6536.716216,9154.891892,1330.094595,344.8378378,2355.135135,18488.60811,455.5,135.2567568,442.5675676,21300.43243,431.5135135,133.6081081,6284.675676,15923.83784,1466.662162,683.0810811,2799.662162,14069.56757,611.6486486,299.5135135,3717.297297,9832.175676,846.7702703,446.9594595,1303.418919,7369.932432,664.6486486,186.1891892,6937.621622,6146.581081,1346.77027,266.7027027,3348.567568,226.0135135,621.3378378,74,17.05567617,6.445549492,0.925841405,0.804347826,0.420454545,-1.067367069,1,0,0,1,0,0,0,0,0,0,0,1,0,1,1,0,0,0,0,1,1,0,0,0,B Cell,B Cells
+2846,30195.90123,823.8148148,509.7407407,1058.753086,28732.69136,648.6790123,777.0864198,1584.45679,16102.2963,529.3209877,1248.592593,1801.567901,20012.41975,1200.765432,5363.592593,4771.851852,7231.679012,1312.679012,330.7283951,2454.790123,15768.90123,420.4197531,402.0,892.9506173,18778.16049,824.0987654,267.4320988,4664.567901,14805.02469,1772.246914,707.5802469,2814.283951,12735.96296,591.2716049,279.691358,1911.506173,9062.333333,1564.469136,430.2098765,1310.888889,7141.45679,709.037037,174.1358025,5350.234568,6272.851852,1347.012346,693.2222222,3253.950617,297.2716049,622.4567901,81,11.87970544,9.403608322,0.611079604,0.861702128,0.613636364,0.941459002,1,0,1,1,0,0,0,0,1,1,1,0,0,1,0,1,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells
+2847,34460.47143,928.2,600.3,1106.992857,32278.48571,728.5357143,761.3214286,1660.621429,17923.62857,571.6428571,1086.957143,1805.885714,23506.52143,1339.821429,6660.435714,4795.707143,8321.228571,1396.15,358.2928571,2565.871429,17820.23571,739.7071429,383.8571429,648.45,20101.61429,811.2785714,132.7071429,6007.371429,15775.32143,1724.521429,716.8785714,2817.235714,13892.38571,792.8357143,300.45,1658.457143,10635.73571,1122.392857,450.8428571,1335.907143,8294.435714,983.8142857,177.4285714,4858.257143,7227.628571,1381.307143,212.8071429,3356.107143,380.6642857,623.8785714,140,14.09658958,13.09923035,0.369456089,0.921052632,0.622222222,-1.448628168,1,0,1,1,0,0,0,0,1,1,0,1,0,1,0,0,0,0,1,0,1,0,0,0,Cytotoxic T Cell,T Cells
+2848,39890.90141,923.1901408,533.0211268,1116.042254,33622.21127,761.6267606,695.0140845,1607.190141,20146.52817,553.2464789,1373.302817,1777.950704,27732.75352,1358.852113,4473.866197,3184.521127,10075.62676,1345.84507,360.0774648,2432.443662,20296.78169,458.4084507,546.5070423,1260.387324,24612.80986,496.1338028,463.8098592,1508.450704,19380.93662,2238.422535,817.5070423,2834.971831,17000.02817,661.3450704,289.6267606,1512.830986,13064.40141,1344.119718,437.7112676,1319.352113,9096.147887,834.9859155,171.1549296,3573.753521,8414.901408,1431.471831,1782.93662,3254.866197,854.7887324,623.8028169,142,18.99452153,10.19313878,0.843814021,0.865853659,0.633928571,0.991926694,1,0,1,1,0,0,0,0,1,0,1,0,1,1,0,1,0,0,1,0,1,0,1,0,Regulatory T Cell,T Cells
+2849,32509.99387,820.3619632,533.0981595,1122.134969,25027.28834,633.1349693,577.7852761,1725.239264,10757.17791,445.9447853,758.993865,1795.822086,16298.42331,1127.558282,4437.668712,2256.693252,6032.588957,1142.472393,303.0368098,2457.797546,11583.90798,7778.558282,1282.06135,951.7361963,13879.93252,462.8159509,119.1349693,5565.828221,10890.53374,1850.128834,462.5276074,2836.552147,8429.067485,570.8343558,242.7852761,1003.276074,5249.815951,923.4785276,366.6871166,1282.03681,2526.730061,854.0858896,145.0797546,4240.895706,2754.325153,1040.613497,418.7546012,3181.803681,1113.03681,626.5766871,163,20.33921165,10.37774677,0.860035926,0.915730337,0.597069597,0.251206996,1,0,0,1,0,0,0,1,1,0,0,1,1,0,0,0,0,0,1,0,1,0,0,0,B Cell,B Cells
+2850,32461.5,1237.058824,638.2745098,1113.872549,29485.76471,778.6372549,716.5686275,1591.372549,16788.85294,618.1764706,964.4803922,1771.205882,20888.65686,1331.431373,6947.284314,4374.137255,7363.95098,1364.519608,345.2156863,2461.715686,15601.67647,426.7254902,156.8137255,745.1960784,18386.47059,604.6862745,130.627451,4176.480392,14905.04902,1667.441176,525.1960784,2825.04902,12525.32353,594.3823529,285.2941176,1344.254902,8688.705882,1157.27451,441.7254902,1320.313725,6733.098039,624.0,168.2058824,3469.137255,6060.764706,1268.803922,154.8235294,3431.598039,286.0686275,623.6176471,102,13.08445422,10.06012581,0.639416023,0.953271028,0.772727273,-0.848799238,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,0,1,Cytotoxic T Cell,T Cells
+2851,30367.3,872.5909091,592.1272727,1086.427273,27386.68182,695.5,678.8727273,1544.545455,16232.66364,549.2,552.9,1756.790909,20850.52727,1283.418182,5609.318182,3528.072727,7469.372727,1368.509091,341.9363636,2441.736364,15064.45455,434.6727273,1301.0,507.4727273,18015.68182,544.7454545,128.1090909,4015.554545,13684.77273,1545.645455,672.2181818,2819.990909,12009.89091,602.4363636,284.2727273,1765.1,9141.9,876.8727273,437.4545455,1368.545455,6948.9,945.0454545,176.1909091,5346.709091,6297.5,1359.190909,203.3272727,3211.427273,410.9,623.8636364,110,14.49783251,9.929335095,0.728652014,0.909090909,0.705128205,-0.939644736,1,0,0,1,0,0,0,0,1,1,0,0,0,1,0,0,0,1,1,0,1,0,0,0,Dendritic Cell,Other Cells
+2852,35178.84862,1282.83945,568.0458716,1120.458716,30347.00459,912.0779817,670.5045872,1690.917431,17735.98624,660.6422018,1088.261468,1734.155963,24093.08257,1580.275229,2137.490826,2045.087156,8864.077982,1495.055046,390.0688073,2429.022936,17005.08257,563.9082569,153.6284404,1077.050459,21162.40367,800.5275229,250.4220183,1292.431193,15872.45872,2244.481651,601.8990826,2802.545872,14025.76147,684.7247706,331.087156,1484.752294,11204.29817,1430.018349,467.9862385,1314.527523,8690.866972,903.3027523,174.3027523,1611.587156,7889.623853,1619.197248,340.4311927,3403.091743,657.440367,626.5917431,218,22.44078711,13.63479303,0.794251001,0.841698842,0.637426901,-0.898771017,1,1,1,0,1,0,0,0,0,1,1,0,1,0,0,1,0,0,1,0,0,1,0,1,Regulatory T Cell,T Cells
+2853,37775.33766,900.2337662,517.1948052,1093.714286,32787.46753,715.1428571,850.5844156,1631.103896,20077.51948,540.1818182,1173.935065,1789.779221,25865.27273,1283.428571,4245.38961,2865.649351,9190.922078,1291.519481,381.8701299,2564.805195,18440.2987,659.5454545,371.0649351,857.7532468,22641.03896,874.4415584,129.5584416,3255.480519,17553.66234,1721.857143,553.5064935,2812.545455,15142.4026,666.4935065,280.987013,1639.792208,12037.33766,1360.025974,419.8051948,1294.948052,8136.896104,723.2077922,164.1558442,5046.623377,7453.467532,1347.077922,241.1948052,3322.350649,824.4935065,623.2337662,77,11.51511152,8.707806096,0.654332648,0.895348837,0.7,0.152863094,1,0,1,1,0,0,0,0,1,1,0,0,0,0,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
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+2857,34907.03704,841.0555556,527.5277778,1107.064815,30396.16667,735.7037037,906.9722222,1636.574074,18477.75,514.3796296,1729.361111,1892.055556,25093.13889,1230.712963,5413.833333,3679.212963,9183.611111,1259.972222,335.3055556,2531.722222,17708.73148,540.4537037,268.9166667,1661.111111,22231.4537,979.5925926,185.9537037,3125.675926,17416.82407,2056.305556,697.712963,2846.435185,15048.37963,639.0185185,279.1666667,1982.185185,11491.87963,1551.287037,425.4814815,1299.092593,7771.37037,666.7962963,166.0555556,5741.509259,7250.648148,1328.824074,339.0277778,3283.888889,891.9722222,626.4537037,108,16.39389462,8.973678917,0.836884627,0.870967742,0.675,-0.123754843,1,0,1,1,0,0,0,0,0,1,1,0,1,1,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+2858,29735.92742,819.0725806,524.2822581,1073.798387,25847.17742,675.6935484,505.6290323,1557.83871,14479.64516,478.0322581,747.5564516,1754.854839,19867.23387,1344.766129,5008.927419,2226.612903,7175.532258,1221.943548,322.4596774,2372.943548,13781.30645,785.9274194,923.7177419,759.7822581,16747.70968,430.4032258,152.3951613,2690.91129,13491.95968,1571.072581,595.5645161,2867.258065,11288.33065,1633.895161,263.6290323,1592.483871,8564.814516,872.4596774,398.6129032,1307.169355,5719.193548,871.3629032,155.2419355,4714.58871,5240.008065,1226.370968,255.1451613,3242.266129,924.0322581,627.5967742,124,17.25388367,9.3295354,0.841202066,0.939393939,0.688888889,-0.159747457,1,0,0,1,0,0,0,1,1,0,0,0,0,0,0,0,0,0,1,0,1,0,0,0,Dendritic Cell,Other Cells
+2859,47479.38462,910.4769231,516.3846154,1144.984615,45524.44615,755.1076923,507.0153846,1715.415385,25101.92308,593.2307692,523.6461538,1759.984615,32722.50769,1353.830769,5172.723077,4676.646154,11730.87692,1464.861538,377.6769231,2345.276923,24558.75385,475.5846154,136.9846154,426.7538462,29441.56923,437.0,143.0153846,3075.846154,22860.58462,1544.292308,565.7846154,2852.738462,20066.81538,656.6923077,338.2307692,3191.953846,13669.76923,890.9384615,467.0461538,1297.261538,9811.446154,680.3538462,176.9076923,3115.2,8671.984615,1449.646154,185.7076923,3349.446154,215.5230769,624.9692308,65,9.862238192,9.162060819,0.370069148,0.855263158,0.65,-0.149186759,1,0,0,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,Follicular Dendritic Cell,B Cells
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+2870,40070.74126,883.2237762,507.1748252,1092.86014,36232.7972,728.3986014,652.6853147,1565.944056,20695.8042,542.2027972,991.3356643,1763.776224,28959.88811,1286.314685,3804.601399,3526.216783,10161.75524,1307.643357,340.4055944,2458.538462,21273.83916,450.2377622,640.972028,971.8741259,25967.07692,606.6853147,169.2097902,2353.937063,19809.77622,1903.979021,662.1608392,2801.160839,17086.23077,651.2517483,282.6993007,1684.496503,13409.62238,1104.734266,431.4335664,1308.433566,9573.181818,802.7552448,164.7412587,4152.853147,8548.412587,1351.258741,381.3636364,3243.461538,845.3566434,629.5174825,143,14.59641863,13.02535243,0.451311805,0.940789474,0.635555556,0.843677614,1,0,1,1,0,0,0,0,1,1,1,0,1,1,0,0,0,0,1,0,1,0,0,0,Regulatory T Cell,T Cells
+2871,35090.12977,871.3231552,571.0763359,1116.139949,31493.32316,709.9745547,827.4529262,1674.244275,16603.2799,504.2849873,1550.641221,1767.320611,23417.58524,1251.641221,7443.37659,4872.524173,8656.414758,1320.875318,339.3129771,2729.610687,16487.67939,453.7175573,923.2849873,853.7862595,20879.9313,704.9414758,227.2290076,4889.236641,15845.13486,1886.821883,615.5114504,2798.664122,13347.53435,697.4300254,286.6666667,2179.071247,9733.366412,1288.043257,420.0687023,1313.351145,6100.547074,833.8193384,166.9770992,6877.984733,5796.26972,1296.045802,480.5547074,3263.399491,1002.234097,632.1068702,393,24.67887612,21.76745889,0.471197059,0.897260274,0.581360947,-1.490720731,1,0,1,1,0,0,1,0,1,1,1,0,1,0,0,1,0,0,1,0,1,0,0,0,Regulatory T Cell,T Cells
+2872,55658.61493,944.519403,549.2835821,1151.868657,52852.2,810.6328358,768.2597015,1796.101493,28817.11343,607.6716418,662.5432836,1779.385075,36758.47463,1425.39403,5855.423881,5585.862687,13932.15821,1513.844776,394.9104478,2439.949254,27708.24776,636.6328358,150.5552239,566.6477612,34186.0209,475.8686567,226.0597015,4701.665672,25919.4597,1773.504478,691.358209,2825.340299,22581.37015,662.2447761,344.2716418,2690.256716,14777.28955,943.4597015,488.3522388,1313.537313,10205.52239,678.3373134,192.5402985,3675.459701,8882.868657,1484.874627,160.9492537,3340.071642,180.3373134,631.6716418,335,22.68779436,19.25846684,0.528638555,0.925414365,0.634469697,1.460635804,1,0,0,1,1,0,0,0,0,0,1,0,0,1,0,0,1,0,0,1,1,1,0,0,Macrophage,Other Cells
+2873,20298.40157,922.3779528,621.8188976,1079.173228,15568.20472,639.7086614,618.2598425,1535.228346,8591.299213,515.1417323,679.3228346,1736.220472,11400.22835,1199.834646,4161.23622,2132.653543,4282.086614,1478.488189,317.2913386,2391.480315,10301.73228,439.0944882,277.6141732,677.9606299,10714.77953,439.9685039,119.2598425,2771.968504,8122.88189,1660.362205,578.5511811,2817.102362,7182.070866,715.6535433,273.519685,1424.92126,5528.889764,923.3464567,419.1574803,1327.212598,4276.456693,630.2283465,163.7716535,3806.795276,3809.173228,1297.173228,207.8346457,3225.055118,352.3464567,630.9212598,127,17.63205836,10.83757384,0.788798671,0.869863014,0.533613445,0.392347334,1,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Macrophage,Other Cells
+2874,40109.71429,931.6984127,504.952381,1083.333333,34170.7619,756.4285714,863.031746,1566.0,21779.93651,576.047619,1042.52381,1715.619048,28099.20635,1407.15873,1988.84127,2002.111111,9971.793651,1449.555556,369.1269841,2411.174603,18831.22222,462.3333333,583.5873016,916.4126984,22912.98413,445.4444444,510.3492063,1535.190476,17745.4127,1758.507937,700.031746,2851.206349,15759.33333,657.952381,322.5555556,1563.190476,12139.65079,1160.142857,479.2380952,1317.380952,8981.365079,769.047619,188.1428571,1605.952381,8589.603175,1509.857143,1191.571429,3290.761905,457.6984127,626.6666667,63,10.17782547,8.363056699,0.569929118,0.913043478,0.636363636,-0.171939107,1,0,1,0,0,0,0,0,1,0,1,0,0,1,0,1,1,0,0,1,0,1,1,0,T Cell,T Cells
+2875,27822.88525,959.7377049,593.8114754,1079.5,25202.46721,750.0245902,1190.770492,1567.647541,14982.0,585.0491803,2232.516393,1812.622951,19679.7377,1335.270492,3732.606557,3328.770492,6577.92623,1350.040984,335.9672131,2791.254098,14209.59836,465.3278689,132.9262295,1845.959016,16955.40984,451.5409836,131.0491803,2136.040984,12701.14754,2072.327869,696.4098361,2818.377049,11338.92623,781.4836066,300.3934426,1713.434426,8815.590164,1277.204918,436.647541,1332.803279,6653.278689,636.7295082,172.5983607,2900.57377,6067.032787,1371.336066,406.4836066,3304.114754,533.7213115,628.6065574,122,14.00769864,11.54035107,0.566796621,0.924242424,0.67032967,0.486411595,1,0,1,1,0,0,1,0,0,0,0,0,1,1,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
+2876,36212.44,958.2,721.6133333,1152.44,31684.88,778.5866667,866.92,1678.453333,18733.52,569.1866667,1677.733333,1813.546667,24483.85333,1370.333333,2446.973333,3880.426667,9045.266667,1380.186667,339.1333333,2688.68,18189.94667,511.0933333,129.0533333,1040.826667,21897.21333,1446.413333,144.28,1096.6,17061.37333,1803.693333,641.3733333,2795.28,14868.61333,821.6533333,286.7333333,1582.28,11959.04,2005.2,421.6,1329.186667,9262.133333,655.52,160.4,4037.546667,8322.853333,1447.666667,256.7066667,3295.146667,639.8133333,625.5733333,75,13.18826144,7.595582349,0.817495437,0.925925926,0.595238095,-1.20997478,1,0,1,1,0,0,1,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+2877,39670.47945,887.4794521,532.8493151,1119.863014,35172.87671,712.8356164,424.0410959,1568.054795,20482.79452,551.4794521,549.739726,1769.164384,27176.21918,1314.630137,3886.945205,3121.876712,9872.876712,1344.739726,345.9452055,2359.232877,20805.17808,434.6986301,150.369863,521.5616438,25769.68493,423.3287671,127.3424658,3391.589041,18568.39726,1484.041096,962.9863014,2792.150685,17145.46575,634.5479452,277.6027397,1959.205479,13254.67123,968.1506849,421.6849315,1305.534247,9688.767123,651.2465753,163.2191781,2578.09589,8464.273973,1387.821918,355.6986301,3239.958904,754.3150685,625.3287671,73,12.29705796,8.657027313,0.710208153,0.890243902,0.561538462,1.49161951,1,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,Activated APC,Other Cells
+2878,38911.58036,878.6919643,523.6964286,1091.96875,36945.02679,739.2142857,843.0089286,1622.075893,20131.37054,528.6428571,1593.776786,1796.084821,28392.30357,1265.200893,5798.258929,3571.808036,10083.26786,1335.508929,328.7098214,2500.464286,19907.33036,435.7857143,475.6785714,1286.90625,24127.65625,462.3035714,450.0267857,2583.254464,18905.92411,2004.446429,516.6875,2797.933036,15867.90625,777.4642857,277.5535714,1492.665179,11960.48214,1229.245536,420.3616071,1299.991071,7762.741071,694.375,163.7321429,3955.973214,7110.861607,1277.370536,614.2946429,3342.482143,965.0491071,634.2946429,224,22.50492693,13.37484069,0.8042381,0.875,0.608695652,-0.313456749,1,0,1,1,0,0,0,0,1,0,1,0,1,0,0,1,0,0,0,0,1,0,1,0,Regulatory T Cell,T Cells
+2879,38554.10929,999.0874317,601.2349727,1125.836066,36102.68306,761.8142077,552.3661202,1712.661202,20093.49727,609.9453552,654.5464481,1787.284153,25761.74317,1351.191257,5599.15847,4505.344262,9374.994536,1444.945355,358.4972678,2410.693989,20885.74863,493.0163934,392.9508197,529.0874317,22227.98907,479.4918033,144.8579235,7249.065574,17052.77596,1633.978142,737.8360656,2823.295082,14841.79781,648.9016393,307.7322404,1855.759563,11097.44262,937.0819672,459.7486339,1315.989071,8837.568306,708.6120219,188.8032787,4013.770492,7444.73224,1417.601093,149.6393443,3394.147541,323.7486339,629.4590164,183,18.84420845,12.58805256,0.744155494,0.905940594,0.687969925,-1.326986731,1,0,0,1,0,0,0,0,1,0,0,1,0,1,0,0,0,0,0,1,1,0,0,1,B Cell,B Cells
+2880,30317.42268,909.8969072,754.0927835,1116.556701,25627.84536,669.0103093,584.0412371,1555.082474,14399.25773,538.7938144,872.0824742,1790.484536,18912.89691,1267.360825,6189.371134,1995.701031,6865.628866,1416.938144,337.0721649,2381.463918,15398.09278,479.7835052,277.7113402,570.6082474,18388.97938,519.1134021,145.8659794,3898.134021,14439.90722,1842.237113,627.3402062,2832.628866,12711.02062,641.4639175,291.6907216,1485.57732,9122.412371,1039.85567,440.3917526,1318.989691,6822.814433,668.8659794,169.742268,2466.247423,6070.886598,1334.958763,215.7731959,3318.185567,343.9793814,632.0618557,97,16.73322343,8.343975992,0.866805002,0.836206897,0.538888889,-0.038359288,1,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
+2881,32849.68182,861.8409091,536.2840909,1105.272727,30503.43182,710.7613636,818.8977273,1563.659091,17058.96591,518.7840909,1359.590909,1839.204545,23739.01136,1276.795455,5415.920455,4582.965909,8290.215909,1278.397727,364.7272727,2506.852273,17137.09091,426.2386364,1478.079545,1447.488636,21172.25,680.8181818,151.8863636,2308.102273,15677.57955,2170.636364,551.5568182,2791.988636,13714.70455,653.3181818,272.9659091,1785.261364,10880.39773,1506.045455,415.8181818,1334.465909,8011.75,1010.181818,161.3181818,4177.034091,7007.784091,1344.306818,376.9204545,3270.511364,814.5340909,629.9886364,88,14.93998876,8.347764107,0.829334096,0.862745098,0.483516484,-0.814376969,1,0,1,1,0,0,0,0,1,1,0,0,1,0,0,1,0,0,1,0,1,0,0,0,Helper T Cell,T Cells
+2882,17791.54135,803.2556391,445.5488722,1086.323308,15688.40602,645.5488722,410.8496241,1498.075188,8944.172932,495.7218045,399.3984962,1744.969925,12434.64662,1235.150376,1520.699248,909.7969925,4584.804511,1194.526316,324.4511278,2306.526316,8882.992481,400.4586466,191.0526316,459.8496241,11072.4812,431.2556391,122.4962406,978.6165414,8788.451128,1328.037594,444.5037594,2827.285714,7816.804511,653.8270677,258.1729323,1384.330827,6032.533835,771.3684211,402.6917293,1316.345865,4262.007519,651.2781955,160.481203,2314.428571,3989.082707,1300.639098,2845.353383,3158.090226,870.924812,629.9774436,133,16.31964576,10.60177521,0.760248236,0.936619718,0.633333333,0.890229092,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Unknown,Other Cells
+2883,39231.18868,837.8490566,535.0849057,1103.877358,33838.67925,658.3301887,781.4716981,1643.839623,18185.15094,479.6792453,827.5471698,1771.707547,25208.73585,1187.226415,4666.773585,3023.292453,9559.764151,1260.358491,327.5377358,2414.641509,17692.41509,749.0188679,326.2169811,755.1320755,22615.5283,438.3396226,121.9150943,5525.509434,17322.42453,1781.471698,504.0283019,2809.169811,14082.93396,811.0660377,275.8773585,2127.839623,10159.4717,881.9339623,396.8679245,1294.518868,5618.311321,661.9528302,152.5754717,2911.716981,5831.301887,1214.471698,880.9339623,3333.160377,1037.45283,628.8867925,106,12.89985574,11.11493347,0.507532889,0.929824561,0.741258741,-0.40359961,1,0,1,1,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,1,0,1,0,T Cell,T Cells
+2884,36154.74308,877.4624506,570.2055336,1116.355731,18528.36364,549.6205534,771.6798419,1459.422925,7806.731225,415.6442688,1718.134387,1721.01581,12648.75099,1038.750988,7145.537549,2985.940711,4851.051383,1078.086957,277.1976285,2561.948617,8946.110672,392.972332,938.4189723,1346.454545,10888.97628,413.1541502,212.2885375,1938.268775,8382.490119,2596.640316,357.0632411,2801.213439,6589.375494,533.312253,216.4782609,889.2766798,3896.628458,1023.114625,345.3833992,1293.592885,1908.84585,746.6916996,137.7628458,2190.27668,2211.16996,980.7391304,528.055336,3053.758893,1133.067194,630.6640316,253,26.70782425,12.46559116,0.88439495,0.893992933,0.608173077,-1.245825831,0,0,1,1,0,0,0,0,1,0,1,0,1,0,0,0,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+2885,41295.47222,881.4722222,568.3055556,1107.895833,40891.90278,738.6805556,565.6805556,1687.715278,22017.22917,577.6805556,503.2777778,1772.916667,28016.45139,1303.638889,6897.284722,4528.0,10464.68056,1396.263889,354.1041667,2354.493056,21876.96528,457.9444444,211.875,444.0277778,25717.0625,430.3611111,133.9097222,4869.625,19461.47917,1533.305556,578.0625,2815.256944,17245.40972,623.2291667,311.7083333,2433.298611,11663.71528,860.375,453.8125,1311.9375,8631.673611,690.6805556,176.3888889,5014.770833,7318.527778,1389.451389,218.8125,3344.159722,226.2291667,631.9236111,144,14.83783029,12.93636714,0.48977241,0.87804878,0.6,1.56549261,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Unknown,Other Cells
+2886,29553.75758,950.9242424,661.0454545,1115.151515,25008.72727,773.0454545,611.969697,1602.333333,15438.65152,572.1818182,651.4090909,1785.484848,19986.5,1417.575758,7227.454545,3612.681818,6592.560606,1326.439394,340.8636364,2390.378788,13747.33333,481.8333333,270.2121212,587.2727273,16459.27273,477.3333333,126.6515152,3215.909091,12933.43939,1903.090909,692.1515152,2814.636364,11320.13636,704.7272727,292.6212121,1633.606061,8675.954545,1024.409091,438.3030303,1331.5,6774.924242,734.4545455,168.7121212,2197.560606,6089.030303,1384.651515,305.5454545,3308.166667,586.0757576,629.2424242,66,10.78829467,8.394006582,0.628182387,0.956521739,0.5,-0.999013065,1,0,0,1,0,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,1,0,0,0,Activated APC,Other Cells
+2887,29696.77828,1075.180995,623.6651584,1094.244344,27249.64253,669.2760181,480.9954751,1518.289593,15276.75113,554.0859729,522.0904977,1758.606335,19065.03167,1220.022624,7555.728507,3878.841629,7039.782805,1326.819005,331.1085973,2336.348416,14449.01357,405.4343891,306.1085973,421.3755656,17631.33032,392.6063348,122.3665158,5166.457014,13494.70588,1517.0181,647.9502262,2812.090498,11503.84615,632.0045249,276.3031674,1676.262443,8022.20362,816.2262443,416.1764706,1293.063348,6258.524887,715.4117647,166.1085973,4120.39819,5571.79638,1245.723982,178.7058824,3359.678733,271.2171946,634.4343891,221,22.22167779,13.2998006,0.801118555,0.873517787,0.612188366,-0.764749608,1,0,0,1,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,1,0,0,1,B Cell,B Cells
+2888,28126.1773,1022.06383,659.9148936,1131.255319,25305.61702,824.4397163,614.1985816,1629.184397,14874.7234,628.5673759,776.6312057,1810.106383,19320.07801,1438.531915,5480.347518,3476.70922,6582.163121,1428.056738,389.1276596,2428.921986,13877.92199,487.3333333,195.9148936,695.2907801,16388.60284,465.6028369,150.2695035,4747.609929,12132.04965,1895.602837,738.6099291,2815.602837,11037.19149,648.8794326,311.6808511,1852.758865,8561.219858,1283.957447,457.2978723,1336.326241,6421.780142,681.7588652,178.1347518,4009.319149,5639.22695,1454.29078,286.141844,3321.255319,521.1985816,630.7588652,141,16.71596412,11.63912173,0.717762713,0.88125,0.592436975,1.003784357,1,1,0,1,0,0,0,0,0,0,0,0,1,1,0,1,0,0,0,0,1,0,0,0,Macrophage,Other Cells
+2889,30587.5969,1027.232558,736.0775194,1150.930233,27345.96124,777.8449612,652.0852713,1646.232558,16351.68217,604.0852713,601.6744186,1795.689922,21138.41085,1419.062016,4181.51938,3273.27907,7142.906977,1414.527132,360.9612403,2389.550388,15065.29457,534.6744186,172.1782946,485.7364341,18114.4031,461.0077519,153.6511628,3961.209302,13852.00775,1632.015504,863.1085271,2828.271318,12265.25581,867.496124,311.9767442,1793.914729,9267.100775,906.1705426,466.8294574,1345.217054,7198.317829,656.0465116,180.4573643,2442.372093,6484.775194,1429.403101,281.1627907,3380.813953,556.4031008,630.5581395,129,15.44046802,10.8588565,0.710920386,0.934782609,0.708791209,-0.90449872,1,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,1,0,0,1,0,0,1,NK Cell,Other Cells
+2890,24383.41085,903.8527132,544.6434109,1078.883721,22285.81395,704.372093,723.1937984,1496.899225,12428.03101,524.3333333,1355.651163,1797.379845,17213.03876,1250.666667,2096.317829,3400.612403,6341.27907,1304.023256,321.7906977,2498.844961,12922.86047,2322.395349,461.2868217,1307.015504,15479.32558,1271.410853,193.8837209,1205.023256,11568.27132,1573.379845,631.9302326,2808.813953,10161.72868,961.7674419,257.255814,1583.178295,8170.821705,1694.643411,398.255814,1306.418605,6474.457364,969.9534884,156.0465116,5265.744186,5713.348837,1319.968992,334.3100775,3234.046512,642.379845,634.3023256,129,19.04528896,9.21840058,0.875054036,0.889655172,0.597222222,-0.580346778,1,0,1,1,0,0,0,1,1,1,1,0,0,0,0,1,0,0,1,0,1,0,0,0,Cytotoxic T Cell,T Cells
+2891,36667.02326,873.7906977,531.3100775,1103.930233,33185.13178,715.4341085,498.6124031,1591.418605,18772.10078,640.5968992,612.5658915,1766.984496,25563.79845,1277.992248,4800.023256,3202.325581,8931.728682,1308.410853,341.627907,2366.751938,19648.39535,429.1162791,813.8527132,557.4883721,23827.42636,518.0077519,127.1317829,3245.193798,17223.72093,1565.217054,698.9767442,2804.224806,15620.07752,635.9922481,285.4651163,1897.829457,12103.31008,993.9302326,410.7596899,1326.658915,9025.976744,849.2635659,165.5581395,4041.96124,7782.48062,1356.48062,256.627907,3262.093023,746.0077519,632.627907,129,16.65585079,10.91449089,0.755373315,0.895833333,0.542016807,-0.556896578,1,1,0,1,0,0,0,0,1,0,0,0,0,1,0,0,0,0,1,0,1,0,0,0,Macrophage,Other Cells
+2892,42439.26316,899.6165414,639.3458647,1118.18797,37450.94737,726.8345865,698.4285714,1733.609023,21401.34586,533.2481203,599.5488722,1749.180451,29390.88722,1345.819549,5794.120301,5373.172932,10588.94737,1358.917293,353.1052632,2449.819549,20422.28571,466.8195489,897.2857143,629.3609023,24782.96241,445.4661654,134.9774436,4532.345865,19233.54135,1606.518797,816.1654135,2804.473684,16238.54135,733.556391,282.2857143,2086.842105,12326.87218,1060.142857,427.0676692,1313.729323,7986.887218,833.2481203,169.3533835,5090.075188,7384.616541,1319.879699,313.7744361,3354.330827,945.9323308,630.8646617,133,15.37181615,11.56490182,0.658769843,0.898648649,0.639423077,-1.228948762,1,0,0,1,0,0,0,0,1,0,0,0,0,1,0,0,0,0,1,0,1,0,0,0,Dendritic Cell,Other Cells
+2893,35589.10811,874.2342342,642.5675676,1111.954955,33932.85586,729.4594595,717.5495495,1731.801802,17226.27027,514.8738739,1016.666667,1776.342342,24392.94595,1257.90991,7560.531532,4296.765766,9024.126126,1310.756757,338.3693694,2396.27027,17291.8018,484.6846847,1025.837838,726.5855856,22008.01802,462.027027,163.5225225,5975.144144,16471.0991,2093.414414,519.6936937,2784.0,13361.27027,874.7837838,282.8018018,2325.927928,9806.234234,1002.765766,414.1351351,1303.792793,5763.666667,854.2882883,163.3153153,4790.594595,5667.126126,1296.918919,821.5135135,3286.486486,1026.459459,630.5855856,111,12.23026202,11.80501068,0.261403626,0.932773109,0.770833333,1.526524631,1,0,1,1,0,0,0,0,1,0,1,1,1,0,0,0,0,0,1,0,1,0,1,0,Regulatory T Cell,T Cells
+2894,19074.66667,851.8425926,479.2592593,1057.444444,18020.59259,721.1203704,596.8425926,1439.787037,10133.07407,528.75,471.8796296,1717.675926,13063.83333,1290.25,2205.685185,2999.296296,4911.666667,1321.842593,350.7222222,2386.962963,10317.25,451.3333333,2113.037037,483.3796296,10812.26852,437.962963,126.9444444,2259.925926,8236.62037,1585.314815,731.5925926,2802.842593,7352.166667,704.6111111,274.6111111,1849.101852,5623.481481,820.962963,428.2314815,1385.175926,4517.842593,1163.101852,169.2222222,3391.935185,4020.805556,1378.388889,734.25,3123.574074,419.3333333,631.2314815,108,15.58248957,9.303273736,0.802216045,0.9,0.6,-1.169422141,1,0,0,1,0,0,0,0,1,0,0,0,0,1,0,0,0,1,1,0,1,0,1,0,Dendritic Cell,Other Cells
+2895,22953.84375,930.6197917,648.4427083,1109.026042,21829.84896,721.9114583,687.9427083,1584.458333,12089.96875,557.4791667,590.75,1771.84375,16071.41667,1351.177083,3742.760417,2832.0,5492.838542,1424.640625,338.2395833,2376.666667,12904.58854,464.671875,1220.234375,567.0,14117.32813,438.015625,136.6875,2474.541667,10576.90625,1612.979167,951.546875,2824.770833,9459.755208,764.1354167,297.3177083,1931.890625,7365.520833,965.78125,449.828125,1336.5,5774.401042,888.8645833,175.9947917,2848.578125,4999.390625,1468.354167,2386.635417,3318.192708,451.3489583,635.9114583,192,20.37545997,12.27871518,0.798026223,0.932038835,0.685714286,0.275282776,1,0,0,1,0,0,0,0,1,0,0,0,0,1,0,0,0,0,1,0,1,1,1,0,Dendritic Cell,Other Cells
+2896,46478.01667,988.2083333,591.1083333,1136.741667,41481.425,730.0166667,666.7166667,1887.941667,24025.08333,558.4,614.625,1931.733333,32715.34167,1351.125,5943.575,4426.041667,11640.66667,1364.058333,346.6583333,2350.608333,25077.24167,459.1083333,123.8083333,717.0916667,30456.83333,450.175,134.4916667,4428.433333,22026.3,1628.225,768.3333333,2798.558333,20086.73333,634.675,300.0916667,2076.433333,15735.025,1073.716667,430.05,1294.8,11282.63333,652.7083333,171.95,2918.05,9928.7,1432.416667,146.2416667,3274.316667,760.2333333,633.3166667,120,14.94757003,11.67167203,0.624730101,0.863309353,0.5,-1.208262421,1,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,Activated APC,Other Cells
+2897,40915.42424,994.2424242,803.020202,1170.525253,34800.86869,763.1111111,805.8484848,1706.555556,21265.40404,572.8484848,729.5757576,1758.717172,28201.10101,1427.939394,1841.393939,1886.494949,9776.747475,1412.151515,353.3030303,2414.444444,20682.07071,497.6666667,160.1414141,584.1717172,25321.87879,699.040404,136.5959596,1648.262626,18658.90909,1543.181818,518.5555556,2808.272727,16726.59596,819.0707071,301.979798,1985.737374,13259.09091,1063.474747,459.8080808,1324.131313,9451.747475,662.5555556,176.0808081,2221.555556,8035.131313,1489.030303,459.010101,3352.212121,799.4343434,631.4141414,99,16.20048963,8.644706669,0.845732097,0.853448276,0.507692308,0.982585684,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,1,0,0,Granulocyte,Other Cells
+2898,30457.11024,888.6850394,531.5826772,1061.874016,27969.55118,711.1102362,682.1811024,1535.795276,15602.51969,530.6535433,1751.165354,1879.80315,22222.14173,1218.307087,4202.440945,2926.377953,7866.212598,1246.188976,314.8425197,2499.212598,15340.97638,1804.125984,379.9212598,1475.007874,19333.71654,531.8582677,307.5275591,1606.488189,14582.08661,2490.322835,699.8346457,2818.519685,12520.3622,943.7322835,253.4724409,1369.188976,9766.913386,1485.259843,402.1259843,1311.346457,6612.141732,682.4251969,155.5354331,3915.031496,6078.165354,1218.031496,335.519685,3330.80315,900.1653543,632.992126,127,14.50085103,11.8226496,0.579028512,0.907142857,0.564444444,-0.904955948,1,0,1,1,0,0,0,1,1,1,1,0,1,1,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+2899,61224.83333,1019.757576,591.030303,1203.181818,61339.54545,840.9242424,722.3030303,1924.106061,30691.86364,632.6515152,551.8636364,1733.378788,41760.54545,1524.409091,5803.484848,5984.636364,15798.30303,1586.954545,408.4242424,2351.969697,31905.5,530.6666667,163.969697,458.3787879,38743.60606,557.5151515,158.8030303,4760.757576,28359.16667,1690.878788,566.9393939,2831.575758,24562.10606,710.5151515,377.5151515,5578.181818,14592.10606,992.7121212,497.8636364,1324.318182,10264.07576,690.6666667,194.1515152,2715.772727,8848.0,1517.106061,158.3484848,3405.848485,146.9545455,630.469697,66,10.9964519,7.885544407,0.696971346,0.916666667,0.75,-1.481210748,1,1,0,1,1,1,0,0,0,1,1,0,0,0,1,0,1,0,0,1,1,1,0,1,Follicular Dendritic Cell,B Cells
+2900,22123.6135,785.5644172,563.809816,1061.435583,21336.70552,629.1595092,575.1349693,1523.595092,11468.51534,497.809816,1038.91411,1819.404908,15114.83436,1168.533742,6940.803681,4984.944785,5409.159509,1270.447853,312.6380368,2451.693252,11647.73006,581.993865,1089.564417,751.0122699,13896.23313,711.8834356,123.2944785,6363.447853,10721.99387,1742.570552,709.7300613,2807.791411,9250.478528,608.6319018,265.9509202,2065.668712,6529.779141,1311.196319,416.9386503,1312.871166,5114.355828,847.0245399,168.6196319,5877.674847,4473.466258,1276.797546,1032.552147,3272.907975,293.5030675,633.3619632,163,15.81371237,13.80946192,0.487256854,0.895604396,0.646825397,-1.41332419,1,0,1,1,0,0,0,0,1,1,0,1,0,1,0,1,0,0,1,0,1,0,1,0,Cytotoxic T Cell,T Cells
+2901,33957.53211,941.8715596,628.1834862,1108.33945,27454.97248,685.3853211,716.733945,1610.715596,16191.33028,538.8990826,1359.229358,1792.321101,19906.9633,1239.678899,4855.917431,2591.541284,7214.12844,1338.458716,325.7889908,2600.954128,15392.26606,405.0458716,290.440367,770.2110092,16940.88073,1006.752294,123.3761468,3859.330275,13356.74312,1637.954128,604.5321101,2853.513761,11698.21101,753.853211,284.7981651,1385.486239,8747.844037,1246.752294,434.4678899,1393.926606,6639.018349,674.9908257,170.6238532,4823.944954,6104.651376,1324.504587,191.1009174,3219.972477,372.0733945,632.6697248,109,12.6804063,11.19713358,0.469323309,0.973214286,0.644970414,-0.688012834,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,1,0,1,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+2902,36008.4902,912.0686275,535.5588235,1123.166667,33899.37255,753.754902,1064.245098,1619.117647,19522.5098,579.4313725,838.0882353,1818.696078,25754.57843,1382.303922,3884.617647,2897.686275,9072.588235,1467.911765,359.872549,2680.656863,18906.59804,1794.911765,1756.568627,693.2647059,22563.18627,502.9019608,147.1764706,1786.627451,17004.35294,1934.431373,981.1470588,2851.0,15023.23529,653.1568627,317.8921569,1643.843137,11558.95098,1305.666667,474.0882353,1322.441176,8814.980392,1042.313725,184.9509804,3196.794118,7997.588235,1476.823529,185.9607843,3326.431373,473.5294118,634.1960784,102,14.04143994,10.10208457,0.694546406,0.86440678,0.618181818,0.036996991,1,0,1,1,1,0,1,1,1,0,0,0,1,1,0,1,1,0,1,1,1,1,0,0,Helper T Cell,T Cells
+2903,33075.25243,1011.941748,585.7087379,1109.543689,28742.51456,764.6116505,586.3592233,1601.864078,16932.18447,565.631068,767.9126214,1746.320388,22676.2233,1370.019417,4406.543689,3849.514563,7505.708738,1325.786408,318.5728155,2424.067961,15906.59223,453.7864078,196.9417476,618.9223301,19162.56311,979.3009709,135.4271845,3414.262136,14865.32039,1568.757282,766.815534,2805.757282,13093.1165,731.5145631,291.8349515,1815.61165,9866.941748,1012.359223,422.592233,1323.514563,7668.970874,638.4271845,163.2621359,2912.708738,6815.776699,1345.184466,1037.116505,3331.708738,594.4271845,633.8446602,103,12.23747779,11.56267904,0.327480262,0.872881356,0.565934066,-0.254215079,1,0,0,1,0,0,0,0,0,1,0,0,0,1,0,0,0,0,0,0,1,0,1,0,Activated APC,Other Cells
+2904,35659.36449,832.271028,512.2616822,1088.953271,29960.48598,692.1121495,623.411215,1539.859813,18261.66355,780.3457944,1193.420561,1781.607477,24871.7757,1268.411215,3735.981308,3914.878505,9121.925234,1288.831776,357.728972,2557.738318,19016.3271,405.5327103,1127.383178,1516.878505,23957.28037,521.4953271,344.1775701,1733.476636,17314.85981,2025.850467,650.2149533,2785.35514,15879.53271,629.1588785,285.0373832,1689.878505,12570.07477,1119.859813,411.9439252,1389.46729,8816.719626,924.1401869,160.7850467,3736.504673,8226.224299,1363.859813,246.3271028,3240.672897,735.6074766,631.7570093,107,12.06002912,11.99711796,0.102008779,0.938596491,0.633136095,-1.227801634,1,1,1,1,0,0,0,0,1,1,1,0,1,0,0,0,0,1,1,0,1,0,0,0,Regulatory T Cell,T Cells
+2905,32587.632,791.744,507.456,1071.656,27884.264,667.488,901.152,1583.632,16420.536,484.728,2180.832,1742.272,23023.68,1270.904,5422.448,3392.536,8438.488,1265.688,321.92,2462.096,16105.04,768.216,741.992,772.216,19517.92,469.52,451.784,3719.248,15954.8,2401.272,553.112,2810.328,13464.536,1206.528,271.736,1585.168,10042.272,1159.496,407.424,1311.848,6150.248,767.752,169.0,6316.584,5937.352,1244.352,491.776,3230.888,978.608,633.008,125,14.40363759,11.55973945,0.596575513,0.925925926,0.686813187,-1.129961744,1,0,1,1,0,0,0,1,1,0,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+2906,36537.13253,938.373494,613.2891566,1104.313253,30738.14458,648.0843373,589.1927711,1595.759036,16649.59036,460.6385542,895.626506,1753.795181,22893.38554,1159.349398,7106.289157,3586.084337,8647.819277,1222.361446,315.0481928,2407.228916,16501.66265,414.5301205,218.4819277,1022.819277,20732.46988,401.5903614,128.5301205,6081.385542,16040.86747,1782.301205,483.0120482,2823.289157,12971.0,658.4457831,265.746988,1739.783133,9344.481928,852.1686747,387.2409639,1292.156627,5125.493976,619.9036145,152.9277108,4434.614458,5310.915663,1147.542169,448.9518072,3187.012048,1051.987952,631.5662651,83,11.52218136,9.30011067,0.590348542,0.976470588,0.685950413,0.828369441,1,0,1,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,0,T Cell,T Cells
+2907,35125.7,840.1842105,555.1894737,1087.463158,31263.12632,703.5421053,927.0157895,1690.368421,16129.34211,489.8578947,1656.094737,1741.231579,22122.31579,1241.026316,6783.931579,3793.326316,8493.578947,1238.326316,322.4631579,2478.278947,15903.68421,663.4105263,1072.978947,2252.8,19809.24737,443.2526316,601.1578947,4766.457895,15406.21579,2099.836842,494.1789474,2807.905263,12414.74211,654.2263158,263.3631579,1596.3,8463.794737,1001.4,401.2684211,1291.531579,4366.810526,843.6578947,157.8473684,5158.405263,4709.1,1167.573684,505.2368421,3281.752632,1069.268421,632.9368421,190,20.71510387,12.29396337,0.804850035,0.892018779,0.730769231,1.48118489,1,0,1,1,0,0,0,0,1,0,1,0,1,0,0,0,0,0,1,0,1,0,0,0,Regulatory T Cell,T Cells
+2908,32315.22024,843.797619,576.8333333,1095.339286,25695.30952,626.7261905,701.1785714,1593.702381,12284.01786,451.7380952,1004.404762,1752.940476,17708.44048,1122.446429,9068.577381,3586.654762,6730.613095,1184.160714,290.4107143,2470.517857,12880.43452,391.1130952,603.9047619,1249.267857,15823.89286,411.4880952,127.7738095,5191.994048,12338.45833,2035.083333,404.2380952,2795.059524,9702.392857,627.8869048,250.0952381,1505.029762,6501.595238,890.8988095,374.3452381,1277.517857,3330.684524,712.1964286,153.6190476,3632.970238,3675.440476,1090.636905,580.4404762,3175.458333,1084.488095,636.0416667,168,20.35704898,10.70551869,0.850554102,0.918032787,0.6,-0.491285418,1,0,1,1,0,0,0,0,1,0,0,1,1,0,0,0,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
+2909,31999.40171,869.4444444,558.0512821,1074.854701,27225.65812,613.5811966,962.5213675,1591.145299,12773.47009,440.2991453,1436.880342,1722.401709,19061.87179,1118.410256,8185.786325,2381.290598,7162.700855,1157.111111,303.9401709,2431.350427,13796.51282,513.6410256,1481.08547,1500.068376,16663.58974,425.0940171,118.5726496,3559.367521,13285.25641,2146.529915,419.4529915,2814.726496,10476.30769,540.2478632,241.9316239,980.3504274,6840.982906,818.2649573,377.2222222,1300.059829,3362.128205,933.7094017,147.1965812,2805.777778,3747.564103,1059.91453,240.4102564,3130.692308,1097.299145,632.8888889,117,15.07977174,10.26970659,0.732259854,0.906976744,0.642857143,-0.900226658,0,0,1,1,0,0,0,0,1,0,0,0,1,0,0,0,0,0,1,0,1,0,0,0,Helper T Cell,T Cells
+2910,47821.28169,899.4507042,541.4929577,1145.753521,46183.38732,759.1408451,765.6690141,1743.267606,25287.6831,591.8591549,547.9647887,1784.711268,33265.54225,1359.035211,6286.246479,4797.352113,12085.11972,1460.239437,374.0352113,2416.112676,24583.69718,474.6197183,145.8873239,439.2042254,30053.21831,447.4225352,136.7464789,3573.838028,22767.33099,1581.866197,593.4366197,2821.478873,20322.05634,642.084507,332.1690141,3033.394366,13455.73239,897.7887324,480.6126761,1311.15493,9522.253521,651.3450704,176.6197183,3900.34507,8433.549296,1437.669014,189.9577465,3339.647887,211.3098592,638.6760563,142,22.85473087,8.828306722,0.922381913,0.788888889,0.52014652,-0.287285922,1,0,0,1,1,0,0,0,0,0,0,0,0,0,1,0,1,0,0,0,1,0,0,0,Follicular Dendritic Cell,B Cells
+2911,32087.39506,929.1358025,538.7654321,1073.432099,29618.49383,721.7530864,560.308642,1565.148148,17027.8642,567.5061728,539.6419753,1776.555556,21451.39506,1286.518519,4737.82716,3484.037037,7828.246914,1364.432099,337.3580247,2347.308642,16366.74074,436.1728395,159.7530864,447.0,19505.65432,430.9382716,128.382716,2921.246914,14824.69136,1491.333333,517.1111111,2802.765432,13075.20988,683.8765432,299.7901235,2715.567901,8889.0,904.2469136,434.7407407,1323.851852,6590.024691,644.9753086,170.0617284,3589.432099,5944.765432,1310.790123,424.1604938,3289.580247,245.4074074,632.4567901,81,11.92247727,9.407566254,0.614314377,0.9,0.613636364,-1.397700303,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Unknown,Other Cells
+2912,25006.55725,881.6717557,849.8473282,1148.778626,22132.98473,679.8015267,692.3206107,1649.083969,12636.92366,492.3282443,760.7099237,1844.78626,16674.96183,1213.793893,2741.21374,2405.083969,5925.725191,1288.10687,319.1984733,2460.832061,12544.08397,462.9923664,182.6870229,779.9236641,14884.87023,928.4580153,117.389313,1693.198473,11443.28244,1602.007634,932.9541985,2806.78626,10106.45038,635.7557252,268.1145038,1505.580153,7846.755725,1420.351145,391.5496183,1300.015267,6204.007634,630.7480916,157.2977099,4847.801527,5466.687023,1288.282443,513.5648855,3264.290076,621.8015267,634.3053435,131,15.27830003,11.04852243,0.690689661,0.942446043,0.668367347,-0.698896771,1,0,0,1,0,0,0,0,0,1,0,0,0,1,0,1,0,0,0,0,1,0,0,0,Activated APC,Other Cells
+2913,24724.21359,1169.407767,543.2718447,1084.980583,21743.0,774.7378641,903.9514563,1479.990291,12690.21359,619.8349515,1602.291262,1759.796117,16686.09709,1413.087379,2782.834951,3261.990291,5330.747573,1262.262136,321.038835,2757.864078,12488.47573,1659.883495,194.1359223,1061.834951,15035.97087,973.7378641,119.2718447,1337.815534,11206.53398,1846.504854,590.4174757,2780.281553,10020.65049,611.7669903,276.2330097,1554.436893,7654.019417,1721.747573,397.0873786,1307.145631,6057.135922,641.1747573,156.2330097,2716.378641,5210.495146,1355.320388,667.8834951,3435.048544,672.2621359,633.9708738,103,13.62475089,9.812353037,0.693781173,0.944954128,0.613095238,-0.638119346,1,0,1,1,0,0,1,1,0,1,0,0,1,0,0,1,0,0,0,0,1,0,1,1,Helper T Cell,T Cells
+2914,55363.25455,960.5636364,616.8181818,1164.427273,55272.03636,854.7454545,829.3727273,1862.927273,27873.92727,598.6090909,820.3090909,1807.809091,37328.28182,1430.481818,6430.063636,7074.454545,13936.00909,1520.572727,385.8545455,2369.754545,28542.42727,489.6454545,143.9181818,736.1454545,34349.71818,490.2727273,209.6727273,6624.545455,25704.81818,1765.090909,599.0909091,2826.509091,22331.65455,664.5818182,352.1090909,6198.663636,14041.99091,998.3090909,484.1,1323.636364,9608.327273,666.4363636,176.5818182,3839.427273,8508.436364,1450.545455,216.7727273,3362.2,162.5818182,636.9818182,110,17.47915081,8.765820987,0.865156754,0.839694656,0.491071429,-0.813654196,1,0,1,1,1,0,0,0,0,0,1,1,0,0,1,0,1,0,0,0,1,0,0,1,T Cell,T Cells
+2915,37378.27108,1085.722892,536.3253012,1097.771084,32175.3012,725.2590361,642.3493976,1512.680723,18945.33133,621.3915663,1403.427711,1735.216867,25414.1506,1383.36747,2713.463855,2678.861446,8963.26506,1351.198795,359.7349398,2751.493976,19187.4759,4508.240964,244.4578313,825.8313253,23500.30723,486.5301205,122.246988,1532.746988,17311.13253,1563.873494,603.9879518,2800.86747,15613.25301,631.0903614,285.0481928,1575.915663,12679.80723,1470.421687,426.2590361,1318.879518,9450.650602,704.5783133,170.3192771,2848.26506,8343.5,1461.945783,1100.331325,3292.379518,680.4578313,637.4337349,166,24.06588294,9.744302823,0.91436048,0.81372549,0.459833795,-0.738794981,1,0,1,1,0,0,1,1,0,0,0,0,0,0,0,1,0,0,0,0,1,1,1,0,T Cell,T Cells
+2916,38180.76077,957.7320574,498.3708134,1100.736842,33630.99043,735.1244019,689.0478469,1556.904306,19207.83971,593.8325359,1107.990431,1762.19378,26296.44737,1347.930622,3369.160287,3612.650718,9166.11244,1326.279904,355.5478469,2492.476077,20123.15789,441.8827751,331.7894737,849.7751196,25143.75359,727.069378,124.5047847,1968.028708,17814.60287,1779.143541,642.3564593,2791.380383,16047.08612,623.6961722,288.1770335,1617.165072,12500.67225,1258.373206,423.5789474,1310.703349,9231.476077,720.0550239,164.8660287,2428.95933,8034.220096,1416.971292,434.4665072,3232.849282,722.8947368,641.5454545,418,25.50613038,21.89059756,0.513234402,0.887473461,0.574175824,1.517758449,1,0,1,1,0,0,0,0,1,1,0,0,0,0,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+2917,52174.05738,1060.762295,531.0655738,1126.040984,45179.7623,722.3032787,881.7131148,1904.811475,27713.84426,556.557377,1660.95082,2002.114754,36664.29508,1353.393443,3271.139344,2389.295082,13235.42623,1366.532787,354.7295082,2419.909836,28464.52459,458.1393443,132.5245902,1454.57377,33974.16393,502.8934426,418.4344262,1341.754098,25539.15574,2012.377049,552.4262295,2818.114754,23284.89344,824.6311475,314.9098361,1499.868852,18001.84426,1643.704918,440.7540984,1303.131148,12701.32787,662.0245902,165.5081967,1716.442623,11381.93443,1447.942623,403.352459,3321.172131,773.557377,635.8114754,122,15.75421827,10.96206527,0.718218358,0.85915493,0.677777778,-0.043261881,1,0,1,1,0,0,0,0,0,0,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+2918,33425.69091,891.6121212,534.9818182,1097.012121,30737.29697,703.7393939,882.5454545,1529.375758,17166.38182,535.6181818,2561.618182,1848.933333,23639.84848,1273.727273,4954.763636,4500.90303,8317.236364,1276.581818,324.9393939,2607.775758,18080.2303,696.9636364,128.1515152,1715.50303,21815.84242,1104.2,586.0060606,1602.127273,15924.78788,2202.539394,580.7393939,2803.587879,14330.94545,656.2909091,276.3151515,1655.169697,11233.0,1533.630303,421.4181818,1304.636364,8271.987879,626.9575758,165.8181818,2941.8,7182.357576,1343.545455,456.3212121,3203.272727,783.7030303,637.8666667,165,19.18297112,11.16989719,0.812986943,0.948275862,0.75,-0.167594257,1,0,1,1,0,0,0,0,0,1,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+2919,39722.31959,860.4742268,524.2164948,1087.948454,33869.84536,717.4639175,958.5876289,1547.123711,20786.3299,538.9896907,1992.989691,1765.329897,27832.05155,1278.556701,4421.556701,3611.742268,9977.216495,1310.072165,332.5360825,2709.154639,20092.5567,421.3505155,1476.226804,1160.0,24615.16495,1051.329897,525.3814433,2318.340206,19166.34021,1915.113402,560.6082474,2825.360825,16610.38144,650.8762887,289.7113402,1726.257732,13005.10309,1436.268041,433.5360825,1343.42268,9033.381443,1016.907216,166.5154639,4302.917526,8186.134021,1355.690722,227.4226804,3279.092784,823.742268,634.4536082,97,12.54123912,10.0067746,0.602777183,0.950980392,0.621794872,1.108309223,1,0,1,1,0,0,1,0,1,1,1,0,1,0,0,1,0,1,1,0,1,0,0,0,Regulatory T Cell,T Cells
+2920,40180.10976,950.4390244,515.9756098,1117.804878,36992.62195,697.2317073,644.8170732,1788.304878,16680.96341,478.1097561,755.2560976,1748.134146,24609.80488,1205.158537,5777.292683,2531.47561,9262.378049,1252.658537,328.4878049,2358.926829,17494.92683,467.7317073,1883.012195,909.7073171,21244.79268,459.0365854,124.9634146,3032.719512,16759.78049,1844.902439,417.7195122,2814.634146,13051.2561,582.0,261.4512195,994.3536585,8262.890244,940.0243902,390.6341463,1311.317073,3936.646341,1045.609756,151.5121951,2246.646341,4403.158537,1145.243902,222.8902439,3225.219512,1106.439024,636.1463415,82,11.563195,10.53855358,0.411548877,0.845360825,0.569444444,-0.581407021,1,0,0,1,0,0,0,0,1,0,0,0,1,0,0,0,0,0,1,0,1,0,0,0,Dendritic Cell,Other Cells
+2921,25585.08,901.95,537.23,1062.7,23440.48,693.79,537.97,1525.08,13518.1,555.0,721.15,1757.37,17006.39,1271.77,3846.75,2849.06,6374.02,1405.78,332.41,2675.5,13439.75,421.76,766.75,485.88,15160.97,480.8,132.4,4117.54,12008.29,1811.97,580.76,2807.88,10322.58,777.04,284.46,1486.32,7317.04,890.66,436.91,1436.44,5904.34,793.86,177.02,6093.96,4954.04,1316.92,861.02,3280.8,306.36,635.67,100,12.61088344,10.14443783,0.594061962,0.934579439,0.694444444,-0.895952478,1,0,0,1,0,0,1,0,1,0,0,0,0,0,0,0,0,1,1,0,1,0,1,0,Dendritic Cell,Other Cells
+2922,33716.04217,958.2168675,700.8192771,1135.801205,30783.16265,754.6686747,600.0361446,1665.018072,17346.40361,567.873494,554.0542169,1784.819277,23222.71084,1372.144578,4547.722892,3360.849398,7940.728916,1402.933735,348.8614458,2400.572289,16806.12651,465.7048193,603.5722892,496.0180723,19382.48193,442.2710843,132.7409639,3742.331325,14781.13855,1628.114458,712.7891566,2809.343373,12854.61446,683.8253012,304.4819277,1871.006024,9759.090361,972.3674699,463.8493976,1376.271084,7457.843373,795.313253,181.4096386,6057.463855,6556.710843,1411.150602,207.7831325,3322.710843,404.2108434,635.9939759,166,17.06580245,12.5611093,0.676938297,0.943181818,0.751131222,-1.249592212,1,0,0,1,0,0,0,0,1,0,0,0,0,1,0,0,0,1,1,1,1,0,0,0,Dendritic Cell,Other Cells
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+2939,29649.05882,982.8088235,679.7794118,1166.676471,27453.66176,825.1911765,895.8823529,1711.455882,16450.19118,590.0294118,1703.176471,1919.367647,21253.20588,1441.867647,7370.441176,4281.632353,7294.661765,1411.426471,371.9264706,2532.117647,15611.45588,520.1323529,159.0,2211.691176,19413.16176,481.6764706,621.25,5626.705882,13970.04412,2585.573529,683.5882353,2828.058824,12569.72059,655.9264706,318.4705882,1624.514706,9909.308824,1669.485294,482.5588235,1338.602941,7537.147059,703.6911765,191.1470588,5130.485294,6840.470588,1503.926471,444.9852941,3321.485294,514.4558824,637.3823529,68,9.744512317,9.322528176,0.291091551,0.906666667,0.561983471,-0.977368323,1,0,1,1,0,0,0,0,0,0,1,1,1,1,0,1,1,0,0,1,1,1,0,0,Regulatory T Cell,T Cells
+2940,19371.81746,941.2380952,529.6269841,1042.238095,16916.92063,674.1984127,567.7539683,1445.0,10000.00794,530.2142857,1188.666667,1764.912698,13187.69841,1281.952381,4891.587302,3247.47619,4608.412698,1253.007937,308.0952381,2375.238095,9856.5,437.6111111,443.0714286,1231.087302,11657.57937,653.6666667,116.2619048,2719.428571,8935.730159,2084.952381,708.9444444,2810.238095,7939.936508,780.0714286,269.8571429,1456.325397,6007.198413,1125.793651,403.1507937,1315.84127,4834.02381,691.0,156.3015873,2267.444444,4356.071429,1270.571429,468.031746,3338.507937,580.7222222,638.7698413,126,13.79271397,11.72960641,0.526103612,0.947368421,0.75,-1.276651698,1,0,1,1,0,0,0,0,1,1,0,0,1,1,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
+2941,26181.68,820.588,604.556,1072.2,23693.732,718.016,782.9,1521.008,13419.412,518.684,1216.444,1808.744,18255.62,1224.58,4648.204,3356.18,6330.0,1283.076,308.712,2403.096,13697.12,469.58,300.392,1340.984,16427.052,1055.7,183.16,1747.996,12369.516,1785.084,1116.868,2804.464,11003.784,1207.216,266.892,1596.944,8479.952,1277.972,397.684,1321.804,6680.128,671.04,155.332,5780.836,6016.096,1323.46,758.348,3233.504,627.012,645.668,250,29.58161729,10.89119049,0.929756798,0.902527076,0.544662309,-0.51541784,1,0,1,1,0,0,0,0,1,1,1,0,0,1,0,1,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells
+2942,40731.50633,840.6835443,551.1265823,1103.164557,37041.02532,716.8481013,676.9113924,1639.240506,21188.63291,526.4177215,675.9493671,1775.708861,28497.8481,1297.126582,5039.493671,3595.126582,10428.83544,1306.367089,334.4303797,2392.746835,20185.75949,955.9620253,1589.810127,691.9493671,24276.86076,439.8227848,135.0506329,3392.0,19232.72152,1835.860759,691.6835443,2844.848101,16267.31646,1082.594937,279.0632911,1747.367089,12295.97468,941.9873418,418.0506329,1326.620253,8017.405063,1014.506329,158.3291139,4483.405063,7361.911392,1280.670886,185.9746835,3257.632911,935.2658228,637.7341772,79,14.81480134,8.238976778,0.831094353,0.81443299,0.526666667,-1.368363757,1,0,0,1,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,1,0,0,0,Dendritic Cell,Other Cells
+2943,40904.15205,916.4853801,532.5438596,1103.397661,35738.95322,632.8888889,835.619883,1560.175439,19147.71345,465.2748538,1012.146199,1758.19883,26350.11696,1164.467836,6311.0,3266.28655,10100.80117,1235.403509,321.5964912,2533.426901,18824.80117,4609.0,1156.77193,1022.994152,24029.44444,437.0467836,126.0877193,3745.438596,18293.61404,2191.602339,438.5087719,2824.602339,14780.61988,599.1754386,269.2573099,1305.087719,10608.9883,1002.549708,398.8538012,1304.760234,5906.865497,874.374269,156.502924,2515.853801,6137.94152,1185.187135,205.2982456,3249.497076,1042.497076,639.4210526,171,17.47212148,12.84657417,0.677783792,0.909574468,0.642857143,-1.372999792,1,0,1,1,0,0,0,1,1,0,0,0,1,0,0,0,0,0,1,0,1,0,0,0,Helper T Cell,T Cells
+2944,29873.58571,947.7,599.3857143,1085.3,25669.24286,742.1142857,762.1142857,1567.614286,13242.98571,578.1571429,1504.214286,1805.414286,18643.42857,1369.185714,5981.014286,3136.8,6501.228571,1457.542857,337.6142857,2513.514286,13656.77143,395.3857143,190.4285714,1051.228571,17437.31429,691.3,475.4857143,3917.314286,13238.6,2381.614286,568.2142857,2825.857143,11409.27143,616.3285714,296.3714286,1521.785714,8276.185714,1157.128571,444.5571429,1309.871429,6165.071429,639.6285714,173.9857143,2341.428571,5529.4,1297.628571,251.0,3319.185714,337.6857143,638.9285714,70,11.79139999,7.905747629,0.741939118,0.897435897,0.578512397,0.83992348,1,0,1,1,1,0,0,0,0,1,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+2945,39992.03425,888.8630137,601.239726,1108.650685,35791.34247,724.2328767,827.7123288,1610.417808,21392.92466,546.109589,1772.356164,1760.979452,28170.73973,1324.630137,3953.178082,5082.931507,10273.35616,1324.924658,343.6780822,2417.849315,20805.78082,440.869863,1062.767123,996.4178082,25517.50685,1470.732877,132.0342466,2366.575342,19386.18493,1678.952055,623.9931507,2798.993151,17181.96575,684.9041096,296.3561644,1994.390411,13500.20548,1472.164384,432.739726,1325.253425,9459.506849,910.1164384,170.8630137,4102.486301,8360.561644,1412.623288,291.9726027,3278.287671,811.8287671,640.1780822,146,19.81199172,10.4914291,0.848279077,0.829545455,0.591093117,1.375578018,1,0,1,1,0,0,0,0,1,1,0,0,0,0,0,1,0,0,1,0,1,0,0,0,Cytotoxic T Cell,T Cells
+2946,56829.0177,995.6902655,612.4690265,1202.867257,56173.56637,814.9557522,692.4424779,1903.849558,26341.73451,615.2123894,529.3716814,1775.044248,36834.0531,1479.176991,6180.070796,6637.522124,13466.38938,1545.955752,388.920354,2377.362832,27631.74336,498.539823,142.8938053,469.3628319,33234.02655,495.0619469,148.079646,5118.778761,24008.47788,1643.327434,592.6460177,2921.938053,20716.16814,667.9557522,354.1415929,5524.283186,12258.92035,951.0530973,489.7256637,1296.964602,8574.132743,663.9911504,184.5752212,3811.283186,7493.80531,1467.486726,165.8584071,3357.035398,148.8318584,640.0088496,113,13.00425096,11.10180246,0.520755865,0.982608696,0.724358974,-1.280493104,1,0,0,1,1,0,0,0,0,0,0,0,0,0,1,0,1,0,0,1,1,1,0,0,Follicular Dendritic Cell,B Cells
+2947,42427.07586,894.6689655,615.9586207,1126.386207,41345.57241,736.4689655,703.6,1734.503448,21813.71034,583.0758621,785.537931,1770.57931,28534.44828,1334.441379,10156.66897,7503.634483,10948.18621,1428.544828,359.0,3208.22069,21492.5931,460.7448276,347.4482759,484.8068966,26640.34483,451.6482759,139.737931,5940.827586,19552.92414,1821.131034,775.4137931,2889.937931,17378.52414,632.5448276,315.4275862,3079.234483,11594.64828,985.6068966,469.3034483,1316.737931,8345.62069,685.0896552,180.8344828,4580.572414,7040.193103,1405.517241,230.7241379,3312.055172,200.3793103,641.7310345,145,15.33468432,12.73422043,0.557138675,0.923566879,0.69047619,-0.268518296,1,0,0,1,0,0,1,0,1,0,0,1,1,1,1,0,1,0,0,0,1,0,0,0,B Cell,B Cells
+2948,24218.61702,807.6382979,592.1489362,1109.340426,24115.80851,668.212766,598.5957447,1634.468085,12566.95745,532.893617,540.3404255,1837.617021,16417.29787,1212.87234,8306.042553,8490.340426,6502.425532,1306.255319,330.7021277,2350.765957,12961.34043,426.106383,207.9787234,449.0212766,15076.85106,412.2978723,126.4680851,4620.87234,11023.80851,1410.702128,552.4468085,2813.382979,10069.17021,606.8723404,270.5531915,3027.765957,6590.87234,787.8723404,414.1702128,1298.12766,4909.617021,637.0212766,168.4042553,4736.744681,4084.276596,1314.659574,230.2978723,3213.021277,217.4680851,640.4893617,47,11.83900008,5.338615969,0.892556942,0.886792453,0.55952381,-0.374898638,1,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,Follicular Dendritic Cell,B Cells
+2949,42916.83019,1149.0,669.8490566,1162.339623,39490.92453,835.4716981,996.3018868,1728.433962,22317.75472,671.0188679,1908.584906,1839.830189,28743.86792,1442.603774,5344.754717,4693.943396,10165.16981,1460.962264,368.9245283,2492.056604,24266.26415,500.7924528,197.4150943,1152.735849,25381.35849,594.0188679,534.3207547,6880.471698,20227.26415,2338.45283,656.490566,2845.207547,17798.22642,659.5471698,347.9056604,1805.509434,12852.01887,1732.641509,479.8867925,1340.45283,9925.811321,686.3207547,177.9433962,3109.169811,9092.056604,1521.415094,229.9245283,3444.188679,328.3962264,638.7735849,53,9.408582151,7.304381042,0.630298349,0.946428571,0.736111111,-0.782806674,1,1,1,1,1,0,0,0,0,1,1,1,1,0,0,1,1,1,0,0,1,1,0,1,Regulatory T Cell,T Cells
+2950,35243.7549,933.6078431,639.9803922,1139.5,33945.2451,753.1960784,888.9019608,1665.607843,19088.32353,578.8235294,1062.303922,1797.22549,25418.88235,1401.343137,5547.215686,4337.137255,8845.490196,1432.54902,386.9803922,2474.941176,19392.40196,494.6372549,231.1372549,701.6960784,22890.52941,1460.323529,149.3039216,4785.745098,16388.44118,1667.480392,757.0294118,2807.686275,14799.22549,653.5686275,313.627451,2095.901961,11678.2549,1345.22549,473.1960784,1329.872549,9041.343137,725.8235294,179.6176471,4871.872549,7981.54902,1477.970588,212.8529412,3383.27451,498.0882353,640.9019608,102,14.58632552,9.884627022,0.73537172,0.829268293,0.490384615,1.165284386,1,0,1,1,0,0,0,0,0,1,0,0,0,1,0,1,1,0,0,0,1,1,0,1,Cytotoxic T Cell,T Cells
+2951,26990.5988,1169.443114,505.2874251,1058.60479,23169.50299,763.4670659,586.8263473,1436.413174,13376.94012,585.6167665,814.7185629,1726.377246,17920.67066,1368.742515,2272.976048,2256.790419,6036.60479,1256.922156,300.5209581,2364.317365,13033.47904,448.3173653,129.5688623,894.9221557,15835.77246,850.0239521,132.5149701,1374.473054,11971.93413,1554.209581,584.994012,2785.437126,10422.76048,636.1317365,254.1437126,1502.562874,8117.952096,1129.922156,386.8742515,1295.526946,6197.904192,607.491018,154.8802395,1604.718563,5629.922156,1287.473054,715.4431138,3424.748503,662.0239521,642.1497006,167,17.88522361,12.65063074,0.706890456,0.902702703,0.613970588,0.585507568,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,1,1,Cytotoxic T Cell,T Cells
+2952,39693.1746,864.7460317,461.3015873,1087.0,32435.44444,704.1111111,609.9365079,1593.666667,20460.42857,523.952381,764.6031746,1725.111111,28048.09524,1317.857143,3131.222222,3718.428571,10127.0,1314.190476,340.2539683,2450.047619,20001.39683,433.3015873,491.8412698,692.6507937,24013.98413,592.5555556,125.7460317,1696.031746,19350.39683,1584.873016,687.7619048,2807.84127,16991.95238,668.4603175,289.5079365,2099.746032,12804.4127,988.3650794,428.952381,1312.761905,8675.333333,747.1269841,159.5079365,3180.873016,8352.873016,1371.095238,775.8888889,3212.555556,853.1111111,640.5555556,63,10.77458424,7.946916652,0.675280156,0.926470588,0.65625,-0.294444826,1,0,0,1,0,0,0,0,1,1,0,0,0,1,0,0,0,0,0,0,1,0,1,0,Dendritic Cell,Other Cells
+2953,42099.17164,914.4850746,577.9402985,1116.947761,36808.92537,697.2313433,542.1492537,1736.440299,18935.56716,494.4104478,687.1716418,1733.932836,25980.49254,1253.619403,8358.679104,2764.365672,9845.552239,1277.753731,324.7910448,2339.126866,19018.8806,437.761194,433.9104478,653.8432836,23831.05224,441.6492537,136.2164179,5467.358209,18334.77612,1588.514925,440.5074627,2803.029851,14764.48507,648.4104478,281.2761194,1498.320896,10386.78358,822.4179104,405.3656716,1300.843284,5587.41791,710.8955224,164.5447761,4833.761194,5812.686567,1214.671642,307.4402985,3297.074627,1059.044776,642.4552239,134,15.38540252,11.49437928,0.664715673,0.911564626,0.56302521,0.521268951,1,0,0,1,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,1,0,0,0,B Cell,B Cells
+2954,25979.29032,859.0645161,446.3870968,1072.387097,21851.41935,673.516129,804.1774194,1481.854839,13444.01613,538.5806452,1047.33871,1775.580645,17505.40323,1243.419355,2382.403226,2903.903226,6292.080645,1267.403226,334.2580645,2410.096774,12819.08065,494.2096774,619.7903226,979.4193548,15720.19355,680.2419355,123.1935484,1270.854839,12058.5,1720.0,602.3870968,2826.419355,10534.72581,691.7580645,260.0,1649.935484,8184.129032,1325.193548,398.2419355,1340.580645,6276.5,1238.129032,154.2258065,2077.274194,5780.225806,1316.903226,325.8870968,3262.564516,648.2741935,640.3870968,62,10.62054386,7.499919541,0.708041376,0.984126984,0.704545455,-0.239938585,1,0,1,1,0,0,0,0,1,1,0,0,0,0,0,1,0,1,1,0,1,0,0,0,Cytotoxic T Cell,T Cells
+2955,38989.97436,842.3333333,529.3461538,1084.5,34610.73077,713.0128205,777.5769231,1530.794872,19582.14103,581.7948718,907.6282051,1765.141026,27495.74359,1249.115385,3544.512821,3137.089744,9520.769231,1319.730769,332.525641,2472.358974,21033.32051,433.2307692,773.6282051,838.2564103,25691.91026,463.6923077,157.0128205,3529.525641,18519.38462,1834.679487,606.4871795,2772.961538,16709.26923,617.6153846,287.8717949,1753.24359,13070.17949,1024.012821,420.5769231,1364.641026,9637.115385,833.7307692,160.8205128,3242.115385,8458.423077,1350.794872,215.525641,3205.179487,748.1923077,641.7948718,78,13.13739038,7.967267409,0.795115992,0.917647059,0.590909091,-0.794231976,1,0,1,1,0,0,0,0,1,0,0,0,1,0,0,0,0,1,1,0,1,0,0,0,Helper T Cell,T Cells
+2956,30448.21277,817.4840426,480.143617,1063.989362,27596.71809,670.287234,797.9414894,1528.505319,15561.81383,511.0585106,1908.510638,1748.398936,21995.79787,1241.542553,4121.452128,4528.946809,7718.851064,1259.223404,324.4680851,2836.111702,15927.17021,535.6968085,751.2446809,1455.664894,19699.70745,1296.154255,122.4893617,2554.06383,14699.23404,1841.914894,581.7925532,2785.255319,12843.77128,660.8351064,271.7978723,1704.25,9919.015957,1440.265957,406.7659574,1326.994681,7061.404255,810.1808511,163.8882979,4203.792553,6405.31383,1302.728723,622.1968085,3248.510638,841.1861702,642.6968085,188,17.91610577,13.79055084,0.638370477,0.921568627,0.746031746,-1.330419521,1,0,1,1,0,0,1,0,1,1,0,0,1,0,0,1,0,0,1,0,1,0,1,0,Helper T Cell,T Cells
+2957,33169.06731,880.6346154,502.5096154,1082.711538,29258.78846,696.2115385,567.8557692,1506.932692,17213.29808,531.5769231,423.9038462,1693.913462,23324.18269,1314.971154,2419.144231,1540.961538,8330.75,1289.086538,337.2788462,2320.711538,16968.46154,425.6826923,126.375,469.9807692,20651.21154,448.1923077,126.0961538,1132.461538,16601.13462,1399.048077,474.9326923,2806.980769,14594.41346,683.0673077,285.5865385,1424.692308,11034.64423,818.6057692,424.7980769,1304.057692,7678.846154,643.2884615,165.6057692,2091.259615,7220.423077,1398.076923,1851.653846,3190.144231,869.7788462,641.7211538,104,15.54804183,8.801280435,0.824357159,0.936936937,0.577777778,-1.002388199,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Unknown,Other Cells
+2958,33648.47863,830.9145299,548.7264957,1079.384615,28920.52137,698.3418803,780.2051282,1547.760684,16993.46154,503.6752137,1886.641026,1794.581197,23733.62393,1223.931624,4668.897436,3885.188034,8506.418803,1273.213675,324.1794872,2776.059829,16947.49573,458.1025641,443.5470085,1483.324786,21169.22222,1269.435897,176.3333333,2000.632479,16305.7094,1961.128205,899.9230769,2801.598291,14003.11966,650.8205128,274.3247863,1536.136752,10816.81197,1463.282051,416.965812,1300.769231,7402.581197,699.2051282,164.8547009,6117.632479,6700.487179,1303.452991,759.965812,3282.299145,890.8461538,641.7094017,117,15.00445864,10.44028796,0.718223602,0.921259843,0.596938776,0.624312832,1,0,1,1,0,0,1,0,1,1,1,0,1,1,0,1,0,0,0,0,1,0,1,0,Regulatory T Cell,T Cells
+2959,43943.08065,1165.112903,831.9193548,1235.258065,39995.66129,918.1935484,580.5806452,1802.870968,24278.72581,723.5,531.1935484,1767.677419,31320.45161,1741.483871,3158.419355,2980.129032,10404.58065,1645.209677,437.4677419,2401.516129,21864.56452,635.9677419,200.7741935,487.7096774,26872.56452,528.6935484,172.3870968,3938.741935,20448.40323,1738.290323,738.6451613,2830.193548,18156.87097,800.5645161,389.6612903,2056.048387,13795.01613,1064.032258,554.4354839,1349.145161,10561.54839,763.7419355,222.1290323,3957.145161,9668.048387,1741.435484,277.8064516,3332.064516,554.6612903,640.1774194,62,11.79837536,7.894939936,0.743123008,0.885714286,0.645833333,1.411239495,1,1,0,1,1,1,0,0,0,1,1,0,0,1,0,0,1,1,0,1,1,1,0,0,Macrophage,Other Cells
+2960,35155.89869,831.6601307,510.8137255,1091.003268,31741.39542,683.0849673,679.8006536,1609.401961,17597.04248,500.6601307,1077.019608,1740.232026,24239.99346,1242.542484,6384.924837,3525.029412,8914.826797,1295.526144,333.0588235,2545.421569,17505.64379,479.4084967,427.8137255,662.5882353,21503.8268,726.4836601,132.3300654,4078.316993,16986.64052,1524.111111,490.5686275,2798.320261,14305.67647,642.8888889,278.5065359,1808.24183,10556.12745,1015.084967,420.1437908,1300.235294,6467.960784,695.5980392,168.2156863,4972.104575,6200.330065,1268.173203,599.9411765,3226.117647,991.8921569,650.8431373,306,27.67676999,14.81933548,0.844571304,0.902654867,0.666666667,0.208882398,1,0,1,1,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells
+2961,30183.12088,857.8241758,559.4285714,1128.714286,29096.72527,702.1098901,708.3846154,1725.241758,14617.20879,503.4175824,970.3736264,1927.593407,20706.57143,1234.021978,8055.428571,4853.681319,7710.032967,1287.593407,329.6923077,2576.56044,14707.9011,1653.318681,468.2087912,1139.989011,18413.47253,469.8901099,130.4175824,4383.274725,14002.87912,2090.43956,492.7692308,2782.384615,11383.12088,813.7142857,277.0769231,2348.0,8171.142857,978.1978022,414.8901099,1294.021978,4690.89011,717.7582418,158.6043956,4352.824176,4678.351648,1259.0,782.4615385,3297.912088,1029.549451,642.2307692,91,11.1802262,10.40505606,0.365869993,0.968085106,0.827272727,0.269972108,1,0,1,1,0,0,0,1,1,0,0,0,1,0,0,0,0,0,0,0,1,0,1,0,Helper T Cell,T Cells
+2962,60670.30189,987.7169811,601.5849057,1202.584906,58246.13208,814.4339623,641.1509434,1858.622642,31418.5283,632.490566,500.1509434,1752.773585,41328.71698,1467.924528,5866.660377,6344.849057,15166.01887,1541.45283,393.3962264,2374.886792,30099.88679,498.0,148.6792453,442.5849057,36064.07547,479.9433962,158.509434,4400.320755,27880.13208,1634.207547,640.4150943,2820.283019,23887.30189,679.5471698,363.3773585,5821.188679,15039.22642,914.2641509,487.8301887,1326.301887,9898.943396,671.3018868,188.5660377,3406.924528,9023.641509,1488.245283,226.9811321,3398.698113,167.3396226,642.5283019,53,9.712602911,7.260350715,0.664240948,0.946428571,0.588888889,-0.729721963,1,1,0,1,1,0,0,0,0,0,1,0,0,0,1,0,1,0,0,1,1,1,0,1,Follicular Dendritic Cell,B Cells
+2963,40595.01176,868.7294118,609.7882353,1115.364706,39028.25882,721.9529412,728.2470588,1702.247059,21487.84706,560.6941176,514.3764706,1781.258824,27173.94118,1292.0,8791.223529,7619.435294,10225.35294,1388.188235,356.1294118,2359.705882,20899.4,455.3294118,252.7411765,430.3176471,25094.77647,432.1294118,133.1058824,5999.082353,18992.14118,1516.152941,624.5294118,2816.152941,16895.90588,615.1411765,315.3647059,3072.882353,11268.71765,893.7882353,450.3647059,1313.717647,8182.458824,673.9764706,182.2235294,5315.964706,7181.635294,1389.482353,246.1882353,3341.047059,225.1411765,642.8588235,85,12.81062923,8.750293734,0.730372095,0.904255319,0.653846154,-1.364357906,1,0,0,1,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,1,1,0,0,0,B Cell,B Cells
+2964,45748.53143,949.3657143,545.92,1127.6,41648.11429,813.3085714,883.8228571,1648.965714,23372.29714,573.5028571,1297.828571,1821.234286,32380.42286,1364.491429,4090.24,4019.508571,11447.46286,1368.537143,350.1771429,2367.891429,24583.95429,467.8457143,150.3714286,852.3657143,30015.47429,466.1314286,366.2057143,3528.342857,21735.64571,1950.588571,732.5942857,2793.068571,19547.58857,637.3828571,300.1371429,1881.234286,15261.28,1168.434286,440.64,1307.091429,11018.23429,654.3542857,162.6628571,2211.057143,9479.88,1405.834286,198.12,3301.594286,759.2742857,644.8971429,175,20.44037392,11.45504771,0.828213417,0.906735751,0.571895425,-0.883761309,1,0,1,1,0,0,0,0,0,0,1,0,1,1,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+2965,23606.14124,748.6553672,479.3898305,1048.067797,20273.57062,637.2655367,826.4463277,1476.983051,11507.15254,475.2033898,1747.881356,1823.548023,16100.06215,1181.276836,5749.785311,4150.661017,5905.903955,1172.073446,298.6779661,2869.751412,11082.0,3219.265537,962.9491525,1669.920904,13570.50847,738.5932203,120.7740113,2052.932203,10734.45763,2223.706215,556.0564972,2814.887006,9078.423729,989.7175141,252.6440678,1494.20339,6985.813559,1327.112994,387.9152542,1292.649718,4667.20339,942.2711864,160.1751412,4775.214689,4340.112994,1154.463277,324.3333333,3146.734463,915.8418079,645.440678,177,21.22562528,11.32664849,0.845717515,0.863414634,0.582236842,1.101755199,1,0,1,1,0,0,1,1,1,1,0,0,1,0,0,1,0,0,1,0,1,0,0,0,Helper T Cell,T Cells
+2966,34567.22131,872.4262295,580.1639344,1131.754098,26307.86066,643.7540984,880.8934426,1649.532787,10693.87705,467.3852459,2315.434426,1760.827869,16907.92623,1164.344262,11384.7541,4645.959016,6419.188525,1203.909836,312.704918,2717.581967,12181.89344,388.1639344,2152.155738,1186.97541,14911.86885,462.3442623,122.6639344,6247.262295,11475.40164,2969.04918,374.5655738,2811.245902,8951.713115,549.4836066,243.8360656,1176.745902,5369.491803,1728.5,362.147541,1312.401639,2569.508197,1095.42623,141.6065574,3765.47541,2950.032787,1083.229508,485.1065574,3153.040984,1125.032787,642.7459016,122,14.89500384,11.09896238,0.666900632,0.93129771,0.586538462,-1.521562004,1,0,1,1,0,0,1,0,1,0,0,1,1,0,0,1,0,0,1,0,1,0,0,0,Helper T Cell,T Cells
+2967,60071.50435,1036.269565,711.6086957,1231.913043,48937.90435,762.0782609,727.2782609,1841.478261,22893.38261,578.8782609,511.2,1770.443478,31784.41739,1360.643478,7319.843478,6052.286957,11730.04348,1434.669565,367.0869565,2364.026087,23936.94783,484.9391304,147.7478261,498.4869565,28037.06087,458.3043478,144.4347826,8233.234783,20533.08696,1574.756522,525.173913,2819.191304,17615.64348,638.4173913,332.0086957,4681.217391,9320.6,843.4173913,455.0,1311.834783,6504.747826,661.8173913,175.9304348,3091.304348,6101.365217,1326.26087,173.373913,3299.834783,135.8956522,643.973913,115,17.49621019,9.298534418,0.847083441,0.891472868,0.605263158,-1.322337956,1,0,0,1,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,1,0,0,0,B Cell,B Cells
+2968,53174.55056,939.5018727,585.6254682,1152.94382,49393.22097,771.9925094,660.5168539,1813.228464,25831.02996,591.588015,520.1722846,1763.041199,33895.52434,1385.385768,5910.41573,6609.846442,12440.11985,1479.018727,377.2097378,2352.157303,25595.16105,488.2659176,142.6516854,453.2134831,30751.81648,453.5917603,141.670412,4823.299625,23159.16479,1589.595506,652.1797753,2817.108614,19996.80524,654.6891386,334.4269663,4850.168539,12544.1161,873.3782772,470.5280899,1319.865169,8526.172285,659.329588,182.3782772,3773.340824,7618.411985,1427.138577,193.82397,3309.494382,173.0898876,653.928839,267,30.45486899,12.28342037,0.915053754,0.797014925,0.55625,-0.205954952,1,0,0,1,1,0,0,0,0,0,0,0,0,0,1,0,1,0,0,1,1,0,0,0,Follicular Dendritic Cell,B Cells
+2969,35810.87059,982.2705882,546.7176471,1208.805882,13220.57059,538.6411765,342.3235294,1575.117647,7329.429412,441.9411765,459.6411765,1742.405882,9417.258824,1061.623529,1708.611765,1091.476471,3672.852941,1403.747059,278.2823529,2354.047059,8065.364706,327.3470588,140.5176471,436.7411765,8764.317647,342.6058824,111.1529412,1247.188235,6836.2,1363.0,561.3588235,2820.976471,6035.9,592.4470588,239.2352941,1073.594118,4399.770588,765.0,364.4058824,1277.241176,3292.552941,570.4117647,153.1705882,1862.523529,3086.1,1184.658824,272.1941176,3205.441176,355.7352941,647.1705882,170,17.58902564,13.25246013,0.657504636,0.944444444,0.555555556,-0.634287367,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Unknown,Other Cells
+2970,25995.76522,926.4521739,494.3913043,1080.434783,24017.01739,760.3913043,451.3826087,1480.278261,13661.71304,565.9130435,436.5826087,1717.826087,18007.66087,1384.678261,3168.069565,2134.017391,6198.147826,1416.652174,352.7565217,2341.704348,11958.6,436.1826087,1011.165217,455.226087,13052.86087,405.5826087,131.573913,3547.417391,9954.521739,1493.886957,631.4782609,2817.182609,8877.434783,764.2869565,296.4,1587.556522,6888.878261,803.773913,436.9913043,1354.295652,5478.069565,853.6608696,179.6173913,3365.113043,4992.0,1420.686957,930.0695652,3169.965217,415.3652174,645.1826087,115,12.52362767,11.92748876,0.304854728,0.974576271,0.680473373,0.522932228,1,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,1,1,0,1,0,1,0,Dendritic Cell,Other Cells
+2971,48331.28767,1026.369863,629.4931507,1162.808219,44384.57534,858.890411,1084.082192,1771.931507,26396.9863,642.9726027,1029.863014,1827.479452,34409.65753,1506.684932,4780.424658,5268.082192,11997.30137,1535.0,389.3835616,2735.410959,25320.58904,652.4657534,276.6438356,808.5890411,30112.0,843.5753425,147.9726027,4695.561644,22627.08219,2118.287671,840.5068493,2824.027397,19900.94521,671.8767123,350.0547945,2177.424658,15488.68493,1260.273973,514.0136986,1326.547945,11621.65753,745.5890411,188.7945205,6307.520548,10485.0,1572.671233,198.3424658,3411.767123,472.2191781,644.3561644,73,11.18558267,9.226351539,0.565361596,0.858823529,0.603305785,0.981534746,1,1,1,1,1,0,1,0,0,1,0,0,1,1,0,1,1,0,0,1,1,1,0,1,Helper T Cell,T Cells
+2972,43711.70149,1156.253731,691.119403,1246.820896,38003.29851,915.6567164,790.8059701,1847.656716,24538.0,681.7462687,943.5671642,1817.373134,30871.85075,1692.447761,2601.298507,3530.164179,10409.16418,1623.358209,485.2238806,2418.179104,21519.95522,565.3283582,161.5223881,1081.776119,25815.53731,538.6865672,165.3134328,2066.164179,19447.55224,2088.850746,841.5970149,2822.910448,17289.01493,710.2686567,368.7761194,1760.492537,12865.55224,1369.38806,514.5074627,1329.462687,9677.895522,728.5373134,197.5074627,2272.328358,8779.253731,1621.014925,218.5223881,3423.820896,508.7910448,643.9402985,67,10.58023411,8.351693387,0.613920911,0.943661972,0.609090909,1.390521102,1,1,1,1,1,1,0,0,0,1,1,0,1,1,0,1,1,0,0,1,1,1,0,1,Regulatory T Cell,T Cells
+2973,37414.21053,917.3458647,587.2631579,1134.06015,33004.37594,744.2631579,1078.616541,1641.225564,20330.06767,577.8270677,1317.789474,1776.300752,25701.70677,1379.203008,5358.383459,5467.864662,9068.466165,1432.142857,355.8496241,2586.533835,18863.35338,490.1729323,157.1879699,464.037594,23070.6015,561.0300752,137.3609023,2845.203008,17262.06015,1581.278195,863.3609023,2836.466165,15568.57143,783.9774436,319.8947368,1837.714286,12046.92481,1204.082707,478.5639098,1317.879699,8908.218045,666.3834586,178.887218,3759.639098,8231.646617,1467.571429,389.7368421,3310.601504,533.2857143,644.8947368,133,14.55083472,12.17264391,0.54787557,0.898648649,0.738888889,-1.531003342,1,0,1,1,0,0,0,0,0,1,0,0,0,1,0,1,1,0,0,0,1,1,0,0,Cytotoxic T Cell,T Cells
+2974,38106.30612,1026.510204,882.3163265,1231.704082,35386.41837,852.8163265,893.9795918,1858.520408,20876.33673,628.7653061,631.7040816,1807.897959,27452.61224,1526.72449,3773.285714,2619.72449,9059.010204,1652.540816,391.1836735,2442.132653,19051.5102,559.1632653,156.1428571,527.4795918,22937.92857,474.3877551,150.1122449,2486.112245,17339.93878,1708.367347,689.3673469,2833.561224,15579.03061,692.1122449,338.9183673,1847.520408,12372.38776,1088.836735,517.5,1335.5,9158.265306,673.6428571,185.1326531,2070.377551,8450.591837,1568.938776,202.8367347,3345.377551,545.9897959,644.2755102,98,11.85851234,10.69981569,0.431129877,0.98,0.680555556,0.631275147,1,1,0,1,1,0,0,0,0,0,0,0,0,1,0,0,1,0,0,1,1,1,0,0,Macrophage,Other Cells
+2975,29292.3629,767.3629032,507.4919355,1059.983871,26662.27419,643.3709677,651.25,1530.508065,14732.51613,466.6693548,1156.935484,1780.991935,20354.54839,1160.354839,5631.193548,3980.532258,7396.209677,1238.282258,305.8870968,2601.766129,14347.33065,681.5241935,555.2741935,1056.580645,17207.64516,413.6290323,126.3467742,3349.346774,13619.87903,1939.935484,603.1048387,2835.370968,11502.75806,676.9193548,256.0080645,1651.096774,8530.637097,1055.846774,392.5645161,1307.798387,5426.919355,703.0403226,158.8870968,5134.806452,5068.532258,1195.153226,696.6774194,3243.790323,978.8548387,644.4193548,124,13.5722947,12.05350958,0.459656746,0.918518519,0.794871795,-0.874038352,1,0,1,1,0,0,0,0,1,0,0,0,1,0,0,0,0,0,0,0,1,0,1,0,Helper T Cell,T Cells
+2976,24568.83516,826.967033,485.2637363,1105.472527,21353.23077,688.8791209,497.4505495,1659.802198,10323.16484,466.3956044,603.3626374,1758.956044,15056.16484,1154.692308,4815.032967,1712.10989,5823.769231,1226.32967,329.8021978,2378.692308,10902.0,418.1098901,2065.571429,715.6043956,13601.67033,462.8571429,141.1978022,2116.241758,10359.45055,1820.175824,402.978022,2860.307692,8342.582418,651.3956044,253.4615385,1307.296703,5915.67033,781.8461538,383.1428571,1316.703297,3123.703297,1121.164835,151.8901099,2314.483516,3324.131868,1161.417582,609.2857143,3208.351648,1072.087912,643.4725275,91,14.9258721,8.45837739,0.823929482,0.866666667,0.583333333,1.067946569,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,1,0,1,0,Dendritic Cell,Other Cells
+2977,37063.425,947.91875,647.5,1109.91875,26486.31875,685.65625,964.88125,1641.34375,11607.925,478.54375,2102.38125,1784.65,17828.66875,1177.425,7474.5375,4033.4625,6682.0625,1260.65625,324.4125,2638.2625,13056.1375,415.90625,1291.825,2058.43125,16175.95625,459.5875,128.475,2878.25625,12540.125,3153.8,390.64375,2790.84375,9911.40625,709.18125,252.93125,1257.675,6500.51875,1409.15625,384.6125,1301.575,3356.0875,881.86875,152.86875,3527.525,3689.21875,1149.8625,2154.85,3213.93125,1090.4375,646.30625,160,20.10531276,10.88638021,0.840721465,0.888888889,0.553633218,-0.812603681,1,0,1,1,0,0,0,0,1,0,0,0,1,0,0,1,0,0,1,0,1,0,1,0,Helper T Cell,T Cells
+2978,49190.53333,1063.85,578.2833333,1174.983333,42911.1,822.0166667,926.4,1787.266667,26997.73333,638.3833333,969.1333333,1802.883333,34838.56667,1522.616667,4848.666667,4795.416667,11799.91667,1532.2,395.45,2512.9,24810.11667,523.3666667,170.7166667,605.7,29516.85,1092.416667,146.9166667,3487.316667,22801.36667,1687.05,720.7666667,2826.05,19846.93333,726.8,357.7333333,1868.733333,15222.95,1267.85,509.0166667,1325.7,11416.28333,728.1833333,197.8833333,3895.616667,10432.23333,1581.5,219.5,3453.55,462.25,642.9,60,10.4468269,7.291808712,0.716104893,1.0,0.857142857,1.563648851,1,1,1,1,1,0,0,0,0,1,0,0,0,1,0,1,1,0,0,1,1,1,0,1,Cytotoxic T Cell,T Cells
+2979,28636.66038,881.7358491,453.5188679,1064.349057,23450.75472,693.245283,472.9245283,1408.216981,14648.65094,546.2641509,492.3679245,1703.235849,19923.81132,1366.188679,1947.584906,3047.433962,7076.584906,1311.971698,338.1320755,2367.462264,14657.77358,517.1792453,189.7735849,492.6226415,17941.18868,400.9150943,122.6037736,1449.169811,13712.17925,1392.0,647.4433962,2801.339623,12198.4434,586.2264151,279.9433962,1637.518868,9999.018868,891.8207547,423.490566,1297.103774,7068.773585,712.7358491,161.8207547,1841.773585,6712.5,1478.90566,326.4433962,3192.773585,687.2075472,645.8773585,106,13.62899911,10.04329054,0.675995281,0.929824561,0.679487179,0.677900613,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,0,Granulocyte,Other Cells
+2980,24844.89908,921.853211,737.0275229,1119.119266,23237.55963,686.9357798,600.5688073,1626.541284,12678.86239,554.3027523,558.3577982,1799.623853,16295.24771,1241.642202,9352.66055,8573.614679,6132.229358,1309.761468,326.1926606,2340.009174,12874.46789,418.9633028,258.0183486,429.6788991,14951.3578,439.0550459,133.0458716,9673.275229,11430.02752,1480.614679,1042.357798,2837.715596,9960.651376,608.5229358,284.6513761,3523.256881,6926.577982,844.3761468,431.6513761,1311.733945,5257.477064,654.5963303,175.4220183,5391.302752,4628.192661,1288.53211,357.9082569,3343.981651,247.9266055,647.6788991,109,13.95225589,10.24482664,0.678849505,0.900826446,0.707792208,-0.025485962,1,0,0,1,0,0,0,0,0,0,0,1,0,1,1,0,0,0,0,0,1,0,0,0,B Cell,B Cells
+2981,28953.10938,1008.039063,578.703125,1089.578125,24341.90625,708.6484375,598.796875,1546.5,13693.34375,570.6328125,674.4609375,1770.8125,17970.23438,1270.65625,6675.984375,3415.796875,6379.78125,1336.304688,323.140625,2358.328125,13461.26563,436.3828125,451.4765625,497.7265625,16525.34375,414.9765625,125.0703125,6795.625,12731.97656,1676.617188,614.5390625,2817.273438,11024.60938,598.203125,287.0625,1681.578125,7619.09375,935.421875,426.2578125,1296.78125,5922.625,693.140625,174.046875,5675.414063,5184.015625,1284.414063,345.4921875,3441.609375,288.6484375,647.1796875,128,13.60274286,12.11285458,0.455039054,0.948148148,0.703296703,1.318517106,1,0,0,1,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,1,0,0,1,B Cell,B Cells
+2982,23976.88976,828.9527559,470.0866142,1045.11811,24301.34646,681.5590551,648.2677165,1501.204724,12809.06299,540.9448819,565.0551181,1781.866142,16235.98425,1231.023622,5520.574803,2263.84252,6092.086614,1392.606299,331.015748,2431.346457,13446.80315,406.488189,1413.19685,466.2362205,15417.46457,421.5590551,126.9685039,3166.015748,11842.88189,1755.165354,530.0866142,2813.401575,10406.7874,676.6850394,290.7401575,1415.015748,7403.346457,832.7165354,441.4015748,1374.700787,5905.669291,958.8740157,175.5590551,5841.685039,5025.850394,1344.700787,675.3779528,3303.543307,302.9055118,646.3937008,127,16.04185917,10.7573668,0.741836271,0.881944444,0.705555556,-1.241168007,1,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,1,1,0,1,0,1,0,Dendritic Cell,Other Cells
+2983,40136.81595,947.208589,650.0,1148.717791,37844.30675,769.2269939,818.8343558,1689.030675,21781.71779,596.0981595,874.993865,1817.257669,28554.04294,1422.687117,4521.625767,4784.276074,9825.300613,1461.484663,360.8895706,2419.208589,21505.04294,516.8343558,144.0981595,789.6932515,25467.00613,731.7055215,142.5337423,3687.742331,18580.34969,1599.613497,824.4785276,2829.478528,16630.04294,663.2638037,326.398773,1849.165644,12997.22699,1084.147239,482.0797546,1324.398773,9846.447853,674.3496933,181.6380368,3059.067485,8827.306748,1502.91411,441.8343558,3332.03681,487.7177914,649.1533742,163,17.03780351,13.1322216,0.637113938,0.867021277,0.646825397,-0.233245443,1,0,1,1,1,0,0,0,0,1,0,0,0,1,0,0,1,0,0,1,1,1,0,0,Cytotoxic T Cell,T Cells
+2984,37700.1375,964.6,477.2375,1092.225,34434.875,750.7625,720.275,1550.175,19210.425,565.85,2230.125,1769.225,26150.6125,1408.2,3249.175,3620.2,9463.925,1379.575,343.6375,2517.9875,19652.225,479.2875,206.7,1837.8625,23488.2125,1456.2875,149.0,1324.2125,17643.9125,1853.2,585.1125,2812.2875,15479.85,842.1125,287.325,1508.9125,12207.525,1904.2125,423.75,1318.625,9255.425,743.675,164.75,2706.6,8225.1125,1535.65,446.0375,3282.6625,653.5,647.275,80,11.71333451,9.098779842,0.629761953,0.930232558,0.666666667,-0.212135024,1,0,1,1,0,0,0,0,0,1,0,0,1,0,0,1,0,0,0,0,1,1,0,0,Helper T Cell,T Cells
+2985,36247.625,839.775,536.55,1111.33125,34249.05,758.03125,1014.91875,1652.74375,18963.8,512.275,2312.2625,1819.78125,26168.25,1283.80625,6403.98125,3998.2625,9251.6,1284.225,327.125,2692.6625,18282.2125,714.675,610.74375,2386.00625,22329.65625,452.2125,166.3125,2566.1125,17414.675,2196.925,504.64375,2831.44375,14698.50625,776.85,279.20625,1743.04375,11102.0625,1212.15625,418.49375,1313.6125,7427.825,756.36875,165.14375,5694.425,6688.25625,1268.73125,272.575,3293.75625,932.94375,648.55625,160,16.71798896,12.67704994,0.651919743,0.903954802,0.588235294,-0.459266686,1,0,1,1,0,0,1,0,1,0,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+2986,32710.37433,829.7860963,502.3368984,1091.812834,29313.49733,707.540107,834.0481283,1605.737968,17169.91979,490.5347594,1887.294118,1756.026738,23510.52406,1272.967914,5159.491979,2498.652406,8477.44385,1268.668449,323.3903743,2470.497326,16454.63636,795.5240642,394.7647059,1225.941176,20037.71658,451.0855615,409.8181818,3298.390374,15725.16043,1660.647059,487.6791444,2802.657754,13271.58824,796.7486631,271.0053476,1828.775401,10048.60428,878.2406417,411.6042781,1305.229947,6503.256684,693.9037433,164.9465241,5197.625668,6112.903743,1278.417112,1496.497326,3302.86631,944.9839572,650.540107,187,18.3469654,13.47847047,0.678453831,0.916666667,0.692592593,-0.05610116,1,0,1,1,0,0,0,1,1,0,1,0,0,0,0,0,0,0,0,0,1,0,1,0,T Cell,T Cells
+2987,31712.11429,805.25,495.2571429,1063.707143,29508.4,667.0357143,758.5857143,1590.65,15679.20714,489.9428571,809.5571429,1755.642857,21830.87143,1211.721429,7021.257143,2664.364286,8168.464286,1264.65,333.0214286,2413.835714,15458.03571,453.7642857,741.2428571,862.5642857,19777.31429,437.8071429,126.4428571,3719.864286,15157.85,1856.157143,480.2714286,2791.935714,12623.27857,700.0214286,262.6142857,1619.678571,9328.721429,970.2785714,406.2142857,1300.942857,5541.821429,754.9071429,156.9928571,3815.535714,5470.65,1234.264286,575.3642857,3245.714286,1005.857143,648.0,140,15.16763256,12.01971442,0.609926258,0.939597315,0.666666667,-0.84236998,1,0,1,1,0,0,0,0,1,0,0,0,1,0,0,0,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
+2988,39568.98795,843.8072289,479.6626506,1110.156627,29898.83133,616.7590361,694.5662651,1553.433735,13367.90361,452.939759,1256.60241,1716.301205,20338.66265,1128.277108,7007.614458,2541.722892,7711.831325,1205.036145,302.9277108,2498.409639,14869.84337,394.8554217,1007.433735,1494.313253,18838.91566,433.4216867,116.9156627,2086.771084,14698.85542,2385.975904,385.0963855,2840.156627,11598.6506,559.8554217,258.2289157,965.0843373,7500.301205,1055.879518,376.3493976,1283.325301,3706.987952,802.0843373,153.0361446,2166.506024,4168.493976,1131.240964,1139.060241,3147.73494,1105.831325,645.1445783,83,12.00451809,9.521982241,0.608961378,0.922222222,0.628787879,1.236032226,1,0,1,1,0,0,0,0,1,0,0,0,1,0,0,0,0,0,1,0,1,0,1,0,Helper T Cell,T Cells
+2989,22465.21642,1015.679104,606.4552239,1089.507463,20470.5,662.1791045,416.7014925,1460.208955,12128.02239,545.2761194,539.0970149,1741.253731,16120.40299,1257.910448,6095.08209,2140.604478,6012.947761,1540.358209,326.7238806,2350.925373,10607.06716,393.4925373,433.5223881,447.619403,12918.22388,450.7313433,135.6865672,4822.164179,9805.402985,1591.753731,579.4552239,2809.201493,8527.858209,592.5149254,271.9925373,1441.947761,6541.261194,875.4328358,423.5074627,1291.746269,4911.880597,723.1492537,165.0223881,2722.895522,4457.432836,1325.671642,519.1940299,3246.455224,332.8059701,648.9925373,134,15.09661933,11.61172322,0.639055655,0.930555556,0.644230769,-0.244658793,1,0,0,1,1,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Macrophage,Other Cells
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+2991,41296.3871,901.6370968,569.483871,1101.774194,38922.67742,727.3467742,679.6774194,1640.790323,21229.18548,579.2822581,528.016129,1756.024194,27106.97581,1293.758065,7328.112903,4349.862903,10083.16129,1386.362903,345.3709677,2321.201613,20933.34677,449.6048387,149.3225806,431.6370968,25076.31452,432.983871,130.3951613,4916.322581,19029.59677,1491.669355,618.1693548,2814.403226,16920.37903,610.0725806,301.9596774,2446.919355,11235.23387,836.5887097,449.1451613,1305.814516,8380.733871,643.9596774,173.2016129,4147.774194,7336.16129,1356.379032,267.8709677,3382.491935,235.5725806,648.5403226,124,17.48158102,10.32817119,0.806815821,0.815789474,0.645833333,-1.389544952,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,NK Cell,Other Cells
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+2996,34263.72024,833.0535714,483.7738095,1063.428571,30163.2619,672.3928571,840.7857143,1509.952381,17621.41667,520.1964286,1680.053571,1789.517857,23923.79762,1256.994048,3817.666667,3801.97619,8413.77381,1346.125,310.0416667,2485.375,17618.86905,461.1488095,179.5238095,2109.904762,21459.8869,848.9345238,145.3511905,1770.35119,16264.01786,1885.375,620.4761905,2801.85119,14523.33333,672.625,270.1904762,1499.285714,11131.58333,1928.375,408.9761905,1302.517857,8429.892857,708.8928571,152.1428571,2786.077381,7684.892857,1402.607143,248.0,3309.309524,639.4761905,649.4821429,168,15.80614131,13.69947204,0.498797931,0.954545455,0.75,-1.349824597,1,0,1,1,0,0,0,0,0,1,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
+2997,36218.08182,1016.318182,672.3363636,1112.172727,31350.78182,750.7545455,816.1909091,1576.263636,18767.03636,571.8,1272.309091,1775.945455,24875.60909,1353.809091,5218.154545,3932.290909,8787.309091,1302.336364,338.8181818,2520.381818,18249.36364,448.3636364,138.6090909,1334.954545,22377.26364,535.1454545,168.9818182,2895.372727,17004.12727,2126.281818,650.5454545,2792.654545,15081.0,598.5090909,285.9090909,1831.290909,11684.14545,1157.045455,433.2818182,1311.227273,8297.545455,622.1545455,168.5909091,2107.363636,7389.854545,1358.663636,180.5818182,3287.481818,787.5272727,650.4181818,110,13.77026828,10.6824739,0.631023553,0.887096774,0.604395604,-0.521597933,1,0,1,1,0,0,0,0,0,1,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+2998,24364.88667,799.9533333,578.0466667,1083.033333,21367.26667,659.9933333,563.4,1488.093333,12343.41333,481.9933333,595.5266667,1768.926667,17222.24667,1246.826667,3602.086667,3247.046667,6236.38,1215.14,314.4133333,2404.446667,12497.68667,397.9333333,1331.98,601.38,15424.52,459.2133333,118.6466667,3552.04,11587.24,1522.193333,612.8933333,2786.106667,10190.82667,714.0533333,257.94,2077.06,7935.966667,879.9933333,403.74,1346.106667,5754.64,981.58,155.6466667,5330.82,5092.126667,1249.766667,374.1666667,3208.42,825.4,649.7266667,150,15.63733346,12.34767553,0.613585939,0.955414013,0.769230769,-0.330026016,1,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,1,1,0,1,0,0,0,Dendritic Cell,Other Cells
+2999,16572.54737,750.4105263,460.9052632,1040.336842,16516.56842,608.4315789,521.0105263,1413.663158,8139.810526,468.1894737,672.1368421,1788.578947,12542.97895,1187.252632,5034.252632,2718.294737,4359.452632,1214.052632,307.0105263,2456.494737,9043.231579,429.9578947,820.7263158,618.0631579,11313.87368,425.1578947,120.8210526,1488.0,8248.147368,1618.526316,635.2105263,2816.052632,7238.378947,1191.978947,252.8842105,1804.673684,5798.842105,1122.231579,390.4210526,1300.368421,4252.610526,810.9473684,155.5789474,2865.284211,3716.210526,1281.831579,2153.778947,3156.315789,874.6631579,649.9473684,95,13.58013766,9.276690152,0.730318095,0.969387755,0.753968254,-0.085487036,0,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,1,0,1,0,Dendritic Cell,Other Cells
+3000,46446.51852,973.7037037,526.7530864,1138.259259,37427.50617,733.0246914,608.0123457,1802.382716,20086.41975,505.5925926,1027.691358,1798.888889,27107.77778,1263.0,6584.148148,3300.395062,10349.81481,1307.382716,331.7654321,2433.024691,19680.54321,473.5185185,340.2345679,904.345679,24445.8642,453.4938272,135.4938272,3529.790123,18942.32099,1915.506173,404.8888889,2814.814815,15262.62963,638.5308642,279.4938272,1246.753086,10705.67901,980.2098765,418.2222222,1298.123457,5839.493827,696.2592593,151.3333333,2717.91358,6143.604938,1232.765432,249.0864198,3380.555556,1053.061728,648.8641975,81,14.97560581,7.260063405,0.874629122,0.952941176,0.525974026,0.915341344,1,0,1,1,0,0,0,0,1,0,0,0,1,0,0,0,0,0,0,0,1,0,0,1,Helper T Cell,T Cells
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+3005,43356.01418,916.5460993,608.929078,1117.957447,37036.1773,726.2340426,851.4964539,1631.87234,22096.86525,562.3333333,1815.489362,1797.042553,30176.75177,1340.432624,3770.567376,3987.64539,10881.9078,1333.680851,343.9787234,2613.304965,22626.43972,465.5673759,138.106383,1370.978723,27934.07092,763.8297872,245.4893617,2870.319149,20811.91489,2025.177305,580.5248227,2809.453901,18562.66667,828.4113475,295.4822695,1834.453901,14550.70922,1313.304965,434.8014184,1304.425532,10221.95035,647.7092199,162.3262411,2610.539007,9378.702128,1425.41844,675.2269504,3281.219858,771.0567376,650.035461,141,15.01926989,12.8998699,0.512163541,0.892405063,0.626666667,-0.331040485,1,0,1,1,0,0,0,0,0,1,1,0,1,0,0,1,0,0,0,0,1,0,1,0,Regulatory T Cell,T Cells
+3006,33661.85577,1071.355769,1219.105769,1233.807692,31925.96154,807.9903846,826.9615385,1872.990385,17666.33654,595.3365385,835.3653846,1754.057692,24022.39423,1549.980769,1632.442308,1658.201923,8367.336538,1520.096154,381.3942308,2431.567308,17924.875,501.4519231,192.0,781.0384615,22104.73077,547.7980769,137.7884615,1094.394231,16178.53846,1693.230769,516.5288462,2807.413462,14450.14423,660.875,320.3076923,2378.230769,11260.53846,1282.567308,485.6634615,1301.105769,8402.394231,689.1538462,186.3557692,1324.115385,7201.153846,1627.682692,232.2211538,3394.076923,801.9711538,649.8076923,104,13.01815897,10.22437734,0.618996819,0.971962617,0.727272727,-0.466609187,1,0,1,0,1,0,0,0,0,1,0,0,0,0,0,1,1,0,0,1,0,1,0,1,Cytotoxic T Cell,T Cells
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+3008,33833.98962,837.9446367,526.2525952,1079.131488,31183.32526,683.9377163,712.5709343,1570.16609,17244.72318,501.4982699,1561.041522,1803.820069,24093.04844,1227.027682,5077.525952,3705.685121,8595.615917,1271.456747,318.283737,2603.740484,16579.44983,413.1557093,261.0968858,1469.051903,20021.70242,435.0519031,129.4878893,3140.044983,15557.28028,1977.847751,526.8546713,2788.055363,13110.20069,747.2179931,262.982699,1477.304498,9707.820069,1302.896194,406.3633218,1294.086505,6232.795848,635.1522491,167.3702422,3975.647059,5776.051903,1235.737024,1064.252595,3269.871972,964.7128028,654.3806228,289,22.62654652,16.37620968,0.690050838,0.941368078,0.69138756,-0.502443391,1,0,1,1,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,1,0,1,0,Helper T Cell,T Cells
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+3011,32680.09474,904.3894737,531.7789474,1059.621053,30057.56842,699.3894737,507.6631579,1557.663158,17188.29474,552.0421053,709.4631579,1771.726316,21763.56842,1251.694737,6987.652632,2834.094737,8032.673684,1345.978947,326.4842105,2574.136842,16472.6,432.9473684,146.9578947,564.6736842,19658.25263,431.4315789,123.4842105,3414.357895,15181.16842,1616.757895,557.7894737,2806.631579,13106.36842,593.9157895,288.3368421,1600.084211,9013.494737,850.9263158,431.8526316,1290.273684,6773.631579,634.1789474,165.9684211,2364.526316,6072.263158,1281.336842,155.6842105,3426.147368,258.4105263,649.8947368,95,12.46051044,10.05295403,0.590845005,0.931372549,0.71969697,0.601097364,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,NK Cell,Other Cells
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+3013,29173.81959,918.5979381,504.371134,1056.469072,26388.60309,832.5154639,831.2010309,1479.262887,14658.6701,518.1494845,1428.07732,1845.463918,19755.53093,1265.979381,2643.010309,2961.623711,7223.716495,1258.479381,307.3041237,2474.984536,15098.63918,693.3762887,106.1237113,1560.195876,18464.15464,459.0824742,343.0876289,1445.85567,13732.07216,1791.134021,593.2989691,2802.128866,12284.79897,838.0773196,257.7835052,1554.510309,9863.927835,1283.319588,405.3917526,1284.474227,7386.819588,600.5979381,161.685567,2581.365979,6553.938144,1345.572165,1359.180412,3271.097938,681.4123711,655.2628866,194,19.63783685,14.7240231,0.661689175,0.788617886,0.510526316,0.470265587,1,0,1,1,0,0,0,0,0,0,1,0,0,0,0,1,0,0,0,0,1,0,1,0,T Cell,T Cells
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+3015,42182.20661,893.7272727,599.6694215,1119.900826,36266.4876,703.9586777,1010.446281,1632.53719,21558.96694,530.7190083,1743.363636,1786.264463,29372.87603,1380.628099,3343.719008,4402.727273,10621.44628,1323.975207,341.2066116,2527.421488,21492.80165,449.7768595,528.0661157,1238.983471,26613.1157,1123.909091,128.1570248,1655.669421,19908.28099,1766.140496,570.9090909,2802.933884,17781.95868,733.0743802,292.677686,1733.694215,13900.49587,1984.578512,438.661157,1319.264463,9727.661157,743.6363636,167.5785124,3893.933884,8517.504132,1388.099174,344.553719,3272.173554,813.0082645,651.2892562,121,14.54661861,11.38136313,0.622768573,0.846153846,0.617346939,0.520278789,1,0,1,1,0,0,0,0,1,1,0,0,0,0,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+3016,24571.54167,816.5952381,947.7380952,1084.922619,22597.35714,662.202381,760.0,1546.392857,12678.81548,476.8452381,1610.0,1857.85119,17792.53571,1191.392857,7345.940476,3953.482143,6435.732143,1215.64881,314.547619,2577.470238,12485.51786,411.4047619,1517.27381,1692.642857,15517.8631,441.1071429,205.452381,2208.517857,12074.38095,3163.928571,2531.779762,2810.255952,10395.25,660.9821429,256.1964286,1489.821429,7992.928571,1525.97619,395.547619,1336.339286,5478.458333,943.5178571,166.5654762,11645.95238,5021.583333,1238.505952,327.577381,3244.892857,900.5952381,653.0892857,168,17.17026883,12.70375468,0.672750643,0.971098266,0.666666667,-0.222012516,1,0,1,1,0,0,0,0,1,0,1,0,1,1,0,1,0,0,1,0,1,0,0,0,Regulatory T Cell,T Cells
+3017,57040.79412,999.7529412,602.6058824,1193.217647,55084.00588,818.7882353,719.7764706,1861.952941,27074.12941,614.6823529,717.4588235,1817.470588,37486.5,1452.194118,6777.570588,6114.958824,13507.80588,1518.547059,384.0058824,2448.717647,27824.29412,492.1647059,141.8294118,584.3647059,33577.14706,833.4,142.5058824,5140.817647,24850.48235,1615.658824,570.2117647,2821.988235,21405.27059,658.9823529,343.9,4875.035294,12299.02941,957.0882353,476.4117647,1316.570588,8251.911765,669.5235294,177.1058824,3609.394118,7569.570588,1439.758824,175.4411765,3376.582353,151.7058824,655.3764706,170,21.62908579,10.42458919,0.876187243,0.899470899,0.596491228,-0.52561593,1,0,0,1,1,0,0,0,0,1,0,0,0,0,1,0,1,0,0,0,1,0,0,1,Follicular Dendritic Cell,B Cells
+3018,36384.01563,1037.3125,639.9375,1104.328125,32499.60938,765.234375,554.9375,1627.65625,19055.78125,612.25,538.453125,1736.34375,23624.1875,1300.421875,5638.40625,5290.5,8500.9375,1393.234375,339.0625,2359.453125,17480.6875,427.484375,352.53125,430.578125,20875.625,446.71875,128.078125,4469.09375,16441.5625,1512.296875,779.921875,2817.515625,14191.03125,642.515625,301.1875,1845.625,9509.1875,828.625,437.078125,1303.421875,7081.703125,667.34375,169.453125,4154.921875,6446.71875,1295.828125,153.125,3460.34375,273.265625,651.421875,64,11.9937266,7.012414694,0.811268662,0.984615385,0.581818182,-0.680154073,1,0,0,1,0,0,0,0,1,0,0,0,0,1,0,0,0,0,0,0,1,0,0,1,NK Cell,Other Cells
+3019,37152.34109,985.1317829,690.875969,1128.790698,20133.31008,588.9534884,403.4263566,1533.372093,10884.31783,462.4031008,587.9612403,1770.333333,14154.17054,1124.899225,8886.666667,3160.069767,5186.914729,1262.193798,294.6046512,2383.054264,10913.85271,369.0542636,276.6589147,539.255814,12203.1938,421.5116279,119.8914729,7896.186047,9242.922481,1413.968992,632.6821705,2806.860465,8254.829457,544.3488372,262.3410853,1395.565891,6074.116279,843.1782946,392.2325581,1287.658915,4734.302326,639.372093,152.0930233,4561.162791,4163.968992,1237.209302,183.1007752,3259.286822,370.5736434,652.9224806,129,14.81266816,11.44310167,0.63498885,0.921428571,0.575892857,-0.843235094,0,0,0,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,0,B Cell,B Cells
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+3021,34081.59701,892.6716418,594.6268657,1109.253731,31338.23881,721.2537313,883.9552239,1589.0,18496.28358,572.3731343,1604.507463,1795.656716,24559.40299,1354.835821,4325.208955,4891.537313,8710.865672,1425.059701,345.358209,2453.044776,18306.50746,463.0447761,133.9253731,797.9701493,21617.95522,2031.283582,131.3283582,4337.761194,15998.43284,1628.641791,807.5970149,2796.149254,14428.49254,651.7164179,305.1641791,2072.835821,11247.46269,1535.940299,459.6716418,1330.791045,8392.447761,673.1492537,182.1044776,5717.567164,7720.641791,1437.865672,605.0,3387.014925,499.0597015,650.3432836,67,11.41972685,8.86075528,0.630835539,0.817073171,0.609090909,-1.429146518,1,0,1,1,0,0,0,0,0,1,0,0,0,1,0,1,0,0,0,1,1,0,1,1,Cytotoxic T Cell,T Cells
+3022,41116.68391,993.2931034,556.8448276,1117.683908,25677.4023,576.3045977,586.1206897,1504.994253,10758.71839,416.7126437,1871.643678,1754.063218,16606.8908,1007.614943,6949.557471,3708.275862,6353.603448,1071.591954,283.2126437,2554.114943,11888.77586,346.4655172,382.8908046,1838.367816,14813.77011,537.3793103,201.8448276,1875.356322,11483.2931,2828.770115,373.2183908,2812.155172,8918.856322,524.7126437,222.9137931,897.5344828,5807.597701,1281.965517,349.2528736,1274.183908,2869.735632,608.5632184,141.545977,2278.321839,3120.902299,996.1724138,438.4655172,3030.977011,1099.074713,654.316092,174,15.94912521,14.81633134,0.370143613,0.883248731,0.537037037,-1.036465677,0,0,1,1,0,0,0,0,1,1,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+3023,18547.75159,882.8089172,478.7452229,1056.834395,17382.92357,716.910828,630.7515924,1487.828025,9849.0,536.2866242,433.4203822,1707.101911,12702.52229,1317.006369,1733.235669,1544.280255,4427.566879,1297.726115,328.7452229,2339.528662,8875.070064,424.4968153,188.7643312,447.8407643,10045.81529,451.7261146,124.6942675,1288.719745,7770.55414,1391.751592,651.0828025,2807.11465,6864.369427,757.7006369,287.1082803,1663.980892,5374.636943,926.5477707,437.3757962,1322.515924,4299.038217,871.9681529,179.2993631,3316.859873,3851.394904,1486.636943,6710.178344,3201.808917,432.4585987,653.6496815,157,16.453419,12.24931027,0.667640094,0.951515152,0.747619048,-0.502506774,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,1,1,0,Granulocyte,Other Cells
+3024,24442.36207,1322.241379,603.3965517,1103.448276,23615.12069,840.2931034,713.0689655,1524.672414,12259.0,669.0172414,679.8448276,1714.275862,16344.34483,1408.586207,6465.534483,2937.137931,5264.844828,1295.913793,319.2758621,2420.534483,13104.48276,428.0,151.4827586,550.0689655,13413.2069,710.6724138,125.1724138,3222.827586,9790.137931,1509.172414,649.0689655,2803.827586,8669.086207,587.7586207,275.3448276,1554.465517,6466.137931,961.6206897,406.1034483,1320.086207,5430.62069,598.6724138,161.9137931,2599.275862,4345.017241,1206.5,222.5,3472.448276,463.5862069,650.6034483,58,11.83740767,6.432631831,0.839463817,0.892307692,0.604166667,-1.026808211,1,1,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,1,NK Cell,Other Cells
+3025,38746.24576,866.3728814,520.940678,1143.576271,37900.27119,752.2542373,688.5423729,1794.694915,19088.44915,507.3559322,574.1101695,1811.652542,27130.13559,1246.601695,5355.550847,3037.194915,10334.44068,1358.576271,343.7966102,2424.152542,19400.05085,532.9830508,2019.305085,618.5,24741.66102,467.6525424,136.4745763,3144.29661,18608.24576,1757.177966,445.9322034,2809.415254,15141.17797,678.8559322,280.5254237,1500.008475,11083.81356,864.7542373,418.6101695,1337.355932,6084.474576,1122.90678,164.4237288,3436.491525,6181.830508,1268.194915,364.0169492,3311.432203,1041.059322,652.9576271,118,17.96678957,10.14259096,0.825420193,0.802721088,0.491666667,-0.847765539,1,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,1,0,0,0,Dendritic Cell,Other Cells
+3026,41115.64912,890.5789474,544.622807,1131.280702,26974.30702,696.7280702,517.5175439,1638.105263,13374.99123,487.5526316,1031.236842,1728.324561,19368.82456,1220.982456,5894.72807,3172.885965,7175.947368,1211.710526,319.7368421,2335.035088,14047.2807,414.4122807,1609.736842,863.5087719,17475.57895,417.7105263,144.7017544,4852.692982,13705.35088,2042.614035,409.5087719,2817.096491,11007.13158,628.1140351,254.7017544,1432.078947,7571.149123,949.1754386,397.6315789,1313.087719,3967.315789,977.2017544,158.7982456,3800.587719,4418.22807,1177.54386,1732.421053,3320.157895,1068.675439,651.9736842,114,13.59571357,10.7989789,0.607534996,0.982758621,0.690909091,-1.564678824,1,0,1,1,0,0,0,0,1,0,0,0,1,0,0,0,0,0,1,0,1,0,1,0,Helper T Cell,T Cells
+3027,41678.91743,890.9266055,590.0917431,1145.431193,39361.63303,730.7981651,588.3394495,1710.651376,21439.44037,573.853211,511.1009174,1793.192661,27161.80734,1313.293578,6572.788991,7856.46789,10416.10092,1409.40367,346.293578,2353.376147,20732.77982,451.6605505,134.8165138,436.8715596,25221.44954,428.5045872,132.4311927,5361.761468,18782.30275,1496.366972,709.3577982,2808.93578,16784.05505,629.146789,308.8073394,3249.46789,10741.69725,836.559633,441.5504587,1293.40367,7936.422018,637.7431193,172.8348624,3806.412844,6918.899083,1368.981651,220.1100917,3270.779817,220.6972477,653.1926606,109,12.93716473,11.06281383,0.518431962,0.96460177,0.698717949,-0.239575848,1,0,0,1,0,0,0,0,0,0,0,1,0,1,1,0,0,0,0,0,1,0,0,0,B Cell,B Cells
+3028,34875.32609,908.1702899,582.1376812,1100.057971,32432.15942,738.0362319,696.0797101,1581.108696,18414.16667,557.3115942,629.6557971,1796.050725,24365.37681,1331.445652,5096.253623,4716.01087,8626.75,1413.518116,341.1557971,2423.315217,18689.52536,822.1231884,153.6956522,513.5724638,21575.6558,475.6086957,138.7101449,3869.652174,16053.27536,1571.235507,860.1992754,2812.826087,14339.49638,705.4855072,302.4818841,2205.677536,11195.06159,898.1231884,452.8949275,1318.065217,8465.550725,653.8007246,176.4963768,5029.666667,7666.289855,1415.992754,272.4601449,3335.467391,473.423913,657.8586957,276,22.11544361,16.72287284,0.654383694,0.878980892,0.69,-0.68139407,1,0,0,1,0,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,Proliferating Cell,Other Cells
+3029,27690.95076,884.7954545,484.5871212,1068.590909,24615.13636,699.6212121,684.4393939,1494.227273,14449.15909,557.0378788,593.2234848,1744.329545,18606.44697,1315.545455,2943.818182,3076.340909,6498.367424,1507.098485,325.1931818,2406.484848,13967.64773,477.8977273,819.5113636,502.4886364,16762.09848,499.8295455,124.0984848,1656.969697,12515.53788,1561.575758,790.4962121,2810.356061,11185.68561,734.2007576,293.5719697,1693.693182,8757.583333,930.2348485,442.3030303,1334.534091,6536.189394,837.1780303,168.2878788,3294.409091,6075.462121,1394.026515,427.2916667,3253.818182,569.4166667,658.1136364,264,19.80707323,17.74819684,0.44394613,0.942857143,0.666666667,0.165656137,1,0,0,1,1,0,0,0,1,0,0,0,0,1,0,0,0,0,1,0,1,0,0,0,Macrophage,Other Cells
+3030,33832.88811,858.6223776,553.5664336,1089.797203,33369.99301,701.6013986,660.1958042,1695.06993,16560.46853,507.5804196,588.2447552,1800.482517,23530.13287,1216.692308,7219.216783,3732.412587,8803.300699,1308.440559,331.1748252,2424.797203,16984.6014,478.2727273,2663.076923,714.7972028,21582.52448,451.4125874,135.6783217,3937.993007,16336.13986,2162.062937,485.5594406,2793.503497,13451.46154,750.0909091,273.4055944,1590.293706,9767.398601,1033.286713,414.6013986,1348.447552,5521.097902,1496.328671,160.8181818,4235.482517,5607.706294,1271.559441,646.8391608,3278.132867,1029.734266,654.5734266,143,16.44901639,11.56150106,0.711319474,0.916666667,0.733333333,-0.496112716,1,0,0,1,0,0,0,0,1,0,0,0,1,0,0,0,0,1,1,0,1,0,1,0,Dendritic Cell,Other Cells
+3031,43418.81579,968.9144737,553.9013158,1097.927632,42140.91447,755.1776316,643.1842105,1679.177632,22831.61184,609.4605263,780.6842105,1770.671053,28461.48684,1339.098684,7656.125,5254.782895,10197.91447,1428.111842,355.0328947,2392.085526,22326.06579,448.2434211,307.7105263,668.6907895,26592.76316,560.7171053,139.1118421,5427.901316,20509.16447,1739.572368,645.3815789,2814.111842,17676.02632,667.2828947,324.5592105,1705.381579,12110.78947,981.9868421,458.375,1310.901316,9308.0,688.4934211,177.8552632,4127.210526,8169.151316,1381.25,200.0065789,3393.848684,278.1776316,657.9671053,152,21.12301835,10.25111743,0.874344641,0.826086957,0.444444444,-0.79085566,1,0,0,1,0,0,0,0,1,1,0,1,0,0,0,0,0,0,0,0,1,0,0,1,B Cell,B Cells
+3032,31813.78824,870.1647059,518.9294118,1087.047059,29347.59412,745.6882353,732.8823529,1546.241176,16761.92941,545.7705882,1245.429412,1767.017647,22008.87647,1309.111765,4078.117647,2969.423529,7634.629412,1426.035294,387.7,2435.458824,17449.79412,473.0588235,518.3352941,1039.047059,19807.40588,530.0941176,226.5294118,2749.3,14557.89412,1832.323529,742.3882353,2814.782353,13164.24118,734.0235294,295.7,1578.317647,10181.02353,1119.476471,452.6882353,1346.758824,7847.882353,746.5882353,171.7352941,3673.347059,7025.052941,1403.211765,266.6529412,3282.447059,507.4411765,659.6352941,170,22.84740404,10.80744349,0.881047826,0.813397129,0.527950311,0.244806347,1,0,1,1,0,0,0,0,1,1,1,0,1,1,0,0,0,1,0,0,1,0,0,0,Regulatory T Cell,T Cells
+3033,26938.92,998.464,534.192,1054.888,22643.712,711.232,730.072,1456.848,13253.528,586.272,1346.312,1731.832,17180.136,1290.096,4792.6,2959.92,6196.688,1257.504,304.896,2363.328,12935.448,424.32,283.344,1564.84,15640.712,1472.32,117.544,1764.856,11587.616,1599.816,843.312,2798.704,10235.36,644.68,266.52,1476.248,7879.568,1270.04,390.648,1301.184,5953.168,654.656,152.872,3116.504,5192.168,1266.992,706.128,3322.056,601.288,654.952,125,14.21911735,11.70182609,0.568093078,0.932835821,0.641025641,-0.107285039,1,0,1,1,0,0,0,0,0,1,0,0,0,1,0,1,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells
+3034,28456.61688,878.4220779,497.5064935,1058.487013,25209.96104,659.9025974,630.8636364,1457.564935,14474.82468,511.2337662,969.1948052,1740.798701,19651.99351,1263.831169,3661.525974,2912.292208,6979.545455,1281.292208,311.0844156,2452.616883,14913.0,507.2727273,133.7207792,944.7012987,18242.61688,995.525974,121.8506494,2147.0,13690.27922,1555.454545,605.2077922,2784.948052,12082.48701,1415.967532,264.7077922,1588.409091,9669.824675,1198.584416,395.0064935,1286.220779,7254.012987,615.7727273,155.2337662,2447.727273,6627.935065,1346.12987,1829.850649,3245.032468,669.9675325,657.0779221,154,18.69331209,10.68336926,0.820596797,0.944785276,0.647058824,0.417460256,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells
+3035,26517.90741,749.1481481,488.2777778,1040.018519,24427.44444,615.5925926,759.4074074,1445.333333,13485.27778,454.7407407,1708.796296,1802.796296,19107.61111,1142.055556,3901.185185,3689.814815,6973.555556,1209.796296,309.1481481,2611.037037,13450.7037,428.1851852,259.6851852,2359.777778,16678.55556,513.8333333,118.2962963,2288.518519,12981.09259,2290.222222,645.7407407,2795.0,11167.48148,617.9814815,242.4259259,1429.222222,8272.148148,1302.5,395.2407407,1302.37037,5792.111111,630.5,149.8518519,4798.12963,5184.518519,1179.092593,289.4814815,3133.296296,911.0925926,652.5,54,9.099191523,8.12135631,0.450976085,0.964285714,0.75,1.343052875,0,0,1,1,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
+3036,22153.56897,738.4137931,450.6810345,1032.586207,20868.72414,597.4741379,996.2586207,1498.974138,10857.12931,459.7586207,1013.465517,1797.724138,15387.44828,1124.284483,6826.827586,2725.982759,5833.215517,1164.706897,295.3534483,2531.353448,10897.86207,590.6982759,717.1465517,1609.37069,13751.99138,458.25,122.5689655,2346.698276,10678.75862,2212.068966,425.3103448,2839.034483,8782.844828,886.6982759,242.3965517,1391.396552,6572.517241,1043.508621,389.0086207,1285.008621,3839.844828,732.9913793,153.9396552,3190.482759,3919.862069,1156.284483,779.0086207,3127.284483,1016.025862,654.9051724,116,12.66141032,11.89970908,0.341612951,0.950819672,0.637362637,1.205210794,0,0,1,1,0,0,0,0,1,0,0,0,1,0,0,0,0,0,0,0,1,0,1,0,Helper T Cell,T Cells
+3037,23721.6194,914.1119403,557.7238806,1403.873134,14802.55224,594.858209,435.8731343,2034.656716,8200.104478,480.7164179,456.6791045,1780.925373,10665.61194,1157.80597,2633.880597,1410.052239,3695.708955,1508.679104,298.2313433,2338.746269,8391.462687,368.7910448,147.4850746,406.1044776,8937.544776,375.9402985,118.141791,1732.074627,6837.597015,1387.208955,542.619403,2813.067164,5922.977612,606.261194,245.5746269,1125.835821,4468.514925,835.9029851,395.6492537,1287.440299,3447.134328,582.5149254,155.2164179,2240.410448,3121.589552,1204.985075,334.4104478,3256.11194,347.9253731,657.8955224,134,13.5312612,13.02291973,0.271522579,0.95035461,0.598214286,0.088521529,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Macrophage,Other Cells
+3038,31036.71478,820.9175258,424.3333333,1059.323024,29321.47423,687.2542955,717.7182131,1518.436426,16162.91065,528.3402062,1335.357388,1778.769759,21797.66667,1270.264605,2849.154639,2811.357388,7586.072165,1311.030928,324.3883162,2369.274914,16679.2268,459.8316151,372.6872852,1015.652921,20781.2268,700.6116838,212.7800687,1180.66323,15149.16151,1698.219931,597.8281787,2793.281787,13488.00344,614.3367698,279.0927835,1519.718213,10584.08247,1269.206186,410.6563574,1287.491409,7900.367698,719.6563574,156.8900344,2029.32646,6979.213058,1360.467354,613.8075601,3136.890034,711.5910653,661.4707904,291,26.89838394,15.57469594,0.815313506,0.829059829,0.529090909,-0.559802208,1,0,1,1,0,0,0,0,1,1,1,0,0,0,0,1,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells
+3039,32926.64052,850.1568627,486.4183007,1084.169935,29395.15686,690.7124183,546.4575163,1517.457516,17162.67974,526.0457516,821.7973856,1744.392157,23325.39216,1273.045752,3655.973856,4331.320261,8557.431373,1314.48366,335.9281046,2441.575163,17324.27451,419.4117647,1180.359477,651.9150327,21582.98693,470.3529412,125.9477124,2484.816993,16044.88889,1632.856209,691.3137255,2790.54902,14239.50327,678.5098039,272.8627451,1695.993464,11011.9281,1143.647059,426.5359477,1328.222222,7650.379085,940.7843137,168.2679739,3508.339869,6954.986928,1342.281046,582.7189542,3241.627451,839.5424837,655.2875817,153,15.78447841,12.75951807,0.588690459,0.950310559,0.683035714,1.353085304,1,0,1,1,0,0,0,0,1,0,0,0,0,1,0,1,0,0,1,0,1,0,0,0,T Cell,T Cells
+3040,47776.34,894.205,580.9,1136.365,44696.6,745.38,719.085,1745.805,23173.025,574.35,770.725,1767.765,30223.55,1336.865,7769.87,6812.72,11336.735,1440.58,363.45,2817.23,22743.415,461.56,138.62,647.245,28178.245,447.27,136.66,4831.155,20702.99,1753.81,800.625,2832.08,18038.28,640.73,323.08,3655.375,11459.905,953.875,461.205,1318.58,8174.86,644.575,171.795,3318.92,7050.045,1398.04,223.435,3351.435,186.745,657.135,200,21.55607414,12.74690817,0.806424414,0.896860987,0.680272109,-1.467308572,1,0,0,1,0,0,1,0,0,0,0,0,0,1,1,0,0,0,0,0,1,0,0,0,Follicular Dendritic Cell,B Cells
+3041,23673.20536,767.8214286,491.1339286,1057.25,23075.76786,643.6875,493.7767857,1473.642857,12621.07143,507.9017857,604.7857143,1732.526786,16215.51786,1178.660714,3033.821429,2611.491071,5925.982143,1333.25,325.25,2388.866071,12964.21429,396.8214286,1014.955357,493.6071429,15197.61607,464.7767857,124.7053571,2950.366071,11819.875,1713.401786,549.0357143,2816.758929,10294.5625,665.9642857,274.9642857,1469.196429,7320.294643,967.7946429,429.2946429,1352.696429,5755.535714,851.9910714,170.2410714,4057.142857,5036.982143,1295.678571,234.5357143,3221.25,303.3928571,656.6160714,112,15.72922844,9.49695414,0.797152894,0.933333333,0.662721893,-0.853863213,1,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,1,1,0,1,0,0,0,Dendritic Cell,Other Cells
+3042,32791.7217,853.8679245,545.5,1092.042453,29832.2783,699.75,817.9150943,1544.646226,17582.56604,546.9056604,1022.216981,1796.169811,22564.97642,1283.693396,4589.792453,4656.061321,7849.896226,1393.080189,338.1226415,2576.438679,17249.99057,469.5943396,294.0424528,723.1273585,20289.1934,431.1037736,135.5849057,2234.268868,15229.64623,1733.301887,806.3632075,2814.990566,13925.25,728.2641509,347.6698113,2011.679245,10708.83491,1386.825472,447.8726415,1318.721698,8032.778302,697.9292453,173.2264151,3204.103774,7355.778302,1404.70283,273.3018868,3296.834906,533.240566,656.7830189,212,21.26758047,13.28822085,0.780775934,0.898305085,0.721088435,1.560650181,1,0,1,1,0,0,0,0,0,0,0,0,0,1,0,1,0,0,0,0,1,0,0,0,T Cell,T Cells
+3043,31410.77451,1277.392157,575.9607843,1059.833333,28647.53922,841.2058824,596.1666667,1430.656863,14649.71569,624.3137255,1097.77451,1733.068627,20147.42157,1313.176471,3473.147059,1985.352941,6720.588235,1187.990196,293.9215686,2364.009804,14122.60784,393.0098039,119.1372549,694.2745098,17432.16667,455.5098039,232.9313725,2353.539216,11914.26471,1626.029412,542.4901961,2783.137255,10267.52941,559.3235294,245.8235294,1392.352941,7991.352941,820.0,381.3823529,1271.411765,6042.284314,568.4313725,146.4019608,1411.098039,4936.539216,1130.284314,248.1078431,3532.176471,761.9215686,657.1764706,102,12.69174453,10.45857308,0.566523838,0.935779817,0.653846154,-0.013923313,1,1,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,T Cell,T Cells
+3044,37083.41071,844.1607143,501.4285714,1097.607143,31372.67857,684.1785714,998.1428571,1543.517857,18762.51786,533.4107143,2231.839286,1824.089286,25362.46429,1280.785714,3034.0,4602.035714,9350.071429,1293.910714,331.3392857,2737.375,18968.28571,433.7321429,304.5178571,1268.25,23375.71429,533.1428571,136.875,2161.696429,17407.75,2055.142857,580.125,2850.982143,15530.28571,613.4464286,281.1428571,2228.982143,12340.55357,1275.482143,412.2678571,1312.428571,8477.160714,677.0535714,160.4821429,3551.375,7754.035714,1334.446429,271.3035714,3196.428571,777.9285714,655.7321429,56,11.16641493,6.682291103,0.801176875,0.903225806,0.56,-0.725877377,1,0,1,1,0,0,1,0,1,1,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
+3045,40226.64623,878.0990566,558.1084906,1115.372642,37340.39151,734.9009434,850.0377358,1681.646226,20206.68868,521.5141509,2032.150943,1837.320755,28136.98585,1293.391509,6515.731132,4605.669811,10178.82547,1341.415094,342.3160377,2708.966981,19903.35849,434.6650943,254.6933962,1265.627358,23955.74528,460.995283,400.7924528,2774.245283,19065.90094,2401.240566,549.995283,2808.735849,15808.22642,696.3537736,289.4198113,1497.080189,11694.86792,1488.849057,429.3066038,1302.099057,7395.051887,644.7075472,164.7971698,3639.466981,6872.457547,1319.018868,856.3301887,3311.693396,978.4622642,660.3584906,212,19.31463216,15.0583115,0.62623753,0.861788618,0.587257618,-0.330566402,1,0,1,1,0,0,1,0,0,0,1,0,1,0,0,1,0,0,0,0,1,0,1,0,Regulatory T Cell,T Cells
+3046,25027.36066,982.6885246,565.557377,1092.57377,22620.54098,643.5737705,612.6557377,1446.393443,12430.93443,496.8852459,558.7868852,1780.344262,16298.16393,1181.016393,6821.901639,3254.934426,5861.868852,1306.967213,305.4918033,2377.098361,12607.68852,389.0,192.7377049,536.1803279,14087.7541,378.1803279,124.3934426,3181.57377,10830.90164,1562.885246,580.4918033,2780.606557,9525.213115,1196.606557,266.557377,1612.47541,7225.311475,825.4262295,414.2131148,1369.803279,5466.770492,628.8032787,163.1967213,4027.196721,4989.295082,1310.42623,152.557377,3277.245902,379.3606557,657.0983607,61,9.026508324,8.912560259,0.158392143,0.968253968,0.61,0.407575643,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,Unknown,Other Cells
+3047,15211.38816,829.2631579,439.4802632,1038.059211,14181.98026,728.9276316,573.0657895,1442.230263,8037.085526,515.8881579,427.5526316,1765.25,10465.28947,1267.171053,1897.427632,1372.947368,3813.697368,1285.776316,342.7763158,2345.868421,8007.736842,418.3815789,1450.447368,460.3947368,9317.151316,414.7171053,123.8947368,1283.960526,7255.421053,1571.631579,584.1973684,2815.309211,6504.526316,759.7894737,273.6381579,1612.006579,5003.986842,786.0592105,430.4144737,1374.203947,3916.5,956.4473684,174.0855263,2287.947368,3682.572368,1410.342105,1894.723684,3158.072368,417.5526316,659.4539474,152,16.57421076,12.180935,0.678139687,0.899408284,0.678571429,-0.040984488,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,1,0,1,0,1,0,Dendritic Cell,Other Cells
+3048,37455.72,967.2533333,603.6533333,1113.213333,33769.81333,844.32,957.44,1577.12,19697.96,583.1466667,1708.413333,1828.853333,25872.34667,1375.746667,2633.493333,4251.946667,8784.68,1452.12,366.16,2647.613333,19166.8,522.7066667,376.36,1182.84,23043.97333,453.8933333,322.0666667,2042.52,17318.37333,1998.88,701.3066667,2826.72,15523.09333,685.0266667,330.9333333,1701.413333,12221.08,1456.066667,477.6133333,1321.733333,8991.666667,716.48,176.0933333,2293.093333,8250.746667,1458.786667,277.68,3395.32,546.1466667,658.04,75,13.69582931,7.518941531,0.835825647,0.914634146,0.576923077,-0.429215631,1,0,1,1,0,0,0,0,1,0,1,0,1,1,0,1,1,0,0,0,1,0,0,1,Regulatory T Cell,T Cells
+3049,24028.48148,848.3580247,516.2469136,1052.0,22681.8642,656.0,727.4444444,1441.419753,12315.50617,521.1111111,1572.049383,1750.864198,16968.80247,1237.901235,2499.962963,5468.320988,5917.17284,1320.061728,311.5432099,2639.580247,13164.5679,426.3333333,596.1728395,1189.679012,15588.08642,1105.790123,114.8148148,1663.0,11789.01235,1642.246914,792.2098765,2792.407407,10715.2716,672.5555556,275.2716049,1907.209877,8366.111111,1399.691358,415.8271605,1316.209877,6436.703704,968.9135802,163.2716049,3559.407407,6140.37037,1342.160494,413.1728395,3307.209877,592.0493827,657.6049383,81,12.52001136,8.498193312,0.734352022,0.931034483,0.675,0.249993395,1,0,1,1,0,0,0,0,1,1,0,0,0,1,0,1,0,0,1,0,1,0,0,0,Cytotoxic T Cell,T Cells
+3050,37392.87755,846.3265306,625.047619,1078.734694,33268.53061,688.6734694,760.7006803,1571.394558,18648.03401,517.1360544,1057.306122,1807.115646,26453.14966,1251.027211,5607.598639,3225.789116,9398.92517,1288.367347,339.9931973,2369.884354,19078.93878,425.0612245,1165.319728,956.707483,23287.22449,472.8979592,128.3197279,1691.70068,18206.53741,2354.07483,1201.061224,2822.210884,15841.95918,662.1632653,287.3265306,1445.836735,12130.94558,1786.748299,426.7959184,1325.503401,8272.29932,893.9251701,163.6666667,4686.346939,7422.129252,1321.095238,278.7755102,3252.204082,885.9387755,660.6462585,147,20.41717227,9.996705232,0.871934567,0.849710983,0.628205128,-0.290133532,1,0,1,1,0,0,0,0,1,0,0,0,1,1,0,1,0,0,1,0,1,0,0,0,Helper T Cell,T Cells
+3051,26112.38182,751.9181818,443.1272727,1062.863636,24256.20909,652.9,752.7818182,1544.336364,13667.54545,476.6,1065.909091,1754.209091,18760.36364,1166.545455,4821.345455,2681.909091,6786.009091,1216.845455,310.7727273,2423.636364,13312.7,586.5727273,278.1090909,810.0363636,16115.88182,888.4,128.7454545,1922.418182,12623.25455,1631.9,462.6090909,2850.581818,10598.06364,1217.709091,265.5272727,1697.245455,8068.890909,1448.718182,404.6090909,1284.936364,5448.145455,677.7454545,159.7909091,4030.609091,4969.036364,1219.663636,757.4454545,3192.354545,925.2363636,658.6272727,110,13.26375787,10.74716184,0.586063354,0.956521739,0.705128205,0.465739656,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells
+3052,44206.3964,916.7207207,553.1261261,1114.324324,40369.33333,739.5765766,578.1351351,1634.810811,22270.15315,586.1351351,514.8558559,1779.315315,28345.47748,1319.423423,6214.189189,4811.855856,10604.18919,1413.459459,346.4054054,2332.324324,21659.58559,446.963964,147.8288288,425.4954955,25782.46847,421.1531532,126.2882883,4084.234234,19829.67568,1498.405405,676.954955,2802.783784,17424.18018,614.0990991,310.6216216,2092.612613,11335.8018,840.2612613,449.6036036,1290.324324,8350.945946,635.8468468,169.9009009,2656.603604,7407.207207,1352.108108,234.8378378,3431.648649,231.9459459,657.4504505,111,17.79606654,8.455901611,0.879901759,0.860465116,0.560606061,-1.376472534,1,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,1,NK Cell,Other Cells
+3053,31585.78082,793.9452055,565.1643836,1084.547945,30196.35616,655.2465753,521.7671233,1602.506849,16391.53425,519.739726,695.8082192,1799.246575,20591.56164,1188.890411,9224.410959,4822.575342,7788.315068,1311.246575,314.3287671,2602.972603,16644.31507,524.5342466,294.7260274,595.0,19463.43836,413.7671233,127.260274,5596.534247,14824.39726,1618.260274,842.8356164,2806.726027,12847.87671,588.0958904,283.9041096,2130.534247,8841.835616,881.6164384,426.9315068,1297.657534,6947.164384,659.9863014,162.3287671,3802.945205,5944.589041,1294.315068,162.2739726,3263.780822,251.9863014,657.7945205,73,12.68219314,7.932325127,0.780248609,0.829545455,0.561538462,-1.353112577,1,0,0,1,0,0,0,0,0,0,0,1,0,1,0,0,0,0,0,0,1,0,0,0,B Cell,B Cells
+3054,29155.65546,924.4705882,497.1764706,1056.495798,27743.15126,735.8991597,602.3781513,1535.302521,15299.36975,569.2605042,557.3697479,1774.302521,19200.61345,1275.865546,5490.882353,2499.504202,6815.596639,1368.89916,350.9243697,2377.294118,14524.06723,411.7058824,2022.042017,469.7394958,16968.73109,408.0588235,126.3865546,2403.806723,13396.11765,1702.739496,510.1512605,2806.445378,11518.66387,669.8319328,285.2941176,1283.689076,7841.781513,860.1932773,434.1176471,1348.731092,5999.319328,1090.697479,168.7731092,3389.831933,5343.02521,1332.235294,660.0504202,3295.260504,290.9159664,659.2605042,119,13.90272332,11.07664071,0.604342637,0.983471074,0.762820513,-0.800861606,1,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,1,1,0,1,0,1,0,Dendritic Cell,Other Cells
+3055,24596.38849,959.2086331,930.2661871,1132.043165,21599.71942,705.8417266,814.9640288,1640.899281,12214.79856,595.7913669,727.5395683,1833.323741,16944.02158,1295.28777,1715.179856,1563.208633,5885.640288,1343.446043,317.1007194,2423.223022,12535.33813,533.3884892,327.8992806,611.4748201,15215.33094,564.8273381,120.9208633,1111.47482,11317.4964,1580.928058,648.3956835,2817.294964,10152.79137,3232.460432,272.8417266,1772.05036,7840.0,942.0143885,415.1366906,1363.151079,6077.964029,689.8201439,154.9208633,2054.517986,5458.258993,1376.971223,485.6546763,3321.633094,628.4244604,660.9280576,139,15.90677883,11.53076536,0.688857991,0.95862069,0.620535714,-0.604438699,1,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,1,0,0,1,0,0,0,Dendritic Cell,Other Cells
+3056,28356.37908,864.869281,564.1503268,1079.254902,25486.51634,644.3202614,538.6928105,1508.424837,14177.03922,502.9607843,691.2941176,1771.764706,19046.64706,1220.464052,2442.732026,2330.065359,6851.431373,1269.496732,305.3071895,2439.065359,14453.27451,420.5424837,227.3660131,700.869281,17632.14379,495.0,137.6470588,1569.019608,13030.53595,1544.27451,602.6143791,2823.437908,11497.9281,1139.673203,264.1895425,1709.738562,9012.875817,931.2679739,388.6666667,1307.509804,6856.424837,763.4836601,153.8562092,1852.143791,6199.104575,1323.052288,861.8823529,3273.045752,658.6928105,660.0,153,15.03201339,13.18270187,0.480535769,0.944444444,0.68,0.485750874,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Unknown,Other Cells
+3057,16515.61585,905.8109756,525.804878,1063.036585,20989.7378,1020.02439,882.1768293,1826.164634,9782.536585,494.9756098,1519.432927,1953.006098,14702.77439,1301.530488,4412.77439,2587.981707,5667.646341,1234.628049,309.152439,2381.573171,10448.53659,4748.896341,661.2621951,1083.280488,13315.60976,507.4573171,921.4878049,2725.189024,9847.969512,1969.957317,413.3597561,2793.75,8149.829268,1190.731707,251.597561,1312.518293,5804.786585,928.4268293,389.097561,1292.731707,3291.670732,751.3536585,151.5487805,3358.323171,3345.926829,1142.987805,538.2439024,3299.689024,1054.542683,660.4329268,164,16.68252988,13.84344058,0.558036177,0.886486486,0.569444444,0.240462426,1,0,1,1,0,0,0,1,1,0,1,0,1,0,0,0,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+3058,31308.83803,773.4225352,488.9647887,1078.471831,30179.02113,636.1126761,677.2535211,1541.514085,16524.91549,509.7042254,1057.711268,1806.0,20430.62676,1192.823944,7504.978873,3999.267606,7729.577465,1297.84507,309.1690141,2864.190141,16224.94366,641.3450704,195.9929577,690.3098592,18947.47183,445.1478873,124.5211268,3797.985915,14704.28873,1892.823944,588.3380282,2804.070423,12662.20423,588.5985915,274.3802817,1645.739437,8624.605634,915.9507042,416.7042254,1298.070423,6625.697183,640.2887324,166.7394366,4545.077465,5852.042254,1287.56338,194.3521127,3293.852113,263.9859155,661.2887324,142,17.35837367,11.05672808,0.770890266,0.91025641,0.563492063,-0.427356336,1,0,1,1,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
+3059,26213.02807,915.4912281,569.0210526,1103.136842,24950.98596,719.0807018,510.1157895,1602.466667,14112.89825,569.3894737,568.6701754,1769.880702,17675.24211,1326.459649,5084.070175,3399.34386,6537.764912,1476.85614,351.277193,2373.975439,13909.20702,961.3964912,422.6912281,473.6491228,16322.79298,467.3719298,131.4421053,5648.035088,12759.95439,1737.845614,587.4807018,2810.796491,11102.70526,627.0807018,301.6666667,1494.284211,7898.568421,947.9894737,448.3368421,1317.024561,6124.803509,700.8526316,176.2666667,4934.526316,5344.105263,1364.059649,235.1333333,3254.62807,317.4736842,660.8666667,285,27.35050666,13.96404711,0.859842727,0.896226415,0.659722222,-1.304628559,1,0,0,1,1,0,0,1,1,0,0,1,0,0,0,0,0,0,0,0,1,0,0,0,B Cell,B Cells
+3060,37472.43519,1017.046296,560.462963,1121.342593,14768.52778,494.3240741,260.5185185,1279.388889,8573.342593,399.8888889,634.037037,1703.87963,11379.62963,967.7962963,4154.046296,2746.055556,4294.944444,1192.185185,257.6944444,2344.583333,8942.5,339.6111111,162.5185185,608.8981481,10306.58333,301.75,112.0833333,4202.018519,7820.0,1430.361111,552.2407407,2777.37037,6851.111111,494.5092593,227.0092593,1090.25,5213.37037,779.4907407,360.3703704,1273.037037,4004.962963,569.2037037,144.7314815,2688.148148,3735.574074,1125.027778,129.2222222,3334.092593,360.3703704,661.212963,108,13.57106652,10.41447407,0.641165334,0.972972973,0.593406593,-0.51292794,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Unknown,Other Cells
+3061,33765.11957,880.1956522,557.1630435,1097.891304,31658.0,696.0869565,830.9347826,1561.195652,18483.31522,559.9782609,1094.880435,1776.456522,23905.01087,1309.043478,4889.597826,5813.076087,8411.793478,1406.478261,339.7934783,2460.173913,18056.94565,443.826087,133.9891304,765.1304348,21235.27174,880.423913,136.2934783,3859.826087,15405.05435,1641.543478,803.923913,2804.380435,13867.13043,631.0,303.8043478,1877.923913,10776.5,1162.804348,462.2282609,1308.913043,8140.728261,638.0108696,173.6630435,3559.869565,7438.565217,1401.673913,489.326087,3276.652174,487.5326087,660.8913043,92,17.40229828,7.156454082,0.911528843,0.836363636,0.479166667,-1.037106773,1,0,1,1,0,0,0,0,0,1,0,0,0,1,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+3062,31887.20872,873.1433022,538.2834891,1090.529595,29005.08411,713.8504673,711.894081,1513.426791,16984.24299,547.3457944,772.5140187,1759.364486,22004.69159,1335.386293,3700.788162,4545.775701,7633.383178,1442.168224,336.1433022,2387.080997,16758.94393,454.8629283,643.2024922,579.046729,19615.53583,734.728972,131.5015576,3169.844237,14619.06854,1520.099688,767.8691589,2807.485981,13063.21495,646.1090343,291.6760125,1824.719626,10196.28349,947.4672897,449.2087227,1343.82866,7576.563863,771.105919,172.2087227,3825.277259,6991.495327,1414.255452,349.2336449,3229.909657,495.6542056,669.3925234,321,23.81087398,18.44897941,0.632190247,0.881868132,0.583636364,-0.687330956,1,0,0,1,0,0,0,0,1,1,0,0,0,1,0,0,0,1,1,0,1,0,0,0,Dendritic Cell,Other Cells
+3063,21171.965,1040.245,584.045,1049.8,18209.295,730.785,760.075,1476.005,10308.385,860.525,924.25,1749.03,13375.255,1287.045,4362.73,2258.69,4643.37,1317.715,319.845,2454.245,9945.85,432.46,695.74,1160.45,11805.53,766.29,213.41,1590.66,8818.025,1876.71,744.855,2792.225,7777.015,892.745,251.16,1508.125,5959.09,996.455,384.435,1377.18,4572.675,754.39,151.485,3827.495,3888.76,1258.925,510.01,3310.905,612.555,662.335,200,17.38524195,15.02495798,0.503086014,0.947867299,0.694444444,1.324841696,1,1,1,1,0,0,0,0,1,1,1,0,1,1,0,0,0,1,0,0,1,0,0,0,Regulatory T Cell,T Cells
+3064,34841.77301,873.1104294,515.3680982,1086.920245,30554.40491,693.2515337,701.006135,1545.282209,18041.7546,527.7668712,1245.546012,1749.797546,24112.66258,1279.196319,5292.865031,4022.907975,8614.460123,1298.110429,325.5214724,2446.625767,18038.49693,530.2699387,229.7177914,931.3251534,22812.79141,1151.257669,122.1165644,2552.693252,16759.96933,1559.613497,663.4539877,2783.723926,14926.3681,628.5766871,275.7423313,1664.711656,11523.52761,1321.177914,404.2944785,1310.809816,8423.92638,661.6748466,155.6257669,2572.411043,7794.257669,1341.07362,452.3251534,3264.306748,721.4907975,665.6134969,163,24.74713231,9.295962971,0.926766477,0.827411168,0.56993007,-0.271858836,1,0,1,1,0,0,0,0,0,1,0,0,0,1,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+3065,32789.89552,903.238806,922.8059701,1147.11194,28814.85075,718.1268657,938.8432836,1687.11194,16872.26119,545.761194,1206.410448,1796.619403,23041.0,1327.455224,1945.634328,2421.761194,8147.955224,1340.022388,340.1940299,2477.731343,16717.55224,478.6044776,274.8880597,1106.507463,20451.12687,484.4253731,124.3358209,1236.522388,15638.97761,1837.171642,521.6940299,2821.410448,13873.03731,684.3656716,281.9701493,1934.328358,10606.72388,1203.91791,435.2014925,1333.589552,7651.947761,666.1641791,165.5522388,2714.358209,6747.537313,1391.097015,254.3731343,3290.873134,793.6119403,662.4328358,134,18.02701598,9.94951428,0.833895463,0.893333333,0.598214286,-0.572108566,1,0,1,1,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
+3066,34099.37288,818.7372881,574.0254237,1069.483051,31446.92373,694.7372881,697.9491525,1517.983051,17536.45763,537.7542373,872.6525424,1757.70339,24505.64407,1261.305085,3690.220339,2998.262712,8666.313559,1289.457627,325.6610169,2426.855932,17892.10169,423.6186441,816.0084746,996.7118644,22139.85593,522.0762712,129.0338983,1950.228814,16455.18644,1659.576271,554.3389831,2789.322034,14543.54237,660.5,272.3898305,1958.745763,11290.44915,1057.822034,418.3220339,1326.70339,8284.169492,811.9830508,159.4745763,4564.491525,7085.627119,1329.5,242.779661,3204.847458,804.7966102,661.9576271,118,17.51376795,9.614662381,0.835837209,0.797297297,0.462745098,-0.577735086,1,0,1,1,0,0,0,0,1,1,0,0,0,0,0,0,0,0,1,0,1,0,0,0,Cytotoxic T Cell,T Cells
+3067,40709.55455,1015.745455,510.6090909,1098.263636,38521.63636,784.0636364,787.8727273,1589.836364,21928.70909,584.9363636,1937.790909,1806.245455,29856.37273,1376.481818,4067.972727,2898.3,10520.28182,1470.018182,357.5272727,2425.872727,21480.75455,443.5818182,520.7818182,1201.627273,26248.77273,470.9727273,561.7909091,1308.681818,20139.50909,2391.454545,485.3454545,2814.327273,17684.60909,757.4272727,293.8727273,1316.172727,13600.99091,1536.572727,436.4363636,1324.936364,9180.463636,761.9454545,168.2181818,2165.9,8082.509091,1401.490909,700.3545455,3325.472727,868.3363636,662.0181818,110,17.89522542,8.169783952,0.88970582,0.887096774,0.431372549,-0.891951464,1,0,1,1,1,0,0,0,1,0,1,0,1,0,0,1,0,0,0,0,1,0,1,0,Regulatory T Cell,T Cells
+3068,20704.42574,839.3564356,502.1584158,1040.336634,19502.24752,689.4653465,576.6039604,1443.980198,10847.19802,524.5247525,510.0990099,1749.158416,14248.09901,1255.920792,3659.950495,2717.831683,5399.564356,1335.891089,330.2178218,2354.247525,11233.9505,407.5742574,1966.158416,512.5940594,13169.75248,442.8316832,124.6930693,2815.485149,10106.64356,1610.564356,598.2079208,2812.485149,9029.910891,748.950495,283.2772277,1766.415842,6974.059406,835.1683168,438.980198,1416.50495,5531.009901,1067.732673,173.2376238,4749.831683,4953.50495,1401.970297,450.4455446,3188.693069,407.0891089,661.6237624,101,12.71959048,11.6490894,0.401547038,0.808,0.647435897,-0.682950631,1,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,1,1,0,1,0,0,0,Dendritic Cell,Other Cells
+3069,34940.09302,941.2403101,538.4496124,1084.937984,32479.24031,744.5891473,589.6821705,1544.248062,17976.93023,570.255814,518.7984496,1758.054264,23630.96899,1383.75969,2998.689922,2449.596899,8374.27907,1417.209302,348.9844961,2393.899225,18120.06202,455.7984496,181.1162791,478.9922481,20970.35659,434.8217054,133.9612403,3054.023256,15689.49612,1531.674419,756.0465116,2808.736434,13992.70543,1081.682171,304.6821705,1995.922481,11077.50388,934.5348837,455.8914729,1315.232558,8413.627907,672.3953488,174.6124031,4038.031008,7640.75969,1393.147287,577.6744186,3349.852713,457.3953488,661.1627907,129,14.12113244,11.87377883,0.541265504,0.962686567,0.826923077,-1.527638883,1,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,Activated APC,Other Cells
+3070,33067.14625,856.7905138,534.7944664,1094.387352,31184.58498,702.6837945,712.2885375,1585.940711,17105.8498,569.8774704,960.513834,1755.185771,23445.32016,1291.652174,3573.26087,3341.181818,8364.818182,1301.324111,326.458498,2588.671937,17651.18972,436.3873518,644.1343874,727.3043478,22346.5336,582.8577075,150.1541502,2587.517787,16059.34387,1706.335968,660.5770751,2837.474308,14127.27273,1111.648221,279.3992095,1796.545455,11245.04348,1154.312253,414.3517787,1336.130435,8289.667984,784.2213439,159.9209486,3172.87747,7381.727273,1384.233202,1402.612648,3257.296443,744.284585,663.5059289,253,28.06784919,12.17422338,0.901036798,0.866438356,0.608173077,-1.315363093,1,0,1,1,0,0,0,0,1,1,0,0,0,1,0,1,0,0,1,0,1,0,1,0,Cytotoxic T Cell,T Cells
+3071,12629.19231,812.8269231,458.5,1039.807692,15643.67308,704.4230769,593.5961538,1464.269231,6277.288462,495.8076923,832.0384615,1784.980769,10174.92308,1241.653846,3825.057692,2765.153846,3599.5,1396.230769,313.5192308,2337.711538,7614.173077,378.5769231,1924.230769,904.9230769,10070.23077,404.6538462,173.5,1418.884615,6396.557692,1828.153846,572.9423077,2794.057692,5628.192308,841.6923077,243.2307692,1558.826923,4642.288462,1185.461538,404.7307692,1347.807692,3689.346154,1175.865385,154.8076923,5375.153846,2940.923077,1293.846154,384.0961538,3171.75,858.0,659.2884615,52,11.12952028,6.028339658,0.840602088,0.962962963,0.590909091,1.04132774,1,0,1,1,0,0,0,0,1,0,1,0,1,0,0,1,0,1,1,0,1,0,0,0,Regulatory T Cell,T Cells
+3072,18374.91781,802.8630137,1349.260274,1095.931507,17406.47945,596.4931507,556.0273973,1535.383562,8907.958904,453.9452055,554.5068493,1829.041096,13657.72603,1148.410959,5695.30137,2314.452055,5023.90411,1172.424658,292.7534247,2365.342466,9660.479452,372.1917808,3609.986301,605.7123288,11815.42466,397.5890411,119.8082192,1661.260274,9098.972603,2759.534247,5042.739726,2815.232877,7987.808219,666.2054795,256.6027397,1464.479452,6236.876712,1134.876712,395.9041096,1349.438356,4362.561644,1396.808219,170.9178082,14319.89041,3882.712329,1193.136986,134.7945205,3167.712329,893.9863014,662.9452055,73,12.17452776,9.50866783,0.624493874,0.858823529,0.474025974,-0.236423192,0,0,0,1,0,0,0,0,1,0,0,0,1,1,0,1,0,1,1,0,1,0,0,0,Dendritic Cell,Other Cells
+3073,30702.17164,760.0074627,455.7537313,1054.141791,27413.82836,633.4029851,1141.470149,1533.634328,15755.81343,481.0820896,2512.268657,1796.649254,21958.23881,1165.925373,6041.164179,4093.865672,8040.455224,1240.865672,307.4850746,3086.358209,15441.09701,507.3208955,412.2686567,1973.932836,19101.00746,563.619403,126.3283582,1324.171642,15053.73134,2433.410448,515.1716418,2803.626866,12994.93284,709.2089552,321.9104478,1317.074627,9642.873134,1763.0,407.358209,1307.320896,6572.141791,685.3731343,160.119403,3734.268657,6040.052239,1223.80597,408.5671642,3159.462687,912.4701493,662.2014925,134,15.76817619,11.64970815,0.673912258,0.905405405,0.644230769,-0.583154321,1,0,1,1,0,0,1,0,1,1,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
+3074,25756.50685,795.8767123,641.0182648,1086.127854,24206.53881,660.4931507,890.4383562,1627.127854,12354.91781,475.456621,1628.43379,1781.812785,17688.09589,1165.799087,5571.118721,3639.83105,6620.237443,1231.479452,302.5616438,2839.858447,12664.77626,1847.283105,1520.639269,860.9041096,16074.72146,463.9634703,126.0410959,2605.287671,12247.11416,1965.945205,460.3287671,2791.689498,10178.42009,779.369863,260.1506849,1493.552511,7450.3379,1305.56621,396.7214612,1319.328767,4521.712329,964.0045662,158.1872146,4727.420091,4426.415525,1209.958904,805.9269406,3172.593607,1007.150685,665.6438356,219,21.55673911,13.16911046,0.791704241,0.960526316,0.744897959,0.105568745,1,0,1,1,0,0,1,1,1,0,0,0,1,0,0,1,0,0,1,0,1,0,1,0,Helper T Cell,T Cells
+3075,30374.22566,823.0530973,544.5884956,1076.314159,29060.52212,692.7743363,598.9513274,1638.199115,14382.92035,484.0265487,493.8584071,1728.814159,20821.0354,1199.035398,6082.526549,3208.964602,7828.106195,1260.80531,320.8938053,2357.955752,14785.0885,494.659292,1236.561947,526.6858407,18948.47345,431.3584071,141.0884956,3890.730088,14311.26106,1543.597345,450.3495575,2808.787611,11697.39823,699.8716814,266.6460177,1728.738938,8410.371681,853.6460177,402.8672566,1305.672566,4763.747788,929.3628319,160.1769912,4792.553097,4969.641593,1240.115044,1419.150442,3180.00885,1041.482301,666.4424779,226,19.43678591,15.10767673,0.629164253,0.949579832,0.664705882,-0.417000925,1,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,1,0,1,0,Dendritic Cell,Other Cells
+3076,36214.47748,836.1441441,538.0990991,1094.009009,20567.22523,502.4234234,410.1801802,1325.351351,9306.846847,389.2342342,566.2702703,1637.342342,14178.99099,973.8288288,5952.756757,1794.405405,5507.666667,1015.0,258.2522523,2348.612613,9926.153153,325.5675676,447.3783784,637.1981982,12484.25225,321.2072072,114.1261261,3155.459459,9724.468468,1574.369369,400.9459459,2766.162162,7823.981982,517.981982,208.0630631,1010.927928,5346.702703,716.1981982,336.009009,1264.036036,2740.756757,625.990991,138.3153153,3093.486486,2933.414414,960.2972973,1205.414414,3007.36036,1073.765766,662.7027027,111,13.8230176,10.54555543,0.646518612,0.925,0.616666667,0.25919996,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Dendritic Cell,Other Cells
+3077,32578.25862,859.0,606.7068966,1089.086207,30404.7069,683.2413793,664.6896552,1637.456897,16428.43966,540.5517241,520.5517241,1773.112069,21174.62069,1249.767241,7890.456897,5313.336207,7956.706897,1321.258621,326.1034483,2327.594828,16324.5,417.5862069,166.6551724,429.9224138,19193.32759,412.2844828,126.0086207,6461.060345,14557.12931,1456.232759,651.5948276,2814.836207,12748.49138,599.8189655,292.7672414,2692.62069,8396.931034,806.3017241,434.8706897,1290.284483,6453.689655,631.0603448,168.637931,4194.637931,5542.051724,1286.267241,246.4224138,3323.560345,236.362069,663.637931,116,22.18541052,7.383028226,0.94300183,0.811188811,0.469635628,-1.178589023,1,0,0,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,0,B Cell,B Cells
+3078,36108.8875,972.5125,539.4,1073.8125,32276.725,743.6125,590.3625,1530.1875,19110.425,568.025,535.9375,1754.45,24327.1125,1373.1,6067.9875,2683.1375,8650.7125,1399.8,343.375,2348.7875,17137.5,433.25,244.4625,486.975,20443.8875,433.2875,128.225,2880.0625,16163.7625,1529.2125,609.9125,2797.35,14051.85,640.125,303.275,1381.8125,10622.5625,892.9875,454.075,1359.9,8070.275,680.9,176.7,4811.5625,7321.4,1408.45,190.2875,3276.7625,396.6625,663.5,80,14.50010528,7.329696241,0.862830927,0.909090909,0.615384615,-0.520057229,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,Unknown,Other Cells
+3079,29870.8125,980.6875,521.125,1077.78125,26622.375,754.9270833,734.3958333,1474.427083,15842.47917,600.1145833,729.6458333,1730.729167,21229.5,1391.135417,3258.75,2797.104167,7109.291667,1550.447917,344.875,2401.104167,15337.91667,473.8854167,296.2083333,878.4479167,18577.77083,510.40625,138.0833333,1669.114583,14276.72917,1651.979167,706.40625,2816.125,12773.86458,922.96875,297.5,1600.375,9886.833333,1003.28125,450.1458333,1329.15625,7297.614583,672.1666667,189.1041667,2880.666667,6869.364583,1414.270833,363.2604167,3288.572917,553.09375,662.40625,96,13.99448694,9.020703145,0.76452863,0.95049505,0.623376623,-0.980298294,1,0,0,1,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,1,1,0,0,0,Macrophage,Other Cells
+3080,40563.61333,1035.906667,472.2133333,1082.96,34074.38667,796.7866667,812.4933333,1542.546667,20399.77333,573.6,1612.48,1764.12,26542.97333,1356.093333,2244.0,2993.96,9332.373333,1300.653333,323.0933333,2417.013333,19598.45333,454.24,100.8933333,1443.813333,24117.16,673.9733333,167.8533333,975.5066667,18490.06667,1904.466667,556.1466667,2833.453333,16425.24,608.6266667,281.6533333,1342.2,12861.73333,1272.96,404.9466667,1300.133333,9231.72,621.8933333,151.8666667,1582.866667,8260.066667,1343.386667,587.44,3363.133333,690.3466667,662.7066667,75,13.26457092,7.64231222,0.817347714,0.872093023,0.535714286,-0.240319577,1,0,1,1,0,0,0,0,0,1,1,0,1,0,0,1,0,0,0,0,0,0,0,1,Regulatory T Cell,T Cells
+3081,34994.64286,880.9428571,547.1,1092.571429,32415.51429,720.9571429,816.65,1535.328571,18147.42143,537.7142857,1642.407143,1788.585714,24894.51429,1281.264286,3117.285714,3570.142857,8820.714286,1291.271429,317.5214286,2835.514286,18443.25714,546.3714286,177.1571429,1545.035714,22928.90714,463.0928571,129.2428571,1743.657143,16997.96429,2160.064286,543.3428571,2802.878571,15108.00714,710.6857143,282.2428571,1767.321429,11725.61429,1514.085714,415.7214286,1314.264286,8533.471429,639.7214286,162.0642857,3664.035714,7554.642857,1353.028571,308.7642857,3244.107143,782.45,664.0571429,140,18.03340364,10.81089898,0.80038001,0.886075949,0.583333333,-0.659291702,1,0,1,1,0,0,1,0,0,0,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
+3082,41152.19853,891.7647059,534.3235294,1120.397059,37529.58824,723.1838235,782.1985294,1623.132353,21732.07353,544.4779412,1155.933824,1797.139706,29344.22059,1334.720588,2957.485294,3581.985294,10681.125,1342.742647,366.3088235,2475.985294,21883.52941,447.7794118,614.6470588,938.6029412,26943.13971,692.6102941,129.1617647,1914.691176,20167.52206,1803.610294,576.4632353,2803.816176,17774.43382,683.3676471,293.3970588,1650.661765,13723.82353,1339.779412,439.6397059,1320.698529,9539.610294,786.4632353,172.375,2439.727941,8548.897059,1399.919118,255.6323529,3301.713235,829.5147059,667.1617647,136,22.47163359,8.332290687,0.928716138,0.860759494,0.68,-0.149234864,1,0,1,1,0,0,0,0,1,1,0,0,0,0,0,1,0,0,1,0,1,0,0,0,Cytotoxic T Cell,T Cells
+3083,13233.31818,772.2954545,541.5909091,1048.0,16739.86364,698.6136364,1042.772727,1474.045455,5909.181818,482.7954545,2379.340909,1850.159091,10992.97727,1178.227273,7375.931818,4305.090909,3785.090909,1206.75,308.4772727,2723.75,7829.0,446.6590909,3863.795455,2236.522727,10096.90909,424.1363636,190.1363636,2384.0,6476.204545,2415.159091,480.4545455,2798.363636,5449.431818,909.5681818,247.0227273,1518.954545,4393.318182,1421.727273,387.4318182,1350.818182,3568.090909,1606.363636,154.5227273,7118.772727,2735.977273,1186.909091,681.5909091,3102.931818,935.6363636,660.0454545,44,8.564203441,6.616523737,0.634918646,0.916666667,0.698412698,-1.150808458,1,0,1,1,0,0,1,0,1,0,1,0,1,0,0,1,0,1,1,0,1,0,1,0,Regulatory T Cell,T Cells
+3084,40534.07031,863.5390625,587.75,1141.164063,37832.88281,711.3046875,618.4296875,1716.164063,18428.71875,552.15625,622.4296875,1770.132813,24995.27344,1277.242188,6730.53125,6672.554688,9181.78125,1355.75,346.4453125,2566.40625,18863.48438,435.421875,127.9140625,524.625,22709.60938,439.609375,130.4921875,5304.09375,16745.03125,1674.414063,767.0546875,2813.03125,14392.59375,615.78125,302.484375,5419.328125,8452.320313,899.4140625,439.5390625,1313.671875,5829.9375,614.359375,168.609375,3230.632813,5245.617188,1328.296875,255.8984375,3235.960938,161.78125,665.0,128,14.87248106,11.52361411,0.632172158,0.876712329,0.703296703,-0.594012567,1,0,0,1,0,0,0,0,0,0,0,1,0,1,1,0,0,0,0,0,1,0,0,0,B Cell,B Cells
+3085,11703.58683,736.9101796,424.5628743,1074.191617,11597.72455,574.8562874,392.9520958,1385.622754,6449.814371,629.9580838,487.742515,1725.730539,8099.718563,1117.449102,3010.437126,1196.167665,3099.862275,1778.766467,331.1556886,2335.898204,6552.760479,339.9520958,254.502994,434.4550898,7644.598802,347.005988,111.6047904,1233.922156,5867.91018,1429.05988,512.6167665,2832.125749,5259.047904,737.6047904,246.1616766,1051.60479,3843.874251,707.4491018,380.5988024,1307.269461,3020.838323,604.742515,152.4431138,1771.083832,2782.071856,1185.634731,260.7245509,3135.365269,336.0898204,665.994012,167,16.75105541,13.02933244,0.62848515,0.943502825,0.662698413,-0.038860755,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Macrophage,Other Cells
+3086,36358.96154,916.6538462,545.474359,1114.576923,33925.11538,745.3589744,825.2692308,1627.5,19162.07692,568.0641026,1387.294872,1877.897436,24215.83333,1350.217949,5656.910256,4214.410256,8878.358974,1422.576923,345.9871795,2517.602564,18291.01282,452.6282051,229.8846154,662.9871795,21385.4359,472.4615385,133.7051282,3407.75641,16396.0,1979.641026,613.5897436,2812.653846,14479.97436,686.8846154,327.0897436,1543.538462,10843.46154,1378.179487,459.7435897,1329.461538,8319.75641,679.5512821,175.9230769,3422.846154,7491.179487,1416.333333,171.0,3251.128205,386.5641026,662.9487179,78,11.07138343,9.319608721,0.53982925,0.906976744,0.590909091,-1.300940112,1,0,1,1,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
+3087,26563.175,799.7375,512.425,1088.2625,25110.1375,691.1,932.225,1536.3,13831.8625,484.125,1671.6375,1868.8,19457.7875,1578.8375,4216.875,4439.2625,7226.475,1241.0875,316.475,2757.1125,14429.3375,1179.2,287.5375,1383.875,17677.6125,458.9875,122.15,2015.0625,13035.9375,2131.675,583.9375,2788.4875,11451.4125,706.25,267.5125,1699.5375,8884.0125,1310.5125,409.05,1322.9375,6448.4,679.6625,161.4625,5399.8,5589.35,1280.25,182.325,3268.4,822.1875,663.275,80,12.7551543,8.445918474,0.749364875,0.879120879,0.740740741,-0.128658375,1,0,1,1,0,0,1,1,0,0,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
+3088,33132.06383,850.0851064,448.3829787,1083.93617,28559.82979,705.0425532,839.9148936,1614.276596,17504.21277,551.4042553,592.1702128,1748.191489,23847.0,1323.659574,3160.106383,2333.276596,8783.191489,1468.744681,371.2978723,2365.765957,17354.87234,476.4042553,667.7234043,726.3404255,21568.10638,435.2553191,135.5106383,1091.531915,16719.74468,1762.021277,506.1276596,2826.0,14659.04255,684.5106383,292.2765957,1541.06383,11396.82979,997.3617021,438.1276596,1306.553191,7532.085106,1229.0,178.8723404,4025.234043,7095.851064,1384.212766,174.787234,3285.93617,851.7659574,662.0638298,47,10.07963174,6.412409527,0.77154481,0.903846154,0.522222222,0.544308225,1,0,0,1,1,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,1,0,0,0,Macrophage,Other Cells
+3089,38562.88028,902.0422535,532.9788732,1090.147887,34571.3169,701.2816901,711.3239437,1574.795775,19702.59155,542.4225352,1686.598592,1809.133803,27601.61972,1301.161972,3473.823944,3428.65493,9769.457746,1342.570423,355.8169014,2350.704225,19670.79577,430.084507,1100.288732,1168.06338,23793.61972,466.2605634,138.2957746,1984.021127,18382.56338,2310.971831,518.8521127,2816.295775,15985.99296,759.4859155,290.6126761,1425.049296,12236.35211,1777.633803,428.028169,1327.929577,8255.429577,929.8873239,171.1830986,3703.387324,7430.288732,1340.598592,335.1126761,3265.591549,876.028169,667.7816901,142,18.17887594,11.25972449,0.785087336,0.922077922,0.622807018,-0.265761894,1,0,1,1,0,0,0,0,1,0,0,0,1,0,0,1,0,0,1,0,1,0,0,0,Helper T Cell,T Cells
+3090,40182.26136,903.7954545,559.4886364,1141.295455,34936.61364,703.2159091,596.4431818,1736.755682,16801.55114,485.9147727,1113.159091,1760.340909,24345.67614,1211.755682,6753.284091,2560.573864,9212.443182,1289.5,322.8011364,2458.147727,17357.80114,634.1420455,582.7784091,864.3522727,21601.11364,500.9659091,132.7897727,3595.875,16842.86932,1604.164773,420.3295455,2792.0625,13748.81818,773.7954545,277.1363636,1296.295455,9154.261364,1038.005682,404.4545455,1312.732955,4833.494318,729.4943182,158.75,3469.568182,5146.926136,1199.028409,981.7784091,3234.823864,1064.102273,668.5056818,176,17.52130818,14.45744465,0.564935597,0.888888889,0.543209877,-0.227793364,1,0,1,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,T Cell,T Cells
+3091,37848.553,842.9032258,565.5253456,1107.870968,22280.53917,555.4792627,546.6912442,1477.520737,9332.470046,412.3732719,2030.585253,1705.138249,14854.83871,1004.658986,8712.502304,3975.866359,5550.327189,1054.511521,270.9677419,2876.728111,10368.67742,325.9585253,918.8847926,1534.345622,12682.17972,477.0322581,108.8847926,2680.576037,9826.801843,3290.050691,356.7235023,2812.0,7684.451613,513.8986175,219.281106,907.7880184,4673.138249,1479.400922,339.6866359,1278.907834,2326.857143,707.3824885,135.7880184,2425.640553,2565.751152,957.0414747,286.9308756,3035.728111,1109.585253,664.3364055,217,20.84464021,13.61544846,0.757196615,0.947598253,0.657575758,1.562722832,0,0,1,1,0,0,1,0,1,0,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
+3092,35526.65152,857.3484848,723.4469697,1133.348485,32019.50758,734.8409091,962.8636364,1624.189394,18095.35606,523.8257576,1353.159091,1819.681818,25101.85606,1279.128788,3392.643939,3445.075758,9077.583333,1277.840909,317.4090909,2671.583333,18968.31818,738.2424242,169.5378788,1080.371212,24090.92424,494.3787879,264.5227273,2820.840909,17158.26515,1971.484848,621.8939394,2802.007576,15332.57576,774.7272727,277.3030303,2320.045455,11968.18182,1044.189394,427.9393939,1315.651515,8608.825758,646.4015152,160.4469697,4399.69697,7828.659091,1380.80303,846.0909091,3419.94697,768.2424242,665.6742424,132,16.75988363,10.79765311,0.76481004,0.88590604,0.554621849,-1.060719102,1,0,1,1,0,0,1,0,0,0,1,0,1,0,0,0,0,0,0,0,1,0,1,1,Regulatory T Cell,T Cells
+3093,14384.39823,744.920354,425.3274336,1044.699115,13215.17699,615.1946903,535.8141593,1484.061947,6876.876106,457.0619469,419.3362832,1697.362832,9806.769912,1127.938053,1487.654867,925.7964602,3779.035398,1163.053097,295.8318584,2311.0,7062.849558,398.9292035,275.6371681,510.7876106,8808.628319,421.7876106,120.5575221,1242.442478,6988.221239,1361.221239,392.7433628,2809.380531,5851.663717,819.6106195,246.2566372,1439.495575,4342.495575,732.4247788,378.4070796,1295.044248,2505.061947,633.9026549,153.0442478,2744.044248,2670.433628,1226.053097,6794.123894,3075.247788,1021.946903,665.4867257,113,13.05966051,11.17119371,0.517973035,0.949579832,0.668639053,1.114044039,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Unknown,Other Cells
+3094,27188.20833,1043.236111,673.5555556,1098.263889,22265.625,658.5694444,519.0972222,1523.638889,12610.875,499.2916667,1153.638889,1779.666667,15984.48611,1189.472222,9754.319444,4837.291667,5949.486111,1318.027778,306.625,2349.736111,11874.5,416.1388889,499.9583333,863.4861111,13811.63889,396.1805556,205.625,5057.944444,10544.08333,1777.611111,585.125,2810.027778,9236.930556,575.8472222,264.5555556,1560.75,6781.027778,1100.833333,409.0972222,1305.680556,5212.847222,716.8055556,159.5416667,4212.472222,4754.75,1266.5,198.5277778,3275.875,369.3333333,664.0972222,72,16.82632582,6.114751968,0.9316317,0.847058824,0.45,-1.129105541,1,0,1,1,0,0,0,0,1,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,T Cell,T Cells
+3095,39018.08846,867.8846154,538.6538462,1097.723077,34315.00385,765.1807692,994.2384615,1575.715385,20495.13462,559.0576923,1782.773077,1834.011538,27521.27308,1354.965385,3831.276923,4005.457692,9781.015385,1318.273077,338.0307692,2579.088462,20024.38077,448.5230769,643.8153846,1631.234615,24360.36923,700.0769231,313.0230769,2294.061538,18769.4,2129.034615,577.7346154,2790.711538,16346.88462,680.8423077,284.8307692,1709.565385,12536.11154,1352.873077,430.6269231,1323.392308,8824.134615,769.1307692,166.5192308,4971.192308,7881.084615,1381.903846,260.6538462,3226.265385,812.6884615,671.0576923,260,21.26997781,18.19924887,0.517586586,0.838709677,0.538302277,-0.812227839,1,0,1,1,0,0,0,0,1,1,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+3096,38565.61053,817.3473684,491.4736842,1082.768421,35934.14737,744.7578947,1219.221053,1649.0,19812.31579,514.9684211,2641.410526,1872.042105,27336.30526,1246.336842,5543.673684,3385.757895,9914.684211,1285.178947,333.8210526,2571.957895,19809.05263,1104.242105,403.2,2407.831579,23994.82105,430.1368421,332.7157895,2372.231579,18622.10526,2341.273684,487.9578947,2800.631579,15784.55789,854.0842105,275.6421053,1449.894737,11737.32632,1231.705263,416.5473684,1312.305263,7765.231579,693.6736842,161.3263158,5057.042105,7075.831579,1269.715789,635.5157895,3228.357895,943.3473684,664.3894737,95,16.15052922,9.115781356,0.825483554,0.778688525,0.521978022,-0.837107289,1,0,1,1,0,0,0,1,1,0,1,0,1,0,0,1,0,0,0,0,1,0,1,0,Regulatory T Cell,T Cells
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+3099,42914.78226,831.5,575.8709677,1125.104839,40546.07258,692.8064516,678.3467742,1662.556452,20927.15323,553.6370968,654.6370968,1752.862903,26742.54839,1258.774194,6701.774194,7515.483871,10030.19355,1353.564516,339.6048387,2574.0,20418.23387,427.3629032,136.2177419,551.8629032,25045.12097,428.0322581,134.2822581,5665.387097,18699.15323,1585.717742,726.0483871,2821.693548,16071.09677,608.9677419,306.0887097,2916.766129,9843.0,868.8790323,442.1612903,1303.016129,7062.104839,615.5887097,166.2983871,3564.298387,6160.685484,1322.080645,173.1854839,3267.483871,187.2983871,668.0241935,124,17.20521758,9.630166835,0.828679346,0.911764706,0.553571429,-0.846176906,1,0,0,1,0,0,0,0,0,0,0,1,0,1,1,0,0,0,0,0,1,0,0,0,B Cell,B Cells
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+3110,38793.23529,817.8941176,491.1294118,1095.070588,34119.28235,692.8,688.1529412,1610.129412,19353.85882,492.9764706,1519.458824,1743.976471,27077.45882,1256.870588,5586.152941,3062.164706,10095.57647,1303.517647,319.2823529,2457.258824,19639.02353,3061.376471,178.7647059,1777.482353,23801.36471,705.9058824,311.2588235,2804.188235,19259.42353,1995.611765,465.0823529,2840.870588,15956.04706,751.2352941,278.5647059,1278.447059,11739.95294,1264.670588,409.0352941,1302.305882,7111.717647,649.8117647,161.2705882,3321.435294,6876.317647,1274.294118,343.0705882,3209.376471,991.5176471,667.5529412,85,12.31594994,9.001138333,0.682535826,0.95505618,0.702479339,0.793672233,1,0,1,1,0,0,0,1,0,1,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+3111,32721.79245,1019.641509,724.4779874,1113.660377,26886.81761,751.754717,725.836478,1568.974843,16227.13836,565.9559748,653.7169811,1751.446541,20738.64151,1379.36478,2114.283019,2006.616352,7603.685535,1369.893082,321.6037736,2433.503145,16153.32075,484.7987421,446.836478,602.7924528,19730.83648,573.1194969,125.2515723,1593.981132,14217.81761,1542.006289,682.6918239,2819.402516,12655.45912,876.0314465,289.7484277,1816.779874,9745.522013,923.7924528,430.591195,1350.616352,7579.698113,719.5534591,162.3836478,2026.72327,6627.320755,1437.503145,1575.742138,3235.484277,597.5408805,672.3522013,159,16.79502072,12.23938725,0.684778838,0.946428571,0.709821429,-0.523785304,1,0,0,0,0,0,0,0,1,1,0,0,0,1,0,0,0,1,0,0,1,0,1,0,Dendritic Cell,Other Cells
+3112,40322.61333,937.72,459.7733333,1083.106667,34376.94667,758.4266667,836.68,1574.573333,21230.69333,582.24,585.8933333,1723.853333,28468.14667,1422.72,2327.84,1453.786667,10239.88,2256.0,360.0533333,2425.146667,20767.74667,462.3466667,578.2533333,638.6133333,25521.73333,470.5866667,138.32,1067.186667,20184.44,1665.933333,467.0,2846.8,17653.2,691.84,307.0,1351.266667,13520.30667,956.5066667,444.3466667,1331.986667,8988.186667,853.7466667,176.3466667,4113.093333,8413.973333,1449.346667,195.9466667,3204.746667,858.24,669.3466667,75,11.75288578,8.380049604,0.70114309,0.914634146,0.619834711,0.643204538,1,0,0,0,1,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,1,0,0,0,Macrophage,Other Cells
+3113,46381.40816,862.5306122,503.5714286,1117.714286,39109.97959,791.5918367,884.8979592,1654.530612,24287.61224,527.244898,1540.979592,1770.530612,31254.91837,1285.979592,3723.102041,2836.510204,11590.81633,1362.265306,335.4897959,2426.693878,23017.0,475.0816327,267.7959184,1666.0,27232.18367,455.4693878,375.244898,2318.755102,22338.10204,1801.653061,493.0612245,2789.346939,19044.28571,652.6938776,302.3673469,1313.163265,14196.53061,1233.326531,433.9387755,1326.632653,8845.306122,710.877551,172.9795918,6458.693878,8422.489796,1342.183673,297.0816327,3261.265306,933.6530612,667.244898,49,9.204142238,7.107795034,0.635332478,0.907407407,0.680555556,0.961065671,1,0,1,1,0,0,0,0,0,0,1,0,0,0,0,1,0,0,0,0,1,0,0,0,T Cell,T Cells
+3114,43219.77,878.77,597.27,1131.4,41214.52,721.11,634.75,1743.12,21432.11,568.53,506.1,1766.84,27896.18,1295.24,7746.49,7475.57,10596.36,1447.96,344.46,2346.38,21404.91,464.44,149.19,419.1,25833.26,434.27,139.07,6762.72,19496.94,1499.54,746.57,2824.09,16988.33,628.01,312.59,2461.06,10814.7,839.38,454.89,1312.31,7895.53,632.78,174.6,3049.14,6881.62,1354.43,156.02,3344.49,209.51,671.21,100,13.67167654,9.494106619,0.719554316,0.961538462,0.649350649,-0.558091996,1,0,0,1,0,0,0,0,0,0,0,1,0,1,0,0,0,0,0,0,1,0,0,0,B Cell,B Cells
+3115,44291.70504,875.0935252,540.0071942,1090.57554,41032.82734,715.4460432,531.057554,1663.841727,22618.2518,568.3021583,564.8776978,1766.798561,28695.20144,1277.460432,6472.618705,4067.517986,10964.4964,1395.971223,345.7338129,2375.776978,21353.56115,484.352518,141.8992806,437.6690647,25792.7482,420.8633094,131.1870504,4436.928058,20141.66187,1509.18705,575.3956835,2804.165468,17470.10072,610.6330935,299.5899281,2067.654676,10945.13669,852.8561151,432.676259,1304.71223,7904.676259,632.3453237,176.5683453,2924.057554,7143.359712,1314.690647,247.6690647,3348.158273,221.5899281,671.4100719,139,15.08279985,12.31212786,0.577624584,0.874213836,0.661904762,1.105595094,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Unknown,Other Cells
+3116,34214.70732,903.7195122,514.5731707,1095.04878,31667.21951,724.9390244,731.3292683,1593.097561,17772.06098,553.1097561,1526.52439,1852.829268,22657.60976,1314.646341,5264.890244,5022.073171,8419.317073,1394.731707,338.4268293,2416.256098,17782.73171,597.695122,355.8658537,888.402439,20541.36585,1096.768293,133.804878,2593.52439,15841.81707,1705.243902,608.5365854,2834.707317,13996.62195,635.8414634,306.695122,1449.865854,10353.47561,1453.621951,455.4146341,1316.060976,8033.780488,687.3170732,178.9146341,3667.378049,7170.45122,1399.768293,166.6463415,3280.817073,379.6463415,670.304878,82,10.79395171,10.00498714,0.375291622,0.901098901,0.621212121,-1.028960859,1,0,1,1,0,0,0,0,1,1,0,0,0,0,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+3117,30230.07584,964.1629213,544.6011236,1101.488764,27765.66854,744.9522472,739.1516854,1571.379213,15858.5618,576.1601124,780.255618,1766.070225,21078.17135,1379.075843,2758.244382,3165.879213,7196.070225,1599.646067,358.6713483,2491.067416,15565.10112,480.3286517,634.0365169,693.9016854,18938.54494,507.2303371,131.2106742,1772.769663,14293.28371,1658.674157,758.6713483,2940.410112,12726.50843,1045.13764,304.4522472,1887.308989,9731.699438,1000.514045,460.3286517,1337.775281,7465.963483,833.0196629,175.7893258,4026.966292,6680.825843,1433.662921,343.4382022,3272.516854,552.5224719,674.1994382,356,29.34796869,17.03883527,0.814203412,0.86407767,0.605442177,-1.174473535,1,0,0,1,1,0,0,0,1,0,0,0,0,1,0,0,0,0,1,0,1,0,0,0,Macrophage,Other Cells
+3118,16764.68702,856.2748092,618.3969466,1100.427481,15098.12214,681.0076336,966.870229,1546.29771,8330.145038,871.9465649,875.3816794,1810.480916,11365.9084,1230.412214,2790.083969,2348.770992,4025.122137,1381.007634,333.0381679,2380.068702,8676.358779,488.6641221,748.8244275,1015.282443,10430.67939,466.3740458,112.9389313,1302.48855,7724.236641,1776.503817,610.9312977,2788.709924,7018.465649,989.7175573,264.7938931,1733.083969,5487.954198,1054.854962,404.9541985,1423.221374,4264.847328,788.6870229,157.8396947,4190.740458,3908.274809,1356.503817,392.3435115,3263.274809,637.3358779,671.6335878,131,15.27638992,11.22120326,0.678559451,0.929078014,0.668367347,-0.788131372,1,1,1,1,0,0,0,0,1,0,0,0,0,0,0,0,0,1,1,0,1,0,0,0,T Cell,T Cells
+3119,31961.11712,954.5315315,815.6936937,1188.135135,28128.66667,734.2162162,882.027027,1683.846847,16149.54054,552.6666667,679.8558559,1772.072072,21697.59459,1360.684685,1179.792793,1434.918919,7632.630631,1331.0,328.7837838,2400.333333,16379.62162,1831.216216,171.3783784,601.1351351,20043.27027,457.3693694,119.7477477,1338.081081,14650.56757,1543.054054,583.5315315,2815.702703,13026.28829,1049.603604,277.6396396,1547.297297,10166.00901,956.2882883,426.5585586,1333.369369,7549.810811,658.6846847,161.981982,1487.963964,6813.477477,1412.846847,630.6486486,3255.765766,664.5855856,670.954955,111,13.31476836,11.21010167,0.539586911,0.925,0.60989011,-1.351383874,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,Proliferating Cell,Other Cells
+3120,25978.4902,794.3921569,516.3137255,1062.169935,26042.30719,644.4836601,564.7320261,1539.045752,13283.05882,516.875817,597.379085,1778.69281,16719.45098,1175.111111,7878.973856,4392.986928,6256.941176,1274.679739,308.1633987,2336.986928,13421.72549,386.9215686,222.875817,469.4836601,15435.99346,447.1503268,123.3464052,5033.555556,11910.22222,1428.163399,560.4248366,2803.954248,10451.53595,570.3660131,274.0849673,2516.098039,8461.79085,884.7189542,485.8366013,1370.052288,5540.228758,652.4901961,166.4379085,5180.444444,4790.281046,1274.849673,168.2679739,3296.882353,265.751634,674.8104575,153,21.2054429,9.560749013,0.892593177,0.889534884,0.566666667,-0.637150752,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,0,1,0,0,0,Unknown,Other Cells
+3121,30550.95833,882.1770833,460.2083333,1040.125,28731.59375,684.09375,547.0833333,1477.510417,16363.41667,596.84375,865.0104167,1737.166667,20709.94792,1281.197917,2975.072917,3118.614583,7545.864583,1632.322917,326.9583333,2412.145833,16080.23958,436.8229167,231.8125,574.03125,19446.07292,853.375,128.40625,2542.8125,15283.8125,1532.020833,530.4270833,2819.40625,13245.94792,630.8541667,290.8020833,1278.822917,9336.479167,957.0833333,429.1354167,1302.40625,7087.416667,639.4791667,169.8333333,3644.395833,6503.9375,1303.510417,227.5,3352.1875,322.78125,670.5416667,96,12.22333967,11.08887872,0.420723429,0.872727273,0.527472527,-0.45485067,1,0,1,1,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+3122,25572.51111,837.9555556,476.2111111,1039.477778,23035.44444,740.6888889,676.9555556,1468.444444,13442.95556,523.7333333,1314.433333,1763.3,17227.95556,1282.3,2743.644444,3455.1,6108.155556,1343.522222,330.8888889,2350.444444,13251.46667,427.0,1856.144444,958.6111111,15752.63333,679.6888889,126.5777778,1982.044444,12214.97778,1511.5,578.4222222,2819.344444,10784.04444,651.2888889,288.2,1605.7,8364.533333,1120.3,440.3333333,1403.544444,6317.811111,1034.9,173.1333333,3103.844444,5873.322222,1428.355556,483.2444444,3179.4,404.8666667,670.9111111,90,13.0637445,8.961333235,0.727630081,0.918367347,0.692307692,1.406658002,1,0,1,1,0,0,0,0,1,1,0,0,0,0,0,0,0,1,1,0,1,0,0,0,Cytotoxic T Cell,T Cells
+3123,31604.8843,839.661157,538.661157,1088.710744,29317.65289,679.8595041,658.4793388,1511.07438,16553.7438,525.8016529,486.1404959,1753.090909,21617.20661,1267.504132,4535.206612,3902.165289,7860.165289,1390.528926,329.8429752,2367.884298,16965.41322,512.1322314,180.6363636,459.9256198,19851.61157,409.6694215,128.4132231,3385.0,14297.81818,1421.884298,791.8512397,2821.545455,12960.97521,840.2396694,297.6280992,2019.14876,9988.057851,827.1983471,451.1735537,1311.512397,7671.809917,657.4793388,171.1983471,3460.214876,6967.322314,1390.727273,1162.528926,3235.371901,478.107438,671.6528926,121,15.9287153,11.41978715,0.697144303,0.876811594,0.547511312,1.461062938,1,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,1,0,Activated APC,Other Cells
+3124,19935.27749,884.7382199,653.3926702,1063.82199,17653.62304,651.8795812,538.9790576,1465.120419,9926.502618,653.539267,510.8638743,1751.842932,13476.72251,1193.706806,4678.633508,2167.08377,4813.905759,1271.397906,294.1204188,2372.335079,10098.78534,3462.612565,622.6544503,519.3193717,12299.32461,475.921466,112.591623,1835.942408,9257.638743,1742.225131,764.565445,2789.08377,8167.670157,1251.534031,247.2041885,1593.366492,6452.78534,978.052356,379.6544503,1329.34555,4915.910995,762.8743455,154.1518325,4124.86911,4471.167539,1239.958115,199.9581152,3331.125654,624.3717277,676.1518325,191,19.53122416,12.62730815,0.762897857,0.945544554,0.606349206,0.407968912,1,1,0,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,Macrophage,Other Cells
+3125,38145.55882,890.9901961,495.7156863,1084.431373,34935.31373,740.9215686,843.1078431,1511.254902,19766.90196,553.7843137,2015.117647,1948.352941,26660.5,1338.039216,2365.098039,4577.627451,9526.647059,1335.058824,320.8823529,2522.803922,19933.01961,483.0196078,136.1960784,2218.441176,24432.70588,466.4803922,222.5392157,1202.362745,18199.79412,2362.245098,581.2156863,2815.470588,16348.2549,645.0784314,275.5098039,1478.264706,12945.7451,2064.078431,420.0980392,1310.098039,9528.254902,642.8431373,165.7647059,2656.107843,8447.205882,1394.382353,589.3333333,3281.04902,682.9411765,670.627451,102,12.63180138,11.41227311,0.428681439,0.902654867,0.607142857,1.397414534,1,0,1,1,0,0,0,0,0,0,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+3126,35336.6044,824.3186813,624.2967033,1089.505495,31012.76923,688.967033,957.3296703,1577.725275,17895.74725,506.4395604,1238.758242,1797.747253,24199.71429,1214.527473,5975.879121,3720.703297,8869.472527,1274.714286,322.5274725,2487.758242,17485.52747,417.0879121,992.1868132,1017.472527,20875.58242,850.0769231,144.6923077,2832.384615,16956.48352,2303.428571,1091.10989,2811.857143,14660.84615,661.2637363,273.5274725,1677.956044,10883.6044,1268.791209,420.7032967,1318.901099,7244.065934,871.6813187,166.6703297,6655.857143,6571.21978,1271.461538,198.043956,3192.56044,897.043956,670.5934066,91,14.72513151,8.307946149,0.825636902,0.91,0.65,-1.208869026,1,0,1,1,0,0,0,0,1,1,0,0,1,1,0,1,0,0,1,0,1,0,0,0,Helper T Cell,T Cells
+3127,35534.14815,824.4074074,503.1851852,1095.462963,32715.61111,704.9814815,899.962963,1644.814815,18058.14815,506.8888889,2105.888889,1869.296296,25081.46296,1229.888889,5272.259259,3717.796296,8915.851852,1255.481481,339.1851852,2393.037037,17785.03704,5582.462963,481.9814815,1357.055556,21656.05556,543.8518519,134.8148148,2628.703704,16562.92593,1886.092593,494.7222222,2783.166667,13879.01852,770.5,303.8148148,1464.833333,10544.0,2612.611111,412.9444444,1282.925926,7183.351852,765.4259259,166.1296296,6238.555556,6416.388889,1259.944444,400.8333333,3249.685185,926.5740741,669.2962963,54,10.68265565,6.695734258,0.779191804,0.931034483,0.675,0.806667823,1,0,1,1,0,0,0,1,1,1,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
+3128,32303.53968,775.2698413,499.5952381,1073.706349,28801.96032,730.4047619,850.1428571,1637.246032,16359.26984,482.0079365,957.968254,1787.857143,22460.95238,1237.34127,5378.952381,2841.714286,8359.888889,1250.722222,304.6269841,2460.444444,16708.80159,787.2301587,320.6428571,787.1349206,19753.42063,427.6190476,142.3095238,3924.301587,15905.00794,1817.365079,526.7301587,2788.436508,13734.12698,1929.571429,266.1587302,1575.126984,9958.873016,1060.84127,400.5396825,1298.928571,6550.0,674.2142857,165.3571429,5068.650794,6194.253968,1216.761905,194.1507937,3214.031746,949.5634921,671.5793651,126,15.0015879,10.99176172,0.680544717,0.954545455,0.7,1.434027912,1,0,1,1,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,T Cell,T Cells
+3129,35922.36,853.07,556.04,1105.79,32137.11,720.91,801.69,1678.75,17835.01,502.32,1380.27,1839.27,24289.15,1274.8,6932.04,3630.28,8942.94,1301.06,329.26,2620.94,17412.81,533.04,205.62,1140.78,20836.21,447.67,140.42,3253.33,16628.05,2293.24,614.59,2801.3,13933.81,866.0,282.1,1440.87,10320.76,1178.87,411.19,1316.69,6540.18,635.98,165.98,5171.69,6181.76,1285.77,838.9,3239.73,969.8,671.05,100,12.34586619,10.79349749,0.485457908,0.917431193,0.641025641,1.39812331,1,0,1,1,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,1,0,1,0,Helper T Cell,T Cells
+3130,24513.19512,823.9918699,475.7723577,1058.804878,23807.21951,651.5447154,581.9105691,1521.065041,12874.44715,521.9674797,542.0,1746.333333,16095.74797,1200.422764,6618.739837,2515.829268,6043.788618,1309.634146,314.7479675,2321.365854,12969.72358,498.4471545,828.0406504,484.4634146,14863.68293,433.9105691,120.7804878,2676.95935,11551.6748,1608.512195,572.398374,2796.235772,9984.691057,634.8373984,267.2520325,1450.813008,7090.235772,885.4552846,418.6422764,1308.97561,5439.772358,811.9268293,162.9512195,2695.528455,4743.715447,1291.463415,177.5447154,3363.894309,304.504065,673.9430894,123,14.77165832,10.91532863,0.673774247,0.953488372,0.745454545,0.233662032,1,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,1,0,0,1,NK Cell,Other Cells
+3131,27369.61321,996.6698113,588.0377358,1096.603774,22885.42453,728.3207547,510.3773585,1606.877358,12899.81132,556.7641509,540.745283,1782.509434,16362.99057,1245.924528,9642.349057,3920.132075,6130.801887,1340.566038,315.0471698,2369.839623,12662.49057,428.8396226,555.745283,499.2075472,14601.60377,416.0660377,128.5566038,4107.45283,11354.69811,1859.04717,725.745283,2866.122642,10040.86792,640.990566,284.9150943,1590.669811,7382.764151,973.9245283,427.8584906,1304.254717,5702.311321,718.5283019,169.8113208,3310.018868,5148.792453,1294.5,144.7641509,3373.311321,366.3584906,672.3301887,106,18.89443504,7.930813132,0.907642845,0.883333333,0.509615385,-0.996647628,1,0,0,1,0,0,0,0,1,0,0,0,1,1,0,0,0,0,0,0,1,0,0,1,NK Cell,Other Cells
+3132,35704.82178,896.039604,564.2673267,1115.356436,31364.86139,731.5049505,673.6138614,1640.90099,18784.08911,560.970297,498.9207921,1801.217822,24357.87129,1325.39604,4254.415842,3291.029703,8481.108911,1410.990099,349.9207921,2367.455446,18078.13861,474.5346535,307.2673267,471.2673267,22048.38614,424.7128713,144.3366337,3164.306931,16605.70297,1526.287129,764.6336634,2814.594059,14694.19802,684.5841584,305.2277228,2056.524752,11341.9802,884.8217822,460.4356436,1318.049505,8563.316832,700.009901,173.8613861,3436.732673,8025.851485,1438.762376,208.8811881,3288.217822,531.2475248,672.8910891,101,14.38338635,9.656865252,0.741104002,0.935185185,0.561111111,-1.198043676,1,0,0,1,0,0,0,0,1,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,Dendritic Cell,Other Cells
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+3135,25077.1,810.4,495.3538462,1056.869231,23415.69231,665.9846154,724.5,1507.976923,13113.46923,508.1384615,911.4538462,1778.015385,17100.37692,1224.846154,3446.230769,2977.746154,6187.615385,1313.584615,318.8461538,2427.807692,12979.51538,4519.923077,293.0769231,531.3076923,14981.46154,798.5384615,127.0384615,3127.930769,11679.23077,1583.061538,595.4076923,2813.323077,10312.06923,693.7769231,273.3615385,1441.4,7753.823077,1207.476923,434.7769231,1385.8,5994.776923,686.8923077,171.0307692,5217.776923,5394.269231,1358.092308,504.2461538,3223.915385,389.3384615,675.2538462,130,15.08198266,11.13590388,0.674408878,0.928571429,0.677083333,-0.24011347,1,0,1,1,0,0,0,1,0,1,0,0,0,0,0,1,0,1,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+3136,33234.85294,955.625,528.7573529,1103.647059,30772.93382,741.0735294,610.9044118,1517.985294,17446.90441,582.1102941,628.3970588,1756.522059,22708.69118,1375.183824,2807.801471,3824.691176,7885.786765,1416.911765,350.0367647,2363.088235,17663.80147,505.7132353,242.4705882,527.6985294,20244.83088,434.3308824,140.9264706,2585.036765,15314.13971,1574.147059,763.3676471,2846.235294,13679.13235,644.1029412,310.7941176,1829.323529,10767.41912,973.6544118,459.9632353,1305.713235,8309.889706,709.9632353,182.8014706,2925.007353,7350.007353,1510.919118,4851.477941,3229.779412,440.4411765,674.6617647,136,15.56333352,11.55611939,0.669821545,0.912751678,0.607142857,-1.250953018,1,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,1,1,1,1,0,Granulocyte,Other Cells
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+3139,33574.40244,900.6219512,737.1829268,1155.146341,29108.45122,754.0853659,1079.402439,1691.353659,17494.23171,560.7073171,610.5121951,1749.878049,22995.5,1349.45122,1973.012195,1491.792683,8111.939024,1376.109756,339.7926829,2355.695122,16917.12195,533.9146341,287.4268293,653.4634146,20301.35366,487.0487805,141.6463415,1564.768293,16031.34146,1535.731707,493.902439,2805.987805,14158.65854,929.4878049,297.3902439,1571.95122,10708.81707,932.9512195,440.6707317,1334.378049,7615.353659,679.3658537,167.2195122,2136.792683,6918.134146,1420.256098,202.304878,3349.560976,796.8536585,672.7682927,82,11.50297678,9.273190102,0.591703485,0.964705882,0.621212121,-1.3451174,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Unknown,Other Cells
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+3141,16187.75,1335.361111,571.2777778,1028.305556,19193.61111,793.8611111,721.0555556,1349.444444,7234.611111,645.0555556,475.9722222,1701.444444,12194.22222,1290.027778,2886.305556,2008.305556,3931.777778,1338.75,297.9722222,2314.972222,8087.083333,363.5,310.7777778,454.3055556,10987.94444,401.9444444,114.4722222,1747.666667,6882.666667,1431.333333,468.75,2766.722222,5790.583333,566.1111111,235.3611111,1268.916667,4540.638889,756.1111111,354.2777778,1279.361111,3971.888889,647.4166667,141.1944444,2083.361111,2925.722222,1076.444444,142.9444444,3570.111111,851.5833333,672.7777778,36,7.743572758,6.255864958,0.589349247,0.923076923,0.5625,0.498055462,1,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,NK Cell,Other Cells
+3142,21179.07609,716.9673913,547.5869565,1060.206522,20183.28261,619.576087,447.6086957,1537.521739,9910.73913,461.1304348,559.4347826,1727.804348,13915.92391,1067.543478,3782.565217,2304.956522,5452.597826,1378.76087,297.1956522,2318.086957,10356.32609,479.7065217,2857.271739,623.0217391,12963.36957,421.1956522,128.923913,2117.858696,10106.02174,1776.554348,523.6521739,2806.293478,8341.76087,692.2717391,242.6521739,1258.402174,5849.402174,878.9456522,377.076087,1303.23913,3189.402174,1326.771739,152.5652174,3147.021739,3318.673913,1130.097826,765.923913,3162.065217,1051.804348,675.0217391,92,11.80075836,10.48146911,0.459451205,0.92,0.638888889,0.703754135,1,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,1,0,1,0,Dendritic Cell,Other Cells
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+3145,29993.40833,786.8375,480.7833333,1078.125,27675.98333,957.9666667,1009.458333,1665.4125,14808.44583,495.85,2826.083333,1906.145833,20479.0,1213.6625,5021.654167,3409.666667,7652.1625,1253.733333,306.725,2974.5125,15088.28333,2957.045833,296.3958333,2391.466667,18185.65833,458.8833333,1174.545833,2384.445833,14249.05417,2478.004167,481.0416667,2814.395833,12080.73333,1615.2875,266.5041667,1315.425,8813.545833,1346.0875,409.0875,1314.05,5861.9375,660.5958333,158.7833333,4278.525,5455.579167,1235.6625,529.6416667,3207.1125,958.0958333,681.2166667,240,21.35661917,15.36652516,0.694471209,0.882352941,0.634920635,-0.619642486,1,0,1,1,0,0,1,1,0,0,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+3146,40872.17986,899.3597122,596.6690647,1141.043165,22494.28777,548.0143885,413.4964029,1485.381295,10428.8777,407.5827338,554.057554,1654.856115,15492.93525,1020.776978,6111.330935,2659.956835,5917.05036,1046.553957,279.8633094,2398.079137,11152.71942,338.0215827,206.1942446,521.4604317,13627.33813,361.0791367,114.5467626,4632.043165,10590.7482,1583.42446,439.0647482,2781.417266,8482.942446,530.1079137,241.6690647,1159.143885,5497.28777,737.028777,361.5899281,1260.928058,2760.47482,568.5323741,144.4388489,2720.748201,2947.136691,996.1366906,607.8417266,3134.517986,1079.76259,675.7338129,139,14.62012468,12.44443374,0.524865465,0.932885906,0.620535714,1.108470685,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Unknown,Other Cells
+3147,44282.31452,879.3709677,624.7903226,1130.064516,38757.03226,704.5725806,577.2983871,1710.08871,19121.26613,538.1532258,474.6612903,1780.782258,25637.75,1278.959677,8827.870968,5421.153226,9595.556452,1352.483871,338.6209677,2319.677419,19222.50806,423.9758065,214.016129,437.6612903,23322.30645,447.1451613,134.2580645,8578.862903,17288.57258,1494.153226,737.1370968,2804.854839,14732.68548,594.9919355,302.3145161,5089.532258,8022.080645,824.7822581,433.6451613,1312.177419,5578.959677,627.0806452,168.6854839,3490.0,5188.112903,1273.887097,267.6129032,3229.298387,159.1612903,676.5967742,124,14.8483763,11.07124868,0.666371203,0.918518519,0.688888889,-1.52071452,1,0,0,1,0,0,0,0,0,0,0,1,0,1,1,0,0,0,0,0,1,0,0,0,B Cell,B Cells
+3148,47366.74167,1153.483333,560.7333333,1093.55,43945.79167,829.8916667,917.7416667,1667.158333,24901.80833,680.9416667,1038.275,1753.341667,31001.3,1452.083333,5893.925,3555.541667,10490.10833,1482.791667,358.1583333,2450.4,23434.175,471.7083333,217.4083333,530.1,27640.14167,1069.85,140.5083333,3008.191667,22051.36667,1669.55,596.3416667,2825.083333,19077.70833,652.9083333,332.575,1511.5,13305.475,1085.841667,476.85,1312.625,9970.133333,684.1166667,181.1666667,3157.941667,8939.75,1440.683333,208.125,3549.241667,315.2583333,677.5416667,120,15.27692863,10.22675719,0.742879691,0.909090909,0.659340659,0.449779154,1,1,1,1,1,0,0,0,0,1,0,0,0,0,0,0,1,0,0,1,1,0,0,1,Cytotoxic T Cell,T Cells
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+3150,34390.12,984.3066667,583.68,1093.36,30501.4,734.16,734.82,1526.306667,17287.31333,585.9533333,641.4266667,1745.36,22826.0,1396.04,4231.74,3075.453333,8238.16,1435.166667,347.4133333,2419.533333,17433.86,766.24,316.96,531.0466667,20671.66667,452.7666667,176.2,3698.946667,15516.14,1601.56,721.04,2800.58,13836.55333,1053.673333,302.1466667,1773.686667,10919.87333,909.3733333,448.6866667,1311.173333,8365.793333,784.2266667,174.5133333,3913.96,7549.706667,1441.84,788.1866667,3360.68,457.6133333,678.4133333,150,15.62088252,12.89272433,0.564618738,0.920245399,0.625,0.556133575,1,0,0,1,0,0,0,1,1,0,1,0,0,1,0,0,0,0,1,0,1,0,1,1,NK Cell,Other Cells
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+3153,44457.84783,853.7826087,482.4565217,1128.217391,37849.1087,750.6521739,753.2826087,1641.565217,23128.56522,525.0434783,2192.543478,1815.978261,30012.06522,1284.826087,4364.565217,3673.521739,11251.78261,1329.847826,351.0869565,2445.891304,22742.21739,462.5652174,379.5869565,1807.956522,26783.04348,479.9130435,176.1956522,1599.76087,21715.73913,2167.0,544.6956522,2781.369565,18744.08696,651.5869565,294.3695652,1290.847826,13940.54348,1640.717391,426.5652174,1333.717391,8663.043478,700.7608696,167.9130435,4408.695652,8400.434783,1358.326087,310.9782609,3315.695652,935.326087,675.1304348,46,8.345055265,7.005866815,0.543323968,0.978723404,0.821428571,-1.380884645,1,0,1,1,0,0,0,0,1,0,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
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+3156,38743.0597,1015.597015,590.1044776,1102.253731,35044.44776,759.6567164,504.5223881,1638.283582,19563.53731,585.5074627,743.6268657,1739.238806,24336.32836,1370.149254,8579.477612,4125.731343,8695.328358,1426.477612,342.2835821,2353.940299,18557.1791,449.3432836,497.7164179,629.9253731,21494.08955,792.0,133.7910448,3741.597015,16967.62687,1715.820896,610.0447761,2807.119403,14963.97015,649.4029851,314.0746269,1458.044776,10936.20896,1089.895522,446.5970149,1329.791045,8310.477612,737.880597,176.6716418,3520.134328,7458.149254,1386.850746,150.8656716,3426.895522,370.7910448,677.8059701,67,13.13433213,7.067499955,0.842885097,0.848101266,0.468531469,-0.950696965,1,0,0,1,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,1,0,0,1,NK Cell,Other Cells
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+3159,33344.15888,831.5046729,481.0093458,1067.037383,30804.08411,673.1308411,746.3551402,1529.878505,17468.20561,553.3738318,965.2897196,1762.028037,23686.51402,1260.46729,3222.570093,4095.700935,8418.439252,1347.383178,318.0186916,2350.570093,17887.59813,437.953271,438.9813084,942.5700935,22171.46729,844.728972,135.317757,2123.299065,16269.84112,1516.196262,650.0373832,2789.700935,14483.5514,647.3925234,272.8037383,1746.663551,11238.11215,1252.981308,401.1121495,1312.046729,8409.616822,795.046729,160.5700935,3274.728972,7531.299065,1356.551402,577.9065421,3205.635514,708.7009346,679.2429907,107,14.66089271,9.508984663,0.761133539,0.955357143,0.713333333,0.208682564,1,0,1,1,0,0,0,0,1,1,0,0,0,0,0,1,0,0,1,0,1,0,0,0,Cytotoxic T Cell,T Cells
+3160,39335.76966,859.494382,570.4606742,1098.353933,34046.95506,700.6516854,890.0561798,1564.247191,20755.65169,562.6067416,1026.876404,1785.595506,27357.67416,1272.393258,3632.870787,3484.882022,9924.842697,1307.735955,322.6797753,2508.938202,20540.8427,441.2359551,833.9550562,1352.185393,25150.34831,434.5955056,343.3876404,2267.337079,18884.92697,1876.235955,573.5730337,2790.634831,16791.51124,689.6348315,274.8258427,1636.258427,12872.00562,1115.539326,418.8089888,1335.05618,9079.140449,827.0898876,165.3651685,3599.404494,8217.955056,1339.820225,236.7752809,3272.207865,770.7921348,680.2303371,178,18.83713964,12.71748089,0.737700583,0.912820513,0.615916955,0.622337197,1,0,1,1,0,0,0,0,1,0,1,0,1,0,0,0,0,0,1,0,1,0,0,0,Regulatory T Cell,T Cells
+3161,40501.3875,905.275,489.1875,1087.55,36385.93125,742.51875,702.5,1595.1,20631.85625,550.13125,1039.3125,1782.01875,28975.59375,1352.44375,2967.71875,3654.1625,10576.63125,1450.0625,351.69375,2448.8875,21221.78125,445.55625,425.8,961.45,26339.05,481.125,366.90625,2480.8375,20063.1625,1792.84375,561.15,2814.70625,17497.3875,678.50625,296.7375,1827.00625,13564.85,1131.91875,434.675,1322.36875,9368.23125,744.875,175.68125,3219.6625,8514.48125,1411.99375,379.08125,3219.73125,842.88125,678.61875,160,20.26295677,11.66453312,0.817690571,0.837696335,0.647773279,-1.496488692,1,0,1,1,0,0,0,0,1,0,1,0,0,0,0,1,0,0,0,0,1,0,0,0,T Cell,T Cells
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+3163,27784.90299,899.2350746,526.4626866,1066.75,24697.44403,698.7723881,483.6753731,1472.634328,14043.14552,565.2164179,521.4552239,1701.44403,19011.6194,1319.791045,2014.91791,2341.223881,6805.873134,1330.828358,328.4365672,2338.261194,14662.27985,460.4141791,464.1791045,518.7425373,17748.90672,489.6679104,120.2761194,2066.735075,13178.06343,1495.343284,679.9440299,2812.264925,11768.03731,1034.597015,273.488806,2007.813433,9110.817164,871.7910448,407.011194,1319.902985,6899.958955,742.358209,161.8880597,2406.227612,6237.44403,1356.048507,773.4850746,3202.044776,606.8880597,685.1455224,268,22.85002592,15.99327228,0.714217727,0.848101266,0.641148325,-0.04300902,1,0,0,1,0,0,0,0,1,0,0,0,0,1,0,0,0,0,0,0,1,0,1,0,Dendritic Cell,Other Cells
+3164,32288.87368,987.6526316,831.4421053,1161.873684,27771.84211,748.1894737,855.0421053,1671.052632,16335.22105,583.9684211,455.1473684,1758.526316,21379.87368,1378.378947,1729.494737,1559.831579,7583.115789,1346.031579,328.0421053,2368.557895,16372.17895,572.2631579,224.6526316,463.5157895,19981.76842,459.6315789,124.9368421,1144.705263,14823.29474,1540.094737,583.7368421,2789.526316,13271.41053,721.8,282.0842105,1523.221053,10059.83158,872.5578947,417.2947368,1338.463158,7511.526316,697.3368421,157.3052632,1643.6,6764.768421,1395.410526,374.3157895,3350.821053,658.6105263,679.9578947,95,12.43366724,9.938817643,0.600869357,0.95,0.608974359,0.548446406,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Unknown,Other Cells
+3165,22777.28866,828.2268041,522.3195876,1055.896907,21246.16495,700.628866,1088.721649,1543.257732,11283.23711,503.2886598,2061.164948,1771.113402,15982.10309,1221.185567,5368.484536,4186.494845,5755.134021,1223.463918,299.742268,2732.268041,11584.38144,557.6701031,493.5670103,2424.670103,14374.15464,1483.43299,128.0515464,1789.412371,10858.50515,1862.185567,450.4639175,2792.670103,9302.525773,706.6907216,265.3917526,1351.721649,7183.010309,3117.206186,410.9175258,1313.298969,4986.381443,691.7525773,161.628866,5510.309278,4589.876289,1244.103093,542.2783505,3337.742268,927.0309278,680.1134021,97,12.30153797,10.23625886,0.554607444,0.932692308,0.678321678,0.077060718,1,0,1,1,0,0,1,0,1,1,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
+3166,29799.8481,806.278481,517.2278481,1085.607595,27356.44304,839.6582278,870.1898734,1653.518987,15010.13924,496.7088608,1370.341772,1843.696203,20511.50633,1182.367089,6380.924051,2310.417722,7542.632911,1297.962025,313.443038,2626.594937,15362.18987,705.4936709,762.9113924,735.9873418,18468.16456,450.1139241,258.6455696,1862.886076,14329.70886,2137.012658,704.6962025,2831.721519,12443.59494,1698.886076,271.0886076,1324.303797,9218.088608,1341.253165,405.6835443,1391.582278,6184.126582,751.4177215,170.3291139,5869.78481,5741.860759,1269.253165,209.4683544,3261.594937,944.3924051,680.5949367,79,14.04784874,7.917255953,0.826053264,0.831578947,0.564285714,0.303374378,1,0,1,1,0,0,0,0,1,0,1,0,1,1,0,1,0,1,0,0,1,0,0,0,Regulatory T Cell,T Cells
+3167,34149.6092,804.045977,511.7816092,1091.471264,31809.11494,694.816092,848.7011494,1635.034483,17002.85057,500.2988506,2695.137931,1827.747126,23524.29885,1290.586207,7624.425287,3317.103448,8721.91954,1268.62069,319.9655172,2760.264368,17010.02299,984.7701149,190.6436782,1584.068966,20152.98851,468.1494253,134.4482759,1927.045977,16193.71264,2685.022989,618.1724138,2813.655172,13490.98851,726.6091954,288.137931,1273.91954,9927.666667,1526.068966,413.6091954,1311.482759,6370.528736,606.8275862,166.8505747,4473.310345,6078.356322,1240.609195,251.9655172,3227.758621,971.7471264,680.7126437,87,13.13694294,8.808074606,0.741926427,0.925531915,0.669230769,-0.723894115,1,0,1,1,0,0,1,1,0,0,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
+3168,35362.76623,801.8506494,538.9285714,1066.876623,32629.43506,667.9675325,762.0064935,1606.75974,17345.03896,490.7662338,2354.792208,1916.551948,24503.74675,1191.616883,6117.318182,3964.551948,9107.136364,1277.006494,308.512987,2475.941558,17692.2013,412.4220779,293.8051948,1612.357143,21065.01299,441.6688312,125.961039,2598.415584,16777.92208,2318.142857,652.0194805,2821.311688,13956.81818,595.3116883,265.487013,1414.590909,10230.59091,2043.701299,399.6558442,1317.519481,6406.038961,649.8376623,164.1688312,5816.097403,6057.376623,1229.25974,268.0194805,3181.506494,982.0649351,683.0584416,154,16.01599562,13.9345243,0.492984719,0.806282723,0.534722222,-1.371244287,1,0,1,1,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
+3169,44313.03684,881.7789474,608.7210526,1136.789474,35823.15789,676.4631579,561.2631579,1681.468421,17556.71579,525.7473684,547.2894737,1767.842105,23302.97895,1243.057895,7239.694737,5801.410526,8653.610526,1320.152632,328.3105263,2407.642105,18121.51579,404.5421053,162.7368421,496.3842105,21561.93684,432.4526316,127.8315789,6649.684211,16045.91053,1635.757895,512.6842105,2811.110526,13647.74211,617.6947368,295.5157895,3878.794737,7605.889474,819.2052632,416.7631579,1310.326316,5437.105263,641.2105263,162.0578947,3380.268421,4907.426316,1257.326316,227.4736842,3231.147368,167.1105263,683.1315789,190,24.55460859,10.61720526,0.901685947,0.844444444,0.532212885,-0.973159783,1,0,0,1,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,1,0,0,0,B Cell,B Cells
+3170,38125.79333,836.0466667,550.3333333,1111.393333,36091.42,693.0666667,454.2866667,1696.973333,18845.65333,548.7466667,508.7933333,1759.52,24262.38,1244.193333,6556.853333,5124.626667,9222.92,1347.713333,334.4733333,2338.466667,18621.47333,466.9466667,441.5866667,423.7266667,22374.59333,430.2,129.42,4382.66,17056.10667,1494.513333,746.36,2798.32,14648.4,593.16,292.4666667,2151.166667,8822.866667,802.0533333,426.7333333,1308.626667,6453.213333,703.36,161.9466667,3815.033333,5608.306667,1310.86,178.32,3266.64,200.66,683.6933333,150,20.82597568,9.607866175,0.887223161,0.931677019,0.462962963,-0.730262419,1,0,0,1,0,0,0,0,1,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,Dendritic Cell,Other Cells
+3171,19408.0283,878.6509434,556.3962264,1028.735849,18740.62264,643.5943396,510.5943396,1526.132075,9913.981132,544.990566,586.0377358,1759.783019,12621.9717,1169.971698,6505.056604,3621.509434,4815.679245,1258.830189,289.6415094,2328.971698,9945.716981,370.0754717,252.8679245,459.0471698,11589.04717,399.5566038,117.7075472,4854.150943,9002.113208,1496.584906,448.1226415,2799.792453,7931.198113,562.3773585,250.3207547,1709.084906,5412.90566,967.6603774,421.509434,1327.188679,3977.09434,1328.179245,156.7641509,3724.528302,3558.669811,2138.849057,176.6698113,3384.556604,243.5754717,680.7264151,106,12.36408705,11.47396868,0.372560873,0.905982906,0.630952381,-1.347856741,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,1,0,1,NK Cell,Other Cells
+3172,19481.2243,916.0841121,609.0747664,1085.056075,17795.15888,718.588785,633.9439252,1495.158879,9952.439252,539.2523364,596.5327103,1781.542056,12527.79439,1265.373832,2252.018692,2784.28972,4459.056075,1319.214953,326.4953271,2363.579439,9707.934579,415.9439252,1478.046729,580.0,11087.85981,500.8504673,127.3364486,2105.953271,8582.336449,1497.280374,564.2897196,2818.392523,7580.682243,647.1775701,280.4579439,1734.411215,5733.121495,1058.429907,423.3831776,1397.149533,4354.065421,950.3457944,175.7009346,5047.775701,3978.719626,1355.831776,582.0654206,3221.82243,402.3831776,680.1028037,107,13.46713295,10.77407297,0.599963702,0.922413793,0.685897436,-1.510604916,1,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,1,1,0,1,0,0,0,Dendritic Cell,Other Cells
+3173,21452.64964,1018.788321,670.9124088,1104.781022,19825.08759,756.8832117,711.1532847,1564.773723,11548.06569,582.1021898,587.7226277,1756.0,15370.40876,1376.277372,1632.532847,2023.051095,5050.379562,1405.343066,317.8759124,2383.781022,11630.63504,481.8613139,189.8905109,555.9781022,13224.08759,512.7007299,122.7810219,1154.474453,10737.15328,1510.328467,680.8759124,2840.605839,9399.313869,697.5182482,289.0948905,1544.007299,7026.912409,956.3868613,429.8905109,1320.255474,5386.40146,641.8175182,168.919708,2545.467153,4791.270073,1372.087591,398.919708,3186.846715,572.5693431,681.8540146,137,15.08497496,11.78998343,0.623815926,0.901315789,0.611607143,-0.532408057,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,Activated APC,Other Cells
+3174,30856.84946,896.7311828,779.5483871,1115.741935,29547.06452,685.4731183,758.0107527,1603.505376,15794.04301,527.8064516,776.8924731,1775.870968,21222.49462,1247.236559,2736.268817,1964.376344,7583.172043,1272.0,302.688172,2370.333333,15711.88172,6856.731183,116.7419355,934.1182796,19725.08602,536.5806452,124.2795699,1625.333333,14032.26882,1664.032258,550.9892473,2805.462366,12435.78495,2357.806452,256.5053763,1570.795699,9493.010753,1019.010753,407.0215054,1304.806452,7336.698925,610.6129032,160.2258065,3356.83871,6344.946237,1289.215054,138.0967742,3390.204301,753.4408602,680.2473118,93,13.72857105,10.5319454,0.64146147,0.830357143,0.476923077,1.188994426,1,0,0,0,0,0,0,1,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,1,NK Cell,Other Cells
+3175,37194.90217,907.9782609,556.9021739,1088.108696,34600.81522,736.4891304,727.4673913,1646.793478,19486.75,556.7282609,870.1630435,1743.336957,27191.88043,1362.423913,4069.793478,4392.913043,9730.358696,1823.173913,353.4021739,2463.402174,19866.63043,446.2391304,386.3152174,816.6304348,25011.32609,960.0,129.673913,3294.032609,18912.56522,1708.315217,597.8369565,2795.163043,16694.80435,708.2717391,295.8695652,1913.73913,12764.42391,1538.456522,445.6304348,1312.75,8889.021739,758.423913,175.5652174,5868.652174,7976.141304,1434.25,188.673913,3219.521739,858.2391304,680.5434783,92,11.71564615,10.40352047,0.459839052,0.901960784,0.638888889,0.197074906,1,0,1,1,1,0,0,0,1,1,0,0,0,0,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+3176,38914.47414,848.4827586,508.5,1097.163793,35161.74138,719.1982759,728.6034483,1664.887931,19583.07759,521.3448276,829.5086207,1763.62069,27837.76724,1262.663793,6225.241379,3686.146552,9906.456897,1314.534483,339.7931034,2375.543103,19749.18966,448.0086207,538.7068966,704.8103448,24074.75,543.612069,149.0086207,3865.551724,18812.7931,1812.62069,537.3448276,2795.612069,16232.94828,625.0086207,286.6206897,1969.362069,12160.22414,1097.258621,424.6724138,1308.594828,8209.293103,754.5172414,172.3706897,5276.775862,7415.758621,1314.0,186.1637931,3252.534483,905.2586207,681.2931034,116,15.36020539,11.69580247,0.648240925,0.763157895,0.552380952,-0.942541487,1,0,1,1,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+3177,31033.64815,807.5231481,511.25,1093.402778,28827.28704,674.1944444,908.2638889,1630.319444,15121.87963,487.5092593,1912.347222,1863.277778,21357.59722,1194.782407,5516.736111,3596.296296,7925.87963,1265.972222,321.162037,3124.402778,15484.48148,525.9768519,387.9907407,792.2546296,19657.38889,696.6574074,140.3564815,1867.277778,15051.3287,2076.078704,619.6388889,2848.009259,12615.03704,867.5462963,274.7546296,1291.62963,8985.967593,1287.537037,415.3425926,1314.435185,5503.800926,675.0416667,161.7962963,4924.189815,5370.203704,1245.851852,686.4861111,3192.768519,1000.291667,684.0601852,216,20.36308889,13.74636609,0.737760167,0.935064935,0.675,-0.227976258,1,0,1,1,0,0,1,0,1,1,0,0,1,0,0,1,0,0,0,0,1,0,1,0,Helper T Cell,T Cells
+3178,34433.71111,802.1888889,516.5,1113.6,32897.84444,679.3666667,747.0555556,1695.933333,16840.43333,528.6555556,516.3444444,1745.1,21825.85556,1229.377778,8467.688889,3948.233333,8427.577778,1426.788889,349.0555556,2372.433333,17014.96667,1023.0,493.6,433.6666667,20338.76667,446.2333333,131.8666667,5882.777778,15397.81111,1493.844444,598.3111111,2810.822222,13142.7,598.3444444,295.4111111,3023.922222,7839.155556,796.8444444,432.9666667,1315.211111,5719.555556,714.7444444,171.8888889,4161.844444,4994.444444,1286.411111,202.9444444,3273.822222,189.7666667,682.5777778,90,12.35360598,9.555595587,0.633788262,0.967741935,0.584415584,0.258214175,1,0,0,1,0,0,0,1,1,0,0,1,0,0,1,0,0,0,0,0,1,0,0,0,B Cell,B Cells
+3179,27140.15294,788.0117647,542.8588235,1091.988235,27110.63529,634.3529412,430.5647059,1616.294118,13242.8,510.7529412,509.4705882,1788.635294,17452.91765,1163.917647,7973.8,4823.882353,6574.552941,1277.752941,305.7294118,2344.423529,14085.58824,5433.364706,138.6117647,417.9294118,16335.87059,419.8470588,121.3294118,6433.105882,12141.92941,1400.823529,775.4235294,2820.611765,10655.14118,584.3176471,266.5529412,2555.494118,6786.223529,818.9294118,416.1529412,1296.0,5148.482353,613.5058824,165.6823529,6866.376471,4347.211765,1226.941176,190.0352941,3309.270588,217.3764706,680.5058824,85,14.05219965,9.246133203,0.753031245,0.817307692,0.505952381,1.123954696,1,0,0,1,0,0,0,1,0,0,0,1,0,1,0,0,0,0,0,0,1,0,0,0,B Cell,B Cells
+3180,33850.55422,821.3975904,538.5542169,1062.915663,32900.10843,652.939759,1004.096386,1575.036145,17488.85542,538.1807229,1326.228916,1794.915663,22367.10843,1210.710843,5665.168675,5298.39759,8399.240964,1312.060241,321.0481928,2461.843373,17224.75904,579.5421687,160.1686747,690.4819277,20908.3253,420.8313253,158.5060241,4926.638554,16016.16867,2000.987952,450.3012048,2831.313253,13942.80723,591.060241,285.6626506,2190.927711,8665.554217,1340.012048,418.6385542,1301.963855,6592.686747,629.9036145,166.7590361,4277.036145,5801.831325,1269.879518,282.4337349,3302.26506,229.6024096,681.746988,83,10.72451113,10.04016254,0.351498712,0.965116279,0.576388889,0.732343741,1,0,1,1,0,0,0,0,0,0,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+3181,31355.61364,859.7272727,502.7272727,1054.034091,29731.39773,692.0113636,931.3636364,1520.784091,16453.67045,561.9204545,1402.818182,1796.113636,20551.71591,1213.034091,6933.534091,4624.011364,7640.602273,1311.875,313.8409091,2593.125,15828.51136,392.5795455,378.3977273,648.3068182,19003.63636,1473.522727,127.0227273,4056.090909,14863.17045,1517.715909,465.9318182,2810.715909,12966.73864,576.4318182,283.8522727,1664.988636,16837.43182,1412.772727,764.6818182,1571.727273,6486.102273,673.0340909,168.9545455,4564.011364,5859.272727,1290.068182,241.6363636,3488.238636,253.7386364,682.6931818,88,13.42739628,8.613754392,0.767118072,0.888888889,0.571428571,-0.586805724,1,0,1,1,0,0,0,0,1,1,0,0,0,0,0,1,1,1,0,0,1,0,0,1,Cytotoxic T Cell,T Cells
+3182,28529.24324,1243.945946,655.2702703,1097.689189,26212.2027,795.6621622,746.1621622,1617.486486,15018.16216,639.5945946,896.472973,1796.013514,19163.68919,1395.486486,8184.77027,4117.337838,6408.297297,1358.27027,320.7567568,2330.094595,14371.44595,630.3378378,254.2432432,616.0405405,16753.58108,912.7162162,129.7432432,6346.297297,13184.40541,1601.216216,573.2297297,2802.432432,11779.81081,612.8378378,315.6891892,1586.175676,8541.959459,1069.689189,428.8108108,1305.851351,6736.527027,643.0810811,174.2837838,3638.243243,6041.932432,1313.067568,184.527027,3459.891892,376.8918919,681.1891892,74,14.89655613,6.512604553,0.899369849,0.948717949,0.569230769,-0.990973291,1,1,1,1,0,0,0,0,0,1,0,1,0,0,0,0,0,0,0,0,1,0,0,1,Cytotoxic T Cell,T Cells
+3183,35802.18812,822.980198,466.6633663,1096.861386,33591.61386,691.029703,850.7227723,1603.079208,18367.13861,510.950495,1167.534653,1753.415842,25409.44554,1233.356436,4434.069307,2499.584158,9127.29703,1284.673267,334.5544554,2686.148515,18504.78218,427.8514851,1166.712871,1508.871287,22737.55446,445.8514851,749.5445545,2147.386139,17414.38614,2102.366337,497.0990099,2783.920792,15084.33663,811.2376238,277.6336634,1458.19802,11316.40594,1058.425743,429.2871287,1339.287129,7750.267327,931.7722772,164.4158416,3777.128713,6852.29703,1276.405941,273.5742574,3197.752475,894.019802,680.6633663,101,11.8163218,10.99507814,0.366293889,0.943925234,0.834710744,-0.867821095,1,0,1,1,0,0,1,0,1,0,1,0,1,0,0,0,0,0,1,0,1,0,0,0,Regulatory T Cell,T Cells
+3184,38930.42194,909.1265823,522.978903,1110.924051,35882.49367,797.4008439,822.8649789,1622.535865,20838.54008,551.649789,1653.886076,1842.746835,27302.1097,1358.337553,3596.797468,4269.818565,9752.649789,1364.485232,335.1476793,2523.995781,20435.22363,463.1687764,148.1434599,1488.447257,25671.96624,1142.654008,215.4514768,1903.232068,18622.18143,2147.767932,569.3459916,2800.468354,16665.4135,632.4219409,299.8396624,1705.303797,12719.87342,1795.240506,433.0,1303.367089,9265.586498,649.0295359,165.9409283,3607.966245,8317.42616,1414.333333,187.0042194,3265.696203,722.5991561,685.5527426,237,24.81478842,12.46189061,0.864753752,0.948,0.572463768,-0.929626472,1,0,1,1,0,0,0,0,0,1,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
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+3187,30996.32407,829.0277778,614.3055556,1094.777778,27267.31481,684.0,591.6666667,1710.12963,13472.72222,488.5555556,721.712963,1778.074074,19779.0463,1210.87037,8561.962963,5115.138889,7681.324074,1312.990741,322.4537037,2432.712963,14666.7037,419.1944444,1333.712963,726.8055556,18004.62037,482.5277778,157.4537037,7481.453704,14241.18519,1722.833333,457.9537037,2784.055556,11705.88889,656.0462963,266.7037037,1704.259259,7847.601852,878.5925926,390.0092593,1295.342593,4154.148148,919.962963,160.8425926,7617.453704,4418.824074,1196.240741,716.3148148,3191.712963,1062.259259,682.2222222,108,12.52425473,11.05288936,0.470277252,0.990825688,0.755244755,0.133001174,1,0,0,1,0,0,0,0,1,0,1,1,0,0,0,0,0,0,1,0,1,0,1,0,B Cell,B Cells
+3188,36258.97619,830.8452381,528.9880952,1115.095238,25678.14286,589.8809524,848.0119048,1500.297619,12358.36905,431.4761905,1639.904762,1776.321429,17976.33333,1099.428571,7268.25,3457.5,7010.880952,1105.511905,297.5119048,2994.309524,13282.72619,360.8095238,297.3571429,1155.059524,16931.70238,647.0952381,127.7857143,3876.72619,12895.2381,2047.678571,386.7619048,2806.297619,10397.36905,555.8214286,248.5119048,1125.511905,6872.916667,1275.404762,381.2857143,1284.607143,3555.404762,632.3214286,156.4761905,5890.964286,3781.047619,1066.916667,582.5952381,3220.166667,1073.130952,683.3571429,84,12.32426622,8.959545737,0.68665428,0.954545455,0.587412587,0.606420485,0,0,1,1,0,0,1,0,0,1,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
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+3193,36894.97701,873.2030651,496.8735632,1088.735632,34299.83142,718.48659,732.210728,1619.781609,19091.82759,521.1877395,1092.678161,1801.766284,26777.3295,1259.988506,4796.900383,3205.835249,9681.478927,1299.923372,329.1494253,2450.590038,19544.08812,1118.409962,779.2605364,1390.409962,23810.29502,466.183908,724.9923372,2625.145594,18364.64751,1940.007663,542.5938697,2791.421456,16053.66667,758.5019157,285.6206897,1655.302682,12121.61686,1095.812261,428.0957854,1325.770115,8225.210728,820.137931,163.7547893,4247.287356,7423.609195,1338.716475,203.2375479,3261.084291,881.9118774,689.0268199,261,24.61230625,14.66506529,0.803101094,0.831210191,0.614117647,0.071734005,1,0,1,1,0,0,0,1,1,0,1,0,1,0,0,0,0,0,1,0,1,0,0,0,Regulatory T Cell,T Cells
+3194,32459.41912,803.625,536.1654412,1088.341912,24418.74632,561.2169118,681.9448529,1445.297794,11135.78676,419.9044118,712.1948529,1674.150735,17386.86029,1040.577206,7873.746324,2512.547794,6569.775735,1087.150735,288.0698529,2384.382353,12339.93382,337.2169118,917.6360294,719.0404412,14761.36029,360.5,111.5147059,3091.014706,11654.65441,1799.305147,433.2830882,2790.264706,9260.389706,546.3566176,232.8897059,947.3602941,5624.569853,855.2794118,343.9411765,1276.007353,2799.194853,696.8382353,138.3529412,1705.430147,3078.169118,985.5514706,379.5735294,3178.327206,1088.595588,689.7132353,272,22.52483926,15.99978775,0.703881406,0.900662252,0.544,0.180438985,0,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Dendritic Cell,Other Cells
+3195,27548.2,1081.748148,583.2740741,1094.503704,26839.36296,719.7185185,524.9111111,1564.02963,14698.25185,576.3333333,581.7185185,1758.325926,18417.11852,1296.607407,7079.555556,3184.748148,6552.207407,1340.851852,319.7703704,2359.6,14149.58519,468.6148148,729.8962963,468.6296296,16633.86667,447.7777778,127.1185185,3377.792593,12841.28889,1722.940741,556.0888889,2814.918519,11180.4,669.6814815,288.9703704,1393.903704,7713.348148,893.8296296,429.5037037,1322.97037,5853.103704,764.2074074,171.0444444,3299.244444,5038.57037,1314.555556,162.1925926,3434.4,299.362963,686.0074074,135,13.70797785,12.86616287,0.345036107,0.9375,0.741758242,-1.117062477,1,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,NK Cell,Other Cells
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+3197,31915.91262,927.6116505,680.961165,1121.601942,28453.43689,735.9029126,753.7961165,1642.825243,16057.51456,551.9902913,1038.990291,1787.300971,21610.56311,1341.660194,3338.514563,3995.38835,7645.825243,1339.038835,323.1165049,2401.631068,16419.36893,532.3300971,301.3300971,731.8834951,20277.8932,479.0,123.9029126,2300.796117,14837.47573,1893.126214,656.8640777,2794.174757,13273.85437,697.2330097,283.7669903,1797.417476,10072.32039,1411.854369,414.368932,1314.660194,7622.912621,779.2815534,160.5145631,3161.854369,6756.126214,1412.660194,222.5339806,3347.980583,668.2038835,684.8737864,103,12.95328782,10.67758436,0.566131988,0.887931034,0.66025641,-0.047297708,1,0,1,1,0,0,0,0,1,0,0,0,1,0,0,1,0,0,1,0,1,0,0,0,Helper T Cell,T Cells
+3198,40650.09412,856.4588235,555.0352941,1074.764706,36706.56471,709.1882353,993.3058824,1573.988235,21499.88235,537.4352941,1773.870588,1763.329412,28377.74118,1307.188235,4376.835294,3986.505882,10044.22353,1320.976471,317.5176471,2679.941176,21181.67059,1033.6,117.1882353,1013.941176,26623.91765,635.8235294,169.3294118,1642.470588,19714.75294,2067.447059,554.3058824,2816.670588,17357.77647,1207.882353,289.0352941,1474.458824,13410.10588,1423.988235,427.6,1320.529412,9730.858824,635.0470588,164.6941176,3008.376471,8733.6,1400.752941,203.8705882,3237.294118,742.1647059,683.6,85,13.68550856,7.942135292,0.814380161,0.95505618,0.653846154,-1.071472884,1,0,1,1,0,0,1,1,0,1,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+3199,36319.95062,853.7530864,632.7654321,1110.246914,31307.44444,697.0123457,769.617284,1613.345679,19075.79012,537.1604938,534.0123457,1783.617284,25511.02469,1311.259259,3944.160494,3258.148148,8963.728395,1306.481481,332.0617284,2386.37037,18860.37037,429.9382716,599.8148148,594.8395062,22708.71605,606.8148148,135.5432099,3228.703704,17716.85185,1470.728395,701.9506173,2790.160494,15432.11111,773.6296296,291.2592593,1852.234568,11841.09877,932.654321,426.9876543,1330.493827,8260.925926,755.7160494,164.3580247,2730.037037,7525.45679,1381.703704,210.382716,3255.888889,810.9382716,683.654321,81,11.08586273,9.644030316,0.49315839,0.931034483,0.613636364,-0.706995425,1,0,0,1,0,0,0,0,1,1,0,0,0,1,0,0,0,0,0,0,1,0,0,0,Dendritic Cell,Other Cells
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+3204,35180.00426,1058.93617,608.2085106,1173.438298,32109.24255,850.0510638,660.0468085,1670.931915,18337.37872,621.6808511,940.7021277,1756.821277,24163.97447,1589.821277,2278.842553,2750.33617,8476.625532,1620.268085,405.3319149,2422.629787,18511.31489,2097.017021,428.4,759.9659574,22220.91915,517.5531915,480.0595745,1990.965957,16895.74468,1865.26383,671.3191489,2820.080851,14981.18723,916.9489362,357.2893617,1856.323404,11667.71489,1168.502128,530.1489362,1348.293617,9022.859574,826.3829787,210.7446809,3369.446809,8290.093617,1705.851064,2088.987234,3470.417021,451.7106383,691.4851064,235,19.76703688,16.26187813,0.568509682,0.907335907,0.621693122,-0.422767249,1,0,1,1,1,1,0,1,1,0,1,0,1,1,0,1,1,1,1,1,1,1,1,1,Regulatory T Cell,T Cells
+3205,25164.54074,888.1555556,586.7185185,1087.42963,23059.04444,715.5185185,661.8148148,1529.748148,13122.59259,533.4444444,1162.007407,1732.681481,18089.26667,1344.548148,2509.933333,3231.940741,6139.044444,1360.651852,316.8814815,2431.148148,13839.47407,497.1777778,469.6666667,875.762963,16730.28148,527.3925926,197.562963,1478.888889,12684.54815,1665.140741,757.8222222,2813.57037,11545.94074,747.1111111,292.3407407,2207.637037,8874.8,1404.222222,439.1185185,1327.311111,6671.207407,801.7037037,164.5777778,4104.992593,6489.125926,1451.503704,2168.637037,3222.933333,592.8148148,686.4814815,135,15.2309426,11.6172501,0.646705186,0.931034483,0.68877551,-0.598228348,1,0,1,1,0,0,0,0,1,1,1,0,0,1,0,1,0,0,1,0,1,0,1,0,Cytotoxic T Cell,T Cells
+3206,24616.91837,962.0340136,854.0748299,1139.802721,22048.72109,724.2312925,817.7959184,1676.768707,12304.04082,538.877551,463.3537415,1768.897959,16311.72789,1327.721088,1915.687075,1503.340136,5862.482993,1338.034014,319.6734694,2413.884354,12602.35374,5217.639456,196.047619,462.6530612,15004.10884,491.7414966,120.7687075,1549.52381,11262.28571,1431.789116,574.1768707,2798.414966,10186.57143,3576.108844,272.8979592,1854.462585,7582.346939,853.7891156,420.122449,1333.047619,5903.312925,668.9387755,160.7823129,2274.727891,5265.70068,1430.816327,557.1496599,3291.931973,643.877551,687.2040816,147,18.83823415,10.86827525,0.816796113,0.864705882,0.628205128,-0.016243227,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Proliferating Cell,Other Cells
+3207,35164.10345,856.8189655,464.2672414,1062.491379,32648.64655,697.2672414,652.8362069,1535.974138,18140.40517,526.0948276,588.5689655,1730.810345,25217.37069,1284.982759,2987.456897,2933.758621,9043.637931,1460.5,334.0344828,2332.163793,18384.53448,425.5344828,206.6637931,614.25,22520.31034,427.2931034,130.6034483,2617.508621,17205.43966,1521.284483,636.2758621,2787.698276,15184.5431,703.3362069,286.7155172,1923.327586,11411.2069,937.7844828,428.4568966,1303.12069,7920.758621,690.7844828,168.6465517,5339.422414,7081.87931,1357.25,313.0862069,3188.801724,867.2931034,686.1810345,116,16.37799589,9.281065821,0.823938679,0.950819672,0.594871795,-0.653140054,1,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Macrophage,Other Cells
+3208,26814.715,794.58,483.12,1072.865,24257.74,691.54,1085.17,1573.115,12599.95,475.455,2339.165,1789.505,18283.845,1184.11,5731.445,3691.25,6830.45,1238.04,314.66,2812.075,13210.29,4356.08,812.41,1267.835,16732.52,1196.41,530.295,2692.425,12854.275,1948.16,458.815,2835.945,10618.235,690.845,253.92,1187.475,7754.755,1289.49,400.195,1321.715,4586.16,797.865,162.6,6190.625,4611.155,1237.905,1875.855,3186.18,1015.745,687.845,200,18.59282491,14.00293047,0.657864565,0.925925926,0.619195046,-1.2197349,1,0,1,1,0,0,1,1,1,1,1,0,1,0,0,1,0,0,1,0,1,0,1,0,Regulatory T Cell,T Cells
+3209,28560.3348,822.3920705,603.8502203,1093.453744,24209.7489,623.3039648,579.3171806,1560.105727,11359.02203,452.907489,948.9515419,1723.797357,16656.31718,1127.114537,6906.929515,3068.436123,6402.837004,1212.035242,298.1189427,2496.907489,12485.3348,412.7621145,1051.46696,1067.330396,15422.23789,402.0881057,126.3303965,3962.193833,11888.29515,1729.325991,479.1365639,2787.154185,9627.162996,714.5814978,249.9603524,1372.427313,6661.806167,878.4933921,372.6255507,1287.026432,3683.14978,865.8722467,150.9295154,3312.995595,3770.612335,1148.497797,1675.828194,3135.348018,1052.202643,689.3568282,227,21.07681191,14.08403684,0.743959912,0.91902834,0.66374269,0.603163666,1,0,1,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,1,0,1,0,T Cell,T Cells
+3210,48227.94406,887.7902098,564.6783217,1148.468531,41400.33566,733.2447552,602.3636364,1774.573427,21335.18881,555.3776224,516.5384615,1769.104895,28309.66434,1291.678322,7068.251748,5093.328671,10626.41958,1400.13986,365.7342657,2315.902098,21673.55245,521.993007,665.8811189,448.020979,26164.90909,453.5524476,136.7972028,6224.468531,19641.93007,1561.545455,531.006993,2817.258741,16724.56643,615.958042,317.1748252,2638.027972,9313.839161,819.7832168,444.3146853,1305.111888,6760.454545,761.7762238,171.006993,4538.664336,6039.020979,1331.286713,170.7552448,3282.076923,180.7062937,688.4125874,143,15.52990682,12.07340371,0.628970406,0.928571429,0.680952381,0.30082944,1,0,0,1,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,1,0,0,0,B Cell,B Cells
+3211,6806.434783,915.115942,512.0434783,1032.507246,7176.115942,652.4347826,476.7391304,1330.26087,3466.855072,540.6521739,434.5217391,1713.115942,4434.101449,1218.855072,1291.492754,1730.231884,1907.521739,1222.768116,289.3768116,2310.666667,4120.695652,377.7971014,276.7826087,440.942029,4238.434783,372.4782609,116.9130435,1386.333333,3131.115942,1297.84058,559.9565217,2791.347826,2962.42029,587.0289855,249.2608696,1360.072464,2474.101449,777.1594203,392.4347826,1323.84058,10075.62319,1181.434783,387.2028986,2991.782609,3253.884058,1722.536232,9356.42029,3677.594203,433.0144928,685.9855072,69,11.80776349,7.952148563,0.739216555,0.92,0.638888889,-0.209998959,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,NK Cell,Other Cells
+3212,29380.4386,960.9649123,638.2192982,1100.052632,26127.65789,726.5087719,726.1315789,1593.175439,14409.7807,596.8508772,496.3947368,1742.149123,19750.51754,1306.482456,2820.692982,2988.008772,7000.596491,1290.842105,309.0964912,2365.807018,15417.02632,519.2017544,469.5614035,527.6929825,18595.50877,618.0614035,115.5087719,1938.675439,13530.50877,1501.631579,612.1315789,2777.324561,11994.82456,865.8333333,263.7368421,1937.280702,9062.140351,911.5087719,407.0175439,1323.95614,6952.201754,723.0087719,159.5087719,3965.192982,6205.464912,1334.026316,467.2719298,3306.807018,652.9736842,689.4122807,114,15.35534335,9.686775596,0.775912371,0.95,0.609625668,-0.048287848,1,0,0,1,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Dendritic Cell,Other Cells
+3213,48552.95556,905.7111111,522.6444444,1098.155556,42878.6,765.5333333,692.6666667,1599.222222,25075.46667,555.1777778,1495.911111,1763.177778,32678.62222,1337.244444,2669.622222,4103.6,11758.04444,1368.666667,337.8222222,2477.511111,24897.48889,521.5333333,339.6444444,1968.333333,30530.82222,614.8888889,134.0444444,1954.133333,22794.04444,2077.711111,565.7777778,2849.555556,20341.82222,769.3333333,291.4666667,1724.177778,15672.55556,1364.088889,430.8888889,1317.844444,10999.22222,708.5555556,171.4444444,3389.111111,9901.311111,1445.511111,512.8666667,3303.155556,761.6222222,684.0,45,9.687692423,5.981326762,0.786637591,0.918367347,0.642857143,-1.328810825,1,0,1,1,0,0,0,0,1,1,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
+3214,28937.66038,832.6132075,652.2924528,1069.273585,25824.86792,656.0377358,672.0754717,1518.603774,14739.5283,515.509434,502.3867925,1733.311321,19436.9434,1211.528302,3505.09434,2975.349057,6877.367925,1255.556604,308.7735849,2345.528302,14572.20755,470.2641509,704.4056604,597.5471698,17682.87736,422.8301887,128.3490566,2733.311321,13261.39623,1484.396226,637.7830189,2778.169811,11718.28302,823.1981132,267.9433962,1833.066038,8905.018868,824.8113208,402.2735849,1327.056604,6425.754717,780.2358491,153.3396226,2811.943396,5779.839623,1266.5,210.0471698,3166.801887,795.1509434,687.3962264,106,12.76476539,10.83301008,0.528930673,0.905982906,0.679487179,0.392168953,1,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,1,0,0,0,Dendritic Cell,Other Cells
+3215,37001.08163,901.1734694,693.0612245,1139.94898,31220.18367,718.3367347,772.3877551,1657.561224,19065.70408,538.6632653,494.2857143,1774.418367,26042.32653,1370.44898,2475.785714,1860.816327,9333.244898,1357.061224,348.6020408,2402.632653,19168.0,453.1428571,135.3877551,490.6836735,22661.85714,531.377551,127.4081633,3195.326531,18024.5,1502.571429,513.2142857,2811.418367,15712.02041,778.1734694,286.4693878,1677.010204,12076.42857,1094.938776,447.1632653,1314.112245,8322.795918,652.2755102,165.7040816,1950.520408,7656.908163,1407.081633,179.4795918,3254.428571,827.0102041,687.4693878,98,12.95367765,9.728029357,0.660318232,0.960784314,0.753846154,0.240159251,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Unknown,Other Cells
+3216,13106.63953,763.9302326,456.8197674,1080.418605,12082.20349,619.255814,643.372093,1549.337209,5914.732558,450.1802326,413.9186047,1734.80814,8411.953488,1135.569767,1800.552326,819.8953488,3352.656977,1150.325581,295.4127907,2303.738372,6397.331395,391.1511628,251.2790698,488.0232558,7923.965116,473.5232558,120.627907,1167.703488,6161.947674,1316.22093,377.7093023,2843.19186,5102.383721,651.3546512,244.1395349,1351.319767,3772.273256,725.2093023,387.5697674,1301.726744,2139.976744,640.8895349,157.4418605,2983.069767,2261.145349,1199.924419,3349.965116,3151.831395,1035.662791,688.9127907,172,17.04380237,12.86550582,0.655898027,0.960893855,0.722689076,0.519490599,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Unknown,Other Cells
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+3218,34210.53744,1249.748899,590.6299559,1097.709251,32492.11894,828.3171806,898.0748899,1623.374449,18089.80176,690.9823789,1374.709251,1783.070485,22379.4978,1419.207048,5222.726872,3536.638767,7695.740088,1448.378855,339.4052863,2654.69163,17197.35242,427.1806167,396.4493392,598.1806167,20413.18502,969.5947137,136.1453744,3754.973568,15793.45815,1803.506608,531.2070485,2823.757709,13690.06608,626.5154185,315.154185,1483.044053,9460.629956,1082.330396,452.6123348,1321.370044,7315.665198,686.6740088,172.8061674,3050.0837,6183.325991,1322.488987,222.969163,3569.431718,316.30837,689.5770925,227,21.2675775,15.2619857,0.696437456,0.869731801,0.635854342,-1.4453397,1,1,1,1,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,1,0,0,1,Cytotoxic T Cell,T Cells
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+3224,31516.69841,975.7857143,674.7301587,1120.071429,29460.13492,784.031746,757.547619,1621.079365,16269.38889,602.6666667,928.8492063,1785.888889,20846.72222,1452.087302,3464.063492,5409.150794,7343.761905,1474.97619,363.0634921,2497.436508,16039.02381,523.2142857,239.3095238,853.9285714,19032.21429,1159.126984,146.6825397,3330.753968,13665.8254,1611.222222,909.452381,2819.634921,12525.97619,815.1825397,318.2777778,2257.055556,9574.730159,1148.833333,475.5952381,1320.936508,7477.992063,726.7619048,186.6269841,4856.904762,6480.571429,1520.103175,510.1984127,3400.428571,502.2380952,690.4603175,126,16.51130162,10.0490983,0.793462311,0.90647482,0.570135747,-0.373121943,1,0,1,1,1,0,0,0,0,1,0,0,0,1,0,1,1,0,0,1,1,1,0,1,Cytotoxic T Cell,T Cells
+3225,28607.66165,878.5639098,557.4360902,1090.511278,25861.2782,712.7593985,759.7969925,1549.744361,14960.08271,549.5864662,616.6616541,1781.270677,19568.40602,1299.894737,5326.781955,2469.699248,6881.315789,1375.067669,331.7593985,2368.962406,14297.16541,543.5338346,533.0075188,502.556391,17765.77444,497.3909774,136.481203,2306.165414,13431.73684,1744.015038,893.7293233,2823.526316,11828.42857,807.1578947,290.6766917,1904.774436,9245.421053,984.3609023,442.2556391,1309.150376,6930.518797,722.9548872,171.2781955,3558.150376,6351.293233,1383.195489,316.924812,3302.112782,536.0902256,689.2406015,133,18.5870836,9.879991069,0.847026012,0.904761905,0.492592593,-0.898628278,1,0,0,1,0,0,0,0,1,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,Dendritic Cell,Other Cells
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+3227,45744.7,972.6833333,538.5833333,1124.616667,41677.55,752.5333333,636.6666667,1715.433333,22733.55,609.15,579.7833333,1775.333333,29027.53333,1331.983333,6700.65,2896.466667,10444.41667,1439.166667,361.9666667,2328.466667,21876.66667,907.0666667,187.2,442.4333333,25650.86667,445.7166667,133.2833333,3964.0,20415.58333,1590.616667,491.2,2830.15,17818.01667,658.1333333,326.6,1704.35,10769.63333,905.1833333,456.8166667,1294.6,7894.1,643.9166667,183.0166667,4023.216667,7071.316667,1378.783333,234.6833333,3317.383333,222.8166667,688.4,60,10.40701131,7.646110418,0.678383908,0.983606557,0.606060606,-1.108611093,1,0,0,1,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,1,0,0,0,Proliferating Cell,Other Cells
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+3229,29214.47312,900.0430108,556.6129032,1099.860215,28152.74194,705.3010753,648.1827957,1669.784946,15363.39785,548.9032258,1799.688172,1824.860215,19352.10753,1296.526882,6363.806452,4247.473118,7045.849462,1384.989247,336.827957,2362.139785,14851.87097,511.3978495,402.5806452,2058.354839,17775.19355,518.3333333,183.9892473,4298.107527,13740.47312,1891.397849,573.3763441,2820.032258,12230.1828,689.3010753,300.2688172,1570.548387,8787.924731,2097.505376,456.4408602,1344.88172,6881.88172,780.2365591,179.1827957,5020.11828,6060.83871,1395.032258,259.9784946,3526.322581,357.6129032,690.9677419,93,14.13537535,10.42394994,0.675415836,0.801724138,0.510989011,-0.265531719,1,0,1,1,0,0,0,0,1,0,1,0,1,0,0,1,0,1,1,0,1,0,0,1,Regulatory T Cell,T Cells
+3230,35850.37405,1000.465649,532.0305344,1102.282443,32600.57252,808.9770992,562.4961832,1546.931298,18251.87023,605.1908397,653.2366412,1741.610687,22895.8855,1402.641221,5015.145038,3341.59542,8037.007634,1396.900763,343.519084,2347.022901,14196.69466,451.9236641,1522.839695,537.5648855,16698.46565,409.7633588,128.4961832,3183.343511,12862.1145,1679.221374,579.5267176,2794.015267,11341.89313,603.5038168,287.3664122,1273.78626,8544.541985,945.3587786,443.9465649,1353.984733,6587.022901,997.6030534,166.8778626,2471.0,5908.610687,1383.770992,1374.977099,3227.793893,406.1832061,690.7862595,131,14.2291592,11.91267779,0.54689408,0.942446043,0.671794872,-0.238619877,1,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,1,1,0,1,0,1,0,Dendritic Cell,Other Cells
+3231,27527.74,882.69,607.45,1068.9,25846.68,769.49,1055.5,1558.73,13787.67,531.82,1726.81,1832.2,19006.67,1222.89,4144.05,3768.14,6894.23,1243.41,291.97,2659.5,13999.4,1384.85,102.68,1806.29,17301.55,560.15,936.09,1927.59,12534.67,1929.1,537.42,2799.78,11026.21,1588.87,256.91,1528.11,8474.23,1685.85,390.21,1299.47,6531.25,595.63,154.91,5504.37,5583.17,1249.87,250.82,3254.79,746.06,690.17,100,17.31869638,8.496043532,0.871401441,0.826446281,0.568181818,-1.25778756,1,0,1,1,0,0,0,1,0,1,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+3232,45484.17526,968.3608247,534.4020619,1139.061856,43298.48454,780.6701031,636.7628866,1728.948454,23697.39175,618.7216495,653.9896907,1759.814433,29029.15464,1364.123711,5978.515464,4824.762887,10384.94845,1430.010309,358.371134,2370.56701,22368.53608,453.5360825,261.742268,529.1649485,26669.24742,502.1752577,203.5773196,3969.298969,21095.52577,1633.773196,552.8041237,2813.412371,18025.12371,622.5463918,323.1340206,1633.742268,12036.69072,914.3298969,463.1752577,1307.319588,8929.515464,675.7835052,177.9072165,2281.463918,7957.329897,1396.948454,157.8556701,3437.072165,260.4948454,688.9896907,97,15.94993112,8.030203574,0.864016662,0.923809524,0.60625,-1.176330781,1,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,1,NK Cell,Other Cells
+3233,39369.85475,1038.631285,604.1731844,1105.407821,37652.65363,776.5027933,653.8156425,1657.569832,20293.6648,611.575419,845.3798883,1796.078212,25477.01117,1374.821229,6436.424581,5195.318436,9153.251397,1413.039106,341.8379888,2417.01676,19454.84916,554.2681564,517.1787709,542.9162011,23971.92737,687.9273743,184.7150838,5037.793296,18553.56983,1660.581006,611.2681564,2819.832402,15850.09497,647.0223464,310.4692737,1688.335196,10403.58101,945.9944134,460.9106145,1310.944134,7886.407821,693.0391061,172.0167598,3514.977654,6820.407821,1340.715084,204.9162011,3380.324022,268.3072626,693.4804469,179,27.88628861,9.160896515,0.944500843,0.821100917,0.457800512,-1.069581344,1,0,1,1,0,0,0,0,1,1,1,0,0,0,0,0,0,0,0,0,1,0,0,1,Cytotoxic T Cell,T Cells
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+3247,34259.26271,882.8305085,622.779661,1117.415254,31016.16102,721.9152542,932.8813559,1594.70339,17554.02542,541.1779661,1086.491525,1731.483051,23022.33898,1328.440678,2448.762712,2982.042373,8322.194915,1342.864407,330.3474576,2374.177966,17567.24576,545.1271186,134.5338983,852.7881356,21407.61864,1513.813559,127.7627119,1802.491525,15904.52542,1512.618644,595.5508475,2809.508475,14055.42373,1203.110169,289.0847458,1743.508475,10511.08475,1152.889831,426.7627119,1306.644068,7928.983051,639.7457627,167.8559322,3585.050847,7059.29661,1417.855932,645.9661017,3252.288136,755.6440678,695.2033898,118,19.02677003,8.186693667,0.902699107,0.874074074,0.595959596,-0.342047473,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells
+3248,30598.97273,889.3727273,631.0363636,1124.836364,28132.69091,719.0,760.8818182,1593.336364,16232.33636,545.8272727,1301.536364,1831.109091,21344.55455,1274.072727,3146.781818,3724.136364,7619.954545,1273.245455,310.8909091,2415.345455,15986.83636,434.9,752.4454545,1573.872727,18953.97273,443.4727273,417.0272727,1881.745455,14299.36364,1986.190909,564.4363636,2807.827273,12539.5,786.4818182,282.1545455,1703.472727,9489.527273,1204.009091,412.3909091,1332.827273,6967.645455,784.8181818,160.7909091,2446.890909,6012.0,1312.027273,372.6363636,3245.627273,804.9,693.4454545,110,13.60033252,10.6747658,0.61963505,0.93220339,0.564102564,-0.269012304,1,0,1,1,0,0,0,0,1,0,1,0,1,0,0,1,0,0,1,0,1,0,0,0,Regulatory T Cell,T Cells
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+3250,38117.82301,931.0088496,486.0442478,1079.469027,35631.66372,746.1415929,610.7345133,1592.707965,19437.79646,551.3628319,918.9911504,1743.39823,26813.77876,1347.176991,3834.867257,3553.088496,9360.477876,1388.433628,341.3451327,2312.309735,19073.23009,440.1946903,171.7964602,833.7876106,23425.55752,441.7610619,136.0176991,2400.80531,17725.53097,1750.946903,515.4159292,2793.566372,15359.90265,679.2566372,294.3893805,1737.274336,11512.60177,1158.982301,433.7168142,1302.309735,7977.575221,655.1327434,165.7964602,4252.548673,6944.265487,1355.238938,342.3362832,3225.522124,871.3539823,695.3185841,113,15.04640404,9.909052752,0.752522819,0.941666667,0.642045455,-0.518503908,1,0,1,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,1,0,0,0,T Cell,T Cells
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+3257,26333.49242,926.8484848,510.280303,1078.795455,23076.53788,733.2954545,951.5984848,1580.848485,13444.96212,527.7121212,2137.962121,1819.5,18140.38636,1302.310606,4449.242424,3422.825758,6650.893939,1318.212121,347.8333333,2508.113636,13448.34091,458.1136364,247.4469697,2241.856061,16463.46212,602.8863636,164.4848485,1283.886364,12997.99242,2554.136364,445.1590909,2810.477273,11282.19697,985.3333333,284.4545455,1299.984848,8408.219697,2596.234848,432.7727273,1303.560606,5560.727273,680.3484848,162.8863636,3522.310606,5227.780303,1327.113636,521.8484848,3213.181818,924.75,695.0227273,132,13.32712559,12.74638647,0.291980478,0.956521739,0.676923077,0.56993127,1,0,1,1,0,0,0,0,0,1,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
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+3261,22862.21622,996.3648649,570.5540541,1069.364865,20479.43243,725.6081081,734.7837838,1485.675676,11669.75676,563.9864865,597.2162162,1707.932432,15787.97297,1321.418919,1342.337838,1740.594595,5375.621622,1533.310811,320.5945946,2333.972973,11541.32432,423.3108108,407.1486486,564.7837838,13799.72973,442.3783784,125.0540541,1302.027027,10884.55405,1488.189189,478.8108108,2826.310811,9471.891892,659.8513514,260.8108108,1609.202703,7131.581081,1015.364865,411.8378378,1329.054054,4968.094595,743.8243243,153.6486486,2815.081081,4259.148649,1256.567568,373.1891892,3294.081081,858.5540541,694.7972973,74,11.70529553,8.141369223,0.718498295,0.961038961,0.685185185,-0.154330567,1,0,0,0,1,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Macrophage,Other Cells
+3262,37361.82353,827.1911765,494.6764706,1101.044118,28133.25,647.5294118,910.3088235,1609.470588,13243.77941,466.4117647,1629.794118,1803.294118,20924.85294,1180.147059,9690.205882,3934.602941,8031.382353,1189.308824,311.2941176,2684.852941,15076.29412,403.2352941,811.9558824,1697.279412,19349.83824,523.2205882,128.6911765,2064.808824,14223.02941,3133.117647,376.7352941,2834.235294,11294.02941,580.3088235,262.5735294,979.2941176,7575.25,1722.279412,392.8823529,1292.235294,3846.058824,732.7794118,152.0441176,3071.779412,4085.926471,1138.352941,248.0735294,3164.514706,1077.397059,693.75,68,10.36078678,8.981147903,0.498585831,0.85,0.68,-0.898923936,1,0,1,1,0,0,1,0,1,1,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
+3263,37022.63529,967.2,531.1470588,1083.776471,33072.62941,748.1294118,666.7764706,1551.882353,18879.90588,551.9176471,947.6235294,1723.747059,25112.95882,1359.682353,3670.794118,3018.764706,8740.417647,1341.358824,323.0588235,2343.652941,19351.83529,481.1529412,206.4235294,1096.247059,23214.30588,823.5529412,130.2823529,3288.005882,17666.97059,1574.288235,657.7058824,2792.435294,15897.21176,747.4941176,289.4058824,1461.635294,11903.21176,1172.152941,412.6235294,1302.0,8976.194118,658.7941176,162.6470588,2047.270588,8310.011765,1429.105882,413.8411765,3275.823529,621.0705882,697.7294118,170,17.7593936,12.56558412,0.706667503,0.899470899,0.62962963,-0.562220752,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+3264,32979.37143,812.2571429,562.0285714,1073.671429,30652.41429,691.9,986.6857143,1552.171429,17182.74286,517.2857143,2226.042857,1776.2,23729.3,1247.042857,4171.7,3849.114286,8442.142857,1341.785714,303.6714286,2554.042857,17552.97143,698.4142857,134.5428571,1817.542857,21598.87143,791.4714286,507.7,2153.385714,15861.81429,2349.985714,522.3571429,2777.728571,14043.98571,673.2142857,274.5571429,1526.757143,10831.91429,1819.0,414.7285714,1301.242857,8023.8,627.0857143,163.1714286,5200.6,7192.271429,1330.557143,560.3428571,3228.257143,773.0285714,695.3571429,70,10.9643285,9.657767861,0.473422782,0.777777778,0.53030303,-1.564736752,1,0,1,1,0,0,0,0,0,1,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
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+3266,31306.12414,804.5103448,607.3724138,1086.006897,27159.51724,668.1241379,890.0965517,1603.724138,15145.94483,499.5655172,2096.082759,1899.8,20715.88966,1209.317241,9353.993103,3283.172414,7935.896552,1243.965517,320.1793103,2689.827586,15534.57241,415.0275862,761.3448276,1269.103448,18480.13793,600.262069,129.4896552,1594.889655,14963.52414,2964.531034,1060.075862,2831.910345,12554.96552,593.2,270.6275862,1195.544828,9102.103448,1878.655172,406.7103448,1360.848276,5539.524138,780.2,163.662069,7109.689655,5355.062069,1239.124138,338.3655172,3269.17931,985.4344828,696.5862069,145,14.12048384,13.14469363,0.365285821,0.960264901,0.739795918,1.081176502,1,0,1,1,0,0,1,0,1,1,0,0,1,1,0,1,0,1,1,0,1,0,0,0,Helper T Cell,T Cells
+3267,21543.08219,867.1050228,513.5570776,1075.757991,21422.30594,712.2876712,547.0319635,1595.159817,11263.0137,558.4155251,573.8310502,1786.269406,14374.38813,1244.762557,5985.785388,3061.077626,5271.191781,1331.196347,316.8310502,2355.826484,11122.35616,739.0593607,1305.872146,488.4611872,13400.41096,442.3150685,127.8310502,4310.251142,10309.45205,1645.086758,510.1917808,2808.182648,9019.178082,726.0776256,277.0776256,1752.502283,6051.803653,879.8858447,434.56621,1379.30137,4575.739726,914.9269406,174.2054795,6917.369863,4100.694064,1313.630137,498.2785388,3271.050228,281.8767123,703.1917808,219,28.32949653,10.22333735,0.932615146,0.890243902,0.5475,-0.395044026,1,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,1,1,0,1,0,0,0,Dendritic Cell,Other Cells
+3268,35678.74627,994.8656716,545.0,1091.358209,32291.56716,761.5671642,592.641791,1568.268657,19071.52239,594.5970149,592.3134328,1760.731343,23595.89552,1370.567164,3232.164179,3290.626866,8123.940299,1628.0,345.0298507,2381.686567,17145.02985,425.1044776,271.8955224,735.6716418,21148.01493,477.4925373,133.5373134,3237.701493,16606.92537,1659.865672,604.1044776,2803.731343,14371.59701,808.2985075,305.3283582,1637.41791,10390.28358,998.3731343,470.9701493,1376.671642,7839.223881,685.761194,180.6716418,4485.328358,7310.641791,1415.970149,148.1343284,3345.61194,348.2089552,695.6865672,67,13.03198123,7.575589981,0.813683877,0.848101266,0.515384615,-1.180674888,1,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,1,1,0,0,1,0,0,0,Macrophage,Other Cells
+3269,33043.14765,1087.087248,634.8389262,1111.416107,29568.36913,778.0402685,698.0939597,1545.711409,17022.24161,607.5838926,720.8724832,1739.885906,21797.10738,1378.966443,4038.932886,3201.825503,7877.744966,1478.013423,333.5973154,2420.879195,16477.28859,439.3422819,290.0604027,586.0536913,19500.48993,535.8456376,129.3825503,2938.342282,14838.30872,1706.503356,696.7718121,2809.436242,13032.89933,661.557047,301.4161074,1632.597315,10142.3557,1097.295302,450.6308725,1329.503356,7616.469799,688.7516779,168.4832215,3091.899329,6908.651007,1397.214765,167.5234899,3449.040268,475.7986577,699.4630872,149,14.40425479,13.51439862,0.346032068,0.925465839,0.620833333,0.843693243,1,0,0,1,1,0,0,0,0,1,0,0,0,1,0,0,0,0,0,0,1,0,0,1,NK Cell,Other Cells
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+3273,31879.01887,879.1698113,577.0754717,1101.830189,31112.71698,708.1320755,715.9245283,1649.90566,15927.83019,571.7169811,779.8867925,1792.415094,20524.39623,1253.377358,7199.584906,5218.981132,7649.09434,1368.490566,337.5283019,2397.018868,16117.77358,439.2264151,237.2264151,443.3962264,19441.69811,489.7924528,131.0377358,5387.188679,14780.16981,1547.433962,535.2075472,2814.603774,12834.83019,671.5660377,294.9811321,2119.377358,7990.584906,889.9056604,437.1132075,1315.169811,6201.566038,651.0377358,169.6603774,5273.169811,5299.320755,1341.415094,190.0566038,3428.773585,241.7358491,697.4339623,53,11.06424392,7.285297825,0.752620803,0.828125,0.438016529,0.577645484,1,0,0,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,1,B Cell,B Cells
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+3276,19607.98077,831.2211538,469.4903846,1100.759615,18371.66346,696.8173077,657.7788462,1572.721154,10115.07692,507.8269231,518.3173077,1821.134615,13557.35577,1230.932692,2661.692308,1901.375,4759.701923,1297.855769,338.7884615,2367.951923,10667.23077,453.8461538,1383.951923,504.9134615,12430.53846,442.0480769,128.9903846,1518.615385,9572.625,1652.682692,735.5480769,2822.653846,8619.355769,1410.605769,279.7980769,1941.894231,6687.365385,834.8365385,424.8846154,1354.557692,5158.355769,1059.076923,163.4903846,3387.432692,4646.076923,1343.778846,177.8076923,3317.605769,553.25,699.7788462,104,13.3907634,10.91140492,0.579678025,0.852459016,0.533333333,0.187567922,1,0,0,0,0,0,0,0,1,0,0,0,0,1,0,0,0,1,1,0,1,0,0,0,Dendritic Cell,Other Cells
+3277,28524.83836,855.1506849,524.6520548,1108.112329,23780.93973,670.7287671,691.6684932,1646.476712,11801.95342,484.7671233,1527.824658,1751.671233,17067.41096,1215.30137,5448.6,3721.315068,6478.194521,1251.180822,318.3068493,2895.167123,12710.3726,698.6438356,890.6958904,930.5424658,15771.59452,1626.441096,130.060274,3124.205479,12105.56438,1711.254795,455.4438356,2808.50411,9946.539726,949.8136986,264.539726,1247.268493,7280.583562,1534.375342,398.0739726,1316.317808,4235.068493,811.6493151,158.3890411,4767.986301,4198.2,1241.649315,1335.736986,3196.843836,1023.838356,702.5589041,365,23.34510611,20.37970672,0.487763978,0.953002611,0.633680556,-0.906160189,1,0,1,1,0,0,1,0,1,1,0,0,0,0,0,1,0,0,1,0,1,0,1,0,Cytotoxic T Cell,T Cells
+3278,38653.66917,962.9699248,579.2030075,1117.285714,37800.58647,782.1503759,756.3759398,1704.827068,20962.50376,600.406015,868.2030075,1783.481203,26471.66165,1386.496241,5630.924812,4756.443609,9789.135338,1476.984962,366.0827068,2372.932331,20775.63158,476.7293233,429.1879699,716.0150376,24795.08271,485.2932331,140.5037594,3763.781955,19162.2782,2082.112782,570.9097744,2848.323308,16873.54887,716.2857143,339.4887218,1693.135338,11647.04511,1161.533835,480.8947368,1325.827068,8677.601504,751.2781955,188.6992481,4150.804511,7777.924812,1482.496241,194.3684211,3439.954887,295.3759398,698.9398496,133,18.17389715,9.6693094,0.846716829,0.936619718,0.633333333,-0.717028049,1,0,1,1,1,0,0,0,1,0,0,0,1,0,0,1,1,0,0,1,1,1,0,1,Helper T Cell,T Cells
+3279,21827.1547,845.9834254,549.5856354,1054.828729,19430.22099,669.4254144,574.878453,1454.392265,10793.32597,506.6187845,494.1049724,1737.430939,14432.72376,1240.624309,3638.756906,3554.099448,5228.790055,1285.469613,301.7071823,2364.651934,11290.44199,435.5414365,1084.546961,523.0441989,13579.74033,429.8121547,114.9116022,2110.712707,10176.39779,1559.187845,719.2375691,2807.607735,9116.232044,849.5745856,263.6464088,1785.220994,6871.359116,879.3646409,394.7237569,1349.348066,5294.939227,1146.674033,154.6077348,4149.121547,4866.077348,1327.453039,1067.78453,3160.790055,594.718232,698.7071823,181,20.5550416,11.89444967,0.815566492,0.900497512,0.632867133,-1.497580843,1,0,0,1,0,0,0,0,1,0,0,0,0,1,0,0,0,1,1,0,1,0,1,0,Dendritic Cell,Other Cells
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+3281,30450.03448,878.2068966,468.045977,1099.793103,28502.68966,706.7126437,801.3333333,1635.114943,14904.68966,531.2643678,1108.206897,1777.448276,20841.17241,1291.08046,3085.114943,2575.195402,7677.264368,1619.931034,363.5747126,2386.62069,15540.78161,494.9195402,539.0344828,760.1724138,19256.17241,483.4137931,157.5172414,1444.367816,14579.45977,1815.701149,479.0804598,2935.057471,12716.62069,1019.045977,292.0574713,1327.114943,9256.298851,1261.804598,426.7471264,1308.45977,6300.586207,832.8275862,169.3908046,2421.206897,5733.448276,1356.126437,954.7586207,3204.287356,936.2068966,699.5057471,87,15.45334023,8.198871382,0.847649522,0.798165138,0.58,-0.215749569,1,0,1,1,1,0,0,0,1,0,1,0,0,0,0,1,0,0,1,0,1,0,1,0,T Cell,T Cells
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+3283,29926.64384,1105.30137,520.0684932,1097.808219,28345.43836,681.1712329,807.4520548,1557.815068,16193.17123,543.9931507,808.6575342,1775.047945,20714.42466,1255.19863,4498.931507,2982.746575,7883.931507,1376.972603,342.1164384,2384.486301,16351.15753,1056.445205,1302.869863,2231.150685,19329.0411,420.9657534,130.1369863,2410.554795,15024.5,1772.541096,552.7945205,2818.363014,13543.75342,641.4178082,303.869863,1284.041096,10169.95205,1455.116438,455.1506849,1334.616438,7797.979452,1284.979452,171.9931507,2523.815068,7224.013699,1427.917808,375.9726027,3452.773973,392.7054795,699.890411,146,14.63738339,13.16501647,0.437104946,0.966887417,0.744897959,-1.068044833,1,0,1,1,0,0,0,1,1,0,0,0,0,0,0,1,0,0,1,0,1,0,0,1,T Cell,T Cells
+3284,25903.41071,966.8571429,555.5,1084.910714,23221.10714,732.9107143,793.2857143,1502.321429,12937.82143,570.5357143,752.25,1738.107143,16865.875,1339.535714,3711.803571,3277.875,5893.642857,1682.107143,339.125,2360.732143,12880.51786,604.25,1130.107143,2876.25,15028.55357,435.75,130.7142857,2726.482143,11360.07143,1756.875,663.8571429,2824.803571,9992.089286,731.0535714,288.9464286,1639.696429,7674.410714,1299.732143,444.9821429,1367.196429,5957.910714,954.1785714,171.9285714,4925.839286,5335.607143,1450.464286,555.4642857,3467.803571,461.8928571,698.7678571,56,10.1219553,7.497625502,0.671803987,0.933333333,0.56,1.027634558,1,0,0,1,1,0,0,0,1,0,0,0,0,1,0,1,0,1,1,0,1,0,0,1,NK Cell,Other Cells
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+3286,20438.76471,930.0588235,578.5294118,1045.512605,18201.76471,688.9579832,820.7731092,1434.07563,10516.39496,528.6638655,1386.823529,1760.058824,14214.42017,1256.546218,2246.042017,2532.647059,5105.781513,1240.462185,299.8823529,2506.378151,10603.7479,467.907563,121.7815126,1003.07563,12798.52941,1152.722689,136.3865546,942.9327731,9667.848739,1539.151261,552.4201681,2794.655462,8546.831933,840.8823529,257.0252101,1335.117647,6606.016807,1204.731092,377.3865546,1298.655462,4984.008403,582.7563025,149.4201681,1812.226891,4551.857143,1244.941176,959.7058824,3318.218487,684.092437,703.0504202,119,17.21096925,9.075321012,0.849680013,0.901515152,0.56937799,-0.184305725,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells
+3287,43251.12227,888.6244541,498.5196507,1097.39738,39558.40611,731.3406114,892.3406114,1598.541485,23081.67686,551.9519651,1863.554585,1756.558952,29832.63319,1348.222707,4157.497817,5912.008734,10329.20087,1369.663755,352.7030568,2622.100437,22696.87336,461.1746725,147.5633188,1183.187773,27490.26638,1501.174672,163.2401747,2137.489083,20636.62445,1801.048035,640.489083,2791.694323,18724.41048,644.7991266,293.6113537,1687.751092,13987.44105,2146.061135,430.3842795,1297.703057,10217.84279,649.7510917,164.5283843,3461.71179,9169.458515,1412.58952,501.3449782,3223.637555,710.9956332,700.9257642,229,21.61056085,14.90244787,0.72419906,0.874045802,0.681547619,-1.284709729,1,0,1,1,0,0,0,0,0,1,1,0,0,0,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+3288,35753.10976,903.7560976,693.7317073,1132.317073,30367.13415,763.1463415,891.4878049,1643.073171,18493.52439,541.0365854,914.9390244,1780.646341,24297.62195,1356.731707,2857.439024,2803.378049,8694.5,1345.085366,321.2926829,2575.682927,17999.85366,472.2439024,109.195122,777.7439024,21661.89024,731.5731707,187.4512195,2204.719512,16757.90244,1608.219512,554.8902439,2816.04878,14733.85366,915.4268293,283.0731707,1696.597561,11054.04878,1232.243902,428.3414634,1304.780488,8158.573171,637.7439024,165.5731707,3276.695122,7435.304878,1416.780488,215.304878,3284.646341,744.8414634,698.3658537,82,13.56688409,8.550043808,0.776421269,0.88172043,0.573426573,1.329884794,1,0,1,1,0,0,0,0,0,1,1,0,0,0,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
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+3293,24673.97647,819.5294118,594.8352941,1104.082353,19124.94118,598.4941176,480.3882353,1516.741176,8932.247059,433.8470588,505.8,1702.6,13210.32941,1145.552941,6186.870588,1957.905882,5114.741176,1118.894118,283.2588235,2298.8,9788.0,2658.823529,471.8941176,519.9529412,12178.88235,389.3176471,140.7058824,4589.729412,9230.211765,1435.117647,451.0235294,2780.870588,7558.941176,580.0588235,228.8823529,1099.011765,5163.388235,737.4352941,359.1882353,1260.635294,2688.305882,649.5529412,144.6470588,3613.282353,2773.976471,1053.176471,578.6588235,3082.329412,1063.705882,700.5529412,85,12.7564843,8.765353179,0.726535221,0.977011494,0.544871795,0.731202692,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Dendritic Cell,Other Cells
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+3296,21328.15823,1142.303797,543.3607595,1127.664557,19829.76582,850.721519,660.9493671,1752.132911,11023.65823,626.5696203,454.278481,1752.556962,14237.12025,1461.64557,2216.329114,1282.563291,5226.132911,1484.417722,361.5696203,2323.240506,12083.29747,540.0506329,259.3670886,460.0443038,14301.25949,480.8037975,151.3101266,1007.670886,10916.55696,2520.164557,555.443038,2829.335443,9907.189873,809.9873418,372.5696203,1401.981013,7457.335443,1132.373418,528.9113924,1347.240506,5875.443038,1357.721519,198.164557,1055.113924,5398.037975,1784.974684,1106.924051,3374.620253,418.7658228,703.164557,158,16.33889791,12.96472745,0.608585257,0.929411765,0.516339869,0.795955089,1,1,0,0,1,0,0,0,0,0,0,0,1,0,0,1,1,1,1,1,0,1,1,1,NK Cell,Other Cells
+3297,29860.13475,1085.964539,559.4326241,1074.787234,26787.71631,674.0141844,521.1560284,1511.879433,15491.60993,532.7588652,493.8085106,1744.48227,19324.34752,1268.070922,5108.205674,2977.361702,7145.22695,1366.056738,326.7021277,2354.758865,15294.5461,418.3404255,562.4184397,527.0567376,17720.82979,429.4042553,128.8865248,3983.737589,13677.60993,1607.276596,564.2269504,2827.148936,12211.39007,649.8156028,296.2765957,1489.70922,8883.716312,885.106383,438.7234043,1340.794326,6804.553191,756.5460993,178.2340426,4756.617021,6184.134752,1354.907801,475.0567376,3302.22695,377.1631206,701.7375887,141,15.93701,11.42483159,0.697202521,0.952702703,0.734375,-1.453015216,1,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,Dendritic Cell,Other Cells
+3298,29406.25,1065.763158,668.5,1155.407895,26946.88158,782.1052632,901.6578947,1692.447368,15185.28947,622.4078947,1090.394737,1770.355263,18995.09211,1414.815789,2655.618421,2087.223684,6993.407895,2260.0,356.9736842,2571.5,14601.22368,472.3684211,407.6710526,690.5526316,16702.0,1377.144737,141.2236842,1416.486842,12381.32895,1612.763158,626.9078947,2867.342105,11204.98684,1309.671053,324.1447368,1629.828947,8565.907895,1175.644737,466.8552632,1339.631579,6556.210526,733.6578947,185.3815789,3541.381579,5571.486842,1423.223684,215.7631579,3421.960526,487.2763158,701.9605263,76,14.84644092,7.526781791,0.861960465,0.8,0.562962963,0.286443181,1,0,1,1,1,0,0,0,1,1,0,0,0,0,0,1,0,0,0,1,1,0,0,1,Cytotoxic T Cell,T Cells
+3299,41542.98058,883.7281553,508.961165,1105.951456,36942.85437,741.0582524,703.4854369,1590.504854,22153.84466,544.9417476,1160.456311,1790.427184,28521.73786,1340.242718,4477.145631,4585.320388,9835.660194,1352.330097,329.8834951,2684.990291,21541.68932,458.9805825,156.368932,752.2427184,26090.86408,904.0291262,135.0970874,3559.572816,19848.47573,1729.07767,707.592233,2797.398058,17756.08738,634.0679612,298.2912621,1797.912621,13474.97087,1460.601942,418.4854369,1300.165049,9794.84466,677.7475728,158.961165,4336.543689,8872.407767,1404.660194,396.5242718,3244.417476,696.9126214,701.1359223,103,13.0474394,11.03863311,0.533122161,0.895652174,0.66025641,-1.316717257,1,0,1,1,0,0,1,0,0,1,0,0,0,1,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+3300,33322.51587,1010.785714,745.1349206,1148.912698,29088.7619,792.7142857,904.6746032,1734.809524,16879.37302,573.8571429,714.5079365,1801.055556,22422.00794,1392.896825,2066.269841,1765.15873,8023.206349,1380.325397,341.2301587,2412.301587,16359.02381,502.5396825,286.1507937,517.7142857,19508.85714,504.6666667,133.4444444,1751.206349,15509.40476,1680.563492,502.7539683,2826.444444,13499.65079,1913.912698,303.5,1712.992063,10069.09524,1012.944444,444.7380952,1324.666667,7026.047619,675.0634921,168.9047619,2000.769841,6244.087302,1424.079365,328.468254,3470.103175,840.3095238,701.1111111,126,16.86136508,9.788014449,0.814260584,0.926470588,0.636363636,1.206968109,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,NK Cell,Other Cells
+3301,56984.7013,964.2597403,601.038961,1178.155844,40854.44156,720.987013,420.038961,1847.935065,20914.58442,551.4155844,627.7662338,1797.363636,28254.28571,1293.103896,7956.909091,5566.298701,10119.63636,1350.12987,346.0779221,2350.844156,21821.55844,421.987013,138.0649351,423.7012987,25551.8961,683.1688312,133.6103896,7382.428571,19742.44156,1506.25974,499.2597403,2811.948052,16633.01299,600.2857143,312.0,2148.948052,8171.753247,859.8571429,426.2727273,1285.285714,5912.532468,603.0,167.2337662,3469.272727,5590.363636,1269.012987,142.4415584,3225.337662,167.8181818,701.5194805,77,12.94199918,7.690155457,0.80431621,0.950617284,0.641666667,-0.909627102,1,0,0,1,0,0,0,0,0,1,0,1,0,0,0,0,0,0,0,0,1,0,0,0,B Cell,B Cells
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+3303,38652.05303,911.7272727,497.7954545,1116.893939,35400.07576,721.7727273,730.0833333,1706.212121,19375.71212,580.1742424,1165.19697,1803.833333,24588.33333,1304.840909,5820.878788,3355.613636,8740.356061,1362.560606,332.1666667,2440.030303,18454.24242,4353.098485,574.1818182,552.2348485,23352.87879,1120.825758,139.8409091,4926.181818,18180.66667,1613.856061,479.5833333,2834.787879,15576.61364,749.8409091,317.2575758,1462.954545,9940.393939,1015.424242,462.1742424,1330.166667,7471.575758,767.4545455,172.5075758,3604.363636,6775.795455,1364.462121,221.780303,3397.333333,271.25,703.2727273,132,15.59028297,11.31216671,0.68812638,0.936170213,0.634615385,-0.19329788,1,0,1,1,0,0,0,1,1,1,0,0,0,0,0,0,0,0,0,0,1,0,0,1,Cytotoxic T Cell,T Cells
+3304,43699.51316,1145.631579,802.4868421,1190.460526,38981.75,912.5131579,873.3026316,1758.118421,23589.14474,680.5789474,884.9210526,1783.421053,30170.96053,1695.763158,2145.368421,2747.381579,10235.90789,1918.671053,410.0394737,2468.855263,22727.96053,583.8157895,171.1315789,888.3815789,27960.56579,696.6447368,183.5263158,1909.197368,20669.94737,1862.381579,641.3815789,2830.157895,18538.21053,1634.171053,377.4473684,1904.605263,13870.07895,1220.355263,532.3289474,1342.578947,10615.69737,738.3157895,202.1710526,3050.973684,9844.184211,1703.355263,279.8684211,3427.815789,495.5657895,703.6973684,76,12.51235635,8.092296334,0.762706816,0.894117647,0.584615385,-0.373574498,1,1,1,1,1,1,0,0,0,1,1,0,1,0,0,1,1,1,0,1,1,1,0,1,Regulatory T Cell,T Cells
+3305,37259.10072,907.4748201,629.3273381,1112.413669,33585.55755,792.5179856,994.9496403,1649.111511,19636.55036,579.8021583,1582.81295,1790.528777,25463.66547,1340.866906,2420.553957,3078.561151,9183.94964,1361.143885,325.971223,2447.978417,19397.04317,2010.895683,257.9028777,1679.931655,23863.4964,712.1007194,195.6510791,1779.28777,17442.01439,1972.679856,571.1258993,2799.697842,15554.93165,794.2230216,291.7338129,1532.622302,11774.30935,1508.586331,429.4748201,1317.464029,8610.694245,669.9928058,170.3381295,3249.938849,7760.428058,1393.553957,298.0611511,3259.003597,775.5791367,707.618705,278,20.94191707,18.03161752,0.508554273,0.847560976,0.695,-0.588046129,1,0,1,1,0,0,0,1,0,1,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+3306,34893.328,807.584,530.112,1073.392,25443.92,550.904,632.448,1448.6,11430.576,411.872,1404.504,1668.76,17224.4,1026.24,5889.8,1724.072,6571.456,1087.296,272.432,2562.328,12350.904,339.456,190.664,817.072,15510.248,367.88,111.984,2296.064,11443.44,1771.696,370.968,2804.328,9091.528,512.76,228.952,845.504,5838.512,867.016,346.696,1276.952,2959.352,556.848,140.4,1371.44,3066.472,987.176,214.28,3095.224,1077.92,703.328,125,15.91282715,10.7001957,0.740164528,0.899280576,0.56561086,-1.11141827,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,T Cell,T Cells
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+3311,36209.05932,920.4830508,544.940678,1083.059322,33617.48305,737.6949153,676.8135593,1569.533898,19137.23729,579.3050847,843.9830508,1757.364407,24510.61864,1365.338983,4802.771186,3331.389831,8624.059322,1468.576271,346.220339,2406.0,18569.74576,448.3135593,675.8728814,610.6779661,22122.78814,859.5847458,132.1186441,3231.652542,17711.62712,1612.228814,589.2118644,2814.728814,15274.10169,863.6864407,312.220339,1630.271186,10908.82203,973.7372881,470.2966102,1369.398305,8219.720339,779.0508475,185.5338983,5445.822034,7626.084746,1451.220339,402.5847458,3312.525424,348.7118644,704.8135593,118,17.09605404,9.143474849,0.844959972,0.914728682,0.605128205,-0.758192625,1,0,1,1,1,0,0,0,1,1,0,0,0,0,0,0,1,1,1,1,1,0,0,0,Cytotoxic T Cell,T Cells
+3312,39973.84615,859.2769231,469.0461538,1098.138462,34558.36923,733.1692308,744.1384615,1549.415385,19758.67692,542.2153846,1722.338462,1772.323077,26848.92308,1297.984615,2528.953846,2899.723077,9504.230769,1352.4,313.7538462,2484.307692,20655.03077,467.8615385,160.2307692,969.0307692,24790.69231,776.6,432.1230769,1254.984615,18857.66154,1791.646154,588.6769231,2820.738462,16579.4,1137.107692,273.5076923,1496.169231,12520.81538,1231.476923,400.4461538,1299.553846,9465.538462,640.8307692,164.5538462,1843.892308,8570.215385,1389.430769,589.0769231,3190.107692,633.2769231,702.2461538,65,9.957962318,8.738742111,0.479460825,0.970149254,0.656565657,-1.366103601,1,0,1,1,0,0,0,0,0,1,1,0,0,0,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+3313,39195.61194,858.9850746,575.358209,1123.940299,35080.14925,884.641791,1085.537313,1675.925373,20162.38806,544.8507463,1659.238806,1838.701493,27153.29851,1298.089552,2711.268657,2947.910448,9616.567164,1352.850746,335.7164179,2428.447761,20179.16418,442.1940299,289.4776119,1624.776119,24147.07463,444.9701493,1307.179104,1403.731343,18865.40299,1891.701493,553.8358209,2801.716418,16435.53731,930.5074627,297.5522388,1674.701493,12533.19403,1054.716418,430.5970149,1312.597015,8834.373134,673.3134328,164.1492537,3789.253731,8004.477612,1371.552239,373.7761194,3381.940299,819.3134328,704.9701493,67,10.19243559,8.732668588,0.515683143,0.943661972,0.558333333,0.163935215,1,0,1,1,0,0,0,0,0,0,1,0,1,0,0,0,0,0,0,0,1,0,0,1,Regulatory T Cell,T Cells
+3314,30072.97959,1116.132653,537.0,1058.693878,26747.40816,788.0204082,611.8367347,1553.377551,15143.82653,602.2244898,1373.989796,1772.622449,19882.7551,1353.030612,3297.142857,2353.163265,7022.346939,1317.469388,335.3673469,2340.316327,13768.85714,398.5816327,207.5612245,1161.581633,16431.54082,451.1836735,355.9183673,1125.959184,12954.43878,1991.540816,466.8367347,2822.642857,11165.47959,740.0,264.377551,1386.479592,8283.816327,1091.214286,406.4897959,1298.183673,5589.193878,662.244898,158.6836735,1413.897959,4148.204082,1193.72449,806.8163265,3285.632653,860.622449,704.4387755,98,13.83248585,9.452092471,0.730113722,0.882882883,0.685314685,-1.264186221,1,0,1,1,0,0,0,0,0,0,1,0,1,0,0,0,0,0,0,0,0,0,1,0,Regulatory T Cell,T Cells
+3315,30063.16807,833.4789916,445.7563025,1094.840336,26111.72269,802.4705882,906.5966387,1705.663866,14820.95798,514.4117647,1614.630252,1921.243697,20488.08403,1294.394958,3180.789916,3011.445378,7539.605042,1427.537815,333.0336134,2382.319328,17297.42017,6551.638655,667.9243697,1779.630252,18465.08403,847.6134454,1219.168067,1172.781513,14618.83193,2054.10084,459.9411765,2833.420168,12509.38655,1485.268908,273.5042017,1344.89916,9037.722689,1347.705882,415.1008403,1305.193277,6138.588235,919.1512605,159.2521008,3588.05042,5751.428571,1300.621849,391.2521008,3236.378151,928.210084,708.3445378,119,17.15662133,9.125797121,0.846800209,0.888059701,0.601010101,-0.242269381,1,0,1,1,0,0,0,1,1,1,1,0,1,0,0,1,0,0,1,0,1,0,0,0,Regulatory T Cell,T Cells
+3316,37319.43269,992.4230769,578.7980769,1109.346154,34954.00962,758.1923077,722.8653846,1691.173077,18836.51923,582.3557692,676.6153846,1798.644231,23264.14423,1331.528846,6558.134615,5243.096154,8801.846154,1411.307692,347.2211538,2392.240385,18297.71154,423.75,195.9903846,508.6730769,22243.0,490.4711538,152.2307692,5760.740385,17126.00962,1585.980769,587.625,2816.471154,14838.22115,688.3173077,318.6538462,1919.019231,9168.471154,888.7980769,453.3653846,1325.673077,6993.317308,662.2211538,177.7211538,5287.884615,6163.778846,1376.048077,477.8461538,3422.817308,250.3269231,705.1346154,104,12.55255259,10.80468027,0.50901842,0.912280702,0.666666667,-1.362964475,1,0,0,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,1,B Cell,B Cells
+3317,24038.75652,790.9217391,554.2695652,1061.33913,21411.94783,656.3652174,586.4695652,1456.53913,12190.27826,492.0956522,588.9043478,1745.852174,16369.2087,1198.234783,3533.913043,3273.921739,5718.921739,1520.634783,301.3478261,2362.173913,12549.24348,413.3043478,1113.747826,535.5565217,15320.66957,486.4521739,116.2521739,2719.304348,11634.12174,1523.965217,803.3913043,2791.243478,10361.53913,913.973913,268.6347826,1765.686957,7884.4,900.5565217,407.3043478,1357.347826,5941.573913,1039.104348,157.1478261,5922.33913,5557.626087,1307.069565,1048.443478,3159.904348,585.0521739,706.2434783,115,14.71519951,10.85242788,0.67534949,0.92,0.58974359,1.249778321,1,0,0,1,1,0,0,0,1,0,0,0,0,1,0,0,0,1,1,0,1,0,1,0,Macrophage,Other Cells
+3318,25409.83333,947.9833333,799.3166667,1169.283333,22466.95,720.9333333,764.125,1691.383333,12847.66667,550.9333333,949.725,1823.108333,17150.43333,1315.233333,1674.516667,2299.483333,5937.983333,1305.35,326.3666667,2428.458333,12729.45,440.1,269.3666667,632.4,15344.96667,808.1333333,123.0833333,1362.625,11878.54167,1592.125,516.625,2796.491667,10388.11667,658.0,276.7083333,1497.1,7747.258333,1494.208333,418.2833333,1312.616667,5896.4,661.425,161.8333333,2183.216667,5303.25,1346.408333,369.0666667,3214.075,740.2166667,706.25,120,14.52943853,11.42851572,0.617492771,0.888888889,0.571428571,0.700400184,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+3319,28170.07018,947.0789474,612.2105263,1085.535088,24942.58772,724.0789474,675.0789474,1550.570175,13735.58772,557.0614035,639.622807,1717.921053,19941.76316,1305.877193,4562.842105,3639.219298,6835.745614,1283.026316,321.6052632,2546.192982,14022.25439,419.6842105,1735.359649,521.1403509,17010.0614,443.3421053,128.5350877,3314.447368,13002.59649,1758.640351,565.6754386,2788.578947,11156.62281,662.9473684,267.8421053,1800.701754,8537.149123,907.3596491,410.377193,1372.491228,6146.078947,1097.815789,163.0087719,4162.035088,5574.921053,1340.605263,1896.280702,3260.201754,829.8421053,706.9122807,114,14.77077155,10.46148422,0.705955919,0.93442623,0.542857143,-0.892072525,1,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,1,1,0,1,0,1,0,Dendritic Cell,Other Cells
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+3345,28969.17895,912.2315789,562.4315789,1093.463158,26982.72632,703.8526316,448.4736842,1664.442105,13580.8,553.5473684,566.7578947,1762.715789,17869.2,1268.273684,10089.30526,4783.568421,6722.210526,1327.494737,329.5578947,2338.431579,14396.62105,459.8105263,614.5473684,462.3052632,16824.92632,461.6315789,128.2,5330.347368,12533.24211,1482.378947,487.3684211,2792.252632,10771.12632,591.4631579,282.7263158,1658.263158,6277.452632,798.7368421,419.3789474,1285.578947,4784.136842,724.9368421,164.3684211,4265.936842,4153.515789,1256.273684,175.4315789,3410.694737,224.4315789,711.1368421,95,13.79041728,9.078452357,0.752741684,0.931372549,0.664335664,-0.694308899,1,0,0,1,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,1,0,0,1,B Cell,B Cells
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+3347,23877.74054,866.2540541,455.9459459,1072.113514,21968.05405,733.3297297,582.0054054,1486.443243,12406.41622,549.0864865,876.4108108,1744.794595,16098.93514,1342.302703,2340.843243,1390.718919,5926.681081,1374.297297,338.572973,2347.367568,12409.08649,410.2108108,205.5891892,533.1621622,14651.23243,428.1567568,252.6054054,1006.427027,11356.21622,1589.037838,554.5675676,2814.783784,10322.00541,742.9675676,287.3783784,1466.394595,7843.913514,1057.07027,453.172973,1315.908108,6013.437838,900.1081081,179.5081081,2112.978378,5670.362162,2370.794595,7665.124324,3246.459459,411.2108108,714.4378378,185,16.88722272,14.48783877,0.513787976,0.989304813,0.608552632,-0.421714447,1,0,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,1,1,1,0,T Cell,T Cells
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+3355,28020.63478,840.8869565,792.9565217,1115.982609,24638.6087,671.3043478,745.7913043,1645.017391,13337.35652,523.4869565,540.3826087,1783.156522,18513.22609,1269.678261,2630.886957,1818.808696,6620.382609,1315.965217,302.9565217,2563.06087,14221.3913,1360.434783,321.0086957,555.1217391,17210.31304,455.773913,117.626087,968.226087,12875.72174,1723.504348,694.4695652,2783.234783,11293.14783,1395.269565,268.6173913,1485.347826,8461.947826,1008.278261,394.1217391,1339.513043,6552.26087,671.7652174,154.5130435,2721.365217,5868.843478,1331.217391,437.9043478,3312.086957,647.0869565,712.8695652,115,14.78839593,9.996811395,0.73691057,0.942622951,0.696969697,0.304724541,1,0,0,0,0,0,0,1,1,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,Dendritic Cell,Other Cells
+3356,34606.91549,876.0,656.5633803,1125.492958,31958.69014,688.5915493,776.6056338,1666.887324,18630.26761,528.2253521,604.8732394,1744.549296,24086.91549,1295.887324,4998.661972,2693.43662,8668.169014,1294.957746,311.1830986,2407.859155,18415.95775,503.1549296,190.056338,632.028169,23095.22535,828.9577465,126.7042254,5275.070423,16738.77465,1432.971831,614.1549296,2784.28169,14842.73239,656.6478873,284.6619718,1669.126761,11476.61972,997.1267606,423.0,1309.056338,8255.788732,667.0422535,167.084507,3390.323944,7569.056338,1364.56338,159.9577465,3254.859155,787.1408451,710.7323944,71,10.52529642,8.968332615,0.523421155,0.898734177,0.645454545,-0.523671904,1,0,0,1,0,0,0,0,0,1,0,1,0,0,0,0,0,0,0,0,1,0,0,0,B Cell,B Cells
+3357,29968.45977,831.183908,584.7126437,1098.218391,26672.42529,723.1494253,929.816092,1650.781609,14568.67816,502.9310345,2913.551724,1879.195402,20158.10345,1204.678161,6835.126437,2905.482759,7449.83908,1264.977011,312.7241379,2809.505747,14845.42529,408.6896552,748.8965517,3093.183908,17888.68966,696.908046,1359.149425,1382.62069,14072.89655,2723.195402,734.5057471,2799.827586,11901.16092,708.5517241,266.6551724,1221.896552,8573.402299,1240.873563,399.6321839,1339.701149,5467.425287,764.4482759,164.4597701,7239.678161,5227.827586,2749.482759,805.7011494,3185.137931,958.0229885,711.9425287,87,12.23699768,9.261792045,0.653567763,0.966666667,0.669230769,-0.285146504,1,0,1,1,0,0,1,0,1,1,1,0,1,1,0,1,0,0,0,0,1,1,1,0,Regulatory T Cell,T Cells
+3358,31296.79439,895.8224299,506.2429907,1082.336449,29241.3271,709.6168224,728.5700935,1541.345794,16332.08411,555.1775701,743.1869159,1765.485981,20682.47664,1299.28972,5622.775701,3634.261682,7412.261682,1410.542056,345.4579439,2416.429907,16666.93458,514.3738318,524.8971963,707.728972,19056.68224,671.9345794,128.8504673,2689.897196,14830.04673,1717.542056,548.1028037,2816.700935,12989.88785,1069.224299,303.8785047,1542.0,9253.317757,1236.616822,453.5233645,1309.682243,7189.364486,731.5514019,180.2056075,2686.383178,6584.897196,1405.579439,975.0,3256.485981,353.3831776,712.3457944,107,15.36728902,8.971133901,0.811911048,0.955357143,0.636904762,-0.981065954,1,0,0,1,0,0,0,0,1,1,0,0,0,0,0,1,0,0,0,0,1,0,1,0,Dendritic Cell,Other Cells
+3359,37635.21429,991.2936508,533.9444444,1113.166667,34944.30159,844.6746032,959.2936508,1671.579365,19524.62698,610.2380952,1093.079365,1820.626984,24392.84921,1428.396825,4199.5,3619.388889,8531.055556,1459.357143,361.3095238,2358.452381,18452.0873,457.2380952,1203.642857,874.4365079,21984.03175,527.4603175,328.7063492,2630.84127,16985.78571,2018.515873,644.2301587,2829.515873,15147.64286,930.9365079,332.984127,1513.269841,11067.43651,1132.611111,482.8253968,1357.920635,8527.468254,935.7142857,185.6587302,3821.15873,7640.174603,1515.388889,819.0714286,3330.944444,382.5396825,714.2460317,126,20.60440132,9.178383444,0.895303126,0.828947368,0.466666667,-0.895227162,1,0,1,1,1,0,0,0,1,1,1,0,1,0,0,1,1,1,1,1,1,1,1,0,Regulatory T Cell,T Cells
+3360,34405.98684,1007.592105,569.9868421,1086.013158,29448.15789,739.2631579,604.3684211,1515.539474,17311.27632,589.7368421,591.0657895,1752.276316,22531.30263,1356.0,3689.263158,4137.907895,7896.105263,1389.723684,336.7894737,2384.302632,16950.64474,503.6052632,300.3684211,521.5657895,20709.84211,439.4473684,133.7105263,3957.407895,15530.80263,1592.157895,744.2763158,2793.973684,13777.78947,866.3947368,290.6973684,1920.631579,10354.35526,956.3947368,447.1973684,1316.842105,7899.973684,684.7631579,168.8552632,3271.763158,7188.828947,1391.118421,1058.618421,3374.802632,516.3947368,712.1578947,76,11.73392884,8.587126218,0.681497752,0.926829268,0.690909091,-1.171787079,1,0,0,1,0,0,0,0,1,0,0,0,0,1,0,0,0,0,0,0,1,0,1,1,NK Cell,Other Cells
+3361,29204.90769,1017.215385,662.7615385,1132.361538,26766.00769,669.5923077,738.5538462,1601.453846,15000.57692,512.1230769,441.4230769,1735.838462,20179.33077,1214.953846,3177.030769,2348.661538,7244.6,1276.407692,297.3692308,2362.007692,14968.1,420.8692308,560.1615385,513.4384615,18326.84615,438.9307692,130.5153846,2569.876923,13910.01538,1430.269231,561.5307692,2803.007692,12023.66154,666.6615385,272.5846154,1593.961538,9152.9,783.8615385,411.8,1324.169231,6583.061538,726.3153846,158.2076923,2589.130769,6009.169231,1292.3,159.9923077,3216.453846,811.1461538,713.1538462,130,14.06419903,12.02053314,0.519138377,0.955882353,0.663265306,-0.963819017,1,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Dendritic Cell,Other Cells
+3362,29574.15584,796.9090909,496.1298701,1086.272727,26695.06494,642.2207792,860.1558442,1643.493506,14354.77922,492.2077922,1933.831169,1936.38961,20168.18182,1297.896104,5386.402597,3651.12987,7373.974026,1275.0,313.7662338,2615.233766,15184.81818,2123.74026,201.3896104,1917.506494,18442.05195,478.0519481,333.0909091,1819.038961,14529.06494,2625.61039,569.3506494,2815.012987,12348.57143,1025.207792,259.3246753,1373.025974,8960.935065,1535.857143,401.7402597,1308.051948,5917.246753,693.6883117,159.3506494,5758.155844,5557.844156,1273.519481,472.8181818,3204.233766,939.5584416,711.5194805,77,11.96207616,8.810632,0.676386304,0.916666667,0.583333333,0.880829812,1,0,1,1,0,0,0,1,0,0,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+3363,21473.25806,766.9806452,506.7677419,1065.496774,17312.29677,501.6709677,392.8903226,1342.419355,7849.554839,387.5677419,907.6258065,1691.174194,11727.57419,960.4387097,3935.032258,1282.451613,4487.322581,1006.748387,257.716129,2436.612903,8459.096774,306.3032258,674.2064516,429.6451613,10532.84516,317.8967742,101.6967742,1634.883871,7757.451613,1451.193548,379.116129,2776.025806,6326.232258,579.7225806,198.5354839,779.3741935,4007.967742,655.2,327.4129032,1283.954839,2027.993548,647.1677419,132.4645161,1493.464516,2150.903226,917.0129032,287.3096774,2952.129032,1069.103226,714.2709677,155,15.13470363,13.13731438,0.49651896,0.96875,0.738095238,0.398553303,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,T Cell,T Cells
+3364,20916.94167,785.5583333,516.2416667,1066.091667,19740.55,633.1833333,438.5333333,1552.166667,9731.716667,503.2416667,670.4333333,1788.133333,12229.99167,1241.741667,8388.808333,4580.141667,4784.575,1233.666667,297.8416667,2342.458333,10141.24167,393.9083333,233.1166667,505.7,11863.13333,480.8083333,122.8416667,6664.441667,8867.566667,1474.45,525.6166667,2856.175,7789.291667,754.8833333,270.9083333,2206.191667,4888.633333,854.5916667,402.9916667,1308.408333,3765.158333,634.9416667,159.7666667,5387.5,3306.975,1232.791667,1369.916667,3261.691667,247.0166667,715.5916667,120,14.97327207,12.60405628,0.539835808,0.810810811,0.571428571,-0.523583938,1,0,0,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,1,0,B Cell,B Cells
+3365,34912.70492,822.9016393,468.557377,1077.163934,30278.4918,671.0655738,931.852459,1540.278689,18332.93443,523.0163934,1784.442623,1743.245902,24134.0,1277.393443,4616.131148,4652.639344,8199.442623,1405.770492,355.2622951,2366.934426,18326.90164,539.0655738,166.0983607,1200.704918,22517.47541,1569.262295,119.295082,2774.704918,17370.03279,1421.032787,680.4590164,2793.57377,15328.22951,659.0819672,261.0819672,1539.032787,11733.03279,1413.721311,397.4918033,1293.147541,8431.590164,642.0819672,154.5409836,3951.885246,7688.295082,1307.639344,228.5737705,3193.836066,696.557377,713.0655738,61,12.41774572,6.374083328,0.858206623,0.910447761,0.635416667,-0.361462957,1,0,1,1,0,0,0,0,0,1,0,0,0,1,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+3366,34036.17134,811.9875389,580.3925234,1080.809969,11827.85981,420.0280374,285.1806854,1208.323988,4652.031153,339.9657321,604.482866,1606.043614,7418.364486,822.5109034,2555.934579,1166.242991,2764.143302,871.7352025,213.3395639,2303.105919,5007.800623,250.682243,103.9626168,615.6168224,5776.208723,346.317757,92.83489097,1287.109034,4251.735202,1349.174455,372.2741433,2771.417445,3284.454829,428.9470405,177.0996885,653.2928349,1710.909657,601.6853583,296.1464174,1253.205607,905.6666667,471.7912773,122.4766355,832.0809969,946.9657321,794.4797508,99.10280374,2824.155763,1107.311526,718.5794393,321,23.02073222,17.80876927,0.633677907,0.96978852,0.694805195,0.728901947,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Unknown,Other Cells
+3367,33215.44792,1103.0625,573.625,1077.572917,32042.57292,794.6354167,590.9166667,1573.833333,18225.92708,642.3229167,536.6666667,1716.552083,22138.90625,1411.083333,4159.104167,3273.208333,8161.697917,1466.3125,347.6145833,2388.75,17244.66667,424.8854167,466.9270833,476.6770833,21196.76042,519.9479167,136.6041667,4443.822917,16417.01042,1641.270833,573.7708333,2830.90625,14436.07292,671.5416667,309.7604167,1686.6875,9890.135417,916.40625,455.0208333,1321.447917,7445.604167,735.5520833,180.0,6429.75,6764.677083,1404.541667,173.3541667,3290.46875,312.5208333,714.3333333,96,12.51329854,10.031582,0.597761928,0.932038835,0.623376623,-1.503068805,1,1,0,1,1,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Macrophage,Other Cells
+3368,26119.90196,1005.166667,496.8921569,1080.764706,23031.88235,723.8823529,678.2647059,1561.215686,12814.13725,625.8039216,1343.27451,1818.205882,17839.09804,1332.794118,4051.196078,3900.078431,6250.823529,1310.176471,382.6862745,2754.186275,12503.7549,423.2254902,938.4019608,800.8333333,15190.90196,455.9215686,127.3039216,1319.039216,11700.48039,2194.22549,496.4411765,2807.205882,9938.284314,630.9509804,264.1764706,1604.509804,7437.666667,1114.117647,416.4117647,1319.470588,5107.990196,1242.039216,159.2156863,2453.254902,4944.039216,1313.156863,903.6568627,3431.22549,862.0588235,714.3529412,102,13.56867386,9.935058728,0.681083686,0.927272727,0.653846154,0.942583471,1,1,1,1,0,0,1,0,1,0,0,0,1,0,0,0,0,0,1,0,1,0,1,1,Helper T Cell,T Cells
+3369,50369.62319,954.8550725,669.115942,1206.173913,21691.50725,531.5507246,316.826087,1452.028986,10123.26087,515.173913,403.057971,1708.246377,13481.57971,1016.898551,5508.565217,2586.304348,4936.73913,1074.376812,266.0724638,2271.724638,10483.95652,294.826087,127.3188406,384.8405797,12260.24638,341.942029,110.0289855,5789.753623,9120.652174,1270.130435,404.5652174,2807.608696,7775.057971,521.826087,241.6231884,2203.043478,3691.057971,648.2173913,355.0724638,1291.782609,2756.188406,551.4927536,144.5362319,2513.594203,2636.768116,1030.565217,141.1884058,3118.173913,165.0434783,715.7826087,69,10.55516228,9.26450999,0.479168155,0.831325301,0.522727273,0.634120311,0,0,0,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,0,B Cell,B Cells
+3370,23060.41463,1028.317073,660.1341463,1065.146341,20918.57317,739.304878,661.4512195,1440.670732,11858.43902,590.8170732,680.9268293,1760.402439,15401.15854,1317.634146,3355.341463,3491.768293,5524.317073,2068.47561,326.9634146,2365.97561,12083.0,433.9634146,979.1585366,613.9878049,14302.32927,726.8414634,131.1829268,2310.097561,10710.7561,1592.487805,676.8658537,2808.463415,9546.621951,816.5121951,276.0609756,1788.939024,7385.5,1007.280488,432.6585366,1338.402439,5661.304878,872.3658537,167.4878049,3900.585366,5267.926829,1385.402439,1015.036585,3322.95122,493.3414634,715.0731707,82,11.50288582,9.369161051,0.580156164,0.931818182,0.745454545,-0.23679401,1,0,0,1,1,0,0,0,1,1,0,0,0,1,0,0,0,0,1,0,1,0,1,0,Macrophage,Other Cells
+3371,34913.28994,904.2721893,525.964497,1106.112426,31343.60355,727.3313609,758.1242604,1574.508876,17441.48521,570.1360947,565.4497041,1780.112426,22413.56805,1327.692308,2514.242604,4100.91716,8023.319527,1420.988166,346.6568047,2361.017751,17259.2071,455.5976331,1266.662722,504.9112426,20650.04142,528.2544379,133.4615385,1887.201183,15126.52071,1595.337278,670.6923077,2876.491124,13705.66272,956.3491124,306.1775148,1863.278107,10253.85799,1146.266272,461.4615385,1327.426036,7823.207101,1060.491124,175.8461538,2533.532544,6957.840237,1455.568047,2839.017751,3280.183432,504.5384615,720.8757396,169,22.30967433,10.49409623,0.882462257,0.853535354,0.563333333,-0.521141212,1,0,0,1,0,0,0,0,1,1,0,0,0,1,0,1,0,0,1,0,1,0,1,0,Dendritic Cell,Other Cells
+3372,40917.30612,942.122449,546.122449,1103.489796,35141.55102,715.0816327,680.5510204,1564.0,19805.63265,544.755102,849.3673469,1742.836735,26770.65306,1353.163265,3017.673469,3650.734694,9418.714286,1349.857143,318.3061224,2354.469388,20843.0,466.4285714,125.8571429,974.1020408,25573.93878,569.5714286,124.2653061,3384.836735,19007.02041,1723.306122,676.6326531,2809.469388,16978.63265,774.6938776,268.3673469,1993.673469,12606.04082,998.4489796,412.0204082,1284.244898,9565.55102,642.1632653,158.8571429,2634.979592,8600.346939,1375.306122,616.6326531,3315.122449,627.1836735,713.8571429,49,8.551910441,7.436709255,0.493763467,0.960784314,0.777777778,0.392170541,1,0,1,1,0,0,0,0,0,1,0,0,0,1,0,0,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells
+3373,24129.45556,851.6166667,528.5555556,1059.383333,22550.92222,672.1277778,705.1277778,1498.377778,12209.59444,523.0833333,1197.316667,1761.905556,16299.4,1346.827778,4385.638889,4052.927778,6042.538889,1369.45,336.4277778,2925.077778,12784.08333,485.3555556,209.6388889,1083.966667,16001.74444,537.6,119.8333333,2119.422222,11546.58889,1926.866667,618.2333333,2775.911111,10109.58333,763.0722222,263.4555556,1712.544444,7804.988889,1442.266667,385.8833333,1300.772222,5844.011111,663.5722222,152.4111111,5420.9,5396.277778,1300.627778,446.0,3231.683333,675.8,717.05,180,19.58957205,12.22073831,0.781552908,0.904522613,0.592105263,-1.075189819,1,0,1,1,0,0,1,0,0,1,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
+3374,27873.42222,911.0555556,925.3444444,1194.477778,24087.67778,716.3333333,812.6555556,1741.877778,14753.1,702.8,482.1555556,1792.122222,18961.62222,1357.888889,2065.033333,1469.222222,6783.377778,1485.611111,349.8888889,2347.611111,14715.92222,451.8555556,438.8555556,496.7,18127.01111,469.7888889,122.5555556,1156.822222,13513.57778,1545.588889,553.5777778,2792.966667,12122.2,943.5333333,286.4777778,1550.877778,9271.355556,1038.088889,435.2888889,1348.411111,6803.911111,733.3777778,165.5555556,1684.088889,6355.766667,1424.188889,300.7,3244.3,762.8222222,714.7777778,90,12.95351163,9.360654097,0.691230362,0.9,0.576923077,0.643351307,1,1,0,0,1,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,Macrophage,Other Cells
+3375,35053.31507,915.3493151,585.1849315,1107.458904,30808.89041,741.6917808,783.609589,1665.821918,16654.36986,562.5821918,1933.80137,1789.684932,23791.80137,1313.246575,7575.369863,4822.69863,8430.80137,1313.260274,341.6986301,2520.623288,16833.13014,432.6712329,929.7328767,1318.041096,21111.82877,957.8287671,165.1027397,2997.582192,15967.34932,2155.164384,520.260274,2784.328767,13825.26712,922.0684932,281.1506849,1641.671233,10510.21918,1400.527397,421.8219178,1315.068493,7048.746575,1131.054795,176.0205479,5004.630137,6501.390411,1338.191781,448.739726,3246.123288,898.6164384,715.9315068,146,15.51898583,12.6151918,0.582420536,0.906832298,0.695238095,1.159538134,1,0,1,1,0,0,0,0,1,1,1,0,1,0,0,1,0,0,1,0,1,0,0,0,Regulatory T Cell,T Cells
+3376,37016.53333,883.8777778,498.7111111,1111.744444,33610.61111,732.5777778,859.9111111,1687.811111,18120.87778,526.5666667,3006.5,1956.044444,24421.9,1308.044444,5302.277778,3986.955556,8975.277778,1329.555556,332.6777778,2941.688889,17937.67778,434.4666667,165.5888889,3191.588889,22228.37778,511.5,356.8111111,1435.977778,17242.92222,2531.677778,474.9222222,2804.077778,14584.26667,1278.688889,284.1222222,1261.711111,10588.06667,1667.333333,425.5333333,1300.755556,6643.133333,637.1888889,165.5222222,2949.622222,6377.555556,1493.644444,1076.077778,3261.444444,948.4444444,716.1111111,90,12.22747362,9.744387432,0.604077395,0.918367347,0.629370629,-0.369906067,1,0,1,1,0,0,1,0,0,0,1,0,1,0,0,1,0,0,0,0,1,1,1,0,Regulatory T Cell,T Cells
+3377,31027.0,817.4384615,507.5769231,1061.730769,21193.2,628.1615385,685.3230769,1570.784615,10738.64615,456.1307692,1774.884615,1848.684615,15157.73077,1115.907692,5542.315385,3111.938462,5699.230769,1180.553846,303.3,2503.192308,11195.09231,370.1615385,1249.715385,1124.161538,14208.31538,1000.976923,163.8230769,1225.0,10680.35385,2058.407692,571.7769231,2824.976923,8972.107692,940.1692308,241.4384615,1061.876923,6501.384615,1218.246154,389.3230769,1330.130769,3828.161538,872.5076923,154.9076923,4296.369231,3685.384615,1166.253846,2378.907692,3152.246154,1006.376923,715.9384615,130,14.30602398,12.17895837,0.524652006,0.942028986,0.541666667,-1.05246205,1,0,1,1,0,0,0,0,1,1,1,0,1,0,0,1,0,0,1,0,1,0,1,0,Regulatory T Cell,T Cells
+3378,39891.60563,974.1267606,506.0,1098.859155,33461.25352,675.8732394,605.5774648,1581.788732,18567.70423,538.915493,633.5492958,1723.225352,23483.23944,1273.492958,6696.788732,3802.830986,8555.126761,1350.450704,328.9295775,2320.760563,18395.53521,452.1549296,190.5915493,499.5211268,21814.94366,421.2253521,127.1126761,5073.380282,17599.56338,1592.211268,490.7323944,2847.732394,15044.47887,636.0704225,306.2676056,1683.352113,9106.309859,897.1549296,429.4929577,1305.619718,6619.323944,651.2816901,168.1408451,3087.577465,6152.014085,1338.169014,527.9859155,3249.887324,238.2676056,715.9295775,71,12.1235654,7.510907165,0.784973326,0.959459459,0.717171717,-0.40905742,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Unknown,Other Cells
+3379,41668.14151,1165.924528,718.3113208,1210.084906,39544.65094,900.1981132,675.7169811,1907.5,21947.85849,671.6037736,655.254717,1768.037736,27731.42453,1641.641509,2977.566038,4456.084906,9688.896226,1624.688679,409.6792453,2383.839623,21760.34906,530.1320755,912.1415094,561.9056604,25783.41509,510.5283019,173.2924528,4913.169811,19738.95283,1821.198113,550.6886792,2842.632075,17410.28302,712.0377358,378.1886792,1624.556604,11570.0,1108.632075,531.5283019,1335.056604,8810.943396,889.6037736,212.7264151,4449.830189,7669.169811,1610.235849,211.7830189,3467.188679,292.5849057,716.6698113,106,14.06528658,9.832870146,0.715035844,0.981481481,0.630952381,-0.618372289,1,1,0,1,1,1,0,0,1,0,1,0,1,0,0,0,1,0,1,1,1,1,0,1,NK Cell,Other Cells
+3380,31629.4902,883.3202614,508.9281046,1084.568627,29251.43137,746.9084967,918.0653595,1572.830065,16472.33333,577.7124183,1467.457516,1834.823529,21018.04575,1313.51634,4426.052288,4899.444444,7604.418301,1463.79085,343.9150327,2377.183007,15735.51634,424.7647059,1486.261438,1431.797386,18672.40523,750.2222222,393.4313725,1956.96732,14405.59477,1992.333333,727.5882353,2823.830065,12969.10458,682.2026144,303.379085,1447.666667,9515.228758,1289.111111,454.9934641,1354.869281,7389.679739,1085.431373,179.3986928,3606.745098,6752.601307,1464.411765,697.4117647,3249.588235,396.9542484,717.5163399,153,14.70271054,13.37157715,0.415783982,0.974522293,0.728571429,0.117529907,1,0,1,1,1,0,0,0,1,1,1,0,1,1,0,1,0,1,1,0,1,1,1,0,Regulatory T Cell,T Cells
+3381,17970.76,772.9733333,465.9733333,1088.96,16049.64,655.2333333,517.7733333,1452.24,8991.86,477.6066667,479.2266667,1779.993333,12055.49333,1173.9,1384.346667,1231.566667,4294.066667,1292.313333,297.9866667,2352.14,9136.666667,413.04,853.44,470.6666667,11190.87333,428.4533333,111.8133333,996.78,8418.546667,1471.313333,622.3666667,2810.446667,7455.02,1222.826667,252.0866667,2062.206667,5601.866667,781.0466667,387.36,1342.986667,4253.853333,863.04,152.9533333,2390.233333,3995.04,1297.073333,3339.886667,3168.08,587.1933333,717.68,150,16.37184629,11.80816968,0.692676398,0.955414013,0.666666667,-0.755003453,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,1,0,1,0,1,0,Dendritic Cell,Other Cells
+3382,34380.72185,901.3377483,666.2715232,1100.264901,31023.03974,732.5827815,931.7483444,1590.854305,17529.70861,576.8741722,1161.377483,1820.827815,22873.54967,1324.072848,3510.94702,4335.165563,8402.907285,1481.397351,341.4635762,2478.006623,17912.09934,454.3046358,1683.86755,1115.695364,20843.18543,502.8211921,137.1125828,2014.377483,16013.07947,1963.225166,662.0,2828.635762,14184.50993,668.5960265,301.2847682,1676.211921,10870.71523,1284.059603,466.602649,1366.112583,8261.675497,1131.523179,180.8476821,4082.298013,7578.821192,1464.887417,219.7086093,3291.695364,476.3311258,719.7417219,151,15.37970178,13.19068368,0.514203243,0.926380368,0.555147059,-0.965935198,1,0,1,1,1,0,0,0,1,0,0,0,1,1,0,1,0,1,1,0,1,1,0,0,Helper T Cell,T Cells
+3383,27554.45833,820.4916667,461.8,1079.65,24812.69167,695.275,514.325,1599.791667,13582.43333,491.4666667,1158.616667,1769.2,18578.675,1240.241667,3142.05,2240.333333,6894.008333,1257.275,327.0333333,2382.591667,13812.375,651.4333333,151.15,1131.125,16874.4,532.0583333,204.6333333,1811.841667,13309.35833,1889.4,506.7083333,2907.041667,11402.95,1250.25,268.4833333,1393.35,8173.008333,1226.983333,404.1666667,1295.208333,5450.075,624.8,159.1916667,3621.033333,5197.508333,1278.883333,1082.925,3173.925,933.4,719.325,120,15.3211261,10.86031438,0.705363574,0.882352941,0.535714286,-1.245007157,1,0,1,1,0,0,0,0,0,1,1,0,1,0,0,1,0,0,0,0,1,0,1,0,Regulatory T Cell,T Cells
+3384,29125.29915,794.3760684,556.2051282,1054.136752,25542.2906,764.6324786,702.6495726,1631.632479,13701.81197,486.991453,2031.709402,1917.641026,19096.90598,1170.205128,7978.051282,4008.17094,7236.965812,1238.042735,303.9316239,2603.564103,14166.37607,399.2991453,417.8034188,2409.350427,17120.23932,440.5299145,415.3418803,3224.0,13890.84615,2850.025641,641.7948718,2785.888889,11570.90598,574.8034188,262.042735,1619.538462,8098.452991,1271.435897,389.4102564,1300.538462,5055.717949,646.957265,156.9316239,5457.094017,4964.606838,1212.74359,335.9487179,3276.512821,979.8803419,719.7264957,117,16.6532377,9.511807453,0.820832725,0.886363636,0.6,-0.686344627,1,0,1,1,0,0,0,0,1,0,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+3385,27222.84706,785.3529412,526.6235294,1068.729412,24856.95294,641.3647059,671.1764706,1522.435294,14122.12941,505.9764706,728.1411765,1785.2,18519.94118,1209.894118,2346.564706,2624.611765,6625.917647,1703.141176,316.5882353,2417.705882,13886.35294,427.0235294,345.9882353,582.9529412,17076.58824,889.9058824,121.6352941,2114.870588,12720.68235,1611.623529,645.8,2839.529412,11346.82353,645.0941176,276.9058824,1661.129412,8604.411765,1080.317647,428.1411765,1312.2,6458.835294,704.1529412,161.0235294,5164.129412,5957.858824,1301.2,195.8823529,3258.270588,560.0,718.6941176,85,12.21976912,9.747590095,0.603067444,0.885416667,0.594405594,-0.851364042,1,0,0,1,1,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Macrophage,Other Cells
+3386,37313.74576,1114.70339,548.6440678,1113.254237,32907.81356,796.2711864,585.7627119,1624.322034,19376.28814,617.0847458,499.3050847,1712.440678,25393.91525,1451.338983,3463.449153,2483.245763,8238.169492,1510.584746,402.8559322,2346.152542,18750.12712,455.4745763,187.9322034,550.1779661,23013.54237,518.720339,127.5508475,3381.813559,17553.42373,1508.389831,541.4067797,2794.033898,15662.69492,702.6610169,282.3220339,1611.347458,11341.00847,969.7033898,430.2118644,1306.40678,8424.788136,670.5847458,167.2881356,3805.194915,7572.033898,1393.305085,472.8898305,3302.194915,723.9152542,719.8983051,118,15.5924217,9.914177811,0.77182658,0.929133858,0.605128205,0.567122928,1,0,0,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Macrophage,Other Cells
+3387,27049.33871,881.233871,731.8387097,1137.741935,23699.25806,712.0967742,697.5967742,1678.83871,13959.37903,562.7258065,523.3145161,1803.943548,18415.29032,1331.217742,3357.072581,3233.233871,6500.935484,1340.596774,337.7822581,2397.903226,14037.12903,430.483871,413.8467742,542.0967742,17486.77419,593.2096774,121.8548387,2404.217742,12917.71774,1510.895161,593.9112903,2793.379032,11462.8871,868.6129032,281.7096774,2002.927419,8787.66129,1047.370968,419.1370968,1352.185484,6529.717742,723.7903226,170.4758065,3428.927419,5848.064516,1383.0,599.016129,3206.274194,753.5887097,718.8064516,124,15.49478025,10.48929017,0.736023148,0.946564885,0.59047619,0.709043998,1,0,0,1,0,0,0,0,1,1,0,0,0,0,0,0,0,1,0,0,1,0,1,0,Dendritic Cell,Other Cells
+3388,31075.63095,952.9761905,841.9880952,1171.345238,27769.40476,748.9642857,861.3452381,1779.47619,15577.60714,560.3214286,494.5833333,1774.5,21392.53571,1366.904762,1546.559524,1530.440476,7453.166667,1441.678571,337.6547619,2395.642857,15534.34524,480.8690476,248.8928571,509.0833333,19305.78571,490.0595238,129.3809524,1691.583333,14212.7381,1484.702381,553.047619,2837.964286,12387.30952,718.5238095,287.7261905,1600.511905,9362.988095,850.0119048,434.0238095,1340.166667,6804.047619,651.6547619,166.2738095,1561.988095,6181.607143,1418.809524,153.8452381,3250.547619,791.9285714,718.8571429,84,10.95311339,10.00962399,0.40602701,0.913043478,0.636363636,1.04369136,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Unknown,Other Cells
+3389,35800.53333,1006.822222,637.6444444,1130.688889,30111.16667,682.2222222,674.3777778,1637.966667,17487.84444,512.2333333,409.4777778,1716.288889,23548.95556,1269.833333,1575.188889,1356.011111,8311.288889,1332.322222,327.6,2350.077778,17328.87778,1156.577778,145.8777778,437.3,20982.14444,453.9666667,126.4555556,1248.144444,16407.36667,1451.833333,481.4333333,2798.3,14026.0,792.7444444,283.4111111,1532.655556,10692.57778,811.1222222,426.4555556,1305.044444,7496.177778,613.5777778,165.6777778,1529.544444,7000.466667,1366.855556,866.9444444,3238.333333,819.1555556,719.0333333,90,13.47447226,8.696761419,0.76382364,0.947368421,0.625,-0.813038805,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,Proliferating Cell,Other Cells
+3390,50865.06,1210.08,576.92,1165.78,53539.72,822.34,809.58,1897.08,31505.14,578.68,679.78,1778.24,44480.18,1469.68,3943.62,3166.56,15021.26,1450.88,362.18,2340.7,31049.46,466.88,143.34,678.36,37870.64,490.06,150.62,2747.92,30135.02,1925.32,523.24,2827.78,26867.4,691.0,339.64,1551.2,19707.74,1085.3,473.28,1310.98,12978.72,673.92,183.12,1856.72,11582.58,1502.1,290.7,3375.92,885.3,716.48,50,10.43130788,6.473130296,0.784168232,0.877192982,0.625,-0.94601634,1,0,0,1,0,0,0,0,0,0,0,0,1,0,0,0,1,0,0,1,1,1,0,1,NK Cell,Other Cells
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+3411,33913.65101,1066.04698,587.4295302,1141.744966,31202.30872,793.7248322,770.9865772,1701.416107,17493.12081,622.4765101,609.3624161,1777.852349,21784.10738,1410.731544,4969.590604,4253.248322,7681.38255,1418.0,346.2080537,2341.194631,16414.38255,636.4832215,514.6107383,533.6375839,19083.4094,501.033557,139.1610738,4657.684564,14859.88591,1692.778523,756.6107383,2836.201342,13083.19463,694.3087248,322.2416107,2152.389262,9325.557047,1064.255034,454.9530201,1314.865772,7057.85906,721.5167785,180.1879195,3748.42953,6206.053691,1420.872483,507.6711409,3398.604027,378.3489933,726.409396,149,21.73829278,9.571915911,0.897838408,0.876470588,0.486928105,-0.765353696,1,0,0,1,0,0,0,0,1,0,0,0,0,1,0,0,0,0,0,0,1,0,0,1,NK Cell,Other Cells
+3412,44343.625,909.7678571,531.875,1085.714286,39444.42857,720.6785714,961.625,1573.285714,22449.51786,575.1964286,1380.196429,1739.678571,29329.875,1443.125,3324.196429,3346.517857,10147.55357,1463.803571,322.3214286,2339.982143,23016.78571,487.25,160.1785714,1327.142857,28575.83929,524.8571429,122.0,1732.178571,21113.53571,1981.678571,588.4642857,2811.660714,18879.26786,652.5535714,294.6428571,1492.571429,14038.80357,1558.910714,428.7142857,1336.589286,10393.41071,652.6428571,166.7857143,1596.75,9437.625,1422.25,176.8035714,3344.5,623.3035714,721.4642857,56,10.68790184,6.717960945,0.777763112,0.965517241,0.7,-1.119672502,1,0,1,1,1,0,0,0,0,1,0,0,1,0,0,1,0,0,0,0,0,0,0,0,Helper T Cell,T Cells
+3413,37594.85944,906.4578313,657.686747,1142.943775,33399.73494,744.3453815,886.4136546,1701.943775,19661.60241,559.7991968,1445.574297,1835.228916,25079.48193,1322.650602,3296.196787,4124.670683,8926.819277,1364.60241,332.0321285,2469.208835,19118.79518,436.8915663,149.8594378,1012.638554,23696.40964,746.2088353,132.7590361,2136.445783,17436.54618,1848.574297,583.4417671,2788.120482,15518.22088,694.1405622,293.3935743,1866.975904,11663.12851,1592.550201,428.1807229,1303.827309,8450.176707,645.1285141,159.5662651,2804.333333,7687.004016,1395.044177,175.1967871,3266.97992,768.0883534,726.5301205,249,23.19092901,14.10521383,0.793767608,0.882978723,0.658730159,-0.967050417,1,0,1,1,0,0,0,0,0,1,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
+3414,45890.78814,1095.572034,655.4110169,1195.661017,39726.97034,827.8050847,617.9491525,1873.254237,22171.76271,598.5466102,749.8432203,1771.987288,30543.0,1493.737288,5917.258475,3742.449153,10892.88136,1488.889831,384.6440678,2432.95339,18947.42797,472.2457627,215.2542373,775.6271186,23544.39407,540.1949153,153.470339,4204.033898,18167.2161,2236.877119,580.0932203,2804.033898,15829.41102,769.9576271,306.7627119,1630.580508,11541.45763,1190.775424,459.5550847,1316.288136,7858.915254,682.6059322,177.0,2791.169492,7302.885593,1464.707627,325.9364407,3326.372881,886.9152542,726.3601695,236,20.85213854,15.49897399,0.668980638,0.874074074,0.595959596,-1.4018306,1,0,0,1,1,0,0,0,0,1,0,0,1,0,0,1,0,0,0,0,1,1,0,0,Macrophage,Other Cells
+3415,34710.11111,976.5382716,566.2345679,1090.466667,31400.47407,776.3259259,749.2222222,1611.982716,17594.37531,572.2567901,1448.851852,1748.034568,23237.20494,1398.266667,2582.780247,3494.365432,8132.135802,1341.985185,316.7802469,2343.491358,17691.01728,506.7654321,159.0246914,1451.580247,21494.85926,1217.306173,176.9382716,1571.585185,15982.80741,1733.11358,554.7530864,2793.634568,14204.13086,728.9802469,287.5234568,1507.358025,10580.61235,1384.140741,411.9728395,1305.723457,7954.666667,651.9283951,161.362963,2564.197531,7331.138272,1457.693827,2358.167901,3299.024691,616.2740741,732.1753086,405,27.91339549,19.64696103,0.710344456,0.880434783,0.578571429,0.640908909,1,0,1,1,0,0,0,0,0,1,1,0,0,0,0,1,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells
+3416,38011.3865,916.6196319,545.398773,1080.570552,34245.13497,716.7852761,730.803681,1578.466258,19098.0,559.791411,1548.030675,1796.515337,25637.22086,1293.742331,3680.220859,4211.08589,8954.95092,1341.558282,307.0981595,2455.533742,19762.52147,465.6503067,195.4969325,1735.417178,24107.05521,512.9079755,200.9079755,1523.312883,17692.44172,2084.625767,588.7791411,2793.472393,15725.94479,704.2208589,280.3803681,1437.331288,11871.47239,1613.515337,406.5582822,1294.907975,8901.355828,653.8957055,161.0245399,1839.269939,8029.95092,1361.613497,383.2208589,4216.93865,633.1411043,725.607362,163,17.41245106,12.64073646,0.68773732,0.867021277,0.565972222,-1.017807903,1,0,1,1,0,0,0,0,0,0,1,0,1,0,0,1,0,0,0,0,1,0,0,1,Regulatory T Cell,T Cells
+3417,21277.70968,1009.387097,673.5376344,1159.376344,19586.87097,779.7419355,418.6129032,1618.043011,10716.44086,622.8817204,442.1505376,1731.784946,14298.86022,1511.301075,1629.44086,2133.182796,4993.698925,1524.27957,429.0107527,2382.225806,10741.05376,478.1290323,375.9032258,745.7634409,13494.65591,506.6129032,129.8064516,1399.129032,9918.795699,1768.290323,589.2043011,2775.258065,8894.075269,673.1182796,306.6451613,1580.333333,6772.698925,1116.215054,447.172043,1348.344086,5138.677419,721.3225806,185.8172043,1840.935484,4753.430108,1533.301075,187.3333333,3228.763441,747.3655914,724.9677419,93,14.89353259,8.390060551,0.826228021,0.96875,0.563636364,1.044963644,1,1,0,1,1,1,0,0,1,0,0,0,0,0,0,0,0,1,0,1,1,1,0,0,Macrophage,Other Cells
+3418,21044.9434,721.5754717,478.490566,1044.801887,18747.83019,596.3867925,509.2641509,1518.40566,10355.76415,457.0471698,1031.150943,1769.971698,14476.77358,1098.198113,2974.433962,2201.443396,5446.150943,1189.254717,282.4433962,2494.320755,10724.09434,380.0188679,185.3490566,1131.622642,13115.33019,509.8207547,125.2641509,1229.037736,10302.38679,2048.915094,538.7264151,2832.962264,8643.877358,1380.735849,248.7641509,1330.707547,6461.320755,1032.858491,373.2830189,1308.103774,3980.650943,612.5471698,152.754717,3072.188679,3948.990566,1228.783019,1677.320755,3187.669811,954.3490566,725.1226415,106,12.64238941,10.77114769,0.523563421,0.972477064,0.741258741,0.137689934,0,0,1,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,1,0,Helper T Cell,T Cells
+3419,37854.9375,922.453125,575.890625,1124.78125,25186.6875,559.859375,510.09375,1390.734375,13136.23438,473.078125,562.5625,1722.390625,16621.78125,1072.640625,8851.71875,2125.59375,6184.828125,1154.046875,282.34375,2292.96875,13095.65625,381.421875,472.734375,438.328125,15210.5,359.421875,113.0625,3553.828125,12391.3125,1463.109375,384.640625,2807.875,10432.60938,553.328125,245.109375,1014.921875,5739.9375,767.515625,374.5,1285.140625,4253.0625,659.46875,145.640625,2440.765625,4049.265625,1121.53125,153.0625,3176.921875,223.4375,725.609375,64,10.8550141,8.118790709,0.663777608,0.941176471,0.533333333,1.027081693,0,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Dendritic Cell,Other Cells
+3420,42759.98276,965.4310345,547.6034483,1149.275862,40514.08621,789.3965517,811.8793103,1701.672414,22740.53448,616.3965517,659.5,1747.724138,28843.15517,1442.724138,3170.689655,4081.603448,10040.0,1514.224138,361.1034483,2399.913793,22177.13793,471.4827586,531.637931,608.2413793,26775.60345,686.9655172,142.9310345,3296.5,20865.27586,1711.310345,771.3448276,2849.568966,18663.15517,689.3103448,347.5344828,1685.431034,13632.46552,1120.775862,495.0862069,1332.551724,10419.27586,812.2068966,186.2586207,3719.965517,9433.637931,1552.534483,754.0172414,3311.775862,389.1896552,724.6206897,58,10.36283625,8.090626428,0.624862578,0.892307692,0.537037037,-1.445624618,1,0,0,1,1,0,0,0,1,1,0,0,0,1,0,0,1,0,1,1,1,1,1,0,Macrophage,Other Cells
+3421,40769.22973,985.6891892,557.9324324,1108.891892,36038.83784,774.7027027,824.6891892,1546.797297,20390.78378,598.7297297,1076.297297,1805.0,26617.64865,1360.878378,3785.297297,3463.459459,9190.472973,1429.716216,334.472973,2488.635135,19912.56757,582.4189189,249.5810811,1309.405405,23588.28378,426.9864865,153.7837838,2890.608108,17793.27027,1744.432432,692.2027027,2826.418919,15883.98649,704.2837838,305.1351351,1508.540541,11690.27027,1130.932432,444.0810811,1311.256757,8866.72973,685.2567568,172.027027,3443.013514,7993.513514,1411.851351,1121.594595,3369.594595,512.2162162,726.7432432,74,12.46581316,8.026353358,0.765135564,0.913580247,0.528571429,-0.078495458,1,0,1,1,0,0,0,0,0,0,0,0,0,1,0,1,0,0,0,0,1,0,1,1,T Cell,T Cells
+3422,36978.2562,921.4132231,549.8347107,1100.264463,34011.71074,765.4545455,697.5206612,1634.975207,19287.0,589.1652893,1778.115702,1798.487603,24966.6281,1370.619835,4125.966942,3899.694215,8936.909091,1543.371901,353.1983471,2392.0,18776.2562,472.2727273,891.1818182,1311.942149,23442.64463,575.6694215,135.8099174,2710.603306,17336.89256,2009.677686,666.7933884,2838.280992,15554.38843,699.7272727,315.3140496,1690.479339,11476.32231,1428.53719,456.2561983,1332.206612,8713.082645,913.4958678,181.4380165,4150.429752,8051.206612,1461.876033,369.9752066,3303.214876,548.1570248,726.0991736,121,14.26810975,10.94092684,0.64187435,0.975806452,0.733333333,-0.034528645,1,0,1,1,1,0,0,0,1,1,0,0,1,1,0,1,0,0,1,1,1,1,0,0,Helper T Cell,T Cells
+3423,41444.00645,884.1870968,492.0129032,1084.651613,35303.47097,745.5612903,630.1870968,1581.645161,21293.73548,551.5419355,1030.322581,1765.496774,27583.50968,1326.903226,3250.329032,3083.329032,9117.83871,1526.329032,414.3548387,2390.967742,21041.35484,475.5096774,150.0387097,918.1612903,26032.89032,654.5225806,126.5806452,2567.006452,20024.19355,1574.290323,639.5677419,2790.032258,17859.21935,619.8193548,285.9677419,1729.154839,13141.70323,1171.948387,419.1483871,1301.954839,9497.490323,645.3677419,163.316129,2945.451613,8828.516129,1395.406452,460.4580645,3240.780645,708.8322581,730.2903226,155,21.35116872,10.3278403,0.875226613,0.811518325,0.596153846,-0.077596116,1,0,1,1,1,1,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+3424,21123.04274,821.6752137,499.6837607,1079.188034,18802.79487,657.3846154,507.8034188,1474.350427,10677.05983,490.2735043,420.2564103,1698.17094,14415.2906,1271.076923,1421.299145,1177.008547,5232.333333,1233.854701,306.2136752,2319.863248,10920.44444,396.3931624,149.5128205,499.008547,13101.23077,418.3076923,119.6239316,1020.811966,10204.55556,1407.897436,464.7094017,2952.230769,8886.649573,751.6410256,265.9059829,1433.982906,6790.965812,810.4615385,413.2991453,1297.136752,4768.017094,606.8803419,159.2649573,2021.700855,4530.136752,1367.931624,5420.299145,3136.452991,829.7948718,724.5384615,117,17.51557481,8.630795733,0.870171046,0.886363636,0.65,1.472489297,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Unknown,Other Cells
+3425,36075.4717,831.0943396,493.5660377,1067.566038,32596.79245,698.7358491,530.8301887,1596.792453,18642.28302,522.2830189,908.0188679,1751.528302,24540.73585,1301.339623,3177.283019,4062.245283,9173.132075,1319.245283,324.9811321,2435.849057,18693.30189,410.5660377,122.245283,734.2641509,23316.13208,800.6226415,128.5660377,2895.867925,17655.58491,1527.622642,667.754717,2808.018868,15246.43396,654.9245283,293.8867925,2110.207547,11587.0,1158.641509,423.5283019,1311.377358,7945.962264,648.2641509,166.9811321,4573.075472,7332.113208,1409.415094,2157.528302,3236.018868,842.0188679,725.1132075,53,10.56489194,7.091228003,0.741270088,0.883333333,0.535353535,0.532759986,1,0,1,1,0,0,0,0,0,1,0,0,0,1,0,1,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells
+3426,52138.07317,983.0487805,609.2073171,1188.262195,25995.61585,605.8109756,343.0182927,1636.47561,12694.79268,474.9939024,448.9817073,1746.20122,16382.12805,1116.969512,9593.384146,3203.664634,6210.853659,1161.719512,283.9329268,2291.359756,12941.70122,342.652439,277.3414634,414.4634146,15114.28659,393.3536585,113.8658537,6364.969512,11340.14634,1345.817073,434.7073171,2814.359756,9724.871951,536.4207317,263.6158537,1964.963415,4653.006098,713.0853659,370.8109756,1278.323171,3499.542683,597.554878,147.8780488,2033.762195,3230.121951,1093.182927,174.6280488,3127.695122,186.445122,728.0914634,164,16.19567201,13.33823143,0.567218068,0.976190476,0.602941176,-0.563684979,0,0,0,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,0,B Cell,B Cells
+3427,15717.11429,844.1885714,524.2685714,1090.0,14213.42857,669.3485714,560.5028571,1521.908571,7951.0,504.0,520.8114286,1784.085714,10221.12,1194.794286,2412.057143,1841.028571,3765.634286,1461.434286,330.4457143,2359.662857,8004.457143,390.6457143,1233.634286,514.7885714,9403.954286,441.3714286,120.2057143,1496.845714,7115.651429,1670.954286,612.1142857,2831.022857,6324.651429,796.2457143,266.44,1854.765714,4803.222857,820.2457143,412.2857143,1352.714286,3705.108571,959.7942857,161.4971429,2732.091429,3450.182857,1302.108571,423.1485714,3281.954286,489.04,727.7828571,175,16.16387299,13.87229693,0.513267759,0.961538462,0.777777778,-0.750149486,1,0,0,0,1,0,0,0,1,0,0,0,0,0,0,0,0,1,1,0,1,0,0,0,Macrophage,Other Cells
+3428,33687.04717,833.245283,516.3584906,1063.707547,28996.01887,676.9056604,543.5566038,1515.707547,17122.14151,528.6320755,613.8962264,1794.226415,22062.63208,1247.632075,2991.462264,2304.933962,7734.650943,1550.103774,315.509434,2384.603774,16359.92453,429.6509434,711.9056604,585.8301887,20667.45283,433.0754717,124.5188679,1966.566038,15407.18868,1589.707547,697.9622642,2830.358491,13450.48113,917.4150943,282.8773585,1586.264151,10132.26415,939.3207547,425.8584906,1317.556604,7529.773585,830.6792453,163.0283019,3959.141509,7020.216981,1330.726415,165.3867925,3240.90566,568.7264151,726.1320755,106,13.2002428,10.28524875,0.626811195,0.972477064,0.679487179,-0.748892301,1,0,0,1,1,0,0,0,1,0,0,0,0,1,0,0,0,0,1,0,1,0,0,0,Macrophage,Other Cells
+3429,19371.75455,878.8090909,882.3454545,1179.754545,16544.58182,693.8272727,711.5090909,1722.8,9104.563636,492.2,563.3545455,1795.254545,12341.86364,1257.727273,4367.718182,2919.936364,4441.236364,1318.481818,295.1818182,2367.527273,9097.481818,413.8454545,120.2,474.0181818,11152.89091,431.3727273,119.9181818,3440.554545,8479.836364,1429.327273,559.7363636,2781.663636,7297.390909,593.5363636,254.8545455,1863.363636,5624.481818,776.8636364,405.9636364,1319.381818,4034.827273,598.2,161.7545455,2792.054545,3796.009091,1289.372727,155.7818182,3222.236364,807.5181818,728.3363636,110,14.80632777,9.789272086,0.750249666,0.924369748,0.6875,-0.02732841,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Unknown,Other Cells
+3430,26893.34118,1223.288235,606.4235294,1082.2,22002.36471,639.7529412,431.9941176,1484.470588,11607.09412,539.9235294,515.9176471,1726.529412,14807.64118,1292.770588,5975.323529,3279.858824,6113.511765,1312.335294,314.2941176,2347.070588,12549.80588,382.9352941,336.4647059,442.1764706,15343.38824,434.4941176,126.3764706,5031.505882,11286.68824,1539.017647,460.5941176,2803.2,10071.80588,638.3352941,277.9705882,1426.894118,7230.035294,879.8764706,425.2941176,1311.694118,5499.994118,679.4529412,170.8647059,4468.570588,4703.535294,1257.235294,142.5176471,3409.982353,282.9235294,729.0647059,170,24.67817533,10.10783286,0.912271552,0.805687204,0.53968254,1.250836299,1,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,NK Cell,Other Cells
+3431,31055.26126,928.3153153,783.9009009,1099.342342,27614.18018,711.1981982,796.1711712,1650.846847,15396.88288,651.4684685,703.2252252,1790.027027,20164.22523,1282.810811,3111.351351,3230.135135,7168.981982,1364.441441,325.3063063,2478.666667,15480.86486,518.5135135,504.9459459,579.9459459,18615.76577,864.8558559,117.5675676,2266.612613,13840.4955,1546.441441,628.5675676,2786.576577,12242.09009,971.7657658,273.3873874,1608.027027,9173.297297,942.0,393.5495495,1329.783784,6873.261261,726.2702703,158.5495495,3587.531532,6117.225225,1303.081081,167.1621622,3741.810811,648.6936937,727.5855856,111,12.76237748,11.86442612,0.36846721,0.874015748,0.566326531,-1.160736766,1,1,0,1,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,1,0,0,1,NK Cell,Other Cells
+3432,21395.28358,750.4253731,504.0820896,1067.179104,19300.17164,611.5820896,530.5671642,1484.768657,10454.17164,476.7313433,464.1865672,1744.850746,14025.49254,1368.119403,2705.529851,1827.507463,5245.268657,1323.880597,313.8208955,2399.0,10893.15672,7121.5,128.6044776,495.5074627,13450.16418,468.5820896,110.0223881,1977.044776,9788.380597,1391.313433,712.358209,2779.238806,8591.649254,1617.723881,248.9925373,1430.61194,6644.171642,814.1343284,369.7014925,1295.507463,4933.671642,636.7686567,148.6343284,3106.253731,4509.164179,1216.455224,157.4552239,3231.61194,664.4925373,729.3955224,134,13.97510614,12.23580393,0.483140517,0.943661972,0.744444444,0.065391004,0,0,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,Proliferating Cell,Other Cells
+3433,33904.97273,933.7727273,511.2272727,1108.990909,30232.99091,730.8909091,730.3363636,1662.054545,17102.42727,561.3363636,888.3272727,1774.172727,22431.34545,1332.981818,5683.481818,4069.472727,7827.736364,1480.6,373.8636364,2455.227273,17580.83636,498.4363636,152.5181818,1256.081818,21883.27273,438.3727273,155.0727273,2143.336364,15930.32727,1997.490909,594.4454545,2783.218182,13859.44545,644.7636364,285.8636364,2019.836364,10563.42727,1319.9,412.3090909,1317.490909,7668.118182,768.5090909,166.3454545,3490.645455,7080.909091,1405.827273,182.6363636,3316.618182,679.8545455,726.8,110,13.28180526,10.72281554,0.590098604,0.964912281,0.714285714,-1.253454434,1,0,1,1,1,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
+3434,28927.66667,993.5,745.4148148,1134.448148,26199.75926,769.5518519,767.5,1717.722222,15176.85926,651.6962963,1055.414815,1775.22963,19979.46296,1392.725926,2903.833333,1924.025926,7024.066667,1366.607407,330.6037037,2455.003704,14336.44074,439.2222222,514.3,639.6296296,17897.64074,457.3037037,191.8814815,1972.185185,13197.45926,1737.488889,526.8518519,2805.962963,11402.30741,733.0518519,278.9259259,1483.333333,8682.711111,1027.918519,423.5,1334.1,6317.314815,740.9814815,161.4814815,2242.22963,5802.374074,1357.837037,343.0185185,3276.444444,794.8407407,731.2740741,270,20.86770657,18.21592792,0.487855702,0.885245902,0.676691729,0.493651956,1,1,1,0,0,0,0,0,1,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,T Cell,T Cells
+3435,26391.14286,885.5607143,547.8642857,1086.507143,13546.40357,446.6071429,338.9071429,1248.407143,5966.807143,355.6571429,666.5035714,1604.132143,9138.364286,895.7821429,3932.628571,1575.135714,3462.382143,944.275,227.5,2317.967857,6619.857143,320.1821429,252.2642857,623.0571429,8139.035714,305.375,98.23928571,2057.485714,6038.764286,1441.439286,384.2321429,2810.535714,4888.05,471.7714286,192.15,761.5714286,2983.167857,831.2142857,311.8,1262.925,1552.217857,531.5821429,131.2821429,1703.135714,1625.421429,866.4392857,185.2142857,2907.014286,1073.503571,733.8,280,25.5471774,14.12854588,0.833156394,0.962199313,0.746666667,0.189297487,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Unknown,Other Cells
+3436,29803.01587,945.3492063,606.6825397,1104.309524,15501.35714,526.515873,386.5079365,1368.484127,7749.388889,434.8095238,1061.404762,1756.428571,9528.285714,1186.238095,8902.984127,4596.047619,3592.706349,1077.103175,254.0,2375.174603,7905.785714,460.2619048,170.3888889,817.9206349,9213.460317,558.1190476,110.7380952,4664.595238,6937.920635,1590.888889,429.3492063,2843.666667,6154.166667,519.3650794,228.3888889,1337.31746,3717.246032,961.0952381,354.1825397,1279.365079,2818.380952,558.5952381,147.2142857,2347.309524,2523.190476,1049.531746,405.5952381,3044.190476,247.0079365,729.2777778,126,13.79336783,11.69993079,0.52963009,0.961832061,0.692307692,0.888092007,0,0,1,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+3437,29410.62319,916.5942029,620.0,1079.130435,26390.30435,661.115942,561.4782609,1553.521739,14591.71014,512.8405797,662.9855072,1796.637681,19086.18841,1209.028986,4315.289855,3685.594203,6804.869565,1602.115942,306.6231884,2405.202899,14422.47826,413.0144928,517.5507246,596.3768116,17950.89855,719.6956522,122.3623188,2580.521739,13102.84058,1475.043478,707.4492754,2803.101449,11738.82609,650.2028986,272.5217391,2028.521739,8730.536232,937.3478261,418.4492754,1301.84058,6788.231884,716.7246377,170.057971,6511.434783,6152.855072,1304.797101,164.173913,3215.84058,559.0434783,728.3768116,69,11.4007868,8.781305554,0.637758003,0.793103448,0.570247934,0.607694294,1,0,0,1,1,0,0,0,1,1,0,0,0,1,0,0,0,0,0,0,1,0,0,0,Macrophage,Other Cells
+3438,37256.83251,909.4581281,515.8374384,1094.684729,31968.97044,758.0295567,805.9064039,1683.403941,17685.04926,523.5862069,1400.990148,1803.256158,23640.48768,1241.610837,4519.487685,3333.083744,8798.167488,1278.635468,320.6896552,2453.433498,17496.71429,549.0591133,130.2216749,1550.960591,21511.51232,490.9901478,292.6256158,2761.128079,16540.68966,1997.364532,564.5024631,2808.487685,14210.30542,631.1773399,278.2315271,1346.714286,10099.97537,1056.078818,412.4236453,1289.251232,6355.862069,606.9310345,159.9211823,3577.827586,6105.172414,1263.497537,326.5418719,3317.596059,939.4876847,732.0295567,203,20.4143163,13.14743509,0.765000112,0.902222222,0.667763158,0.282000155,1,0,1,1,0,0,0,0,0,0,1,0,1,0,0,0,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+3439,31597.09524,930.6095238,654.2857143,1087.171429,22494.59048,650.3190476,641.1952381,1619.733333,11872.4619,499.4761905,1146.595238,1792.12381,14991.80952,1197.5,6194.385714,5115.338095,5488.661905,1229.290476,303.5095238,2450.22381,11866.52857,402.8333333,1769.733333,743.2142857,14339.94286,631.9666667,286.3571429,6013.661905,10891.64286,2025.52381,461.9904762,2816.519048,9314.585714,653.2285714,278.2952381,1431.471429,5771.647619,1073.638095,412.1047619,1365.914286,4403.57619,985.1333333,166.6761905,6172.261905,3900.604762,1212.009524,274.352381,3188.628571,260.4285714,733.7571429,210,24.51487059,11.14474484,0.890689779,0.95890411,0.5,-0.841512463,1,0,1,1,0,0,0,0,1,1,1,1,1,0,0,0,0,1,1,0,1,0,0,0,Regulatory T Cell,T Cells
+3440,37982.79518,1001.987952,545.7228916,1112.0,35269.43373,801.4096386,742.9759036,1588.409639,19708.16867,615.2289157,1696.53012,1786.144578,25298.62651,1427.156627,3370.819277,3885.987952,9419.662651,1473.963855,374.8313253,2408.036145,19603.50602,479.2409639,776.7590361,1531.927711,24023.44578,615.5180723,332.8674699,2343.0,17836.80723,2287.855422,613.0722892,2838.445783,15847.38554,656.7108434,326.0361446,1490.819277,11941.71084,1426.337349,481.9036145,1365.361446,9104.012048,904.6626506,185.8795181,2774.012048,8297.337349,1523.012048,193.4337349,3307.337349,466.0722892,727.8554217,83,15.45476777,7.063194879,0.889454526,0.902173913,0.691666667,1.47236129,1,0,1,1,1,0,0,0,1,1,1,0,1,0,0,1,1,1,1,1,1,1,0,0,Regulatory T Cell,T Cells
+3441,32827.8169,788.8591549,483.5352113,1049.464789,29253.53521,650.7183099,886.1126761,1443.394366,16929.6338,541.5915493,1941.056338,1730.774648,22449.73239,1238.43662,3390.267606,3181.633803,7739.71831,1385.492958,309.5633803,2712.957746,16674.42254,510.7605634,565.6056338,1990.126761,20439.39437,409.8309859,355.943662,1850.450704,15512.28169,1937.760563,875.7042254,2807.985915,13769.98592,670.028169,283.3239437,1466.591549,10271.23944,1244.422535,434.5352113,1379.577465,7800.380282,735.5352113,170.7887324,5404.704225,7201.338028,1349.690141,1148.816901,3280.408451,521.0140845,729.5352113,71,13.78173987,7.196326407,0.852845185,0.865853659,0.493055556,-0.855215985,1,0,1,1,0,0,1,0,1,0,1,0,1,1,0,1,0,1,0,0,1,0,1,0,Regulatory T Cell,T Cells
+3442,41706.04412,1005.308824,555.9852941,1122.088235,36407.77941,813.8970588,802.6176471,1670.720588,21758.64706,635.1911765,1439.794118,1774.191176,27612.83824,1470.794118,2723.897059,5475.0,9960.955882,1496.632353,363.6911765,2407.235294,21018.16176,501.4117647,506.7058824,985.7058824,25668.13235,1183.5,138.6911765,1863.897059,19593.23529,1621.882353,788.1617647,2822.794118,17463.08824,827.8235294,333.7352941,1843.161765,12977.30882,1616.367647,477.4411765,1339.661765,9753.852941,769.5588235,183.7941176,3000.794118,8853.029412,1531.955882,762.7205882,3296.411765,537.2794118,729.5147059,68,12.419182,7.687623735,0.785381461,0.839506173,0.472222222,-0.901068453,1,1,1,1,1,0,0,0,1,1,0,0,0,1,0,1,1,0,0,1,1,1,1,0,Cytotoxic T Cell,T Cells
+3443,39741.0,871.4347826,768.0144928,1126.550725,35443.10145,729.4637681,777.1884058,1703.782609,20854.76812,554.4057971,770.9565217,1799.811594,27858.0,1306.507246,2364.115942,2664.637681,10162.53623,1339.376812,338.3478261,2435.0,20537.3913,432.1014493,212.5652174,622.9130435,25257.53623,572.1594203,131.1594203,2518.304348,19936.62319,1526.202899,528.9275362,2796.304348,16982.53623,743.9565217,279.942029,2017.782609,12826.23188,1043.15942,441.884058,1332.246377,8631.231884,697.1884058,163.4347826,4802.695652,8317.695652,1404.753623,650.3188406,3265.15942,849.1304348,729.8405797,69,11.3104941,8.077682009,0.6999663,0.884615385,0.638888889,-0.095154126,1,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Unknown,Other Cells
+3444,51273.9434,978.6100629,619.0566038,1180.641509,11678.96855,410.572327,179.5974843,1115.773585,5696.119497,335.5786164,543.4968553,1619.937107,7749.704403,833.3647799,2401.301887,1563.157233,2789.050314,874.9874214,206.0503145,2255.886792,5713.930818,217.9371069,80.10062893,460.918239,6617.132075,250.2515723,97.11949686,2597.672956,4874.402516,1188.628931,288.0880503,2776.515723,4108.050314,430.6603774,184.163522,993.2138365,1919.779874,574.1320755,298.836478,1250.0,1430.754717,470.8805031,124.3018868,907.9937107,1391.283019,821.9119497,86.81132075,2826.062893,171.4716981,731.3459119,159,18.09075825,11.25707321,0.78281424,0.969512195,0.709821429,-0.867972502,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Unknown,Other Cells
+3445,40219.49438,914.9438202,485.9325843,1102.910112,34723.02247,753.9213483,655.1460674,1564.741573,20293.65169,546.4382022,968.7752809,1740.752809,27214.57303,1407.786517,2849.224719,2716.11236,8869.382022,1575.438202,437.4269663,2379.078652,20299.29213,455.2247191,224.0898876,830.1797753,25188.25843,606.9213483,124.5280899,1654.865169,19229.59551,1502.494382,552.752809,2799.337079,17117.44944,716.6629213,289.3033708,1476.606742,12572.83146,1233.764045,430.5617978,1312.752809,9187.988764,662.0337079,171.3595506,1632.898876,8391.337079,1450.078652,571.3370787,3261.168539,718.0337079,729.8876404,89,12.00918528,9.608503503,0.599871713,0.946808511,0.674242424,-1.042576677,1,0,1,1,1,1,0,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,Cytotoxic T Cell,T Cells
+3446,34096.2,926.6571429,964.4,1195.371429,27968.84286,732.9857143,911.8142857,1777.7,17524.42857,545.8571429,475.9714286,1772.1,22028.58571,1367.285714,1014.957143,972.4285714,7992.757143,1420.628571,343.0,2347.285714,16850.68571,478.8285714,127.5,476.3857143,20430.57143,489.5857143,133.3571429,1138.757143,16234.14286,1515.642857,472.3428571,2809.685714,13947.41429,683.7142857,309.0285714,1570.471429,10604.15714,870.8571429,455.2714286,1319.771429,7151.114286,632.0571429,165.3571429,921.6142857,6969.557143,1445.057143,195.3,3251.585714,818.2142857,729.3428571,70,10.86676762,8.403102825,0.634059226,0.933333333,0.7,1.175203449,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Unknown,Other Cells
+3447,41364.58025,927.3580247,646.7530864,1165.333333,25603.24691,660.3950617,964.0987654,1627.592593,14703.71605,487.5185185,1170.617284,1755.061728,20580.23457,1221.358025,2996.814815,2621.407407,7591.740741,1370.08642,312.2839506,2541.950617,15161.58025,417.7901235,152.7407407,1099.419753,18999.19753,770.6296296,129.1975309,1208.888889,14743.66667,1816.308642,449.6790123,2803.91358,12952.83951,1153.728395,269.5185185,1225.185185,9560.975309,1341.851852,416.2962963,1305.049383,6345.864198,617.9753086,165.345679,1749.703704,6089.012346,1293.061728,621.8271605,3196.567901,895.345679,734.7283951,81,19.06609731,6.562829733,0.938890987,0.801980198,0.473684211,-0.218572878,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells
+3448,38370.55172,960.4367816,743.2413793,1169.103448,23553.41379,633.5172414,723.5172414,1602.057471,13798.11494,493.908046,795.5287356,1776.54023,18789.58621,1228.954023,2850.712644,2191.436782,6999.413793,1257.724138,311.5632184,2377.0,14155.70115,412.816092,144.6091954,795.1034483,17675.01149,602.1034483,128.2183908,2940.758621,13749.68966,1568.551724,486.0,2777.597701,11988.73563,1190.574713,275.5172414,1397.137931,8845.988506,935.0574713,417.0344828,1297.229885,5850.597701,614.6896552,162.0229885,2330.632184,5655.103448,1311.908046,310.6666667,3136.517241,904.3448276,729.7126437,87,11.27674321,10.22066347,0.422530147,0.945652174,0.659090909,-1.285110803,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+3449,34349.6375,821.625,479.2375,1067.75625,31432.55,709.48125,635.61875,1621.64375,17389.7875,520.89375,1566.19375,1764.3875,23222.30625,1241.125,3675.7,3559.03125,8699.30625,1297.925,327.58125,2388.9875,17288.7375,408.73125,133.825,1275.15625,21525.525,771.50625,186.3625,2522.55625,16508.74375,1938.0,494.7375,2794.475,14242.3625,691.275,286.3625,1446.63125,10232.73125,1298.2875,417.5875,1304.225,6698.8375,624.1875,161.3625,2720.73125,6284.875,1299.925,794.48125,3194.20625,927.19375,733.2125,160,16.84203385,12.90437022,0.642601904,0.888888889,0.62745098,0.596630757,1,0,1,1,0,0,0,0,0,1,1,0,1,0,0,1,0,0,0,0,1,0,1,0,Regulatory T Cell,T Cells
+3450,29242.09392,818.0331492,546.9337017,1081.176796,11467.53039,508.2209945,460.5745856,1297.679558,5475.176796,372.9668508,1250.430939,1695.005525,8021.58011,912.7016575,4431.502762,2367.198895,3089.850829,983.558011,237.0110497,2381.414365,6028.707182,325.1491713,255.0110497,1282.0,7365.0,348.801105,103.9944751,2463.994475,5576.618785,1873.729282,380.121547,2779.39779,4525.044199,543.9116022,194.3259669,835.5690608,2981.707182,1289.872928,318.961326,1261.138122,1580.414365,546.2983425,130.6629834,2400.276243,1662.331492,897.7845304,563.9171271,2949.524862,1060.679558,734.7127072,181,21.58397586,10.73783307,0.867469155,0.952631579,0.718253968,0.271429915,0,0,1,1,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
+3451,24722.60656,857.295082,544.6229508,1072.131148,23961.52459,699.3114754,712.3442623,1564.409836,12772.78689,555.9016393,1019.360656,1770.131148,16268.29508,1284.803279,6531.655738,4945.852459,6166.868852,1319.180328,321.9672131,2571.557377,13089.57377,415.6557377,1065.278689,732.2131148,14766.21311,422.6885246,125.2295082,3843.131148,11370.78689,1821.409836,706.2295082,2814.770492,10184.31148,810.9672131,281.8360656,1706.47541,7253.344262,1110.344262,447.2295082,1330.065574,5714.311475,815.8688525,176.9836066,4471.655738,4903.95082,1374.95082,1631.147541,3208.836066,355.9672131,729.1311475,61,12.52982438,6.644827276,0.847797017,0.835616438,0.635416667,-1.413066117,1,0,1,1,0,0,0,0,1,0,0,0,1,1,0,0,0,0,1,0,1,0,1,0,Helper T Cell,T Cells
+3452,26392.51261,908.7731092,1044.201681,1189.521008,24221.65546,726.6302521,817.5630252,1817.588235,13729.0,543.3781513,598.0504202,1783.89916,19126.57143,1347.058824,1090.07563,1454.647059,6920.016807,1431.798319,337.6134454,2368.521008,13677.65546,447.6806723,154.5546218,599.487395,17317.44538,477.7310924,133.0504202,1284.369748,13326.28571,1544.042017,487.605042,2806.445378,11384.84874,814.8403361,289.7731092,1788.806723,8657.12605,848.2352941,440.2689076,1319.344538,5933.033613,630.6722689,165.7731092,1821.428571,5683.042017,1402.89916,794.697479,3275.865546,858.0756303,732.6806723,119,14.27186029,10.83579675,0.650808327,0.937007874,0.772727273,-0.068988959,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Unknown,Other Cells
+3453,29096.18812,987.7920792,612.0792079,1115.366337,26950.70297,769.1485149,1031.39604,1628.148515,14895.43564,585.8217822,1746.306931,1770.782178,18657.59406,1370.376238,4134.108911,4007.39604,6731.267327,1572.811881,342.2079208,3179.782178,14799.60396,586.4653465,1310.811881,1268.574257,17702.60396,512.9207921,138.8712871,3099.643564,13093.43564,2051.287129,804.3861386,2839.613861,11711.14851,671.7128713,312.2079208,1783.39604,8643.643564,1373.257426,466.2178218,1397.891089,6652.49505,1066.544554,180.3564356,4468.445545,5979.336634,1473.950495,257.1584158,3334.544554,450.9306931,732.4752475,101,13.23028605,10.05930935,0.649543534,0.926605505,0.601190476,-1.072642881,1,0,1,1,1,0,1,0,1,0,0,0,1,1,0,1,0,1,1,0,1,1,0,0,Helper T Cell,T Cells
+3454,25513.86544,868.1865443,522.4250765,1050.553517,22899.32416,679.8256881,764.6024465,1487.495413,12971.78287,533.7033639,1074.926606,1767.275229,17042.55352,1237.06422,3729.987768,2906.412844,6011.278287,1307.324159,325.5932722,2370.868502,13213.9633,429.2507645,1086.541284,821.17737,16118.6055,440.2752294,142.1987768,1253.850153,11909.83486,1867.085627,579.0856269,2798.902141,10520.0367,1070.29052,265.7186544,1475.391437,7843.278287,1084.2263,405.4495413,1348.905199,5899.779817,1007.957187,152.6727829,2096.844037,5546.04893,1289.348624,506.0428135,3276.388379,589.2293578,737.4770642,327,28.20388511,15.322315,0.839558264,0.913407821,0.571678322,0.85739017,1,0,1,1,0,0,0,0,1,0,0,0,1,0,0,0,0,1,1,0,1,0,0,0,Helper T Cell,T Cells
+3455,35643.71728,916.539267,665.617801,1135.198953,16206.18848,498.0366492,340.7172775,1288.732984,7777.282723,417.0366492,530.3036649,1695.649215,10317.08377,969.8010471,7604.026178,2215.581152,3890.827225,1005.528796,241.5602094,2279.926702,7936.842932,289.9895288,454.0104712,471.7801047,9238.570681,321.8743455,98.65968586,3757.267016,6928.120419,1362.109948,317.5811518,2785.13089,5872.670157,480.8010471,216.0680628,1167.115183,2978.617801,707.5968586,336.895288,1277.418848,2284.408377,613.7643979,137.434555,1596.91623,2137.937173,978.6858639,152.9109948,3036.790576,193.591623,738.0157068,191,20.45852729,12.38354886,0.795997346,0.950248756,0.535014006,-0.63816587,0,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Dendritic Cell,Other Cells
+3456,30389.35983,917.5020921,538.8075314,1082.623431,13684.45188,489.7991632,323.0543933,1303.543933,6833.92887,416.3472803,581.4853556,1727.422594,8965.062762,977.5188285,6173.09205,1912.887029,3350.322176,1090.790795,244.6066946,2267.16318,7084.824268,315.8619247,3642.58159,521.4518828,8240.138075,350.334728,106.2635983,1486.179916,6357.899582,1546.288703,514.1046025,2813.707113,5436.769874,500.9916318,211.9748954,905.3263598,2981.610879,763.5439331,345.1338912,1266.694561,2285.154812,1248.32636,139.3640167,986.4769874,2057.09205,1016.715481,115.1422594,3056.32636,217.8535565,735.9874477,239,23.0835976,13.46771233,0.812161905,0.929961089,0.692753623,-1.377562006,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,Dendritic Cell,Other Cells
+3457,31216.47431,940.4664032,549.5098814,1098.964427,29257.71542,753.1462451,852.5059289,1616.992095,15880.24901,592.4743083,1247.628458,1802.3083,20291.67194,1364.284585,4457.466403,4420.513834,7225.521739,1404.897233,348.2332016,2478.6917,15679.63241,487.1422925,629.2173913,984.0,18704.58893,1096.513834,134.3636364,2594.865613,14488.16996,1718.956522,749.9130435,2829.644269,12784.78656,641.8616601,317.2055336,1836.521739,9249.296443,1748.351779,458.9604743,1321.162055,7086.656126,798.4387352,179.0079051,3598.063241,6278.624506,1452.071146,578.4387352,3342.059289,386.4980237,738.1106719,253,21.00186171,15.76427388,0.660741914,0.910071942,0.708683473,-0.325645596,1,0,1,1,0,0,0,0,1,1,0,0,0,1,0,1,0,0,1,0,1,0,0,0,Cytotoxic T Cell,T Cells
+3458,37527.55882,907.4926471,497.3308824,1117.191176,33501.50735,748.9705882,758.8823529,1590.595588,19447.09559,582.6764706,857.25,1774.345588,24991.0,1383.698529,2629.477941,3372.147059,8671.735294,1458.007353,345.5441176,2352.132353,18647.04412,447.5882353,933.1176471,778.9632353,22365.64706,716.4558824,134.2426471,1794.25,17599.84559,1719.911765,946.8088235,2842.625,15510.38235,680.375,317.3308824,1848.838235,11224.60294,1327.852941,462.0808824,1332.220588,8528.985294,840.5073529,180.5220588,2258.455882,7825.125,1541.058824,2188.235294,3266.441176,399.7058824,735.625,136,15.79351667,11.0395618,0.71512825,0.957746479,0.772727273,-0.198878332,1,0,1,1,1,0,0,0,1,1,0,0,0,1,0,1,0,0,1,0,1,1,1,0,Cytotoxic T Cell,T Cells
+3459,35414.09565,903.2695652,599.0173913,1102.356522,31620.74783,719.6434783,849.6173913,1635.208696,18243.38261,545.6869565,1021.547826,1758.173913,24174.11304,1344.086957,1911.843478,2497.286957,7981.269565,1594.626087,423.9217391,2426.608696,17704.93043,446.5913043,129.7043478,1122.0,22534.18261,505.3565217,135.2956522,1389.73913,16936.9913,1715.13913,562.5043478,2801.356522,14809.81739,797.6782609,282.4434783,1526.678261,11035.03478,1491.330435,434.3652174,1302.817391,8050.8,628.4,161.1391304,2068.182609,7392.0,1424.2,328.0782609,3268.286957,727.2782609,734.1913043,115,13.89842237,10.6191315,0.645153464,0.974576271,0.680473373,-0.729303495,1,0,1,1,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,1,0,0,0,T Cell,T Cells
+3460,23990.60145,1081.985507,698.0652174,1082.210145,20644.62319,700.8695652,811.5797101,1497.297101,12006.60145,563.6811594,1151.166667,1771.297101,16198.86957,1233.463768,2141.413043,1843.855072,5704.0,1242.630435,294.4275362,2365.615942,11872.65217,377.4057971,147.4782609,961.1231884,14549.63768,427.9782609,390.7028986,1324.855072,10887.74638,1787.804348,475.8478261,2794.992754,9583.427536,648.384058,249.0434783,1187.246377,7171.144928,935.9347826,377.3115942,1315.210145,5230.978261,582.615942,151.8695652,1439.514493,4877.23913,1227.652174,174.4565217,3426.268116,778.615942,735.1811594,138,14.65324876,12.0442459,0.569558856,0.951724138,0.707692308,-0.198959902,1,0,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,T Cell,T Cells
+3461,25558.77922,894.0909091,1035.194805,1184.077922,24086.84416,730.7012987,967.5974026,1772.038961,12858.75325,529.2467532,1750.584416,1968.623377,18066.38961,1277.831169,2225.584416,3187.272727,6510.285714,1298.12987,316.2727273,2839.896104,13261.28571,444.7792208,167.3506494,1145.519481,16496.54545,549.2467532,246.9480519,1431.649351,12391.63636,1910.298701,509.6103896,2792.961039,10719.25974,973.6883117,285.2987013,2050.597403,8115.454545,1199.532468,433.9350649,1355.025974,5867.597403,638.7142857,163.5324675,3056.558442,5412.974026,1359.103896,511.2337662,3313.285714,839.4545455,733.6753247,77,11.00237518,10.22764298,0.368607813,0.819148936,0.493589744,0.837338531,1,0,1,1,0,0,1,0,0,1,1,0,1,0,0,1,0,1,0,0,1,0,0,0,Regulatory T Cell,T Cells
+3462,36483.43128,870.2227488,497.0947867,1116.023697,21294.82938,601.521327,474.4028436,1551.132701,10402.66351,447.2654028,1549.018957,1765.341232,14982.49289,1089.251185,6361.696682,3174.630332,5627.327014,1171.824645,287.8436019,2683.507109,10911.61611,364.4123223,870.92891,1346.156398,13820.38863,423.0331754,117.478673,2538.265403,10400.9763,2153.094787,428.0331754,2800.781991,8381.962085,799.7725118,238.2274882,1042.218009,5826.943128,1261.123223,363.8104265,1289.578199,3304.161137,754.943128,146.4691943,2967.459716,3296.791469,1085.464455,471.3649289,3129.748815,1030.691943,736.0616114,211,17.55615827,15.63212476,0.455165379,0.959090909,0.732638889,-1.14818044,0,0,1,1,0,0,1,0,1,0,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
+3463,45951.76309,1030.084788,587.2394015,1133.281796,39134.91521,766.9600998,641.3715711,1815.157107,21586.85536,600.8354115,843.0648379,1777.476309,26684.38903,1381.541147,7980.314214,5059.441397,9812.713217,1453.458853,354.40399,2378.571072,21224.57107,439.6558603,466.319202,508.8778055,25375.66584,631.4314214,143.2743142,5010.107232,19490.09227,1814.568579,523.6508728,2824.446384,17152.06983,640.9750623,332.9875312,1606.269327,10987.17207,1272.773067,465.6758105,1316.9202,8339.072319,910.6658354,184.563591,4865.062344,7268.740648,1445.299252,168.6608479,3362.089776,279.8179551,741.5910224,401,29.56277326,17.86966053,0.79663173,0.899103139,0.59672619,1.172615818,1,0,1,1,0,0,0,0,1,1,0,0,0,0,0,1,0,0,1,1,1,0,0,1,Cytotoxic T Cell,T Cells
+3464,31494.60638,1052.648936,606.4468085,1100.702128,28265.48936,762.5957447,794.3510638,1658.37234,16346.7234,615.6595745,800.9680851,1812.648936,20721.61702,1347.914894,6013.457447,2496.946809,7096.276596,1395.734043,332.9361702,2355.180851,15692.39362,454.4787234,729.3085106,474.4042553,18510.67021,455.5319149,142.1489362,3284.478723,14946.35106,1731.031915,564.2340426,2821.989362,13166.34043,656.5851064,301.1276596,1294.93617,8890.904255,930.6382979,453.9361702,1323.925532,6727.882979,747.4468085,175.1595745,2598.840426,6237.574468,1362.393617,353.7021277,3478.276596,335.9042553,735.9361702,94,13.02311426,9.61688654,0.674310943,0.94,0.671428571,0.435963611,1,0,1,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,T Cell,T Cells
+3465,32248.375,986.7241379,718.9094828,1128.573276,28691.71552,780.6939655,1027.689655,1673.198276,16062.06466,589.1034483,1400.362069,1859.25,20504.06897,1358.922414,7584.293103,4656.849138,7117.073276,1454.767241,347.1163793,2438.017241,15541.37931,448.262931,855.0905172,1217.413793,18544.18534,520.8491379,169.512931,3424.676724,13739.10345,2074.030172,699.0560345,2822.025862,12255.48276,731.4741379,301.7413793,1839.956897,9100.284483,1534.443966,453.7155172,1348.650862,6965.331897,844.6465517,172.8017241,4012.094828,6237.073276,1427.340517,355.362069,3338.176724,501.6422414,737.8362069,232,19.09923478,16.20081041,0.529605699,0.902723735,0.610526316,-0.506819777,1,0,1,1,0,0,0,0,1,1,1,0,1,1,0,1,0,1,1,0,1,0,0,0,Regulatory T Cell,T Cells
+3466,29432.78814,932.8305085,608.1440678,1093.067797,25852.23729,708.0508475,592.7542373,1516.516949,14406.54237,554.9915254,665.1186441,1748.474576,18661.33898,1274.720339,2864.432203,3082.805085,6733.872881,1341.008475,309.5169492,2422.635593,14361.86441,422.8050847,908.3983051,534.7966102,17146.22881,435.8220339,127.9745763,1922.59322,12622.70339,1589.881356,1359.686441,2793.144068,11371.68644,675.6694915,281.8559322,1796.491525,8435.194915,979.559322,428.5169492,1368.90678,6631.305085,810.9491525,173.6779661,7020.169492,5802.627119,1323.313559,371.6186441,3405.584746,527.3050847,735.5338983,118,13.37038558,11.42090369,0.519954363,0.967213115,0.648351648,-0.838315139,1,0,0,1,0,0,0,0,1,0,0,0,0,1,0,0,0,1,1,0,1,0,0,1,NK Cell,Other Cells
+3467,27977.5125,1056.725,588.55,1066.075,25730.875,609.2625,930.9875,1469.825,13893.8125,470.0125,2106.375,1822.15,19756.7125,1177.325,5305.5375,3730.3375,6833.675,1293.9375,294.0625,3271.25,14944.275,714.5125,134.3125,1551.0125,18429.325,445.95,151.9625,1320.5375,13394.5875,2443.2125,661.725,2810.1875,11806.4875,799.7875,260.3125,1356.6625,9097.8,1722.4875,386.5625,1283.15,6961.075,604.5625,151.5625,2736.4125,6292.4125,1267.45,256.9875,4425.4875,639.5375,733.7625,80,10.96741784,9.538906954,0.493493349,0.930232558,0.661157025,-1.158358743,0,0,1,1,0,0,1,0,0,0,0,0,1,1,0,1,0,0,0,0,1,0,0,1,Helper T Cell,T Cells
+3468,34162.20134,940.0469799,539.2348993,1092.42953,30083.07383,738.9395973,669.8255034,1619.228188,17305.08054,569.9932886,817.1342282,1744.134228,23588.26846,1343.362416,4300.228188,3946.463087,7972.389262,1545.228188,400.5234899,2384.328859,18076.61745,479.2550336,162.2684564,890.0805369,22183.75839,469.3758389,181.295302,3166.805369,16653.7651,2001.503356,582.7315436,2782.362416,14492.03356,638.3624161,282.0268456,1803.919463,10963.00671,1240.697987,415.5503356,1310.818792,8038.946309,685.4697987,169.0067114,3226.704698,7503.463087,1387.389262,256.5704698,3335.536913,686.7516779,737.4496644,149,16.13665098,12.53735862,0.629563251,0.861271676,0.62605042,0.102300909,1,0,1,1,1,1,0,0,0,0,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+3469,19401.90741,886.5802469,911.8641975,1154.246914,17916.07407,713.3395062,819.4074074,1700.17284,9696.419753,527.4012346,970.0864198,1833.117284,13680.20988,1298.506173,1600.12963,1970.67284,4845.611111,1344.314815,322.3641975,2443.67284,9917.030864,467.2098765,179.7839506,963.462963,12186.74691,572.1975309,135.3518519,952.8024691,9173.450617,1698.493827,458.5123457,2818.882716,7987.604938,1237.444444,274.1481481,1850.191358,6069.253086,1150.074074,433.5185185,1331.962963,4403.635802,627.845679,167.8518519,2275.574074,4106.265432,1368.82716,295.5,3238.030864,828.7839506,736.308642,162,15.86299186,13.59087112,0.515705464,0.870967742,0.675,0.569861402,1,0,1,0,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+3470,25666.39259,829.9925926,599.2592593,1080.874074,23575.51852,673.2814815,775.037037,1611.377778,13388.38519,535.162963,695.2592593,1831.296296,16844.52593,1227.42963,6068.844444,3795.362963,6287.325926,1528.644444,317.2,2378.703704,13312.85926,407.5703704,3152.266667,638.6,15711.6,447.4444444,141.5555556,2561.82963,12258.59259,1899.888889,898.7037037,2867.703704,10867.5037,731.8444444,285.6222222,1526.325926,7565.422222,1067.037037,438.6296296,1330.644444,5731.207407,1236.118519,176.0666667,3170.496296,5196.77037,1347.066667,442.8296296,3300.422222,325.7777778,738.037037,135,16.66465968,10.42482836,0.780172027,0.944055944,0.767045455,-0.223995974,1,0,0,1,1,0,0,0,1,0,0,0,1,1,0,0,0,0,1,0,1,0,0,0,Macrophage,Other Cells
+3471,40163.11628,1122.209302,589.9302326,1112.604651,36010.27907,835.1162791,864.8372093,1615.651163,20952.53488,664.1395349,803.627907,1754.162791,26444.90698,1458.906977,4899.790698,3347.976744,8854.837209,1446.418605,351.5116279,2368.023256,20902.83721,465.6744186,390.7674419,756.744186,25176.5814,458.5581395,161.5116279,4056.023256,19605.0,1856.976744,636.627907,2836.488372,17296.90698,668.0930233,324.9069767,1560.0,11905.06977,998.3023256,458.5813953,1315.116279,9267.162791,714.1860465,187.1162791,2495.534884,8650.0,1438.953488,648.0465116,3436.883721,363.8372093,733.5348837,43,8.245848955,6.787791979,0.567785057,0.977272727,0.671875,-0.727235857,1,1,1,1,0,0,0,0,1,0,1,0,1,0,0,0,0,0,0,1,1,0,1,1,Regulatory T Cell,T Cells
+3472,39356.82051,1057.435897,654.474359,1138.038462,33890.44872,756.0769231,811.8076923,1668.269231,19874.61538,582.0512821,711.6666667,1777.705128,26166.76923,1371.538462,5375.615385,3548.538462,9012.794872,1575.858974,327.0384615,2389.230769,19162.52564,481.6282051,430.6923077,538.6538462,23704.30769,830.1025641,133.4871795,3880.987179,18042.05128,1558.115385,879.8205128,2826.371795,15876.69231,716.474359,308.3717949,1996.474359,11573.62821,1099.448718,458.1410256,1326.910256,8628.346154,730.5897436,178.0769231,3788.910256,7931.910256,1438.589744,392.9230769,3386.371795,552.1025641,735.974359,78,14.2060604,7.321117526,0.856978771,0.951219512,0.5,-0.830599592,1,0,0,1,1,0,0,0,1,1,0,0,0,1,0,0,0,0,0,0,1,0,0,1,NK Cell,Other Cells
+3473,23926.09565,961.1652174,607.0869565,1074.452174,20837.91304,711.4521739,537.7826087,1538.278261,12320.89565,754.6956522,480.0434783,1739.521739,16601.31304,1313.721739,6668.791304,3081.165217,5680.278261,1527.547826,396.5913043,2344.747826,12322.6087,699.226087,619.0434783,596.2956522,15387.61739,508.7826087,118.3217391,2366.304348,11640.94783,1912.826087,639.8608696,2780.052174,10183.4,868.0608696,264.1391304,1604.043478,7767.33913,984.4869565,392.8782609,1334.669565,5688.913043,737.3913043,158.0869565,3806.234783,5314.330435,1307.756522,174.9565217,3326.095652,748.2956522,735.0347826,115,13.25383069,11.27196442,0.526026112,0.950413223,0.737179487,1.270153879,1,1,0,1,1,0,0,0,1,0,0,0,1,0,0,0,0,0,0,0,1,0,0,0,Macrophage,Other Cells
+3474,40584.66837,879.0714286,501.0918367,1089.265306,35010.97959,716.8061224,725.1632653,1694.020408,19756.97449,528.6122449,2650.362245,1853.882653,26457.60204,1266.392857,3767.97449,4040.469388,9723.897959,1331.454082,324.7602041,2482.341837,19586.55102,432.3367347,150.9132653,1763.117347,24274.94898,996.4132653,278.0612245,2151.658163,18918.2602,2186.015306,478.2040816,2809.142857,16312.63265,664.5765306,287.1377551,1302.352041,11567.81122,1804.653061,431.2908163,1303.489796,7657.454082,630.1938776,163.9438776,2798.678571,7241.30102,1312.341837,437.9591837,3281.989796,914.9489796,739.6785714,196,19.33469797,13.40976073,0.720399483,0.907407407,0.653333333,0.157778594,1,0,1,1,0,0,0,0,0,1,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+3475,30880.73913,791.2,481.9478261,1067.182609,27111.47826,660.5652174,695.6608696,1626.46087,14925.66957,493.826087,2258.53913,1855.2,20189.21739,1167.495652,4016.086957,3835.478261,7602.808696,1248.217391,311.0956522,2726.730435,15037.05217,410.7826087,255.1652174,2452.234783,18251.17391,815.5565217,121.7391304,2441.6,14321.29565,2201.556522,523.4956522,2832.417391,12126.82609,838.2521739,264.0521739,1224.852174,8685.556522,1453.4,401.8347826,1309.652174,5390.365217,626.6956522,165.4,4361.704348,5255.93913,1228.46087,863.5826087,3101.713043,959.1391304,736.0173913,115,13.05941808,11.27627753,0.504418312,0.966386555,0.680473373,-1.456698941,1,0,1,1,0,0,1,0,0,1,0,0,1,0,0,1,0,0,0,0,1,0,1,0,Helper T Cell,T Cells
+3476,35111.8617,865.5904255,551.7978723,1072.840426,30825.81915,689.212766,672.6276596,1615.808511,16742.1117,511.6808511,1718.37234,1744.12766,22628.30851,1228.180851,5445.941489,3670.574468,8648.452128,1269.531915,314.5159574,2409.962766,16927.6117,416.0478723,259.4042553,1665.638298,21180.02128,460.9042553,168.7819149,2252.765957,16646.20745,2038.590426,569.0744681,2822.835106,13982.94681,596.7340426,275.7978723,1101.856383,9871.074468,1513.468085,406.9255319,1306.654255,6071.547872,631.3457447,166.4734043,3516.712766,5913.058511,1241.324468,343.8297872,3225.68617,974.037234,738.7393617,188,18.81099263,12.83343413,0.731137098,0.94,0.652777778,0.745878417,1,0,1,1,0,0,0,0,0,0,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+3477,33065.30337,918.8988764,610.741573,1119.505618,26669.13483,688.9550562,611.7865169,1572.269663,14836.88764,543.9325843,908.505618,1789.449438,18513.26966,1243.022472,7945.977528,5225.94382,7005.651685,1331.078652,311.4719101,2489.449438,14865.50562,410.7078652,926.6292135,652.8426966,17708.7191,399.988764,132.3033708,5837.157303,13456.19101,1860.696629,766.9775281,2811.685393,12059.62921,600.7752809,293.3483146,1650.078652,8586.0,1011.752809,438.752809,1332.382022,6613.438202,831.6966292,167.8988764,4960.044944,5985.078652,1337.078652,226.3146067,3358.898876,347.3820225,736.3033708,89,12.05740304,10.25638603,0.525765144,0.87254902,0.622377622,-1.28580105,1,0,1,1,0,0,0,0,1,0,0,1,1,1,0,0,0,0,1,0,1,0,0,1,Helper T Cell,T Cells
+3478,18601.83582,1297.746269,585.7761194,1060.507463,19556.8209,840.6716418,1007.432836,1457.507463,8928.58209,654.9552239,1389.761194,1764.19403,10868.47761,1319.119403,2923.41791,2365.447761,3729.164179,1271.731343,288.4925373,2372.970149,9394.134328,383.7014925,404.8208955,1152.522388,10217.98507,430.8955224,357.9104478,1734.104478,7017.402985,1856.597015,550.3731343,2814.731343,6520.61194,561.4029851,253.5373134,1317.402985,4560.19403,914.880597,390.5074627,1321.358209,3978.074627,695.5970149,156.6268657,2055.41791,3106.791045,1173.38806,203.4776119,3492.895522,463.6865672,734.761194,67,12.66191359,9.000696907,0.703345586,0.72826087,0.435064935,-1.32966669,1,1,1,1,0,0,0,0,1,0,1,0,1,0,0,0,0,0,0,0,1,0,0,1,Regulatory T Cell,T Cells
+3479,38865.38971,1020.941176,575.7573529,1126.080882,34632.47059,777.8602941,756.1544118,1631.419118,19584.47794,609.3088235,1155.397059,1786.808824,25486.15441,1411.786765,4061.705882,4013.661765,8788.066176,1457.852941,346.0294118,2400.095588,19130.80882,498.8970588,634.9852941,754.1764706,23322.69853,1412.095588,131.7867647,2401.683824,17607.22059,1585.433824,777.9926471,2809.007353,15711.11029,891.9411765,315.9338235,1853.397059,11454.22794,1310.669118,460.125,1341.507353,8777.816176,779.6617647,179.4044118,3190.433824,7611.198529,1418.639706,840.9926471,3392.955882,539.2426471,738.4705882,136,18.79590054,9.809629391,0.853005085,0.925170068,0.53968254,-0.969168099,1,0,1,1,1,0,0,0,1,1,0,0,0,1,0,1,0,1,1,0,1,0,1,1,Cytotoxic T Cell,T Cells
+3480,31193.56311,833.7572816,693.0873786,1103.941748,28118.30097,669.9417476,920.7184466,1598.330097,15345.51456,539.0097087,814.3980583,1760.951456,20667.51456,1238.194175,3855.087379,2514.291262,7272.961165,1380.262136,330.5145631,2481.135922,15946.43689,1030.76699,337.0582524,655.5728155,19642.95146,990.8543689,112.038835,1327.135922,14190.42718,1530.805825,619.7961165,2782.708738,12468.62136,750.223301,269.6699029,1319.932039,9430.893204,1143.524272,402.2621359,1314.601942,7092.796117,670.1553398,156.631068,2703.718447,6424.048544,1296.932039,154.7961165,3347.106796,652.7087379,737.0970874,103,13.79595338,9.598160348,0.718310296,0.962616822,0.66025641,-0.782418809,1,0,1,1,0,0,0,1,1,1,0,0,0,0,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+3481,31436.67692,956.8846154,541.9076923,1076.115385,27421.47692,698.8615385,579.0692308,1531.130769,15555.16923,542.5461538,821.8615385,1756.1,20695.92308,1319.284615,4129.915385,3685.884615,6887.369231,1487.146154,391.9461538,2404.815385,15660.30769,552.2076923,139.1,882.8769231,19242.89231,457.9461538,116.9384615,4104.415385,14396.2,1640.315385,687.6923077,2792.153846,12565.96923,612.7153846,270.0846154,1867.861538,9211.884615,1236.969231,395.4,1311.438462,6829.869231,625.3307692,155.4230769,2792.123077,6254.446154,1318.138462,590.8846154,3265.523077,697.8461538,737.2923077,130,15.33323999,11.35475971,0.672020751,0.909090909,0.666666667,-0.353454313,1,0,1,1,1,0,0,0,0,0,0,0,0,1,0,1,0,0,0,0,1,0,0,0,T Cell,T Cells
+3482,23342.80909,779.5,478.5090909,1053.427273,20977.31818,633.5818182,668.4,1474.336364,11934.9,542.4636364,1088.854545,1702.645455,16071.28182,1176.909091,3242.572727,3348.518182,5759.118182,1265.227273,306.7181818,2435.681818,11564.12727,429.6454545,546.0272727,523.2363636,14422.22727,503.5181818,119.9090909,1315.990909,11028.55455,1495.281818,584.7727273,2780.409091,9492.990909,759.1818182,258.4545455,1482.9,7032.918182,977.2090909,396.0,1314.563636,4796.509091,793.0090909,157.1545455,2890.081818,4553.309091,1256.981818,1068.181818,3161.836364,868.9363636,737.2818182,110,12.29258916,11.68030144,0.31166972,0.94017094,0.763888889,-1.213991517,1,0,1,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,1,0,1,0,T Cell,T Cells
+3483,44446.26957,1138.817391,579.7652174,1135.695652,39615.88696,854.973913,762.6782609,1846.869565,22334.73043,663.6347826,947.0,1849.191304,27029.49565,1459.982609,5166.269565,4345.226087,9919.226087,1500.608696,371.0695652,2415.113043,20977.10435,466.5304348,339.2869565,974.6434783,24502.54783,636.3826087,144.3565217,4131.756522,18930.22609,1867.226087,525.3652174,2821.817391,16755.66087,656.3304348,333.1565217,2036.321739,11256.38261,1363.965217,480.0434783,1342.626087,8248.069565,757.6695652,191.3565217,6287.973913,7243.878261,1455.678261,188.2956522,3438.565217,300.026087,737.4956522,115,12.81832945,11.53712816,0.435788136,0.950413223,0.798611111,-0.839395202,1,1,1,1,1,0,0,0,1,1,0,0,1,0,0,1,1,1,0,1,1,0,0,1,Helper T Cell,T Cells
+3484,23401.70476,860.6190476,537.8761905,1075.895238,20009.68571,682.0190476,969.7238095,1556.095238,11710.19048,537.9142857,1148.619048,1905.2,15232.06667,1259.238095,3516.847619,3212.371429,5336.952381,3087.819048,311.2666667,2387.428571,11715.47619,430.1333333,529.7333333,1211.371429,13839.51429,436.4095238,119.1428571,1641.180952,10667.58095,1835.552381,601.7428571,2810.92381,9424.419048,999.2285714,281.1619048,1613.409524,6955.552381,1213.857143,435.7809524,1333.295238,5299.028571,750.9619048,174.2952381,5857.990476,4856.266667,1339.980952,183.9714286,3243.809524,570.5428571,737.9904762,105,12.49931276,10.98410794,0.477232724,0.945945946,0.625,0.45059468,1,0,1,1,1,0,0,0,1,0,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
+3485,26306.24706,835.9764706,682.8470588,1127.458824,24044.8,670.2470588,699.9882353,1607.941176,13092.90588,502.1411765,1099.611765,1782.270588,17760.15294,1237.058824,2624.976471,2805.011765,6329.423529,1303.023529,303.2470588,2570.270588,13240.03529,413.2705882,126.9294118,464.3294118,16133.68235,441.4,115.6588235,1836.105882,12223.70588,1563.082353,510.5294118,2790.047059,10448.25882,655.4588235,267.0705882,1755.364706,7961.152941,916.1058824,412.2352941,1321.011765,5730.458824,605.2235294,159.5411765,2258.588235,5187.023529,1309.282353,173.0823529,3239.141176,814.3764706,737.3529412,85,12.14341295,9.16227859,0.656293085,0.923913043,0.594405594,1.341436171,1,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,T Cell,T Cells
+3486,43695.14634,931.5609756,508.0,1134.682927,38992.09756,737.4634146,627.6829268,1617.414634,22993.4878,578.5121951,534.9268293,1738.219512,27994.7561,1378.414634,6171.170732,3066.658537,10329.19512,1467.439024,358.8536585,2344.02439,22209.7561,453.1219512,411.5365854,470.9512195,26746.29268,425.804878,138.2926829,3197.682927,20647.4878,1694.780488,679.6341463,2830.731707,18361.36585,664.1707317,333.2682927,1580.804878,13008.65854,972.195122,480.4390244,1304.878049,9723.121951,730.3902439,182.3414634,2085.292683,9063.146341,1495.902439,812.0487805,3310.097561,356.6829268,736.2195122,41,8.024342213,6.578691096,0.572590112,0.931818182,0.732142857,-0.192262555,1,0,0,1,1,0,0,0,1,0,0,0,0,1,0,0,1,0,0,1,1,1,1,0,Macrophage,Other Cells
+3487,27123.74194,841.6451613,582.5483871,1064.137097,24833.54032,719.8548387,804.4516129,1530.427419,13625.52419,537.8306452,1479.233871,1790.137097,17923.08871,1245.362903,4226.491935,3432.056452,6346.612903,1360.5,314.1129032,2490.572581,13732.3871,409.9758065,658.9193548,1069.548387,16512.10484,441.9758065,523.2580645,1431.620968,12193.98387,2064.354839,921.5967742,2811.233871,10869.08871,676.516129,270.8306452,1527.677419,8133.870968,1365.016129,426.5403226,1369.451613,6370.733871,805.7016129,171.6048387,5686.274194,5665.258065,1355.806452,918.0403226,3279.169355,514.1370968,740.6129032,124,14.7585535,11.29100826,0.643972741,0.911764706,0.59047619,-0.489302477,1,0,1,1,0,0,0,0,1,0,1,0,1,1,0,1,0,1,1,0,1,0,1,0,Regulatory T Cell,T Cells
+3488,27788.51429,848.6428571,520.9857143,1079.15,24780.98571,742.3785714,776.7071429,1673.85,13779.28571,516.0714286,1505.314286,1830.878571,18644.95714,1252.014286,4877.521429,2483.1,6800.0,1316.085714,326.9857143,2374.871429,13516.87143,2973.992857,225.6142857,1621.835714,16645.57143,501.7571429,819.3214286,1860.185714,12626.4,2292.064286,646.4857143,2785.914286,11100.75714,652.9857143,283.4785714,1352.778571,7979.764286,1175.657143,423.55,1304.228571,5478.971429,650.8285714,165.0928571,4545.557143,5083.171429,1325.571429,321.0857143,3231.264286,882.0357143,738.9,140,14.7643422,12.76623078,0.502346492,0.933333333,0.666666667,1.261650576,1,0,1,1,0,0,0,1,0,0,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+3489,48002.23256,1063.139535,606.372093,1158.813953,42054.76744,836.1860465,859.9534884,1716.790698,24931.2093,649.9302326,1123.813953,1834.790698,31601.65116,1502.116279,2933.27907,4011.883721,10984.69767,1563.27907,372.4883721,2386.767442,23900.25581,493.6511628,308.1860465,790.4651163,28777.37209,496.5581395,153.4418605,4106.44186,22571.44186,1932.372093,867.3488372,2814.813953,20130.13953,681.2790698,349.372093,1719.186047,14408.37209,1204.604651,509.0,1334.767442,10849.09302,755.9534884,184.8837209,2812.302326,9965.093023,1578.116279,168.5581395,3450.139535,456.627907,738.5116279,43,8.771586308,6.398037362,0.684082308,0.977272727,0.614285714,-0.018750224,1,1,1,1,1,0,0,0,1,0,0,0,1,1,0,1,1,0,0,1,1,1,0,1,Helper T Cell,T Cells
+3490,27841.85057,852.3218391,536.1149425,1080.137931,25048.96552,697.1724138,552.4827586,1632.597701,12762.82759,503.7701149,984.954023,1763.712644,18180.41379,1250.574713,3300.045977,2454.241379,6717.896552,1257.344828,321.0114943,2361.183908,13384.25287,421.0229885,358.2988506,908.137931,16780.71264,534.3448276,146.9770115,2354.114943,12686.57471,1672.413793,495.6436782,2823.689655,11074.89655,903.4482759,278.7471264,1312.850575,8018.471264,985.5402299,415.2758621,1320.137931,5539.091954,668.6666667,169.4942529,3019.114943,5077.08046,1320.195402,1508.735632,3135.712644,903.2758621,739.137931,87,11.46043439,11.22848942,0.200169705,0.820754717,0.659090909,1.403823791,1,0,1,1,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells
+3491,32108.61842,986.0986842,556.5065789,1099.282895,22343.51974,665.6644737,747.2236842,1606.355263,11093.53947,500.1973684,1902.875,1796.907895,15725.24342,1163.730263,6394.381579,3484.217105,5922.677632,1186.796053,291.4144737,2826.125,11444.0,378.2565789,230.3157895,1721.092105,14142.20395,425.2697368,124.4013158,1409.375,11008.0,2546.328947,452.1776316,2791.157895,9052.085526,604.4473684,244.8421053,973.8026316,6429.348684,1422.901316,379.7236842,1289.434211,3835.736842,576.1710526,149.5328947,2600.585526,3684.875,1120.552632,844.6447368,3304.618421,1005.427632,741.4605263,152,14.7779841,13.1880064,0.451227359,0.955974843,0.678571429,0.161562323,1,0,1,1,0,0,1,0,0,0,0,0,1,0,0,1,0,0,0,0,1,0,1,0,Helper T Cell,T Cells
+3492,40976.0495,1050.366337,578.8910891,1127.425743,37269.67327,835.1386139,791.3564356,1765.663366,21114.79208,638.2376238,1405.930693,1822.752475,25964.90099,1441.029703,6511.910891,3892.425743,8895.683168,1435.445545,356.5049505,2393.623762,19188.53465,467.7920792,381.1485149,998.1881188,22361.44554,476.9108911,405.8316832,3847.039604,17560.30693,2003.029703,572.2079208,2844.891089,15618.91089,662.7326733,316.7524752,1798.376238,10666.9505,1242.227723,456.4356436,1323.871287,8094.831683,713.4752475,179.3267327,3314.80198,6923.257426,1429.722772,608.8613861,3506.277228,367.4158416,742.009901,101,12.4920004,10.59391688,0.529906488,0.901785714,0.601190476,0.016575832,1,1,1,1,0,0,0,0,1,0,1,0,1,0,0,1,0,0,0,0,1,0,1,1,Regulatory T Cell,T Cells
+3493,30997.86873,953.8223938,596.2548263,1181.57529,28921.85714,780.9150579,726.4054054,1745.359073,16161.23552,575.8648649,714.8223938,1780.239382,20057.36293,1378.11583,3927.177606,3398.733591,7317.706564,1895.934363,349.2084942,2439.046332,15884.46718,667.8146718,1471.706564,622.5598456,19041.97683,499.2934363,136.3552124,3235.57529,14494.06564,1710.552124,611.8648649,2890.72973,12890.51737,962.7413127,317.1389961,1878.208494,9489.745174,966.6795367,471.3243243,1384.092664,7205.795367,1092.46332,185.3050193,4715.725869,6285.440154,1507.706564,1346.72973,3291.888031,437.5250965,742.7876448,259,21.70385382,15.53507482,0.698331028,0.938405797,0.685185185,-1.105490753,1,0,0,1,1,0,0,0,1,0,0,0,0,0,0,0,1,1,1,1,1,1,1,0,Macrophage,Other Cells
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+3495,35691.47651,928.6644295,528.0,1094.020134,32673.88591,752.3489933,673.704698,1580.268456,17771.63087,570.8187919,836.0805369,1727.275168,23125.44295,1376.832215,2053.57047,2737.087248,8601.785235,1553.060403,351.409396,2394.442953,18272.4094,440.9261745,666.557047,678.0805369,21970.63087,552.6711409,138.590604,1475.409396,16203.26174,1654.120805,578.1073826,2837.281879,14471.66443,754.2080537,315.8993289,1575.436242,10805.24832,1182.409396,461.5167785,1341.181208,8482.288591,812.0134228,181.147651,2459.342282,7390.120805,1481.758389,1262.295302,3198.040268,481.3489933,741.9530201,149,15.01465377,12.92254715,0.509176124,0.93125,0.665178571,-0.550072707,1,0,1,1,1,0,0,0,1,1,0,0,0,0,0,1,0,1,1,1,1,1,1,0,Cytotoxic T Cell,T Cells
+3496,24652.33628,942.3761062,609.9513274,1105.331858,21467.72124,689.6460177,551.0840708,1599.986726,12191.28319,548.1371681,912.0044248,1831.265487,15984.13274,1248.707965,3607.685841,2553.530973,5705.659292,1935.278761,311.039823,2426.827434,12011.72566,429.5221239,1386.40708,692.1415929,14642.97345,473.0619469,131.5929204,1864.482301,11051.51327,1763.115044,715.039823,2837.911504,9730.668142,780.6769912,276.4247788,1703.053097,7184.831858,1167.982301,420.5,1358.982301,5407.442478,1000.106195,169.6681416,6092.743363,4952.283186,1313.504425,215.4557522,3300.442478,559.0309735,744.3982301,226,18.73412568,16.67922673,0.455349984,0.872586873,0.538095238,-0.862867826,1,0,1,1,1,0,0,0,1,0,0,0,0,1,0,1,0,1,1,0,1,0,0,0,T Cell,T Cells
+3497,15917.44898,925.244898,1417.408163,1158.77551,15891.02041,720.0816327,994.8163265,1725.877551,7626.0,542.4489796,2205.44898,1864.326531,11591.42857,1277.714286,3011.387755,4411.408163,4247.877551,1346.55102,285.2244898,3109.081633,8625.77551,528.7142857,274.4897959,1215.469388,9973.897959,1309.306122,127.877551,1739.0,7479.122449,2290.510204,544.3469388,2797.591837,6823.591837,808.0408163,258.0204082,1760.163265,5104.142857,1589.387755,402.4897959,1372.897959,4209.653061,656.755102,148.5306122,4129.285714,3649.204082,1308.612245,463.8571429,3449.102041,628.3877551,740.8979592,49,13.95366464,4.636646608,0.943177686,0.844827586,0.408333333,-0.589186412,1,0,1,1,0,0,1,0,0,1,0,0,1,0,0,1,0,1,0,0,1,0,0,1,Helper T Cell,T Cells
+3498,39066.5625,881.03125,641.015625,1105.65625,33189.01563,714.984375,888.984375,1637.109375,20054.01563,561.015625,1421.953125,1747.40625,25733.90625,1312.09375,2878.609375,2940.828125,8954.203125,1403.265625,340.125,2659.109375,19350.125,421.109375,166.765625,563.921875,23235.20313,596.0,129.5625,1581.78125,18047.875,1855.421875,550.40625,2776.0,15913.53125,677.859375,282.59375,1581.390625,11831.89063,1261.9375,433.859375,1311.078125,8425.734375,635.59375,162.546875,2725.453125,7854.109375,1395.625,241.609375,3269.34375,768.046875,738.703125,64,11.74691077,7.145962142,0.793686556,0.927536232,0.592592593,0.963884105,1,0,1,1,0,0,0,0,0,1,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
+3499,31037.32065,824.4456522,587.548913,1089.119565,27995.41848,671.6195652,588.0869565,1587.434783,15406.86957,517.4293478,715.5380435,1767.847826,20431.41304,1242.027174,3789.826087,2823.608696,7234.217391,1407.032609,344.4565217,2386.809783,15700.33152,7243.483696,423.2119565,653.2445652,19380.79348,504.2554348,131.8586957,1997.695652,14262.04891,1783.728261,666.8423913,2819.766304,12487.76087,737.6413043,267.1141304,1409.494565,9245.581522,1286.146739,384.2826087,1293.603261,6973.875,725.9565217,151.2608696,3029.673913,6322.054348,1281.630435,167.9130435,3239.88587,660.9728261,744.0054348,184,20.07199669,12.52712051,0.781337019,0.855813953,0.605263158,-0.795274997,1,0,0,1,0,0,0,1,1,0,0,0,0,1,0,1,0,0,0,0,1,0,0,0,Dendritic Cell,Other Cells
+3500,36857.15464,849.2371134,618.6597938,1083.041237,32349.24742,690.5876289,537.3814433,1536.319588,19433.62887,655.8247423,917.2164948,1726.773196,25241.04124,1307.123711,2190.216495,3570.154639,8240.731959,1622.886598,433.6597938,2356.103093,18670.20619,429.556701,456.8247423,1123.247423,23647.59794,559.5670103,146.9793814,1635.938144,17950.24742,1654.618557,572.9175258,2785.556701,15621.70103,741.8247423,286.0824742,1465.793814,11670.25773,1313.175258,422.0309278,1327.989691,8496.927835,725.5773196,160.185567,2653.628866,7922.649485,1382.71134,274.9072165,3170.876289,734.5154639,741.2783505,97,13.53322674,9.553972306,0.708247614,0.923809524,0.621794872,-1.037160361,1,1,1,1,1,1,0,0,1,1,0,0,0,0,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+3501,26877.72832,851.4566474,668.6184971,1103.271676,23054.95954,690.3641618,796.9884393,1594.16763,13450.24277,518.583815,1295.028902,1782.179191,17388.71098,1246.364162,2745.549133,2290.549133,6080.508671,1404.728324,352.9248555,2442.508671,13233.56069,464.2427746,108.4797688,1132.132948,15988.98266,877.9768786,265.5433526,1759.936416,12179.80925,1565.213873,556.6300578,2801.219653,10700.11561,667.0404624,273.9306358,1820.028902,7905.901734,966.4797688,406.3526012,1312.65896,5803.976879,593.6820809,159.3699422,4053.225434,5314.537572,1301.768786,190.3236994,3266.739884,763.3988439,744.9942197,173,23.22532035,9.85463752,0.905518973,0.887179487,0.480555556,0.888640309,1,0,1,1,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+3502,27502.40952,991.8095238,1181.095238,1277.114286,24778.64762,769.3142857,1156.542857,1960.161905,14260.87619,567.752381,689.6761905,1913.657143,18514.28571,1373.447619,921.0666667,1126.619048,6686.542857,1469.409524,341.7047619,2539.752381,13815.99048,499.952381,171.0571429,552.9047619,17235.06667,558.3047619,136.6,886.5809524,13329.64762,1602.104762,466.6380952,2824.914286,11467.37143,1167.447619,300.7047619,2050.87619,8567.771429,897.4,460.2095238,1359.352381,5879.085714,644.647619,171.4190476,1172.685714,5601.895238,1439.571429,148.6380952,3426.114286,844.5047619,741.847619,105,13.88935377,10.14793755,0.682776768,0.921052632,0.621301775,-0.674948754,1,0,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,1,0,0,0,0,0,1,NK Cell,Other Cells
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+3504,32847.20769,896.7461538,546.3923077,1112.661538,29798.26154,728.5769231,743.3538462,1639.561538,16483.85385,569.0461538,1171.584615,1758.338462,21919.14615,1327.853846,6441.238462,4277.7,7693.692308,1570.761538,395.0076923,2515.723077,16857.93846,530.2692308,223.9,897.4076923,20843.87692,647.2769231,121.7692308,2892.384615,15384.23077,2127.830769,616.2384615,2787.0,13618.69231,655.7615385,279.8461538,1611.930769,9959.707692,1782.261538,410.3461538,1293.838462,7412.138462,836.7538462,159.3769231,3189.130769,6811.592308,1386.4,278.6153846,3233.238462,671.8076923,745.7153846,130,19.93209248,9.044804813,0.89111324,0.82278481,0.601851852,-0.223115984,1,0,1,1,1,0,0,0,0,1,0,0,1,0,0,1,0,0,1,0,1,0,0,0,Helper T Cell,T Cells
+3505,18809.2454,967.5705521,577.5460123,1056.220859,17015.68098,705.4846626,767.208589,1502.748466,9632.079755,544.392638,1248.312883,1742.239264,12460.58896,1285.723926,3161.306748,2509.460123,4435.190184,1465.055215,391.4969325,2784.386503,9198.90184,422.0920245,113.6257669,1166.447853,11650.80982,458.2147239,137.4785276,1263.601227,8769.417178,2194.717791,545.2699387,2784.233129,7697.98773,638.1717791,252.7300613,1417.993865,5647.226994,1229.834356,391.8159509,1314.435583,4273.190184,585.9263804,154.7239264,1777.546012,3873.030675,1258.220859,430.1472393,3295.134969,718.0184049,744.5153374,163,17.5467492,12.19491312,0.719014009,0.953216374,0.603703704,0.523961173,1,0,1,1,1,0,1,0,0,0,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
+3506,40449.22105,834.9578947,477.7157895,1073.873684,35299.17895,695.0736842,816.8631579,1594.936842,20693.67368,528.9473684,1579.915789,1781.652632,26845.70526,1270.252632,2679.515789,2528.747368,9793.231579,1335.305263,318.7157895,2731.694737,20500.14737,410.7368421,148.9157895,607.3052632,24888.53684,433.7263158,131.2947368,1844.210526,19091.54737,1818.515789,485.7894737,2793.863158,16609.49474,660.6842105,281.4842105,1453.652632,12467.25263,1066.421053,426.6947368,1294.242105,8554.484211,646.8526316,161.5368421,2421.463158,8010.905263,1355.884211,239.7263158,3264.084211,809.4736842,745.2421053,95,18.03330761,7.767567679,0.902478694,0.778688525,0.465686275,0.388306836,1,0,1,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,T Cell,T Cells
+3507,36919.00556,858.4333333,550.3111111,1097.161111,31133.73333,696.2444444,557.5888889,1744.9,16502.12222,508.7888889,1452.144444,1784.427778,22586.67778,1216.033333,7155.355556,3279.277778,8485.116667,1271.05,326.3444444,2541.4,16894.06111,411.2888889,796.2666667,1306.194444,20895.37222,468.5611111,320.5777778,2507.905556,16293.36667,2174.005556,657.0222222,2835.427778,13668.32778,673.2,276.55,1159.516667,9482.1,1495.272222,415.1166667,1317.277778,5757.316667,727.9166667,163.5888889,5069.372222,5587.866667,1257.711111,782.1055556,3286.055556,987.7888889,744.8277778,180,20.31797606,11.97557584,0.807835573,0.882352941,0.557275542,-0.927585422,1,0,1,1,0,0,0,0,1,0,1,0,1,0,0,1,0,0,0,0,1,0,1,0,Regulatory T Cell,T Cells
+3508,38600.54032,1018.528226,619.1572581,1124.810484,33249.92339,804.0040323,1021.495968,1702.399194,19409.87903,608.4798387,1814.548387,1829.471774,24977.31855,1430.040323,4086.971774,4385.294355,8751.649194,1592.737903,330.4395161,2491.245968,19112.91532,511.4596774,275.7137097,1218.008065,23193.6129,477.0887097,154.4637097,2065.818548,17506.52016,2404.141129,623.108871,2815.947581,15489.21371,710.1209677,318.2217742,1480.270161,11304.72581,1253.479839,460.4475806,1340.596774,8697.459677,694.7298387,173.7540323,2639.649194,7690.576613,1449.854839,196.1814516,3371.766129,579.2459677,750.5604839,248,22.19390555,14.41831795,0.760231618,0.942965779,0.645833333,0.106365011,1,0,1,1,1,0,0,0,0,0,0,0,1,0,0,1,0,1,0,0,1,0,0,1,Helper T Cell,T Cells
+3509,38599.33092,872.7463768,548.5169082,1114.978261,35384.28986,711.7318841,955.0942029,1762.657005,17708.2029,515.5241546,2187.628019,1832.676329,24913.81643,1241.26087,6086.060386,3225.103865,9225.128019,1320.644928,321.9202899,2862.374396,18597.87681,448.6859903,495.1231884,1694.681159,23487.61111,512.9879227,234.647343,1347.060386,17819.24155,2709.896135,567.8164251,2824.28744,14403.70048,685.8067633,284.6376812,1019.806763,10042.44444,1670.115942,414.2487923,1307.096618,5764.070048,697.2874396,158.2874396,3359.497585,5691.147343,1254.074879,493.6183575,3291.347826,1019.277778,751.6666667,414,28.04385003,20.17648424,0.694531814,0.867924528,0.638888889,0.469273394,1,0,1,1,0,0,1,0,1,0,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+3510,19408.77778,1073.305556,848.5138889,1133.944444,18366.93056,635.0138889,720.7083333,1647.916667,9398.319444,525.8333333,1350.527778,1852.680556,12335.125,1211.041667,10767.58333,5247.958333,5002.75,1279.180556,314.5277778,3248.916667,10526.61111,472.2638889,275.4583333,1037.083333,12008.69444,436.8888889,139.8611111,5399.75,8820.361111,2193.902778,563.0694444,2796.263889,8226.763889,705.5555556,261.5694444,1965.819444,5912.208333,1449.569444,429.9027778,1319.194444,4759.375,647.625,175.3194444,5793.013889,3961.5,1320.5,1359.430556,3370.291667,356.125,743.875,72,13.52916698,7.718338677,0.821300224,0.818181818,0.6,-1.142590862,1,0,1,1,0,0,1,0,0,0,0,1,1,0,0,1,0,0,0,0,1,0,1,1,Helper T Cell,T Cells
+3511,32753.26531,871.2108844,646.5034014,1113.278912,30999.94558,732.4081633,814.0204082,1634.496599,17268.66667,549.2312925,1185.517007,1768.265306,22468.90476,1318.163265,3034.346939,2496.183673,8118.006803,1356.102041,325.7959184,2501.632653,16361.89116,428.8911565,170.2585034,1016.734694,20053.46939,452.5034014,173.4353741,2471.408163,15055.88435,1846.714286,498.3945578,2825.136054,13126.05442,666.9251701,282.5510204,1618.07483,9789.62585,1055.455782,415.6190476,1302.591837,7035.068027,646.0748299,167.8979592,3514.598639,6486.809524,1370.945578,275.2108844,3249.278912,801.4693878,748.8571429,147,17.140145,11.71761394,0.729823483,0.875,0.628205128,0.059862169,1,0,1,1,0,0,0,0,0,0,1,0,1,0,0,0,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+3512,22188.37594,983.7894737,869.7894737,1094.661654,19905.90226,718.3984962,1056.661654,1606.315789,11297.76692,661.8120301,1058.097744,1791.285714,15542.78195,1253.015038,2593.406015,2368.947368,5646.383459,1284.578947,311.3383459,2693.323308,11224.3609,408.075188,486.5413534,819.2406015,14300.84962,1364.466165,120.9022556,1301.729323,10881.85714,1572.120301,453.924812,2797.984962,9283.37594,962.2180451,271.8571429,1487.218045,7090.06015,1172.533835,403.924812,1398.924812,4882.323308,706.2030075,158.5037594,2604.488722,4607.842105,1244.293233,325.3984962,3375.887218,854.0977444,745.8646617,133,14.87872116,11.50927643,0.633748263,0.95,0.682051282,-0.465014871,1,1,1,1,0,0,1,0,1,1,0,0,0,0,0,1,0,1,0,0,1,0,0,1,Cytotoxic T Cell,T Cells
+3513,44648.96923,1012.938462,602.6615385,1140.0,41642.23077,818.8923077,875.4,1676.215385,23914.56923,632.4,2512.830769,1872.261538,29678.50769,1497.369231,4318.015385,5299.723077,10635.52308,1575.0,374.1076923,2468.107692,23212.95385,731.2461538,226.0461538,1882.861538,27952.38462,505.0461538,150.0923077,2623.030769,21572.87692,2515.015385,668.4461538,2813.8,19228.03077,1870.292308,354.9692308,1671.753846,14258.0,1780.923077,511.4307692,1358.169231,10576.84615,710.3076923,195.1692308,2903.461538,9592.076923,1596.153846,207.5076923,3358.676923,451.2769231,744.8153846,65,10.4679295,8.2371199,0.617091967,0.902777778,0.590909091,-0.141555815,1,1,1,1,1,0,0,0,0,0,0,0,1,1,0,1,1,1,0,1,1,1,0,1,Helper T Cell,T Cells
+3514,28012.76147,895.7568807,594.3577982,1091.389908,24179.29817,745.206422,1159.045872,1571.880734,13724.55963,528.2614679,2178.105505,1903.715596,17817.18807,1223.711009,3685.279817,4485.330275,6452.779817,1272.307339,296.3944954,2719.830275,13425.05963,405.8899083,110.266055,1315.614679,16503.22936,991.4770642,386.4036697,1295.853211,12393.97706,2054.266055,490.440367,2789.041284,10926.90367,621.0091743,263.1513761,1362.720183,7978.96789,1314.752294,402.3119266,1315.761468,5833.288991,589.3623853,154.3348624,2555.37156,5357.256881,1271.298165,329.0366972,3305.266055,786.6880734,749.4082569,218,20.02353022,14.77568699,0.674892367,0.927659574,0.637426901,0.875941695,1,0,1,1,0,0,1,0,0,1,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+3515,26564.31387,981.1094891,917.1313869,1229.029197,23384.88321,776.540146,1137.532847,1912.007299,12660.29927,554.2919708,1016.175182,1856.759124,17166.90511,1339.394161,3001.905109,2224.992701,6061.291971,1403.839416,326.1021898,2413.233577,12213.64234,473.6861314,131.6423358,940.189781,14893.33577,551.2408759,132.2262774,1637.649635,11602.56204,1929.189781,474.4452555,2840.875912,9945.277372,704.5547445,288.7737226,1361.963504,6976.131387,1004.072993,425.9635036,1310.043796,4615.189781,612.5693431,161.189781,2623.452555,4241.70073,1339.021898,382.3138686,3341.489051,927.9635036,746.3941606,137,13.97376666,12.70239427,0.416758594,0.951388889,0.752747253,-0.468669711,1,0,1,1,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
+3516,36083.22222,934.2936508,606.6904762,1118.293651,33341.03175,798.8095238,918.6904762,1730.706349,19091.98413,593.8095238,1474.515873,1913.111111,23711.92063,1335.047619,6938.261905,5943.404762,8536.857143,1444.111111,348.8333333,2517.722222,18627.85714,434.2698413,981.8174603,1045.293651,21893.53175,475.5555556,712.7539683,4387.365079,17453.10317,1937.873016,621.3730159,2818.626984,15298.34127,678.7698413,320.7063492,1697.420635,10474.03175,1148.531746,461.1666667,1332.785714,7856.269841,869.4126984,182.3174603,5857.547619,7265.539683,1455.420635,764.2380952,3358.873016,330.015873,748.1507937,126,19.56946403,8.831849188,0.892368415,0.834437086,0.494117647,-1.03408367,1,0,1,1,0,0,0,0,1,0,1,0,1,0,0,1,0,0,1,1,1,0,1,1,Regulatory T Cell,T Cells
+3517,35791.37931,1021.735632,597.5172414,1125.643678,31730.12644,804.1034483,778.5172414,1752.735632,18214.1954,624.9770115,814.8735632,1866.367816,22443.77011,1403.057471,6497.034483,4630.275862,7800.83908,1474.402299,375.2413793,2757.643678,17303.56322,479.7241379,317.2068966,713.1609195,19935.4023,460.2413793,137.9425287,4356.62069,16354.13793,1947.045977,546.6551724,2832.643678,14345.09195,838.137931,333.2413793,1720.195402,9774.287356,1020.034483,468.3908046,1331.333333,7245.735632,777.0344828,188.0229885,5085.965517,6774.770115,1477.816092,1110.655172,3345.735632,344.7816092,745.6896552,87,12.62015944,9.051060347,0.696877013,0.925531915,0.659090909,-0.957890009,1,1,1,1,1,0,1,0,1,0,0,0,1,0,0,0,0,0,1,1,1,1,1,0,Helper T Cell,T Cells
+3518,42316.67797,1013.016949,498.8983051,1099.237288,37053.25424,767.0338983,695.6101695,1634.305085,20959.62712,591.220339,539.4237288,1758.661017,28132.32203,1351.949153,3786.305085,2615.288136,9238.59322,1528.338983,407.7288136,2355.40678,21431.45763,466.7118644,119.8644068,571.1355932,26084.27119,447.2033898,119.3389831,1874.830508,19353.0678,1521.186441,604.0,2768.0,17200.20339,614.3898305,288.5423729,1489.813559,12778.52542,940.779661,399.9322034,1281.20339,9268.949153,647.5423729,152.6779661,1518.118644,8318.59322,1354.016949,306.559322,3306.322034,678.8644068,746.5423729,59,12.2541068,6.458897781,0.84981551,0.983333333,0.567307692,-0.479417122,1,0,0,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Macrophage,Other Cells
+3519,35882.39796,866.8112245,500.7704082,1088.076531,29042.90816,687.1479592,555.8979592,1550.494898,16562.80102,505.2346939,1623.831633,1771.719388,22746.15816,1263.066327,4000.454082,2740.403061,8249.056122,1302.755102,316.494898,2365.158163,16612.29592,418.6326531,179.5153061,1618.867347,20641.57143,1055.352041,431.3418367,2147.193878,15909.04082,1820.612245,476.8418367,2804.882653,13894.7551,631.0918367,286.1479592,1224.091837,10088.32143,1108.045918,419.5663265,1302.816327,6751.147959,637.0561224,164.7295918,3427.035714,6420.382653,1337.770408,1702.239796,3162.591837,888.8571429,750.5969388,196,18.80904776,13.74802328,0.682456655,0.91588785,0.6125,-0.269078976,1,0,1,1,0,0,0,0,0,1,1,0,1,0,0,0,0,0,0,0,1,0,1,0,Regulatory T Cell,T Cells
+3520,30769.36957,832.173913,525.4347826,1082.01087,26071.16304,619.5434783,999.326087,1602.467391,12595.16304,455.5543478,2099.326087,1865.369565,17915.33696,1096.76087,9675.228261,4288.978261,6827.934783,1141.858696,279.9456522,2642.956522,13855.25,361.0543478,672.5978261,3037.826087,17155.28261,519.8152174,139.1956522,1752.826087,12960.95652,2979.891304,379.7173913,2798.641304,10405.17391,577.9782609,250.9021739,917.2065217,7076.184783,1425.391304,375.0108696,1283.097826,3817.271739,681.4565217,146.326087,2579.706522,3983.271739,1084.771739,328.6521739,3135.554348,1041.032609,747.1630435,92,14.61684939,8.203455008,0.827658002,0.92,0.681481481,-0.084158406,1,0,1,1,0,0,0,0,1,0,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
+3521,35553.8,927.1857143,574.0857143,1108.5,32942.32857,743.5428571,699.1142857,1646.371429,18721.62857,573.6714286,2074.314286,1808.542857,23452.1,1363.371429,4267.571429,3793.4,8589.042857,2150.285714,335.7,2396.2,18499.11429,440.5285714,969.3142857,1360.642857,22430.4,490.1142857,147.5285714,2072.228571,16843.04286,2246.842857,604.9428571,2875.985714,14976.61429,716.5285714,317.6857143,1627.057143,10971.61429,1595.457143,476.8142857,1379.014286,8402.614286,925.0285714,179.7714286,3744.771429,7697.028571,1446.7,206.8857143,3389.957143,460.1,746.8285714,70,10.70949992,8.585160385,0.597807477,0.945945946,0.578512397,-0.88747844,1,0,1,1,1,0,0,0,1,0,0,0,1,0,0,1,1,1,1,0,1,0,0,1,Helper T Cell,T Cells
+3522,35822.17568,1068.445946,760.2027027,1121.108108,31547.2973,774.2567568,842.5675676,1670.567568,17640.58108,610.7162162,1133.891892,1754.256757,23186.14865,1432.486486,1666.972973,2055.094595,7866.202703,1358.77027,323.2027027,2471.108108,17376.47297,882.7567568,534.9594595,787.9324324,21065.45946,1245.0,124.3243243,997.2162162,15943.17568,1750.297297,541.8108108,2822.094595,14094.09459,1053.540541,278.0,1419.324324,10278.59459,1053.162162,413.1081081,1328.689189,7709.824324,752.2297297,149.9189189,2661.445946,6987.864865,1380.702703,385.3783784,3299.297297,614.472973,746.027027,74,13.31809973,7.083248719,0.846837759,0.973684211,0.616666667,0.984850478,1,0,1,0,0,0,0,1,1,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+3523,26785.31897,827.5344828,604.0431034,1087.793103,24210.41379,675.6551724,735.0431034,1608.094828,13692.56034,508.2672414,536.0086207,1757.181034,18836.7069,1236.465517,1504.094828,1273.956897,6857.724138,1293.137931,308.3189655,2368.844828,13923.44828,420.9827586,197.7931034,478.7672414,17131.43966,479.5344828,121.7413793,1297.025862,12837.74138,1449.094828,473.5603448,2877.206897,11099.65517,1245.715517,275.5344828,1621.974138,8390.146552,825.6465517,413.112069,1332.405172,6012.741379,639.5948276,153.3534483,1686.715517,5587.405172,1342.060345,703.4655172,3276.62069,817.7155172,750.6551724,116,18.85418322,8.408430375,0.895047108,0.846715328,0.585858586,-0.209172365,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,Unknown,Other Cells
+3524,33800.64029,866.7122302,640.323741,1123.942446,28062.23022,693.8489209,781.6690647,1695.266187,15366.91367,512.9280576,960.2589928,1780.402878,19786.46763,1217.266187,4653.453237,2925.366906,7624.42446,1276.546763,313.8848921,2454.76259,15160.35971,1920.014388,141.5755396,737.057554,19025.08633,741.0719424,127.4388489,2758.201439,14287.10072,1670.388489,526.0791367,2811.338129,12201.64748,615.0071942,276.381295,1820.05036,8723.309353,1063.035971,422.8273381,1298.697842,5563.582734,622.2661871,163.5683453,4510.079137,5380.618705,1290.007194,509.2302158,3319.978417,939.5755396,748.4460432,139,18.52873925,9.959689892,0.843246804,0.891025641,0.579166667,-0.832528761,1,0,1,1,0,0,0,1,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+3525,35708.92771,826.7650602,482.7710843,1087.343373,31241.96386,670.8253012,883.3915663,1677.560241,17066.43373,555.2289157,2551.903614,1821.644578,23184.10241,1199.012048,5396.614458,4375.108434,8743.825301,1270.915663,318.0843373,3131.740964,17383.12651,440.9337349,492.9156627,1665.192771,21174.9759,1310.710843,131.7228916,2049.042169,16870.21084,1987.728916,473.373494,2791.668675,14098.72289,609.2108434,275.3975904,1158.174699,10002.27108,1864.463855,409.6746988,1338.807229,6234.987952,696.8614458,161.0,4274.108434,6036.692771,1267.975904,550.1807229,3275.433735,965.3554217,749.1927711,166,19.99197071,11.29321337,0.825167964,0.887700535,0.574394464,1.025074103,1,0,1,1,0,0,1,0,1,1,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
+3526,36655.71053,1046.931579,652.6631579,1132.5,18121.23684,514.0473684,291.6105263,1312.1,8769.994737,422.8526316,429.2947368,1685.215789,11916.68421,996.6631579,7479.910526,2685.178947,4320.278947,1027.557895,245.4684211,2287.984211,8896.073684,285.2368421,199.8631579,425.6473684,10433.51053,312.1894737,106.8947368,6412.0,7692.794737,1283.194737,325.8105263,2805.521053,6532.736842,476.8578947,219.0473684,1084.184211,3183.810526,643.3631579,336.4684211,1262.973684,2407.331579,548.3842105,136.1842105,1991.778947,2258.126316,976.7210526,101.6210526,3092.663158,199.3,751.4894737,190,19.97122421,13.03287378,0.757717577,0.900473934,0.558823529,0.893324409,0,0,0,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,0,B Cell,B Cells
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+3529,32908.80882,933.6176471,483.8088235,1072.102941,28850.47059,713.3823529,1247.191176,1583.544118,16426.45588,555.2647059,1260.544118,1758.235294,20950.16176,1330.441176,3937.794118,3066.117647,6923.941176,1343.897059,323.4117647,2468.220588,16112.95588,619.6617647,415.1176471,1375.088235,19822.89706,467.3970588,133.5147059,1266.102941,14821.64706,1916.25,547.6617647,2857.735294,13195.98529,703.25,287.9117647,1556.470588,9610.779412,1282.794118,416.5735294,1328.911765,7149.0,739.0294118,158.3970588,1887.882353,6703.926471,1359.588235,723.8235294,3310.0,603.4705882,747.7352941,68,11.43392258,7.708734268,0.738550124,0.985507246,0.618181818,-0.781613298,1,0,1,1,0,0,0,0,1,0,0,0,1,0,0,1,0,0,0,0,1,0,1,0,Helper T Cell,T Cells
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+3535,38269.2314,848.107438,488.4876033,1083.454545,23624.18182,567.7603306,761.0330579,1487.586777,10991.38843,426.8429752,1452.115702,1749.22314,15626.06612,1040.198347,6714.132231,2457.429752,5898.595041,1126.264463,268.553719,2407.909091,11961.23967,367.6363636,186.1487603,1769.528926,14558.66116,611.0,133.1487603,2496.049587,11135.43802,1724.933884,394.0826446,2913.818182,8901.289256,518.6280992,236.4214876,877.2975207,5903.586777,1016.247934,358.0082645,1280.132231,3098.198347,568.1900826,143.5867769,2474.578512,3269.107438,1025.752066,283.3636364,3067.595041,1050.652893,749.2809917,121,14.72739808,11.00316916,0.66468647,0.896296296,0.581730769,-0.230518178,0,0,1,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+3536,23567.76023,1045.187135,599.6374269,1073.672515,14306.1345,471.8011696,492.3157895,1264.309942,7145.578947,400.5497076,1046.789474,1701.017544,9504.94152,946.994152,7990.80117,2580.204678,3499.795322,985.5964912,233.748538,2297.397661,7178.023392,316.5964912,1728.766082,990.3391813,8484.877193,320.6783626,127.5146199,1728.339181,6354.245614,1870.736842,326.2748538,2811.549708,5406.157895,487.2046784,212.4327485,886.0,2852.725146,814.122807,331.5964912,1289.473684,2179.140351,851.0701754,132.1052632,1414.467836,1972.274854,966.9356725,121.128655,3016.883041,213.1695906,749.871345,171,15.34886779,14.52695003,0.322847731,0.977142857,0.76,1.082471082,0,0,1,1,0,0,0,0,1,0,0,0,1,0,0,0,0,0,1,0,0,0,0,0,Helper T Cell,T Cells
+3537,37643.49254,985.5298507,520.1119403,1110.432836,33846.91045,776.9104478,795.8432836,1595.38806,19030.72388,604.0970149,1270.104478,1786.798507,24091.29851,1421.619403,2803.208955,3612.559701,8757.910448,1468.440299,360.1716418,2343.179104,19001.36567,454.7462687,413.5895522,1178.350746,22982.51493,533.4104478,141.8656716,1947.022388,17589.24627,2021.820896,746.0895522,2838.641791,15790.39552,708.6641791,336.3283582,1810.283582,11460.5,1389.835821,478.6492537,1317.291045,8647.432836,725.1865672,187.1044776,2152.873134,7663.559701,1548.186567,3326.283582,3325.268657,397.7014925,748.6641791,134,17.64469128,10.0060641,0.823658326,0.864516129,0.676767677,-1.344084628,1,0,1,1,1,0,0,0,1,1,0,0,1,1,0,1,1,0,0,1,1,1,1,0,Helper T Cell,T Cells
+3538,24756.47917,949.0486111,623.4930556,1088.125,20900.84028,712.0833333,568.375,1556.583333,12036.50694,561.6597222,508.3402778,1766.020833,16201.20139,1286.138889,2548.902778,3034.048611,5656.8125,1357.625,310.8055556,2366.652778,11897.8125,418.7916667,635.3055556,457.9791667,14363.45833,485.7083333,125.4791667,2764.6875,11020.02083,1473.916667,746.2430556,2826.388889,9807.159722,937.5138889,282.1666667,2149.840278,7167.798611,888.3125,425.9166667,1305.541667,5427.951389,744.4097222,165.9375,3078.847222,5022.0625,1346.673611,874.5555556,3431.708333,536.3194444,750.2361111,144,16.13047039,11.84881196,0.678542825,0.905660377,0.642857143,-1.106236686,1,0,0,1,0,0,0,0,1,0,0,0,0,1,0,0,0,0,0,0,1,0,1,1,NK Cell,Other Cells
+3539,25127.03883,925.2135922,982.5533981,1096.223301,23861.68932,747.4271845,849.8252427,1732.23301,13493.42718,579.6796117,1208.592233,1812.436893,17565.32039,1337.699029,2047.407767,2616.621359,6023.038835,1424.883495,320.1359223,3332.427184,13066.93204,520.9514563,721.1359223,637.1456311,15892.95146,514.6699029,125.1262136,860.0776699,12001.05825,1888.514563,538.2135922,2804.213592,10516.82524,711.6990291,282.2427184,1634.029126,7602.883495,1084.786408,420.3300971,1395.281553,5860.650485,775.2621359,159.9029126,3356.805825,5234.825243,1364.84466,234.8058252,3335.631068,630.9514563,750.1747573,103,13.21254481,10.16988623,0.638388374,0.944954128,0.613095238,1.184393009,1,0,1,1,0,0,1,0,1,0,0,0,1,0,0,0,0,1,1,0,1,0,0,0,Helper T Cell,T Cells
+3540,26623.54054,1119.824324,507.0135135,1051.236486,24260.14865,736.6486486,724.9324324,1478.891892,13577.27027,586.6148649,1106.358108,1715.168919,17626.09459,1341.648649,2725.283784,2513.844595,6054.155405,1481.22973,397.5675676,2416.621622,13000.98649,398.6216216,108.7567568,843.777027,15888.89189,1115.527027,117.7702703,1232.945946,11945.51351,1595.493243,498.5945946,2790.533784,10462.85135,574.0337838,262.0878378,1315.263514,7805.628378,1301.689189,383.6959459,1285.040541,5702.581081,583.6621622,146.75,1729.635135,5041.337838,1235.358108,457.8310811,3363.486486,705.2567568,750.8918919,148,15.11700132,12.70313441,0.542089046,0.942675159,0.704761905,-0.981973736,1,0,1,1,1,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,0,1,Cytotoxic T Cell,T Cells
+3541,29062.24419,839.2248062,608.5658915,1097.166667,16755.02713,500.751938,343.0968992,1366.748062,6902.228682,397.3643411,666.1937984,1632.697674,11093.37984,952.1356589,4355.44186,2442.081395,4183.131783,986.3062016,238.4689922,2379.767442,8057.511628,314.2868217,681.6860465,614.1550388,9795.864341,365.0387597,108.2945736,4064.418605,7256.856589,1620.434109,380.0116279,2775.445736,5629.98062,522.8527132,210.8837209,822.3565891,3157.065891,826.0775194,328.1589147,1266.51938,1675.542636,653.1550388,135.3604651,2221.488372,1830.755814,923.1782946,306.4379845,2946.713178,1091.608527,751.2674419,258,21.25478526,16.05278632,0.65543088,0.928057554,0.651515152,1.53849603,0,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Dendritic Cell,Other Cells
+3542,31226.30625,908.55,635.81875,1111.61875,12844.59375,495.875,301.43125,1329.64375,6697.1375,415.81875,596.84375,1717.2125,8576.2125,977.40625,5916.7375,3344.58125,3363.675,1043.99375,242.20625,2285.35625,6934.68125,289.575,609.175,448.325,8516.19375,355.2125,118.7625,8841.1875,6357.60625,1425.8375,422.38125,2811.80625,5549.125,671.88125,226.55,1559.39375,3334.475,688.70625,349.0125,1302.75625,2578.3375,669.85,142.725,4750.2625,2326.68125,1055.8,514.7375,3089.6875,249.2625,750.33125,160,16.57882603,13.68153509,0.564780032,0.898876404,0.601503759,1.392425154,0,0,0,1,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,1,0,0,0,B Cell,B Cells
+3543,25897.2521,812.6386555,787.6134454,1146.369748,22604.34454,661.0252101,649.8991597,1682.151261,13076.63025,552.394958,528.8487395,1792.798319,16977.17647,1260.369748,1910.966387,1435.546218,5835.109244,1549.470588,415.1932773,2412.285714,12937.10084,484.1680672,307.2268908,473.5378151,15883.47899,636.3865546,118.8655462,888.4621849,12056.57983,1546.957983,585.8487395,2793.815126,10677.38655,1050.218487,268.1092437,1442.831933,7937.243697,1011.915966,404.8151261,1319.361345,5838.613445,649.2941176,158.5294118,1869.285714,5327.831933,1335.184874,180.6302521,3191.084034,738.4369748,750.8235294,119,13.89021526,11.40599553,0.57070774,0.959677419,0.607142857,-0.987695324,1,0,0,0,1,1,0,0,1,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Macrophage,Other Cells
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+3545,34076.76087,879.2173913,485.0,1107.717391,27894.43478,730.5108696,647.8695652,1693.565217,15667.43478,514.6195652,1442.065217,1775.478261,21355.33696,1254.902174,4007.978261,2519.543478,7945.641304,1285.836957,318.7608696,2416.836957,15680.59783,917.5978261,177.1413043,1338.25,19668.09783,954.173913,1363.902174,1704.326087,15097.83696,1949.956522,608.8586957,2798.48913,12893.33696,664.4565217,269.9891304,1342.804348,9150.25,1135.076087,418.9456522,1311.173913,6229.630435,657.0652174,161.6413043,3860.5,5865.673913,1325.097826,390.5434783,3222.043478,909.0108696,751.1195652,92,11.67038173,11.31014556,0.246540679,0.859813084,0.544378698,-0.905284506,1,0,1,1,0,0,0,1,0,1,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+3546,21350.90602,925.5451128,517.9962406,1040.105263,20122.53383,683.3120301,602.7669173,1452.766917,10983.23684,545.3496241,724.7255639,1698.139098,14893.86466,1264.469925,1673.071429,2372.255639,5361.210526,1499.736842,378.8233083,2350.112782,11294.95489,453.6278195,231.5413534,751.9774436,13802.40602,415.6090226,146.2706767,1228.37218,10297.25564,1542.966165,529.8383459,2806.575188,9225.484962,583.2443609,247.443609,1426.913534,7004.511278,1063.240602,383.906015,1299.206767,5190.319549,676.6541353,152.1015038,1997.007519,4739.924812,1282.206767,582.0338346,3184.097744,689.7406015,758.5526316,266,29.68761069,12.72106917,0.903542931,0.782352941,0.639423077,-0.097238834,1,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Macrophage,Other Cells
+3547,34040.6242,1118.66879,717.6178344,1107.363057,19406.80255,578.0828025,392.8152866,1487.522293,10094.77707,445.8152866,1294.229299,1757.10828,12764.43312,1106.802548,7421.471338,2911.11465,4838.585987,1090.509554,254.7006369,2302.006369,9955.942675,320.6178344,267.2993631,659.8535032,12101.47771,351.1401274,1332.66879,6574.401274,9083.573248,1566.242038,385.955414,2814.178344,7677.496815,529.6050955,233.9745223,1227.923567,4363.394904,774.7770701,360.0828025,1263.789809,3318.636943,583.044586,151.3630573,4245.057325,2930.267516,1060.789809,240.7707006,3125.503185,238.433121,755.7133758,157,16.09442989,13.25847383,0.566891162,0.928994083,0.61328125,0.725540005,0,0,1,1,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,1,0,0,0,T Cell,T Cells
+3548,37367.92169,919.4759036,597.6506024,1107.066265,35854.56627,751.0060241,690.1325301,1707.674699,19815.03614,596.6987952,881.6807229,1793.855422,24286.8494,1369.253012,7450.271084,4006.120482,8848.650602,1464.216867,332.186747,2394.006024,19411.75301,438.3072289,549.9698795,802.8975904,22541.31325,443.0240964,155.3975904,2913.204819,17902.5,1838.89759,664.8253012,2821.566265,16053.25301,704.2951807,319.1204819,1819.283133,10982.46988,1189.807229,472.3614458,1311.813253,8335.048193,739.9036145,182.2228916,3745.493976,7501.421687,1457.46988,1604.879518,3343.662651,352.8373494,753.9698795,166,19.54661121,11.32852878,0.814926123,0.897297297,0.614814815,-1.11725984,1,0,1,1,1,0,0,0,1,0,0,0,1,1,0,1,1,0,0,1,1,0,1,0,Helper T Cell,T Cells
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+3550,23657.27536,834.0072464,629.1376812,1093.355072,21096.64493,654.9057971,665.9202899,1579.76087,12049.98551,550.7681159,672.6521739,1745.65942,16138.92754,1261.181159,3217.717391,3316.992754,5468.202899,1512.717391,400.9057971,2459.905797,12168.81884,422.115942,341.5144928,714.4130435,15023.07971,491.384058,158.3188406,2055.463768,11308.41304,1617.297101,933.1449275,2789.992754,9693.137681,711.9565217,264.9492754,1820.507246,7401.463768,1144.34058,396.1014493,1319.036232,5410.644928,662.173913,159.5724638,2742.797101,4977.521739,1341.898551,448.9202899,3221.434783,727.4855072,755.5434783,138,15.49991466,11.84722416,0.644811951,0.951724138,0.663461538,0.160095977,1,0,0,1,1,1,0,0,1,0,1,0,0,1,0,1,0,0,0,0,1,0,0,0,Macrophage,Other Cells
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+3552,39718.71517,894.5913313,530.2383901,1107.569659,35816.42415,706.1424149,553.2012384,1728.718266,18695.58204,554.3529412,1306.188854,1780.216718,23281.80186,1280.950464,6240.721362,3381.817337,8519.705882,1374.346749,330.6625387,2442.22291,18552.05263,407.6037152,489.4860681,765.1578947,22229.96904,499.4643963,227.374613,3644.436533,17119.56656,1732.653251,463.9411765,2817.873065,14927.04025,624.1826625,315.2352941,1414.009288,9012.517028,972.9411765,436.9659443,1349.399381,6949.024768,723.1145511,171.7368421,4723.452012,6029.247678,1324.668731,254.3034056,3289.219814,268.2972136,759.2600619,323,31.81711862,15.09061152,0.88036748,0.870619946,0.49845679,-0.633086962,1,0,1,1,0,0,0,0,1,0,1,0,0,0,0,0,0,1,0,0,1,0,0,0,T Cell,T Cells
+3553,30533.85625,903.73125,604.95625,1093.50625,28976.725,737.3375,728.15,1689.4875,15604.65625,580.7875,778.74375,1827.56875,19258.00625,1302.36875,5567.41875,5274.15,6976.26875,1369.9125,359.90625,2433.0125,15375.6875,422.3375,1763.0375,651.275,18052.6,516.775,149.11875,4772.05625,14006.43125,1709.475,667.2375,2824.71875,12324.76875,697.525,301.6125,2042.50625,8201.5875,960.63125,440.79375,1377.5,6228.3625,1020.36875,179.08125,7277.6375,5601.575,1412.35625,2639.73125,3322.46875,316.79375,756.24375,160,17.19533401,11.96199141,0.718377645,0.952380952,0.784313725,0.184401788,1,0,0,1,0,0,0,0,1,0,0,0,0,1,0,0,0,1,1,0,1,0,1,0,Dendritic Cell,Other Cells
+3554,40066.39024,970.1219512,554.2439024,1144.512195,36319.14634,904.2682927,1284.756098,1775.780488,21376.4878,644.7317073,2430.146341,1865.243902,25547.0,1408.121951,5840.853659,4231.487805,9596.878049,1511.390244,367.5853659,2438.317073,20573.0,491.3170732,616.0487805,2668.902439,23819.65854,499.9756098,688.5853659,2128.756098,18846.58537,2672.121951,514.3658537,2881.073171,16996.31707,660.6097561,342.5609756,1452.560976,11662.2439,1780.365854,484.4878049,1350.560976,8543.902439,789.1707317,190.5853659,3505.121951,7849.780488,1503.829268,444.7560976,3343.756098,363.9268293,752.2926829,41,10.65513907,5.239347262,0.870753255,0.891304348,0.585714286,-0.393559128,1,1,1,1,1,0,0,0,1,0,1,0,1,0,0,1,1,1,1,1,1,1,0,0,Regulatory T Cell,T Cells
+3555,44589.46575,948.7260274,546.9589041,1127.178082,42001.21918,799.8767123,839.4657534,1685.712329,23527.78082,623.5616438,722.739726,1773.767123,29409.52055,1425.780822,4282.369863,4571.657534,10902.31507,1550.561644,388.4383562,2359.643836,23351.57534,478.369863,1044.835616,712.6164384,27935.69863,462.739726,178.6849315,3574.123288,21688.26027,1908.342466,586.369863,2845.465753,19389.24658,663.9726027,340.890411,1656.945205,13703.50685,1213.369863,486.5890411,1323.589041,10252.93151,995.1643836,185.7671233,3502.60274,9174.493151,1533.958904,218.6849315,3365.150685,371.6438356,752.739726,73,11.30716237,8.826735618,0.624990631,0.869047619,0.608333333,-1.182986129,1,1,0,1,1,0,0,0,1,0,1,0,1,0,0,1,1,0,1,1,1,1,0,1,NK Cell,Other Cells
+3556,18506.35897,929.3675214,486.1794872,1080.931624,16939.2906,738.5811966,525.0769231,1477.581197,9479.145299,570.2649573,470.017094,1701.008547,12175.25641,1424.504274,979.9230769,1171.051282,4516.837607,1373.111111,339.8547009,2339.102564,9858.042735,435.5299145,164.7948718,482.7777778,11837.65812,470.6581197,136.8290598,983.8119658,9143.17094,1497.931624,615.5982906,2856.17094,8203.555556,815.3162393,304.4529915,1606.367521,6041.376068,857.4017094,458.1367521,1313.136752,4633.521368,671.042735,194.2820513,1946.564103,4325.589744,1597.333333,7604.0,3165.57265,409.017094,754.3247863,117,14.16702329,10.76856404,0.649788808,0.9140625,0.75974026,-0.098508433,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,0,Granulocyte,Other Cells
+3557,16083.84685,838.2522523,481.9459459,1067.522523,15526.1982,673.4864865,569.0,1480.594595,8186.252252,515.0720721,440.972973,1754.135135,10625.0,1245.324324,1356.801802,875.036036,3975.972973,1316.954955,301.5765766,2305.747748,8733.243243,392.1801802,162.8648649,454.7207207,10424.77477,491.8558559,122.963964,939.0990991,7914.432432,1400.036036,520.7297297,2843.477477,7071.288288,739.0900901,280.1441441,1615.405405,5254.513514,799.1891892,418.7747748,1317.621622,4197.333333,774.8468468,172.2252252,2253.855856,3723.756757,1576.477477,2695.477477,3189.684685,419.8738739,754.5855856,111,14.59694404,10.06639341,0.72416824,0.932773109,0.69375,0.174030039,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,1,1,0,Granulocyte,Other Cells
+3558,32669.14599,933.919708,614.8905109,1540.562044,29802.66423,750.2481752,797.1970803,2424.737226,16867.39416,568.810219,517.3284672,1826.948905,21031.0365,1364.474453,1398.744526,1574.29927,7561.875912,1716.583942,342.0,2370.218978,16739.83212,4614.226277,599.3284672,554.6277372,19914.80292,492.270073,140.270073,1143.927007,15412.74453,1675.248175,557.0437956,2857.255474,13674.48175,2063.868613,315.9051095,1443.306569,10029.43796,943.4379562,473.1021898,1344.941606,7471.963504,819.9124088,175.0,2891.489051,6837.89781,1491.583942,330.5620438,3285.445255,441.0729927,754.729927,137,18.26288033,9.847910825,0.842157914,0.88961039,0.537254902,-0.966121404,1,0,0,0,1,0,0,1,1,0,0,0,0,0,0,0,1,1,1,0,1,1,0,0,Macrophage,Other Cells
+3559,41494.90323,1069.215054,543.4086022,1114.258065,35877.36559,819.5483871,885.1827957,1633.483871,21420.72043,623.4946237,1079.569892,1731.634409,26473.96774,1430.150538,3383.655914,3348.602151,9363.924731,1521.064516,348.4408602,2349.462366,20189.31183,455.9569892,173.1935484,1068.193548,24195.43011,876.827957,188.2795699,1420.311828,18668.35484,1765.430108,549.6989247,2834.709677,16831.5914,743.7096774,326.9139785,1490.989247,12272.78495,1391.591398,485.0645161,1327.021505,9044.387097,674.4623656,179.8387097,1729.784946,8234.602151,1468.408602,417.0,3447.978495,475.4516129,753.1827957,93,12.67549965,9.540318857,0.658411438,0.948979592,0.65034965,-0.893868383,1,1,1,1,1,0,0,0,0,1,1,0,0,0,0,1,1,0,0,0,1,1,0,1,Cytotoxic T Cell,T Cells
+3560,39730.13333,885.7111111,607.7333333,1102.111111,33344.46667,698.8,1009.577778,1648.822222,19858.57778,603.3777778,1973.288889,1753.177778,25414.8,1308.577778,3280.355556,2727.644444,8994.066667,1362.111111,319.6444444,2728.155556,19660.0,518.3111111,941.1333333,1090.955556,23969.91111,459.8444444,125.6444444,1398.644444,18031.33333,2028.111111,552.6,2838.066667,16043.42222,827.9111111,282.6666667,1478.844444,11739.02222,1010.777778,419.2444444,1388.088889,8825.911111,847.2444444,152.5777778,2802.111111,8079.777778,1420.711111,359.5555556,3283.977778,611.4444444,751.7777778,45,10.60824098,6.092175798,0.818653983,0.849056604,0.511363636,1.23228057,1,0,1,1,0,0,1,0,1,0,0,0,1,0,0,0,0,1,1,0,1,0,0,0,Helper T Cell,T Cells
+3561,45351.3,893.22,495.44,1085.32,39754.3,731.44,687.7,1665.7,23399.46,566.8,466.74,1757.54,30424.88,1359.42,2731.34,3243.34,9860.5,1600.9,407.96,2377.62,23313.5,517.46,398.0,522.28,27884.8,455.72,129.34,1871.18,21487.2,1566.96,630.12,2776.54,19241.58,626.02,279.6,1546.52,14121.24,975.46,421.96,1316.1,10107.0,850.3,158.28,1956.62,9526.74,1442.4,177.4,3269.04,681.68,753.4,50,9.830607945,7.307581504,0.66890277,0.961538462,0.568181818,-0.004440381,1,0,0,1,1,1,0,0,1,0,0,0,0,0,0,0,0,0,1,0,1,0,0,0,Macrophage,Other Cells
+3562,34416.48731,865.0507614,528.248731,1099.614213,32463.47208,707.3807107,840.5076142,1664.548223,17588.94416,533.5888325,2400.553299,2164.071066,23516.58376,1303.111675,4176.329949,4002.309645,8779.84264,1327.944162,320.3959391,2814.436548,17799.07107,770.1472081,503.4923858,1452.538071,22012.29442,570.4619289,129.9695431,1494.817259,16824.70051,2353.730964,494.6345178,2811.456853,14229.14213,734.8020305,286.1675127,1169.248731,10245.05076,1644.116751,424.6243655,1319.48731,6350.091371,715.1979695,165.822335,2914.812183,6161.162437,1317.619289,836.4568528,3343.228426,951.1116751,756.7360406,197,19.78153902,13.09030462,0.749730323,0.924882629,0.608024691,0.865362187,1,0,1,1,0,0,1,1,1,1,0,0,1,0,0,1,0,0,0,0,1,0,1,0,Helper T Cell,T Cells
+3563,38321.47971,999.6634845,561.7303103,1114.188544,37047.99761,785.7828162,784.6252983,1720.52506,19818.47255,624.4940334,1305.601432,1769.97136,24972.49403,1436.090692,4857.873508,3763.918854,8929.417661,1480.455847,359.150358,3039.923628,19670.5179,1584.384248,760.1384248,913.7136038,23425.51074,493.4343675,165.6563246,3809.565632,17970.11456,2109.24105,526.8329356,2823.026253,15832.39141,703.1193317,324.0548926,1460.78043,10292.32697,1184.768496,479.2673031,1377.102625,7888.74463,818.9379475,187.5369928,4773.155131,6831.634845,1465.995227,517.8878282,3341.415274,296.8281623,761.1384248,419,29.49812538,19.17518631,0.759893471,0.939461883,0.596866097,-0.928856685,1,1,1,1,1,0,1,1,1,0,1,0,1,0,0,1,1,1,1,1,1,1,0,0,Regulatory T Cell,T Cells
+3564,40167.0,958.1111111,675.8888889,1183.888889,33745.62963,775.8333333,953.1851852,1779.722222,20726.27778,551.1666667,499.4814815,1745.055556,26273.87037,1379.407407,921.4814815,1007.740741,9372.462963,1395.685185,338.8148148,2342.111111,19554.96296,461.0740741,132.6666667,502.3518519,23452.31481,580.9259259,128.4074074,836.1851852,18611.11111,1502.833333,464.8703704,2817.555556,16199.74074,826.9444444,307.9444444,1528.481481,11822.7963,915.8703704,451.1296296,1325.148148,8019.314815,633.9444444,172.9814815,1008.740741,7654.166667,1454.351852,329.9074074,3344.018519,824.2407407,754.1296296,54,11.0781041,6.389068104,0.816935262,0.964285714,0.701298701,0.019231594,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Unknown,Other Cells
+3565,37365.23711,862.3195876,534.1958763,1104.56701,33303.42268,720.3608247,782.0721649,1699.0,17447.52577,530.7525773,1670.319588,1787.371134,23916.83505,1260.783505,5727.742268,4078.072165,8854.412371,1329.340206,323.5670103,3116.979381,17747.7732,494.4536082,510.3298969,1350.103093,22232.19588,670.0618557,134.1443299,2935.206186,17183.83505,2463.969072,600.1237113,2808.659794,14342.12371,622.1030928,282.0309278,1255.030928,9951.329897,1465.597938,415.9175258,1317.525773,5987.680412,703.3092784,162.3505155,5158.43299,5814.85567,1290.082474,618.7835052,3286.134021,989.814433,755.7525773,97,13.5968205,11.64368516,0.516390008,0.734848485,0.532967033,-0.095788869,1,0,1,1,0,0,1,0,1,1,0,0,1,0,0,1,0,0,0,0,1,0,1,0,Helper T Cell,T Cells
+3566,21081.02198,968.2857143,532.4065934,1085.802198,18637.06593,647.0769231,487.4065934,1608.879121,9882.846154,506.1758242,1159.78022,1759.483516,12705.7033,1218.461538,9474.714286,4645.274725,4898.285714,1206.21978,328.6923077,2582.879121,10226.13187,360.0,2421.494505,788.5604396,12343.53846,422.7032967,216.978022,5478.659341,9078.967033,1771.725275,442.2967033,2822.813187,8077.747253,802.0659341,327.7912088,1549.857143,4823.769231,889.6263736,408.4065934,1388.197802,3730.065934,1226.252747,169.4945055,5978.307692,3184.626374,1218.89011,517.021978,3239.758242,257.9450549,756.6923077,91,13.34213716,9.009524541,0.737572026,0.957894737,0.636363636,-0.437962607,1,0,1,1,0,0,0,0,1,0,1,1,0,0,0,0,0,1,1,0,1,0,0,0,T Cell,T Cells
+3567,35648.60351,877.1578947,548.3684211,1098.750877,33211.41404,726.1929825,668.3263158,1683.540351,18636.46667,567.8736842,689.5789474,1780.589474,22684.82456,1293.407018,6282.635088,3665.82807,8315.333333,1397.308772,333.7368421,2349.803509,18031.90877,414.8877193,547.9438596,583.4210526,21181.4,459.0035088,136.0596491,3657.210526,16753.70526,1643.491228,635.7298246,2812.635088,14657.6807,636.1157895,307.1298246,1484.396491,9790.189474,966.0035088,451.3087719,1311.684211,7433.210526,741.5964912,173.5929825,3523.024561,6755.8,1390.2,1124.435088,3317.810526,336.0526316,759.6807018,285,21.4771401,18.74643538,0.487979139,0.83090379,0.539772727,1.093977252,1,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Dendritic Cell,Other Cells
+3568,29767.80682,921.8636364,525.6931818,1060.147727,27205.06818,712.3863636,621.5454545,1527.556818,15861.13636,573.625,676.9886364,1735.386364,19866.64773,1292.011364,5290.875,3111.704545,7340.488636,1368.181818,332.0454545,2340.420455,15338.73864,405.8181818,809.4772727,601.7727273,18461.85227,465.8863636,134.0909091,3990.227273,14496.56818,1819.443182,567.1931818,2825.693182,12753.20455,624.7613636,301.2954545,1795.556818,9056.715909,1073.159091,453.8068182,1316.681818,6673.715909,845.5795455,175.2954545,3481.590909,6124.102273,1385.556818,443.8295455,3311.613636,387.4318182,755.7954545,88,13.43121045,8.609965826,0.767506061,0.977777778,0.564102564,0.757385757,1,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,1,0,0,0,Dendritic Cell,Other Cells
+3569,22296.94737,821.4947368,599.9052632,1086.936842,21206.08421,668.2842105,707.7894737,1488.094737,11439.97895,517.4631579,1426.273684,1847.578947,14745.98947,1211.705263,3580.178947,4248.442105,5483.926316,2489.621053,302.3473684,2659.473684,11814.10526,695.2105263,773.7684211,1166.6,13646.4,450.9684211,253.0947368,1795.957895,10707.41053,2182.852632,617.4736842,2806.389474,9527.252632,1520.242105,269.0842105,1653.115789,6926.505263,1338.526316,426.7473684,1328.6,5294.526316,815.6,163.8631579,4273.021053,4815.305263,1328.947368,315.4631579,3233.063158,455.4842105,755.3684211,95,15.46515515,8.875784915,0.818910326,0.818965517,0.527777778,1.197970382,1,0,1,1,1,0,0,0,1,0,1,0,1,0,0,1,0,0,1,0,1,0,0,0,Regulatory T Cell,T Cells
+3570,33486.46667,883.9083333,536.3583333,1065.15,29429.36667,715.125,725.8666667,1533.65,16858.36667,578.975,1092.166667,1781.233333,21955.26667,1339.7,3064.158333,3898.766667,7853.708333,1767.433333,325.85,2515.783333,17293.93333,466.7416667,1356.325,1018.433333,21074.98333,589.175,509.5583333,1582.058333,15737.35,2010.183333,667.675,2817.883333,13893.875,752.6666667,306.7083333,1529.216667,10119.18333,1421.641667,439.425,1349.325,7753.75,1060.941667,170.8583333,4876.75,7100.95,1427.583333,383.6916667,3208.008333,565.65,755.8916667,120,12.8384648,12.19122815,0.313506259,0.967741935,0.612244898,-0.070604191,1,0,1,1,1,0,0,0,1,1,1,0,1,1,0,1,0,1,1,0,1,0,0,0,Regulatory T Cell,T Cells
+3571,23503.80625,846.19375,505.73125,1043.43125,21508.86875,650.58125,691.86875,1481.80625,11876.73125,499.075,941.2,1766.63125,15973.59375,1183.825,3052.5375,2910.2,5631.66875,1265.5125,284.40625,2385.225,11995.075,409.6875,186.88125,779.925,14390.11875,570.6875,124.05,1465.88125,11080.0375,1562.85625,559.4875,2810.6375,9934.69375,1178.3125,275.3,1669.7875,7173.23125,974.35,394.91875,1309.46875,5390.35,609.1125,154.58125,2120.9625,5210.2,1272.125,1100.33125,3280.225,598.3,757.35,160,15.66908016,14.00999382,0.447833074,0.855614973,0.588235294,1.247827253,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells
+3572,24387.45513,845.4487179,829.1538462,1147.24359,21779.33333,678.3910256,739.6153846,1672.967949,12294.32692,513.1474359,1013.929487,1803.679487,16244.61538,1270.769231,1701.50641,2353.025641,5571.987179,1517.621795,402.1474359,2566.685897,12471.95513,419.2307692,122.6794872,552.6410256,15244.73718,1204.410256,118.9166667,1021.217949,11537.52564,1404.564103,558.4294872,2803.147436,10087.78205,2157.237179,268.3782051,1562.269231,7586.621795,1406.634615,408.5320513,1308.564103,5582.275641,612.8461538,156.6858974,2156.269231,5094.679487,1317.724359,266.1282051,3500.378205,750.2179487,759.0384615,156,18.88669519,11.23393776,0.803868571,0.912280702,0.6,0.084810101,1,0,1,1,1,1,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,0,1,Cytotoxic T Cell,T Cells
+3573,20618.6,1287.314286,655.6742857,1083.068571,17916.90286,719.88,601.5771429,1555.548571,10219.35429,538.0285714,893.0114286,1774.788571,13483.67429,1260.931429,3366.777143,2455.211429,4706.211429,1367.068571,354.3485714,2400.022857,10160.6,393.1085714,164.2228571,890.4171429,12140.19429,970.0342857,123.2742857,2986.234286,9395.588571,1461.085714,600.0285714,2799.485714,8212.84,651.7885714,259.6857143,1645.914286,6059.514286,907.6,390.7828571,1302.64,4447.188571,601.8628571,153.9714286,2561.434286,4066.902857,1274.834286,186.2742857,3282.548571,767.4285714,757.8971429,175,21.35260562,11.06130507,0.85536203,0.888324873,0.614035088,1.116044474,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+3574,29213.70968,930.4032258,534.0725806,1051.677419,25638.71774,711.7580645,615.3548387,1547.016129,14143.3871,532.9919355,1228.645161,1765.467742,19569.83065,1235.322581,4160.927419,4401.709677,6985.346774,1247.233871,309.4435484,2353.459677,14114.74194,447.6774194,194.4516129,960.4274194,17453.83065,501.8870968,244.6370968,3198.790323,13526.68548,1983.975806,557.6854839,2790.475806,11488.87097,730.3951613,253.8548387,1580.330645,8174.403226,1166.58871,401.4274194,1289.935484,5453.693548,618.0,160.4354839,4885.83871,5276.66129,1248.604839,566.0322581,3281.58871,916.233871,757.0806452,124,15.97670132,10.56583146,0.750097312,0.925373134,0.635897436,-0.920463967,1,0,1,1,0,0,0,0,0,0,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+3575,34026.18824,983.7647059,566.0117647,1092.529412,30300.08235,740.1647059,1102.152941,1664.835294,15690.29412,551.6,1561.352941,1761.870588,22076.16471,1256.682353,11062.50588,3486.223529,7850.305882,1305.988235,305.5882353,3420.458824,16045.41176,634.0705882,231.4470588,1451.870588,19937.72941,573.6941176,129.8705882,3404.623529,15331.88235,2723.811765,525.7411765,2806.905882,12891.04706,592.7529412,279.2117647,1233.152941,8937.047059,1346.235294,403.2823529,1293.729412,5326.576471,612.5882353,158.8117647,4425.6,5248.694118,1218.705882,415.1882353,3432.223529,998.2470588,756.2705882,85,12.09301883,9.01431404,0.66660102,0.944444444,0.653846154,-0.019361438,1,0,1,1,0,0,1,0,0,1,0,0,1,0,0,1,0,0,0,0,1,0,0,1,Helper T Cell,T Cells
+3576,35964.89655,856.3678161,571.8850575,1105.827586,17996.2069,564.4022989,749.1954023,1379.873563,8431.229885,412.137931,1829.126437,1738.195402,12386.86207,1055.045977,7877.528736,3099.103448,4725.137931,1080.413793,252.0229885,2518.793103,9108.218391,368.5172414,1288.402299,2221.425287,11073.86207,803.7356322,509.2873563,1818.413793,8458.45977,2086.367816,463.7701149,2858.908046,6941.804598,536.5862069,217.4022989,817.4367816,4436.62069,1192.45977,343.183908,1278.126437,2335.885057,811.183908,144.6206897,3745.91954,2503.321839,997.8735632,982.7356322,3036.632184,1057.344828,756.0574713,87,12.832281,8.757143659,0.730950215,0.956043956,0.608391608,-0.582258194,0,0,1,1,0,0,0,0,1,1,1,0,1,0,0,1,0,0,1,0,1,0,1,0,Regulatory T Cell,T Cells
+3577,28958.68254,802.9761905,537.6190476,1063.015873,25433.0873,685.2063492,911.468254,1598.515873,13691.59524,586.4206349,2626.484127,1875.238095,18664.5,1178.198413,7872.849206,4054.698413,7097.833333,1239.134921,341.1825397,2644.880952,14045.94444,402.547619,811.015873,2356.380952,17572.07937,529.4047619,335.9444444,1699.825397,13768.19841,2891.5,771.3333333,2795.444444,11469.12698,658.5555556,263.7142857,1133.865079,7958.515873,1706.634921,407.8888889,1378.277778,4927.833333,742.1666667,161.8253968,6957.02381,4858.857143,1227.309524,361.3888889,3219.365079,978.1190476,759.5396825,126,14.87396102,10.92713228,0.678447985,0.926470588,0.605769231,-0.259803835,1,0,1,1,0,0,0,0,1,1,1,0,1,1,0,1,0,1,0,0,1,0,0,0,Regulatory T Cell,T Cells
+3578,30095.79861,819.4722222,520.7152778,1093.076389,27236.65972,660.5625,680.5694444,1626.840278,12381.92361,474.6041667,1553.166667,1838.361111,18077.00694,1147.729167,5419.756944,2566.270833,6869.770833,1202.402778,294.6666667,2482.395833,13617.875,490.1111111,377.9027778,1664.638889,17248.05556,563.3541667,121.7569444,1337.673611,12768.75694,2472.826389,433.8819444,2835.194444,10308.875,1317.756944,257.3263889,999.4166667,6989.354167,1320.555556,379.5,1293.701389,3962.416667,652.2847222,150.1527778,2714.194444,4027.097222,1160.666667,1582.5625,3227.930556,1033.888889,761.4722222,144,20.53152011,9.753752823,0.879952121,0.786885246,0.631578947,-0.090512006,1,0,1,1,0,0,0,0,1,1,0,0,1,0,0,1,0,0,0,0,1,0,1,0,Helper T Cell,T Cells
+3579,18770.52174,908.8695652,829.1130435,1149.086957,17027.06087,701.2173913,655.1652174,1648.008696,9539.086957,604.6347826,526.2608696,1767.669565,11963.4087,1295.278261,1532.4,1308.895652,4435.678261,1322.791304,318.6956522,2533.808696,9481.66087,463.2347826,970.373913,465.1130435,11582.2087,437.4173913,120.6,1213.069565,8733.565217,1504.791304,554.4869565,2825.0,7858.365217,700.3391304,264.7565217,1529.782609,5803.678261,791.9391304,393.7652174,1373.704348,4473.852174,865.2,154.9478261,2234.66087,4180.304348,1340.695652,353.373913,3171.930435,626.4173913,759.9913043,115,13.30452056,11.36704757,0.519657233,0.927419355,0.68452381,0.396618535,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,1,0,1,0,0,0,Dendritic Cell,Other Cells
+3580,38901.55285,859.7398374,507.5447154,1096.886179,32423.95122,679.8617886,1102.235772,1637.357724,15097.4878,494.5691057,2915.203252,1855.00813,21777.80488,1161.04065,8152.658537,4205.341463,8124.430894,1217.544715,297.8861789,2865.95935,16135.5122,432.5447154,146.0650407,2442.886179,19921.79675,825.1463415,128.5934959,1315.02439,15167.93496,3265.853659,384.1707317,2813.650407,12047.13821,585.9837398,261.5609756,882.5528455,7849.447154,1592.536585,386.8943089,1276.585366,4299.203252,590.8617886,145.7398374,2194.195122,4481.780488,1124.292683,313.7723577,3177.98374,1043.845528,760.7723577,123,14.54398291,11.04358767,0.650713346,0.968503937,0.640625,-0.330453235,1,0,1,1,0,0,1,0,0,1,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
+3581,37890.61111,1052.259259,568.9444444,1128.472222,13660.0463,438.0740741,204.7777778,1199.064815,6534.472222,364.1481481,614.8333333,1651.398148,8762.990741,881.2962963,3949.333333,1680.351852,3130.805556,930.4537037,221.3703704,2262.537037,6431.212963,237.1851852,81.28703704,492.0,7504.527778,390.7592593,96.47222222,2525.953704,5497.555556,1181.944444,283.2407407,2794.111111,4741.861111,453.3611111,192.1944444,902.5185185,2248.5,657.6296296,306.8240741,1258.796296,1679.87963,490.5277778,128.7777778,942.4907407,1590.675926,903.7592593,99.32407407,2971.527778,193.3240741,760.7962963,108,13.96533345,10.30440246,0.674958369,0.972972973,0.701298701,0.107762038,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Unknown,Other Cells
+3582,19166.16216,940.0540541,538.8018018,1070.243243,17406.21622,736.7207207,538.045045,1497.72973,9766.351351,561.6666667,700.8918919,1735.036036,12296.96396,1299.441441,2623.630631,3005.117117,4451.045045,1298.63964,312.5315315,2372.234234,9619.369369,411.2792793,359.1621622,847.6036036,11078.63964,580.9189189,126.3603604,2728.63964,8701.09009,1613.414414,871.7837838,2803.351351,7711.063063,775.1261261,287.2342342,2057.765766,5628.423423,1055.612613,437.9009009,1328.081081,4206.90991,688.3513514,172.018018,2688.36036,3829.828829,1404.702703,3118.288288,3243.495495,398.1351351,760.1801802,111,13.23826379,10.85572012,0.572326311,0.932773109,0.720779221,-0.092690651,1,0,0,1,0,0,0,0,1,1,0,0,0,1,0,0,0,0,0,0,1,0,1,0,Dendritic Cell,Other Cells
+3583,32241.50833,954.275,507.1,1065.741667,27781.93333,736.2416667,786.6916667,1543.483333,16392.04167,586.1666667,1674.241667,1751.283333,20607.00833,1340.3,2695.566667,2917.666667,7509.5,1388.108333,324.1916667,2356.183333,16046.175,433.65,198.2166667,1682.383333,19432.50833,480.0666667,150.5583333,1283.616667,14997.04167,2077.158333,536.2,2845.833333,13326.78333,690.8333333,292.575,1494.775,9798.716667,1424.183333,451.3583333,1311.95,7448.808333,939.6583333,173.1666667,1672.883333,6944.208333,1634.416667,373.9416667,3323.208333,484.3333333,759.4166667,120,14.01642554,11.12583748,0.608216238,0.923076923,0.659340659,-1.033497514,1,0,1,1,0,0,0,0,0,0,0,0,1,0,0,1,0,0,1,0,0,1,0,0,Helper T Cell,T Cells
+3584,27310.30702,897.2017544,752.254386,1112.026316,23511.73684,715.4385965,801.2807018,1651.991228,13095.65789,686.745614,797.3421053,1757.877193,17063.5,1281.114035,3490.201754,2275.640351,6237.587719,1345.105263,327.2368421,2625.04386,13209.81579,477.4298246,1291.298246,672.1578947,15921.91228,482.0701754,113.3596491,1820.684211,11790.11404,1695.508772,572.0789474,2794.438596,10318.38596,871.1578947,266.2719298,1599.350877,7563.833333,891.6140351,403.1842105,1386.535088,5931.429825,961.2719298,151.9561404,2703.842105,5329.561404,1369.605263,298.8333333,3279.184211,613.4035088,759.0526316,114,16.1127674,9.502141844,0.807602309,0.876923077,0.690909091,-1.510624475,1,1,1,1,0,0,0,0,1,0,0,0,0,0,0,0,0,1,1,0,1,0,0,0,T Cell,T Cells
+3585,27497.34254,818.5745856,687.7403315,1109.121547,24084.67403,662.6850829,995.5856354,1600.922652,13638.88398,536.5690608,1072.977901,1820.077348,18467.51934,1204.491713,2570.994475,2443.530387,6572.287293,1282.751381,310.8618785,2436.41989,13674.87293,412.2928177,419.5082873,710.7624309,16549.59116,938.679558,330.5745856,1806.491713,12752.40884,1751.359116,527.9226519,2802.320442,10957.23757,1168.740331,261.5966851,1580.497238,8139.066298,922.6464088,411.8895028,1326.729282,5934.867403,712.0497238,165.6961326,4892.160221,5551.220994,1302.563536,297.2983425,3226.635359,805.8674033,761.7237569,181,17.96306792,13.37196105,0.667718239,0.900497512,0.595394737,-1.213182822,1,0,1,1,0,0,0,0,1,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+3586,23402.14667,888.0066667,696.4066667,1128.893333,21135.68,670.8133333,831.6266667,1620.62,11597.43333,584.84,1456.753333,1773.453333,15956.56,1241.22,2260.08,2404.733333,5784.886667,1347.14,314.0933333,2550.186667,11776.60667,404.0,442.3266667,731.12,14532.17333,1514.26,120.8866667,990.58,10963.86667,1475.726667,471.7866667,2792.746667,9589.433333,920.4066667,271.2066667,1449.073333,7098.1,1033.686667,422.9533333,1354.46,5047.4,710.3333333,165.54,2572.273333,4710.986667,1320.266667,260.06,3246.313333,835.2266667,759.1666667,150,17.67753046,11.1975486,0.773796733,0.882352941,0.607287449,1.46025363,1,0,1,1,0,0,0,0,1,1,0,0,0,0,0,0,0,1,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+3587,28030.0339,844.4491525,566.6355932,1103.101695,25464.71186,680.7033898,602.2881356,1730.711864,10331.59322,488.9237288,704.6186441,1741.576271,16392.36441,1191.610169,5802.644068,3007.525424,6093.872881,1230.288136,303.8050847,2323.923729,12237.99153,453.9830508,884.3389831,791.2288136,15159.48305,464.720339,178.8474576,3515.949153,10890.82203,1820.016949,428.5677966,2802.983051,8475.864407,850.8474576,256.940678,1151.491525,5007.788136,933.7966102,380.3050847,1284.330508,2656.720339,728.2881356,155.1525424,3215.466102,2825.889831,1131.686441,1669.915254,3147.466102,1081.305085,760.1694915,118,13.43606063,11.24298739,0.547543735,0.967213115,0.648351648,0.915127693,1,0,0,1,0,0,0,0,1,0,1,0,0,0,0,0,0,0,0,0,1,0,1,0,Dendritic Cell,Other Cells
+3588,35530.54128,853.0642202,458.0,1053.559633,33641.94495,698.2844037,513.6330275,1518.155963,18134.42202,549.4220183,551.9541284,1737.724771,23176.29358,1311.394495,2789.073394,2483.100917,8508.642202,1393.577982,332.0183486,2336.990826,18275.93578,416.2568807,493.0642202,479.7431193,22246.3211,521.6972477,134.4678899,1729.743119,16980.37615,1592.972477,512.7614679,2831.036697,15122.22936,648.9174312,307.6330275,1322.431193,10639.54128,1241.93578,442.6422018,1302.59633,8113.642202,766.9357798,178.8623853,3473.761468,7220.366972,1429.614679,256.9816514,3289.055046,378.2752294,760.5504587,109,15.75648348,9.748380921,0.785635103,0.858267717,0.534313725,-1.426537662,1,0,0,1,0,0,0,0,1,1,0,0,0,0,0,1,0,0,0,0,1,0,0,0,Dendritic Cell,Other Cells
+3589,25935.06122,874.1938776,610.9591837,1049.122449,23386.20408,682.7040816,1055.72449,1496.836735,13010.13265,538.1122449,1600.0,1811.377551,17038.55102,1306.153061,2534.591837,3537.632653,6189.408163,1366.102041,328.2244898,2568.673469,13482.64286,445.7244898,1622.663265,1082.122449,16439.39796,1275.632653,170.7959184,996.3673469,12055.29592,1746.734694,659.8571429,2819.806122,10834.83673,764.255102,281.9897959,1451.428571,7929.632653,1582.571429,440.8877551,1389.520408,6128.428571,1020.255102,171.2653061,3274.153061,5495.479592,1382.010204,605.0816327,3185.071429,556.6122449,761.255102,98,13.58107701,9.442916634,0.718720075,0.98,0.538461538,0.797945379,1,0,1,1,0,0,0,0,1,1,1,0,0,0,0,1,0,1,1,0,1,0,1,0,Cytotoxic T Cell,T Cells
+3590,30286.99167,766.5583333,494.6666667,1047.741667,27757.99167,637.8166667,442.5583333,1509.125,15756.71667,503.7666667,533.55,1750.808333,20654.23333,1192.283333,2818.858333,2281.375,7227.233333,1435.658333,333.8333333,2356.225,15802.99167,425.15,535.1583333,528.4583333,19548.425,394.6166667,114.9416667,2026.183333,14596.575,1536.175,660.8916667,2792.016667,12898.0,909.5416667,259.8833333,1501.683333,9494.716667,929.2166667,383.4916667,1293.841667,7116.35,745.9666667,150.3333333,2212.233333,6492.783333,1268.366667,977.65,3255.5,650.4833333,759.7666667,120,15.47514724,10.7661938,0.718324073,0.875912409,0.576923077,-0.986335142,1,0,0,1,0,0,0,0,1,0,0,0,0,1,0,0,0,0,0,0,1,0,1,0,Dendritic Cell,Other Cells
+3591,31635.83158,808.7052632,525.0368421,1052.994737,29102.18947,656.0,709.9947368,1525.094737,16322.27895,536.5947368,657.5473684,1728.857895,21874.44737,1233.315789,5020.452632,3597.921053,7468.105263,1518.926316,385.7052632,2428.978947,16962.36842,482.1736842,816.0473684,543.9842105,20907.32105,656.3473684,128.6157895,2807.952632,15519.31579,1745.589474,775.9157895,2805.157895,13671.18421,649.2842105,267.4473684,1647.978947,10336.9,1020.2,390.9789474,1300.189474,7500.194737,782.8,152.7,2344.594737,6828.510526,1331.031579,629.8052632,3245.7,668.9842105,764.4210526,190,21.99107514,11.52911451,0.851556193,0.859728507,0.616883117,0.173794001,1,0,0,1,1,0,0,0,1,1,0,0,0,1,0,0,0,0,1,0,1,0,1,0,Macrophage,Other Cells
+3592,25578.77778,791.1333333,421.0555556,1087.788889,23208.07778,644.5,1011.244444,1538.955556,13676.08889,520.0222222,880.3666667,1750.644444,17514.5,1200.788889,1812.233333,1838.255556,6349.388889,1471.555556,378.7111111,2530.055556,13641.38889,4268.8,178.0444444,704.4,16656.42222,753.6777778,709.5777778,1118.644444,12828.24444,1606.866667,581.4444444,2777.877778,11489.74444,569.1666667,258.5666667,1400.355556,8430.933333,900.1,393.5777778,1301.711111,6267.055556,665.2777778,153.4666667,2258.2,5903.955556,1286.066667,268.8555556,3278.055556,678.9777778,761.6333333,90,13.17677678,9.064717149,0.725775812,0.957446809,0.692307692,0.52166876,1,0,1,0,1,0,0,1,0,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+3593,28313.11236,881.4157303,818.3595506,1139.808989,24193.23596,690.505618,895.494382,1654.280899,14246.58427,538.505618,542.258427,1783.910112,18532.5618,1312.101124,1469.303371,1269.853933,6132.134831,1614.876404,429.1460674,2454.382022,14110.24719,445.8651685,275.3258427,493.5393258,17080.4382,580.6516854,124.5280899,870.0786517,13388.02247,1456.853933,562.8426966,2800.921348,11618.70787,738.3033708,283.9101124,1674.449438,8618.94382,1152.58427,430.8764045,1323.370787,6296.539326,662.8426966,160.0,1183.865169,5864.775281,1400.460674,180.8988764,3264.797753,740.7191011,761.1573034,89,11.23081768,10.71107893,0.300689494,0.927083333,0.674242424,-0.247510524,1,0,0,0,1,1,0,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,Macrophage,Other Cells
+3594,22019.27922,760.9415584,607.6818182,1077.818182,21222.44156,632.5194805,778.9935065,1563.064935,11126.17532,483.6233766,1472.714286,1798.162338,15038.56494,1136.058442,4325.863636,3331.331169,5821.538961,1210.935065,289.9350649,2571.590909,11423.85065,399.3116883,249.5779221,1678.051948,14355.66883,481.961039,171.1883117,3102.87013,10854.36364,1938.876623,484.6233766,2856.246753,9095.149351,1051.558442,257.5454545,1681.577922,6533.831169,1063.668831,388.6298701,1308.798701,4249.376623,625.7272727,154.5584416,4134.62987,4051.448052,1191.746753,1205.12987,3178.012987,939.4155844,762.7077922,154,15.22928834,13.84483671,0.416593616,0.922155689,0.603921569,1.207452886,1,0,1,1,0,0,0,0,0,0,1,0,1,0,0,0,0,0,0,0,1,0,1,0,Regulatory T Cell,T Cells
+3595,38215.3,868.4666667,503.5166667,1096.166667,33428.76667,703.8666667,840.15,1663.466667,19274.63333,568.9166667,2177.716667,2106.066667,25167.4,1298.3,4438.233333,3412.133333,9643.9,1335.15,329.5833333,2848.166667,19064.5,425.3833333,431.0833333,1503.383333,23930.95,495.2666667,140.3,2270.6,18899.13333,2501.816667,459.2333333,2778.183333,15721.7,645.1666667,286.35,1234.6,11140.13333,1530.983333,429.8833333,1343.333333,6685.883333,682.6333333,167.2333333,3111.983333,6686.683333,1303.1,282.7833333,3250.166667,965.85,758.15,60,11.62451017,6.584129654,0.824130056,1.0,0.779220779,1.183541862,1,0,1,1,0,0,1,0,1,0,0,0,1,0,0,1,0,1,0,0,1,0,0,0,Helper T Cell,T Cells
+3596,19792.76608,872.4736842,553.3567251,1057.526316,17789.19298,670.9649123,483.0409357,1385.374269,9473.046784,526.9005848,534.5438596,1718.233918,12084.22807,1225.573099,1173.824561,1090.023392,4547.005848,1278.432749,290.4444444,2355.28655,9685.777778,438.3216374,249.8596491,524.0,11809.5731,506.8070175,122.4502924,968.2573099,8919.444444,1428.923977,584.5438596,2895.74269,7824.754386,753.9649123,258.5263158,2485.783626,5850.789474,847.9005848,410.8888889,1323.77193,4590.421053,654.1520468,160.2105263,1822.263158,4133.730994,1330.140351,485.5438596,3290.660819,496.1695906,765.5321637,171,19.18396192,11.47545257,0.801362151,0.93956044,0.7125,0.070933138,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Unknown,Other Cells
+3597,29978.07317,940.3170732,702.0731707,1119.04878,26328.14634,736.8170732,744.1097561,1660.487805,14708.80488,561.3658537,516.8536585,1756.95122,19221.96341,1344.865854,1289.97561,1879.95122,6804.878049,1454.658537,332.402439,2386.243902,14700.43902,458.4512195,240.2439024,460.0731707,18053.85366,481.304878,128.1707317,1682.914634,13527.62195,1515.646341,673.9390244,2800.719512,12097.18293,676.804878,311.9512195,1846.317073,8861.146341,872.1585366,457.6463415,1322.195122,6898.536585,667.9878049,176.4268293,1335.804878,6196.731707,1460.47561,227.6463415,3274.47561,538.2804878,760.5121951,82,12.22702522,9.253590873,0.653629637,0.854166667,0.525641026,-0.960100367,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,0,Granulocyte,Other Cells
+3598,35125.47682,825.7350993,510.602649,1078.821192,32593.56954,688.8940397,735.0397351,1660.046358,16279.62914,502.4569536,1247.834437,1740.139073,22744.13245,1188.735099,5135.496689,3011.529801,8439.476821,1305.622517,309.4635762,2490.81457,16850.45033,414.0728477,471.0529801,884.5430464,21249.40397,767.9668874,130.1258278,3461.417219,16045.40397,1875.97351,545.7152318,2808.993377,13254.49669,613.615894,275.1523179,1431.423841,9007.337748,1211.423841,401.9403974,1286.649007,5373.582781,702.6821192,159.7284768,5539.483444,5279.536424,1238.258278,501.8940397,3255.364238,1007.92053,762.9072848,151,17.92098369,11.89261093,0.748075404,0.862857143,0.559259259,-1.381723479,1,0,1,1,0,0,0,0,1,1,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
+3599,47769.0625,916.7083333,490.3958333,1122.75,44335.0,764.75,761.2708333,1674.520833,25207.64583,615.0208333,1396.666667,1801.708333,30981.0625,1403.895833,3611.3125,3386.75,11545.54167,1512.9375,353.8958333,2327.4375,24676.52083,456.3333333,180.5208333,1266.958333,29754.58333,633.0833333,145.8333333,2156.395833,23224.85417,2052.458333,500.2083333,2838.4375,20784.08333,654.8541667,338.125,1309.145833,14430.25,1340.6875,473.5,1321.020833,10719.875,683.7916667,188.25,2207.833333,9779.375,1530.166667,183.1875,3344.416667,367.0833333,760.3125,48,9.198938212,7.396345358,0.59457064,0.905660377,0.533333333,1.304946063,1,0,1,1,1,0,0,0,0,1,0,0,1,0,0,1,1,0,0,1,1,1,0,0,Helper T Cell,T Cells
+3600,23973.97656,923.234375,829.140625,1112.640625,21919.32813,684.1953125,504.28125,1620.507813,12421.5625,547.3515625,477.0703125,1776.164063,15756.73438,1245.46875,4809.765625,2802.328125,5642.148438,1345.140625,314.796875,2387.84375,12085.89063,450.234375,268.7265625,485.09375,15027.10156,484.0,117.15625,2327.273438,11134.97656,1477.75,622.78125,2789.742188,9829.117188,746.671875,260.609375,1781.351563,7145.867188,868.109375,378.609375,1308.484375,5508.882813,666.4609375,155.3984375,2449.078125,5004.078125,1302.617188,305.5234375,3340.90625,639.359375,764.4375,128,14.72642464,11.1469059,0.653493345,0.955223881,0.711111111,0.10038108,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Unknown,Other Cells
+3601,33529.17614,934.2613636,536.0852273,1094.125,30617.82386,751.3352273,840.7670455,1594.318182,17577.19886,566.4318182,1402.375,1742.664773,23122.33523,1379.039773,1988.647727,2977.198864,7641.272727,1545.232955,405.2670455,2502.181818,17453.86932,451.9090909,131.4204545,877.8238636,21611.06818,906.0681818,193.0795455,977.2215909,16375.11364,1662.0,529.2840909,2791.113636,14419.1875,710.7045455,285.9772727,1446.829545,10770.51136,1523.965909,418.3409091,1308.977273,7853.886364,632.5454545,167.4375,1652.397727,7201.443182,1430.056818,857.9431818,3216.579545,702.8011364,763.6931818,176,17.18968395,13.51475293,0.6179556,0.926315789,0.785714286,1.3807378,1,0,1,1,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,0,0,1,0,Cytotoxic T Cell,T Cells
+3602,26644.40645,915.1677419,606.0258065,1106.077419,24444.57419,717.5354839,666.8129032,1599.141935,13837.13548,538.483871,429.2516129,1713.651613,18141.95484,1372.2,2040.883871,1917.135484,6086.987097,1561.735484,413.516129,2372.251613,13867.94194,444.883871,259.3032258,476.6129032,17162.09032,464.7032258,125.5612903,1729.045161,12938.10968,1449.651613,701.2645161,2797.019355,11263.2129,660.0193548,288.5741935,1637.8,8395.451613,1020.477419,413.9483871,1321.283871,6253.348387,651.883871,166.6580645,1520.63871,5622.935484,1437.406452,1517.812903,3193.819355,717.6322581,763.6258065,155,16.16270534,12.60676877,0.625790418,0.928143713,0.688888889,0.731686344,1,0,0,0,1,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,Macrophage,Other Cells
+3603,28003.88095,786.1309524,484.7142857,1058.154762,24139.75,677.9761905,1092.142857,1556.880952,14047.29762,501.8809524,1757.52381,1806.214286,18038.71429,1197.27381,4623.5,2958.738095,6627.535714,1241.571429,301.8214286,2681.488095,13999.44048,520.5833333,100.6666667,1930.285714,17174.28571,735.5238095,646.702381,1413.511905,13144.09524,2227.154762,488.8333333,2803.785714,11643.36905,610.5714286,273.0952381,1450.583333,8478.678571,1264.488095,409.4047619,1315.142857,6111.797619,594.3214286,158.6071429,1980.297619,5775.083333,1294.738095,398.5238095,3213.345238,785.297619,760.202381,84,13.99044423,7.825760475,0.828921676,0.943820225,0.7,-1.563630353,1,0,1,1,0,0,1,0,0,1,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+3604,32930.66848,823.3097826,568.3423913,1085.923913,25520.00543,648.0706522,908.6902174,1634.63587,11259.63043,465.923913,2702.777174,1778.027174,16569.56522,1135.923913,10942.13043,4072.559783,6417.668478,1161.896739,285.1902174,2526.559783,12833.04891,453.3152174,1108.657609,1825.005435,15702.28261,503.1304348,227.6304348,1714.206522,11605.43478,2861.293478,422.8043478,2832.875,9416.271739,569.3043478,244.826087,874.923913,5826.396739,1844.173913,366.4293478,1292.282609,3100.836957,815.0706522,159.2282609,2945.173913,3349.380435,1089.418478,393.576087,3121.092391,1065.070652,763.9021739,184,18.68010319,12.87882899,0.724341846,0.93877551,0.773109244,-1.184543313,1,0,1,1,0,0,0,0,1,0,1,0,1,0,0,1,0,0,1,0,1,0,0,0,Regulatory T Cell,T Cells
+3605,28922.66827,902.4086538,555.2644231,1100.610577,26975.21635,724.3125,916.8461538,1613.048077,14752.77885,570.1634615,1270.591346,1764.899038,18597.11058,1301.975962,3279.024038,3892.456731,6631.067308,1649.951923,331.7115385,2526.403846,14618.91827,507.7932692,1104.519231,876.7019231,17629.81731,814.8461538,171.7884615,2010.927885,13295.1875,1726.086538,600.5096154,2811.918269,11823.62019,741.1971154,307.7115385,1588.75,8610.951923,1364.447115,455.4278846,1389.355769,6563.735577,1070.634615,175.7115385,4750.552885,5809.384615,1429.634615,267.7403846,3257.735577,446.7019231,767.7115385,208,21.011014,13.74268006,0.756433773,0.822134387,0.576177285,1.188282674,1,0,1,1,1,0,0,0,1,1,1,0,0,0,0,1,0,1,1,0,1,0,0,0,Cytotoxic T Cell,T Cells
+3606,33761.4,844.7111111,607.5555556,1088.311111,31495.57778,710.2,838.6222222,1492.022222,17420.46667,531.9555556,1267.444444,1815.355556,22223.91111,1268.444444,3097.777778,3495.222222,7993.6,1873.466667,328.7555556,2451.422222,18008.35556,447.4222222,756.5777778,1144.244444,21723.68889,546.8888889,418.2,2218.666667,16936.55556,2006.488889,570.0888889,2782.177778,14839.55556,735.1777778,296.4222222,1524.577778,10962.31111,1120.244444,451.3333333,1360.4,8198.888889,825.7555556,178.5111111,4359.511111,7663.244444,1398.355556,241.2666667,3264.0,452.3555556,760.9111111,45,10.16858013,5.81623762,0.820266664,0.957446809,0.642857143,1.224823143,1,0,1,1,1,0,0,0,1,1,1,0,1,0,0,0,0,1,1,0,1,0,0,0,Regulatory T Cell,T Cells
+3607,17930.12879,862.4848485,456.3181818,1040.333333,16674.53788,694.1742424,427.3560606,1387.371212,9305.174242,525.2045455,410.8409091,1694.265152,12039.16667,1323.30303,1184.19697,1782.454545,4314.015152,1324.757576,324.8636364,2308.060606,9673.590909,405.3333333,240.5909091,453.8560606,11666.23485,427.8257576,130.5833333,1087.901515,9074.492424,1488.492424,674.5075758,2826.121212,8096.234848,673.3863636,288.0984848,1512.522727,5947.492424,850.9393939,441.530303,1324.030303,4588.515152,656.7878788,182.5833333,1939.068182,4245.863636,1516.045455,7392.515152,3125.19697,415.0757576,766.5606061,132,15.20727323,11.37702637,0.663551515,0.936170213,0.733333333,-0.144377432,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,1,1,1,1,0,Granulocyte,Other Cells
+3608,25036.24701,1057.486056,635.0079681,1077.904382,22093.23904,757.2350598,598.9003984,1509.689243,12535.94821,601.3187251,556.8605578,1850.14741,15678.05578,1316.14741,2773.430279,2192.338645,5667.61753,1480.59761,314.3585657,2326.641434,12186.31076,411.1952191,433.123506,499.0,14734.20319,434.6175299,125.9083665,2511.752988,11045.88048,1552.541833,569.0,2839.840637,9872.135458,973.5697211,286.3426295,1639.912351,7174.25498,856.4820717,426.1035857,1322.087649,5477.888446,735.2310757,170.0756972,2836.541833,4907.932271,1344.972112,1286.545817,3501.940239,471.6972112,769.1992032,251,21.66443156,14.94134614,0.724122155,0.940074906,0.629072682,0.671078153,1,0,0,1,1,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,1,1,NK Cell,Other Cells
+3609,31170.11321,936.8396226,829.5471698,1167.641509,27199.4434,744.3867925,802.9811321,1693.632075,15517.82075,568.1698113,477.9622642,1760.584906,19466.76415,1372.103774,1078.698113,1248.311321,7109.773585,1473.990566,338.2641509,2352.801887,15346.81132,504.9245283,172.8679245,463.1509434,18479.42453,481.7075472,133.4811321,1338.698113,14079.34906,1515.084906,581.490566,2830.90566,12431.04717,678.754717,307.1792453,1883.037736,9087.886792,861.5566038,469.3584906,1330.113208,6962.264151,643.2075472,177.6415094,1722.584906,6280.45283,1470.443396,409.490566,3275.820755,507.7075472,764.3962264,106,13.26512319,10.5796837,0.603244405,0.929824561,0.679487179,-0.479822028,1,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,1,1,0,0,Macrophage,Other Cells
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+3611,37769.75556,996.1777778,565.8222222,1101.866667,32873.76111,770.0444444,803.0222222,1607.761111,19021.88889,585.4611111,1577.772222,1843.088889,24517.86667,1375.016667,3592.25,3834.094444,8347.338889,1410.816667,336.1388889,2478.516667,18818.57778,465.6722222,465.9,1716.422222,22666.78889,500.3222222,341.5666667,2304.994444,17180.68333,2105.883333,654.7833333,2817.811111,15246.04444,777.9444444,317.4444444,1531.183333,10823.10556,1282.538889,446.9333333,1331.811111,8215.366667,739.6333333,169.0944444,2463.677778,7294.544444,1408.033333,585.1777778,3516.638889,573.2222222,768.0555556,180,17.63884055,13.11947738,0.668420679,0.932642487,0.676691729,-0.109727503,1,0,1,1,0,0,0,0,1,0,1,0,1,0,0,1,0,0,0,0,1,0,0,1,Regulatory T Cell,T Cells
+3612,29793.80734,922.3394495,664.0642202,1117.091743,26353.74312,730.2293578,863.2568807,1627.954128,14536.74312,549.266055,623.9908257,1795.376147,19236.89908,1332.495413,1565.733945,1708.752294,6701.587156,1379.724771,313.8073394,2374.522936,14590.33945,485.440367,115.6788991,631.4311927,17754.21101,453.0091743,125.9724771,1224.009174,13259.9633,1634.926606,564.587156,2827.834862,11752.72477,891.3761468,290.6422018,1504.330275,8460.220183,936.7522936,432.8256881,1316.211009,6384.027523,612.0275229,161.6513761,1161.055046,5921.798165,1403.137615,508.7889908,3385.0,586.7522936,765.3944954,109,12.42804724,11.43061836,0.392519421,0.947826087,0.698717949,0.034887678,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,NK Cell,Other Cells
+3613,24402.41748,759.7572816,524.9223301,1033.951456,23096.1165,627.4271845,938.3106796,1442.718447,12783.87379,505.6213592,1349.058252,1832.281553,16793.75728,1165.68932,4616.184466,3267.106796,5977.048544,1424.495146,359.9223301,2423.31068,12807.24272,403.8252427,1738.359223,534.5145631,15667.23301,411.8932039,115.7669903,1257.76699,11737.16505,1947.708738,750.6699029,2789.07767,10274.60194,623.2912621,263.9514563,1289.242718,7637.834951,1230.504854,381.2524272,1301.417476,5792.174757,1004.330097,144.9223301,2246.15534,5286.524272,1254.019417,339.5145631,3178.330097,658.8640777,765.961165,103,13.31442535,10.1157639,0.650203959,0.980952381,0.624242424,-0.053044121,1,0,1,1,0,0,0,0,1,0,0,0,1,1,0,1,0,0,1,0,1,0,0,0,Helper T Cell,T Cells
+3614,25047.98919,902.9513514,800.2756757,1138.756757,21871.11351,719.7297297,891.0216216,1670.183784,12562.94054,569.8324324,436.4378378,1733.924324,16849.66486,1277.2,1330.362162,1791.459459,6086.594595,1383.924324,322.7621622,2379.702703,12425.25946,549.3837838,469.2108108,480.1189189,15240.79459,498.427027,125.6432432,1356.821622,11676.70811,1465.340541,507.3081081,2791.551351,10093.85946,1545.567568,277.1135135,1821.556757,7501.32973,813.4972973,430.8486486,1326.508108,5356.102703,739.8810811,169.5459459,2138.021622,5093.302703,1377.859459,249.6324324,3271.124324,819.4648649,767.4540541,185,17.42488941,13.65266921,0.621372366,0.925,0.680147059,-0.479802576,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Dendritic Cell,Other Cells
+3615,30253.37226,1038.284672,531.729927,1094.160584,27301.92701,680.189781,404.0072993,1714.678832,14657.45985,533.8175182,508.729927,1769.635036,18488.86861,1256.919708,4405.291971,3942.525547,6772.686131,1302.321168,314.9051095,2301.751825,14450.9562,389.1605839,576.4890511,487.7810219,17611.63504,403.6861314,130.1678832,3851.963504,13418.12409,1568.620438,426.9124088,2825.540146,11545.57664,660.4014599,288.7591241,1518.532847,6741.854015,795.4525547,423.7518248,1334.832117,5058.540146,731.189781,168.3868613,5255.919708,4473.233577,1272.357664,163.1824818,3260.890511,252.4525547,769.0364964,137,17.7869436,10.27388487,0.816314119,0.878205128,0.691919192,-0.009009491,1,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Dendritic Cell,Other Cells
+3616,28554.06,817.6533333,484.3466667,1074.886667,26792.05333,680.3733333,707.7133333,1598.6,14869.3,540.9866667,1184.88,1817.24,18136.72,1232.94,3675.406667,3132.573333,6848.433333,1338.746667,309.76,2372.22,14671.29333,400.3866667,883.3066667,983.4266667,17574.94,783.3133333,140.3466667,2004.92,13474.93333,1546.086667,442.7933333,2870.18,11911.35333,1002.1,294.0133333,1375.293333,7835.293333,1174.186667,437.3866667,1326.48,6018.4,825.24,169.1133333,3469.62,5515.366667,1358.206667,2973.02,3277.36,313.3466667,768.2333333,150,17.38754712,12.07307954,0.719635454,0.810810811,0.588235294,1.233952173,1,0,1,1,0,0,0,0,1,1,0,0,0,0,0,1,0,0,1,0,1,0,1,0,Cytotoxic T Cell,T Cells
+3617,39868.25217,883.4956522,515.7913043,1100.930435,37626.23478,725.426087,847.7043478,1626.913043,20582.11304,585.2347826,1870.113043,1792.773913,25328.55652,1330.391304,4067.930435,4322.756522,9456.669565,1437.956522,342.9826087,2443.06087,20390.49565,432.2782609,219.9478261,1327.269565,24032.8,786.8434783,136.6956522,2107.626087,18666.61739,1956.626087,526.1217391,2818.304348,16640.12174,660.1826087,316.7913043,1175.295652,11465.6,1642.591304,457.3130435,1308.686957,8751.669565,666.5478261,177.5565217,2503.73913,7684.495652,1428.347826,331.6086957,3321.973913,362.1565217,767.1826087,115,15.72575061,9.646875379,0.789737825,0.912698413,0.58974359,0.551448548,1,0,1,1,0,0,0,0,0,1,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
+3618,23276.44444,1035.420635,656.7936508,1105.222222,20362.28571,762.4206349,842.9126984,1601.801587,11386.92063,577.8809524,1080.722222,1780.944444,14655.12698,1308.960317,2827.595238,2798.666667,5081.388889,1306.698413,312.3333333,2369.896825,11060.96032,430.2698413,774.2301587,856.1428571,13205.71429,670.4365079,148.3015873,1458.888889,10051.70635,1857.896825,636.9126984,2810.84127,8795.960317,830.6666667,287.968254,1907.904762,6482.34127,1025.984127,431.7857143,1345.730159,4986.936508,782.8253968,169.6031746,3079.380952,4205.928571,1331.722222,547.2222222,3288.007937,528.3095238,766.7539683,126,14.48586938,11.66630392,0.592789386,0.90647482,0.605769231,-0.307266451,1,0,1,1,0,0,0,0,1,1,0,0,1,0,0,0,0,1,1,0,1,0,0,0,Helper T Cell,T Cells
+3619,29842.54118,826.1647059,618.3529412,1088.752941,25662.95294,661.8,871.9647059,1574.847059,14642.23529,528.6,1610.152941,1771.2,19977.92941,1206.741176,3006.294118,2632.552941,6979.764706,1267.035294,301.0117647,3289.894118,14867.22353,602.0588235,133.4352941,1312.894118,17528.32941,477.6705882,118.3176471,1503.988235,13619.21176,1892.211765,542.9882353,2793.729412,11783.04706,1398.729412,272.6823529,1530.188235,8701.458824,1203.6,410.7058824,1369.105882,6212.835294,610.6705882,161.6117647,1970.870588,5780.235294,1294.917647,333.9647059,3240.235294,794.6588235,766.1882353,85,13.31458267,8.702174428,0.756855527,0.904255319,0.544871795,0.402553137,1,0,1,1,0,0,1,0,0,0,0,0,1,0,0,1,0,1,0,0,1,0,0,0,Helper T Cell,T Cells
+3620,22760.46154,889.7032967,528.9120879,1071.978022,19367.40659,682.5054945,469.1648352,1469.186813,10912.52747,752.1098901,460.2417582,1691.538462,14945.1978,1181.43956,3448.747253,2320.802198,5251.021978,1221.934066,297.2637363,2375.813187,10636.91209,372.2747253,1320.923077,503.5824176,12988.36264,586.1758242,114.6263736,2094.285714,10055.18681,1620.692308,528.5384615,2777.186813,8458.527473,1290.659341,266.1428571,1384.912088,6286.043956,773.1868132,388.4725275,1388.208791,4383.505495,999.9120879,159.6923077,3978.32967,4070.901099,1216.065934,744.5494505,3291.901099,845.978022,765.5934066,91,11.67814012,10.37542974,0.458975714,0.928571429,0.583333333,-0.85910489,1,1,0,1,0,0,0,0,1,1,0,0,0,0,0,0,0,1,1,0,1,0,1,0,Macrophage,Other Cells
+3621,33403.00752,863.2180451,484.6165414,1086.015038,30096.09023,688.2781955,770.7894737,1585.413534,16715.6391,514.3082707,1259.857143,1782.496241,22192.87218,1225.413534,4883.390977,3900.037594,8166.834586,1280.87218,316.7218045,2407.819549,16682.56391,400.4586466,150.8947368,1658.744361,20755.17293,464.075188,168.8796992,2638.81203,15838.26316,2072.75188,515.7669173,2800.353383,13508.69925,604.9849624,279.518797,1439.210526,9572.744361,1179.849624,408.5263158,1305.225564,6312.360902,624.4661654,162.406015,3439.917293,6088.225564,1286.87218,267.7819549,3299.87218,912.9924812,767.1503759,133,19.1297108,9.736746648,0.860775055,0.826086957,0.554166667,1.050551501,1,0,1,1,0,0,0,0,0,0,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+3622,28765.98058,1002.621359,656.0582524,1175.029126,27818.18447,803.4757282,656.223301,1759.61165,13890.61165,602.4854369,1693.446602,1873.145631,19105.30097,1466.485437,3623.533981,3528.980583,7170.61165,1457.165049,380.2815534,2443.165049,14412.03883,505.3009709,358.0873786,1610.805825,18409.36893,535.6796117,156.1941748,1474.533981,13907.64078,2842.582524,446.8446602,2806.029126,11689.41748,653.407767,321.1941748,1186.951456,8194.902913,1668.475728,456.6213592,1332.15534,5210.524272,697.9029126,184.0970874,1981.048544,5119.203883,1452.941748,225.1067961,3342.601942,964.0291262,765.9029126,103,14.39544477,10.14003814,0.709811041,0.837398374,0.536458333,-1.50257903,1,0,1,1,1,0,0,0,1,1,0,0,1,0,0,1,0,0,0,1,1,0,0,0,Helper T Cell,T Cells
+3623,34375.75,915.4684211,547.3342105,1083.902632,31134.72895,691.7184211,963.4315789,1605.7,16172.21053,506.2210526,1789.094737,1795.439474,22471.45789,1219.194737,5105.605263,3932.265789,8218.571053,1328.331579,307.0184211,2582.102632,16590.81579,419.4342105,550.4368421,1590.339474,20720.98158,465.25,231.6473684,2502.581579,16155.05263,2361.073684,513.0421053,2803.334211,13421.39474,681.55,273.8552632,1213.786842,9231.965789,1375.089474,412.7157895,1304.434211,5575.226316,700.6394737,157.3368421,3220.542105,5531.873684,1259.318421,566.7315789,3204.089474,989.7578947,772.0763158,380,23.84895544,20.6526788,0.500081511,0.913461538,0.688405797,1.117972865,1,0,1,1,0,0,0,0,1,0,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+3624,28907.29771,1038.465649,562.389313,1063.549618,23644.84733,624.4580153,359.8931298,1545.152672,12153.31298,506.2519084,502.0534351,1731.854962,15328.51145,1207.641221,6253.969466,3422.832061,5663.954198,1198.633588,285.2671756,2276.564885,12046.16794,379.0610687,755.3816794,452.5801527,14633.55725,383.6641221,127.6564885,5163.969466,10965.29771,1502.465649,410.2748092,2804.59542,9271.183206,584.8473282,258.8778626,1408.396947,5386.335878,754.3969466,396.0610687,1324.778626,4081.740458,746.4274809,157.7938931,4447.305344,3604.587786,1178.984733,263.9923664,3302.244275,241.4885496,767.7633588,131,13.80650274,12.67659812,0.396206527,0.929078014,0.71978022,-1.07248595,1,0,0,1,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,1,0,0,0,B Cell,B Cells
+3625,26826.17757,1071.990654,566.4392523,1103.373832,25144.27103,808.2523364,575.4766355,1551.747664,13258.76636,624.0093458,908.5140187,1723.560748,16617.41121,1531.925234,1894.252336,2243.869159,5710.280374,1468.065421,370.1962617,2403.186916,12949.16822,462.0,243.1121495,743.5514019,15358.45794,1004.056075,145.1401869,1299.757009,11676.3271,1657.542056,561.2429907,2831.663551,10372.28037,684.3925234,323.4766355,1414.915888,7350.028037,1220.271028,483.9626168,1333.53271,5780.056075,688.9906542,196.8971963,1711.551402,5044.457944,1596.233645,3011.317757,3222.028037,404.3551402,768.682243,107,14.33166564,10.15845234,0.705397738,0.914529915,0.594444444,-0.397436902,1,1,1,1,1,0,0,0,0,1,0,0,0,0,0,1,1,0,0,1,0,1,1,0,Cytotoxic T Cell,T Cells
+3626,23915.22018,964.9266055,758.3302752,1133.40367,21734.02752,737.3761468,806.8256881,1680.009174,11870.24771,562.9724771,672.0091743,1741.504587,15507.30275,1348.247706,1521.752294,1710.449541,5625.917431,1365.623853,329.0,2383.0,12061.72477,475.5504587,309.266055,600.146789,14374.30275,610.587156,131.4495413,1112.357798,10807.91743,1480.100917,606.587156,2833.917431,9740.733945,1047.247706,299.9541284,1693.614679,7163.082569,954.2201835,450.2018349,1336.743119,5471.256881,671.6880734,178.1651376,1545.550459,4881.412844,1430.440367,959.4770642,3398.110092,549.0091743,768.733945,109,16.19620086,9.999935381,0.786629944,0.893442623,0.486607143,-0.490902134,1,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,1,1,NK Cell,Other Cells
+3627,37406.76923,928.7692308,530.4307692,1077.353846,32321.12308,701.7846154,650.2461538,1598.707692,19274.18462,557.6923077,972.8153846,1778.707692,24374.01538,1299.692308,3345.538462,3256.646154,8120.138462,1471.815385,396.1230769,2425.184615,18984.73846,401.1538462,114.4769231,1126.923077,23100.6,897.0307692,126.6,2662.307692,17388.18462,1768.784615,544.2307692,2801.846154,15275.24615,751.3076923,291.6923077,1679.215385,11389.52308,1050.892308,410.5692308,1306.615385,8002.553846,603.0769231,159.7384615,2473.246154,7416.523077,1339.046154,197.1384615,3343.138462,761.1846154,765.4615385,65,10.45607208,8.503937162,0.581842738,0.928571429,0.590909091,0.556823146,1,0,1,1,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+3628,28903.28182,912.4,610.6818182,1096.527273,26419.3,726.6636364,877.7818182,1621.909091,14767.05455,554.9272727,1220.9,1797.863636,20036.22727,1307.563636,4227.863636,2635.963636,7123.572727,1346.372727,312.2454545,2377.745455,14298.61818,427.7727273,143.2454545,1179.672727,18260.99091,498.5,307.0181818,2633.281818,13898.30909,2022.063636,484.0818182,2802.027273,11741.08182,746.4090909,292.0,1569.609091,8705.145455,1204.245455,423.1636364,1316.236364,6023.745455,629.9727273,168.4818182,3159.936364,5658.481818,1367.127273,953.9181818,3387.227273,864.2636364,766.6272727,110,12.43762898,11.31079775,0.415919481,0.956521739,0.705128205,-0.144355854,1,0,1,1,0,0,0,0,0,0,1,0,1,0,0,1,0,0,0,0,1,0,1,1,Regulatory T Cell,T Cells
+3629,35907.58182,849.7054545,513.4290909,1079.189091,31814.89818,706.5163636,730.6181818,1599.927273,17977.51273,519.1309091,1084.563636,1739.476364,23470.21818,1264.549091,3301.247273,3192.178182,8594.083636,1312.156364,320.8727273,2335.934545,17853.57818,412.2218182,152.6727273,1012.403636,22102.04364,506.8690909,218.4836364,2095.334545,17096.52727,1752.549091,524.7018182,2801.752727,14584.27636,704.2181818,281.8,1351.927273,10302.45818,1086.432727,422.9490909,1297.210909,6720.167273,621.3927273,163.1236364,2477.338182,6452.450909,1328.498182,540.2618182,3207.083636,903.8763636,775.9054545,275,29.07976753,12.52667976,0.90246194,0.856697819,0.592672414,0.2813854,1,0,1,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,T Cell,T Cells
+3630,39434.56522,868.5,541.7173913,1108.086957,17946.97826,558.326087,743.6304348,1429.923913,8287.282609,417.5108696,2073.369565,1794.652174,12135.55435,988.2717391,6202.815217,3215.51087,4715.315217,1045.913043,249.6956522,2439.173913,9190.086957,343.3152174,144.3043478,2736.532609,11332.76087,636.7717391,115.0434783,1556.423913,8579.184783,2459.130435,379.3586957,2784.271739,6896.108696,516.0543478,218.0217391,820.8478261,4579.206522,1439.402174,348.2934783,1298.347826,2522.413043,537.5326087,137.326087,1953.75,2674.021739,988.3695652,193.1413043,3075.25,1050.967391,767.7065217,92,12.94551181,9.291016449,0.696350631,0.968421053,0.597402597,-0.439366335,0,0,1,1,0,0,0,0,0,1,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
+3631,27868.49776,989.3901345,626.8699552,1098.26009,25132.19283,690.0672646,765.044843,1617.914798,13632.59193,565.5336323,1556.618834,1824.336323,16685.99103,1251.928251,7833.932735,4106.636771,6220.7713,1301.991031,309.793722,2372.381166,13320.40359,425.7040359,678.955157,1526.318386,15961.64126,722.8071749,319.7309417,4753.7713,12303.08072,2132.600897,499.2466368,2822.26009,10884.92377,620.9641256,284.6502242,1306.278027,6895.201794,1210.421525,431.5426009,1309.681614,5128.044843,742.9372197,167.6278027,5715.32287,4564.90583,1283.883408,258.632287,3284.914798,278.2914798,773.2556054,223,23.91418814,12.7614605,0.845714561,0.861003861,0.633522727,0.29637448,1,0,1,1,0,0,0,0,1,1,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+3632,34477.72816,885.4854369,557.5339806,1063.718447,29319.92233,720.3203883,1131.087379,1556.640777,16682.76699,595.5728155,1612.203883,1780.815534,20663.82524,1246.61165,3651.07767,3976.563107,7753.84466,1302.805825,305.1747573,2624.854369,16361.09709,442.1165049,234.5728155,1034.679612,19608.8932,1520.873786,190.6213592,1468.0,14693.32039,1630.640777,539.1747573,2799.805825,12619.59223,1113.417476,271.7281553,1526.116505,9249.466019,1264.359223,402.1359223,1329.466019,7185.417476,638.9805825,153.2427184,2435.708738,6140.38835,1314.563107,959.7281553,3324.660194,605.7669903,767.8932039,103,12.18769435,10.85120865,0.455293554,0.971698113,0.66025641,-1.14499747,1,0,1,1,0,0,0,0,0,1,1,0,0,0,0,1,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells
+3633,29060.19444,865.1666667,532.2777778,1071.935185,26505.86111,689.0462963,937.4722222,1607.759259,14430.13889,522.0185185,2364.212963,1846.388889,19046.72222,1217.527778,5025.814815,4338.712963,6921.638889,1280.694444,308.962963,2748.157407,14207.44444,399.962963,356.4907407,1662.324074,17658.97222,458.6666667,140.9722222,2334.37037,13407.83333,2512.287037,451.6388889,2812.194444,11278.15741,615.5648148,264.7037037,1165.101852,8051.268519,1225.416667,406.0925926,1305.194444,5222.490741,638.4907407,158.6574074,4057.805556,5026.361111,1221.898148,353.4351852,3312.398148,925.8148148,767.9444444,108,12.73780147,11.83068675,0.370617438,0.9,0.692307692,-0.582548171,1,0,1,1,0,0,1,0,1,0,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
+3634,36504.0,896.4207317,540.3170732,1097.280488,34234.43293,753.3536585,781.1585366,1655.335366,18780.76829,578.8536585,1149.847561,1791.530488,22797.66463,1300.54878,5242.054878,3696.128049,8242.213415,1410.042683,355.2804878,2403.292683,18151.13415,416.8719512,2144.128049,556.2256098,20987.83537,705.8780488,137.0609756,2501.22561,16610.18293,1869.054878,475.5243902,2826.530488,14725.81707,634.9573171,306.3963415,1238.341463,9571.926829,1352.115854,449.6097561,1366.640244,7217.530488,1114.02439,176.2439024,3092.0,6538.402439,1384.652439,493.3414634,3350.939024,325.9146341,772.2926829,164,21.18678039,10.91760515,0.857008242,0.815920398,0.585714286,-0.26456585,1,0,1,1,0,0,0,0,1,1,0,0,1,0,0,1,0,1,1,0,1,0,0,0,Helper T Cell,T Cells
+3635,40559.28708,1005.497608,571.0239234,1147.555024,12876.53589,513.4019139,291.4449761,1456.980861,6352.564593,420.076555,681.4593301,1673.215311,8186.779904,984.291866,5461.842105,2139.502392,3313.885167,1056.052632,256.5502392,2286.732057,6729.889952,302.4641148,561.6315789,473.2440191,7973.004785,327.6698565,115.7320574,2687.899522,6088.210526,2156.626794,368.354067,2798.325359,5360.555024,516.8899522,252.7464115,1013.272727,2939.440191,854.1818182,377.8421053,1281.502392,2205.770335,831.9473684,149.4497608,1822.191388,2084.61244,1130.837321,121.6363636,3112.167464,216.7655502,771.1100478,209,24.19371407,11.66036748,0.876194014,0.916666667,0.552910053,-0.921048038,0,0,0,1,0,0,0,0,1,0,0,0,1,0,0,0,0,0,1,0,1,0,0,0,Dendritic Cell,Other Cells
+3636,46631.65563,987.8013245,540.0596026,1121.715232,43833.33775,774.7483444,815.9271523,1682.642384,24617.96026,611.7350993,1722.231788,1770.211921,30689.38411,1425.721854,3838.847682,4060.84106,10952.6755,1511.476821,357.2317881,2404.291391,23927.68874,457.5629139,226.7284768,1105.708609,28447.23841,658.3377483,298.6622517,2422.569536,22392.33113,2119.066225,528.0397351,2836.708609,19610.64901,667.8344371,343.0794702,1426.794702,13709.25166,1386.655629,486.8145695,1327.331126,10274.07285,684.4039735,187.4966887,3155.84106,9225.880795,1515.980132,339.9470199,3312.649007,373.8940397,773.6357616,151,17.81112131,11.84158739,0.746983719,0.877906977,0.503333333,0.301116314,1,0,1,1,1,0,0,0,0,1,1,0,1,0,0,1,1,0,0,1,1,1,0,0,Regulatory T Cell,T Cells
+3637,28851.89247,912.0967742,511.2365591,1079.55914,27617.49462,717.2795699,508.1935484,1503.763441,14874.76344,565.1505376,540.8064516,1753.83871,18987.43011,1326.010753,3166.827957,2578.591398,6776.634409,1369.860215,323.344086,2303.247312,14702.21505,406.6451613,595.6666667,496.1935484,17601.44086,460.0537634,137.7311828,2002.494624,13574.55914,1704.247312,593.5376344,2826.397849,11907.98925,666.6989247,304.9569892,1449.752688,8286.247312,1180.83871,439.5698925,1311.989247,6408.27957,733.7096774,173.6236559,3467.956989,5646.569892,1378.0,525.2365591,3318.860215,383.4516129,768.8602151,93,12.58579465,10.18961825,0.586964562,0.902912621,0.553571429,0.942189317,1,0,0,1,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,1,0,0,0,Dendritic Cell,Other Cells
+3638,26691.92222,985.2666667,788.7666667,1142.455556,23524.14444,764.1666667,903.2333333,1709.022222,13578.78889,583.6111111,792.0666667,1798.477778,17242.78889,1380.144444,2846.755556,2096.422222,6142.388889,1469.177778,342.1333333,2415.3,13458.46667,2794.344444,156.2777778,631.0666667,16077.32222,528.1,141.9888889,2046.977778,12503.95556,1676.411111,536.8666667,2834.822222,11076.84444,1278.955556,308.9666667,1884.677778,8020.833333,1071.322222,475.4888889,1343.655556,6161.466667,707.2888889,180.8555556,2745.466667,5725.544444,1475.7,240.9222222,3350.977778,486.9888889,771.0444444,90,12.77196437,9.754714603,0.645500403,0.849056604,0.584415584,0.319620298,1,0,1,1,1,0,0,1,0,1,0,0,0,0,0,0,1,1,0,0,1,1,0,0,Cytotoxic T Cell,T Cells
+3639,37198.01299,932.7662338,655.2077922,1118.909091,31204.44156,742.7142857,768.4935065,1637.324675,18973.77922,578.2857143,478.1558442,1752.701299,24162.53247,1382.597403,2376.077922,2381.337662,8340.0,1432.532468,349.1818182,2370.896104,18023.42857,485.3376623,159.8181818,451.2337662,22316.49351,465.4675325,135.1818182,2202.311688,17081.2987,1508.181818,779.6233766,2827.792208,14970.51948,721.3896104,315.974026,2042.909091,11066.66234,930.7922078,488.6103896,1339.441558,8104.896104,656.8571429,179.1688312,1503.220779,7686.519481,1496.61039,365.1168831,3273.168831,540.4805195,769.5844156,77,12.34642319,8.58065061,0.719018622,0.93902439,0.592307692,-0.334552108,1,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,1,0,0,Granulocyte,Other Cells
+3640,24081.60784,797.1764706,492.4411765,1078.45098,21627.35294,651.372549,668.372549,1537.558824,12409.96078,518.1960784,656.2745098,1735.411765,16228.42157,1237.058824,3059.205882,2327.372549,5620.215686,1594.333333,399.5196078,2472.294118,12606.82353,422.0882353,905.3431373,590.2352941,15605.23529,448.9607843,126.8137255,1338.470588,11684.14706,1547.764706,737.0392157,2827.490196,10099.01961,653.2254902,261.8137255,1717.166667,7693.95098,1207.480392,389.9803922,1306.607843,5706.284314,832.9411765,161.9803922,2856.196078,5244.568627,1312.872549,283.9313725,3169.558824,729.8333333,768.3137255,102,14.3878183,9.292147764,0.763477537,0.935779817,0.6375,-1.270018595,1,0,0,1,1,1,0,0,1,0,0,0,0,1,0,1,0,0,1,0,1,0,0,0,Macrophage,Other Cells
+3641,24578.96154,954.5128205,756.8653846,1149.115385,21463.19872,744.3846154,857.6153846,1683.692308,12391.25641,569.8653846,439.9166667,1770.128205,16454.69231,1354.038462,1408.038462,1186.416667,5996.224359,1330.025641,320.2307692,2361.75,12079.33974,455.1858974,225.9230769,465.525641,14514.20513,529.8782051,126.1602564,1331.897436,11463.94872,1414.814103,455.0897436,2803.615385,9900.012821,921.2307692,284.3653846,1522.198718,7221.096154,803.8589744,425.9358974,1314.141026,5122.634615,648.6538462,167.6602564,1329.910256,4788.660256,1382.878205,332.775641,3237.955128,834.724359,770.5320513,156,19.34595247,10.50955549,0.839575439,0.945454545,0.666666667,1.121144866,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Unknown,Other Cells
+3642,15667.86842,680.4605263,420.2434211,1020.717105,14233.09868,558.6973684,374.2105263,1393.592105,7799.006579,443.2039474,371.5263158,1697.421053,10476.78289,1074.710526,1699.631579,906.8618421,3958.315789,1139.052632,263.6644737,2281.611842,8015.625,330.9276316,116.5328947,472.2368421,9762.578947,409.6052632,112.2039474,1074.723684,7578.348684,1255.631579,427.4934211,2838.230263,6589.888158,569.3815789,234.0,1137.657895,4825.578947,692.5328947,370.0855263,1296.539474,3278.875,606.4473684,147.2105263,2445.967105,3154.453947,1156.736842,2196.184211,3085.197368,883.2828947,770.9736842,152,16.29169421,12.07540742,0.671284012,0.938271605,0.730769231,-0.218915401,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Unknown,Other Cells
+3643,25904.4031,867.9922481,534.7364341,1066.96124,23155.91473,695.1317829,695.8914729,1535.046512,12909.81395,604.2945736,1259.635659,1725.310078,15979.08527,1272.410853,2807.139535,2599.364341,6019.271318,1312.75969,301.2170543,2542.294574,12612.02326,669.4418605,490.7829457,897.0542636,15057.91473,1124.271318,172.0852713,1508.0,11523.84496,1547.031008,568.2635659,2817.341085,10266.07752,665.0620155,270.124031,1550.604651,7428.178295,1153.426357,392.2403101,1337.224806,5643.728682,718.875969,157.9302326,3261.44186,5219.930233,1334.100775,434.8992248,3189.728682,617.3255814,770.8217054,129,15.4391937,11.64528528,0.656566996,0.854304636,0.661538462,-1.000438791,1,0,1,1,0,0,0,0,1,1,1,0,0,0,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+3644,28926.46154,1029.397436,1050.705128,1182.25641,25104.05128,677.7948718,603.8461538,1645.705128,14086.74359,545.474359,501.8333333,1757.769231,18196.65385,1243.769231,2902.038462,1312.205128,6224.666667,1303.858974,306.3461538,2379.538462,13534.11538,439.0769231,165.8974359,483.5,16566.32051,518.3717949,114.5769231,1730.961538,12321.76923,1422.628205,549.8974359,2767.679487,10863.64103,614.0384615,255.8717949,1567.74359,8009.679487,791.6410256,386.9102564,1313.307692,5967.141026,616.1538462,156.7051282,1670.333333,4987.692308,1222.846154,232.2692308,3267.307692,629.9102564,770.2692308,78,11.02313045,9.384762331,0.524565687,0.906976744,0.709090909,1.460173637,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Unknown,Other Cells
+3645,43908.71429,892.7619048,619.8095238,1107.333333,36967.28571,721.047619,756.2142857,1689.357143,22701.57143,564.3333333,545.5952381,1759.97619,28992.42857,1337.904762,3101.928571,3260.047619,9390.952381,1599.142857,441.0952381,2452.47619,22364.07143,424.7619048,245.4047619,718.9047619,26727.69048,723.7857143,126.9047619,2125.0,21111.57143,1463.238095,620.3809524,2784.02381,18363.71429,991.9761905,310.4285714,1583.833333,13492.19048,1057.261905,446.0714286,1319.880952,9612.761905,646.8333333,174.2142857,2214.547619,9071.190476,1439.142857,198.6666667,3267.928571,754.6904762,769.0,42,7.757784921,7.634388862,0.17764905,0.933333333,0.583333333,1.105238507,1,0,0,1,1,1,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Macrophage,Other Cells
+3646,18617.50962,885.5961538,965.4903846,1140.134615,17948.85577,714.6153846,905.1923077,1653.653846,9252.067308,520.9038462,919.0384615,1773.961538,12658.71154,1287.105769,1941.144231,1521.5,4496.163462,1381.721154,310.9326923,2595.644231,9749.576923,482.8942308,118.8269231,781.8365385,12176.27885,526.7211538,129.3557692,1502.730769,8732.519231,1656.269231,484.7211538,2807.471154,7660.826923,888.1442308,273.6538462,1693.605769,5793.778846,1005.576923,433.2019231,1336.038462,4391.326923,603.0,164.8942308,1437.605769,4014.192308,1380.067308,243.3846154,3256.182692,784.3653846,768.9807692,104,16.50273535,8.447713768,0.859046362,0.881355932,0.611764706,1.268081719,1,0,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Cytotoxic T Cell,T Cells
+3647,43348.01282,896.5769231,529.2179487,1098.820513,39153.94872,718.9230769,1153.717949,1659.307692,21939.02564,761.5641026,2850.448718,1833.858974,28250.70513,1285.435897,4354.230769,4433.871795,10585.74359,1350.346154,347.8461538,3420.897436,21667.65385,439.1538462,842.6282051,1852.025641,26964.94872,479.0897436,134.7435897,1622.333333,20844.14103,2691.884615,437.7820513,2837.666667,17798.87179,668.7179487,286.7307692,1137.666667,12489.0,1425.692308,437.7820513,1421.217949,7556.641026,783.3974359,170.6153846,2846.551282,7482.205128,1350.461538,320.9102564,3304.794872,950.4615385,769.3717949,78,11.59625202,9.036068951,0.626746486,0.896551724,0.6,-1.415360666,1,1,1,1,0,0,1,0,1,0,0,0,1,0,0,1,0,1,1,0,1,0,0,0,Helper T Cell,T Cells
+3648,34241.0,832.3716216,458.5743243,1082.0,31256.27027,684.9459459,805.7364865,1613.256757,16815.93243,521.9864865,1780.027027,1742.506757,22695.7973,1220.898649,4009.925676,2553.864865,8428.040541,1292.135135,310.3378378,2436.844595,16706.66892,574.0,555.2432432,1252.22973,21376.09459,464.3716216,169.1081081,1275.094595,16539.73649,2102.121622,465.3445946,2820.574324,13729.90541,628.8310811,273.1756757,1083.087838,9589.290541,1266.695946,415.8108108,1298.108108,5882.182432,720.9459459,162.0337838,2426.155405,5849.993243,1302.459459,744.4459459,3218.283784,971.9864865,774.1621622,148,16.55130097,12.0093865,0.688131864,0.925,0.669683258,-0.345844981,1,0,1,1,0,0,0,0,1,0,1,0,1,0,0,1,0,0,0,0,1,0,1,0,Regulatory T Cell,T Cells
+3649,27631.70833,795.875,507.1041667,1066.958333,25608.0625,658.7708333,1077.520833,1579.583333,14235.8125,509.9375,1593.791667,1826.166667,18672.0,1217.645833,4408.520833,2848.520833,6522.479167,1412.666667,373.625,2436.0625,14040.79167,399.6041667,513.2083333,1517.583333,17563.72917,455.2708333,322.5208333,1695.916667,12972.10417,2065.083333,591.1458333,2794.916667,11460.72917,643.0,260.1041667,1375.604167,8512.729167,1213.5,389.2291667,1288.520833,6423.833333,746.125,157.375,2099.833333,5941.25,1282.270833,425.3541667,3222.020833,651.4583333,770.125,48,11.36848871,6.094780825,0.844146995,0.827586207,0.444444444,1.027609033,1,0,1,1,0,0,0,0,1,0,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+3650,32036.44604,973.2805755,670.1870504,1088.517986,28589.38129,707.1007194,702.2877698,1575.446043,15799.30216,718.7841727,1164.302158,1760.223022,21883.21583,1303.510791,4392.928058,3153.208633,7006.647482,1422.884892,377.1007194,2398.316547,16155.20144,400.1366906,314.323741,955.1366906,19260.02158,1118.820144,120.4460432,3161.309353,14608.97842,1677.47482,536.5467626,2805.496403,12672.54676,646.1438849,269.3165468,1610.316547,9369.834532,1108.280576,399.7266187,1341.100719,6712.057554,678.5539568,162.2589928,4106.676259,6125.805755,1292.992806,155.8489209,3340.453237,767.7482014,772.2661871,139,16.52206205,11.44438973,0.721251569,0.902597403,0.551587302,-0.9690617,1,1,1,1,0,0,0,0,1,1,0,0,0,0,0,0,0,1,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+3651,31771.56364,826.1909091,535.8090909,1093.2,30009.78182,674.1636364,742.3363636,1668.854545,14361.67273,498.7636364,580.7272727,1747.709091,20252.78182,1207.790909,6731.890909,3391.045455,7710.681818,1568.845455,380.5636364,2369.718182,15289.38182,500.8727273,2069.272727,601.3272727,19203.44545,496.6818182,132.0181818,3609.863636,14669.53636,1809.063636,597.8454545,2805.436364,12025.2,719.3454545,270.8545455,1141.654545,8229.072727,956.0727273,403.7727273,1316.009091,4670.236364,1084.809091,162.4636364,3365.454545,4736.581818,1228.918182,594.6,3199.581818,1024.081818,770.7909091,110,13.11033279,10.83277094,0.563263484,0.93220339,0.769230769,1.277111115,1,0,0,1,1,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,1,0,1,0,Macrophage,Other Cells
+3652,34030.66102,899.1864407,583.2881356,1107.364407,30673.55085,729.0338983,739.7288136,1654.576271,17180.83051,566.4576271,1712.423729,1837.40678,21031.08475,1311.440678,5702.90678,4535.305085,7780.389831,1381.118644,329.9576271,2351.728814,16479.22881,595.5508475,302.3050847,1178.313559,19739.09322,458.6271186,161.6694915,2250.881356,15412.85593,2296.398305,791.8728814,2814.271186,13501.69492,741.4745763,304.2118644,1293.542373,9146.279661,1246.559322,445.220339,1306.059322,6871.855932,663.6355932,173.7966102,2672.694915,6146.559322,1352.830508,201.4322034,3337.262712,354.0338983,773.9067797,118,13.20579558,11.4902484,0.492890511,0.929133858,0.648351648,0.023605136,1,0,1,1,0,0,0,0,1,0,1,0,1,1,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+3653,21595.90295,732.1561181,571.0337553,1054.953586,14497.94937,540.0253165,583.8059072,1417.147679,5413.616034,475.7383966,446.5527426,1681.337553,8948.704641,985.5907173,4160.628692,1473.101266,3319.561181,1046.594937,250.7974684,2285.514768,6282.28692,337.2995781,1347.151899,526.4852321,7520.160338,403.1940928,106.9957806,1918.21097,5552.35865,1803.683544,503.5527426,2786.49789,4414.270042,574.257384,208.7679325,812.835443,2294.991561,749.4556962,335.0759494,1281.046414,1262.270042,781.6160338,133.8101266,1590.181435,1420.223629,953.7848101,675.0295359,3051.662447,1099.097046,776.1223629,237,18.9627017,16.19268071,0.520399931,0.951807229,0.658333333,0.470884102,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,1,0,Dendritic Cell,Other Cells
+3654,34964.81818,824.5454545,508.9090909,1090.311688,31798.12987,703.038961,835.1558442,1683.597403,16142.02597,503.6493506,1933.766234,1810.402597,21931.15584,1212.649351,5351.532468,3603.935065,8269.714286,1407.935065,318.0519481,2562.558442,16479.11688,427.2207792,589.9090909,1345.675325,20642.35065,1080.818182,149.6883117,3354.558442,15841.49351,1844.636364,498.1688312,2826.831169,13115.45455,612.3766234,273.5064935,1132.558442,8851.558442,1533.818182,413.3376623,1297.116883,5110.155844,751.1948052,161.0909091,4287.207792,5200.974026,1238.805195,570.8441558,3243.701299,1008.519481,771.3246753,77,15.41973833,6.728019442,0.899789072,0.885057471,0.641666667,-1.353550678,1,0,1,1,0,0,0,0,1,1,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
+3655,32845.37805,824.5365854,476.1585366,1053.45122,29300.91463,672.3414634,695.2560976,1555.560976,16282.56098,542.6097561,749.8780488,1768.121951,19948.03659,1206.963415,4593.560976,2076.280488,7269.109756,1307.621951,306.2073171,2355.743902,15393.65854,376.5487805,239.1585366,961.6707317,19125.32927,472.7073171,143.8658537,2089.560976,14712.71951,1595.829268,394.2926829,2815.987805,12872.82927,589.1707317,289.2804878,1102.097561,7735.341463,908.6341463,418.7439024,1301.304878,5790.341463,636.5365854,162.2439024,2428.902439,5329.731707,1283.585366,150.8780488,3221.853659,269.1829268,774.8780488,82,12.22969242,8.773730526,0.696648934,0.953488372,0.573426573,0.350007143,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Unknown,Other Cells
+3656,32878.47573,844.9029126,753.0485437,1147.213592,28211.97087,681.0582524,661.9514563,1691.417476,16413.03883,524.4368932,497.407767,1750.242718,21498.70874,1275.087379,1223.106796,1834.339806,6981.31068,1513.398058,406.5533981,2371.786408,16351.02913,420.6116505,167.1067961,560.1747573,20130.59223,453.0291262,120.4951456,1315.174757,15252.33981,1431.660194,564.0,2793.796117,13245.39806,886.3106796,278.7572816,1572.15534,9860.640777,991.4563107,408.5728155,1311.932039,7059.106796,633.407767,156.8640777,2261.825243,6511.592233,1333.145631,155.3495146,3206.669903,738.961165,775.1067961,103,13.66496258,9.998740016,0.681619985,0.887931034,0.668831169,-0.087415654,1,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Macrophage,Other Cells
+3657,27826.80357,900.7053571,518.2410714,1088.875,24516.51786,710.1696429,649.7321429,1538.089286,13804.39286,541.7857143,409.5357143,1684.482143,18689.64286,1343.0,1434.5625,1043.741071,6595.9375,1329.142857,321.6696429,2301.410714,13618.16964,429.6964286,109.8392857,511.3571429,16947.5,445.9732143,131.3571429,1294.089286,13062.04464,1438.080357,447.7767857,2813.330357,11196.88393,643.25,288.4107143,1298.857143,8113.446429,851.6428571,426.3035714,1307.678571,5590.285714,618.4732143,168.7232143,1667.678571,5356.5625,1432.580357,3388.098214,3133.357143,871.7321429,774.75,112,12.87886912,11.26250034,0.485035413,0.973913043,0.717948718,-0.978649908,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,Unknown,Other Cells
+3658,32811.46575,811.5479452,504.3835616,1068.246575,30446.31507,676.7123288,1158.39726,1619.753425,16817.68493,522.5068493,2470.753425,1816.630137,21465.0411,1182.520548,4888.424658,2835.808219,8179.260274,1262.356164,303.1917808,2521.890411,16653.63014,525.7671233,208.6438356,3375.90411,21069.58904,468.5479452,956.3972603,1968.246575,15976.83562,2324.561644,449.1780822,2841.424658,13677.58904,615.4657534,267.1917808,1130.90411,9505.712329,1024.753425,405.6986301,1309.671233,6122.876712,616.1506849,160.3287671,2928.561644,5947.739726,1234.150685,281.109589,3255.109589,940.9315068,773.8493151,73,10.5195456,9.675388005,0.392496691,0.901234568,0.506944444,1.51609009,1,0,1,1,0,0,0,0,0,0,1,0,1,0,0,0,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+3659,34687.71756,821.9618321,484.3816794,1094.885496,19754.29771,539.5954198,564.6870229,1432.053435,8967.717557,410.0152672,1197.519084,1720.923664,12920.51908,997.7328244,7159.290076,2184.641221,5004.412214,1037.641221,244.389313,2369.839695,9769.870229,1988.534351,150.8244275,1616.526718,12182.51145,413.610687,146.8931298,1651.091603,9109.351145,1963.603053,394.6793893,2795.083969,7290.633588,537.7633588,222.5725191,838.7862595,4857.923664,1041.435115,344.2977099,1266.625954,2662.763359,554.8549618,139.0992366,1815.992366,2761.038168,996.1221374,238.1068702,3027.748092,1041.183206,775.1068702,131,13.53352079,12.63227712,0.358820553,0.95620438,0.623809524,0.861043488,0,0,1,1,0,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
+3660,30693.71354,1210.65625,620.0729167,1177.90625,20620.76563,853.8020833,496.015625,1941.0,10311.73958,643.625,759.375,1736.729167,13322.375,1411.3125,6302.729167,2693.942708,5245.213542,1432.854167,346.0572917,2504.505208,11112.97396,452.890625,628.2604167,592.3802083,13271.36458,459.8385417,153.1354167,4595.088542,10102.45313,3945.833333,383.4270833,2820.703125,8771.328125,662.7864583,345.0885417,1313.864583,4705.3125,1031.546875,462.3333333,1321.416667,3449.880208,1146.244792,179.8072917,2490.046875,3293.557292,1424.973958,194.234375,3310.088542,220.78125,781.703125,192,22.84980378,12.30016339,0.842750104,0.872727273,0.491048593,-0.512846772,1,1,0,1,0,0,0,0,1,0,0,0,1,0,0,0,0,0,1,0,1,0,0,0,Macrophage,Other Cells
+3661,19288.29655,1143.896552,562.4413793,1053.448276,14902.91724,701.5655172,397.3724138,1388.689655,6899.406897,587.1241379,735.8965517,1694.593103,9110.082759,1256.386207,5526.02069,3177.406897,3390.255172,1214.37931,281.2689655,2340.731034,7360.089655,344.1724138,839.2275862,472.9517241,9109.517241,397.3448276,121.3034483,5107.275862,6366.186207,1675.234483,433.0206897,2816.103448,5508.662069,533.2965517,244.9448276,1295.351724,3209.331034,842.8206897,371.7103448,1301.793103,2578.434483,782.2758621,150.337931,3577.751724,2251.158621,1099.634483,257.7931034,3341.448276,231.4896552,780.0275862,145,20.09271826,9.692860422,0.8759474,0.911949686,0.604166667,-0.203625889,1,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,1,0,0,0,Dendritic Cell,Other Cells
+3662,26796.68504,799.3228346,518.8188976,1078.188976,25221.9685,657.1574803,460.9606299,1563.755906,14017.82677,519.4251969,468.496063,1787.755906,16924.83465,1195.23622,5078.559055,2358.527559,6114.015748,1370.023622,349.2992126,2337.204724,13318.31496,381.2283465,479.6220472,436.0629921,15609.92913,407.8110236,125.7952756,3596.086614,12396.54331,1877.874016,665.2677165,2806.480315,10926.29134,615.976378,282.0787402,1218.181102,7214.992126,970.511811,417.1259843,1312.181102,5439.88189,691.1102362,165.8110236,2908.228346,5009.582677,1293.299213,365.9212598,3301.637795,335.007874,777.0708661,127,14.31514147,11.80831594,0.565303582,0.920289855,0.604761905,-0.519737356,1,0,0,1,0,0,0,0,1,0,0,0,1,1,0,0,0,0,0,0,1,0,0,0,Dendritic Cell,Other Cells
+3663,33222.02703,1028.891892,533.7567568,1090.716216,29319.7027,782.027027,702.2972973,1599.837838,17335.17568,618.027027,767.972973,1764.851351,20950.94595,1376.959459,4047.189189,2425.986486,7927.310811,1411.081081,352.5,2342.891892,16316.83784,426.9054054,640.6486486,738.3108108,19950.18919,431.1486486,247.1216216,2304.216216,15301.08108,1883.959459,535.1081081,2827.689189,13396.5,653.0,311.6081081,1397.5,9546.972973,943.8513514,464.8783784,1347.135135,7013.945946,773.9189189,181.7432432,3492.22973,6500.459459,1430.310811,797.1891892,3393.324324,391.5540541,775.2837838,74,12.26088639,8.292636257,0.736581462,0.936708861,0.632478632,0.024836082,1,0,0,1,0,0,0,0,1,0,1,0,1,0,0,0,0,1,1,1,1,0,1,1,NK Cell,Other Cells
+3664,32448.67391,900.673913,808.2826087,1125.688406,28438.47826,701.9927536,827.6956522,1680.282609,15830.78261,535.9710145,605.0,1752.463768,20507.69565,1301.086957,2940.166667,2960.637681,7393.652174,1361.913043,306.9637681,2456.985507,15716.10145,561.9782609,155.3333333,721.0,19484.12319,458.8043478,123.4710145,2662.775362,14525.07971,1718.036232,700.6449275,2809.717391,12902.67391,729.615942,290.0869565,1750.905797,9243.34058,1047.210145,429.942029,1332.57971,7025.434783,613.9710145,162.9710145,2406.094203,6326.347826,1378.289855,552.0507246,3407.413043,584.5507246,777.5,138,15.74154341,11.9292737,0.652462401,0.867924528,0.676470588,0.467448285,1,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,1,NK Cell,Other Cells
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+3666,34525.4918,925.1147541,587.1967213,1108.04918,32416.96721,751.5409836,655.6065574,1662.180328,19261.34426,583.8032787,447.0163934,1753.852459,23888.60656,1389.721311,2096.95082,2470.770492,7865.688525,1624.983607,415.7868852,2411.918033,19155.65574,463.9836066,175.0163934,551.1967213,23987.70492,473.4754098,125.0819672,2258.704918,18228.96721,1515.42623,592.7540984,2815.442623,15962.2459,675.4590164,297.852459,1666.918033,11951.88525,1099.606557,440.2459016,1314.967213,8757.229508,650.9508197,169.704918,1473.459016,7882.721311,1495.098361,2202.491803,3214.52459,712.4590164,773.852459,61,10.24440349,8.39525508,0.57308387,0.884057971,0.554545455,0.445904025,1,0,0,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,Macrophage,Other Cells
+3667,21121.36232,1088.550725,775.8405797,1136.811594,19243.21739,780.6376812,706.3768116,1654.797101,10197.13043,606.1014493,1037.347826,1744.637681,12706.53623,1376.73913,2638.449275,2338.927536,4424.391304,1357.666667,342.0289855,2514.072464,9485.347826,445.6376812,213.3333333,679.6811594,11153.10145,447.1449275,121.3913043,928.9275362,8353.695652,1406.043478,471.7971014,2819.492754,7305.014493,654.884058,273.7101449,1398.913043,5291.101449,1014.463768,419.0,1352.57971,3876.681159,627.2608696,171.6811594,1881.391304,3222.855072,1344.391304,156.826087,3340.898551,777.6811594,776.0289855,69,11.24491057,8.251418527,0.67937486,0.907894737,0.530769231,0.194113331,1,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,T Cell,T Cells
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+3669,33719.34392,795.1640212,545.031746,1078.587302,25661.55026,599.8994709,668.2169312,1521.529101,11004.49206,441.8783069,1584.78836,1721.851852,16975.28571,1079.21164,5098.878307,2856.26455,6412.867725,1136.084656,278.6666667,2476.820106,13054.39153,387.8677249,660.3703704,1271.169312,15820.56085,839.2539683,116.4232804,2223.095238,12019.92593,1971.042328,394.015873,2797.42328,9718.582011,648.1058201,240.005291,843.1375661,5564.354497,1207.851852,362.7724868,1285.708995,3001.529101,665.8783069,143.3280423,2220.179894,3309.640212,1064.603175,1207.724868,3083.269841,1068.920635,779.3121693,189,18.72492161,13.26541756,0.705774576,0.908653846,0.63,-0.184115737,0,0,1,1,0,0,0,0,1,1,0,0,1,0,0,1,0,0,0,0,1,0,1,0,Helper T Cell,T Cells
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+3671,23525.87619,1035.609524,998.7619048,1180.752381,21859.6381,788.4952381,1037.142857,1750.542857,11922.67619,602.5333333,656.8571429,1768.114286,15455.28571,1411.571429,1649.190476,1251.52381,5483.266667,1451.333333,345.6190476,2412.866667,12024.97143,523.5238095,183.1238095,496.552381,14979.47619,540.2190476,163.5714286,1159.409524,11105.1619,1646.67619,641.0666667,2820.961905,9622.4,803.2666667,310.7142857,1953.019048,7228.228571,954.4761905,461.9619048,1368.190476,5642.657143,655.4952381,177.2095238,1441.904762,5052.847619,1467.504762,316.2285714,3444.895238,532.6666667,777.152381,105,12.02480735,11.17810133,0.368603464,0.990566038,0.673076923,-0.667065399,1,0,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,1,0,0,0,1,0,1,NK Cell,Other Cells
+3672,20650.56835,814.6043165,608.0503597,1068.741007,18947.35252,654.5755396,761.7482014,1536.374101,10323.28058,620.0071942,717.5683453,1719.683453,14103.03597,1210.647482,3529.28777,2131.366906,4901.496403,1625.273381,407.5827338,2419.589928,10856.31655,409.9064748,410.8705036,591.2374101,13236.34532,932.8417266,115.9640288,1321.266187,9974.280576,1414.805755,531.5395683,2791.964029,8776.223022,829.8705036,257.2661871,1391.884892,6549.820144,1142.597122,393.8920863,1321.244604,4914.0,667.9064748,150.5323741,2128.115108,4487.05036,1278.863309,234.9064748,3184.503597,749.1007194,778.2517986,139,15.90525745,11.64974414,0.680824998,0.896774194,0.579166667,-0.390426938,1,0,0,1,1,1,0,0,1,1,0,0,0,0,0,1,0,0,0,0,1,0,0,0,Macrophage,Other Cells
+3673,24754.26506,837.6506024,706.6144578,1114.26506,21314.98795,672.8313253,772.0481928,1607.807229,12277.77108,706.4698795,457.8674699,1736.192771,16328.68675,1224.807229,1867.674699,1231.73494,5851.481928,1326.180723,299.6987952,2357.289157,12295.9759,935.2771084,379.4457831,473.3975904,15426.12048,499.5180723,118.939759,856.3855422,11582.13253,1429.939759,475.6144578,2797.518072,10161.39759,2710.626506,266.1807229,1468.048193,7538.626506,922.0,412.0120482,1336.650602,5393.795181,681.1686747,158.0843373,1704.542169,5121.445783,1315.084337,272.3855422,3212.674699,804.2048193,775.0963855,83,10.7797939,10.37084852,0.272824885,0.943181818,0.628787879,0.630127271,1,1,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Macrophage,Other Cells
+3674,37970.48529,796.8970588,486.5735294,1065.235294,28795.08824,629.9264706,780.9117647,1580.602941,13212.19118,466.8382353,2180.514706,1738.544118,19045.95588,1116.323529,7801.308824,3361.132353,7449.764706,1169.970588,289.7794118,2326.323529,15019.44118,382.8382353,483.6323529,1646.955882,18462.41176,592.5735294,126.7058824,1672.014706,13771.30882,2530.691176,413.3529412,2826.338235,11230.19118,551.1029412,250.9264706,835.5441176,6798.5,1516.882353,372.8970588,1288.838235,3609.764706,657.9705882,153.1470588,1845.058824,3968.823529,1102.367647,160.0588235,3148.529412,1059.382353,774.6470588,68,10.55349291,9.05199792,0.514108259,0.931506849,0.618181818,1.363689212,1,0,1,1,0,0,0,0,1,1,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
+3675,33622.77037,907.3851852,594.5037037,1098.214815,30807.68889,796.4222222,912.7481481,1671.014815,16960.85926,579.1925926,1633.540741,1862.140741,21120.45926,1312.659259,6093.474074,5104.340741,7609.459259,1398.466667,347.2074074,2387.4,16843.05926,428.0222222,1740.088889,1142.288889,19874.07407,690.6518519,321.6296296,4277.377778,15346.74074,2054.133333,468.5481481,2819.207407,13700.62222,726.6444444,315.5333333,1512.77037,8746.4,1334.844444,441.7851852,1339.185185,6729.37037,976.7407407,178.7851852,6776.17037,6056.133333,1427.192593,2863.733333,3360.992593,309.7925926,777.6074074,135,19.54454601,9.474179463,0.874653865,0.85443038,0.681818182,1.395680353,1,0,1,1,0,0,0,0,1,1,1,0,1,0,0,1,0,0,1,0,1,0,1,1,Regulatory T Cell,T Cells
+3676,31618.96296,1049.555556,965.9506173,1198.777778,29529.7037,824.5308642,1101.975309,1811.950617,15836.92593,611.6790123,646.4074074,1845.975309,20561.67901,1475.518519,1688.851852,1898.320988,7352.802469,1546.975309,357.9753086,2427.148148,16287.08642,562.345679,241.5925926,588.0987654,19997.14815,705.5432099,141.7777778,1668.049383,14823.37037,1648.197531,568.2469136,2814.777778,12999.88889,1009.666667,329.1481481,1770.148148,9718.135802,943.691358,475.6296296,1352.296296,7536.024691,695.8641975,177.6666667,1643.493827,6704.37037,1552.197531,291.962963,3490.506173,552.7037037,777.1728395,81,11.25616624,9.501593509,0.536148913,0.952941176,0.669421488,-0.870713437,1,0,0,0,1,0,0,0,0,1,0,0,0,0,0,0,1,1,0,0,0,1,0,1,NK Cell,Other Cells
+3677,22667.74227,1017.164948,509.1237113,1050.505155,20880.52577,726.6597938,431.1958763,1455.742268,11692.3299,577.4536082,489.9587629,1692.134021,15013.3299,1358.927835,2036.762887,1557.247423,5176.412371,1464.154639,387.3402062,2320.443299,11125.72165,404.3505155,241.0721649,506.2371134,13564.52577,456.6701031,123.4020619,2080.793814,10214.4433,1449.237113,595.8865979,2775.329897,8855.742268,605.8453608,269.2268041,1414.701031,6466.041237,869.7938144,389.628866,1297.824742,4898.381443,622.6082474,157.814433,1072.226804,4239.020619,1293.082474,2135.587629,3247.896907,666.6391753,778.4536082,97,14.21464,8.966815618,0.775932839,0.950980392,0.577380952,0.68183435,1,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,Macrophage,Other Cells
+3678,34983.77439,962.4573171,595.0670732,1116.22561,31305.56707,744.6097561,780.4817073,1669.670732,18383.71341,577.0487805,792.1097561,1737.115854,23517.08537,1368.426829,2592.756098,2602.981707,7685.54878,1550.109756,421.5609756,2390.213415,17457.10976,442.6158537,230.152439,922.7987805,21350.0122,980.804878,128.2865854,2344.27439,16453.81098,1565.402439,683.5609756,2793.170732,14200.95122,671.0426829,297.6890244,1712.170732,10489.70732,1346.164634,430.3536585,1295.646341,7612.890244,666.695122,167.5,3058.932927,6601.402439,1412.054878,1826.457317,3248.579268,724.3902439,777.9817073,164,19.43111005,11.13945799,0.819359848,0.877005348,0.663967611,1.550711167,1,0,1,1,1,1,0,0,0,1,0,0,0,1,0,1,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells
+3679,25266.30526,868.2105263,710.0947368,1127.378947,22346.49474,701.4736842,689.1263158,1633.515789,12467.09474,518.4105263,445.0631579,1719.673684,16006.57895,1284.873684,1347.210526,1114.242105,6082.284211,1353.768421,320.8315789,2350.147368,12420.81053,419.1684211,121.7263158,503.4210526,15159.62105,451.8421053,126.7052632,1148.452632,11811.88421,1424.157895,453.1894737,2806.221053,10156.07368,612.0105263,280.8842105,1186.768421,7044.947368,813.4210526,419.2631579,1307.263158,4825.094737,612.7578947,161.5894737,1214.473684,4566.515789,1343.957895,2505.736842,3218.757895,893.9789474,777.9789474,95,14.25856119,8.65510421,0.79469339,0.940594059,0.608974359,0.639025689,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,Unknown,Other Cells
+3680,32213.33158,844.3421053,577.0105263,1081.410526,28900.25789,698.8684211,1276.852632,1614.810526,16139.9,524.0421053,2627.047368,1832.494737,21129.17895,1235.036842,4766.610526,3457.278947,7714.084211,1288.431579,310.3473684,2682.073684,15852.75263,807.8052632,177.5526316,1490.921053,19461.29474,458.2947368,839.9315789,3044.663158,15187.56842,2773.194737,481.1105263,2796.926316,12835.90526,605.6894737,275.3526316,1189.936842,9013.057895,1116.889474,412.7631579,1294.410526,5696.763158,631.2473684,159.8842105,4752.457895,5622.457895,1265.2,401.4210526,3250.989474,927.7684211,780.5263158,190,18.09400854,14.85759873,0.570735997,0.855855856,0.620915033,0.512422955,1,0,1,1,0,0,1,1,0,0,1,0,1,0,0,0,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+3681,25016.82661,784.0201613,612.0040323,1090.427419,20693.29435,596.4677419,510.2177419,1624.733871,8133.524194,449.2379032,771.6451613,1717.25,13283.67742,1075.165323,3740.181452,2098.552419,4978.983871,1140.052419,265.358871,2295.258065,9696.165323,872.5524194,1019.153226,651.9233871,11674.18548,467.5241935,111.4959677,1495.875,8823.814516,1844.991935,428.1451613,2810.935484,6949.915323,1309.370968,237.0201613,881.2903226,3780.701613,1245.044355,352.108871,1286.620968,2035.197581,761.6290323,142.3709677,2555.83871,2247.649194,1044.189516,265.3225806,3127.737903,1081.258065,782.8427419,248,24.79679162,13.64928747,0.834870963,0.882562278,0.536796537,-0.607709071,0,0,0,1,0,0,0,1,1,0,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Dendritic Cell,Other Cells
+3682,27097.6069,909.737931,450.4896552,1033.268966,25623.27586,696.0758621,717.3793103,1468.813793,14512.71724,540.5310345,1177.944828,1669.813793,18514.82759,1342.137931,2446.427586,3151.510345,6351.4,1474.082759,393.6,2790.068966,14091.04138,409.9724138,115.9448276,1341.2,17490.17241,775.8,117.8137931,1382.786207,13234.47586,1632.682759,572.5241379,2786.006897,11572.11034,588.2827586,269.3103448,1433.924138,8562.558621,1163.924138,401.2413793,1308.131034,6414.537931,602.5586207,164.0758621,1642.206897,5722.462069,1411.786207,3157.744828,3109.737931,706.1034483,782.5172414,145,17.86549437,11.39690788,0.770095604,0.90625,0.50877193,-0.339580596,1,0,1,1,1,0,1,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,Cytotoxic T Cell,T Cells
+3683,31464.09091,861.5909091,544.530303,1102.484848,28529.59091,678.7424242,651.4090909,1622.939394,15973.43939,541.6666667,448.0909091,1774.136364,21013.93939,1248.348485,991.0606061,1058.757576,7629.166667,1293.530303,304.8636364,2339.954545,15963.43939,513.2878788,192.6363636,529.8636364,19683.15152,525.3484848,120.0454545,791.969697,14747.06061,1397.818182,479.5757576,2879.787879,13008.89394,1825.378788,287.6363636,1469.30303,9543.712121,970.2727273,418.6818182,1332.621212,7020.363636,658.7727273,163.8333333,1280.545455,6410.484848,1380.621212,396.6818182,3244.30303,795.6666667,777.6363636,66,10.38809552,8.735857334,0.541114567,0.857142857,0.66,0.821466009,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Unknown,Other Cells
+3684,20093.0,795.6899225,773.6899225,1090.379845,19230.24806,643.5813953,983.4418605,1591.627907,9848.116279,489.744186,1092.015504,1776.643411,13462.69767,1173.077519,6274.224806,2785.682171,5391.20155,1265.217054,290.627907,2407.348837,10059.0155,1460.891473,168.5581395,972.5116279,12671.68217,470.3565891,126.8062016,3095.868217,9530.193798,2004.108527,487.5503876,2797.348837,8133.48062,647.8062016,253.496124,1373.891473,5808.062016,1074.108527,395.2325581,1301.108527,3890.868217,631.9224806,154.7286822,3714.27907,3730.116279,1193.325581,257.0232558,3252.844961,915.6589147,782.4806202,129,19.18000171,9.069735314,0.881129746,0.934782609,0.678947368,0.177472434,1,0,1,1,0,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
+3685,34592.9375,869.046875,541.4166667,1081.21875,16147.10938,473.5625,367.359375,1283.651042,7383.8125,394.8385417,610.515625,1654.270833,10031.39583,941.2552083,6245.057292,2492.223958,3758.572917,987.2604167,226.828125,2344.958333,7498.6875,251.828125,164.2916667,416.2552083,8977.015625,361.3125,101.3697917,4212.59375,6417.947917,1399.40625,333.6770833,2790.0,5514.192708,470.0833333,210.9270833,972.2760417,2509.729167,642.109375,328.9947917,1262.234375,1867.8125,531.546875,135.4166667,1881.625,1799.317708,948.390625,124.1354167,3008.369792,191.8385417,780.53125,192,17.74282366,14.00628965,0.613871589,0.96,0.673684211,1.519801967,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Unknown,Other Cells
+3686,43668.02041,1028.306122,595.5,1126.153061,39921.5102,827.8163265,1043.479592,1654.316327,22609.4898,617.9387755,1252.897959,1786.132653,28202.44898,1433.969388,2818.918367,3248.55102,9952.714286,1595.734694,359.3979592,2520.234694,21602.96939,1191.693878,821.7959184,1117.755102,26645.05102,532.8265306,546.8061224,2389.887755,20379.77551,1892.081633,600.3673469,2815.857143,18011.37755,687.255102,342.755102,1624.530612,12802.10204,1090.622449,490.0408163,1365.653061,9603.030612,887.0,188.0,3785.030612,8475.642857,1540.520408,291.8571429,3359.877551,445.0306122,777.6632653,98,16.76519985,8.053194291,0.877075896,0.852173913,0.6125,1.373948419,1,0,1,1,1,0,0,1,1,1,1,0,1,0,0,0,1,1,1,1,1,1,0,1,Regulatory T Cell,T Cells
+3687,30784.27536,967.5217391,870.9710145,1143.333333,26378.28986,766.5217391,798.8115942,1683.84058,15584.78261,590.5362319,469.8695652,1720.565217,20261.62319,1427.753623,907.3768116,941.0434783,7082.884058,1523.188406,344.2463768,2344.971014,15509.6087,492.7391304,209.7101449,490.0869565,18888.52174,471.2028986,132.4637681,791.2318841,14588.18841,1521.449275,480.0869565,2831.101449,12724.92754,697.7681159,311.6231884,1641.608696,9354.550725,865.3478261,452.4492754,1332.391304,6743.072464,671.0,176.4202899,1225.014493,6504.681159,1509.898551,159.057971,3316.231884,786.0,778.2173913,69,11.62506517,7.597690743,0.756873733,0.971830986,0.766666667,-0.62110477,1,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,Macrophage,Other Cells
+3688,22723.90625,989.578125,785.8125,1113.536458,19545.84896,706.9791667,839.4895833,1579.921875,10982.30208,569.03125,919.453125,1783.083333,14084.54688,1230.348958,2655.510417,2613.104167,5139.505208,1247.796875,293.9583333,2710.916667,10487.23438,4691.578125,359.2395833,865.5,12650.28646,1146.020833,121.3385417,1840.989583,9705.796875,1623.505208,475.9322917,2806.463542,8240.572917,1354.276042,259.4739583,1456.46875,5936.15625,1224.432292,388.5625,1323.598958,4176.338542,664.0520833,153.7708333,4587.494792,3855.302083,1195.34375,250.3333333,3394.401042,846.0416667,782.3229167,192,19.46786253,12.90889156,0.748542109,0.927536232,0.666666667,-0.481241409,1,0,1,1,0,0,1,1,1,1,0,0,0,0,0,1,0,0,0,0,1,0,0,1,Cytotoxic T Cell,T Cells
+3689,35304.18462,936.6769231,549.2615385,1107.492308,29611.96923,776.4461538,1057.415385,1682.492308,17547.53846,562.7846154,2133.492308,1799.476923,21954.95385,1354.153846,3601.538462,2575.784615,7853.292308,1467.261538,315.3230769,2560.123077,16506.98462,441.9692308,203.7538462,3065.107692,20737.23077,540.4,1455.569231,1819.353846,15955.55385,2387.707692,496.4153846,2799.369231,13669.90769,674.2769231,292.2,1437.307692,9782.061538,1242.107692,437.9538462,1318.2,6632.061538,648.9230769,179.8615385,7974.169231,6061.892308,1366.415385,960.5230769,3318.569231,860.0,778.8461538,65,10.55892468,7.899831292,0.66351129,0.955882353,0.656565657,-0.615495073,1,0,1,1,1,0,0,0,0,1,1,0,1,0,0,1,0,0,0,0,1,0,1,0,Regulatory T Cell,T Cells
+3690,33409.39216,782.4019608,507.4215686,1060.872549,30761.0098,809.5490196,1030.127451,1643.77451,15411.43137,492.2745098,2453.764706,1880.039216,20818.21569,1163.333333,6631.431373,3241.176471,7884.039216,1277.352941,298.4607843,2529.039216,15662.54902,399.2843137,384.3431373,2837.960784,19936.7451,540.8529412,649.2058824,3653.735294,15204.71569,2514.362745,481.3529412,2873.892157,12335.5098,581.0,268.4215686,1111.882353,8415.980392,1126.303922,391.7352941,1297.676471,4890.294118,685.8823529,158.2254902,5024.941176,4917.460784,1195.04902,406.0784314,3228.264706,1008.460784,779.0196078,102,16.78899404,8.367824705,0.866940687,0.935779817,0.566666667,-1.00545256,1,0,1,1,0,0,0,0,1,1,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+3691,24117.56122,1003.234694,526.9897959,1032.102041,21573.62245,677.3979592,470.0102041,1517.193878,11382.64286,547.8163265,516.3877551,1722.642857,14717.16327,1244.255102,4932.306122,2731.285714,5430.010204,1273.234694,298.2857143,2313.755102,11371.7449,359.744898,256.744898,466.3979592,13951.30612,526.7857143,125.3367347,4226.265306,10285.93878,1458.785714,381.8265306,2807.938776,9004.142857,583.377551,264.3061224,1192.22449,5520.081633,784.9387755,406.2857143,1306.081633,4180.744898,634.2346939,156.8877551,2993.908163,3605.5,1189.755102,137.2142857,3404.673469,260.8877551,780.0510204,98,13.03062612,9.802142612,0.658890569,0.942307692,0.7,1.473707455,1,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,1,NK Cell,Other Cells
+3692,54093.69014,992.8732394,563.1830986,1146.056338,50499.23944,807.4366197,880.7887324,1745.774648,28410.98592,639.9577465,1112.112676,1771.408451,34699.59155,1489.239437,4405.084507,3861.549296,12385.11268,1546.0,367.084507,2418.042254,27093.39437,952.2957746,172.4507042,717.6056338,32257.61972,538.3661972,145.4084507,2268.774648,25615.67606,1980.661972,507.1126761,2842.943662,22377.26761,1089.985915,371.6056338,1239.661972,15661.69014,1154.788732,512.5211268,1317.690141,11729.84507,689.3802817,194.2253521,1971.56338,10420.85915,1552.676056,235.1126761,3426.830986,363.8309859,778.7464789,71,12.86389763,7.699885676,0.801073847,0.845238095,0.606837607,-1.32300983,1,1,1,1,1,0,0,1,0,1,0,0,1,0,0,1,1,0,0,1,1,1,0,1,Helper T Cell,T Cells
+3693,19257.01875,815.2125,500.48125,1047.8125,17639.3875,664.31875,582.68125,1482.99375,9853.61875,505.8375,485.80625,1731.825,12476.0,1202.75,2578.15,1916.1,4537.5125,1377.675,300.5625,2346.9625,9829.1375,965.8125,576.56875,492.375,11836.63125,430.39375,126.275,1191.9625,9209.1875,1809.225,894.875,2810.21875,8102.14375,666.0625,273.175,1648.24375,5731.875,916.2375,421.88125,1372.6375,4436.29375,751.9375,166.35,3250.0875,4047.7125,1398.70625,4356.16875,3223.35625,414.64375,781.90625,160,16.37987766,12.58285969,0.640221826,0.958083832,0.769230769,-0.195288375,1,0,0,0,0,0,0,1,1,0,0,0,0,1,0,0,0,1,0,0,1,0,1,0,Dendritic Cell,Other Cells
+3694,30409.64407,898.6949153,665.8813559,1087.355932,27157.01695,727.0508475,588.8474576,1577.0,15475.74576,546.3559322,1459.762712,1701.542373,18829.66102,1334.79661,2929.949153,4309.915254,7105.20339,1738.389831,333.0508475,2595.033898,15316.40678,427.2033898,461.9661017,1009.237288,19049.49153,1284.372881,136.9152542,3918.559322,14068.88136,1554.508475,615.0847458,2807.220339,12446.0678,605.220339,303.8135593,1739.338983,8958.915254,1195.813559,441.8305085,1342.220339,6721.59322,756.9322034,178.6440678,3893.745763,6158.644068,1488.254237,287.5084746,3182.813559,434.1694915,779.0677966,59,10.75232655,7.285233875,0.735477141,0.936507937,0.595959596,0.878243705,1,0,1,1,1,0,0,0,1,1,0,0,0,0,0,1,0,1,0,0,1,1,0,0,Cytotoxic T Cell,T Cells
+3695,27206.7381,868.0079365,798.3571429,1124.111111,23525.19048,662.1984127,754.0714286,1578.357143,13185.52381,538.5634921,739.8492063,1777.277778,16656.90476,1222.619048,1636.063492,1608.722222,6247.468254,1302.65873,282.2142857,2389.690476,13029.57143,715.8730159,289.0,635.1111111,15895.7381,531.3968254,116.3571429,1022.785714,11815.96825,1517.849206,548.0873016,2809.5,10294.5873,836.8174603,263.6666667,1448.833333,7423.912698,1242.619048,395.3412698,1321.095238,5784.984127,633.3095238,149.8253968,2254.674603,5065.079365,1291.555556,364.6428571,3271.222222,595.2301587,782.484127,126,15.277467,10.71276225,0.712951598,0.90647482,0.763636364,0.024585528,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,0,0,Unknown,Other Cells
+3696,29309.88506,941.4712644,685.2068966,1099.183908,25330.0,765.3563218,849.137931,1593.908046,14232.36782,614.7011494,1156.908046,1835.609195,18208.22989,1287.103448,3619.333333,2269.367816,6532.0,1305.747126,300.6666667,2411.747126,14172.27586,2079.45977,378.4597701,1227.229885,16931.34483,1026.862069,732.816092,2314.252874,13320.42529,2053.252874,547.7931034,2800.528736,11633.91954,709.5057471,271.5172414,1498.413793,8330.632184,1001.563218,406.2528736,1315.609195,6427.310345,690.2988506,155.7356322,3837.609195,5696.563218,1313.862069,392.3793103,3320.37931,618.4367816,780.4712644,87,11.88592826,9.80636497,0.565074488,0.925531915,0.659090909,-1.108554525,1,0,1,1,0,0,0,1,1,1,1,0,1,0,0,0,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+3697,27086.24176,1124.78022,1141.252747,1173.912088,21648.67033,729.3626374,874.4725275,1716.395604,11974.76923,575.9010989,605.7582418,1794.868132,14981.36264,1313.824176,1917.252747,1476.956044,5382.263736,1301.483516,298.2307692,2421.868132,11410.17582,479.4175824,131.3516484,561.9340659,13488.98901,644.7252747,124.7252747,1786.934066,10264.65934,1517.527473,531.8791209,2799.021978,9149.0,662.1428571,260.6703297,1393.857143,6616.098901,809.4285714,388.043956,1317.10989,5042.692308,587.7692308,151.5274725,2271.692308,4359.549451,1232.076923,188.0989011,3394.175824,628.9230769,779.7582418,91,12.44342219,9.909457648,0.604821432,0.900990099,0.689393939,-0.926614349,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,1,NK Cell,Other Cells
+3698,36605.49587,846.446281,521.2975207,1073.421488,31862.06612,675.5454545,896.3636364,1546.842975,18706.34711,792.6363636,1532.603306,1763.520661,23999.04959,1262.818182,3787.016529,3395.181818,8026.661157,1533.214876,405.3305785,2454.07438,18601.24793,397.3636364,407.8347107,1202.396694,22393.41322,1185.14876,123.8264463,1245.066116,17353.54545,1810.173554,515.446281,2802.297521,15084.46281,690.3719008,276.9669421,1306.363636,11095.2562,1676.008264,415.107438,1370.553719,7874.487603,703.8016529,164.7190083,2942.661157,7456.008264,1333.264463,232.2644628,3206.214876,760.1487603,781.8016529,121,14.430144,11.48670664,0.605268186,0.876811594,0.576190476,1.089968967,1,1,1,1,1,1,0,0,1,1,0,0,0,0,0,1,0,1,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+3699,18113.74138,872.7471264,729.9482759,1102.224138,16103.01724,679.4712644,853.7126437,1614.810345,9130.195402,572.3390805,456.6781609,1741.781609,12182.28736,1238.689655,1515.695402,1059.37931,4517.689655,1280.563218,307.5977011,2355.936782,9137.729885,423.2701149,409.9137931,505.4252874,11124.8908,464.2241379,119.5517241,836.7413793,8684.804598,1496.247126,460.408046,2807.103448,7516.982759,1023.264368,266.1321839,1381.212644,5584.390805,771.8793103,409.908046,1339.155172,4013.063218,687.9137931,156.6609195,1472.270115,3861.948276,1326.086207,664.454023,3220.304598,824.908046,781.9885057,174,15.97398337,13.99360173,0.482266495,0.945652174,0.682352941,0.927165565,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,Dendritic Cell,Other Cells
+3700,24684.46875,789.1875,686.0625,1125.71875,22401.76563,636.484375,796.046875,1739.234375,11976.42188,483.671875,878.546875,1768.8125,16629.71875,1149.34375,2974.4375,1718.109375,6035.9375,1216.4375,285.6875,2394.625,12109.84375,7848.5,161.328125,1021.765625,14850.9375,494.484375,170.40625,3140.796875,11413.89063,1714.265625,496.140625,2807.71875,9599.28125,596.59375,258.421875,1163.65625,6819.4375,817.1875,393.03125,1295.265625,4332.703125,614.28125,154.0625,3565.828125,4203.3125,1208.203125,155.921875,3217.625,937.84375,781.71875,64,12.22500712,7.13392956,0.812075645,1.0,0.666666667,0.457337695,1,0,1,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,T Cell,T Cells
+3701,19839.32609,820.8913043,1095.652174,1156.891304,17598.25,652.4347826,967.4347826,1759.206522,9436.782609,903.5869565,909.0326087,1782.271739,13345.04348,1165.271739,2517.956522,2208.717391,4938.326087,1288.184783,392.0543478,2750.902174,9576.358696,441.0652174,1278.847826,876.2282609,11664.11957,453.6304348,124.4347826,1592.826087,9181.206522,1939.923913,436.3913043,2817.26087,7825.434783,730.2717391,262.1847826,1251.586957,5420.391304,892.75,405.8586957,1423.847826,3507.293478,868.8478261,154.1304348,2938.434783,3475.163043,1235.054348,202.923913,3321.728261,948.5869565,780.0108696,92,11.45253469,10.27551172,0.441571662,0.968421053,0.696969697,-1.086564678,1,1,1,1,0,0,1,0,1,0,0,0,1,0,0,0,0,1,1,0,1,0,0,0,Helper T Cell,T Cells
+3702,26517.70085,720.6410256,494.1623932,1020.615385,19459.5641,549.6923077,690.5641026,1443.649573,8553.452991,419.7863248,2169.282051,1756.444444,12870.28205,1051.017094,7055.384615,3164.752137,4936.299145,1059.102564,246.957265,2390.675214,9837.034188,382.7863248,306.957265,1676.709402,12413.90598,454.7692308,110.0769231,2430.273504,9195.717949,2737.649573,427.025641,2787.179487,7356.324786,531.6239316,227.4700855,819.0598291,4645.162393,1337.111111,353.6324786,1276.350427,2554.333333,581.6752137,139.8205128,3514.581197,2751.683761,1013.982906,598.4358974,3102.034188,1054.017094,781.5897436,117,16.07475804,9.433450257,0.809696639,0.991525424,0.596938776,0.749711496,0,0,1,1,0,0,0,0,1,0,0,0,1,0,0,1,0,0,0,0,1,0,1,0,Helper T Cell,T Cells
+3703,42566.78571,1087.650794,576.9365079,1107.269841,41739.0,815.6269841,1116.81746,1599.968254,23038.28571,629.3333333,982.6031746,1750.555556,28642.75397,1417.293651,3305.833333,2937.333333,10195.44444,1508.555556,357.047619,2375.65873,22290.94444,453.3650794,327.8492063,778.0555556,27079.79365,525.8650794,875.047619,2155.595238,21096.24603,2020.81746,620.4365079,2825.15873,18350.31746,657.8412698,329.7698413,1464.103175,12952.18254,1043.611111,482.5079365,1339.706349,9821.071429,717.0238095,184.0634921,2910.388889,8621.642857,1510.238095,2257.111111,3450.539683,401.1190476,782.6349206,126,19.94732197,8.677592831,0.900418154,0.887323944,0.570135747,-1.047604445,1,1,1,1,1,0,0,0,1,1,1,0,1,0,0,0,1,0,0,1,1,1,1,1,Regulatory T Cell,T Cells
+3704,28600.5875,977.9375,667.95,1138.0,25927.725,752.4625,666.275,1626.2625,14296.8125,582.1,525.8875,1771.6875,18463.725,1363.8125,1905.2625,1977.2,6588.0375,1445.0375,325.725,2405.9,14169.7625,518.45,133.9125,462.475,17228.9625,500.6375,130.775,1837.3375,13145.2875,1471.825,559.825,2831.0375,11621.675,756.45,306.425,2118.0,8329.75,927.65,468.8625,1335.625,6528.2875,636.625,169.525,2053.8625,5640.2375,1426.8375,173.025,3374.0625,484.7625,780.7,80,11.31928732,9.556737649,0.535889814,0.941176471,0.555555556,0.962143343,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,1,0,0,1,NK Cell,Other Cells
+3705,37661.33155,801.9411765,505.9411765,1077.775401,31567.82353,787.4385027,926.486631,1593.898396,15271.77005,469.9839572,1823.823529,1820.705882,21444.29412,1114.203209,5948.893048,2655.764706,7977.786096,1212.336898,285.8449198,2470.609626,15936.1016,391.8663102,541.7326203,2089.262032,20023.72727,409.5347594,700.2834225,2754.588235,15563.48663,2261.994652,519.8983957,2830.957219,12509.19251,564.6417112,258.8823529,986.657754,8354.0,1025.508021,386.7165775,1293.508021,4795.176471,679.7326203,152.5989305,3745.802139,4897.994652,1143.86631,412.9572193,3180.395722,1015.224599,786.1390374,187,18.07846808,14.51125903,0.596407389,0.89047619,0.519444444,-0.716060437,1,0,1,1,0,0,0,0,1,0,1,0,1,0,0,0,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+3706,24212.46409,747.7403315,466.6519337,1069.359116,22077.58564,630.6132597,465.4364641,1609.077348,10112.83978,458.198895,567.4640884,1729.033149,14390.61878,1100.022099,3996.044199,1788.740331,5619.430939,1167.690608,335.6298343,2404.78453,10768.48619,5392.513812,1515.281768,614.1767956,13676.22652,514.6629834,125.4475138,1974.143646,10208.39779,1654.254144,482.679558,2807.237569,8168.220994,643.5524862,249.4585635,953.7845304,5429.149171,804.679558,371.519337,1312.790055,3032.790055,914.7679558,147.3480663,2600.513812,3111.662983,1113.027624,677.4861878,3217.895028,1029.342541,782.6243094,181,16.59016751,15.14755334,0.407861013,0.923469388,0.560371517,1.062195603,1,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,1,0,1,0,1,0,Dendritic Cell,Other Cells
+3707,25862.16197,922.5633803,577.5140845,1103.78169,24749.34507,741.8028169,944.7464789,1594.34507,13430.62676,577.0070423,1181.830986,1782.65493,16765.37324,1316.302817,5401.098592,4633.035211,6245.147887,1374.507042,330.0985915,2652.450704,13160.62676,449.3521127,529.028169,1089.626761,15590.17606,616.2676056,269.1126761,3847.93662,11788.40141,2049.971831,582.556338,2816.704225,10326.79577,779.6830986,305.1126761,1807.852113,7315.492958,1350.507042,456.8309859,1368.866197,5626.894366,733.1690141,178.4788732,5769.450704,4864.232394,1392.866197,616.7957746,3292.908451,383.3591549,782.6408451,142,16.56654765,11.38131902,0.726651664,0.959459459,0.657407407,-1.436475953,1,0,1,1,0,0,0,0,1,1,1,0,1,0,0,1,0,1,0,0,1,0,1,0,Regulatory T Cell,T Cells
+3708,33973.36527,936.508982,826.9640719,1135.670659,30073.17964,753.0299401,956.4491018,1707.215569,17302.62275,581.7904192,1053.712575,1798.449102,21332.15569,1365.616766,2538.323353,2881.419162,7742.820359,1451.263473,338.8682635,2397.580838,16846.14371,584.7365269,169.0299401,899.6107784,20329.56886,823.6407186,132.6167665,2182.08982,15560.13772,1750.856287,615.9461078,2846.808383,13606.61078,727.508982,317.6167665,1911.802395,10189.32335,1118.532934,471.3413174,1335.419162,7434.167665,660.497006,174.3473054,4046.041916,6851.011976,1449.964072,351.3233533,3312.54491,542.9281437,786.3413174,167,19.65830996,11.26754494,0.819436789,0.878947368,0.73245614,-0.027300155,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+3709,15879.70423,890.3521127,808.7887324,1139.873239,14867.57042,695.8591549,787.2957746,1581.619718,7764.471831,736.1126761,495.2394366,1741.492958,11254.19014,1294.429577,1581.725352,1083.612676,3948.823944,1346.056338,317.9084507,2345.915493,8049.732394,468.0070423,414.1478873,534.0633803,10141.91549,437.8521127,122.1408451,799.0211268,7576.894366,1523.612676,472.971831,2785.140845,6606.084507,1178.077465,268.0070423,1363.690141,4999.570423,814.415493,409.4929577,1346.183099,3725.915493,690.084507,162.2253521,1791.852113,3552.84507,1370.056338,234.971831,3187.971831,809.5211268,784.4366197,142,14.14226044,13.6240668,0.268217079,0.904458599,0.591666667,1.264710475,1,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,Macrophage,Other Cells
+3710,27314.89933,962.114094,562.0067114,1079.067114,24935.73826,705.7114094,698.5234899,1556.362416,13671.31544,574.0,1195.711409,1764.449664,16489.0604,1289.221477,5762.248322,3143.436242,6020.154362,1369.395973,413.0268456,2346.503356,12789.37584,540.0268456,483.8724832,724.1208054,15237.67785,996.2483221,127.1610738,1558.986577,11900.74497,2057.342282,650.0469799,2833.120805,10397.77852,838.6510067,286.4295302,1100.194631,6821.503356,1601.073826,427.9328859,1321.060403,5275.892617,698.1812081,168.0268456,3038.973154,4746.489933,1296.228188,685.6644295,3359.120805,345.9932886,784.7181208,149,15.92958836,12.20008081,0.642988942,0.943037975,0.591269841,-1.562318837,1,0,1,1,0,1,0,0,1,1,0,0,1,0,0,1,0,0,0,0,1,0,1,1,Helper T Cell,T Cells
+3711,40879.23423,998.5585586,519.5675676,1101.081081,33270.45045,724.3423423,758.8738739,1565.891892,19486.97297,575.6936937,1368.216216,1717.864865,24538.47748,1354.477477,2868.126126,2896.477477,8407.135135,1450.36036,352.0810811,2565.18018,18565.44144,437.972973,112.5315315,816.5945946,22471.20721,898.3963964,125.1621622,1619.072072,17374.8018,1763.126126,558.1081081,2799.171171,15184.40541,607.6126126,289.6846847,1453.864865,10896.13514,1512.864865,409.0810811,1292.657658,8221.378378,618.9369369,157.9279279,1908.081081,7312.837838,1382.009009,1189.783784,3226.558559,643.7657658,785.3063063,111,16.89845735,8.760581959,0.85512313,0.925,0.528571429,0.877847504,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells
+3712,32145.41558,1028.064935,487.2337662,1054.512987,29621.86364,771.7792208,545.6753247,1470.941558,16871.08442,589.474026,783.6818182,1708.032468,21886.64935,1457.850649,2045.837662,2524.383117,6973.311688,1519.766234,402.9415584,2384.253247,14281.4026,426.8961039,102.0194805,998.8896104,18139.05195,466.7272727,266.5194805,1606.935065,13448.74026,1825.116883,624.0909091,2792.11039,11834.53896,588.0454545,277.9090909,1474.948052,8746.902597,915.038961,413.0454545,1292.311688,6537.396104,616.7012987,163.6753247,1599.415584,5532.441558,1397.577922,556.7402597,3217.642857,687.1688312,785.7857143,154,15.60258114,12.70003081,0.580907105,0.93902439,0.641666667,-0.706457021,1,0,0,1,1,1,0,0,0,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,Macrophage,Other Cells
+3713,23787.85,832.7357143,703.5142857,1064.385714,21653.29286,654.9428571,597.7714286,1561.092857,11748.05714,842.6571429,1037.985714,1757.185714,15553.52143,1205.428571,3186.15,3039.85,5518.314286,1422.75,368.2285714,2416.657143,12155.84286,391.1714286,593.0642857,1045.157143,14480.57857,433.95,116.4214286,1763.914286,11001.43571,1719.921429,541.8785714,2793.264286,9534.557143,671.2,270.8357143,1572.164286,7136.421429,1100.007143,403.0928571,1368.564286,5194.928571,766.1928571,158.6428571,3474.964286,4839.985714,1293.357143,176.1142857,3209.271429,771.6857143,785.8928571,140,17.46379612,11.73494295,0.740588974,0.823529412,0.45751634,-0.694292664,1,1,1,1,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,T Cell,T Cells
+3714,26435.65517,829.2068966,468.0172414,1046.784483,22920.36207,668.7327586,632.3706897,1470.051724,13277.56897,517.2586207,992.4310345,1669.163793,17258.15517,1246.75,2592.672414,1493.965517,6459.896552,1259.362069,310.9224138,2282.431034,13241.93966,393.2586207,110.5431034,1209.543103,16279.56897,431.137931,124.862069,975.612069,12667.2069,1584.517241,442.9913793,2788.422414,10827.32759,623.6034483,272.8362069,1059.560345,7839.293103,1370.37069,403.7327586,1307.086207,5269.551724,604.0517241,161.862069,1656.12931,5095.155172,1356.87069,4172.577586,3120.0,886.9310345,784.9224138,116,12.54731283,12.07074446,0.272984993,0.974789916,0.591836735,-0.114094506,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,T Cell,T Cells
+3715,30610.62963,975.8395062,718.8641975,1119.765432,26150.37037,802.5432099,806.9876543,1637.123457,15794.85185,591.7654321,2021.506173,1797.259259,18847.97531,1362.580247,2195.876543,4621.283951,7011.901235,1803.098765,336.9259259,2468.45679,15763.35802,452.5061728,901.0740741,2107.839506,18797.71605,817.5925926,412.617284,2410.839506,14235.55556,2091.777778,591.0493827,2820.382716,12606.18519,671.0740741,312.4320988,1709.975309,9032.17284,1499.024691,469.8395062,1376.08642,6631.234568,917.8148148,182.2098765,3958.037037,6232.160494,1485.925926,394.2716049,3261.259259,427.2098765,784.4320988,81,11.24388874,9.483260448,0.537263188,0.964285714,0.5625,-0.7733684,1,0,1,1,1,0,0,0,1,1,1,0,1,0,0,1,1,1,1,1,1,1,0,0,Regulatory T Cell,T Cells
+3716,35902.35165,915.978022,475.0989011,1085.857143,33274.47253,744.7912088,460.6263736,1668.241758,16855.47253,571.3186813,465.6483516,1734.351648,21855.38462,1413.483516,2009.142857,1923.967033,7852.494505,1393.395604,343.3186813,2292.285714,17065.03297,426.5494505,349.1648352,462.4615385,21056.78022,416.1098901,131.5494505,1625.989011,15790.56044,1603.054945,399.1428571,2841.472527,13735.52747,762.4615385,308.2307692,1236.428571,7784.241758,840.4615385,463.3296703,1365.615385,5898.505495,700.7802198,181.0769231,3401.923077,5196.164835,1420.142857,698.8021978,3242.791209,238.7032967,786.4835165,91,15.47384661,8.673817524,0.828122646,0.858490566,0.464285714,-0.878155985,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,1,1,0,1,0,Dendritic Cell,Other Cells
+3717,36745.64,904.11,565.27,1111.67,32894.96,743.49,704.85,1709.98,18587.51,581.12,926.71,1816.06,22522.62,1339.54,4467.54,3617.57,8149.96,1426.52,345.8,2375.03,18145.32,446.99,521.95,672.61,21554.84,459.85,135.36,3475.46,16396.48,1906.23,474.41,2831.7,14561.83,648.0,313.52,1374.68,9144.86,1289.75,455.35,1324.38,7009.25,719.11,180.68,4846.25,6203.83,1387.44,1049.09,3308.17,301.18,787.13,100,13.59371786,10.576485,0.628212119,0.833333333,0.591715976,-0.665165012,1,0,1,1,0,0,0,0,1,0,0,0,1,0,0,1,0,0,0,0,1,0,1,0,Helper T Cell,T Cells
+3718,28263.09804,1029.333333,737.0686275,1139.352941,24592.87255,782.5784314,767.745098,1691.490196,14239.2549,579.6960784,522.1764706,1775.764706,17875.11765,1409.539216,1162.205882,1173.823529,6457.862745,1457.911765,350.1568627,2402.990196,14206.12745,493.9705882,433.0392157,474.4313725,17189.29412,509.3137255,136.6078431,899.5588235,13257.78431,1620.990196,548.0294118,2811.588235,11792.81373,756.5392157,325.0686275,1839.705882,8355.539216,963.7941176,471.1372549,1349.333333,6404.705882,726.2843137,177.4509804,1400.352941,5833.656863,1505.823529,265.6470588,3435.578431,494.0980392,786.4607843,102,14.99069243,9.420605417,0.777865896,0.85,0.607142857,-0.457689303,1,0,0,0,1,0,0,0,1,0,0,0,0,0,0,0,1,1,0,0,0,1,0,1,NK Cell,Other Cells
+3719,29642.76364,904.4727273,709.0242424,1093.206061,25824.81212,663.8181818,609.8242424,1550.987879,14699.20606,527.1515152,746.8848485,1744.018182,18793.26667,1231.581818,3867.29697,4011.842424,6927.969697,1348.618182,306.3272727,2450.866667,14565.55152,420.0060606,104.4242424,664.2181818,17695.55758,1096.369697,120.8606061,3159.509091,13392.9697,1444.442424,699.0242424,2788.684848,11892.69697,599.8787879,261.5393939,1876.539394,8721.745455,1213.654545,400.6666667,1301.636364,6679.660606,606.5757576,156.5818182,3694.339394,6061.315152,1340.412121,421.2909091,3236.448485,634.6060606,790.1515152,165,16.53617208,13.95648521,0.536347364,0.868421053,0.539215686,0.687498929,1,0,0,1,0,0,0,0,0,1,0,0,0,1,0,1,0,0,0,0,1,0,0,0,Activated APC,Other Cells
+3720,17573.48889,937.1333333,453.8777778,1026.411111,16529.43333,710.6333333,581.3333333,1394.8,9286.988889,547.1111111,861.6222222,1684.811111,11905.3,1394.988889,2321.266667,1486.666667,4326.633333,1452.077778,394.6444444,2326.744444,8967.966667,416.2666667,102.0333333,802.9333333,10802.45556,907.9777778,128.4555556,985.2222222,8344.722222,1395.533333,517.1777778,2795.766667,7328.944444,663.3666667,276.9777778,1170.188889,5493.244444,1307.433333,395.7222222,1287.233333,4128.255556,602.7666667,165.4666667,1439.277778,3811.855556,1498.722222,5561.311111,3159.422222,661.7,786.6111111,90,11.17734464,10.57914575,0.322759161,0.967741935,0.576923077,0.823074031,1,0,1,0,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,0,1,1,0,Cytotoxic T Cell,T Cells
+3721,30608.41016,820.1171875,449.140625,1062.988281,27069.10938,675.4804688,621.0390625,1504.855469,15216.16016,512.6835938,1068.363281,1727.621094,20566.86328,1255.210938,2801.132813,2888.316406,7401.832031,1274.015625,308.4921875,2374.535156,15042.63672,399.3007813,120.7226563,1397.90625,18884.42188,614.46875,296.4453125,1870.894531,14594.63672,1698.074219,503.2890625,2792.574219,12350.60547,605.1992188,271.6015625,1362.929688,8977.878906,1043.773438,408.8320313,1302.292969,6172.355469,605.0664063,163.9882813,2813.199219,5888.261719,1359.78125,2698.625,3130.707031,862.6992188,791.2304688,256,26.06630706,12.86954829,0.869618944,0.937728938,0.585812357,-0.648838742,1,0,1,1,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells
+3722,28815.53043,1097.956522,768.8608696,1174.93913,25900.08696,852.9565217,883.5130435,1754.904348,14540.50435,635.4869565,728.1913043,1807.556522,18015.35652,1457.713043,3087.965217,3068.443478,6400.382609,1499.565217,351.7130435,2420.826087,14288.08696,469.6347826,242.5304348,673.2086957,17407.75652,474.6521739,140.1391304,2308.478261,12911.5913,1989.608696,586.373913,2813.304348,11606.18261,664.9652174,324.4173913,2144.669565,8080.608696,1045.113043,477.3913043,1341.269565,6240.121739,686.9217391,188.9826087,2785.495652,5396.86087,1480.86087,378.426087,3368.034783,463.8521739,786.9478261,115,14.01580148,10.63050293,0.651713105,0.92,0.737179487,-0.480746738,1,1,0,1,1,0,0,0,0,0,0,0,1,0,0,0,1,1,0,1,1,1,0,1,NK Cell,Other Cells
+3723,25749.71429,1019.302198,772.467033,1116.175824,23902.78022,716.8241758,703.7087912,1624.126374,13427.08791,550.0604396,465.0714286,1753.494505,17098.73626,1314.340659,1497.489011,1567.087912,6338.093407,1432.873626,323.3461538,2373.175824,13591.2033,458.6813187,276.4615385,452.7912088,16421.10989,459.1813187,129.5054945,1863.016484,12548.54396,1493.379121,558.8791209,2826.313187,11019.75824,874.6318681,306.1758242,2083.714286,7921.67033,883.6428571,455.0989011,1346.708791,6167.769231,672.8461538,173.9010989,2813.445055,5505.335165,1451.016484,369.6538462,3335.543956,477.0164835,788.6428571,182,16.49988321,14.28112211,0.500859368,0.952879581,0.669117647,1.112842346,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,Unknown,Other Cells
+3724,22730.28689,949.7131148,650.9590164,1118.377049,20724.45902,742.1065574,660.8606557,1589.770492,11490.05738,557.1967213,481.4344262,1725.311475,14472.69672,1381.803279,834.3688525,861.1147541,5177.311475,1431.262295,333.6885246,2369.819672,11550.52459,467.5245902,193.2540984,465.704918,13924.78689,518.3606557,132.9590164,857.3770492,10501.66393,1497.540984,615.352459,2819.590164,9457.721311,756.3360656,306.5655738,2062.336066,6792.286885,851.557377,458.795082,1335.844262,5351.0,658.352459,176.0,1669.52459,4713.106557,1475.983607,436.647541,3334.942623,503.6803279,788.1967213,122,14.15050772,11.08539343,0.621528034,0.960629921,0.677777778,-0.247964178,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,Granulocyte,Other Cells
+3725,38764.45455,859.1590909,520.3636364,1082.136364,34669.51136,698.6136364,1092.613636,1566.011364,20023.86364,633.2727273,1401.238636,1767.227273,26423.125,1287.545455,2757.522727,3127.738636,8408.090909,1532.738636,410.0227273,2403.261364,19997.42045,416.3295455,255.1704545,1719.068182,24698.61364,707.0681818,208.3522727,1301.522727,18962.04545,1915.920455,537.6590909,2788.465909,16244.26136,642.3181818,277.7045455,1326.386364,12217.46591,1823.386364,413.9545455,1312.75,8702.704545,667.4204545,157.5795455,2216.761364,8022.079545,1346.397727,177.25,3122.670455,735.6590909,785.3409091,88,15.27816617,7.719190568,0.862976965,0.846153846,0.55,1.524472109,1,1,1,1,1,1,0,0,0,1,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+3726,30604.12821,865.3012821,628.2692308,1106.358974,25858.41026,702.3461538,844.5576923,1632.974359,15279.95513,742.1089744,455.9038462,1727.865385,19847.61538,1290.50641,1339.891026,941.6089744,7106.134615,1415.564103,318.525641,2323.224359,14618.07051,425.3525641,347.6730769,481.9679487,17817.34615,455.0064103,123.8461538,780.4487179,13871.98718,1540.403846,469.8525641,2803.00641,12043.46795,1002.737179,284.1282051,1362.102564,8709.891026,880.7115385,419.7564103,1345.673077,6236.346154,681.9294872,168.6858974,1376.038462,5923.480769,1378.512821,253.3205128,3240.205128,797.8333333,788.3589744,156,23.88749914,9.02470173,0.925887151,0.881355932,0.464285714,0.942913177,1,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,Macrophage,Other Cells
+3727,18397.82692,783.7596154,487.9038462,1049.913462,16997.625,622.25,503.7307692,1546.230769,8737.942308,470.5576923,383.1346154,1682.875,11895.46154,1152.490385,1172.394231,808.3461538,4502.451923,1189.307692,277.625,2303.317308,9288.903846,384.0576923,174.7884615,503.8653846,11404.51923,422.6153846,120.2307692,1009.903846,8767.596154,1351.509615,410.0096154,2981.0,7346.557692,661.1346154,248.0288462,1139.576923,5182.846154,731.0480769,382.8173077,1288.028846,3185.923077,587.6057692,154.6538462,2747.798077,3212.115385,1215.730769,761.1538462,3104.423077,973.8461538,786.2596154,104,12.80551465,11.09158386,0.49977231,0.859504132,0.619047619,-1.476918724,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Unknown,Other Cells
+3728,37620.2,887.3153846,513.3769231,1071.484615,34362.59231,698.1846154,852.9692308,1644.030769,17623.54615,527.6076923,1912.846154,1808.069231,23239.33077,1236.146154,4541.246154,2896.346154,8707.415385,1287.784615,309.4923077,2455.084615,18057.80769,430.8846154,244.3615385,1807.384615,22531.0,456.3076923,566.4692308,1369.5,17192.84615,2534.123077,438.7384615,2863.923077,14211.56923,641.9461538,270.3076923,974.0153846,9713.261538,1425.061538,412.6384615,1310.661538,5632.123077,632.2384615,156.7692308,2283.638462,5554.330769,1268.6,490.5230769,3206.723077,994.0615385,786.7615385,130,19.4304965,9.63052076,0.868528369,0.807453416,0.5,-1.284900586,1,0,1,1,0,0,0,0,0,0,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+3729,28101.19014,746.4366197,475.2042254,1046.640845,23751.93662,625.0774648,936.7746479,1599.626761,11148.0493,460.2816901,2181.873239,1775.408451,15994.56338,1117.591549,7148.528169,3057.640845,6056.577465,1142.204225,278.5422535,2527.704225,12024.95775,1568.408451,236.3239437,1481.859155,14953.85211,467.1760563,462.1830986,2659.676056,11278.92254,2291.211268,398.0422535,2797.767606,8994.309859,600.971831,249.8802817,889.6478873,5630.246479,1118.197183,360.3943662,1284.288732,3028.873239,587.3169014,150.6760563,2833.140845,3305.0,1072.323944,1225.528169,3151.852113,1045.401408,787.8943662,142,16.21644693,11.81857452,0.684724794,0.946666667,0.556862745,1.017909848,1,0,1,1,0,0,0,1,0,0,1,0,1,0,0,0,0,0,0,0,1,0,1,0,Regulatory T Cell,T Cells
+3730,36869.58919,898.7135135,549.8324324,1124.032432,21956.42703,527.4756757,292.5783784,1440.518919,10047.82703,430.1459459,604.3189189,1708.097297,13981.54054,1014.713514,5382.151351,2406.027027,5216.589189,1049.924324,247.3675676,2287.513514,10547.45946,284.6702703,413.6864865,561.8540541,12816.02162,333.6702703,106.2702703,4492.189189,9355.005405,1453.443243,314.4864865,2785.205405,8042.124324,496.0108108,226.372973,1116.805405,3716.578378,708.5621622,346.4,1266.183784,2674.47027,598.2972973,139.827027,1980.178378,2624.940541,1031.064865,110.4594595,3058.945946,197.8810811,791.427027,185,21.37403538,11.69089309,0.837154135,0.889423077,0.540935673,-0.795679689,0,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Dendritic Cell,Other Cells
+3731,41828.54601,1055.018405,643.9815951,1148.276074,35117.44172,727.5460123,566.7300613,1645.638037,17595.37423,574.9263804,484.7791411,1745.09816,22256.66871,1290.269939,6416.92638,3050.104294,7926.791411,1362.93865,318.8220859,2312.687117,17282.95092,387.9141104,187.9141104,457.2822086,21093.30675,421.1104294,128.8834356,7234.809816,16247.70552,1502.773006,427.4539877,2813.202454,14117.03681,588.6993865,293.6380368,1375.889571,8340.907975,820.6196319,422.595092,1302.319018,6251.196319,617.5889571,165.9386503,3215.993865,5563.325153,1278.503067,139.5092025,3321.97546,264.4723926,788.607362,163,22.41376918,10.10147653,0.892684697,0.819095477,0.554421769,-1.319925927,1,0,0,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,0,B Cell,B Cells
+3732,31130.68367,896.244898,588.7755102,1088.642857,28752.08163,830.4081633,1379.295918,1664.969388,15174.4898,547.2857143,2249.510204,1857.622449,18983.16327,1236.55102,6200.183673,2739.530612,6972.418367,1356.071429,326.6938776,2455.77551,15026.08163,440.122449,2169.040816,1053.806122,17861.05102,471.7653061,1100.602041,2091.704082,13370.41837,1974.112245,489.6530612,2819.27551,11948.14286,664.3469388,291.5,1109.591837,7473.826531,956.622449,420.6530612,1352.081633,5925.795918,1098.255102,169.8673469,3529.989796,5210.336735,1306.336735,1205.489796,3306.663265,320.3469388,787.255102,98,11.87191815,10.61038446,0.448589319,0.97029703,0.890909091,-0.250203094,1,0,1,1,0,0,0,0,1,0,1,0,1,0,0,0,0,1,1,0,1,0,1,0,Regulatory T Cell,T Cells
+3733,39714.86585,1117.768293,632.6097561,1124.036585,36982.7439,807.902439,697.7682927,1643.963415,20280.76829,657.695122,687.1097561,1767.939024,25316.20732,1438.317073,4445.780488,3124.012195,8848.439024,1438.512195,346.8902439,2306.682927,19860.95122,1133.817073,219.2926829,523.6341463,23851.57317,513.2926829,136.1585366,3731.756098,18622.71951,1674.926829,503.7926829,2821.353659,16379.40244,989.4634146,342.1829268,1485.268293,11183.78049,1027.890244,464.9634146,1303.97561,8606.573171,668.8414634,171.4634146,2985.268293,7636.47561,1418.292683,398.597561,3402.04878,366.2682927,785.7804878,82,14.24687362,7.495138266,0.850428876,0.911111111,0.650793651,-1.433263001,1,1,0,1,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,NK Cell,Other Cells
+3734,16303.57692,969.8942308,797.1634615,1058.971154,15496.89423,698.4423077,626.9134615,1453.759615,8348.913462,563.5961538,1044.980769,1729.721154,11118.10577,1217.817308,3969.490385,4925.634615,3946.048077,1803.394231,287.375,2403.673077,8825.884615,401.6826923,1485.413462,813.75,10213.48077,884.5480769,127.2596154,5241.653846,8000.375,1690.711538,678.6346154,2793.971154,7195.0,674.6153846,267.7019231,2225.25,5146.211538,1221.442308,410.4230769,1362.548077,3991.519231,1019.990385,162.9326923,5088.951923,3619.230769,1333.625,230.875,3377.990385,441.8942308,786.1923077,104,16.07968736,8.551870136,0.846842936,0.936936937,0.722222222,-1.439110666,1,0,1,1,1,0,0,0,1,1,0,1,0,1,0,1,0,1,1,0,1,0,0,1,Cytotoxic T Cell,T Cells
+3735,30563.01587,822.2698413,487.047619,1062.68254,26381.73016,676.2539683,1034.714286,1512.460317,15414.31746,528.7301587,1837.015873,1815.31746,19906.7619,1221.904762,3178.412698,3669.904762,7318.936508,1338.269841,320.5714286,2852.857143,15062.06349,451.2380952,297.4126984,2472.269841,18587.52381,737.7619048,195.6349206,1617.285714,14649.68254,2151.0,484.0,2779.603175,12505.92063,660.031746,276.5873016,1406.047619,8937.634921,2067.52381,409.8412698,1298.126984,6169.968254,663.7460317,159.1904762,4148.253968,5880.888889,1300.047619,914.6984127,3194.111111,853.6825397,787.6190476,63,11.58076694,7.205525566,0.782860223,0.9,0.572727273,-0.552762814,1,0,1,1,0,0,1,0,0,1,1,0,1,0,0,1,0,0,0,0,1,0,1,0,Regulatory T Cell,T Cells
+3736,25580.0663,753.640884,533.6519337,1064.668508,12397.34807,450.3977901,401.8453039,1227.701657,4749.198895,359.9944751,835.0552486,1606.127072,7859.740331,873.160221,3260.530387,1728.364641,2911.093923,919.4640884,218.160221,2285.149171,5602.712707,275.480663,386.2541436,735.2154696,6673.563536,315.1767956,98.15469613,1653.01105,5070.41989,1824.298343,374.6629834,2771.79558,3991.801105,480.4198895,193.5082873,707.9447514,2093.911602,802.5690608,308.9502762,1263.961326,1154.099448,567.3701657,129.6187845,1896.906077,1276.165746,865.5801105,146.9779006,2909.104972,1090.298343,791.4917127,181,17.72354602,13.24849081,0.664252909,0.983695652,0.595394737,-0.54564602,0,0,1,0,0,0,0,0,1,0,0,0,1,0,0,0,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
+3737,17761.91262,829.368932,682.8640777,1073.902913,14483.51456,620.8058252,510.4271845,1556.475728,8070.223301,494.9417476,841.7087379,1788.320388,9930.524272,1147.737864,7844.718447,3690.15534,3756.961165,1272.980583,292.7864078,2407.631068,8061.203883,549.4174757,894.6019417,693.776699,9600.174757,412.9902913,142.6407767,9260.76699,7385.572816,1850.68932,417.8446602,2812.135922,6526.533981,737.9417476,259.2038835,1262.165049,4186.864078,915.7475728,402.3495146,1422.495146,3192.029126,764.6504854,173.3495146,10582.05825,2925.194175,1215.592233,364.7475728,3217.485437,290.2524272,787.9223301,103,12.95670718,10.24827415,0.611864165,0.971698113,0.715277778,-0.842441301,1,0,1,1,0,0,0,0,1,0,0,1,1,0,0,0,0,1,0,0,1,0,0,0,Helper T Cell,T Cells
+3738,35056.42647,899.7647059,685.8676471,1130.617647,32512.39706,773.4705882,957.7058824,1747.338235,17728.13235,568.3382353,1657.882353,1851.75,21951.25,1301.161765,5575.102941,4449.794118,7944.558824,1436.161765,576.5588235,2397.911765,17418.30882,423.0735294,2202.705882,1156.044118,20150.39706,489.2352941,236.7647059,2098.014706,15496.91176,2441.735294,439.7205882,2816.455882,13790.70588,624.5588235,301.4852941,1251.779412,8610.191176,2008.897059,445.5735294,1371.25,6688.705882,1077.338235,167.8823529,3460.352941,5877.426471,1373.117647,309.1029412,3336.867647,311.1470588,787.4264706,68,11.61238957,8.088619468,0.717507461,0.871794872,0.686868687,0.23852232,1,0,1,1,0,1,0,0,1,0,1,0,1,0,0,1,0,1,1,0,1,0,0,0,Regulatory T Cell,T Cells
+3739,27736.31915,856.6170213,791.1808511,1119.319149,25461.04255,699.5,1131.202128,1623.585106,14318.24468,543.7446809,1615.574468,1793.234043,18376.71277,1294.723404,2969.840426,3563.06383,6733.468085,1379.117021,316.3617021,2554.074468,14303.89362,618.9787234,128.712766,1589.12766,17505.51064,1301.404255,127.5744681,1698.404255,13274.93617,1467.234043,585.8404255,2801.882979,11577.29787,1165.308511,285.2234043,1598.06383,8648.659574,1355.478723,443.3723404,1320.276596,6583.414894,630.6276596,170.5319149,2126.468085,5961.765957,1386.978723,417.7446809,3238.734043,553.3404255,787.8617021,94,11.81791281,10.30420707,0.489658524,0.94,0.712121212,-0.646118348,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+3740,16532.88,793.28,837.49,1077.9,15273.91,626.36,619.28,1542.07,7950.55,506.09,512.73,1697.67,10777.43,1183.04,1618.8,1327.99,4160.73,1226.75,290.67,2332.1,8277.38,499.32,254.38,725.84,10696.86,624.44,120.16,1102.02,8044.38,1370.89,439.36,2801.52,6940.83,685.93,252.24,1111.71,4823.2,764.58,396.79,1304.75,3105.35,610.83,156.36,2594.53,3146.72,1628.81,596.79,3104.65,953.96,789.11,100,12.84126624,10.07981554,0.619552839,0.934579439,0.699300699,-0.374078543,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,1,1,0,Granulocyte,Other Cells
+3741,26904.91827,847.2019231,680.0384615,1093.182692,23495.98558,692.4038462,937.4903846,1593.918269,13606.52404,553.5576923,1751.586538,1810.817308,16907.75481,1252.923077,3716.730769,2816.889423,6153.442308,1313.274038,300.0576923,2540.168269,13096.90865,881.5769231,348.5721154,1039.019231,16040.625,486.0913462,321.2307692,1526.192308,12106.71154,1989.980769,592.7740385,2801.153846,10670.24038,936.2836538,278.2980769,1367.375,7686.399038,1346.764423,416.6057692,1351.408654,5799.932692,644.7451923,164.3509615,3623.721154,5224.115385,1330.384615,285.9182692,3321.793269,568.0384615,794.1826923,208,25.46019194,11.87716665,0.884521465,0.78490566,0.619047619,0.045800136,1,0,1,1,0,0,0,1,1,0,1,0,1,0,0,1,0,1,0,0,1,0,0,0,Regulatory T Cell,T Cells
+3742,29840.46316,902.8421053,456.6105263,1076.273684,27239.41053,741.6947368,762.7578947,1558.526316,15993.13684,633.7473684,1319.652632,1781.378947,19204.44211,1325.431579,3283.894737,3269.136842,6632.778947,1532.168421,410.9578947,2354.894737,14680.09474,423.8210526,214.8105263,2075.578947,18334.32632,482.5578947,325.3368421,1301.178947,13806.11579,2015.063158,557.6421053,2835.021053,11842.54737,614.3789474,280.1473684,1255.336842,8696.378947,1608.389474,410.2631579,1313.536842,6423.315789,640.9473684,156.6105263,1921.410526,5739.789474,1319.926316,254.0631579,3190.694737,724.2210526,789.6315789,95,12.94383794,9.914811445,0.642856075,0.922330097,0.56547619,0.3804225,1,1,1,1,1,1,0,0,0,0,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+3743,27763.23171,1123.817073,702.7317073,1098.52439,23952.45122,656.8780488,592.4512195,1567.365854,13597.10976,531.4512195,590.8658537,1772.792683,16241.04878,1207.439024,9465.0,3101.036585,6134.439024,1355.54878,387.0487805,2334.134146,13073.30488,388.195122,1161.707317,500.3414634,16122.53659,424.0365854,137.0121951,2693.792683,12123.0,2114.243902,708.3658537,2805.0,10871.36585,627.1341463,285.2804878,1220.5,7090.256098,1160.646341,425.8658537,1306.621951,5523.060976,846.1463415,172.0853659,3611.743902,5070.536585,1314.52439,936.6463415,3334.585366,335.0609756,790.1463415,82,10.95624669,9.77540367,0.451597177,0.976190476,0.621212121,-0.787196367,1,0,0,1,0,0,0,0,1,0,0,0,1,1,0,1,0,0,1,0,1,0,1,0,Dendritic Cell,Other Cells
+3744,24602.9759,784.8915663,547.5903614,1064.951807,22179.36145,634.9036145,576.6626506,1516.409639,12102.71084,494.7951807,444.8072289,1734.831325,15452.72289,1201.168675,2949.409639,1852.795181,5676.13253,1318.46988,280.4819277,2330.216867,12073.73494,4557.891566,461.3253012,451.8433735,14951.6506,432.8192771,116.0963855,1162.228916,11125.78313,1679.13253,860.1204819,2806.975904,9879.590361,640.5060241,264.3975904,1395.518072,7107.698795,966.8554217,397.4578313,1301.566265,5474.590361,678.9518072,159.0240964,2680.626506,4842.493976,1288.481928,203.9879518,3241.349398,583.3975904,788.7228916,83,12.02947758,8.953228479,0.667874299,0.988095238,0.638461538,1.390265509,1,0,0,0,0,0,0,1,1,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,Dendritic Cell,Other Cells
+3745,19920.54783,908.2956522,432.6086957,1023.26087,18560.44348,691.9826087,464.0,1387.904348,10550.13913,534.9913043,423.2608696,1673.886957,13588.85217,1308.252174,1936.417391,1479.104348,4652.634783,1429.226087,390.5391304,2335.904348,10111.41739,461.3217391,91.32173913,535.0347826,12489.23478,396.5565217,115.973913,1052.591304,9492.452174,1323.582609,541.9913043,2778.791304,8225.730435,890.226087,257.0173913,1221.173913,6108.852174,892.9565217,388.1130435,1283.008696,4573.4,579.773913,155.573913,1947.913043,4244.113043,1349.417391,6098.217391,3116.965217,712.2956522,791.3913043,115,14.10968275,10.60552119,0.659563951,0.958333333,0.631868132,-0.42860617,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Unknown,Other Cells
+3746,15306.99091,775.2181818,602.7545455,1047.745455,14214.59091,614.1090909,505.9454545,1471.390909,7315.3,492.0636364,381.8545455,1667.0,9944.809091,1173.018182,1070.218182,922.2545455,3873.981818,1188.790909,285.2090909,2300.4,7729.645455,414.4909091,438.9909091,473.6727273,9747.5,447.0272727,116.4545455,973.3454545,7489.118182,1355.109091,415.9272727,2834.181818,6415.863636,729.7363636,247.0727273,1050.163636,4485.345455,725.7909091,377.4090909,1293.536364,2806.427273,637.6272727,150.2363636,1706.881818,2861.509091,1196.663636,456.3818182,3031.590909,963.9272727,791.7727273,110,13.7898134,10.257723,0.668332854,0.94017094,0.714285714,-0.220860924,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Dendritic Cell,Other Cells
+3747,26166.23111,886.7911111,612.6711111,1134.804444,23327.91556,637.0222222,638.68,1501.226667,12862.00444,847.3333333,763.0488889,1733.56,17743.80889,1165.693333,2636.622222,2240.617778,5858.217778,1563.977778,401.5955556,2424.528889,12806.76,376.6177778,335.8133333,840.5111111,15552.84444,620.1155556,178.4622222,2079.475556,12187.33333,1706.413333,561.5688889,2788.493333,10413.35556,703.7155556,249.7511111,1310.293333,7792.444444,951.2088889,385.7822222,1330.022222,5568.324444,659.9866667,148.8933333,2126.693333,5160.52,1220.253333,174.6977778,3134.871111,742.9377778,797.3866667,225,22.11588762,13.21640614,0.801796016,0.933609959,0.681818182,-0.176800526,1,1,0,1,1,1,0,0,1,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,Macrophage,Other Cells
+3748,17050.59756,891.5365854,536.2560976,1142.853659,15296.85366,598.3414634,822.4268293,1439.463415,8590.756098,853.0731707,559.6829268,1705.121951,10908.20732,1103.756098,2018.158537,1251.268293,4081.256098,1494.963415,374.4512195,2447.792683,8588.914634,346.3170732,477.5853659,540.1585366,10120.90244,629.9512195,109.3658537,1068.280488,8062.963415,1581.841463,492.4146341,2825.219512,7062.804878,664.402439,254.8658537,1287.04878,5248.5,834.1707317,376.7560976,1345.158537,3793.54878,710.0731707,147.1097561,1779.463415,3585.280488,1192.414634,168.6463415,3155.390244,756.9634146,790.8780488,82,11.76722289,9.432942966,0.597822309,0.921348315,0.621212121,0.996895285,0,1,0,0,1,0,0,0,1,1,0,0,0,0,0,0,0,1,0,0,1,0,0,0,Macrophage,Other Cells
+3749,20035.25153,864.5521472,692.9570552,1104.220859,18156.22086,692.404908,767.2269939,1609.300613,9663.736196,715.797546,423.6319018,1713.417178,12898.64417,1250.417178,1188.276074,1133.944785,4774.214724,1354.165644,317.4294479,2363.662577,9680.828221,424.9693252,366.607362,466.9877301,11994.07362,446.5092025,119.2944785,826.2760736,8939.705521,1454.527607,472.9386503,2782.742331,7705.687117,1182.251534,272.8343558,1450.196319,5753.368098,947.190184,407.8343558,1349.374233,4277.773006,682.1165644,156.9325153,1370.815951,3954.97546,1324.96319,200.9202454,3284.04908,790.4846626,794.6809816,163,16.99479448,12.50761922,0.677016687,0.942196532,0.679166667,0.852818034,1,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,Macrophage,Other Cells
+3750,26054.36283,750.8938053,511.3362832,1038.159292,23628.83186,615.4513274,687.2477876,1504.362832,13087.9292,464.0707965,1020.690265,1755.389381,17588.79646,1139.274336,3790.663717,3396.486726,6341.884956,1231.584071,287.6637168,2359.380531,13131.23009,371.2654867,145.2212389,857.6902655,16110.48673,650.920354,119.8053097,2504.212389,12478.45133,1640.415929,508.6460177,2788.19469,10485.60177,738.8584071,256.9115044,1365.141593,7369.99115,1157.707965,386.6017699,1275.079646,4920.345133,601.1238938,146.7345133,3329.123894,4745.185841,1176.035398,497.2035398,3161.265487,905.6902655,794.2477876,113,16.96251021,10.8090493,0.770672274,0.773972603,0.474789916,0.517143812,0,0,1,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+3751,26047.575,973.075,1027.8625,1173.65,22693.6,771.0125,945.0875,1724.0375,13156.85,579.85,989.7,1849.8,16330.65,1347.4875,2675.85,1949.2,5882.2,1402.375,330.375,2461.3625,12777.9875,505.1375,178.8625,816.0375,15809.6625,473.5125,173.4125,1568.2875,11782.625,1777.8625,650.5875,2813.8125,10215.9625,632.075,298.6625,1931.55,7508.85,914.55,451.5625,1342.675,5718.9625,634.575,167.125,2969.025,5250.925,1436.2625,294.025,3373.275,533.875,792.475,80,12.65222477,8.249921724,0.758173346,0.91954023,0.615384615,0.337489276,1,0,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,1,0,0,1,T Cell,T Cells
+3752,21956.55639,842.0676692,743.2781955,1101.781955,19244.88722,678.8045113,756.8796992,1560.857143,10650.31579,658.2030075,646.7969925,1764.112782,14394.67669,1217.721805,1192.308271,1481.233083,5015.857143,1341.052632,317.6541353,2388.676692,10852.54887,407.5639098,356.481203,633.4135338,12937.41353,502.9097744,115.9398496,846.0150376,9989.12782,1540.06015,496.1654135,2795.082707,8557.796992,861.8045113,265.4661654,1536.120301,6341.097744,952.9699248,402.1203008,1329.496241,4632.586466,685.9022556,155.0601504,1543.030075,4400.533835,1304.240602,199.3834586,3216.466165,777.3609023,794.9924812,133,15.68166564,10.98736801,0.713504572,0.95,0.692708333,-0.365834001,1,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Macrophage,Other Cells
+3753,30374.19216,842.7372549,488.172549,1053.854902,26844.26667,687.7686275,794.9686275,1543.6,15291.89804,521.2078431,1365.439216,1770.352941,19665.21569,1215.062745,2680.623529,3677.639216,7354.231373,1272.403922,299.4823529,2331.843137,15179.9098,391.3058824,361.6588235,1564.717647,18698.93725,641.9490196,153.3686275,2059.101961,14404.24706,2016.760784,485.1215686,2792.160784,12279.22353,601.1333333,273.3137255,1264.85098,8629.729412,1476.623529,401.1568627,1297.898039,5769.968627,666.5294118,156.4,2593.411765,5517.713725,1269.729412,512.9098039,3217.878431,894.1137255,798.4588235,255,22.34493144,14.81809223,0.748484505,0.94795539,0.625,-0.196664493,1,0,1,1,0,0,0,0,1,1,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
+3754,24320.84524,874.7380952,711.25,1160.642857,22060.97619,695.452381,898.797619,1753.869048,11291.03571,505.1904762,750.5238095,1810.654762,14576.29762,1272.47619,2556.297619,1268.333333,5740.357143,1352.238095,313.5238095,2365.190476,11559.88095,430.9642857,273.4642857,984.8452381,14174.63095,464.547619,142.5357143,1085.857143,10936.84524,1808.809524,470.952381,2817.464286,9049.02381,986.1785714,273.2380952,1102.52381,6103.880952,887.3095238,414.7738095,1319.595238,3666.833333,620.1071429,162.6666667,2062.369048,3648.928571,1300.309524,608.452381,3229.035714,983.8571429,793.2738095,84,12.4375385,8.78150854,0.708163229,0.954545455,0.587412587,0.363301751,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Unknown,Other Cells
+3755,22917.05102,739.8469388,501.7244898,1053.714286,20426.27551,609.6020408,487.0612245,1591.265306,9588.826531,525.5918367,635.244898,1748.357143,13740.9898,1088.663265,4954.734694,2282.55102,5274.387755,1221.479592,290.9489796,2449.683673,10218.76531,745.9693878,593.122449,828.1734694,12778.65306,463.5510204,120.744898,3093.94898,9770.622449,1671.27551,446.9285714,2812.163265,7806.959184,911.7755102,244.7346939,1004.204082,5036.877551,842.8571429,362.9795918,1295.591837,2706.438776,705.5510204,152.255102,3139.887755,2931.989796,1085.285714,1112.77551,3172.020408,1037.510204,793.4693878,98,14.85394194,8.866174785,0.802322812,0.942307692,0.502564103,0.963940565,0,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Dendritic Cell,Other Cells
+3756,39668.08547,974.982906,587.042735,1098.794872,36572.80342,754.0683761,667.7435897,1686.435897,20796.63248,582.991453,925.1025641,1772.871795,25135.29915,1361.025641,4633.649573,3620.512821,9364.196581,1450.760684,347.1538462,2367.076923,19883.81197,439.8803419,215.008547,620.0940171,24518.35043,849.0,146.5128205,3180.316239,18807.70085,1712.598291,514.6666667,2829.264957,16544.11111,904.2136752,328.8376068,1562.555556,11591.30769,1183.444444,477.3333333,1320.179487,8590.897436,669.2649573,189.5128205,4009.34188,7864.025641,1471.735043,597.4273504,3358.589744,382.8034188,792.0769231,117,18.6589271,8.974027392,0.876747542,0.893129771,0.590909091,-1.270343426,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,1,1,0,0,1,1,1,1,1,Cytotoxic T Cell,T Cells
+3757,17566.83333,1509.895833,643.5833333,1060.125,18595.08333,740.7291667,797.1875,1410.395833,9714.916667,630.875,1127.166667,1736.375,13163.47917,1291.041667,5726.9375,3001.333333,4682.583333,1287.916667,283.0416667,2625.041667,9711.833333,346.2291667,159.4791667,662.2708333,10800.3125,421.875,193.3541667,2159.25,8111.229167,1765.916667,473.125,2804.208333,7097.145833,555.2916667,256.5,1206.604167,4813.729167,918.5625,389.5833333,1308.020833,3895.395833,570.2291667,155.2083333,3273.666667,3198.145833,1113.125,425.5833333,3488.104167,395.6458333,792.1875,48,11.54691423,6.226234335,0.842170087,0.872727273,0.436363636,-0.774235041,1,1,1,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,1,T Cell,T Cells
+3758,34759.73171,900.7804878,702.9512195,1119.634146,31768.58537,708.0731707,1277.658537,1575.780488,17745.73171,577.3902439,2300.0,1798.902439,22587.0,1291.121951,2251.756098,6254.853659,8233.390244,1697.707317,325.0731707,2585.512195,18460.14634,421.5121951,671.6585366,1415.634146,22005.34146,2452.756098,146.9268293,2873.536585,17241.63415,1752.731707,619.5609756,2815.536585,15302.26829,627.9268293,313.0487805,1996.878049,10694.26829,2095.756098,457.0,1369.634146,8090.073171,805.9268293,186.2682927,4480.439024,7378.682927,1445.243902,292.5853659,3297.707317,431.2926829,791.0731707,41,8.203480827,6.635293068,0.588030525,0.976190476,0.569444444,-1.106412462,1,0,1,1,1,0,0,0,1,1,0,0,0,0,0,1,0,1,1,1,1,0,0,0,Cytotoxic T Cell,T Cells
+3759,31364.91729,779.8007519,490.1654135,1054.93985,28489.33083,651.1315789,711.5676692,1582.090226,15214.08271,496.8646617,1794.796992,1770.120301,20308.34962,1171.834586,3930.43609,3099.093985,7541.007519,1239.827068,291.0676692,2372.338346,15376.6015,1373.669173,172.2857143,1624.932331,18989.07519,970.2932331,232.2067669,2238.778195,14603.34211,1983.695489,459.4924812,2801.774436,12370.3797,685.8646617,262.0225564,1144.360902,8479.984962,1443.278195,396.2218045,1294.112782,5329.071429,605.9398496,155.3233083,3741.417293,5203.609023,1199.31203,198.5075188,3209.041353,937.0526316,799.093985,266,24.5447984,15.11505752,0.787890703,0.828660436,0.532,-0.238508915,1,0,1,1,0,0,0,1,0,1,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+3760,40482.3945,845.3302752,535.3761468,1088.559633,37263.09174,699.8899083,918.9449541,1692.357798,19007.87156,521.5045872,2155.082569,1839.321101,25953.6422,1245.440367,5260.229358,3274.055046,9666.697248,1301.733945,312.3853211,2423.954128,19466.73394,427.4678899,205.9633028,2538.357798,24071.27523,460.3761468,582.3944954,2082.623853,19039.04587,2413.844037,483.4862385,2844.0,15634.72477,672.0275229,280.0733945,1013.651376,10283.16514,1316.926606,412.0825688,1309.53211,6045.40367,614.1009174,162.6880734,2984.87156,6029.926606,1274.201835,299.8623853,3262.146789,995.1926606,795.3302752,109,22.1809719,6.7385761,0.952735875,0.838461538,0.409774436,-0.925409555,1,0,1,1,0,0,0,0,0,0,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+3761,36622.255,1003.42,623.295,1119.77,34782.53,762.58,721.515,1688.97,19073.835,592.23,567.01,1758.27,23403.15,1388.775,6215.235,3817.175,8565.635,1449.215,334.085,2347.345,18520.99,1149.385,347.25,534.955,22183.47,472.24,141.57,3949.02,17016.86,1628.535,527.385,2815.195,15059.925,886.395,320.805,1654.16,10089.015,982.065,467.19,1316.6,7709.01,713.53,183.315,4772.92,6855.675,1448.085,497.045,3370.1,364.05,794.945,200,21.58496296,12.64282302,0.810510839,0.917431193,0.732600733,-1.545837393,1,0,0,1,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,1,1,0,0,1,NK Cell,Other Cells
+3762,37753.67219,992.281457,532.8543046,1085.34106,34907.77152,828.5993377,776.8509934,1602.933775,18949.92715,600.486755,1433.92053,1763.642384,23381.03642,1351.400662,2233.996689,2903.983444,8316.152318,1451.350993,336.2649007,2440.854305,18111.68874,443.3410596,341.589404,997.9271523,21966.23179,453.281457,396.9834437,1467.178808,16909.85099,1926.556291,519.2317881,2822.655629,14797.40397,720.9635762,308.6523179,1536.927152,10149.10927,1143.94702,454.6192053,1361.344371,7759.811258,704.1821192,176.0397351,3245.582781,6821.599338,1433.463576,1928.774834,3331.291391,400.6423841,802.7913907,302,28.26013988,14.0669919,0.867310249,0.898809524,0.567669173,-0.388414313,1,0,1,1,0,0,0,0,1,0,1,0,1,0,0,1,0,1,0,0,1,0,1,0,Regulatory T Cell,T Cells
+3763,35927.46154,867.5128205,525.1282051,1089.064103,30993.55128,697.4871795,649.9230769,1564.641026,18589.52564,547.9358974,602.7820513,1762.884615,22757.65385,1299.358974,2902.974359,2409.294872,8076.25641,1334.602564,302.3205128,2317.75641,17295.29487,620.525641,244.3205128,477.974359,21625.84615,425.7564103,158.0128205,2562.987179,16684.37179,1569.205128,694.9102564,2828.384615,14502.25641,628.1923077,297.0897436,1554.397436,10246.23077,938.9487179,429.4102564,1325.807692,7674.653846,651.0512821,167.0641026,1956.282051,6998.487179,1362.564103,228.1923077,3292.128205,576.7307692,795.1282051,78,11.98483002,8.639062967,0.693108611,0.928571429,0.6,0.149961191,1,0,0,1,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,1,0,0,0,Activated APC,Other Cells
+3764,21656.04669,817.0622568,442.614786,1030.692607,19850.29572,663.0583658,452.8287938,1366.509728,11290.61868,505.0038911,688.5525292,1657.509728,14598.45914,1293.136187,1419.793774,1641.540856,5030.159533,1437.894942,384.9961089,2346.696498,10868.15175,399.9299611,93.85214008,923.688716,13610.12451,427.4669261,114.7198444,1110.2607,10179.96109,1402.140078,541.2840467,2785.81323,9068.653696,618.2607004,254.5058366,1386.280156,6759.381323,940.770428,394.5058366,1286.583658,5086.276265,602.8988327,158.1712062,1458.392996,4748.743191,1464.797665,7686.684825,3130.478599,671.2490272,802.6303502,257,29.9609469,11.68539199,0.920806054,0.823717949,0.633004926,-0.065736937,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,Granulocyte,Other Cells
+3765,14087.09901,786.7821782,940.0891089,1097.960396,13151.66337,618.3960396,755.6732673,1570.950495,7315.722772,595.2178218,470.7920792,1782.980198,8760.742574,1123.584158,2335.782178,2120.623762,3613.188119,1286.871287,270.5742574,2431.287129,7140.940594,393.1386139,771.4059406,536.3861386,8655.940594,584.1386139,113.0594059,2998.09901,6710.019802,1509.0,493.0990099,2795.29703,5959.782178,949.2970297,256.0792079,1479.910891,4321.376238,806.6336634,390.9108911,1332.70297,3026.871287,798.8217822,153.7227723,3573.217822,2925.207921,1203.376238,216.5049505,3163.752475,832.8217822,794.1089109,101,14.07883296,9.613283747,0.730588304,0.971153846,0.597633136,-0.561630157,1,0,0,1,0,0,0,0,1,1,0,0,0,0,0,0,0,0,1,0,1,0,0,0,Dendritic Cell,Other Cells
+3766,22464.11409,724.8926174,491.5167785,1064.724832,19290.79195,549.1610738,437.3758389,1593.557047,8360.362416,426.4228188,628.5771812,1689.993289,11983.8255,1087.013423,4169.832215,1371.744966,4541.087248,1069.637584,254.5167785,2306.302013,8861.597315,5727.322148,328.6241611,609.5167785,10944.04698,468.6174497,112.1208054,2988.979866,8137.872483,1658.107383,452.6375839,2767.503356,6489.563758,532.2416107,228.147651,832.9597315,3823.181208,816.8590604,348.147651,1287.90604,2013.187919,612.8926174,140.8389262,3919.42953,2191.644295,990.114094,861.1073826,3138.57047,1056.61745,795.6778523,149,15.4760202,12.2931562,0.607478977,0.961290323,0.760204082,-0.836916034,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Dendritic Cell,Other Cells
+3767,28578.02564,886.034188,511.0512821,1088.675214,26988.24786,717.3589744,460.5470085,1608.247863,13470.08547,560.3760684,435.0854701,1737.735043,17868.80342,1345.965812,2554.615385,2469.34188,6654.17094,1372.692308,329.5299145,2299.760684,14417.92308,419.2820513,610.0854701,458.2991453,17402.89744,421.6239316,132.2051282,2871.470085,13231.13675,1629.401709,382.5213675,2853.384615,11593.80342,743.9401709,298.2136752,1411.948718,6532.837607,803.5982906,440.034188,1373.786325,4895.153846,737.4273504,178.6581197,4723.179487,4383.529915,1395.128205,669.1623932,3230.358974,238.0940171,796.2905983,117,17.3061795,9.073026244,0.851555098,0.9,0.557142857,-0.840873569,1,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,1,0,1,0,Dendritic Cell,Other Cells
+3768,16692.79167,890.8802083,532.6041667,1072.390625,15161.61979,689.3229167,524.4583333,1471.807292,8515.364583,534.3854167,419.7708333,1723.744792,10589.95833,1290.947917,899.4739583,1153.03125,3888.244792,1305.776042,308.125,2310.307292,8620.890625,426.8958333,239.125,467.6875,10338.91146,532.4322917,122.625,962.390625,7871.828125,1396.833333,736.109375,2837.552083,7054.494792,663.6614583,284.125,1958.567708,5060.546875,811.90625,430.171875,1319.6875,4014.4375,673.3489583,171.3697917,2477.848958,3613.057292,1364.75,655.0052083,3220.411458,523.859375,797.4375,192,16.920436,15.13505663,0.447100273,0.918660287,0.564705882,1.221564319,1,0,0,0,0,0,0,0,0,1,0,0,0,1,0,0,0,0,0,0,1,0,1,0,Activated APC,Other Cells
+3769,26799.48276,964.0689655,671.75,1109.758621,23947.4569,719.7413793,878.1034483,1625.12069,13537.00862,678.5775862,477.3275862,1741.887931,17153.96552,1337.491379,1483.491379,1277.905172,6087.939655,1348.025862,315.1896552,2347.241379,13376.7069,486.1551724,497.7586207,515.4396552,16007.12931,456.4310345,122.9655172,1056.577586,12099.81034,1523.887931,529.9655172,2813.543103,10841.5431,677.7155172,283.4913793,1457.465517,7717.5,823.2327586,413.2758621,1342.655172,5750.698276,720.6034483,164.2155172,1833.922414,5333.353448,1394.025862,263.0,3248.974138,603.5775862,796.1465517,116,13.92351966,10.77220847,0.633588858,0.950819672,0.637362637,0.826023493,1,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,Macrophage,Other Cells
+3770,34901.46535,824.9108911,492.5346535,1076.386139,31283.36634,687.1881188,810.9009901,1546.594059,18155.10891,559.009901,1120.742574,1776.90099,23129.84158,1263.158416,3247.871287,2978.287129,7694.930693,1529.287129,402.8712871,2405.376238,17411.12871,416.1980198,123.2475248,1450.940594,21477.83168,438.5247525,171.7722772,2405.108911,16869.28713,1894.19802,627.5742574,2787.613861,14373.50495,616.3861386,280.5742574,1281.326733,10549.65347,1505.178218,406.2970297,1300.386139,7652.524752,620.9207921,154.2376238,1835.039604,7041.118812,1322.653465,196.3564356,3161.534653,731.7326733,796.049505,101,15.85873467,8.338808515,0.850597088,0.918181818,0.655844156,-0.442755986,1,0,1,1,1,1,0,0,0,0,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+3771,33194.27848,801.4050633,697.5443038,1065.670886,29741.67089,664.8607595,652.7721519,1608.582278,16680.0,507.7468354,947.4177215,1721.35443,20813.59494,1203.974684,3108.886076,2724.911392,7939.620253,1279.189873,303.0126582,2442.696203,16468.31646,423.1772152,195.9873418,873.6075949,20629.75949,424.2405063,135.9367089,1897.810127,15542.39241,1718.949367,471.0632911,2791.936709,13293.77215,591.2658228,274.8227848,1173.962025,9325.632911,933.6835443,411.0253165,1306.683544,5713.911392,614.4556962,160.164557,1772.860759,5614.341772,1253.848101,445.7721519,3201.873418,927.0126582,794.5189873,79,11.33302231,9.316371588,0.569407593,0.94047619,0.658333333,0.046177155,1,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,T Cell,T Cells
+3772,36455.86765,1089.960784,674.8480392,1137.215686,28689.82843,673.1078431,480.6715686,1590.710784,14411.58824,545.9264706,626.1764706,1761.142157,18357.03922,1225.843137,8397.789216,3898.328431,6625.367647,1313.372549,300.9166667,2316.745098,14115.31863,375.872549,348.1568627,557.2696078,16821.23039,419.1960784,124.4166667,7679.245098,13231.37745,1497.367647,451.5294118,2819.147059,11340.0,574.0196078,280.0980392,1524.764706,6514.686275,850.8235294,411.0931373,1303.666667,4730.764706,659.3578431,156.9656863,3607.553922,4246.671569,1242.269608,155.7843137,3325.95098,254.3186275,800.7058824,204,18.66317113,14.17437404,0.650526346,0.962264151,0.596491228,0.643544928,1,0,0,1,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,1,0,0,0,B Cell,B Cells
+3773,18692.03704,835.7654321,694.3333333,1086.666667,16292.08642,637.8271605,671.691358,1571.814815,8614.604938,509.0987654,2212.91358,1905.259259,10391.08642,1126.271605,8453.283951,5600.950617,4019.358025,1276.814815,301.3950617,2389.407407,8612.530864,417.3580247,868.4197531,1507.320988,9913.703704,452.2962963,174.7407407,5160.814815,7380.061728,2399.641975,444.308642,2817.222222,6640.493827,556.2592593,258.7530864,1491.469136,4243.641975,2006.938272,392.7901235,1311.45679,3388.444444,759.9876543,156.5555556,6076.469136,2858.641975,1219.061728,235.1358025,3201.703704,305.6790123,797.6790123,81,14.66990974,7.191586202,0.871594782,0.952941176,0.578571429,-0.420347702,1,0,1,1,0,0,0,0,1,0,1,1,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+3774,22191.73256,882.5,547.5348837,1052.732558,20999.15116,681.127907,776.6976744,1506.174419,11223.37209,578.4418605,596.5116279,1786.767442,13913.74419,1210.348837,6279.872093,2144.662791,5220.604651,1482.94186,327.2674419,2339.837209,11036.52326,528.4767442,1043.918605,753.3023256,13213.73256,453.0,167.9418605,2051.709302,10056.81395,1870.05814,990.0,2840.77907,9071.511628,651.0348837,279.8255814,1177.94186,5800.918605,1017.139535,415.6976744,1305.988372,4617.534884,815.7325581,156.2906977,2053.232558,4156.813953,1265.104651,262.3372093,3329.267442,341.744186,797.1627907,86,13.10863445,9.610778114,0.680051935,0.826923077,0.477777778,-0.066729088,1,0,0,1,1,0,0,0,1,0,1,0,1,1,0,0,0,0,1,0,1,0,0,0,Macrophage,Other Cells
+3775,25934.13131,929.4545455,623.7171717,1091.353535,22733.0101,728.2323232,736.5454545,1576.111111,13310.33333,556.7777778,1495.888889,1789.979798,16173.31313,1321.181818,3053.393939,3912.141414,5962.717172,1718.090909,316.6565657,2403.464646,13068.35354,409.4747475,1061.929293,779.7272727,15911.0202,784.3636364,141.0505051,1995.767677,12192.42424,1793.787879,546.2626263,2816.878788,10739.17172,630.6666667,302.4242424,1481.080808,7614.848485,1502.323232,443.1717172,1356.080808,5709.040404,908.9090909,182.3030303,3268.828283,5208.333333,1425.0,276.4848485,3225.151515,424.2929293,796.6262626,99,12.92027738,10.47382745,0.585530529,0.933962264,0.589285714,-1.435991659,1,0,1,1,1,0,0,0,1,1,0,0,0,0,0,1,0,1,1,1,1,0,0,0,Cytotoxic T Cell,T Cells
+3776,21729.16514,928.6055046,749.7247706,1113.082569,20292.81651,707.8165138,979.0458716,1596.220183,11443.6055,566.3027523,1104.587156,1846.513761,14404.19266,1268.348624,4734.724771,4012.678899,5062.201835,1963.394495,311.559633,2380.807339,11539.66055,410.8623853,1632.183486,1027.201835,13699.20183,613.9541284,127.3394495,2984.431193,10819.38532,2157.0,655.293578,2837.33945,9557.706422,739.5321101,287.6605505,1619.440367,6654.87156,1551.477064,438.3211009,1366.917431,4985.605505,1090.678899,171.0275229,5700.256881,4700.917431,1498.330275,267.0825688,3297.46789,438.3577982,796.559633,109,12.9933179,11.18176116,0.509318977,0.923728814,0.644970414,-0.556586039,1,0,1,1,1,0,0,0,1,1,0,0,1,0,0,1,0,1,1,0,1,1,0,0,Helper T Cell,T Cells
+3777,24432.37427,931.3859649,635.6549708,1084.011696,22114.23977,741.1345029,571.9707602,1580.274854,13558.50292,584.9122807,577.2807018,1772.380117,16820.1462,1348.672515,2253.280702,3033.421053,6338.730994,2171.602339,339.245614,2348.175439,12359.68421,427.6842105,997.8011696,545.9883041,15096.33333,465.4678363,130.2280702,2327.953216,11451.50292,1743.672515,739.8362573,2828.122807,10302.73684,755.502924,294.1520468,1841.584795,7233.175439,1019.157895,448.7660819,1339.666667,5412.596491,895.6432749,178.4619883,3821.777778,5057.976608,1437.461988,1019.146199,3282.789474,451.2573099,797.6959064,171,15.28268513,14.29084042,0.35438369,0.966101695,0.7125,-1.014185281,1,0,0,1,1,0,0,0,1,0,0,0,0,1,0,0,0,0,1,0,1,0,1,0,Macrophage,Other Cells
+3778,31249.39779,777.0607735,504.9060773,1044.088398,27138.45304,666.2209945,683.2983425,1517.342541,15354.10497,500.4751381,810.5082873,1724.18232,19920.34807,1169.226519,2761.635359,2687.403315,7305.922652,1267.917127,288.5138122,2366.237569,15119.9337,417.9447514,181.5911602,802.3149171,18522.75691,545.6353591,327.3425414,2837.679558,14316.60221,1611.790055,496.839779,2795.640884,12414.45304,682.6850829,262.6353591,1617.331492,8925.414365,1005.232044,395.3867403,1306.447514,6165.906077,630.9171271,157.2541436,3706.618785,5837.828729,1238.889503,292.1325967,3173.40884,842.3977901,799.3977901,181,17.69730244,13.52617368,0.644852445,0.918781726,0.558641975,-0.883078843,1,0,1,1,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+3779,40067.78481,855.7721519,598.3797468,1104.0,36753.29114,743.721519,940.4810127,1763.582278,18241.26582,530.5189873,2081.379747,1816.493671,25346.07595,1239.455696,7407.607595,4469.658228,9504.962025,1310.253165,306.1392405,2664.405063,19258.22785,461.5696203,211.4177215,1837.835443,24089.41772,463.6835443,209.3417722,3896.329114,18770.46835,2879.367089,549.9113924,2819.481013,15191.51899,594.7468354,292.0,1257.632911,10095.01266,1267.936709,415.1139241,1294.734177,5946.810127,626.7088608,160.8481013,4055.835443,5894.898734,1252.455696,231.9620253,3241.822785,1002.962025,797.1518987,79,14.28537763,7.387402509,0.855906647,0.918604651,0.552447552,-0.706982219,1,0,1,1,0,0,0,0,0,0,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+3780,33985.25,896.3557692,533.6346154,1086.038462,28855.50962,690.4903846,686.0673077,1619.586538,13754.85577,566.7307692,1699.221154,1736.75,18994.08654,1162.278846,6602.634615,2820.423077,7159.836538,1217.163462,290.5384615,2467.596154,14293.28846,438.0192308,998.0961538,1117.125,17362.65385,449.5865385,155.625,1463.701923,13874.08654,2438.951923,442.7115385,2808.942308,11052.08654,578.6730769,260.0096154,885.0961538,6975.634615,1578.269231,378.4134615,1293.711538,3977.836538,782.2596154,154.0480769,2964.307692,4076.182692,1126.951923,320.6057692,3259.721154,1020.076923,798.4230769,104,16.85072653,7.952878827,0.881619647,0.928571429,0.577777778,-0.492125594,1,0,1,1,0,0,0,0,1,0,0,0,1,0,0,1,0,0,1,0,1,0,0,0,Helper T Cell,T Cells
+3781,29855.59036,970.4819277,712.9879518,1070.698795,24365.84337,641.8554217,562.6746988,1498.216867,13403.68675,495.8795181,683.5542169,1742.072289,16492.10843,1141.855422,6422.409639,3205.638554,5997.566265,1308.554217,277.1927711,2379.26506,12987.10843,353.3012048,1887.795181,603.1325301,15495.90361,385.5421687,193.5783133,4126.831325,12043.85542,1709.915663,593.6987952,2810.855422,10650.6747,587.0481928,268.6385542,1196.831325,6795.39759,955.5542169,395.2168675,1302.86747,5281.240964,1033.795181,159.5903614,3091.108434,4778.373494,1225.73494,1665.337349,3220.746988,324.9277108,797.939759,83,14.3858286,7.537232578,0.851758529,0.922222222,0.58041958,-0.465398699,1,0,0,1,0,0,0,0,1,0,1,0,0,0,0,0,0,0,1,0,1,0,1,0,Dendritic Cell,Other Cells
+3782,32931.25882,974.6588235,712.4470588,1128.858824,29629.25882,779.2823529,751.0705882,1643.741176,17218.17647,593.2352941,520.1176471,1745.411765,21482.45882,1404.752941,1704.341176,2741.917647,7789.658824,1499.776471,378.6823529,2396.082353,16974.75294,483.9529412,467.4117647,518.5058824,20559.61176,484.5058824,138.6,2215.188235,16089.6,1875.070588,673.3176471,2829.823529,14144.70588,730.4470588,323.7058824,2282.035294,10013.97647,1092.823529,480.6823529,1362.6,7598.611765,756.8470588,192.6,3258.752941,6830.764706,1568.541176,199.0117647,3379.776471,467.7058824,798.0,85,13.31438134,8.500636068,0.769658984,0.923913043,0.50295858,-0.844371415,1,0,0,1,1,0,0,0,1,0,0,0,1,1,0,0,1,1,0,1,1,1,0,1,NK Cell,Other Cells
+3783,26956.19444,872.4166667,589.2638889,1105.125,23187.63889,711.6527778,877.2361111,1609.736111,13612.90278,562.0,615.1527778,1745.305556,16568.69444,1287.430556,2252.583333,1635.763889,6227.555556,1443.486111,325.0555556,2547.541667,13493.25,462.7777778,512.5972222,613.0,16451.43056,834.6666667,127.2222222,958.2222222,12575.93056,1597.569444,605.5,2840.375,11156.48611,723.9722222,292.8333333,1694.583333,7739.888889,1083.027778,452.5555556,1367.25,5994.375,698.6527778,167.8194444,1785.847222,5477.930556,1409.430556,197.2361111,3276.375,489.6805556,797.4583333,72,12.12779977,8.506884861,0.712731674,0.857142857,0.6,0.001611032,1,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,1,0,0,1,0,0,0,Dendritic Cell,Other Cells
+3784,29485.75,843.3085106,692.5691489,1096.792553,25883.54787,722.8829787,815.1117021,1569.12766,15351.17553,542.4574468,1421.308511,1874.707447,19093.93617,1277.808511,3415.643617,3362.271277,6797.898936,1348.718085,309.6968085,2402.154255,14830.07979,523.7393617,220.5904255,1239.611702,17938.03723,516.9680851,170.6755319,1592.031915,13813.81383,2008.441489,679.537234,2814.462766,12107.8617,1196.255319,289.4840426,1367.276596,8737.287234,1400.521277,440.1702128,1322.595745,6504.75,639.9148936,167.9946809,2944.861702,5978.473404,1370.010638,273.8723404,3265.696809,558.1542553,802.1010638,188,20.58368423,12.11038493,0.808607288,0.917073171,0.723076923,-0.128260042,1,0,1,1,0,0,0,0,0,0,1,0,1,1,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+3785,26707.33566,805.3706294,470.6293706,1059.202797,24127.86713,657.020979,522.3356643,1453.65035,13682.54545,597.7972028,820.7832168,1716.986014,17310.75524,1250.335664,1768.076923,1749.629371,6236.461538,1277.48951,299.3426573,2407.076923,13301.01399,498.1328671,358.4125874,628.034965,16310.15385,442.3426573,194.8951049,1269.692308,12586.13986,1638.244755,578.4055944,2828.377622,11303.92308,713.5594406,274.0699301,1448.055944,8033.538462,1031.377622,410.0699301,1351.433566,5959.573427,651.5034965,154.2377622,2495.993007,5657.223776,1314.559441,317.0699301,3161.902098,587.027972,799.6713287,143,16.97274561,11.85826954,0.715448604,0.87195122,0.567460317,-0.350181845,1,0,1,0,0,0,0,0,1,0,1,0,0,0,0,0,0,1,0,0,1,0,0,0,T Cell,T Cells
+3786,15199.83203,908.9375,457.6875,1019.808594,14053.23828,658.7109375,442.2734375,1350.140625,7906.015625,517.9765625,371.7382813,1666.441406,10436.16406,1224.210938,931.9609375,1059.347656,3722.769531,1393.148438,371.6328125,2317.289063,8006.59375,385.1484375,171.7695313,483.8476563,9875.410156,560.8632813,111.2421875,1091.425781,7596.402344,1300.75,542.4921875,2825.496094,6610.5625,569.125,244.0273438,2107.746094,4992.214844,732.4648438,371.6796875,1305.6875,3776.980469,654.9257813,147.2695313,1828.695313,3582.289063,1317.035156,5808.300781,3189.347656,691.0039063,803.5898438,256,27.23401162,14.08427196,0.855890281,0.823151125,0.463768116,-0.932994609,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Unknown,Other Cells
+3787,15562.91333,660.1866667,409.6733333,1017.16,14337.22667,557.76,467.5,1388.706667,8233.846667,516.0533333,507.6666667,1694.553333,10393.38667,1102.42,1772.826667,1351.426667,3847.966667,1429.7,359.2066667,2350.766667,7847.346667,4571.493333,208.5933333,620.7933333,9768.326667,398.6333333,104.7533333,861.62,7520.133333,1358.553333,588.3333333,2781.413333,6558.113333,1350.88,227.0266667,1140.86,4856.206667,1027.34,353.8,1296.706667,3597.446667,599.42,138.2133333,2151.12,3328.666667,1156.546667,1022.4,3134.393333,720.4066667,801.2333333,150,16.80228605,11.83128739,0.710053749,0.931677019,0.555555556,0.451359327,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Proliferating Cell,Other Cells
+3788,22445.72093,850.6744186,690.6162791,1097.976744,18791.68605,656.1162791,665.6976744,1520.081395,10967.46512,655.744186,455.4186047,1724.988372,14377.86047,1240.302326,1927.046512,1374.860465,4972.639535,1443.046512,355.2790698,2370.767442,10690.98837,389.5697674,243.4651163,499.244186,12814.55814,477.7790698,114.4651163,1019.906977,10146.46512,1449.313953,485.6976744,2806.011628,8559.05814,612.3953488,260.7674419,1364.860465,6366.511628,814.8953488,394.3255814,1300.616279,4558.906977,609.4883721,153.9534884,1495.0,4449.511628,1293.209302,324.0697674,3112.372093,764.8139535,797.3604651,86,11.90292633,9.560779286,0.59566994,0.945054945,0.651515152,1.353976296,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Macrophage,Other Cells
+3789,16862.81609,739.6321839,427.4942529,1038.402299,15242.56322,595.5287356,382.1149425,1427.482759,8520.408046,460.2758621,374.7356322,1700.810345,11161.40805,1130.425287,1431.218391,912.3218391,4203.212644,1170.965517,275.7068966,2283.132184,8441.126437,355.9827586,130.5804598,476.6494253,10577.51724,389.8448276,115.1724138,902.5574713,8158.45977,1289.247126,454.2988506,2831.528736,6959.528736,572.3045977,245.3275862,1169.16092,5066.471264,728.9367816,375.1609195,1296.454023,3440.517241,623.2816092,154.1206897,2029.229885,3394.925287,1377.982759,3630.126437,3095.701149,873.2068966,801.1896552,174,19.21283111,11.61439076,0.796595884,0.945652174,0.654135338,-0.427350828,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Unknown,Other Cells
+3790,16896.725,980.55,903.45,1171.533333,15444.71667,733.7,1187.533333,1802.858333,7864.9,557.1833333,529.0666667,1802.425,10568.61667,1261.391667,1055.966667,1030.825,4011.866667,1408.691667,312.2333333,2427.391667,8013.6,471.35,676.3166667,540.5083333,9953.558333,508.5083333,129.125,1048.675,7735.5,1581.616667,399.7583333,2824.691667,6473.383333,916.3333333,274.275,1204.9,4423.516667,908.4416667,420.05,1344.325,2700.25,709.275,159.3833333,1410.941667,2790.508333,1302.108333,375.3666667,3289.333333,974.3916667,798.1,120,13.41748382,11.49594205,0.51566845,0.952380952,0.714285714,-0.328706801,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,Dendritic Cell,Other Cells
+3791,42690.55,869.7833333,554.4666667,1118.25,37751.46667,725.1833333,870.35,1797.533333,19023.41667,554.65,1850.583333,1796.216667,26023.88333,1245.2,5941.133333,2989.366667,9753.85,1314.3,314.3833333,2766.466667,19768.4,676.3666667,879.3333333,936.9,24201.15,486.7833333,454.35,3196.833333,19306.95,2540.583333,543.8,2811.0,15258.46667,633.4666667,292.9333333,1133.783333,9981.333333,1275.016667,415.3,1323.2,5730.933333,749.4666667,159.0333333,2786.016667,5784.35,1245.683333,447.65,3302.033333,1011.533333,797.6333333,60,11.78672097,6.848672864,0.813867944,0.869565217,0.576923077,0.179848863,1,0,1,1,0,0,1,0,1,0,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+3792,38820.54717,918.8301887,602.245283,1121.292453,25999.12264,612.8962264,350.7358491,1593.924528,11662.06604,478.4056604,543.3867925,1729.707547,15884.96226,1109.226415,7267.726415,3697.990566,6024.386792,1159.481132,278.5660377,2291.716981,12318.67925,348.4716981,349.1509434,619.0471698,14697.77358,392.6792453,120.8301887,6797.0,10898.88679,1437.113208,378.1886792,2800.764151,9182.169811,570.8018868,256.5660377,1440.783019,4439.867925,775.754717,376.745283,1284.245283,3121.141509,629.2924528,149.5660377,4735.707547,3021.018868,1135.188679,192.3584906,3141.59434,203.2924528,800.6415094,106,16.76651581,8.404109262,0.865306202,0.905982906,0.479638009,-0.579384306,0,0,0,1,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,1,0,0,0,B Cell,B Cells
+3793,27066.79762,1018.988095,738.8333333,1141.940476,14445.7619,462.9404762,200.1785714,1184.488095,7550.619048,400.5238095,459.9761905,1678.059524,9882.22619,940.2142857,6010.595238,1199.380952,3581.714286,1075.166667,231.5952381,2281.47619,7496.940476,255.5,132.7142857,385.0357143,8870.380952,437.6785714,102.0,2632.892857,7324.142857,1188.809524,341.4404762,2764.964286,6252.690476,472.4404762,204.2857143,915.7380952,3778.107143,626.3928571,337.7619048,1270.666667,2728.488095,531.297619,134.7857143,1360.547619,2661.488095,1029.071429,123.6785714,3083.202381,267.0357143,797.1428571,84,11.93545017,9.230281164,0.633979241,0.933333333,0.646153846,-1.441520668,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Unknown,Other Cells
+3794,27767.76923,805.7472527,501.043956,1048.89011,25571.21978,660.7802198,752.5824176,1603.934066,14172.91209,540.4945055,1583.274725,1800.956044,17169.15385,1227.648352,7073.868132,3304.131868,6426.384615,1379.538462,308.043956,2451.032967,13889.25275,394.1428571,497.5274725,1256.78022,16782.38462,499.7912088,128.3736264,3125.868132,12798.3956,2033.274725,375.967033,2810.21978,11237.64835,613.5274725,286.5274725,1148.527473,6915.78022,1284.824176,417.8571429,1303.714286,5364.021978,687.3076923,163.1318681,4177.747253,4826.549451,1292.373626,290.2967033,3247.120879,296.2527473,797.1758242,91,13.06466095,9.954627695,0.647635016,0.858490566,0.65,-1.476809297,1,0,1,1,0,0,0,0,1,0,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
+3795,35938.53147,909.3146853,622.1958042,1118.664336,26301.76923,634.986014,528.2517483,1515.566434,15093.45455,510.1608392,1566.160839,1787.475524,18130.27972,1163.258741,8238.167832,4377.804196,6555.93007,1339.482517,285.3426573,2375.244755,14240.46853,370.1398601,911.6713287,1116.685315,16647.79021,551.1748252,132.1678322,4505.825175,13177.79021,2056.748252,494.972028,2811.839161,11654.02797,571.7412587,276.0699301,1201.538462,7275.692308,1296.41958,408.951049,1303.06993,5495.048951,779.1048951,161.5454545,3295.818182,4940.51049,1239.062937,208.3846154,3230.811189,314.0559441,800.4265734,143,18.51824958,10.27528345,0.831934823,0.877300613,0.525735294,-0.680584141,1,0,1,1,0,0,0,0,1,1,0,0,1,0,0,1,0,0,1,0,1,0,0,0,Helper T Cell,T Cells
+3796,20854.87356,887.091954,465.3793103,1036.574713,18871.44828,702.3908046,474.2873563,1453.390805,11054.75862,536.4942529,539.6206897,1683.16092,13658.68966,1343.747126,2053.701149,2914.954023,4830.057471,1453.034483,393.6666667,2387.54023,10694.02299,418.6896552,100.6321839,538.7471264,13333.7931,765.8275862,119.7701149,1752.344828,10062.02299,1353.287356,634.091954,2804.08046,8914.252874,566.2873563,273.4827586,1688.609195,6669.241379,838.1034483,398.9770115,1287.252874,4944.770115,600.7011494,162.2298851,2257.850575,4510.597701,1426.643678,1704.471264,3106.517241,684.5632184,797.2183908,87,14.44225729,7.90874008,0.836732996,0.90625,0.69047619,-1.19909708,1,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Unknown,Other Cells
+3797,24934.89157,774.2771084,679.4638554,1068.536145,22257.57831,630.9879518,623.9216867,1602.740964,12331.25301,480.7349398,627.5060241,1732.391566,15946.90361,1173.0,3585.463855,2477.277108,6024.313253,1230.271084,281.3915663,2371.626506,12152.61446,411.9156627,174.1807229,722.126506,15526.93976,426.6746988,131.6325301,4051.096386,11468.30723,1539.078313,543.2228916,2810.831325,9782.89759,659.2831325,259.3493976,1398.283133,6745.385542,847.3855422,401.6626506,1300.861446,4413.674699,613.2409639,153.5542169,2983.373494,4269.23494,1185.415663,218.1746988,3192.138554,917.5722892,800.4156627,166,16.20261611,13.27106584,0.573694554,0.943181818,0.737777778,0.813475818,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Unknown,Other Cells
+3798,32606.34737,964.0631579,551.9157895,1104.305263,30290.92632,783.8315789,813.8631579,1639.863158,16587.86316,589.7684211,775.9368421,1777.347368,19913.56842,1366.863158,5675.884211,3524.126316,7220.873684,1426.884211,320.0210526,2359.410526,15555.85263,1664.357895,243.6,818.5894737,18888.47368,485.2526316,490.6210526,3858.968421,14318.04211,1656.715789,577.4105263,2817.684211,12792.18947,635.5368421,304.3263158,1758.484211,8221.715789,877.4842105,454.4526316,1313.421053,6358.505263,665.6315789,178.8315789,4864.642105,5753.157895,1378.673684,335.2526316,3306.989474,350.9157895,799.7473684,95,12.80510982,10.18305143,0.606303381,0.931372549,0.664335664,1.36990296,1,0,0,1,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,Proliferating Cell,Other Cells
+3799,30859.93333,1002.588889,547.7222222,1085.222222,28921.72222,749.3222222,800.1111111,1585.766667,15935.98889,596.3666667,1088.233333,1781.388889,19336.4,1325.511111,3603.355556,3020.833333,7069.4,1414.7,328.6555556,2733.777778,15055.28889,412.4,154.3777778,642.5222222,17863.15556,592.6777778,158.8888889,2321.744444,13831.33333,1851.722222,499.0666667,2875.866667,12092.7,1534.255556,305.8555556,1536.888889,8382.977778,1055.422222,441.1444444,1312.711111,6320.433333,638.6111111,172.9,3777.811111,5659.177778,1380.933333,946.8666667,3355.888889,388.3666667,799.2888889,90,12.83327749,10.26745193,0.599913762,0.849056604,0.576923077,1.401199931,1,0,1,1,0,0,1,0,0,1,1,0,1,0,0,0,0,0,0,0,1,0,1,0,Regulatory T Cell,T Cells
+3800,18750.98039,783.1078431,574.5,1089.598039,16602.23529,626.8529412,651.2647059,1531.539216,9569.558824,502.2156863,456.5784314,1774.235294,11934.41176,1214.392157,3500.578431,1930.490196,4470.578431,1320.715686,292.7254902,2389.745098,9881.411765,598.9215686,1159.803922,455.7254902,11746.66667,458.2941176,121.1078431,1337.441176,8740.127451,1743.911765,887.1862745,2810.803922,7875.901961,623.4607843,274.3137255,1744.205882,5582.803922,900.2156863,426.2254902,1352.137255,4341.401961,842.4313725,166.7843137,2445.156863,3953.617647,1309.117647,159.7058824,3330.421569,497.5196078,801.3235294,102,14.8941029,9.148797351,0.78910654,0.902654867,0.579545455,-0.134652211,1,0,0,0,0,0,0,0,1,0,0,0,0,1,0,0,0,1,1,0,1,0,0,0,Dendritic Cell,Other Cells
+3801,32946.53939,841.7272727,529.9939394,1093.430303,29148.64242,683.8,555.9515152,1598.812121,17171.10303,532.3272727,600.3575758,1760.036364,21133.72727,1254.709091,3061.866667,2356.581818,7595.387879,1358.478788,310.2787879,2352.915152,16728.13939,4617.418182,202.2,561.9393939,20066.87879,656.2606061,130.0242424,1923.551515,15614.31515,1508.054545,637.0484848,2794.745455,13579.63636,658.8666667,285.9636364,1447.133333,9922.054545,960.230303,436.4484848,1313.490909,7392.921212,662.7878788,168.0424242,2782.690909,6725.757576,1357.806061,369.5454545,3275.10303,545.630303,800.9878788,165,18.56618996,14.40427657,0.630937405,0.812807882,0.509259259,1.366391141,1,0,0,1,0,0,0,1,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Proliferating Cell,Other Cells
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+3804,24689.74615,854.4076923,558.4692308,1065.423077,22427.01538,682.8307692,999.1076923,1587.561538,12261.46154,557.1769231,1873.569231,1827.115385,15098.45385,1239.123077,8652.9,4034.907692,5566.684615,1372.515385,305.6153846,2527.315385,11889.01538,456.0846154,865.4692308,1269.361538,14081.24615,467.6,777.3461538,4004.923077,10836.83077,2428.969231,590.7538462,2821.523077,9695.492308,637.0307692,286.4,1287.192308,6177.715385,1311.892308,417.6923077,1316.869231,4845.107692,781.5923077,169.7076923,4464.323077,4373.076923,1308.2,1003.292308,3291.692308,334.2461538,803.1076923,130,17.09579736,11.04927035,0.763070714,0.838709677,0.509803922,1.053178812,1,0,1,1,0,0,0,0,1,0,1,0,1,0,0,1,0,0,1,0,1,0,1,0,Regulatory T Cell,T Cells
+3805,25568.01075,895.3655914,901.5591398,1142.763441,23438.32258,719.5806452,854.6021505,1691.806452,13048.91398,551.7849462,521.1397849,1763.849462,16005.45161,1302.612903,1506.827957,1804.462366,5968.505376,1393.150538,316.2258065,2438.516129,12991.34409,1485.462366,295.0967742,495.4408602,15796.91398,506.7311828,127.7741935,1312.182796,11925.53763,1483.688172,534.1182796,2838.139785,10438.77419,1286.741935,302.2258065,1935.086022,7357.397849,913.3010753,455.9032258,1353.623656,5791.354839,651.2795699,169.1505376,3005.322581,5065.698925,1472.88172,400.8709677,3375.655914,480.7634409,800.5913978,93,11.72550325,10.19485977,0.494002792,0.96875,0.768595041,-0.87385533,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,1,1,0,1,NK Cell,Other Cells
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+3807,32053.27891,818.7687075,510.6734694,1079.414966,28657.63946,673.047619,817.0408163,1540.884354,16045.20408,524.0544218,1441.122449,1784.646259,20728.91156,1245.571429,4381.469388,3329.122449,7385.102041,1277.571429,288.8027211,2439.816327,15800.31973,442.6802721,126.047619,1632.972789,19111.35374,1260.197279,427.5782313,3658.265306,14606.2381,1887.29932,643.8503401,2786.931973,12752.44218,628.1428571,259.0408163,1517.877551,9260.251701,1290.129252,390.829932,1308.789116,6981.0,609.3061224,155.1156463,4380.489796,6368.517007,1320.020408,1033.782313,3230.088435,630.0544218,803.7006803,147,15.32165353,12.67318453,0.561992849,0.936305732,0.6125,0.656807468,1,0,1,1,0,0,0,0,0,1,1,0,1,0,0,1,0,0,0,0,1,0,1,0,Regulatory T Cell,T Cells
+3808,15142.10784,703.5,403.9901961,1001.676471,14128.4951,581.9215686,456.0980392,1369.617647,8110.754902,453.9754902,443.1029412,1677.544118,9887.181373,1131.372549,973.2647059,943.5343137,3905.509804,1341.303922,320.2794118,2315.52451,8156.151961,359.5196078,105.9754902,544.5490196,9883.063725,419.9460784,105.1421569,845.122549,7678.784314,1307.926471,529.25,2804.181373,6994.759804,715.7892157,231.4803922,1498.480392,5152.362745,767.5343137,366.9313725,1297.014706,3907.666667,615.6421569,144.4019608,1322.068627,3636.955882,1334.161765,7701.480392,3129.887255,657.4705882,806.0588235,204,20.83058386,13.49429521,0.76180053,0.927272727,0.566666667,-0.709031711,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,Unknown,Other Cells
+3809,36325.5625,859.2625,543.2875,1085.05,32625.9125,701.6625,632.3625,1679.925,15475.775,536.1625,2023.35,1756.25,21102.3625,1258.0875,7062.025,5291.3,8405.875,1312.725,318.9625,2342.8125,17319.8,386.3,272.7,1671.3375,21435.6625,472.875,167.3625,6084.925,15983.25,2260.425,397.95,2818.0625,14019.7625,663.575,311.925,1590.175,7346.3625,1660.125,437.2375,1298.35,5123.2,660.8375,166.0,3932.625,4973.4625,1309.9875,248.75,3271.1125,213.9625,802.225,80,11.29925294,9.170298959,0.584235004,0.952380952,0.615384615,1.33921625,1,0,1,1,0,0,0,0,0,0,1,1,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+3810,25527.78205,899.4102564,689.1666667,1121.230769,23679.25641,719.6923077,729.1923077,1621.051282,13040.47436,554.1282051,453.6538462,1723.910256,16496.60256,1329.730769,1421.333333,1208.782051,5868.128205,1403.987179,324.6282051,2379.089744,13075.96154,469.4230769,643.8717949,458.4358974,15790.30769,455.6666667,131.8076923,1029.25641,12213.55128,1525.987179,510.8205128,2818.423077,10684.48718,863.4487179,301.4102564,1766.576923,7463.24359,851.2051282,459.9102564,1344.820513,5768.717949,772.5769231,181.2307692,1776.615385,5112.948718,1438.141026,320.9871795,3285.769231,471.6538462,805.3717949,78,11.81300784,9.667067203,0.574733162,0.821052632,0.464285714,-1.517464959,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,1,1,1,0,0,0,Dendritic Cell,Other Cells
+3811,29394.83333,945.8571429,666.202381,1112.666667,25467.04762,735.2380952,561.2738095,1604.821429,15024.95238,561.4761905,459.9285714,1736.22619,18192.57143,1337.059524,3351.630952,2846.0,6624.261905,1385.892857,323.25,2376.666667,14676.27381,450.9166667,231.7380952,441.9047619,17463.59524,449.1785714,131.297619,3623.857143,13312.4881,1537.214286,954.0238095,2817.619048,11979.59524,646.7380952,295.7380952,1841.738095,8149.357143,954.3928571,444.25,1328.166667,6306.488095,653.702381,166.1309524,1667.369048,5719.130952,1397.416667,158.9285714,3312.666667,506.1309524,805.797619,84,14.71305254,9.996485038,0.7337406,0.730434783,0.428571429,0.574942633,1,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,Activated APC,Other Cells
+3812,25782.20202,966.3030303,641.4040404,1095.848485,23545.62626,756.0707071,646.5959596,1593.464646,13389.42424,584.7474747,445.7979798,1740.79798,16350.19192,1384.676768,1609.151515,1138.242424,5876.0,1387.484848,331.3636364,2339.363636,13190.42424,469.040404,236.8787879,482.1616162,16092.26263,509.0,136.3838384,1754.949495,11991.0404,1488.525253,642.4949495,2816.454545,10734.52525,632.0808081,307.959596,1903.434343,7372.606061,1003.333333,449.969697,1341.707071,5858.989899,656.8080808,172.3030303,1552.020202,5205.727273,1459.727273,579.1717172,3236.363636,514.8080808,805.040404,99,13.8418492,9.304603276,0.740362248,0.99,0.634615385,0.727959861,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,1,0,0,Granulocyte,Other Cells
+3813,26319.7868,1007.030457,618.5279188,1100.517766,20584.04569,642.7106599,404.2741117,1508.888325,10033.51269,529.0609137,517.5685279,1769.715736,13175.73096,1182.314721,5270.954315,2718.15736,5044.928934,1245.096447,285.4670051,2312.598985,10451.79695,2237.873096,610.5380711,507.6243655,12746.3401,431.786802,120.5837563,6406.279188,9810.949239,1504.243655,402.3502538,2818.741117,8520.213198,605.6192893,256.5177665,1347.807107,4831.771574,775.0507614,389.8020305,1312.51269,3532.477157,720.6040609,152.1269036,3315.492386,3227.411168,1186.969543,182.5888325,3346.472081,243.6040609,808.3350254,197,19.57889434,13.55182941,0.721739101,0.933649289,0.648026316,0.998681495,1,0,0,1,0,0,0,1,1,0,0,1,0,0,0,0,0,0,0,0,1,0,0,0,B Cell,B Cells
+3814,18649.82955,782.7386364,549.4318182,1059.375,16516.47727,636.9772727,779.4545455,1548.204545,9007.977273,510.4090909,1869.329545,1892.772727,10981.61364,1148.852273,6986.272727,4788.238636,4261.011364,1273.011364,291.1477273,2547.886364,8854.772727,351.1590909,1304.761364,1891.670455,10579.84091,428.7045455,223.7954545,3774.284091,7840.965909,2082.090909,400.1704545,2801.284091,6912.022727,642.4545455,260.1818182,1407.136364,4302.931818,1211.318182,396.4772727,1338.0,3338.272727,868.0909091,177.5795455,5073.056818,2926.102273,1215.022727,717.5454545,3277.488636,293.3863636,805.7840909,88,12.3373778,10.38006361,0.54048932,0.88,0.483516484,1.293745112,1,0,1,1,0,0,0,0,1,0,1,0,1,0,0,1,0,0,1,0,1,0,1,0,Regulatory T Cell,T Cells
+3815,27533.2381,870.5714286,569.5767196,1094.730159,25754.83069,680.015873,687.9417989,1595.031746,14315.86772,533.5608466,900.3280423,1807.201058,17193.47619,1237.873016,5288.407407,4168.312169,6440.661376,1369.507937,304.8095238,2364.259259,13873.80952,399.4973545,307.7724868,723.0793651,16352.4127,679.6719577,126.9417989,3827.608466,12652.22751,1649.391534,474.6613757,2823.566138,11286.18519,627.2275132,286.1322751,1530.497354,7532.185185,1630.777778,437.5555556,1312.978836,5825.026455,830.994709,174.2592593,5537.52381,5129.746032,1349.597884,361.7936508,3298.396825,364.9100529,807.994709,189,18.16591626,14.93926907,0.568939968,0.832599119,0.552631579,-1.210706395,1,0,1,1,0,0,0,0,1,1,0,0,0,0,0,1,0,0,1,0,1,0,0,0,Cytotoxic T Cell,T Cells
+3816,30525.46739,1033.065217,689.4565217,1090.271739,26880.76087,758.1304348,617.2934783,1608.315217,15263.5,594.7608696,669.6630435,1745.228261,18694.3587,1327.978261,4411.0,4461.891304,6652.804348,1614.347826,317.0434783,2327.847826,14424.57609,404.6956522,723.2065217,576.5543478,17076.01087,561.8152174,125.173913,3719.48913,13461.32609,1658.98913,617.4021739,2817.434783,11696.80435,637.326087,294.7934783,1787.532609,7954.532609,1024.195652,422.1521739,1320.380435,5917.521739,803.4891304,169.5978261,3299.478261,5309.043478,1334.402174,206.0869565,3380.195652,429.6195652,804.6195652,92,14.17951401,8.660580509,0.791799427,0.92,0.575,-1.492783073,1,0,0,1,1,0,0,0,1,1,0,0,0,0,0,0,0,0,1,0,1,0,0,1,NK Cell,Other Cells
+3817,35659.295,838.875,528.43,1075.72,32250.755,695.66,666.98,1580.56,18516.65,527.895,827.37,1737.555,22368.705,1257.585,2605.755,3127.67,8306.755,1328.055,288.245,2359.82,17653.42,452.095,129.15,993.495,21661.16,422.535,142.545,1834.6,16579.18,1651.64,603.005,2781.66,14591.54,615.075,275.625,1361.175,10461.835,1074.565,401.3,1288.51,7964.115,614.99,155.98,1946.48,7181.265,1356.67,721.735,3181.785,622.465,811.715,200,22.44274695,12.0881723,0.842547102,0.904977376,0.588235294,0.610582942,1,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,T Cell,T Cells
+3818,20929.37864,800.8446602,688.3592233,1079.834951,18550.95146,651.1067961,634.7378641,1537.631068,10273.34951,739.5339806,428.3980583,1743.582524,13685.76699,1198.213592,1215.873786,1147.213592,5044.854369,1367.796117,293.0194175,2354.514563,10329.25243,401.407767,278.3106796,472.5339806,12935.60194,530.6796117,117.5145631,1007.728155,9729.067961,1439.378641,473.6213592,2806.902913,8463.407767,718.961165,257.0582524,1476.84466,6325.514563,844.2330097,395.9902913,1344.786408,4584.23301,642.0,153.8737864,1405.378641,4321.757282,1297.300971,207.8058252,3217.029126,797.2718447,806.8349515,103,12.64128043,10.9640708,0.497746071,0.895652174,0.66025641,0.045661028,1,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,Macrophage,Other Cells
+3819,24282.90714,820.3714286,514.1357143,1052.342857,19749.73571,652.1071429,542.1357143,1460.65,10604.25,507.5785714,761.8214286,1697.892857,14822.36429,1209.635714,2369.642857,2330.914286,5289.9,1239.65,292.2285714,2305.571429,10935.99286,809.2071429,116.1142857,750.9642857,13388.70714,518.6285714,280.6642857,1405.864286,10326.07143,1592.764286,470.8928571,2799.364286,8811.257143,721.2,264.5357143,1437.642857,6415.678571,956.9214286,400.4857143,1299.992857,4523.907143,588.4642857,162.6571429,3186.428571,4333.392857,1314.842857,2275.785714,3147.4,849.6928571,810.0214286,140,16.82083674,11.28842022,0.74136917,0.939597315,0.566801619,0.123935617,1,0,0,1,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,1,0,1,0,Proliferating Cell,Other Cells
+3820,38847.02542,822.9237288,493.0338983,1088.288136,34707.01695,754.1949153,1062.991525,1757.194915,17138.51695,522.2881356,2607.415254,1826.923729,24001.26271,1214.610169,6554.067797,3731.59322,8981.788136,1294.466102,308.940678,2542.322034,18040.19492,469.5932203,320.0169492,2321.70339,22314.05085,473.5677966,792.9830508,1481.830508,17687.94915,2528.016949,409.7118644,2813.720339,14302.16949,612.4067797,276.3474576,1004.211864,9273.415254,1451.720339,406.8559322,1306.20339,5360.118644,638.8474576,153.1525424,3920.118644,5398.135593,1225.5,495.4067797,3332.364407,1003.805085,806.7966102,118,16.83750417,9.174849086,0.838497446,0.907692308,0.567307692,-1.049711759,1,0,1,1,0,0,0,0,1,0,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+3821,28494.84116,832.5018051,619.5306859,1090.33213,21882.08664,624.7220217,796.3826715,1654.393502,9608.126354,585.3249097,1972.00722,1753.483755,14379.14801,1136.375451,7716.310469,3068.151625,5430.606498,1467.960289,283.9783394,2898.732852,10895.36823,821.8086643,850.0252708,1460.714801,13635.08664,540.6245487,117.2166065,2121.436823,10014.1083,2481.090253,403.5018051,2807.375451,8021.924188,609.3971119,246.8519856,849.4079422,4821.252708,1245.288809,369.7509025,1308.945848,2557.862816,746.2815884,146.9061372,3033.844765,2815.158845,1085.772563,1233.111913,3169.400722,1051.216606,809.3790614,277,23.37721887,15.58490155,0.745352589,0.899350649,0.669082126,-1.413992428,1,0,1,1,1,0,1,1,1,1,0,0,1,0,0,1,0,0,0,0,1,0,1,0,Helper T Cell,T Cells
+3822,21089.82,935.38,578.97,1072.98,19695.0,676.9,608.51,1530.23,10712.2,564.48,859.0,1745.25,13730.76,1240.06,1275.88,1852.55,4934.39,1540.68,392.51,2360.23,10297.5,429.07,186.34,1234.17,12730.5,401.55,128.26,941.12,9783.33,1635.31,507.9,2818.99,8375.9,641.42,268.84,1313.47,6201.15,1144.11,395.76,1304.66,4682.84,622.44,151.02,1528.01,4184.05,1318.35,963.26,3166.82,733.0,808.22,100,12.29654922,10.58397266,0.509066722,0.925925926,0.641025641,1.106887391,1,0,1,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,T Cell,T Cells
+3823,14157.32031,830.0859375,683.828125,1099.304688,12413.76563,619.9375,612.1640625,1511.3125,6911.546875,623.0390625,490.6875,1702.257813,8984.640625,1174.679688,1266.460938,1100.234375,3321.648438,1402.125,345.3984375,2336.9375,6899.625,445.6875,271.0546875,554.4921875,8455.5,422.5234375,109.2578125,854.4453125,6547.476563,1399.796875,472.9765625,2782.164063,5639.734375,991.46875,246.3671875,1543.390625,4300.8125,775.625,375.0078125,1323.125,3058.320313,628.5234375,157.1640625,2212.976563,2982.210938,1267.0625,537.8984375,3201.140625,760.4140625,808.0078125,128,14.01477513,11.69794587,0.550725137,0.962406015,0.761904762,-0.132509226,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Macrophage,Other Cells
+3824,32667.58291,847.1105528,625.8542714,1087.437186,29053.31156,694.2261307,929.6834171,1620.19598,16843.66332,580.0753769,1419.01005,1777.38191,21086.56281,1255.025126,3273.386935,3837.884422,7884.633166,1303.286432,312.6934673,2402.839196,16313.88442,413.5829146,489.9045226,892.3467337,20377.43719,1435.231156,152.2361809,2505.442211,15584.00503,1752.155779,543.9648241,2789.130653,13581.80402,640.5376884,274.120603,1502.316583,9928.703518,1290.603015,417.6683417,1314.567839,6863.778894,745.7788945,160.4170854,3131.075377,6492.025126,1339.266332,359.6532663,3236.472362,818.1809045,811.1457286,199,19.02480123,14.07687287,0.672692449,0.876651982,0.663333333,-0.447166646,1,0,1,1,0,0,0,0,1,1,0,0,0,0,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+3825,31904.05755,912.7553957,622.2446043,1114.115108,25177.09353,652.352518,716.381295,1611.302158,13017.41727,515.9568345,1220.834532,1739.726619,17431.89209,1176.748201,5323.172662,3348.561151,6615.093525,1236.604317,294.1582734,2356.453237,13501.76259,461.2877698,432.8992806,1190.014388,16806.88489,440.8848921,134.5395683,3910.388489,13170.45324,1993.568345,451.9640288,2791.726619,10814.08633,671.5251799,265.3381295,1232.258993,7127.107914,1010.625899,393.3381295,1300.884892,4177.086331,655.3381295,154.057554,4529.827338,4275.05036,1193.345324,205.0143885,3317.453237,989.8129496,807.618705,139,17.61650794,10.50022302,0.802951387,0.885350318,0.668269231,-1.036376252,1,0,1,1,0,0,0,0,1,0,0,0,1,0,0,0,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
+3826,38082.84677,963.4032258,557.5887097,1113.782258,35218.49194,742.2822581,804.0806452,1649.201613,19173.5,593.1532258,1461.129032,1763.548387,23233.54839,1352.112903,3890.209677,3400.854839,8538.209677,1436.798387,338.25,2353.919355,18531.40323,427.1854839,266.9274194,869.0645161,22661.16935,945.6854839,141.1854839,2551.435484,17196.28226,1537.370968,533.7419355,2853.233871,15089.26613,1025.0,314.8870968,1434.564516,10296.27419,1033.758065,454.7016129,1318.806452,7919.435484,673.266129,176.8387097,2180.91129,7109.806452,1452.596774,705.4112903,3322.177419,383.7741935,808.0725806,124,15.782879,10.43260927,0.750378854,0.905109489,0.645833333,-1.491376684,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells
+3827,16209.9845,977.0310078,535.1627907,1032.426357,14630.42636,675.4573643,540.0620155,1401.930233,8042.775194,545.7906977,582.9767442,1717.062016,9558.914729,1189.581395,2240.627907,1711.193798,3798.054264,2481.829457,274.379845,2364.829457,7820.255814,402.3100775,697.0542636,535.6356589,9190.054264,399.372093,113.2093023,2371.72093,7139.937984,1508.503876,464.2635659,2826.775194,6283.806202,691.6124031,245.5426357,1231.860465,4431.395349,765.2945736,387.4108527,1321.550388,3459.813953,767.503876,153.3023256,2410.573643,3018.062016,1168.209302,300.0387597,3429.031008,419.7364341,810.6046512,129,15.36565195,11.74558963,0.644735725,0.87755102,0.505882353,0.245512289,1,0,0,0,1,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,NK Cell,Other Cells
+3828,25612.04545,831.0454545,721.1477273,1174.397727,22401.15909,642.2954545,694.125,1754.613636,12372.80682,564.5454545,518.3977273,1779.272727,16218.05682,1182.477273,3078.772727,3833.261364,5817.068182,1245.534091,292.0909091,2322.613636,11941.59091,481.8409091,521.4886364,526.1477273,14454.46591,486.9204545,117.8181818,2789.375,11221.04545,1456.136364,545.4204545,2787.784091,9721.352273,871.0340909,259.2613636,1572.363636,6998.534091,874.4545455,391.1818182,1299.204545,4841.602273,722.8068182,154.9204545,3471.375,4601.647727,1243.590909,512.2840909,3235.715909,828.7840909,809.4318182,88,15.63814105,7.403385349,0.880837624,0.897959184,0.698412698,-0.16876625,1,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Dendritic Cell,Other Cells
+3829,36421.75148,871.4556213,573.6390533,1093.491124,31442.93491,714.5266272,1330.35503,1672.35503,16889.39645,532.260355,1622.47929,1770.887574,22093.22485,1215.017751,3432.591716,2715.852071,8257.751479,1275.828402,304.5147929,2784.887574,16784.02367,4537.816568,167.7810651,1719.455621,21202.84615,544.5029586,548.8579882,1330.035503,16146.33728,2424.905325,428.443787,2835.372781,13769.07692,681.1597633,266.9940828,1081.727811,9074.615385,1468.840237,417.4201183,1307.313609,5610.83432,613.147929,160.1597633,2450.822485,5581.899408,1250.011834,285.1301775,3344.970414,941.2189349,813.6213018,169,25.0848162,10.38993907,0.910189372,0.754464286,0.469444444,-0.713883676,1,0,1,1,0,0,1,1,0,1,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+3830,38853.15278,997.8194444,621.2361111,1127.916667,35626.125,722.4444444,491.4583333,1751.152778,16591.75,541.2083333,775.8194444,1762.0,23049.66667,1266.361111,4559.194444,4343.847222,8534.666667,1323.055556,315.7361111,2326.333333,18015.68056,397.7777778,222.0972222,817.8333333,21655.08333,443.3194444,132.0416667,5223.055556,16444.56944,1881.180556,445.9305556,2831.958333,14121.22222,609.6805556,301.8333333,1631.986111,6981.111111,1043.236111,422.5972222,1307.819444,4720.597222,636.6111111,166.7916667,4004.666667,4580.236111,1298.472222,221.2638889,3255.458333,206.5555556,809.0694444,72,12.40459229,7.745937452,0.781071887,0.947368421,0.553846154,-1.202855278,1,0,0,1,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,1,0,0,0,B Cell,B Cells
+3831,29075.31694,882.420765,540.6557377,1076.306011,28977.72131,694.6502732,468.1748634,1583.47541,13042.56284,538.3879781,654.0437158,1717.442623,18796.57923,1300.398907,4607.174863,3210.622951,7032.021858,1322.699454,317.5956284,2354.68306,14891.5847,395.3661202,379.4644809,559.863388,18003.1694,542.1584699,130.1202186,3872.409836,13563.61202,1534.234973,431.1803279,2808.852459,11789.95082,616.9344262,294.0054645,1432.863388,6130.830601,864.3442623,418.8196721,1299.677596,4366.213115,677.8032787,166.715847,3630.73224,4207.857923,1350.36612,875.9726776,3239.666667,218.6666667,813.4918033,183,19.44014246,12.21288121,0.778027656,0.91959799,0.61,-0.423923594,1,0,0,1,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Dendritic Cell,Other Cells
+3832,17913.61702,775.1276596,528.3617021,1027.978723,15951.20213,610.5531915,558.2978723,1394.43617,8947.117021,502.4148936,542.9787234,1712.787234,11243.73404,1160.106383,3430.457447,2661.234043,4191.840426,1599.531915,287.0425532,2359.808511,8902.234043,357.5957447,1461.87234,532.3510638,10921.56383,412.287234,116.893617,2320.042553,8309.914894,1679.329787,649.0531915,2811.968085,7458.446809,827.2553191,255.1808511,1422.542553,5177.851064,914.9787234,406.893617,1329.095745,3903.531915,966.2659574,163.7340426,4810.574468,3633.255319,1277.06383,352.0319149,3197.468085,445.5957447,809.9148936,94,11.76397051,10.26384117,0.488647974,0.94,0.712121212,0.269157199,0,0,0,1,1,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,1,0,0,0,Macrophage,Other Cells
+3833,29726.65625,837.3229167,477.9895833,1052.697917,26016.02083,685.6770833,391.2395833,1431.46875,15418.9375,548.4375,576.5,1726.520833,19063.59375,1329.364583,2595.208333,1679.854167,6780.833333,1392.229167,323.9479167,2408.541667,15138.48958,1044.864583,254.9479167,521.0520833,18344.26042,768.6666667,127.9895833,1538.375,14393.85417,1500.5,568.7916667,2848.677083,12569.52083,708.0833333,294.3020833,1968.947917,9065.520833,942.9895833,436.9895833,1348.697917,6835.145833,686.9895833,174.5416667,2528.416667,6243.083333,1426.416667,898.2395833,3193.489583,540.4479167,808.8958333,96,13.89205474,9.458354397,0.732426299,0.888888889,0.533333333,1.198492273,1,0,0,0,0,0,0,1,0,1,0,0,0,0,0,0,0,1,0,0,1,0,1,0,Proliferating Cell,Other Cells
+3834,25701.58763,918.2680412,751.8350515,1133.793814,22367.76289,715.8865979,683.3092784,1684.154639,12251.51546,551.628866,466.1030928,1765.082474,16330.19588,1315.340206,1616.835052,2041.43299,5827.474227,1342.85567,311.6701031,2335.608247,12005.48454,456.6082474,128.9381443,481.0927835,14706.60825,565.4639175,125.8659794,1512.010309,11121.46392,1410.402062,507.5257732,2816.134021,9655.340206,767.0515464,287.9690722,1873.56701,7124.14433,904.1340206,427.5773196,1332.680412,5117.360825,609.4639175,160.7731959,1439.42268,4773.402062,1405.536082,149.8350515,3342.484536,788.0103093,809.5876289,97,13.8108929,9.298078469,0.739421863,0.91509434,0.621794872,0.444411524,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Unknown,Other Cells
+3835,40626.50467,952.3738318,575.0373832,1130.429907,10592.42991,429.1962617,237.8971963,1170.149533,5344.841121,374.1775701,530.1588785,1704.719626,6842.934579,880.8317757,4197.850467,1769.401869,2594.71028,1027.327103,210.7196262,2264.495327,5289.598131,235.2523364,310.1588785,479.9813084,6457.224299,291.317757,103.6261682,2419.794393,4976.616822,1238.588785,308.1028037,2790.308411,4331.560748,464.3271028,195.8317757,914.635514,2547.88785,684.3457944,324.9065421,1273.934579,1860.878505,542.4672897,131.5514019,2154.551402,1810.17757,921.9252336,128.0280374,3061.943925,266.364486,810.8504673,107,12.73662636,10.75494396,0.535696294,0.938596491,0.685897436,-1.002868439,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Dendritic Cell,Other Cells
+3836,30477.845,911.62,607.65,1113.495,26565.815,669.965,798.565,1566.765,14218.215,531.055,1858.595,1829.105,17371.89,1217.445,6078.585,3624.625,6432.825,1354.305,321.295,2546.3,13765.07,371.02,540.935,1347.575,16555.04,490.31,250.72,2686.865,12861.49,1985.175,413.575,2807.185,11213.135,592.805,279.015,1358.69,6839.65,1300.015,414.255,1301.705,5294.685,684.35,161.11,3444.54,4732.025,1281.585,452.57,3301.49,299.445,814.57,200,21.05550307,12.87085819,0.791412562,0.921658986,0.555555556,-0.938513754,1,0,1,1,0,0,0,0,1,0,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+3837,35908.4,921.9846154,520.8307692,1086.815385,32158.33846,738.9692308,703.0769231,1643.615385,18882.70769,587.6461538,1063.615385,1821.261538,22056.15385,1320.615385,4914.384615,3585.307692,7962.707692,1430.061538,336.5538462,2357.107692,17411.03077,428.0,216.4,938.7846154,20863.44615,1016.323077,136.8769231,2665.323077,16396.27692,1655.092308,428.1076923,2822.830769,14669.89231,609.6307692,308.2307692,1503.015385,9333.753846,1198.707692,451.9538462,1308.892308,6977.215385,665.7538462,177.9538462,3605.046154,6443.938462,1385.307692,297.3076923,3279.323077,349.5692308,808.5076923,65,10.66049893,8.038320152,0.656841688,0.970149254,0.722222222,-1.071001934,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+3838,19427.87805,862.9658537,798.6292683,1105.570732,17948.40976,676.7902439,859.5170732,1589.02439,9941.834146,545.5560976,710.2292683,1772.390244,12347.9561,1240.629268,1562.712195,1873.721951,4606.2,1358.121951,301.4390244,2638.014634,10199.29756,441.8195122,1000.717073,729.3219512,11971.58049,761.8097561,122.2097561,925.8878049,9166.57561,1483.707317,547.6439024,2814.078049,8149.678049,653.8097561,281.2926829,1631.312195,5629.087805,945.3317073,431.1512195,1372.731707,4449.785366,797.8780488,163.6390244,2511.204878,3965.395122,1330.121951,232.604878,3269.380488,484.9658537,811.1902439,205,22.09781079,12.11917426,0.836194336,0.907079646,0.665584416,-1.350039938,1,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,1,1,0,1,0,0,0,Dendritic Cell,Other Cells
+3839,27598.95455,781.4166667,572.3181818,1060.621212,24797.0303,638.7878788,812.7121212,1511.090909,14428.55303,560.7121212,1676.984848,1772.674242,17445.09091,1188.30303,2842.05303,2481.19697,6350.75,1293.712121,273.4924242,3784.636364,13392.78788,667.4621212,323.8030303,667.6287879,16367.12879,1023.621212,129.8106061,1023.886364,12618.93182,1696.606061,534.6590909,2797.765152,11198.40152,664.030303,269.2651515,1238.734848,7841.977273,1294.113636,402.5454545,1466.795455,5841.969697,640.9393939,151.3409091,2087.44697,5399.05303,1262.916667,203.7424242,3290.159091,582.8333333,812.1893939,132,14.37265486,11.91062435,0.559692507,0.970588235,0.628571429,0.927868516,1,0,1,1,0,0,1,0,1,1,0,0,0,0,0,1,0,1,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+3840,27403.06757,878.8783784,783.8108108,1112.608108,23511.12162,688.3918919,782.1216216,1634.216216,13739.56757,589.2027027,699.5405405,1702.094595,17468.37838,1317.486486,1160.283784,1285.364865,6325.432432,1336.918919,311.472973,2369.175676,13156.75676,439.4324324,212.4054054,543.7432432,16522.56757,675.1486486,120.1756757,1003.472973,12623.7027,1519.351351,473.8243243,2807.513514,10962.05405,633.4054054,277.4459459,1329.175676,8022.027027,900.7432432,417.3918919,1319.918919,5643.418919,632.2567568,163.7297297,1420.0,5364.22973,1359.702703,180.4459459,3220.567568,806.6621622,809.8378378,74,12.45493803,8.096081891,0.759908648,0.880952381,0.616666667,-0.058190415,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Unknown,Other Cells
+3841,16914.49412,800.1058824,791.1058824,1097.223529,15456.52941,635.5647059,742.9058824,1559.976471,8212.564706,498.8941176,749.4941176,1727.082353,10919.22353,1160.352941,4171.329412,3659.0,4114.176471,1251.376471,273.3764706,2378.976471,8161.047059,3940.847059,196.9764706,653.8941176,9949.682353,797.0705882,137.4705882,3443.270588,7676.458824,1500.552941,500.0235294,2812.141176,6717.623529,2673.717647,250.6352941,1735.105882,4886.647059,931.0235294,385.2941176,1309.329412,3511.152941,618.2235294,159.9058824,4701.411765,3304.376471,1202.8,240.3647059,3258.541176,837.2470588,811.4,85,11.74400414,10.05868043,0.516155376,0.904255319,0.590277778,0.989284336,1,0,0,1,0,0,0,1,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Proliferating Cell,Other Cells
+3842,27218.06383,855.2765957,616.4840426,1053.117021,24696.65426,665.787234,1357.207447,1568.340426,12588.85106,709.8351064,1903.590426,1756.87766,16739.46277,1134.0,5063.718085,3939.728723,6266.31383,1201.696809,292.287234,2607.888298,12593.57447,401.5638298,2342.585106,1625.111702,15909.74468,2023.723404,576.4840426,1583.271277,12060.63298,1949.68617,429.9734043,2790.739362,10154.54787,647.5053191,254.8457447,1067.287234,6676.867021,1317.968085,385.8031915,1398.111702,4117.893617,1102.319149,151.712766,5672.973404,4101.297872,1167.12234,544.6010638,3228.026596,957.7712766,814.962766,188,22.52419742,11.24832087,0.866378276,0.899521531,0.657342657,0.210029842,1,1,1,1,0,0,0,0,1,1,1,0,1,0,0,1,0,1,1,0,1,0,0,0,Regulatory T Cell,T Cells
+3843,24859.50588,884.2235294,538.8235294,1088.070588,22831.92941,697.0,608.9882353,1634.317647,12012.70588,548.4941176,997.6235294,1798.917647,15013.91765,1294.494118,5616.4,4373.2,5631.929412,1338.2,320.8941176,2598.858824,11931.54118,392.6705882,1333.223529,996.8117647,14630.27059,462.5176471,136.5529412,3626.717647,11119.42353,1889.2,434.0,2837.8,9817.352941,842.8,287.6470588,1463.552941,5783.882353,998.3058824,435.3764706,1374.035294,4439.752941,858.2941176,177.2117647,6138.247059,4071.270588,1341.905882,2909.152941,3296.282353,286.0823529,811.7176471,85,12.42780834,9.153634593,0.676389026,0.858585859,0.50295858,0.741654327,1,0,1,1,0,0,0,0,1,0,0,0,1,0,0,0,0,1,1,0,1,0,1,0,Helper T Cell,T Cells
+3844,28587.83704,888.6814815,631.0518519,1078.985185,25800.34074,692.0296296,833.8148148,1561.281481,14190.43704,552.8296296,874.6518519,1761.881481,17889.34815,1266.644444,3856.496296,3066.125926,6461.111111,1533.792593,315.0814815,2572.266667,14087.96296,445.6444444,1511.392593,610.2592593,16896.39259,458.0444444,128.2074074,2411.2,13323.13333,1813.925926,758.037037,2816.518519,11655.97037,729.2,283.3333333,1404.2,7964.6,955.4222222,432.837037,1361.133333,6076.659259,1000.451852,175.4,6455.666667,5459.696296,1341.266667,256.5777778,3324.451852,433.9407407,813.2444444,135,17.21499553,11.78551482,0.728911922,0.870967742,0.567226891,-1.261648988,1,0,1,1,1,0,0,0,1,0,0,0,0,1,0,0,0,1,1,0,1,0,0,0,T Cell,T Cells
+3845,29168.75714,797.5857143,470.9857143,1071.571429,25466.34286,676.4571429,749.8285714,1606.314286,14221.11429,503.9714286,1544.671429,1783.042857,18001.37143,1172.214286,4810.428571,2746.785714,7007.514286,1233.371429,294.4714286,2466.114286,13908.5,470.7428571,144.4428571,1899.242857,17499.05714,880.7428571,1359.028571,2134.514286,13452.82857,1892.742857,443.1571429,2819.471429,11469.18571,628.8714286,268.8142857,1242.442857,7673.557143,1011.585714,398.7285714,1280.371429,4905.328571,610.9,153.0142857,2627.814286,4798.828571,1216.2,420.6,3171.257143,929.7142857,810.2285714,70,11.28687858,8.187536844,0.688324288,0.886075949,0.636363636,0.743584942,1,0,1,1,0,0,0,0,0,1,1,0,1,0,0,0,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+3846,30311.56436,800.7425743,510.5643564,1077.485149,31135.15842,717.7326733,874.039604,1788.80198,15104.64356,524.5247525,2418.425743,1838.930693,21164.07921,1212.831683,5778.247525,3652.227723,7526.257426,1240.732673,292.7425743,2481.049505,15722.63366,1230.910891,699.5841584,2132.554455,19326.16832,459.1287129,178.1485149,1386.60396,15223.43564,2303.940594,399.3762376,2797.257426,12223.68317,756.7326733,268.8316832,1015.544554,7753.49505,1919.722772,413.2475248,1310.831683,4439.49505,709.6138614,156.1386139,4971.386139,4513.722772,1205.29703,923.6534653,3316.584158,1010.712871,812.6435644,101,13.98384086,9.761074957,0.71607308,0.918181818,0.554945055,-1.030060293,1,0,1,1,0,0,0,1,1,0,1,0,1,0,0,1,0,0,0,0,1,0,1,0,Regulatory T Cell,T Cells
+3847,27072.47581,891.733871,491.6693548,1053.233871,24466.32258,733.3951613,693.4919355,1497.596774,13641.40323,562.7096774,1177.612903,1731.048387,16562.54839,1261.201613,2488.564516,2527.16129,6055.403226,1635.806452,315.4919355,2311.475806,13024.45968,400.5,448.4919355,763.6048387,15796.91935,437.9435484,241.733871,1622.66129,12284.95968,1877.75,490.8548387,2807.717742,10796.33065,662.2096774,289.2096774,1372.532258,7416.741935,1028.685484,435.75,1367.709677,5597.516129,740.8870968,166.1854839,2666.806452,5047.387097,1357.580645,976.7258065,3261.016129,409.7903226,813.75,124,14.43791816,11.33811107,0.6191142,0.939393939,0.688888889,0.396295214,1,0,1,1,1,0,0,0,1,0,1,0,1,0,0,0,0,1,0,0,1,0,1,0,Regulatory T Cell,T Cells
+3848,23630.39744,885.7179487,616.1025641,1111.012821,20848.52564,703.474359,572.4487179,1649.807692,11398.55128,552.3333333,479.0769231,1728.858974,14848.32051,1301.974359,1481.602564,1860.282051,5416.717949,1326.679487,309.7564103,2329.974359,11222.30769,435.1666667,158.8076923,473.1153846,13653.97436,585.0,120.9230769,1457.74359,10478.02564,1378.666667,497.7307692,2787.115385,9126.551282,719.1025641,277.2179487,1659.987179,6662.871795,841.7820513,418.4871795,1313.948718,4852.730769,626.3846154,157.974359,1159.807692,4511.641026,1378.205128,354.5,3296.897436,780.8846154,813.0769231,78,14.87393072,7.117838223,0.878063284,0.876404494,0.5,0.525116575,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Unknown,Other Cells
+3849,24891.86742,947.7613636,937.1401515,1170.390152,22771.56439,725.5833333,822.9431818,1707.30303,12971.25,614.4886364,497.125,1782.734848,15987.25,1294.284091,2022.973485,2047.825758,5769.556818,1445.958333,319.2083333,2410.034091,12593.06439,1419.090909,860.8560606,1169.69697,15034.37879,472.9659091,126.9734848,1238.170455,11711.85985,1494.738636,504.0151515,2828.534091,10258.27273,732.7992424,290.4772727,1478.818182,7026.965909,1149.996212,435.6856061,1356.560606,5369.424242,802.5757576,166.6780303,1892.045455,4843.07197,1356.795455,175.9772727,3437.227273,468.5681818,819.2386364,264,19.51315531,18.53112915,0.313241098,0.91349481,0.571428571,1.000244391,1,0,0,0,0,0,0,1,1,0,0,0,0,0,0,1,0,1,1,0,1,0,0,1,NK Cell,Other Cells
+3850,15673.68045,845.6804511,435.1390977,1016.537594,14565.42481,646.0526316,440.2406015,1414.154135,8302.007519,566.1052632,375.0977444,1691.721805,10510.31579,1194.691729,1610.661654,1260.383459,3856.729323,1434.364662,385.2631579,2335.992481,8147.616541,386.9548872,199.4699248,483.481203,9937.808271,535.4661654,110.575188,1197.462406,7750.729323,1495.845865,548.8609023,2825.917293,6763.37594,595.8345865,250.9210526,2068.612782,5038.195489,742.3984962,379.2030075,1329.684211,3743.466165,666.7255639,151.924812,1984.725564,3505.402256,1426.421053,12959.52256,3246.586466,709.4360902,817.9962406,266,19.2882156,18.04809541,0.352781287,0.936619718,0.7,1.360089413,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Unknown,Other Cells
+3851,20036.65909,765.8939394,509.9469697,1026.045455,18008.63636,609.2575758,470.6742424,1399.037879,9952.818182,688.3030303,395.2878788,1675.969697,13330.02273,1180.219697,1805.75,1809.166667,4731.045455,1496.083333,371.1742424,2351.704545,9951.537879,410.5606061,245.2954545,491.530303,12427.93939,388.5757576,115.6666667,1347.939394,9628.272727,1336.689394,533.0227273,2772.992424,8289.840909,687.5833333,257.1136364,1515.469697,6276.863636,785.6287879,378.2575758,1307.386364,4608.007576,609.7575758,150.7954545,2372.666667,4334.522727,1280.772727,1531.931818,3096.409091,746.1893939,813.3333333,132,15.50911642,10.98320357,0.70603468,0.904109589,0.6875,1.42765629,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Macrophage,Other Cells
+3852,31509.09653,889.8687259,551.8339768,1096.11583,27703.94981,670.5598456,718.4362934,1634.216216,15401.27413,512.8571429,1206.289575,1743.482625,19950.95753,1317.127413,3188.355212,3291.200772,7352.185328,1245.3861,302.5945946,2461.432432,15092.41699,6052.119691,435.1042471,1300.772201,18630.49807,1220.471042,122.6756757,2764.289575,14233.0695,1641.911197,517.3938224,2801.332046,12180.7027,882.6332046,271.0965251,1128.725869,8243.092664,1475.899614,406.8764479,1313.559846,5239.783784,707.8455598,158.1621622,3342.293436,5121.250965,1241.073359,331.0849421,3285.718147,909.6563707,817.5212355,259,19.74932041,17.08908839,0.501254211,0.921708185,0.649122807,0.187412598,1,0,1,1,0,0,0,1,1,1,0,0,0,0,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+3853,23279.6,821.8285714,664.5571429,1092.085714,20486.51429,623.3285714,796.4285714,1607.328571,11456.32857,485.2714286,1025.628571,1784.242857,15425.8,1198.128571,3654.628571,2571.9,5697.014286,1199.557143,274.4285714,2364.214286,11403.9,517.7142857,166.8714286,1175.371429,14384.72857,459.1285714,128.5,2007.842857,10884.58571,1757.871429,469.0142857,2852.271429,9262.785714,1017.442857,255.5285714,1177.742857,6402.128571,792.0571429,394.9857143,1293.228571,4152.471429,600.3714286,154.3714286,1873.142857,4159.314286,1211.071429,708.7,3217.528571,920.6428571,811.7571429,70,10.66653036,8.804905138,0.564445401,0.945945946,0.636363636,0.833394988,1,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,T Cell,T Cells
+3854,27062.19383,929.0264317,570.4008811,1061.321586,24846.05286,663.0969163,943.3436123,1575.299559,12615.40088,601.0792952,1446.933921,1736.048458,17032.11894,1135.911894,4299.960352,3873.60793,6309.590308,1198.894273,283.7004405,2812.502203,12711.37885,441.1718062,1785.757709,1651.321586,15819.77974,837.154185,124.0132159,2568.0,12174.49339,2049.299559,495.5947137,2784.330396,10063.22026,603.1321586,249.9295154,1109.744493,6701.797357,1123.044053,381.4713656,1351.273128,4036.612335,938.9515419,152.7092511,5052.273128,4029.867841,1140.762115,292.1982379,3256.493392,972.7180617,816.30837,227,18.75954303,15.61090456,0.554538544,0.934156379,0.630555556,-1.127121915,1,0,1,1,0,0,1,0,1,1,0,0,1,0,0,0,0,1,1,0,1,0,0,0,Helper T Cell,T Cells
+3855,18419.80986,835.9859155,469.6690141,1066.387324,14347.16197,645.4295775,481.943662,1509.570423,7460.366197,496.0070423,679.915493,1733.549296,9327.978873,1230.704225,1806.070423,1608.929577,3615.091549,1255.992958,302.3028169,2345.577465,7714.725352,355.9859155,222.1549296,987.5,9512.211268,394.5774648,187.6408451,1316.908451,7236.091549,1775.732394,322.2957746,2836.605634,6465.183099,735.7464789,272.7183099,1069.06338,3903.809859,781.7957746,431.6760563,1371.950704,2951.288732,618.6549296,171.5633803,4448.676056,2775.65493,1273.922535,1581.035211,3134.78169,275.3380282,817.471831,142,19.01504344,9.799175388,0.856986987,0.916129032,0.606837607,-0.455221865,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,1,0,1,0,Unknown,Other Cells
+3856,31760.85128,872.7589744,517.8205128,1069.974359,27889.24103,691.1384615,767.9846154,1551.015385,15456.82051,549.2051282,1643.476923,1775.897436,18693.37949,1248.461538,5825.794872,3864.302564,6823.784615,1377.523077,315.6717949,2590.558974,14845.20513,394.8205128,990.174359,1038.697436,17637.09744,457.1333333,125.9846154,2370.179487,13694.00513,2009.661538,452.5641026,2834.030769,12099.07692,610.4512821,292.1282051,1174.297436,7565.333333,1353.507692,427.3846154,1342.041026,5887.210256,821.8102564,168.5538462,2662.287179,5378.241026,1322.030769,391.6923077,3301.164103,334.6358974,817.0307692,195,22.73068666,12.68757176,0.829727074,0.77689243,0.570175439,0.50568911,1,0,1,1,0,0,0,0,1,0,0,0,1,0,0,1,0,1,1,0,1,0,0,0,Helper T Cell,T Cells
+3857,29561.6722,848.7302905,545.7178423,1065.846473,27148.82988,694.1078838,943.0414938,1585.809129,15350.51867,547.7676349,1796.078838,1816.630705,18432.47718,1248.871369,3622.095436,4006.983402,6753.157676,1392.360996,332.966805,2366.228216,14681.86722,397.4522822,502.4190871,1302.099585,17627.61411,1257.846473,124.9709544,1985.058091,13576.42739,1922.410788,427.8298755,2821.116183,12120.29046,599.746888,288.9045643,1370.589212,7888.215768,1823.896266,435.593361,1319.767635,6096.473029,714.0414938,170.7427386,4001.780083,5437.481328,1351.460581,336.4481328,3260.946058,354.2738589,820.5767635,241,21.46489795,15.6281078,0.685494895,0.895910781,0.576555024,-0.545916629,1,0,1,1,0,0,0,0,1,1,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
+3858,15581.69118,844.7573529,589.6838235,1056.080882,13917.44118,668.8970588,430.6397059,1395.573529,8220.588235,527.0441176,453.6102941,1729.463235,10030.94853,1275.095588,1568.301471,914.7205882,3742.080882,1286.823529,292.5,2352.838235,8516.698529,445.2647059,311.8602941,495.2279412,10052.97794,621.3014706,123.0147059,873.3382353,8003.727941,1401.852941,696.5,2837.411765,7132.404412,650.8970588,271.4117647,2204.507353,5195.522059,801.8529412,423.4264706,1354.919118,4006.301471,712.9338235,164.6029412,2362.5,3655.323529,1317.397059,639.9411765,3175.654412,532.8235294,816.7867647,136,17.43055251,10.35871622,0.80425451,0.912751678,0.62962963,0.13817334,1,0,0,0,0,0,0,0,1,1,0,0,0,1,0,0,0,1,0,0,1,0,1,0,Dendritic Cell,Other Cells
+3859,26549.45528,747.699187,482.8373984,1034.707317,23590.0813,747.9837398,839.2113821,1540.333333,13614.17886,481.8130081,1575.861789,1848.02439,16635.10569,1150.186992,2670.113821,2339.682927,6286.723577,1284.02439,263.5284553,2423.113821,13296.06504,907.3170732,99.17886179,1542.390244,15633.74797,391.5934959,412.0569106,838.2357724,12327.66667,2009.154472,531.0894309,2780.260163,10875.36585,602.5365854,255.1219512,1207.0,7795.487805,1164.162602,383.6829268,1296.373984,5988.780488,577.2520325,149.2276423,3384.626016,5384.788618,1241.382114,347.8536585,3152.788618,610.0731707,815.7235772,123,14.95153232,10.62848078,0.703331201,0.946153846,0.630769231,-0.611175258,1,0,1,1,0,0,0,1,0,0,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+3860,20182.625,819.71875,562.40625,1060.984375,17679.6875,674.828125,500.40625,1512.140625,10306.57813,825.90625,648.375,1710.421875,12701.35938,1262.75,1974.203125,1393.9375,4840.484375,1325.625,311.390625,2305.578125,10116.84375,406.59375,461.546875,504.03125,12837.9375,453.78125,119.9375,957.140625,9712.484375,1506.421875,475.609375,2789.28125,8587.671875,675.421875,275.625,1542.96875,6292.484375,810.25,397.21875,1322.1875,4558.4375,728.5,162.1875,1936.328125,4449.640625,1373.828125,305.421875,3264.75,772.984375,814.0,64,9.518361203,8.726218754,0.39939847,0.927536232,0.711111111,0.522489364,1,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Macrophage,Other Cells
+3861,29130.98684,839.0921053,573.9868421,1067.631579,26293.89474,687.0657895,743.7894737,1638.605263,14343.06579,534.7236842,972.1315789,1785.552632,19648.39474,1196.921053,5868.565789,4452.578947,7297.671053,1275.131579,302.7236842,2299.236842,15079.63158,389.1052632,2145.407895,921.1052632,18801.14474,791.2105263,125.6184211,3562.171053,14368.23684,2048.039474,572.5394737,2788.671053,12204.10526,805.1315789,277.8684211,1865.552632,8712.868421,1224.828947,404.1578947,1341.947368,5745.539474,1232.078947,161.3552632,4684.513158,5643.947368,1285.657895,262.5131579,3274.407895,887.6842105,813.5657895,76,10.85234983,9.39952961,0.499821369,0.926829268,0.633333333,-0.140818107,1,0,1,1,0,0,0,0,1,1,0,0,1,0,0,1,0,1,1,0,1,0,0,0,Helper T Cell,T Cells
+3862,31731.10417,877.0833333,574.234375,1090.203125,23010.06771,582.1875,632.6927083,1476.286458,12133.08333,479.515625,923.7552083,1729.8125,14758.79167,1094.765625,5574.276042,2856.84375,5700.291667,1293.026042,279.2916667,2432.927083,11950.72917,891.578125,225.0208333,662.5364583,14305.03125,845.0833333,117.2291667,3288.510417,11007.83854,1375.276042,393.3645833,2793.536458,9762.130208,556.6354167,260.5989583,1187.489583,6048.083333,989.0677083,396.7604167,1303.067708,4690.625,608.6302083,156.6875,2215.994792,4197.239583,1197.619792,277.4270833,3238.036458,318.7447917,817.7604167,192,17.01304134,14.79344182,0.493870607,0.905660377,0.666666667,-0.67200496,0,0,1,1,0,0,0,1,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+3863,22535.50633,827.5949367,482.4810127,1039.734177,20895.17722,650.1265823,492.1772152,1479.987342,11295.92405,502.556962,623.1139241,1722.139241,14167.70886,1183.367089,5360.962025,2964.303797,5125.164557,1348.139241,313.4556962,2333.21519,10943.50633,418.4177215,1138.506329,542.8734177,13120.4557,437.9746835,122.0759494,3556.898734,10077.68354,1491.379747,446.278481,2810.278481,8864.78481,602.1898734,267.6582278,1257.987342,5622.974684,892.0253165,395.7974684,1331.025316,4414.582278,852.2025316,164.6582278,3844.696203,4019.379747,1256.911392,317.5822785,3190.670886,343.4303797,816.1518987,79,12.98514101,8.310593963,0.768368255,0.918604651,0.564285714,0.283107834,1,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,1,0,0,0,Dendritic Cell,Other Cells
+3864,25443.55102,798.7857143,548.4795918,1072.765306,22683.97959,648.6734694,580.1836735,1538.540816,13523.96939,523.4285714,484.0714286,1717.561224,15968.07143,1204.806122,4983.836735,3304.765306,6084.571429,1344.153061,300.0204082,2413.5,13436.56122,394.0816327,698.0102041,444.5102041,15889.36735,405.3061224,119.1938776,3146.357143,12262.39796,1571.183673,760.2244898,2811.142857,11127.42857,600.1326531,283.0306122,1545.357143,7678.336735,889.8877551,417.9183673,1314.94898,5856.459184,754.6326531,168.9081633,2722.826531,5381.663265,1319.357143,189.6530612,3236.530612,503.9489796,815.255102,98,12.21363637,10.50312492,0.510377139,0.907407407,0.685314685,-0.984122823,1,0,0,1,0,0,0,0,1,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,Dendritic Cell,Other Cells
+3865,14125.26115,697.2484076,409.8343949,1022.165605,12823.21656,588.1401274,512.5159236,1386.11465,7577.10828,472.3566879,578.8343949,1721.687898,9065.974522,1113.66879,1151.101911,964.6942675,3582.770701,1223.936306,273.0,2288.675159,7568.197452,375.5095541,98.68152866,653.2929936,9066.789809,485.8343949,106.8980892,837.0382166,7219.229299,1352.420382,535.0700637,2796.515924,6413.458599,598.6305732,238.9426752,1753.624204,4654.031847,797.7324841,364.4649682,1308.324841,3509.605096,626.2611465,144.910828,1704.152866,3275.292994,1239.764331,1231.815287,3102.898089,646.910828,817.7197452,157,15.7947244,12.9298487,0.574338105,0.928994083,0.615686275,-0.053257194,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,Unknown,Other Cells
+3866,20324.9292,750.1769912,411.1504425,1030.026549,18393.24779,624.7787611,454.9911504,1422.274336,10831.82301,490.2831858,406.2035398,1707.80531,13504.68142,1204.902655,1259.150442,1164.106195,4902.80531,1464.19469,371.1769912,2332.212389,10385.32743,382.0707965,89.67256637,489.9557522,12602.45133,505.1946903,112.7964602,1176.20354,9926.876106,1289.238938,526.2035398,2788.707965,8713.061947,581.3274336,250.3185841,1779.787611,6437.39823,755.079646,389.6283186,1295.017699,4831.539823,625.0442478,154.079646,2028.389381,4571.504425,1345.80531,3352.495575,3162.584071,681.9734513,815.6814159,113,14.14818505,10.38544012,0.679098109,0.933884298,0.627777778,1.250090944,1,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Macrophage,Other Cells
+3867,28082.79464,924.1517857,761.0625,1095.303571,24455.00893,689.7857143,419.9910714,1545.455357,13824.76786,532.0625,743.7946429,1753.946429,18011.94643,1213.0,3921.330357,2808.892857,6560.910714,1234.580357,299.2767857,2279.348214,13641.83036,398.1160714,934.5089286,828.9285714,16773.02679,969.2946429,121.1071429,3706.973214,13150.67857,1482.357143,499.7589286,2783.151786,11027.83036,599.7321429,263.4821429,1394.946429,7685.071429,1011.607143,396.8571429,1314.375,4996.616071,878.5267857,157.3035714,3356.526786,4887.535714,1219.178571,265.1785714,3342.875,895.9732143,817.3928571,112,14.66763748,10.0970774,0.725339302,0.910569106,0.622222222,-0.267269284,1,0,0,1,0,0,0,0,1,1,0,0,0,0,0,0,0,0,1,0,1,0,0,0,Dendritic Cell,Other Cells
+3868,38394.61039,884.3181818,497.2467532,1118.714286,35076.88961,700.4155844,702.8571429,1608.967532,19800.5974,555.7402597,973.8701299,1760.584416,23612.97403,1296.019481,4035.155844,3196.24026,8881.779221,1467.616883,335.2597403,2386.058442,19071.53896,422.5194805,201.2922078,833.3961039,22929.12338,837.4220779,132.0454545,2128.493506,17914.25325,1550.168831,470.8831169,2820.311688,15649.86364,625.1558442,309.2272727,1269.538961,10615.14286,1268.272727,453.4350649,1316.798701,8069.818182,651.7012987,174.0714286,2540.383117,7235.045455,1406.909091,233.1818182,3313.844156,374.1818182,816.7207792,154,20.52813417,10.24320506,0.86661135,0.865168539,0.611111111,-1.370057462,1,0,1,1,1,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+3869,16238.68208,883.5028902,532.3526012,1042.867052,15216.44509,612.3815029,477.4797688,1317.872832,8537.99422,493.1560694,750.7976879,1758.034682,10775.59538,1211.294798,4277.589595,1944.416185,3944.895954,1274.947977,286.3352601,2733.693642,8723.872832,425.3641618,599.9479769,840.9306358,10310.85549,1070.83815,119.0809249,1006.364162,8222.098266,1571.595376,829.1849711,2800.716763,7215.774566,614.0404624,243.4855491,1543.942197,5325.17341,896.8843931,401.734104,1360.595376,4099.248555,755.734104,163.4450867,3212.907514,3774.156069,1292.231214,425.0809249,3157.040462,545.283237,819.1560694,173,20.30114127,11.00576148,0.840297687,0.935135135,0.600694444,-0.907426797,0,0,0,0,0,0,1,0,1,1,0,0,0,1,0,0,0,1,0,0,1,0,0,0,Dendritic Cell,Other Cells
+3870,17233.25424,696.1440678,405.0338983,1026.338983,15807.60169,574.2457627,475.8305085,1445.313559,9072.542373,452.9491525,424.8559322,1695.330508,11452.75424,1092.169492,999.4067797,815.1101695,4325.949153,1290.449153,301.3983051,2327.076271,9045.79661,359.0932203,105.8728814,504.220339,11032.80508,431.8559322,110.2966102,794.1610169,8637.686441,1250.940678,499.9237288,2828.533898,7646.288136,599.9576271,239.1694915,1511.838983,5715.940678,786.1440678,363.7118644,1298.449153,4273.737288,762.9576271,140.5,1367.872881,3988.042373,1228.779661,863.5423729,3115.720339,660.6186441,818.1779661,118,18.46519987,8.481246301,0.888276171,0.929133858,0.526785714,-0.791087551,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,Unknown,Other Cells
+3871,19691.57143,907.7744361,575.2330827,1044.473684,17726.90977,649.9849624,455.0150376,1461.992481,9985.165414,929.6541353,466.6842105,1712.699248,12702.44361,1206.180451,2187.894737,1935.37594,4543.368421,1616.496241,414.8796992,2349.556391,9489.458647,404.1879699,514.7669173,506.8195489,11669.36842,401.3909774,112.924812,1653.06015,9006.030075,1532.496241,521.9548872,2792.330827,7758.496241,718.6240602,249.0526316,1347.954887,5780.93985,780.0902256,383.5338346,1353.669173,4220.067669,718.7518797,153.4962406,2395.300752,3900.037594,1267.503759,1012.330827,3193.969925,725.0526316,817.3759398,133,14.00950312,12.17601233,0.494592125,0.956834532,0.730769231,-0.489594154,1,1,0,0,1,1,0,0,1,0,0,0,0,0,0,0,0,1,0,0,1,0,1,0,Macrophage,Other Cells
+3872,26971.80263,867.1973684,845.7105263,1139.421053,23772.59211,686.1052632,771.6447368,1680.092105,13462.21053,537.9078947,492.0394737,1716.513158,17419.28947,1261.526316,1851.855263,2368.157895,6375.381579,1332.026316,309.6973684,2392.368421,13431.22368,450.9868421,126.8947368,486.2894737,16782.61842,469.4605263,121.5789474,1754.960526,12584.77632,1450.671053,588.8552632,2799.644737,10908.38158,767.8421053,276.3552632,1841.552632,8160.473684,984.7236842,421.3684211,1336.302632,5754.065789,603.9473684,163.7105263,1836.368421,5344.026316,1371.289474,175.0921053,3313.710526,799.8552632,817.0789474,76,12.51133153,8.327512823,0.746310775,0.863636364,0.531468531,-1.337544523,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Unknown,Other Cells
+3873,26010.55263,1093.763158,791.3947368,1078.644737,23941.31579,697.0131579,1176.5,1578.355263,11823.5,522.2894737,892.0526316,1697.381579,16648.71053,1202.921053,3268.815789,1581.960526,6175.855263,1212.407895,295.6052632,2409.447368,12376.67105,1365.25,384.1578947,786.1447368,15728.43421,450.9342105,236.8157895,1112.921053,11708.03947,1882.802632,404.4868421,2798.118421,9803.5,913.7368421,257.1315789,1034.039474,6613.697368,935.9868421,393.9210526,1319.276316,4163.197368,625.6842105,157.3684211,3229.065789,4176.092105,1207.802632,544.7763158,3246.828947,949.7631579,818.0789474,76,13.29489054,7.995803034,0.798933596,0.915662651,0.493506494,0.614335429,1,0,1,0,0,0,0,1,1,0,1,0,1,0,0,0,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+3874,30790.32515,1007.018405,600.2883436,1096.06135,30375.79755,692.4110429,651.2944785,1635.834356,13255.47853,521.9509202,1190.834356,1751.570552,19390.31288,1230.226994,4104.920245,4982.030675,7181.441718,1260.159509,301.8527607,2288.435583,15163.44172,372.993865,341.2760736,789.9570552,18496.53988,448.4969325,428.0858896,5611.220859,13621.11043,2078.030675,411.2147239,2809.95092,11825.38037,607.0490798,283.1165644,1470.773006,5679.631902,970.3312883,412.392638,1297.417178,3977.380368,645.993865,165.6871166,3361.006135,3961.533742,1260.736196,512.6380368,3191.797546,205.8527607,820.0429448,163,15.33653499,14.14029909,0.387187728,0.900552486,0.63671875,0.433913676,1,0,1,1,0,0,0,0,1,0,1,1,1,0,0,0,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+3875,22847.23846,879.6923077,518.8846154,1035.661538,21769.54615,656.7538462,675.7538462,1425.992308,11307.79231,541.9153846,1139.492308,1830.838462,14158.89231,1191.538462,4350.084615,3515.938462,5263.938462,1346.330769,297.8846154,2643.761538,11016.97692,363.3230769,144.2538462,1158.461538,12794.99231,493.7538462,122.8,2651.276923,9986.884615,1744.315385,481.2538462,2794.276923,8696.9,642.5076923,260.7923077,1476.615385,5933.623077,1149.230769,401.6230769,1311.892308,4608.730769,592.7846154,153.3230769,2961.7,4044.9,1244.907692,653.0153846,3261.976923,390.1,819.3307692,130,16.95793137,10.98227384,0.761964561,0.833333333,0.526315789,-1.546239051,1,0,1,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,1,0,1,0,T Cell,T Cells
+3876,34439.76923,891.2923077,607.5692308,1102.092308,31194.53846,710.8769231,746.6615385,1613.476923,17905.96923,571.9230769,713.8307692,1774.076923,21448.58462,1315.984615,3367.430769,3464.338462,7808.692308,1412.323077,323.8461538,2343.353846,17586.86154,452.0,520.5846154,665.0923077,21436.64615,454.5076923,130.4461538,2094.6,16390.18462,1606.369231,671.0,2807.169231,14521.15385,618.1846154,304.1538462,1550.784615,9934.676923,1203.4,452.6923077,1334.584615,7710.261538,885.7230769,174.6769231,1663.784615,6989.8,1402.046154,157.9076923,3315.615385,512.5384615,818.0,65,12.10244015,6.965820721,0.817751396,0.928571429,0.590909091,-0.611194342,1,0,0,1,0,0,0,0,1,0,0,0,0,1,0,1,0,0,1,0,0,0,0,0,Dendritic Cell,Other Cells
+3877,22882.77011,889.6781609,675.8965517,1116.957854,20907.4751,709.9578544,632.0114943,1562.340996,12030.18391,555.4137931,465.2375479,1754.463602,14680.00766,1342.363985,1383.402299,1303.701149,5263.551724,1387.421456,326.137931,2331.268199,11654.37548,455.4252874,246.6475096,509.6590038,13965.81992,508.1417625,130.1494253,1078.042146,10876.00383,1469.482759,566.2681992,2820.149425,9488.068966,653.2145594,294.0,1805.478927,6621.091954,901.4252874,440.8888889,1328.720307,5163.065134,726.0957854,170.0957854,1567.931034,4593.375479,1425.398467,817.3793103,3212.214559,522.6091954,824.5402299,261,23.19572551,14.93415553,0.765166693,0.9,0.572368421,0.120274256,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,Unknown,Other Cells
+3878,20470.47458,828.9915254,481.6440678,1029.923729,18232.59322,633.6101695,659.3898305,1458.525424,10118.67797,498.7542373,1313.516949,1801.805085,13310.78814,1167.466102,3844.20339,2572.440678,5049.516949,1199.220339,285.5508475,2382.423729,10349.90678,678.6186441,201.2033898,1112.830508,13074.99153,533.0423729,116.7881356,1245.101695,9944.211864,1962.991525,494.0338983,2808.644068,8475.932203,583.7881356,258.7711864,1307.932203,6178.474576,1002.262712,385.4152542,1289.59322,4229.70339,609.2118644,151.6271186,2615.779661,4116.847458,1216.542373,1161.754237,3266.70339,860.4491525,818.2288136,118,14.53076662,10.76614913,0.671592268,0.900763359,0.648351648,-1.129756258,1,0,1,1,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,1,0,1,0,Helper T Cell,T Cells
+3879,28044.84483,872.8362069,587.3793103,1090.043103,24101.49138,689.9655172,781.1206897,1691.637931,11732.08621,519.9655172,995.5689655,1802.439655,16055.12069,1243.137931,4405.922414,3413.905172,5937.284483,1231.086207,292.2413793,2352.336207,11894.63793,1117.758621,487.7327586,1066.853448,14903.05172,446.6810345,136.3362069,2498.0,11500.84483,2065.534483,522.75,2789.534483,9333.284483,667.5344828,260.2844828,1366.172414,6023.974138,1019.525862,389.8017241,1303.405172,3490.801724,676.887931,160.8448276,6562.301724,3547.948276,1175.663793,326.0431034,3200.939655,991.7068966,819.0775862,116,15.0341147,10.51539313,0.714695753,0.878787879,0.591836735,0.538810087,1,0,1,1,0,0,0,1,1,0,0,0,1,0,0,0,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
+3880,26705.29694,815.8034934,561.7991266,1067.820961,14513.67249,505.8733624,342.6724891,1321.825328,7219.938865,414.2751092,578.5720524,1720.366812,9410.838428,987.580786,4088.759825,1872.80786,3525.135371,1113.641921,238.6026201,2405.344978,7209.144105,281.6419214,439.7772926,733.209607,8844.139738,327.5240175,106.628821,2363.244541,6788.358079,1456.576419,317.5938865,2807.371179,5923.71179,582.0567686,226.3056769,1002.864629,3364.550218,736.7947598,361.2663755,1317.462882,2465.973799,629.6244541,144.8340611,3316.947598,2322.969432,1053.10917,145.7860262,3132.768559,260.0349345,823.069869,229,22.64879758,13.13882254,0.814537245,0.934693878,0.605820106,0.790206018,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Dendritic Cell,Other Cells
+3881,27597.54701,910.7735043,591.6923077,1090.089744,24568.2265,683.9230769,992.2393162,1556.846154,14160.24786,551.1282051,1591.354701,1817.649573,17278.25214,1284.41453,4855.764957,2650.692308,6222.376068,1394.58547,302.2820513,3086.042735,13595.88034,1112.448718,293.8376068,1512.081197,16292.17521,434.4102564,157.7179487,1297.512821,12602.26496,2153.290598,642.5128205,2803.884615,10970.92308,778.1196581,278.1581197,1235.820513,7837.717949,1296.931624,420.6282051,1333.811966,5872.534188,641.6111111,167.2435897,3620.042735,5355.91453,1316.713675,432.025641,3302.888889,558.3504274,823.6068376,234,23.00999947,13.3070007,0.815814394,0.906976744,0.585,-0.846227466,1,0,1,1,0,0,1,1,0,0,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+3882,30824.07692,889.9095023,522.1221719,1072.846154,26546.65158,684.678733,718.841629,1530.438914,14878.61538,529.6063348,994.7692308,1731.651584,19405.84615,1245.221719,1928.873303,3336.828054,7052.728507,1269.253394,302.2036199,2324.574661,14615.00452,499.8687783,145.5746606,1385.266968,17839.64253,1054.542986,124.520362,1899.090498,13762.85973,1601.493213,516.9683258,2796.063348,11925.90498,799.520362,271.7420814,1602.80543,8561.977376,1090.022624,406.158371,1301.027149,5784.660633,619.1131222,159.1900452,3268.678733,5549.538462,1295.552036,596.2352941,3271.529412,842.6515837,823.5927602,221,18.99795297,15.78654502,0.556331692,0.880478088,0.584656085,0.466314537,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells
+3883,28133.53261,861.1467391,496.1195652,1082.445652,26734.19022,708.701087,561.9673913,1640.326087,12782.26087,548.7228261,617.2663043,1760.701087,17609.80978,1299.625,4894.222826,2638.119565,6588.288043,1724.804348,323.9456522,2326.320652,14229.41848,397.4782609,1225.826087,569.4130435,17305.56522,627.701087,130.5434783,3038.271739,13062.875,1577.331522,369.1521739,2848.228261,11501.13043,759.2173913,299.4945652,1320.190217,6011.728261,856.9782609,437.423913,1357.728261,4263.559783,872.3206522,170.9836957,4548.918478,4149.690217,1340.423913,301.4728261,3228.380435,224.5108696,825.25,184,22.51193192,10.90044616,0.8749532,0.880382775,0.597402597,-0.430651663,1,0,0,1,1,0,0,0,1,1,0,0,0,0,0,0,0,1,1,0,1,0,0,0,Macrophage,Other Cells
+3884,26439.3625,913.625,599.73125,1099.5625,23589.5,644.025,641.66875,1578.7375,12970.7,486.0375,655.39375,1726.3875,16348.05625,1145.25625,4558.025,3271.15625,6391.2625,1232.725,301.39375,2335.8,12868.33125,402.6,585.2375,845.91875,16389.11875,446.8625,132.6625,3104.88125,12504.4875,1668.64375,552.6375,2800.9125,10677.85,837.6375,267.2375,1345.28125,7123.875,893.30625,400.225,1314.24375,4514.73125,746.475,157.3,2577.29375,4488.0125,1215.0375,518.025,3227.5875,924.61875,823.5625,160,18.55235111,11.2125886,0.796699515,0.930232558,0.647773279,-0.355401363,1,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Dendritic Cell,Other Cells
+3885,21343.75556,804.3777778,569.0,1081.2,20146.59259,653.162963,730.9111111,1762.8,9725.074074,484.2888889,914.8814815,1785.985185,13094.87407,1311.22963,4470.251852,2270.585185,5401.6,1259.674074,292.2444444,2449.162963,10018.07407,9128.340741,259.9333333,870.962963,13073.32593,535.6814815,151.4,2432.333333,9632.696296,1931.733333,459.2888889,2803.481481,7934.044444,770.562963,264.9259259,1109.711111,5190.6,1168.02963,388.5407407,1295.874074,2922.222222,635.8814815,154.1925926,4583.185185,2977.622222,1191.414815,565.9851852,3246.748148,1003.096296,822.237037,135,15.53539263,11.40648618,0.678905343,0.918367347,0.703125,0.425558499,1,0,1,1,0,0,0,1,0,1,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
+3886,32554.55769,818.9567308,527.2211538,1097.129808,27399.97115,656.8846154,984.5528846,1658.466346,12694.17788,639.6057692,1849.581731,1770.288462,18261.47115,1128.836538,5614.961538,2738.206731,6588.283654,1230.5,275.7788462,2834.197115,14066.63462,4091.855769,1133.014423,1748.822115,17172.54808,467.2884615,1452.961538,1916.081731,13379.74038,2518.336538,386.6153846,2819.298077,10853.11538,634.9855769,258.4855769,968.5096154,6664.331731,1182.197115,388.3461538,1353.475962,3722.014423,822.3653846,150.9471154,5054.995192,3862.461538,1119.009615,442.4903846,3215.927885,1018.600962,823.4951923,208,18.48958713,15.31623619,0.560179997,0.881355932,0.577777778,0.687939636,1,1,1,1,0,0,1,1,1,0,1,0,1,0,0,1,0,1,1,0,1,0,0,0,Regulatory T Cell,T Cells
+3887,28617.25581,1055.488372,651.3372093,1088.802326,17814.24419,615.2790698,564.0232558,1347.523256,8003.453488,528.2906977,1068.534884,1724.697674,10388.5,1118.383721,4933.604651,2901.55814,4088.825581,1172.627907,259.4534884,2460.930233,8553.627907,375.5465116,257.744186,970.6046512,10362.18605,676.2674419,206.5697674,4285.465116,7915.965116,1659.313953,342.127907,2801.383721,6931.825581,522.755814,229.5116279,1029.372093,3821.244186,1053.988372,357.2209302,1286.151163,2863.406977,582.9883721,144.9302326,2134.627907,2599.790698,1052.360465,206.4534884,3304.674419,243.372093,819.4302326,86,13.24746863,8.775086386,0.749152804,0.977272727,0.614285714,1.206526659,0,0,1,1,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+3888,19675.76289,802.1958763,524.3814433,1062.597938,18188.40206,630.9072165,516.3608247,1542.618557,9348.536082,509.7319588,783.0309278,1786.381443,11475.34021,1176.350515,3478.216495,2724.072165,4453.206186,1319.56701,399.0309278,2426.185567,9414.845361,356.8659794,363.6804124,723.185567,11215.46392,583.0103093,121.1546392,2220.185567,8659.041237,1693.391753,394.5876289,2829.876289,7813.773196,634.3402062,266.9278351,1096.268041,4912.597938,1196.649485,408.8969072,1327.814433,3790.43299,649.6701031,154.9278351,2327.917526,3402.938144,1240.896907,247.8453608,3263.505155,307.9175258,824.0,97,14.55660842,8.679661594,0.802784333,0.96039604,0.673611111,-0.102172982,1,0,0,1,0,1,0,0,1,1,0,0,0,0,0,1,0,0,0,0,1,0,0,0,Macrophage,Other Cells
+3889,35199.36054,941.0204082,501.0612245,1071.054422,30464.13605,707.4081633,847.7414966,1573.544218,17318.42857,562.3061224,996.4965986,1719.863946,21995.56463,1251.639456,3302.163265,3677.197279,8281.040816,1279.442177,300.3265306,2393.081633,16980.68027,391.9387755,493.4353741,997.0884354,21495.5102,1142.496599,124.122449,2600.442177,16438.44218,1578.863946,535.4217687,2804.659864,13948.77551,616.6190476,280.2517007,1425.421769,9809.666667,1280.047619,409.9591837,1322.653061,6383.07483,724.2993197,160.8843537,3417.503401,6262.598639,1258.55102,190.4285714,3368.408163,879.6802721,822.0136054,147,17.21409972,11.15607293,0.761574282,0.936305732,0.680555556,-1.402093967,1,0,1,1,0,0,0,0,1,1,0,0,0,0,0,1,0,0,0,0,1,0,0,1,Cytotoxic T Cell,T Cells
+3890,41734.04688,960.09375,552.328125,1109.125,33597.8125,687.359375,713.09375,1582.953125,16875.01563,558.171875,1314.828125,1744.671875,22656.46875,1267.0,4897.0625,2817.0625,8606.03125,1344.8125,314.484375,2439.46875,17618.28125,391.640625,384.6875,987.359375,21806.48438,774.90625,139.921875,3019.140625,17146.95313,1832.6875,352.625,2817.25,14898.01563,600.9375,296.953125,1053.1875,7732.875,1180.140625,429.390625,1303.375,5475.546875,679.0,158.1875,2235.40625,5363.921875,1288.453125,195.1875,3277.8125,235.953125,822.78125,64,11.41722678,8.282279367,0.688306977,0.888888889,0.52892562,0.854275874,1,0,1,1,0,0,0,0,1,1,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
+3891,25980.77301,845.993865,531.8895706,1096.202454,23577.15951,750.3865031,830.006135,1644.944785,12015.08589,547.9693252,1886.067485,1908.478528,15813.30061,1271.680982,4411.300613,5806.582822,5630.453988,1314.441718,310.4478528,2545.613497,12305.11656,395.5030675,487.1411043,2622.276074,14949.5092,464.4417178,721.4355828,2992.503067,11483.25153,2336.539877,434.7852761,2816.981595,10016.46626,609.2453988,292.4110429,1505.392638,5916.638037,1259.331288,426.196319,1315.687117,4531.503067,683.3128834,170.006135,4618.245399,4094.06135,1320.521472,1355.539877,3274.116564,280.398773,825.7546012,163,21.85838567,10.2665727,0.882833664,0.867021277,0.479411765,-0.847887367,1,0,1,1,0,0,0,0,1,0,1,0,1,0,0,1,0,0,0,0,1,0,1,0,Regulatory T Cell,T Cells
+3892,35262.86486,863.1891892,432.5,1048.675676,29997.36486,687.5540541,749.7837838,1486.554054,17492.97297,543.3378378,1192.878378,1726.567568,20892.87838,1263.837838,2182.243243,1905.202703,7697.081081,1485.148649,310.8513514,2370.675676,16574.21622,394.0540541,143.4864865,775.1891892,20550.0,520.5135135,135.2837838,1177.72973,15862.90541,1543.486486,464.0810811,2827.297297,13873.5,770.5675676,300.7027027,1221.121622,9539.418919,1244.918919,437.7567568,1304.878378,7042.635135,613.8513514,169.6351351,1689.135135,6662.337838,1346.324324,847.3648649,3285.581081,404.1756757,821.9054054,74,11.35568908,8.732078906,0.639296022,0.891566265,0.616666667,1.298066964,1,0,1,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,T Cell,T Cells
+3893,28556.29508,868.3442623,497.4262295,1102.131148,24057.21311,678.5737705,629.5409836,1580.016393,14222.42623,544.3934426,495.557377,1733.213115,16846.22951,1191.163934,2363.491803,2501.262295,6321.262295,1391.196721,293.9672131,2346.836066,13493.70492,2262.098361,236.2786885,462.7868852,16233.5082,422.6721311,123.5245902,3146.377049,12878.01639,1486.04918,566.0491803,2808.0,11311.47541,586.1967213,281.5901639,1341.836066,7764.180328,810.295082,418.6229508,1300.704918,5772.885246,636.4590164,164.852459,2504.409836,5283.983607,1310.672131,169.6065574,3373.213115,422.2786885,821.5901639,61,10.65649504,7.49321903,0.711031843,0.910447761,0.61,-0.927819484,1,0,0,1,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,NK Cell,Other Cells
+3894,36450.98795,870.4096386,580.626506,1076.481928,32087.79518,704.313253,729.5903614,1608.084337,17986.04819,537.373494,625.2168675,1745.108434,22555.22892,1258.192771,2858.39759,2412.963855,8038.638554,1518.216867,322.2409639,2384.662651,17529.75904,465.746988,1237.349398,551.7951807,21086.07229,500.7831325,128.8795181,1603.807229,16795.56627,1718.024096,688.1084337,2800.795181,14543.75904,692.7108434,302.686747,1277.759036,9902.156627,885.5180723,437.7590361,1368.86747,7478.819277,912.3855422,175.9879518,4866.987952,6691.662651,1362.927711,186.0120482,3315.108434,432.0,823.5662651,83,13.55824572,8.701619042,0.766875955,0.882978723,0.538961039,0.434112003,1,0,0,1,1,0,0,0,1,0,0,0,0,1,0,0,0,1,1,0,1,0,0,0,Macrophage,Other Cells
+3895,19391.63014,824.8150685,547.9931507,1058.767123,17578.44521,668.9726027,580.9863014,1464.59589,9687.821918,510.7328767,573.3356164,1745.958904,11974.39726,1188.09589,2014.294521,1939.109589,4358.972603,2316.356164,293.1849315,2347.39726,9342.479452,377.5273973,1882.349315,525.8835616,11228.4726,429.2123288,130.4863014,1428.123288,8691.136986,1613.554795,522.4794521,2868.30137,7703.890411,724.3972603,265.4383562,1342.541096,5324.321918,803.0205479,410.869863,1350.136986,3993.410959,1101.19863,173.8356164,5219.40411,3670.178082,1284.993151,381.5958904,3238.136986,443.260274,823.369863,146,14.80851922,12.71433355,0.512675639,0.948051948,0.695238095,-0.743598272,1,0,0,0,1,0,0,0,1,0,0,0,0,0,0,0,0,1,1,0,1,0,0,0,Macrophage,Other Cells
+3896,17274.52174,799.6770186,498.6521739,1068.149068,15610.82609,637.9254658,649.0621118,1463.273292,8869.465839,649.7142857,641.5962733,1772.906832,10769.26708,1150.677019,3448.031056,2039.391304,4018.571429,1344.223602,306.9254658,2381.552795,8706.428571,363.0310559,2406.298137,706.6521739,10292.98137,484.5714286,132.2360248,923.1304348,7977.695652,1703.267081,549.0745342,2785.931677,6984.006211,683.1863354,261.0496894,1372.354037,4807.546584,884.5217391,401.068323,1416.751553,3724.248447,1207.993789,157.1242236,3610.689441,3448.565217,1253.217391,198.757764,3261.832298,488.0621118,822.9378882,161,16.43507941,12.73039078,0.632467976,0.958333333,0.71875,-1.268086501,1,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,1,0,1,0,0,0,Macrophage,Other Cells
+3897,24922.76744,874.0775194,948.2248062,1127.922481,22008.46512,727.620155,737.4263566,1682.0,12220.87597,800.1550388,684.6899225,1774.744186,15801.65116,1278.03876,2718.736434,1988.147287,5619.751938,1435.410853,348.9767442,2438.984496,11678.25581,462.5968992,565.1550388,590.0852713,14707.07752,597.9069767,120.2403101,1267.007752,11242.77519,1665.178295,522.751938,2794.503876,9768.705426,670.8139535,285.4031008,1389.806202,7208.100775,909.0542636,408.627907,1380.953488,5215.984496,731.3410853,158.8372093,3005.379845,4863.015504,1347.813953,240.2325581,3188.550388,753.9147287,823.5891473,129,13.9371813,11.86584612,0.524548408,0.948529412,0.767857143,-0.221919569,1,1,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,1,0,0,1,0,0,0,Macrophage,Other Cells
+3898,23110.97744,988.8195489,811.0902256,1095.691729,20026.54135,744.556391,862.6466165,1641.330827,11580.50376,806.7518797,4797.729323,1789.150376,14354.75188,1295.24812,2320.842105,1891.774436,5277.541353,1325.225564,316.2631579,2356.661654,10953.55639,446.4135338,508.2105263,912.1879699,13555.09023,482.2857143,120.2857143,852.2406015,10693.06015,1988.631579,480.2781955,2817.969925,9260.0,785.6616541,276.8496241,1475.353383,6748.834586,1018.428571,412.1203008,1392.894737,4817.781955,721.481203,159.1654135,2391.022556,4554.699248,1343.368421,233.2932331,3329.067669,766.6390977,824.7744361,133,15.81287236,10.93188562,0.722540815,0.943262411,0.639423077,0.497661957,1,1,1,0,0,0,0,0,1,0,0,0,1,0,0,0,0,1,0,0,1,0,0,0,Helper T Cell,T Cells
+3899,27360.88889,874.6904762,777.5952381,1111.02381,25043.38889,704.5079365,860.4365079,1658.095238,13746.63492,534.4285714,1173.349206,1782.365079,17689.0,1263.539683,3174.031746,4646.97619,6642.261905,1293.246032,301.2460317,2569.968254,13425.22222,422.8571429,111.452381,736.8412698,16814.40476,1457.436508,123.7142857,2541.515873,12589.80159,1584.198413,580.8650794,2784.365079,10805.45238,646.3571429,279.9365079,1876.992063,7999.714286,1341.960317,421.0793651,1311.539683,5655.769841,595.3492063,166.0793651,4196.031746,5165.666667,1350.420635,586.5793651,3236.896825,812.7857143,825.1507937,126,16.58505663,10.03624791,0.796120599,0.875,0.636363636,0.327418163,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+3900,26667.70909,917.6272727,713.2090909,1128.445455,23460.48182,697.1545455,822.6363636,1632.963636,13068.89091,536.7272727,620.9181818,1733.381818,17302.5,1270.218182,1733.1,1818.963636,6219.227273,1281.027273,302.4636364,2326.718182,12524.22727,418.3454545,118.5454545,582.2545455,15137.24545,752.6818182,124.6181818,1168.181818,11761.0,1392.745455,466.6818182,2820.409091,10069.38182,1009.363636,270.2727273,1431.281818,7304.354545,1063.209091,410.8,1296.5,5126.727273,593.6,159.6909091,2036.372727,4868.727273,1287.163636,895.5,3211.472727,825.2818182,822.5454545,110,13.77088908,10.27462424,0.665820569,0.916666667,0.654761905,-1.138400214,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Unknown,Other Cells
+3901,29639.68182,902.4545455,559.3333333,1089.424242,27345.5303,706.9848485,703.2272727,1717.424242,13732.16667,519.6666667,1025.0,1793.060606,17655.06061,1235.287879,4795.439394,3612.439394,6718.257576,1232.484848,289.7272727,2511.318182,13474.37879,1337.545455,579.7575758,1199.30303,16874.0303,773.7575758,150.9848485,2156.030303,12934.12121,1833.015152,486.3939394,2803.136364,10730.54545,785.8181818,256.0454545,1165.636364,6779.651515,1038.0,384.1666667,1297.363636,3963.878788,692.6969697,155.2121212,5237.227273,4002.833333,1166.818182,332.9848485,3157.69697,982.6515152,822.6515152,66,11.18964922,8.319173435,0.668768797,0.891891892,0.545454545,-1.038495088,1,0,1,1,0,0,0,1,1,1,0,0,1,0,0,0,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
+3902,21423.70667,833.8666667,575.1866667,1027.24,13295.76,591.56,699.72,1471.053333,6189.533333,450.1466667,1390.586667,1716.973333,8891.866667,1049.733333,5031.013333,2076.173333,3504.36,1247.626667,260.6933333,2412.72,6938.626667,356.28,508.8666667,1056.813333,8674.693333,436.5866667,261.8933333,1175.106667,6536.573333,2305.213333,408.6,2774.866667,5418.88,1015.586667,231.6533333,826.88,3299.813333,1315.626667,359.0,1307.226667,1769.186667,630.7466667,141.48,2139.746667,2000.013333,1056.24,1261.693333,3277.186667,1044.706667,820.6133333,75,11.1817518,8.606947064,0.638367725,0.949367089,0.757575758,1.467511118,0,0,1,0,0,0,0,0,1,0,1,0,1,0,0,1,0,0,0,0,1,0,1,0,Regulatory T Cell,T Cells
+3903,17195.72917,752.5763889,436.6527778,1044.993056,15764.04167,614.3680556,543.2638889,1452.944444,9006.215278,479.5208333,531.375,1733.909722,11239.38194,1157.423611,1956.548611,1432.583333,4234.041667,1329.25,329.2777778,2342.625,8752.048611,376.0277778,99.38194444,540.5277778,10594.95139,536.2847222,128.4652778,1407.048611,8260.736111,1303.25,534.9583333,2793.736111,7303.944444,615.6944444,244.9930556,2101.131944,5381.027778,831.1666667,382.5208333,1329.166667,4007.75,701.1111111,148.9583333,2635.5,3697.861111,1281.763889,2936.423611,3130.0,675.4097222,824.75,144,15.0195967,12.95947455,0.50548103,0.9,0.6,0.750504572,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Unknown,Other Cells
+3904,25712.6,942.6888889,644.5777778,1146.3,22437.86667,757.1,719.1666667,1685.1,12416.88889,619.5777778,1247.5,1752.955556,16514.1,1360.944444,781.6111111,1064.955556,5751.544444,1418.522222,318.6,2350.533333,11974.86667,453.1333333,203.1111111,499.4111111,14708.02222,474.8555556,127.2333333,834.5444444,11442.06667,1476.244444,488.2555556,2784.022222,9921.033333,825.3777778,283.9666667,1722.355556,7192.755556,821.4333333,434.1,1352.244444,5140.155556,649.8444444,169.9,1239.955556,4759.644444,1431.855556,171.9888889,3306.677778,776.6666667,823.2666667,90,12.22124624,10.27148298,0.541871767,0.873786408,0.625,0.479703088,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,T Cell,T Cells
+3905,36107.46512,818.0697674,469.744186,1061.116279,32676.69767,1014.372093,1178.139535,1697.0,18923.93023,540.3023256,2101.72093,2024.651163,22933.16279,1268.395349,3068.209302,3339.395349,8227.325581,1310.44186,285.5581395,2375.302326,18156.18605,480.5813953,109.3488372,2721.953488,22571.27907,440.9302326,1511.697674,992.3023256,17291.2093,2146.325581,532.5581395,2796.395349,14959.04651,612.7674419,276.6511628,1206.069767,10698.5814,1384.813953,405.8604651,1295.046512,8011.534884,595.2790698,155.2093023,3346.255814,7351.837209,1321.55814,720.3953488,3173.604651,613.4186047,823.5116279,43,9.912005819,6.012952849,0.794981782,0.934782609,0.5375,-0.548027341,1,0,1,1,0,0,0,0,0,0,1,0,1,0,0,1,0,0,0,0,1,0,1,0,Regulatory T Cell,T Cells
+3906,26076.31544,924.2281879,497.9328859,1051.637584,22554.79195,736.4362416,618.557047,1518.389262,12518.00671,661.0536913,917.1275168,1779.013423,16162.14765,1321.926174,3196.100671,2552.52349,5673.926174,1332.134228,298.2147651,2352.926174,11912.10067,413.5436242,296.852349,1120.711409,14572.65772,444.738255,371.6241611,1550.026846,11003.01342,1718.241611,561.9127517,2790.778523,9606.986577,628.8120805,250.5234899,1298.422819,6924.47651,1012.610738,382.4228188,1297.671141,5290.651007,643.0268456,158.1677852,2685.66443,4644.375839,1342.234899,2887.530201,3137.583893,623.6442953,826.3422819,149,17.73523896,12.07826657,0.732253586,0.792553191,0.551851852,1.238646687,1,1,1,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,1,0,T Cell,T Cells
+3907,32302.06494,864.7142857,465.3246753,1073.87013,28590.81818,696.0,833.8441558,1563.948052,17008.96104,573.2987013,1695.194805,1783.987013,20123.24675,1267.792208,2649.298701,3080.87013,7017.766234,1494.181818,396.4805195,2470.792208,15644.16883,499.5714286,167.6103896,1240.38961,19263.01299,453.5454545,120.4545455,1363.116883,15005.23377,1840.935065,568.2337662,2789.532468,13030.4026,701.7922078,289.9480519,1401.298701,9352.818182,1470.675325,411.7792208,1291.207792,6673.727273,642.6103896,163.9480519,1833.909091,5956.987013,1361.038961,900.961039,3207.038961,732.4545455,824.7792208,77,11.78573102,8.40364524,0.701127877,0.974683544,0.712962963,-0.397421986,1,0,1,1,1,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,1,0,1,0,Helper T Cell,T Cells
+3908,23344.58,757.56,462.52,1043.04,21512.2,612.99,539.67,1503.6,11845.15,495.94,471.17,1755.88,15312.65,1157.52,1756.67,1604.07,5514.31,1417.18,345.91,2337.3,11380.24,2948.15,333.53,534.37,14324.39,506.14,116.44,927.89,10898.76,1461.42,773.86,2770.39,9328.13,698.35,251.89,1226.77,7022.92,879.79,383.03,1301.63,5127.68,680.02,148.9,2047.73,4700.92,1247.76,365.91,3140.04,742.26,824.42,100,12.90652812,9.93164296,0.638640317,0.970873786,0.833333333,0.314986826,0,0,0,0,0,0,0,1,1,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,Dendritic Cell,Other Cells
+3909,31157.73043,899.573913,593.3043478,1080.634783,27761.18261,711.0695652,623.0956522,1599.973913,16224.38261,556.9826087,680.8695652,1780.817391,19608.03478,1257.6,2906.93913,3023.869565,6978.721739,1287.695652,288.0608696,2325.13913,15027.26957,433.3478261,287.173913,600.1652174,18452.92174,463.2086957,123.2521739,2938.052174,14190.75652,1539.991304,791.4,2800.13913,12367.33913,827.6434783,273.3217391,1591.46087,8760.443478,978.3913043,407.8086957,1308.678261,6425.678261,650.2347826,154.6521739,2371.4,6060.504348,1313.582609,593.1478261,3328.617391,596.0695652,824.9652174,115,13.56040791,10.93623152,0.591257977,0.942622951,0.638888889,1.454437372,1,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,Activated APC,Other Cells
+3910,19261.0,805.8762887,478.6804124,1055.103093,17559.07216,652.8556701,578.4123711,1553.958763,10168.70103,493.9690722,404.9896907,1776.979381,13040.54639,1218.680412,1513.979381,1225.43299,4699.072165,1290.154639,310.0,2298.628866,10065.0,433.9278351,138.4845361,479.8969072,12278.15464,538.4123711,116.8969072,934.4020619,9486.402062,1310.989691,520.3917526,2802.783505,8377.412371,711.2886598,260.6804124,2037.020619,6159.597938,999.443299,388.2268041,1300.340206,4687.0,1846.278351,157.3195876,1803.907216,4335.134021,1338.71134,390.9484536,3163.752577,664.2371134,826.5154639,97,12.84622247,11.07281628,0.506991331,0.91509434,0.621794872,-1.363239063,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,1,0,0,0,Unknown,Other Cells
+3911,30606.45263,1049.357895,526.3368421,1057.0,27338.64211,732.4842105,657.9263158,1532.831579,14950.35789,608.3894737,1041.326316,1737.494737,18324.22105,1288.926316,3289.515789,2309.663158,6321.694737,1337.821053,310.5263158,2345.442105,13954.26316,710.8631579,436.6526316,694.3789474,16428.53684,897.7368421,127.6421053,1540.789474,12946.42105,1518.684211,376.3263158,2819.021053,11258.45263,635.5052632,283.4631579,1114.536842,6979.221053,932.9894737,412.4210526,1331.294737,5254.821053,671.4842105,159.1473684,2145.463158,4700.410526,1261.305263,1157.357895,3380.557895,327.3473684,825.8,95,13.59404157,9.190374074,0.736847499,0.922330097,0.678571429,-1.323482184,1,0,1,1,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,1,0,1,1,Cytotoxic T Cell,T Cells
+3912,24810.00694,825.0347222,751.0138889,1123.152778,22494.28472,677.5902778,848.4305556,1646.8125,13332.23611,563.4305556,625.4583333,1789.305556,16176.22917,1247.576389,2658.597222,1470.548611,5727.770833,1348.125,293.3611111,2434.055556,12478.95833,1092.104167,663.0902778,577.3055556,15026.41667,443.4027778,124.25,892.7430556,11847.41667,1687.118056,606.8125,2823.993056,10263.4375,678.2222222,286.8680556,1294.368056,7372.4375,895.4236111,417.1597222,1352.625,5498.513889,725.1875,160.3055556,2004.493056,5027.576389,1318.861111,177.6388889,3314.326389,573.5138889,826.8611111,144,14.38888121,12.77947713,0.459554709,0.96,0.738461538,-1.240525474,1,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,Dendritic Cell,Other Cells
+3913,22132.90678,876.8559322,623.1016949,1088.29661,18908.38136,702.3813559,679.9915254,1622.584746,10982.47458,627.7711864,471.4661017,1715.127119,14003.41525,1267.932203,1076.466102,1677.127119,5091.686441,1373.220339,307.9067797,2335.533898,10625.29661,446.5423729,186.9661017,506.0,13167.90678,530.4576271,123.8050847,1210.194915,10147.90678,1409.90678,493.8813559,2798.483051,8850.262712,1291.262712,279.6101695,1695.084746,6455.661017,826.6694915,412.7711864,1320.813559,4598.813559,632.7966102,162.1779661,1554.279661,4356.305085,1366.491525,343.0084746,3254.050847,787.4745763,826.9237288,118,12.5739294,11.99843208,0.299070847,0.967213115,0.756410256,1.063767582,1,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Macrophage,Other Cells
+3914,21968.35088,849.7280702,742.4649123,1141.482456,18901.26316,685.1140351,796.7280702,1670.192982,10939.25439,522.6140351,749.8421053,1768.631579,13968.90351,1237.105263,1317.72807,2334.815789,5133.22807,1295.017544,297.1315789,2454.508772,10552.16667,412.2807018,133.5877193,761.7982456,13020.53509,653.7192982,122.9385965,1266.570175,10033.54386,1505.403509,516.2807018,2823.77193,8728.017544,1168.22807,275.245614,1564.289474,6339.236842,1103.815789,410.4298246,1312.192982,4565.587719,606.6403509,156.7982456,2126.72807,4320.403509,1324.122807,437.0701754,3217.342105,802.0789474,826.8947368,114,13.22627555,11.16774155,0.535775829,0.94214876,0.730769231,-0.101460103,1,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Unknown,Other Cells
+3915,35837.4697,903.6060606,789.4090909,1127.333333,32230.5,730.5454545,789.2727273,1779.772727,16585.60606,543.1969697,501.2424242,1765.757576,23026.75758,1283.045455,2877.545455,1909.348485,8341.590909,1293.848485,323.6060606,2435.727273,16989.10606,493.9545455,530.4242424,565.1818182,21198.18182,471.6363636,132.7727273,1679.409091,16239.93939,1536.590909,451.5,2819.227273,13794.75758,1071.469697,280.9848485,1167.424242,9012.030303,931.5909091,416.8484848,1323.621212,5570.045455,702.1818182,159.3484848,4516.060606,5569.545455,1287.272727,264.6666667,3286.651515,947.1515152,825.6212121,66,12.34305343,7.1616387,0.814462548,0.916666667,0.545454545,0.824964631,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Dendritic Cell,Other Cells
+3916,25390.05556,828.0444444,582.1944444,1086.605556,19408.9,626.9833333,700.0944444,1601.566667,7681.855556,566.7333333,1152.894444,1769.25,12381.42778,1095.677778,7106.061111,3257.872222,4612.85,1181.638889,281.3611111,2464.594444,9111.088889,503.9944444,1809.361111,1064.011111,11024.83333,1026.016667,123.9333333,3110.077778,8300.705556,2227.333333,379.9,2818.872222,6555.272222,636.9833333,240.2944444,891.55,3498.861111,985.6222222,361.5666667,1304.488889,1865.133333,964.8166667,138.6111111,3347.194444,2112.572222,1053.494444,887.6555556,3228.338889,1069.066667,828.2944444,180,15.7410207,14.74244802,0.350500903,0.957446809,0.75,-1.312627797,1,0,1,1,0,0,0,0,1,1,0,0,1,0,0,0,0,0,1,0,1,0,1,0,Helper T Cell,T Cells
+3917,27090.68027,832.5034014,536.1836735,1069.816327,24880.55782,671.7142857,794.3605442,1624.911565,12826.35374,539.0204082,1310.503401,1778.789116,16248.16327,1226.292517,4561.244898,3600.646259,6281.442177,1331.163265,314.0068027,2676.605442,13329.71429,404.0680272,1077.102041,1294.102041,16017.09524,553.6054422,127.5510204,2164.380952,12226.34694,1831.904762,467.462585,2811.653061,11023.78231,599.0340136,293.2653061,1374.986395,6558.829932,1202.92517,429.2993197,1326.265306,5124.659864,811.9319728,166.3809524,3611.802721,4542.102041,1304.870748,316.9251701,3273.115646,294.8707483,827.3333333,147,16.90295582,11.44879657,0.73568382,0.960784314,0.765625,-1.280480325,1,0,1,1,0,0,1,0,1,1,0,0,1,0,0,1,0,0,1,0,1,0,0,0,Helper T Cell,T Cells
+3918,37491.82353,933.3921569,512.4901961,1089.176471,33552.09804,752.0,865.9215686,1658.843137,19422.58824,585.745098,1971.666667,1757.078431,23652.62745,1332.333333,3617.54902,3499.352941,8558.078431,1490.921569,332.5490196,2677.294118,18710.03922,493.627451,284.8627451,1000.647059,22063.03922,1209.529412,144.5882353,1781.137255,17638.76471,1710.137255,475.3137255,2841.607843,15321.17647,830.8431373,311.4117647,1253.0,10271.52941,1362.54902,451.7058824,1324.45098,7605.803922,687.3137255,178.4509804,4000.980392,7009.392157,1399.568627,389.2941176,3363.45098,377.9019608,825.6078431,51,10.655652,6.597649271,0.785257769,0.944444444,0.6375,0.447355336,1,0,1,1,1,0,1,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,0,1,Cytotoxic T Cell,T Cells
+3919,24555.76471,925.0420168,750.2268908,1116.697479,22526.40336,723.907563,822.3193277,1646.941176,12543.68067,561.4033613,590.1596639,1785.613445,15124.96639,1291.210084,1636.033613,2012.294118,5553.554622,1481.941176,328.1512605,2418.453782,12215.47899,488.0336134,459.4201681,1021.042017,14639.0084,528.8571429,127.8403361,1360.411765,11207.39496,1542.705882,489.5294118,2822.596639,10006.52941,849.092437,296.1932773,1368.537815,6842.033613,1245.705882,442.789916,1325.243697,5177.840336,709.7310924,168.4621849,1531.689076,4721.134454,1373.663866,389.4537815,3364.243697,455.6470588,828.0840336,119,13.42313557,11.79228152,0.477734549,0.92248062,0.61025641,-1.419843968,1,0,0,0,1,0,0,0,1,1,0,0,0,0,0,1,0,0,0,0,0,0,0,1,NK Cell,Other Cells
+3920,20690.7767,882.5048544,635.9902913,1055.097087,18461.0,681.2621359,855.2815534,1490.76699,10535.32039,548.7669903,1268.087379,1743.184466,12694.2233,1217.019417,6444.058252,3861.145631,4737.941748,1285.446602,295.0582524,2886.660194,10467.58252,424.961165,549.9223301,480.6019417,12303.91262,747.2718447,119.0,2042.349515,9793.631068,1624.281553,581.5436893,2803.349515,8792.223301,602.3203883,267.3592233,1428.699029,6074.106796,1118.524272,411.6893204,1316.271845,4624.242718,699.3106796,155.6699029,2203.834951,4289.92233,1268.223301,275.5145631,3317.07767,503.5728155,827.3883495,103,14.57871241,9.63368701,0.75055757,0.927927928,0.668831169,-0.100461589,1,0,1,1,0,0,1,0,1,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+3921,14354.93827,775.4012346,483.3765432,1052.555556,13501.20988,628.7407407,597.8271605,1481.203704,7607.728395,489.8580247,455.5802469,1715.833333,9394.197531,1177.604938,1037.771605,820.8271605,3605.765432,1194.524691,270.0432099,2286.216049,7745.08642,401.3148148,101.7222222,500.1975309,9502.290123,527.6728395,113.1790123,881.1790123,7310.703704,1277.271605,554.6728395,2822.950617,6553.160494,617.1975309,246.2530864,1940.802469,4840.253086,829.3271605,379.5,1319.876543,3708.222222,642.7839506,154.0061728,2036.574074,3409.45679,1300.246914,676.617284,3185.314815,641.0123457,831.9753086,162,18.43946798,12.36176903,0.742002357,0.861702128,0.50625,-0.509400841,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Unknown,Other Cells
+3922,24138.2906,842.8504274,534.1410256,1058.982906,21522.08547,647.2735043,603.2094017,1547.508547,11797.7094,509.0897436,582.3205128,1743.897436,15615.97436,1171.517094,4620.196581,2835.726496,5766.641026,1222.106838,285.6623932,2348.059829,11839.76068,2156.038462,509.7179487,601.0128205,14801.26496,624.0299145,119.6153846,4003.470085,11262.79487,1737.589744,653.8333333,2792.230769,9553.897436,609.8504274,263.8247863,1509.606838,6798.316239,889.8632479,394.0769231,1301.534188,4577.478632,723.0641026,159.3504274,5313.632479,4435.363248,1206.162393,166.2948718,3281.991453,865.3760684,831.2649573,234,20.71614367,15.03053072,0.68817288,0.936,0.655462185,0.418485995,1,0,0,1,0,0,0,1,1,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Dendritic Cell,Other Cells
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+3924,30861.34409,902.7634409,561.9677419,1105.526882,28069.62366,721.1397849,695.5483871,1664.548387,15824.0,575.6236559,791.3010753,1740.634409,19059.24731,1340.956989,3781.494624,2589.182796,7055.451613,1582.763441,349.3870968,2473.096774,15372.05376,665.2795699,985.9139785,577.0967742,18183.32258,979.0967742,130.4408602,1580.397849,14081.96774,1852.677419,594.827957,2915.311828,12515.32258,726.9569892,301.0215054,1261.752688,8258.903226,1287.494624,444.9569892,1320.806452,6381.365591,855.8924731,181.5913978,2410.268817,5662.849462,1405.354839,512.1827957,3272.086022,370.2150538,828.2258065,93,13.1115657,9.680591604,0.67444553,0.920792079,0.664285714,1.248705118,1,0,1,1,1,0,0,0,1,1,0,0,1,0,0,1,0,0,1,1,1,0,0,0,Helper T Cell,T Cells
+3925,38623.00794,891.9047619,518.4444444,1109.396825,34592.42063,734.3730159,850.2857143,1660.18254,19391.96032,570.1904762,1023.238095,1780.761905,23483.7619,1302.992063,3397.039683,3245.960317,8654.0,1439.087302,332.4761905,2527.634921,18485.33333,444.6984127,191.1984127,612.3333333,22246.14286,446.6269841,135.2619048,2071.992063,17611.30159,1819.134921,520.7063492,2853.611111,15414.24603,1046.412698,318.3571429,1639.103175,10274.4127,1089.968254,452.547619,1312.087302,7660.007937,651.9603175,178.4603175,2186.071429,7078.190476,1430.873016,1042.492063,3270.492063,395.3888889,831.1031746,126,15.30696437,11.4501864,0.663656237,0.913043478,0.617647059,-0.065472303,1,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,T Cell,T Cells
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+3928,27669.53448,889.3448276,562.8793103,1091.689655,25548.39655,767.1551724,1275.637931,1632.189655,14142.51724,557.7241379,2381.775862,1904.586207,17809.65517,1278.413793,3613.362069,4592.413793,6446.431034,1385.689655,305.9137931,2955.862069,13772.56897,431.2758621,191.9310345,1272.655172,16123.5,477.7586207,178.5344828,2890.224138,12978.41379,2125.103448,570.5,2814.551724,11223.93103,926.0344828,288.9137931,1730.086207,7473.862069,1315.534483,440.4137931,1311.224138,5689.982759,630.6551724,171.7931034,4639.068966,5157.982759,1345.051724,1445.775862,3249.672414,385.5517241,827.4310345,58,9.800037429,7.690949562,0.619764592,0.966666667,0.805555556,-0.80829129,1,0,1,1,0,0,1,0,0,0,1,0,1,0,0,1,0,0,0,0,1,0,1,0,Regulatory T Cell,T Cells
+3929,7796.084337,1151.73494,754.686747,1123.795181,8114.325301,672.1566265,677.5903614,1491.746988,3810.518072,524.8915663,524.3493976,1818.313253,4859.192771,1172.578313,1011.783133,1128.590361,2008.795181,1327.518072,267.626506,2357.783133,4489.493976,378.2650602,132.626506,491.6144578,4725.096386,396.4457831,114.4216867,1004.277108,3705.686747,1392.903614,469.4698795,2792.771084,3559.337349,534.4939759,244.7228916,1445.036145,2550.180723,804.0843373,394.1204819,1330.722892,2183.180723,569.2289157,151.253012,860.5903614,1791.204819,1184.301205,135.1325301,3310.060241,512.3373494,830.6144578,83,12.58840992,10.42854086,0.560101492,0.783018868,0.532051282,0.876820864,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Unknown,Other Cells
+3930,36696.02326,818.503876,510.3488372,1071.48062,32538.99225,756.2635659,1087.054264,1576.139535,19066.49612,538.744186,1576.44186,1832.271318,23026.51163,1264.875969,2915.457364,3766.581395,8428.364341,1300.829457,298.0930233,2419.542636,18155.21705,425.9224806,112.1472868,1632.379845,22008.96124,431.248062,377.0077519,1484.162791,16967.4031,2081.666667,595.8062016,2798.844961,14694.94574,741.5426357,276.6744186,1479.131783,10549.45736,1227.224806,402.2403101,1301.488372,7907.860465,607.1627907,161.124031,2682.465116,7084.945736,1341.031008,489.4883721,3249.387597,606.751938,831.1937984,129,13.26535027,12.87970733,0.239369478,0.955555556,0.5375,0.288923186,1,0,1,1,0,0,0,0,0,0,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+3931,17567.92917,822.5583333,430.9833333,1037.920833,16301.12083,638.1416667,570.2583333,1417.075,9196.333333,500.5291667,546.8333333,1720.95,11890.79583,1187.8125,1183.029167,898.9583333,4408.825,1321.770833,340.0958333,2307.454167,8922.679167,387.1125,103.9291667,591.6208333,11027.325,545.6666667,109.5916667,778.1541667,8598.583333,1344.991667,501.1708333,2824.854167,7524.116667,609.2208333,245.45,2005.241667,5648.820833,866.5708333,381.5291667,1308.108333,4191.629167,644.525,149.4125,1999.4125,3842.016667,1346.7625,6300.458333,3216.854167,702.6958333,834.3416667,240,20.33984669,16.01486542,0.616488238,0.875912409,0.601503759,-0.410531049,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Unknown,Other Cells
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+3933,29541.44118,941.0294118,690.5588235,1114.757353,24086.18382,707.7720588,884.4191176,1771.117647,10896.39706,515.4632353,1678.110294,1802.279412,15297.40441,1193.647059,6408.022059,2688.007353,5961.838235,1497.845588,300.9926471,2717.75,11985.83824,411.7279412,2496.669118,1534.786765,14762.54412,477.7279412,155.0147059,1453.676471,11211.95588,2214.544118,682.0661765,2820.602941,9113.882353,583.4191176,258.9852941,928.375,5278.573529,1279.919118,388.4705882,1319.669118,2765.911765,1056.397059,155.2867647,5319.161765,2995.073529,1136.227941,466.7647059,3247.904412,1037.058824,831.0735294,136,15.45905227,11.4862813,0.669276662,0.877419355,0.604444444,0.700512212,1,0,1,1,1,0,1,0,1,0,0,0,1,1,0,1,0,0,1,0,1,0,0,0,Helper T Cell,T Cells
+3934,39356.84932,901.3835616,538.3835616,1110.061644,26817.75342,601.3972603,737.5136986,1524.150685,11593.74658,458.2123288,1489.068493,1716.068493,17452.4589,1087.363014,3928.10274,2466.863014,6635.869863,1155.719178,269.0479452,2400.308219,13451.20548,364.260274,165.0479452,1530.513699,16628.00685,547.2739726,114.5410959,1255.363014,12567.22603,2281.006849,359.2191781,2794.143836,10170.63699,562.9109589,250.739726,799.1986301,5760.321918,1313.883562,372.6712329,1275.273973,3060.013699,574.4931507,144.0136986,1224.952055,3359.013699,1071.356164,323.0890411,3108.883562,1049.582192,831.4178082,146,16.81935001,11.523181,0.728435369,0.895705521,0.608333333,0.743735773,0,0,1,1,0,0,0,0,0,1,0,0,1,0,0,1,0,0,0,0,0,0,0,0,Helper T Cell,T Cells
+3935,24535.86598,815.7835052,576.7835052,1095.494845,22652.34021,666.5670103,656.9587629,1577.742268,12752.51546,513.4123711,670.6804124,1787.876289,16473.63918,1198.886598,2183.845361,2431.051546,6307.453608,1257.206186,291.3917526,2318.57732,12793.73196,410.2886598,371.2783505,755.6494845,15885.42268,517.4639175,119.1443299,1950.56701,12182.17526,1635.443299,524.0103093,2941.618557,10564.25773,1132.649485,272.8556701,2048.329897,7610.247423,1164.257732,408.2268041,1314.948454,5244.804124,718.0618557,159.2268041,2699.257732,5073.835052,1300.57732,890.5257732,3296.556701,831.8762887,830.7835052,97,12.97120648,9.839454553,0.651601746,0.97,0.621794872,-0.718307574,1,0,0,1,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,1,0,1,0,Dendritic Cell,Other Cells
+3936,34672.35474,910.9082569,602.3547401,1101.541284,30652.72477,707.5657492,865.0856269,1618.908257,17038.6208,544.204893,1367.088685,1750.422018,22055.3578,1262.562691,3534.437309,3377.611621,8171.015291,1317.370031,315.82263,2560.889908,16725.97859,404.5657492,696.4311927,1212.186544,21274.69113,1122.027523,203.470948,2889.2263,15884.59939,1987.782875,553.0275229,2795.782875,13604.81957,777.2110092,281.6207951,1264.547401,9416.559633,1123.776758,415.0183486,1330.186544,6074.764526,808.2599388,162.9663609,4698.892966,5865.366972,1284.798165,376.9296636,3307.495413,885.4311927,833.764526,327,25.71979186,18.01868802,0.713577064,0.823677582,0.654,-1.375454072,1,0,1,1,0,0,0,0,1,1,1,0,1,0,0,0,0,0,1,0,1,0,0,0,Regulatory T Cell,T Cells
+3937,27004.84314,927.9803922,647.3137255,1084.676471,24218.16667,629.1666667,569.0980392,1524.235294,13306.43137,488.9313725,555.3823529,1689.617647,17330.21569,1137.803922,3450.235294,2739.588235,6431.637255,1199.107843,279.6372549,2255.45098,13267.41176,372.5882353,202.372549,2233.166667,16544.29412,594.9117647,122.9803922,3905.029412,12484.30392,1451.313725,458.5882353,2782.862745,10747.08824,611.9313725,257.1176471,1292.078431,7329.676471,951.0294118,394.627451,1280.294118,4717.823529,648.1764706,149.7058824,2629.754902,4639.647059,1191.911765,385.2647059,3399.392157,903.2843137,830.3431373,102,11.82848363,11.47751127,0.2417916,0.910714286,0.56043956,0.763958547,1,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,1,NK Cell,Other Cells
+3938,38636.34862,870.6146789,572.3944954,1118.678899,34777.59633,817.8807339,914.1559633,1800.715596,17550.9633,537.3577982,1635.137615,1925.275229,23585.77982,1253.394495,5342.761468,4536.59633,8785.954128,1290.394495,314.3669725,2439.366972,17704.48624,446.5779817,198.8807339,2102.853211,22366.31193,573.3944954,1342.53211,2632.33945,17293.98165,2194.66055,475.1192661,2855.357798,14140.83486,668.9082569,285.587156,1141.853211,9037.990826,1088.853211,419.4587156,1305.66055,5170.027523,620.9266055,167.2018349,3222.990826,5323.477064,1268.917431,542.7247706,3221.825688,988.4587156,830.0550459,109,15.77476891,9.175065788,0.813454059,0.893442623,0.582887701,1.558093713,1,0,1,1,0,0,0,0,0,1,1,0,1,0,0,0,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+3939,35823.42188,880.9375,555.546875,1083.421875,31210.4375,709.4375,732.28125,1554.59375,17797.70313,542.078125,952.265625,1763.640625,21961.71875,1250.75,3073.46875,3516.734375,7862.15625,1708.046875,315.484375,2415.921875,17073.3125,440.78125,791.765625,645.921875,20699.28125,453.21875,149.796875,2520.125,16711.875,1758.875,641.328125,2821.34375,14481.78125,663.796875,297.9375,1435.828125,9872.15625,1064.109375,432.984375,1317.390625,7415.109375,770.453125,172.671875,4213.109375,6860.4375,1379.171875,192.09375,3310.359375,426.375,829.234375,64,14.48117832,6.238314531,0.902453265,0.842105263,0.533333333,1.314746746,1,0,1,1,1,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,1,0,0,0,T Cell,T Cells
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+3941,28413.912,872.552,592.928,1082.096,25883.952,696.36,627.848,1649.08,13131.792,520.992,447.848,1759.4,18130.648,1220.208,5034.776,3912.16,6822.328,1236.376,323.152,2334.464,13617.64,412.408,545.816,573.704,17380.528,555.968,125.776,4256.944,13070.424,1638.456,475.568,2780.656,11142.272,622.0,263.8,1569.048,7284.008,1052.0,405.456,1310.224,4582.976,720.392,161.0,6124.4,4537.384,1227.688,345.064,3258.592,942.744,833.496,125,13.90934932,11.99237964,0.506599999,0.925925926,0.595238095,0.77065044,1,0,0,1,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Dendritic Cell,Other Cells
+3942,16266.16514,861.7477064,471.1238532,1062.119266,15218.92661,682.4495413,399.5825688,1515.908257,6659.422018,525.3119266,358.0183486,1713.013761,9753.201835,1302.880734,2260.509174,1230.43578,3700.412844,1351.16055,313.9174312,2264.027523,7911.142202,369.587156,902.6238532,430.4541284,9659.275229,394.4633028,124.2752294,1417.857798,7165.229358,1434.651376,303.4633028,2830.958716,6322.013761,668.6559633,280.0733945,1062.486239,3073.908257,728.9266055,404.9082569,1307.509174,2186.651376,735.7247706,162.2568807,3360.307339,2320.761468,1257.201835,1400.288991,3121.321101,208.2201835,834.6422018,218,21.0713652,13.29410384,0.775857228,0.951965066,0.641176471,-1.036570874,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Dendritic Cell,Other Cells
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+3944,31899.46753,1021.987013,512.0909091,1051.467532,28042.37662,730.987013,702.5974026,1529.662338,15361.74026,590.7142857,1009.337662,1733.623377,19095.31169,1294.571429,3284.571429,2348.701299,6579.545455,1350.844156,313.6363636,2346.116883,14402.75325,392.6493506,310.6493506,770.2727273,17660.87013,665.5324675,125.5974026,1617.428571,13721.88312,1509.519481,355.6493506,2814.181818,12008.54545,657.8051948,293.9220779,1039.363636,7375.727273,1177.987013,421.8181818,1297.87013,5587.246753,715.7272727,167.8051948,1533.285714,5096.922078,1344.064935,3668.558442,3289.376623,315.8701299,831.5974026,77,10.51472927,9.76772351,0.370189517,0.9625,0.583333333,1.24733589,1,0,1,1,0,0,0,0,1,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,Cytotoxic T Cell,T Cells
+3945,27255.11732,853.6480447,612.8100559,1089.27933,24591.53073,745.5251397,979.4022346,1607.106145,13867.97765,554.4301676,1916.832402,1929.01676,16786.87709,1331.240223,2941.430168,3969.268156,6126.005587,1358.787709,321.6089385,3144.553073,13211.19553,469.3519553,781.6312849,971.726257,16267.10615,1596.324022,282.3631285,1109.134078,12300.31285,2051.022346,1654.994413,2821.106145,10684.17318,897.2849162,293.4748603,1413.290503,7598.972067,1580.162011,440.2122905,1387.631285,5787.893855,766.972067,171.4301676,5390.715084,5103.324022,1361.949721,357.3351955,3378.268156,541.2290503,833.4581006,179,16.96695325,13.53469411,0.60304236,0.92746114,0.71031746,-1.281963829,1,0,1,1,0,0,1,0,1,1,1,0,1,1,0,1,0,1,0,0,1,0,0,1,Regulatory T Cell,T Cells
+3946,27784.0614,851.4824561,562.5,1085.614035,26270.01754,678.9035088,645.8333333,1691.657895,12673.2193,538.4649123,1216.552632,1736.859649,17001.24561,1190.508772,5584.973684,4849.184211,6485.903509,1280.692982,347.5526316,2442.368421,13035.19298,403.7807018,635.2192982,2191.04386,16471.53509,944.0614035,134.9649123,2688.078947,12336.92982,2237.464912,488.5526316,2821.0,10338.50877,599.3333333,268.5526316,1118.824561,6605.701754,1504.464912,407.4912281,1311.631579,3911.535088,723.6754386,158.7368421,2715.087719,3857.964912,1236.77193,190.5789474,3200.72807,977.8508772,833.3859649,114,17.03631919,8.782356586,0.856884845,0.919354839,0.542857143,0.81816941,1,0,1,1,0,0,0,0,1,1,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
+3947,27754.5,864.0416667,482.25,1079.895833,26369.08333,681.2083333,506.7291667,1499.333333,13524.375,530.1458333,651.4791667,1686.020833,16415.85417,1248.875,1616.520833,2527.833333,6366.166667,1561.729167,307.9166667,2329.5625,13607.41667,393.0,314.5416667,475.1875,16237.5625,443.7083333,123.875,1578.333333,12010.625,1475.166667,478.1041667,2837.0625,10730.875,1058.458333,277.375,1457.854167,7362.375,1012.979167,438.3125,1316.0625,5746.5,656.4583333,169.4166667,1903.104167,4903.041667,1377.666667,2697.541667,3182.75,403.6041667,831.5625,48,9.579007036,6.481243174,0.736342412,1.0,0.888888889,0.099053652,1,0,0,1,1,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Macrophage,Other Cells
+3948,44127.52632,867.1754386,491.8070175,1119.263158,38573.24561,709.122807,624.5614035,1604.122807,23216.57895,563.6491228,1335.684211,1769.789474,29275.03509,1302.824561,2195.140351,3464.333333,10233.57895,1442.719298,369.1052632,2558.526316,21592.61404,613.3859649,122.8245614,848.1929825,26474.19298,578.9824561,121.9473684,1225.105263,21379.80702,1965.157895,559.6491228,2861.175439,18629.57895,717.1754386,304.1578947,1242.807018,13486.4386,1408.824561,404.4035088,1327.719298,9340.298246,634.754386,160.9473684,2741.614035,8924.526316,1421.77193,407.3859649,3188.491228,737.7192982,833.5614035,57,12.04711352,6.280188757,0.853372044,0.93442623,0.59375,0.392171934,1,0,1,1,0,0,0,0,0,1,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
+3949,32920.91954,910.8045977,1218.114943,1153.333333,28495.45977,847.2068966,1161.195402,1778.471264,16454.70115,549.9770115,951.1034483,1834.390805,21329.41379,1290.827586,1345.011494,1939.482759,7618.229885,1339.425287,310.9655172,2504.011494,15784.02299,456.8045977,120.6896552,659.1034483,18998.70115,507.3678161,299.0114943,1451.643678,15063.5977,1629.321839,487.5747126,2814.218391,12786.37931,940.9655172,282.5977011,1648.264368,9246.206897,1112.45977,426.7701149,1336.287356,6341.494253,604.6896552,165.6091954,2972.586207,6057.62069,1341.218391,484.2988506,3328.436782,821.2988506,833.7126437,87,11.66391843,9.819431378,0.539689951,0.896907216,0.725,-0.381985358,1,0,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,T Cell,T Cells
+3950,30539.07143,994.797619,1053.964286,1193.166667,27047.92857,787.5238095,1342.547619,1996.488095,12854.94048,544.7261905,888.0952381,1796.166667,17530.66667,1333.547619,2361.0,1987.642857,6480.845238,1401.857143,330.4880952,2371.107143,13040.85714,707.047619,211.5952381,919.8928571,16387.55952,748.9285714,140.3571429,1512.714286,12614.92857,1750.47619,421.9047619,2828.178571,10377.89286,1186.392857,290.9761905,1179.583333,6425.559524,990.8690476,422.6904762,1324.964286,3625.178571,627.8095238,163.9404762,1667.738095,3707.559524,1273.511905,598.0714286,3340.702381,1000.107143,834.0833333,84,13.15614843,8.460103719,0.765821484,0.923076923,0.6,-0.065391551,1,0,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,Cytotoxic T Cell,T Cells
+3951,40425.63636,887.1688312,574.1168831,1133.337662,34156.01299,783.2727273,1150.298701,1822.909091,17232.98701,551.9350649,2496.675325,1882.519481,23043.42857,1272.285714,6518.285714,4046.649351,9003.415584,1341.142857,323.3116883,2742.597403,18159.84416,1026.87013,328.7012987,2432.727273,22629.14286,561.7922078,366.987013,1644.038961,17547.19481,2727.116883,387.8831169,2841.636364,14333.16883,658.0,285.9480519,978.3636364,8786.168831,2012.194805,416.8961039,1317.38961,4908.662338,657.7532468,158.6623377,3175.974026,5154.25974,1244.532468,274.5974026,3263.311688,1011.935065,831.9480519,77,11.21886781,8.94138918,0.603985004,0.927710843,0.658119658,1.45322501,1,0,1,1,0,0,1,1,1,1,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+3952,26419.84483,853.2844828,609.9655172,1096.275862,19965.81034,562.5431034,367.8965517,1558.137931,9557.543103,463.6034483,545.2586207,1769.681034,12699.47414,1083.974138,6139.008621,2951.681034,4930.456897,1181.482759,278.1982759,2301.517241,10151.92241,323.5431034,568.5172414,508.9310345,12454.10345,364.3706897,115.8189655,5813.853448,9466.913793,1480.232759,384.1465517,2825.0,8372.094828,578.7844828,249.2586207,1249.163793,4580.163793,747.9137931,381.5086207,1328.956897,3394.387931,691.4482759,151.6896552,5153.913793,3133.922414,1160.465517,169.8103448,3264.017241,256.887931,834.6810345,116,14.3013459,11.3618223,0.607318764,0.899224806,0.594871795,1.354073925,0,0,0,1,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,1,0,0,0,B Cell,B Cells
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+3955,26616.25882,909.5529412,808.5764706,1134.223529,24121.76471,725.6470588,719.0,1670.270588,13869.68235,559.6823529,702.8588235,1789.117647,17273.03529,1330.105882,3422.094118,2582.282353,6028.741176,1359.952941,312.6823529,2543.623529,13115.65882,468.5176471,175.0823529,776.7411765,15880.61176,484.1176471,128.1411765,2279.882353,12338.16471,1572.694118,604.3764706,2817.976471,10592.30588,1137.752941,296.4470588,1573.447059,7674.694118,950.2941176,440.0470588,1339.035294,5730.294118,612.7176471,168.5529412,2310.070588,5203.941176,1363.988235,536.6470588,3382.847059,562.9647059,833.6823529,85,12.30542759,9.089153687,0.674111444,0.904255319,0.607142857,1.377106787,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,NK Cell,Other Cells
+3956,27173.86316,813.5263158,523.8105263,1063.631579,25804.51579,683.6631579,937.8421053,1563.736842,14451.98947,628.7789474,789.8631579,1779.568421,17819.38947,1235.284211,4050.568421,2763.315789,6400.957895,1290.473684,301.5684211,2353.084211,13736.53684,446.0421053,1150.547368,676.8315789,17047.93684,713.5473684,120.0421053,1687.915789,13164.35789,1599.294737,622.6315789,2804.357895,11459.66316,632.0210526,278.1684211,1483.294737,8309.463158,1165.926316,408.4105263,1326.063158,6068.915789,1020.905263,153.2947368,2551.326316,5739.884211,1332.663158,243.3684211,3247.368421,592.1368421,834.9157895,95,11.41599612,11.03291057,0.256880816,0.904761905,0.608974359,1.148342699,1,1,1,1,0,0,0,0,1,1,0,0,0,0,0,1,0,0,1,0,1,0,0,0,Cytotoxic T Cell,T Cells
+3957,35076.72059,981.7745098,538.7696078,1101.583333,31162.39706,743.3529412,909.6666667,1627.843137,18338.0098,585.245098,1361.387255,1774.627451,22419.4902,1346.303922,3012.254902,3611.70098,7949.995098,1413.75,356.5490196,2557.877451,16685.55392,609.4803922,110.6176471,1319.397059,20663.56373,493.9754902,217.3872549,2282.759804,15929.55392,1909.323529,536.5882353,2789.279412,13962.53922,1025.607843,287.5343137,1503.602941,10046.79412,1405.882353,414.7058824,1300.5,7125.328431,618.5784314,162.2990196,2689.705882,6323.607843,1377.818627,776.8137255,3237.191176,725.2205882,837.7745098,204,19.68558155,13.79910181,0.713185781,0.923076923,0.68,-0.312325899,1,0,1,1,0,0,0,0,0,0,1,0,1,0,0,1,0,0,0,0,1,0,1,0,Regulatory T Cell,T Cells
+3958,31767.69565,993.7391304,470.7173913,1058.847826,27545.95652,728.6304348,645.4782609,1522.065217,16326.17391,550.3478261,470.2826087,1718.456522,19437.91304,1329.130435,2495.26087,2133.391304,7129.195652,1295.586957,297.1521739,2331.847826,15279.21739,418.2608696,124.673913,519.7391304,18900.97826,414.2826087,130.173913,1832.652174,14514.54348,1465.065217,548.9347826,2799.413043,12712.34783,604.4347826,269.326087,1386.847826,9020.717391,832.2173913,392.9565217,1277.586957,6840.130435,619.1956522,154.1956522,1946.195652,6108.978261,1360.23913,1343.413043,3247.26087,618.1956522,833.2608696,46,9.103168285,6.772428407,0.668219832,0.92,0.575,-1.110336642,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Unknown,Other Cells
+3959,27965.91489,1116.117021,479.4148936,1028.0,24717.75532,771.4680851,523.7340426,1422.925532,14798.89362,658.4361702,923.287234,1671.893617,18462.1383,1403.670213,1940.202128,1682.712766,6331.5,1377.170213,353.9255319,2314.319149,13520.1383,412.0744681,142.9893617,793.1489362,16734.96809,438.9574468,118.0,860.3085106,13517.7234,1633.042553,463.3085106,2787.946809,11620.28723,585.4787234,269.2446809,1084.840426,8573.446809,1235.968085,391.3191489,1312.56383,6198.978723,606.4787234,157.4361702,1125.670213,5778.861702,1350.882979,1520.031915,3117.138298,713.9893617,836.5531915,94,14.46289549,8.508501351,0.808643767,0.949494949,0.723076923,-0.449422229,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,T Cell,T Cells
+3960,40526.47368,911.9868421,557.0,1131.289474,34208.76316,745.8947368,618.5263158,1785.671053,19814.40789,552.7105263,519.1578947,1718.973684,24369.76316,1282.526316,4398.697368,4229.815789,9479.078947,1351.342105,321.2105263,2306.355263,19295.77632,434.0526316,372.9210526,687.8552632,24549.27632,455.1710526,142.9473684,3188.407895,19028.73684,1711.828947,537.0131579,2798.921053,16367.82895,626.9342105,297.8289474,1560.223684,10670.52632,935.9210526,436.2763158,1308.263158,6315.723684,686.7236842,172.2894737,2831.644737,6406.276316,1351.026316,283.6052632,3293.0,930.0526316,834.5263158,76,11.22399726,8.877420178,0.611903873,0.926829268,0.628099174,-0.899853998,1,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Dendritic Cell,Other Cells
+3961,28986.40455,781.8181818,537.5772727,1076.181818,22130.42727,596.7136364,691.8772727,1560.804545,10121.45,468.1818182,1316.009091,1741.813636,14505.98636,1066.522727,5373.090909,2343.636364,5654.090909,1349.963636,260.3363636,2581.195455,11351.57273,607.1590909,1212.304545,1545.495455,14098.76818,448.3818182,329.7181818,1328.259091,10763.31818,2157.259091,430.05,2812.581818,8836.154545,668.1409091,240.5090909,861.6,5258.013636,1005.25,364.6772727,1275.568182,2834.868182,871.05,145.15,2270.3,3027.809091,1076.640909,940.1818182,3122.090909,1027.95,840.3181818,220,20.39756938,15.11011887,0.671747313,0.88,0.625,0.020730358,0,0,1,1,0,0,0,0,1,0,1,0,1,0,0,0,0,0,1,0,1,0,1,0,Regulatory T Cell,T Cells
+3962,18041.3432,1423.526627,633.6745562,1170.579882,16230.88166,1054.023669,616.0946746,1994.704142,8547.201183,770.0650888,489.1360947,1727.52071,10422.16568,1650.337278,3358.43787,1416.473373,3664.473373,1616.976331,409.035503,2317.076923,7867.964497,519.7869822,506.5266272,448.9526627,9368.076923,515.1656805,163.3254438,1072.053254,7225.307692,2096.005917,410.6923077,2839.147929,6581.526627,717.3609467,402.8816568,1219.242604,4149.970414,1162.260355,546.0295858,1340.591716,3176.100592,1413.443787,208.2248521,1471.881657,2970.201183,1755.52071,4611.159763,3292.810651,325.5384615,838.4911243,169,15.10371784,14.32239103,0.317467241,0.949438202,0.66015625,-0.285823924,1,1,0,0,1,1,0,0,1,0,1,0,1,0,0,1,1,1,1,1,0,1,1,0,Macrophage,Other Cells
+3963,26795.4661,884.5169492,590.6779661,1110.313559,24247.30508,701.6864407,604.7118644,1618.152542,13824.29661,540.0508475,1151.644068,1785.855932,16352.66102,1270.330508,3456.152542,3960.211864,6168.152542,1410.974576,341.8559322,2430.084746,13308.76271,428.2711864,675.0762712,713.3728814,15890.59322,559.4830508,149.5508475,3443.440678,12056.5339,1709.084746,475.1949153,2824.525424,10812.78814,629.6525424,289.9745763,1395.974576,7055.262712,1487.457627,437.2288136,1308.161017,5478.457627,765.2966102,171.7711864,5450.076271,4834.508475,1379.29661,1308.20339,3285.898305,359.1186441,837.7033898,118,13.74840345,11.21104462,0.578836842,0.914728682,0.605128205,-0.534963842,1,0,1,1,0,0,0,0,1,1,0,0,0,0,0,1,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells
+3964,24471.85227,1001.153409,680.0397727,1129.880682,21247.27273,748.6988636,739.6420455,1610.022727,12278.03977,655.6988636,771.7670455,1753.590909,14995.54545,1338.806818,2446.147727,1810.159091,5525.806818,1402.693182,332.7102273,2528.403409,11831.00568,430.2386364,2272.505682,627.3181818,14268.02273,518.3011364,132.6477273,919.7443182,10897.80682,1634.8125,497.7159091,2822.028409,9571.375,773.6931818,306.8409091,1349.136364,6561.903409,1096.551136,442.6193182,1361.596591,4944.761364,1192.931818,175.6079545,2996.301136,4546.414773,1370.982955,261.8636364,3262.715909,484.5397727,838.8806818,176,17.31026092,13.35569149,0.636171512,0.921465969,0.611111111,-0.664748669,1,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,1,0,1,0,0,0,Macrophage,Other Cells
+3965,26903.325,798.33125,469.48125,1061.10625,24129.13125,669.375,642.29375,1545.5625,13460.68125,799.01875,555.55,1740.3375,17389.28125,1189.825,2502.2125,1629.03125,6244.90625,1296.33125,311.3,2343.475,12564.18125,7323.4875,526.73125,525.58125,15367.1,874.4125,114.85,1389.1125,12031.93125,1550.3375,561.63125,2803.60625,10404.25,644.04375,259.69375,1269.24375,7497.5875,974.6125,386.55625,1341.3375,5388.39375,728.95625,152.41875,4482.91875,5025.86875,1251.7,273.325,3257.15,749.48125,836.48125,160,16.17892309,12.76836707,0.614139372,0.963855422,0.769230769,1.310016388,1,1,0,0,0,0,0,1,1,1,0,0,0,0,0,0,0,1,0,0,1,0,0,0,Macrophage,Other Cells
+3966,27534.66667,852.2307692,815.6153846,1109.397436,24366.16667,702.9871795,1011.679487,1633.833333,14152.16667,614.1666667,1615.769231,1826.602564,17739.16667,1247.0,2775.179487,4937.769231,6541.5,1301.192308,308.6025641,2486.987179,13602.80769,445.474359,229.3205128,1617.846154,16735.97436,2002.525641,119.8333333,1642.115385,12953.29487,1618.628205,521.0128205,2803.564103,11142.38462,692.1153846,278.5384615,1656.384615,8152.410256,1740.923077,421.4487179,1337.294872,5608.230769,637.3205128,157.9487179,3067.179487,5349.064103,1362.294872,445.7692308,3232.75641,809.974359,835.9358974,78,11.64930119,8.653564753,0.669469198,1.0,0.644628099,0.821295264,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+3967,36956.96429,886.2428571,620.15,1129.971429,32414.77857,697.4071429,549.4785714,1689.628571,16296.95,541.8214286,638.4071429,1784.714286,21034.07143,1246.321429,5636.635714,2995.157143,7888.771429,1338.528571,319.1642857,2299.714286,16361.31429,393.9785714,610.3857143,522.85,20071.38571,404.6357143,128.0857143,3952.742857,15473.59286,1506.614286,355.2285714,2807.157143,13473.27857,597.8714286,289.0857143,1258.464286,6988.178571,862.0285714,420.3142857,1318.8,4948.621429,707.4214286,161.3642857,2925.492857,4621.971429,1252.814286,152.1214286,3280.685714,247.8428571,841.6928571,140,17.92531931,10.42420991,0.813521012,0.880503145,0.614035088,0.044796981,1,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Dendritic Cell,Other Cells
+3968,22180.45113,1064.691729,599.4586466,1062.451128,18691.71429,701.7293233,682.8496241,1485.270677,10137.01504,586.4887218,1153.819549,1723.390977,12580.65414,1276.135338,3432.18797,2459.857143,4628.120301,1274.368421,302.2406015,2794.075188,9961.37594,375.9924812,241.4210526,691.6992481,12084.94737,512.8571429,119.8120301,1716.383459,9405.195489,1761.661654,350.1804511,2817.518797,8489.368421,563.4360902,276.556391,1091.413534,5186.06015,1038.345865,410.6842105,1295.398496,3930.43609,606.7744361,160.2481203,1989.75188,3584.969925,1263.075188,3419.458647,3250.037594,309.5488722,839.7293233,133,14.05652585,12.2566785,0.48958343,0.977941176,0.682051282,0.333463042,1,0,1,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,T Cell,T Cells
+3969,30421.56667,890.1833333,563.9833333,1105.8125,26676.50417,713.6125,825.9375,1621.270833,15615.84167,565.3666667,794.4375,1758.4125,18704.1875,1288.241667,2898.216667,3692.3,6797.475,1516.158333,331.2333333,2350.608333,14620.20833,462.7416667,1074.833333,585.7375,17718.06667,656.5041667,131.3166667,2052.958333,13825.63333,1682.195833,601.0375,2820.2375,12105.55,682.725,296.825,1596.908333,8211.020833,1077.3125,448.3291667,1327.804167,6075.8125,873.0541667,175.1333333,2514.791667,5605.958333,1385.220833,1430.091667,3252.616667,448.6458333,844.0333333,240,25.57278409,12.66785926,0.868685001,0.848056537,0.615384615,-0.129673128,1,0,1,1,1,0,0,0,1,1,0,0,0,0,0,0,0,0,1,0,1,0,1,0,Cytotoxic T Cell,T Cells
+3970,13311.20408,782.7918367,498.8979592,1068.497959,12447.2898,648.2122449,607.2693878,1476.355102,7123.404082,504.3020408,522.3714286,1730.036735,9066.073469,1197.526531,860.6040816,973.9183673,3382.220408,1288.106122,286.4081633,2300.967347,7292.477551,425.7387755,168.1877551,553.5591837,8841.0,669.6367347,111.7102041,881.8244898,7004.138776,1304.244898,662.2326531,2810.922449,6283.126531,671.1673469,255.7836735,2690.816327,4636.008163,859.6,387.8816327,1353.342857,3573.693878,765.5714286,154.4408163,2113.391837,3323.187755,1351.502041,1831.820408,3247.297959,662.877551,839.7265306,245,19.8289994,15.8364997,0.601791154,0.968379447,0.716374269,-0.849702732,1,0,0,0,0,0,0,0,0,1,0,0,0,1,0,0,0,1,0,0,1,0,1,0,Activated APC,Other Cells
+3971,30056.07767,1016.15534,571.6893204,1071.368932,25882.7767,716.0873786,649.7864078,1503.669903,14587.13592,572.9805825,777.5436893,1706.116505,19209.28155,1259.883495,2946.31068,3006.106796,6854.398058,1233.757282,292.3398058,2310.873786,14230.34951,581.776699,156.0776699,701.2718447,17157.42718,572.3398058,115.7864078,2856.834951,13482.21359,1668.980583,547.2330097,2804.135922,11611.2233,723.6407767,259.815534,1431.048544,8260.621359,910.6116505,394.0970874,1301.61165,5660.300971,606.4466019,153.6990291,2559.533981,5411.145631,1230.504854,235.6116505,3488.543689,838.6213592,837.6601942,103,12.8206181,10.45169531,0.579143608,0.971698113,0.613095238,-1.1946585,1,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,1,NK Cell,Other Cells
+3972,30551.275,892.0214286,669.9785714,1102.417857,26575.23571,707.3071429,782.3178571,1637.996429,14457.62857,530.3392857,1202.614286,1766.925,19127.71786,1217.717857,4464.432143,3235.857143,6999.260714,1258.417857,306.3,2350.853571,14342.14643,400.475,550.3464286,1524.703571,17984.53929,450.8607143,586.2071429,3507.660714,13651.18571,2108.464286,523.2678571,2809.5,11669.52143,636.5214286,268.9571429,1152.217857,7804.346429,989.3714286,406.7821429,1318.532143,4839.728571,837.7785714,157.575,2208.582143,4742.042857,1224.471429,339.7285714,3281.096429,915.4535714,840.3428571,280,20.00487984,18.24447601,0.410187355,0.933333333,0.701754386,1.376292118,1,0,1,1,0,0,0,0,1,0,1,0,1,0,0,0,0,0,1,0,1,0,0,0,Regulatory T Cell,T Cells
+3973,38684.82192,890.9589041,515.0136986,1095.671233,35228.91781,738.1232877,945.3835616,1618.438356,19830.60274,582.8630137,1701.876712,1785.438356,23756.39726,1356.945205,2932.178082,3977.369863,8794.780822,1466.630137,340.8767123,2599.260274,19142.17808,1133.506849,284.2328767,932.8356164,23271.0274,1521.068493,135.2054795,1506.205479,17889.64384,1780.931507,453.1232877,2844.136986,15991.56164,950.7123288,318.6849315,1259.589041,10533.57534,1685.424658,465.0,1317.260274,7951.232877,672.9315068,181.7260274,3100.808219,7244.726027,1434.794521,415.6712329,3296.671233,370.2739726,836.8082192,73,11.24497192,9.490127627,0.53643114,0.848837209,0.608333333,1.450148165,1,0,1,1,1,0,0,1,0,1,0,0,0,0,0,1,0,0,0,1,1,0,0,0,Cytotoxic T Cell,T Cells
+3974,31433.824,872.672,579.496,1088.56,29219.92,735.448,666.216,1620.664,16075.096,556.624,899.6,1793.672,19617.912,1311.104,3106.208,4118.656,7206.344,1428.232,316.512,2414.648,15541.52,494.68,207.552,728.2,18674.232,440.656,196.864,2885.104,14560.144,1664.368,656.856,2825.608,12870.864,841.984,300.088,1750.576,8546.584,1104.232,443.936,1307.256,6481.424,649.608,175.752,3767.688,5843.76,1401.2,1338.112,3257.408,387.288,839.384,125,13.42101729,12.20614169,0.41574851,0.939849624,0.595238095,0.635278166,1,0,1,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,1,0,T Cell,T Cells
+3975,24788.93467,921.7386935,611.2763819,1078.38191,22228.41709,702.7537688,631.3417085,1537.170854,12238.50251,555.0050251,828.281407,1784.507538,15417.07538,1280.824121,3038.20603,2712.467337,5468.321608,1962.005025,305.919598,2339.924623,11796.22111,404.0351759,1021.070352,609.5427136,14410.76382,432.718593,128.2361809,2352.994975,11420.65829,1750.492462,528.5276382,2822.19598,9942.552764,730.4924623,286.9095477,1467.211055,6780.713568,1162.211055,432.6331658,1317.396985,5134.020101,915.5075377,169.7085427,3649.939698,4672.738693,1355.150754,210.9648241,3279.170854,427.2713568,840.9346734,199,16.6076109,15.62648579,0.338620142,0.947619048,0.690972222,1.518513663,1,0,1,1,1,0,0,0,1,0,0,0,0,0,0,1,0,0,1,0,1,0,0,0,T Cell,T Cells
+3976,17545.2987,858.7662338,486.7402597,1037.571429,15920.97403,678.3506494,552.9350649,1486.506494,8504.12987,948.9480519,388.1168831,1764.831169,11400.7013,1286.142857,2728.441558,1797.025974,4022.285714,1542.246753,332.9090909,2277.792208,8359.649351,390.8181818,856.3766234,457.4155844,10173.7013,415.1818182,113.3766234,1105.701299,7631.779221,1525.649351,583.2337662,2783.272727,6715.337662,803.3896104,253.3896104,1324.987013,4936.961039,765.5974026,370.7662338,1359.220779,3723.896104,805.4025974,161.0,2494.987013,3362.584416,1434.753247,9895.142857,3157.363636,623.7142857,839.2207792,77,12.56371657,8.043033302,0.768225395,0.927710843,0.611111111,-0.192399537,1,1,0,0,1,0,0,0,1,0,0,0,0,0,0,0,0,1,1,0,1,0,1,0,Macrophage,Other Cells
+3977,28198.8216,845.2910798,535.4929577,1096.126761,25089.83099,677.6713615,644.8356808,1597.525822,13925.53991,583.8638498,1060.624413,1739.478873,17730.30516,1247.394366,2417.140845,3424.159624,6492.530516,1284.901408,305.8732394,2413.643192,13377.13146,408.7230047,228.7699531,920.0892019,16704.21596,1161.751174,131.2910798,2516.164319,12586.22535,1470.286385,564.0751174,2809.929577,10920.68075,1053.234742,274.7840376,1769.201878,7913.328638,1273.859155,411.4507042,1317.816901,5517.159624,656.1173709,162.7793427,3552.502347,5123.469484,1332.732394,424.4882629,3216.746479,791.4835681,838.7981221,213,22.96251645,11.95338213,0.853824705,0.938325991,0.806818182,1.536024316,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+3978,32944.99065,997.3084112,537.7196262,1082.261682,27283.74766,720.9953271,622.0,1565.635514,15839.34112,572.7336449,843.3271028,1722.64486,20053.0,1270.247664,2596.742991,3233.378505,7411.345794,1258.957944,301.9859813,2375.046729,15405.72897,561.3504673,128.5841121,672.682243,19052.25234,634.4158879,126.0093458,3149.962617,14478.98131,1635.023364,521.0373832,2797.831776,12586.23832,634.182243,279.4672897,1487.116822,8785.200935,1004.443925,402.2897196,1288.172897,5791.971963,597.4859813,162.9205607,3141.443925,5582.285047,1238.845794,169.3037383,3338.163551,856.3457944,841.7897196,214,20.52244529,13.68480889,0.745217427,0.938596491,0.594444444,0.57022225,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+3979,31501.47475,835.6464646,576.0808081,1072.030303,28657.89899,695.4848485,925.6262626,1678.222222,15067.19192,633.3131313,1310.464646,1807.373737,19107.25253,1179.858586,5350.737374,4166.040404,7325.69697,1241.444444,327.6060606,2595.393939,15085.47475,468.0606061,1891.121212,1768.222222,18949.58586,465.1515152,160.7474747,3789.181818,14474.34343,2563.434343,602.6666667,2815.777778,12136.68687,612.6969697,275.4444444,1152.59596,7733.858586,1157.69697,413.989899,1372.252525,4519.616162,1068.828283,153.9191919,3757.444444,4572.525253,1236.474747,251.4646465,3198.656566,971.0505051,840.0909091,99,12.93650659,10.08594463,0.626215783,0.942857143,0.642857143,0.090491877,1,1,1,1,0,0,0,0,1,0,1,0,1,0,0,1,0,1,1,0,1,0,0,0,Regulatory T Cell,T Cells
+3980,30921.45783,1000.939759,553.9879518,1079.337349,27512.96386,737.5060241,642.1445783,1575.084337,14368.18072,606.8433735,1343.301205,1809.698795,18310.98795,1292.493976,4926.349398,3436.060241,6401.722892,1341.578313,314.746988,2479.168675,14153.92771,472.8433735,440.253012,871.2650602,16855.92771,945.5783133,125.686747,1873.759036,13203.75904,1716.843373,374.5542169,2797.73494,11700.21687,593.1686747,272.5180723,1134.060241,6920.433735,1371.963855,420.3373494,1298.542169,5321.253012,662.8313253,160.4819277,2526.578313,4700.409639,1274.180723,305.4939759,3541.048193,297.626506,838.5542169,83,11.20154759,9.629551594,0.510862215,0.954022989,0.754545455,1.000725259,1,0,1,1,0,0,0,0,1,1,0,0,0,0,0,1,0,0,0,0,1,0,0,1,Cytotoxic T Cell,T Cells
+3981,28893.77381,826.0833333,543.1547619,1083.47619,26156.41667,691.297619,795.1904762,1555.440476,14752.66667,547.0119048,1454.0,1812.488095,18297.25,1468.833333,5170.22619,3461.404762,6595.619048,1403.75,317.5714286,2886.380952,14301.88095,428.047619,561.0595238,1021.154762,17692.15476,447.4761905,170.6904762,2047.119048,13457.75,2272.845238,624.9880952,2806.559524,11647.58333,757.3690476,284.9285714,1979.214286,8452.107143,1391.821429,427.2261905,1347.416667,6309.083333,743.3333333,171.4166667,5709.452381,5613.119048,1336.642857,296.0119048,3276.071429,553.8928571,838.7142857,84,13.32389709,8.339987942,0.779869543,0.865979381,0.646153846,1.372598662,1,0,1,1,0,0,1,0,1,0,1,0,1,0,0,1,0,1,0,0,1,0,0,0,Regulatory T Cell,T Cells
+3982,35172.35526,898.5789474,581.3026316,1096.592105,30504.44737,739.6842105,712.2763158,1634.539474,17862.48684,548.7894737,743.2894737,1725.802632,20980.75,1335.078947,3445.763158,3137.868421,7696.828947,1315.736842,293.4736842,2379.631579,16451.46053,453.7105263,350.6052632,641.8947368,20030.60526,459.8289474,121.5,2059.421053,15233.15789,1644.289474,581.8684211,2805.697368,12990.85526,672.2236842,287.9342105,1698.868421,9272.263158,1055.368421,418.1184211,1308.157895,7113.407895,702.5263158,155.6315789,2902.276316,6005.697368,1391.407895,522.3421053,3337.026316,600.6184211,840.1052632,76,10.96389201,9.291866252,0.530800086,0.894117647,0.575757576,0.191453047,1,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Dendritic Cell,Other Cells
+3983,21689.9604,891.3168317,535.7821782,1062.366337,18824.0,645.2673267,404.9405941,1498.148515,10282.0099,547.0,421.7227723,1715.425743,13615.80198,1163.158416,3201.663366,2245.158416,5123.950495,1335.415842,291.009901,2265.188119,10082.09901,360.990099,761.1089109,507.2079208,12387.24752,407.5049505,122.0792079,2889.960396,9611.267327,1408.712871,474.8514851,2796.435644,8230.425743,740.7128713,249.039604,1209.049505,5592.792079,771.2772277,378.5643564,1301.732673,3604.60396,809.2772277,152.5445545,2485.60396,3548.376238,1174.39604,394.6633663,3272.910891,899.6534653,840.8217822,101,13.74226437,9.565191143,0.718001212,0.943925234,0.706293706,0.519230633,1,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,1,0,0,0,Dendritic Cell,Other Cells
+3984,37110.79775,947.3820225,754.2359551,1147.735955,26140.38764,728.5,851.0449438,1701.331461,12375.16854,493.3595506,1945.02809,1770.932584,16890.22472,1145.606742,3795.308989,2345.882022,6604.157303,1253.831461,288.1235955,2705.247191,13156.12921,448.5505618,233.3595506,1357.308989,16383.20225,461.9325843,793.3876404,1594.550562,12635.25843,2096.865169,379.011236,2811.078652,10420.97191,636.7022472,259.6404494,914.511236,6190.747191,1006.157303,384.488764,1298.202247,3436.91573,600.0168539,151.0898876,1687.516854,3575.061798,1135.533708,382.9269663,3154.764045,1013.247191,841.1910112,178,22.12887811,12.45886209,0.826447546,0.763948498,0.551083591,1.240824027,1,0,1,1,0,0,1,0,0,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,Regulatory T Cell,T Cells
+3985,24576.55556,928.5277778,988.75,1175.055556,23213.52778,735.7777778,921.0277778,1744.75,13248.5,574.9722222,568.4444444,1851.166667,16206.38889,1355.166667,777.3333333,1071.083333,5913.972222,1429.194444,319.6666667,2410.583333,13056.44444,511.5277778,153.3611111,532.8055556,16357.5,472.1944444,127.5833333,942.8611111,12344.77778,1624.888889,476.6666667,2819.111111,10563.55556,643.7777778,309.9444444,1672.583333,7403.861111,911.5,463.1388889,1335.416667,5779.333333,627.2222222,171.4722222,1047.611111,5327.472222,1418.638889,147.4444444,3407.777778,511.7222222,837.4444444,36,7.758807268,6.061285457,0.624263864,0.923076923,0.666666667,1.505355168,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,NK Cell,Other Cells
+3986,32254.57554,844.7841727,482.8561151,1068.223022,28496.6259,699.3884892,837.676259,1602.956835,17368.09353,558.1798561,1078.122302,1735.985612,20280.48921,1291.079137,3924.136691,3455.05036,7525.266187,1322.877698,302.2230216,2752.640288,16448.91367,418.1582734,308.3381295,1255.165468,20051.2518,430.2805755,119.6402878,1621.0,15663.82014,1743.0,655.352518,2785.863309,13852.82734,666.7482014,283.9496403,1323.079137,9900.251799,948.7913669,402.1654676,1312.755396,7307.201439,652.9856115,160.352518,2021.294964,6701.453237,1399.244604,589.6258993,3193.482014,610.971223,843.1079137,139,18.10521698,10.09601901,0.830089369,0.939189189,0.545098039,-0.690680971,1,0,1,1,0,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,T Cell,T Cells
+3987,18680.91608,883.4125874,560.3846154,1078.636364,16618.44056,704.8811189,831.7902098,1550.937063,9606.881119,531.5104895,1224.608392,1747.811189,12178.81119,1291.167832,2561.748252,1756.958042,4444.804196,1247.517483,288.4755245,2296.34965,9517.503497,439.1468531,107.2517483,931.5944056,11616.85315,705.4825175,119.958042,875.6223776,9058.048951,1327.72028,560.041958,2797.804196,8068.160839,617.4685315,265.3006993,1914.041958,5809.321678,1217.06993,391.6783217,1320.216783,4432.405594,644.8811189,158.8531469,2366.202797,4001.06993,1384.27972,2195.804196,3234.734266,647.3076923,842.8531469,143,14.72158324,12.53090308,0.524853423,0.966216216,0.6875,0.157116261,1,0,1,0,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells
+3988,41362.78652,913.8426966,623.8426966,1148.280899,38232.57303,751.2696629,829.247191,1841.033708,18881.94382,541.1235955,1080.022472,1808.033708,26270.7191,1273.752809,3344.011236,4121.842697,9791.842697,1330.561798,326.4719101,2360.101124,19511.21348,458.7078652,168.6629213,1391.101124,24449.49438,884.7865169,142.3595506,3045.325843,19106.25843,1757.460674,481.6966292,2812.662921,15720.95506,1124.516854,286.5617978,1315.011236,9922.617978,1229.191011,434.5730337,1300.786517,5630.213483,623.1348315,165.6741573,2472.719101,5771.325843,1284.606742,542.2921348,3275.337079,992.1123596,839.494382,89,13.04097888,9.144288418,0.712968094,0.908163265,0.635714286,1.104690633,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+3989,40244.34025,929.8506224,552.2572614,1122.3361,35519.09544,742.4522822,852.7842324,1760.950207,18648.77178,590.9626556,1418.80083,1814.688797,23791.0083,1335.742739,5521.522822,4850.452282,8730.526971,1394.103734,339.1161826,2471.182573,18869.02905,1924.879668,243.3070539,615.4564315,22860.94191,1873.041494,136.4315353,3366.087137,17974.76349,1604.282158,380.560166,2834.3361,15990.12448,654.5892116,323.4273859,1392.290456,9127.950207,1460.838174,458.7925311,1317.016598,6813.518672,675.7634855,179.4605809,5215.742739,6123.576763,1389.763485,415.3941909,3325.854772,283.2904564,842.7842324,241,24.69369813,13.1878381,0.845448582,0.892592593,0.662087912,-1.557711134,1,0,1,1,0,0,0,1,0,1,0,0,0,0,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+3990,37314.0,960.3018868,860.5471698,1178.339623,31682.13208,766.2075472,836.1320755,1789.264151,19739.50943,592.4528302,461.3396226,1787.679245,23847.54717,1402.169811,1209.45283,1090.358491,8607.45283,1511.339623,363.9433962,2373.566038,18517.96226,480.2264151,178.2075472,462.1886792,23141.32075,478.9245283,135.0,1023.377358,18207.69811,1557.622642,462.3962264,2830.075472,15743.22642,969.3962264,329.6226415,1578.54717,10980.88679,883.8867925,476.4339623,1341.018868,8063.716981,661.8490566,178.3773585,1041.471698,7724.0,1488.301887,166.6603774,3299.660377,504.5660377,840.3207547,53,8.5290855,8.067586827,0.324483987,0.929824561,0.654320988,-0.73548984,1,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,1,0,0,0,1,0,0,Macrophage,Other Cells
+3991,19884.11047,904.5465116,809.3023256,1145.866279,18922.01163,723.5174419,762.3372093,1623.360465,10231.9593,558.5988372,556.5523256,1780.267442,12701.25581,1370.238372,705.7325581,884.6046512,4605.476744,1374.872093,329.2034884,2375.668605,10057.80814,480.9651163,202.2267442,510.3604651,12108.79651,523.3662791,129.6104651,829.8953488,9257.686047,1512.825581,530.2383721,2815.697674,8181.994186,662.7383721,288.8023256,1738.215116,5736.889535,888.9534884,451.3139535,1352.912791,4526.156977,643.3488372,169.244186,1351.215116,3864.505814,1425.744186,324.372093,3232.209302,519.0232558,844.1162791,172,16.74700099,14.46282947,0.504165374,0.873096447,0.530864198,1.047993708,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,Unknown,Other Cells
+3992,29058.56701,896.0309278,645.8556701,1116.783505,26625.91753,748.1185567,905.6391753,1634.252577,15537.28866,602.0876289,1327.030928,1797.979381,19011.56701,1341.345361,2573.195876,2450.164948,6684.237113,1376.958763,322.4020619,2380.623711,14524.0567,462.2938144,417.1134021,1318.659794,17768.25773,654.0309278,217.7731959,1047.113402,13911.07732,1713.752577,593.0721649,2818.706186,12034.8299,1052.371134,302.7061856,1305.902062,8619.93299,1294.824742,447.3298969,1351.798969,6427.546392,696.0051546,171.1391753,2957.773196,5743.747423,1408.649485,458.9278351,3279.185567,567.371134,843.6958763,194,21.78793942,11.75847705,0.841871359,0.898148148,0.60625,-1.04981666,1,0,1,1,0,0,0,0,1,1,1,0,0,0,0,1,0,1,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+3993,20161.00709,771.7234043,428.4539007,1054.808511,18378.55319,635.6666667,584.6028369,1500.48227,10545.88652,501.2269504,412.1489362,1724.801418,13018.26241,1185.397163,888.9503546,871.106383,4956.723404,1214.22695,281.3829787,2291.007092,10426.36879,395.9574468,104.5177305,463.3049645,12858.56028,513.8510638,110.1702128,1111.843972,9779.546099,1290.241135,542.2765957,2815.893617,8722.255319,634.070922,251.3971631,1740.234043,6414.113475,804.4042553,374.1631206,1315.368794,4777.716312,635.8297872,151.7943262,1997.035461,4341.092199,1308.156028,1380.141844,3161.971631,632.2765957,844.4326241,141,15.31925468,12.20491257,0.604369608,0.959183673,0.55952381,-0.218529111,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Unknown,Other Cells
+3994,20399.19598,857.7638191,848.3065327,1130.060302,18379.71357,686.3517588,781.7688442,1656.050251,10150.69347,659.7889447,807.9447236,1803.562814,13271.94975,1220.58794,1800.668342,2854.552764,4819.623116,1307.572864,296.0050251,2371.613065,9932.110553,429.0904523,446.3668342,1029.366834,12275.29146,707.3969849,119.1306533,1454.015075,9534.005025,1742.582915,704.8291457,2795.281407,8238.763819,658.8090452,268.9296482,1609.768844,5971.703518,1128.321608,409.4723618,1341.959799,4295.170854,739.8140704,158.6432161,2439.271357,4010.98995,1307.386935,218.0552764,3277.592965,767.798995,843.1407035,199,18.3527101,14.02022049,0.645296885,0.956730769,0.654605263,1.370191008,1,1,1,1,0,0,0,0,1,1,0,0,0,1,0,1,0,1,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+3995,23652.75,836.8684211,484.9342105,1065.822368,21818.82895,677.7039474,580.9144737,1562.572368,12313.25658,520.5460526,953.2434211,1784.453947,15936.34211,1268.559211,1521.421053,1527.927632,5691.546053,1278.493421,312.5065789,2344.651316,12189.86184,473.0328947,139.75,849.125,14923.52632,685.4013158,117.5328947,775.1644737,11591.61842,1325.052632,542.4078947,2806.506579,10214.375,658.4013158,268.75,2070.690789,7471.611842,1137.506579,401.7828947,1328.5,5624.605263,1649.815789,153.8157895,1723.019737,5126.585526,1466.993421,2121.368421,3214.539474,686.1710526,844.7697368,152,20.00042848,10.34321846,0.855894876,0.888888889,0.527777778,-0.885682191,1,0,1,0,0,0,0,0,0,1,0,0,0,0,0,1,0,0,1,0,1,1,1,0,Cytotoxic T Cell,T Cells
+3996,30072.3125,942.6125,842.35,1116.1875,27683.05,693.1625,802.95,1731.025,15695.5875,541.3875,700.6,1757.7125,20795.4125,1273.725,1443.725,1609.3125,7637.65,1339.175,321.0,2429.3625,15217.3,6458.55,121.825,642.2125,19233.9125,526.9,120.7,1094.5375,14765.525,1565.05,500.475,2826.1125,13071.4,2971.4875,278.6,1466.575,9373.525,1016.0625,406.3875,1325.0125,6919.9375,621.0375,157.6375,2137.1625,6442.2875,1373.6375,285.65,3301.1625,734.4375,842.55,80,12.62609916,8.653272209,0.728215679,0.879120879,0.512820513,-0.924257557,1,0,0,0,0,0,0,1,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Proliferating Cell,Other Cells
+3997,32886.86667,985.88,489.0266667,1066.44,28934.42667,719.6266667,826.4,1506.426667,16508.96,735.4933333,1840.08,1766.533333,20851.84,1254.653333,1619.693333,3121.773333,7424.24,1305.426667,334.4933333,2360.04,15851.98667,406.0666667,326.1466667,1732.466667,19737.8,1290.026667,122.6266667,997.1333333,14970.69333,1584.56,465.32,2802.52,13042.38667,804.56,278.0,1260.093333,9382.973333,1785.44,411.4933333,1335.213333,6397.693333,681.4533333,155.6666667,2432.013333,6123.653333,1304.266667,270.1066667,3379.76,806.3733333,843.76,75,11.52802403,9.217719397,0.600543198,0.882352941,0.568181818,0.626662352,1,1,1,1,0,0,0,0,1,1,0,0,0,0,0,1,0,0,0,0,1,0,0,1,Cytotoxic T Cell,T Cells
+3998,28513.46429,879.1173469,679.0255102,1103.505102,26044.43878,698.627551,740.1734694,1676.47449,13632.90816,518.2653061,704.122449,1739.673469,18177.31122,1225.77551,4877.433673,3712.561224,6927.341837,1287.591837,305.0255102,2319.188776,14161.57143,424.6173469,493.0918367,708.1836735,17863.16837,487.5918367,136.4693878,4019.632653,13443.39286,1703.454082,472.9336735,2798.806122,11552.2449,661.0204082,288.2857143,1674.352041,7522.923469,923.5663265,415.9285714,1316.02551,4700.765306,721.744898,163.2142857,4630.326531,4657.94898,1318.061224,296.7602041,3255.545918,934.7959184,845.1479592,196,16.87995379,15.11349885,0.44535936,0.942307692,0.720588235,-1.147930144,1,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Dendritic Cell,Other Cells
+3999,28429.85714,829.6285714,565.8571429,1076.542857,17600.00952,543.7142857,692.4095238,1409.704762,7183.87619,434.0857143,1861.27619,1746.409524,11348.74286,1008.580952,5455.219048,3241.714286,4389.666667,1164.533333,243.9142857,2601.885714,8734.4,346.1714286,919.3142857,1591.933333,10889.41905,584.5238095,123.2952381,1390.0,8131.933333,2148.266667,401.3142857,2789.942857,6710.961905,541.1809524,225.4666667,821.7809524,3878.695238,1424.085714,350.1714286,1282.447619,2089.828571,773.7904762,142.5238095,2602.152381,2301.2,1005.695238,464.1428571,3035.619048,1043.971429,842.1142857,105,13.96003552,9.693401574,0.71962012,0.921052632,0.681818182,1.568768728,0,0,1,1,0,0,0,0,1,1,0,0,1,0,0,1,0,0,1,0,1,0,0,0,Helper T Cell,T Cells
+4000,14118.34586,822.112782,457.7669173,1064.135338,13086.8797,680.481203,532.9398496,1577.616541,5896.609023,523.1729323,559.3157895,1787.706767,8302.0,1200.887218,4848.789474,1880.902256,3148.992481,1257.759398,387.2105263,2400.789474,6718.827068,404.9097744,2399.315789,592.1654135,8294.571429,439.8045113,122.0075188,2069.233083,6007.06015,1825.120301,293.6541353,2842.729323,5395.789474,915.8270677,262.037594,1124.609023,2717.12782,770.9172932,391.4661654,1361.706767,1958.473684,1355.541353,150.7744361,2486.887218,2024.992481,1237.150376,269.2255639,3195.639098,222.4511278,843.3759398,133,15.63494878,11.44128506,0.68154489,0.898648649,0.692708333,-1.382500165,1,0,0,0,0,0,0,0,1,0,0,0,1,0,0,0,0,1,1,0,1,0,0,0,Dendritic Cell,Other Cells
+4001,39731.37624,901.0891089,567.0594059,1106.138614,35935.42574,739.6732673,633.7326733,1667.584158,20302.06931,577.2673267,737.8712871,1790.574257,24719.80198,1361.811881,2504.792079,3438.148515,9034.792079,1504.29703,335.3663366,2354.336634,19664.28713,2553.574257,305.4257426,655.009901,23517.56436,606.1980198,139.3762376,2252.168317,18537.38614,1694.623762,557.3564356,2833.118812,16361.13861,1077.772277,316.8811881,1594.425743,10720.9604,1219.316832,452.4158416,1315.217822,8011.019802,678.6336634,177.9306931,3109.168317,7342.277228,1452.435644,506.6633663,3303.683168,378.6633663,844.2079208,101,15.29645989,9.216246796,0.798112481,0.870689655,0.554945055,0.766219336,1,0,0,1,1,0,0,1,1,1,0,0,0,0,0,1,0,0,0,0,1,0,0,0,Macrophage,Other Cells
+4002,33128.76871,859.8061224,552.9251701,1090.908163,30036.94218,763.2823129,873.7176871,1643.646259,17337.92177,613.744898,1439.605442,1828.044218,21070.15986,1293.020408,3638.326531,3807.442177,7544.445578,1325.401361,306.5340136,2396.738095,16012.40816,427.7108844,490.0272109,1438.918367,20061.64966,892.5748299,248.7959184,2269.581633,15422.90476,1807.003401,700.6360544,2813.435374,13281.4966,847.4591837,286.9319728,1706.204082,9387.57483,1352.061224,425.1870748,1339.622449,7018.714286,735.1360544,161.6632653,4030.462585,6376.197279,1376.013605,402.3979592,3273.503401,589.9285714,847.9285714,294,25.56613122,14.9276763,0.811836498,0.939297125,0.636363636,0.941938924,1,0,1,1,0,0,0,0,1,1,1,0,0,1,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+4003,35258.56757,904.8333333,568.0900901,1083.657658,31744.38739,715.8828829,671.8558559,1684.342342,16388.5045,614.8243243,1133.801802,1743.274775,22045.0,1328.162162,3886.247748,3654.945946,8106.337838,1277.184685,319.8198198,2316.936937,16723.83784,421.3918919,1295.738739,876.8063063,20857.25225,471.3423423,125.8873874,2770.995495,15988.73423,2001.378378,454.8558559,2813.698198,13589.13063,998.509009,282.3018018,1174.783784,8704.671171,1187.986486,414.2027027,1353.193694,5247.662162,913.1216216,160.9954955,4318.234234,5300.094595,1258.716216,654.8063063,3281.234234,949.2432432,847.8378378,222,20.55095805,13.98849847,0.732586646,0.936708861,0.621848739,-0.498852663,1,0,1,1,0,0,0,0,1,0,0,0,1,0,0,1,0,1,1,0,1,0,1,0,Helper T Cell,T Cells
+4004,25804.04839,913.1129032,643.3145161,1123.217742,16990.84677,551.4596774,411.5483871,1394.693548,7841.58871,461.7016129,537.1774194,1693.5,10757.34677,1055.677419,5086.354839,1770.935484,4182.475806,1127.177419,253.6693548,2362.08871,8482.927419,1736.846774,705.516129,449.6129032,10295.73387,384.1532258,111.75,3077.104839,7626.806452,1350.266129,346.1693548,2788.145161,6825.580645,528.7822581,232.7096774,1003.16129,3507.370968,715.3306452,367.5645161,1285.629032,2558.959677,732.6774194,140.6370968,1781.443548,2395.677419,1070.620968,175.0887097,3210.233871,236.2903226,845.8306452,124,14.01238783,12.58418151,0.439841432,0.832214765,0.635897436,-0.67948223,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Dendritic Cell,Other Cells
+4005,19161.41667,901.7708333,620.1979167,1071.520833,18343.64583,642.03125,574.8229167,1535.052083,8837.28125,502.5520833,598.1979167,1773.395833,12097.1875,1205.822917,9587.083333,3526.177083,4437.364583,1251.40625,306.4895833,2307.354167,9318.010417,361.6770833,798.3541667,510.2916667,11575.44792,423.8645833,125.6875,8966.9375,8541.208333,1682.364583,466.84375,2804.479167,7463.916667,679.1458333,264.7708333,1409.791667,4224.53125,833.4791667,417.6875,1378.947917,3167.75,759.09375,160.5833333,6628.15625,2939.395833,1230.791667,370.0833333,3218.104167,260.5208333,844.0520833,96,12.64060324,10.13236411,0.597897147,0.923076923,0.615384615,-0.875193065,1,0,0,1,0,0,0,0,1,0,0,1,0,0,0,0,0,1,0,0,1,0,0,0,B Cell,B Cells
+4006,42367.52,851.96,531.9,1128.42,37906.5,715.18,925.7,1820.52,19462.74,532.78,1514.7,1802.44,26473.96,1236.8,3567.12,2754.48,9857.52,1308.68,328.76,2423.54,20197.9,436.08,161.28,2115.88,25548.64,517.22,195.34,1549.1,19649.72,2215.46,409.06,2800.44,16342.98,645.24,292.28,969.38,10367.12,1161.94,432.28,1297.64,5897.48,618.02,158.92,1370.64,6106.0,1280.64,223.86,3238.38,985.52,845.18,50,10.18467056,7.237933798,0.703526113,0.909090909,0.505050505,-0.468933272,1,0,1,1,0,0,0,0,0,0,1,0,1,0,0,1,0,0,0,0,0,0,0,0,Regulatory T Cell,T Cells
+4007,26368.28931,884.1698113,494.1320755,1069.125786,23966.0566,748.245283,840.2704403,1583.188679,13151.14465,576.7861635,1225.163522,1779.333333,15573.77987,1293.358491,2766.91195,2572.943396,5787.72956,1347.062893,337.1194969,2435.113208,12701.00629,388.3207547,1491.515723,1504.515723,15368.30189,556.3459119,260.2830189,1661.025157,11401.69811,1747.100629,440.3647799,2828.849057,10314.15723,666.2767296,299.1320755,1632.949686,6602.377358,1130.207547,431.7044025,1372.496855,4974.031447,941.9622642,176.4465409,3748.503145,4498.63522,1438.924528,3441.18239,3260.666667,346.6477987,848.0943396,159,17.51636579,12.01595322,0.727616272,0.908571429,0.6625,-0.898070732,1,0,1,1,0,0,0,0,1,1,1,0,0,0,0,1,0,1,1,0,1,0,1,0,Cytotoxic T Cell,T Cells
+4008,29622.78226,888.4919355,626.8709677,1101.112903,27183.78226,711.6370968,941.0887097,1627.919355,15008.22581,562.5887097,2433.830645,1842.766129,18489.04839,1279.403226,3381.959677,5532.201613,6783.870968,1383.080645,325.9032258,2455.572581,15078.07258,410.9193548,375.7419355,2070.193548,17635.04032,952.3951613,254.3145161,2900.927419,13906.65323,2064.774194,471.9274194,2822.66129,12470.21774,674.8870968,304.6532258,1958.927419,8283.629032,2073.330645,452.016129,1322.669355,6284.266129,696.9919355,175.0322581,5657.903226,5514.822581,1387.322581,978.0403226,3254.274194,365.9677419,846.7096774,124,18.18949783,9.53953513,0.851439453,0.843537415,0.593301435,1.512652545,1,0,1,1,0,0,0,0,1,1,1,0,1,0,0,1,0,0,0,0,1,0,1,0,Regulatory T Cell,T Cells
+4009,19248.25926,846.25,602.3240741,1095.157407,17787.07407,688.5462963,678.7962963,1576.092593,10221.42593,551.2592593,459.9444444,1742.62037,12628.90741,1258.675926,925.25,891.7962963,4734.953704,1372.833333,311.1944444,2323.759259,10241.63889,409.9537037,274.5277778,459.6574074,12338.71296,443.0277778,124.1481481,857.6666667,9429.796296,1417.009259,458.8611111,2867.675926,8440.87963,1352.018519,280.6111111,1633.768519,5985.027778,830.5092593,432.0555556,1329.87037,4544.564815,652.7592593,164.9351852,1275.240741,4168.583333,1376.518519,467.2314815,3328.37037,494.2962963,846.2962963,108,17.30110284,8.98205587,0.854676532,0.812030075,0.5,-1.361110867,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Unknown,Other Cells
+4010,28259.57778,995.3444444,580.2888889,1074.933333,24836.58889,722.5222222,519.8555556,1510.311111,14152.88889,590.2888889,435.4,1694.966667,18097.62222,1291.1,2238.866667,2430.688889,6464.944444,1250.922222,292.4777778,2297.4,13125.48889,609.4777778,154.6111111,494.8444444,16123.37778,409.7888889,114.9111111,1648.633333,12627.43333,1379.855556,561.5,2770.611111,11072.85556,900.9,269.6333333,1337.755556,7856.333333,843.2888889,392.8111111,1286.933333,5569.411111,589.2555556,154.5555556,2068.955556,5209.222222,1294.233333,1259.122222,3360.644444,743.9666667,846.9666667,90,11.39733361,10.21647405,0.443263025,0.947368421,0.629370629,0.111676553,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,1,NK Cell,Other Cells
+4011,28089.6092,952.8103448,503.9252874,1061.954023,25063.87931,721.4885057,908.0344828,1539.344828,14106.83333,550.4827586,2006.752874,1777.522989,17775.24713,1254.844828,3149.017241,4362.333333,6545.022989,1255.270115,301.7528736,2631.522989,13301.16667,388.2701149,108.7471264,1748.344828,16458.05747,902.5172414,200.9885057,1287.965517,12418.82759,1958.965517,469.7298851,2792.896552,10682.52874,642.5747126,267.3793103,1268.988506,7511.097701,1858.735632,401.2701149,1299.33908,5179.097701,589.8218391,156.1724138,2677.982759,4767.057471,1262.488506,437.4252874,3374.074713,824.8275862,848.8045977,174,23.20587138,10.21092872,0.897990482,0.87,0.50877193,-0.952323302,1,0,1,1,0,0,0,0,0,1,1,0,1,0,0,1,0,0,0,0,1,0,0,1,Regulatory T Cell,T Cells
+4012,30065.71287,871.3069307,658.3465347,1096.772277,26182.32673,697.6534653,870.2376238,1674.019802,14628.73267,526.4059406,862.029703,1761.673267,19593.9802,1249.376238,3510.118812,3060.069307,7155.188119,1300.940594,312.5841584,2354.881188,14640.27723,422.6732673,829.2970297,818.9009901,18454.26733,574.8514851,174.3465347,2796.792079,14005.51485,1846.534653,500.4257426,2807.584158,12041.82178,1362.445545,283.8415842,1391.188119,8353.881188,932.1386139,429.8019802,1327.871287,5407.613861,879.7326733,161.2574257,3885.178218,5301.851485,1335.029703,335.5841584,3267.0,884.1089109,846.1485149,101,12.76019328,10.23104978,0.597600165,0.952830189,0.706293706,1.564349422,1,0,1,1,0,0,0,0,1,1,1,0,1,0,0,0,0,0,1,0,1,0,0,0,Regulatory T Cell,T Cells
+4013,40062.98413,851.7777778,505.5873016,1082.079365,36266.36508,711.4603175,1072.746032,1689.650794,18422.06349,530.6349206,2081.984127,1764.571429,24861.25397,1220.888889,3478.984127,3976.793651,9412.063492,1325.095238,329.3492063,2722.253968,19093.46032,449.5873016,159.6190476,2736.84127,23985.26984,464.6190476,539.1746032,2572.428571,18401.88889,2633.285714,462.5238095,2803.095238,15433.38095,614.6031746,292.7777778,1065.079365,9654.968254,1421.873016,419.0,1292.904762,5626.0,607.1904762,160.4126984,3085.0,5659.825397,1249.809524,301.6031746,3175.587302,978.3333333,845.4285714,63,11.30524754,7.545537906,0.744666474,0.926470588,0.63,-0.532047797,1,0,1,1,0,0,1,0,0,0,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+4014,17151.85915,889.7887324,633.0985915,1080.295775,16984.74648,710.5070423,1188.126761,1553.422535,9232.169014,592.3802817,2002.704225,1854.352113,11452.67606,1249.774648,5326.647887,4190.859155,4301.070423,1270.746479,282.1690141,2430.450704,9114.521127,393.1408451,2645.211268,1696.591549,10652.46479,1172.028169,279.5492958,1300.802817,8185.929577,2363.464789,766.5492958,2804.070423,7368.633803,819.3098592,267.7464789,1487.859155,5317.943662,1438.690141,421.6197183,1392.873239,4107.43662,1256.492958,170.4507042,8547.380282,3365.084507,1269.478873,488.8591549,3233.71831,545.4225352,847.9014085,71,13.45356137,7.361166263,0.837032137,0.835294118,0.606837607,-0.27287108,1,0,1,1,0,0,0,0,1,1,1,0,1,1,0,1,0,1,1,0,1,0,0,0,Regulatory T Cell,T Cells
+4015,13523.352,729.184,456.864,1038.672,12664.424,589.24,533.104,1423.112,7057.768,472.984,429.312,1751.256,9459.232,1138.944,1154.872,792.112,3547.064,1199.168,279.856,2285.312,7162.368,377.608,100.488,508.544,8701.984,527.352,108.928,821.912,7003.08,1249.296,526.976,2835.272,6159.088,618.16,235.12,2041.84,4550.28,765.008,373.984,1314.344,3414.288,679.504,150.832,2016.4,3229.072,1305.928,4608.52,3202.424,696.616,849.28,125,12.78041045,12.66267795,0.135421712,0.961538462,0.686813187,1.421597127,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Unknown,Other Cells
+4016,27724.07273,818.1545455,517.7272727,1053.318182,25438.64545,697.3090909,1120.890909,1588.518182,12814.39091,585.0181818,1818.036364,1806.6,17041.35455,1179.154545,5567.036364,3362.209091,6331.045455,1219.209091,291.0727273,2675.345455,13110.25455,507.2,1581.536364,1582.9,16420.69091,428.0727273,145.1727273,2461.854545,12695.40909,2300.390909,426.8272727,2817.890909,10657.11818,673.4636364,266.0181818,1053.945455,6829.354545,1340.309091,385.4454545,1337.5,4025.381818,979.9909091,157.2545455,4674.4,4174.318182,1182.436364,491.9545455,3200.554545,961.5454545,848.4909091,110,14.39904601,10.14335444,0.709757307,0.94017094,0.705128205,-0.46418441,1,0,1,1,0,0,1,0,1,0,0,0,1,0,0,1,0,0,1,0,1,0,0,0,Helper T Cell,T Cells
+4017,19292.64894,1077.446809,626.7021277,1060.510638,16940.91489,727.6702128,496.3510638,1527.457447,9576.446809,595.3617021,607.9255319,1718.117021,11567.70213,1265.670213,1598.393617,1681.042553,4130.223404,1741.755319,288.0319149,2285.851064,9002.489362,364.5851064,325.2021277,565.4574468,11067.04255,422.8297872,120.0744681,2222.734043,8964.553191,1503.744681,484.5425532,2869.617021,7826.340426,634.5425532,271.6170213,1198.202128,5337.819149,830.3297872,420.0425532,1324.382979,3957.457447,673.2446809,161.9574468,3001.276596,3704.851064,1263.489362,213.6914894,3785.457447,412.1382979,847.7021277,94,12.10100896,10.55530116,0.489031357,0.903846154,0.657342657,-1.015950147,1,0,0,0,1,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,NK Cell,Other Cells
+4018,38342.56164,948.9109589,761.8219178,1139.917808,35288.19178,746.0821918,929.1643836,1705.643836,20033.74658,599.0068493,1315.69863,1783.253425,24298.23973,1342.678082,3032.90411,4938.315068,8844.849315,1443.979452,340.8767123,2489.424658,19026.9726,501.1438356,760.9109589,1169.013699,23345.68493,1221.623288,157.7534247,2264.150685,17990.47945,1717.616438,538.5342466,2828.636986,15722.97945,633.1369863,320.7328767,1560.410959,10742.08904,1341.60274,470.8561644,1359.979452,8149.30137,784.6438356,174.1780822,2830.075342,7237.267123,1447.150685,296.8424658,3295.90411,460.3424658,849.1986301,146,17.41347195,12.86878676,0.673690874,0.789189189,0.506944444,-0.945649949,1,0,1,1,0,0,0,0,1,1,1,0,0,0,0,1,1,1,1,0,1,0,0,0,Cytotoxic T Cell,T Cells
+4019,32075.89286,917.8035714,591.1785714,1125.785714,28690.0,782.6428571,868.8392857,1644.125,16721.85714,623.4642857,1752.339286,1826.178571,20638.42857,1319.75,3732.982143,3871.982143,7160.785714,1365.553571,325.8392857,2521.5,15691.51786,442.6607143,1217.428571,1509.089286,18779.80357,463.6964286,517.0535714,1592.017857,15086.01786,2146.160714,610.0892857,2839.553571,13181.14286,746.875,306.75,1566.821429,9249.303571,1186.642857,440.0535714,1367.303571,6788.839286,890.5535714,172.9642857,5416.0,6091.339286,1403.446429,470.125,3295.160714,553.5178571,846.875,56,9.13002961,8.286927752,0.419714508,0.903225806,0.777777778,0.822958016,1,1,1,1,0,0,0,0,1,0,1,0,1,0,0,1,0,1,1,0,1,0,0,0,Regulatory T Cell,T Cells
+4020,17106.07087,844.480315,445.8503937,1025.023622,15271.38583,661.2755906,621.8503937,1461.826772,8640.165354,836.2992126,456.4645669,1714.574803,11008.08661,1242.866142,2688.070866,1439.826772,4056.527559,1386.299213,308.0708661,2381.330709,8602.244094,401.2125984,529.519685,506.015748,10417.90551,424.7874016,114.8346457,968.488189,8056.007874,1631.165354,630.2755906,2784.622047,7106.76378,806.3700787,250.7637795,1381.362205,5167.598425,771.1181102,379.992126,1323.952756,3988.346457,715.2834646,151.3700787,1885.338583,3525.023622,1391.685039,6563.535433,3167.944882,616.1181102,851.4488189,127,17.88118076,9.542189485,0.845709053,0.894366197,0.533613445,-0.518941633,1,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Macrophage,Other Cells
+4021,23995.85882,945.8941176,526.7294118,1050.917647,21277.58824,693.2,479.0,1511.588235,11526.14118,542.2705882,456.2823529,1696.741176,14827.25882,1221.882353,3666.694118,2632.541176,5547.258824,1203.576471,281.0117647,2316.576471,11279.95294,415.7294118,150.2235294,584.4,13899.25882,427.0470588,118.0,2667.423529,10387.65882,1390.858824,488.8705882,2789.058824,8962.494118,590.5294118,257.4588235,1990.847059,6298.835294,785.1058824,384.5294118,1305.894118,4315.976471,593.8705882,153.7647059,3589.447059,3983.282353,1180.576471,158.5647059,3373.952941,848.4588235,848.4588235,85,13.92077149,8.055263928,0.815575494,0.923913043,0.544871795,0.805848254,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,NK Cell,Other Cells
+4022,39844.73427,1003.615385,613.1678322,1139.559441,32969.16084,776.6643357,813.7272727,1700.797203,18612.8951,571.1538462,1464.062937,1799.727273,24139.18881,1314.86014,3018.062937,3497.937063,8750.846154,1369.041958,321.8321678,2346.713287,18082.71329,428.2937063,208.951049,1643.090909,23138.36364,603.7692308,445.6503497,1961.237762,17038.46154,2191.545455,472.3566434,2809.93007,14780.61538,686.5244755,292.2307692,1294.636364,10337.7972,1159.377622,433.4545455,1309.440559,6666.552448,663.4125874,169.0979021,2344.426573,6287.671329,1324.202797,357.4265734,3347.804196,868.6153846,848.9090909,143,18.95079239,10.1011241,0.846103547,0.89375,0.578947368,-1.05150816,1,0,1,1,0,0,0,0,0,1,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+4023,30575.67143,914.6285714,717.1571429,1119.157143,25499.47143,689.0142857,691.3285714,1668.114286,12616.65714,542.8428571,544.1285714,1767.257143,16582.18571,1220.542857,7789.157143,5562.057143,6252.457143,1301.228571,307.2142857,2309.685714,13222.3,388.8714286,610.7428571,475.9714286,15926.85714,493.9428571,130.2571429,8470.071429,12295.47143,1499.042857,409.3714286,2801.871429,10749.07143,675.4714286,288.0857143,1910.514286,5905.885714,826.3714286,423.4571429,1295.057143,4385.471429,780.8,170.1857143,6519.071429,3997.171429,1300.242857,887.1571429,3267.771429,269.4714286,849.2571429,70,10.80191829,8.556808365,0.610318186,0.95890411,0.53030303,0.957238627,1,0,0,1,0,0,0,0,1,0,0,1,0,0,0,0,0,0,1,0,1,0,1,0,B Cell,B Cells
+4024,17502.11712,955.981982,1314.954955,1191.765766,15845.79279,709.7387387,1024.36036,1798.432432,8963.054054,600.990991,687.9369369,1766.54955,11165.54054,1263.387387,1814.279279,1274.783784,3991.072072,1421.162162,307.9459459,2560.873874,8729.558559,551.3513514,769.6306306,526.4954955,10623.20721,492.6936937,129.5675676,873.9009009,8103.837838,1610.63964,460.5945946,2827.558559,7200.054054,953.3063063,296.1621622,1757.027027,5045.243243,888.3693694,453.5945946,1382.288288,3768.081081,777.7567568,167.3513514,1749.315315,3472.243243,1365.747748,419.3063063,3341.162162,478.3873874,850.4054054,111,13.0135937,11.26396377,0.500816181,0.948717949,0.656804734,0.863057001,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,1,0,1,0,0,0,Dendritic Cell,Other Cells
+4025,30193.63492,938.0952381,759.047619,1119.269841,26949.53968,759.6507937,792.9206349,1606.174603,16362.26984,618.7460317,496.4761905,1755.238095,20311.65079,1385.809524,1042.52381,1097.142857,7109.047619,1511.0,352.4126984,2354.031746,15539.33333,460.3968254,676.2539683,458.0952381,19512.73016,478.2380952,136.2857143,907.6349206,15041.07937,1567.31746,471.1111111,2825.904762,13162.49206,691.0,307.1904762,1526.761905,9171.539683,861.5238095,464.7460317,1379.285714,6902.206349,773.6190476,175.1111111,1784.984127,6572.238095,1510.190476,244.0634921,3316.571429,507.4444444,849.3809524,63,10.83666016,7.709313429,0.702776744,0.926470588,0.583333333,-0.082105853,1,0,0,0,1,0,0,0,1,0,0,0,0,0,0,0,0,1,1,0,1,1,0,0,Macrophage,Other Cells
+4026,32111.875,909.9545455,809.2840909,1112.318182,28342.53409,775.7159091,1164.659091,1667.318182,16800.11364,574.5568182,2167.965909,1965.147727,20443.52273,1367.840909,2879.113636,3598.954545,7217.522727,1468.897727,330.3863636,2476.511364,15619.59091,453.9545455,572.2727273,1852.806818,19142.78409,611.3977273,301.5454545,873.5454545,15289.26136,2194.329545,611.4318182,2817.772727,13154.54545,680.6477273,306.5454545,1337.431818,9375.454545,1699.875,454.5113636,1350.454545,7014.829545,720.6022727,168.0340909,4155.022727,6113.079545,1424.806818,338.0,3293.340909,536.8068182,848.5909091,88,11.77021095,10.3135425,0.481872958,0.956521739,0.666666667,0.695738541,1,0,1,1,1,0,0,0,1,1,1,0,1,0,0,1,0,1,0,0,1,0,0,0,Regulatory T Cell,T Cells
+4027,27581.69919,976.7479675,610.3252033,1100.617886,24237.46341,730.3821138,836.6260163,1633.95935,13792.0,566.8536585,1138.910569,1755.495935,16892.13821,1305.504065,1980.154472,2627.715447,6181.495935,1359.325203,304.6910569,2283.455285,12737.43089,422.0569106,120.5284553,1042.365854,15559.07317,468.5934959,315.2520325,1661.699187,12135.0813,1653.504065,560.097561,2798.081301,10503.81301,652.0325203,283.9186992,1491.300813,7459.471545,1053.162602,416.0731707,1299.658537,5135.796748,660.0731707,158.1463415,1682.03252,4849.398374,1357.065041,273.4796748,3298.569106,781.6422764,850.4390244,123,13.7745286,11.52978329,0.547147045,0.938931298,0.788461538,0.154310266,1,0,1,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,T Cell,T Cells
+4028,22095.125,1037.568182,524.0227273,1061.886364,19964.30682,745.375,783.5,1530.965909,9893.431818,611.375,1465.352273,1763.420455,12796.05682,1294.522727,4567.988636,3509.715909,4441.647727,1287.340909,312.0568182,2417.727273,9802.988636,512.8977273,256.1931818,1293.988636,11574.25,672.0795455,116.3068182,1592.215909,8898.227273,2218.715909,329.9772727,2791.920455,7815.113636,583.75,276.0227273,1193.784091,4534.261364,2073.420455,412.1363636,1304.522727,3483.215909,626.1022727,167.0,2253.272727,3062.295455,1296.75,3808.897727,3312.511364,299.0113636,850.375,88,12.72769019,8.910117845,0.714086256,0.967032967,0.676923077,0.428225544,1,0,1,1,0,0,0,0,0,1,0,0,1,0,0,1,0,0,0,0,1,0,1,0,Helper T Cell,T Cells
+4029,38521.94375,860.56875,543.1,1102.5625,33976.7625,705.9,934.95,1638.88125,19214.075,536.2625,1774.85625,1757.89375,24410.43125,1277.35625,2297.85625,3864.8375,9023.90625,1321.525,310.6,2356.95625,18676.15625,418.5,115.73125,1812.675,23140.43125,1964.575,138.375,1630.45,17782.95625,1584.83125,550.6125,2812.3125,15491.4,614.65625,286.75625,1397.225,11060.31875,2008.9625,426.83125,1316.61875,7524.7625,617.225,162.75,2853.81875,7076.83125,1365.6875,202.86875,3273.8,795.84375,850.875,160,18.46162136,12.08420092,0.756011837,0.855614973,0.672268908,1.035297493,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+4030,39028.74419,941.744186,1077.930233,1205.895349,34085.38372,734.2209302,1094.895349,1997.313953,16634.13953,544.1744186,1651.5,1823.639535,22734.0814,1282.244186,2882.232558,2791.372093,8530.581395,1310.0,321.244186,2538.244186,17337.4186,495.4534884,175.6976744,1173.988372,21532.83721,638.244186,130.1162791,1447.872093,16617.98837,2169.395349,405.5348837,2806.267442,13704.9186,797.244186,285.3023256,1182.94186,8457.197674,1230.395349,426.0581395,1315.255814,4786.348837,598.7209302,160.4186047,1887.906977,4878.546512,1271.686047,402.9534884,3317.453488,990.4186047,850.7674419,86,13.21146722,9.312269123,0.709343863,0.843137255,0.558441558,-1.154365344,1,0,1,1,0,0,0,0,0,1,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
+4031,28926.86047,799.0697674,541.8139535,1081.895349,25235.83721,635.7906977,491.8023256,1736.197674,12130.13953,1004.732558,665.6860465,1739.988372,16899.80233,1152.337209,6475.418605,3243.488372,6417.697674,1249.0,349.5697674,2303.290698,12886.65116,395.7325581,1687.802326,715.2790698,16173.22093,890.9418605,126.6860465,2444.0,12549.5814,1705.104651,428.6860465,2789.151163,10226.59302,657.372093,263.9651163,1498.813953,6259.511628,942.9418605,385.3837209,1343.767442,3496.162791,1081.686047,157.6046512,4710.848837,3652.813953,1179.802326,407.1860465,3254.906977,1000.604651,850.2209302,86,12.42953784,8.891682885,0.698748782,0.955555556,0.716666667,0.349724753,1,1,0,1,0,0,0,0,1,1,0,0,0,0,0,0,0,1,1,0,1,0,0,0,Macrophage,Other Cells
+4032,19607.64286,932.702381,642.9880952,1075.535714,15032.95238,603.4404762,625.297619,1479.392857,7018.011905,788.9761905,583.4761905,1727.595238,9831.571429,1047.130952,4941.785714,1988.52381,3874.857143,1238.059524,333.6190476,2290.261905,7657.404762,367.3690476,1947.5,588.7619048,9526.785714,409.7619048,145.797619,1213.47619,7462.238095,1731.857143,462.5595238,2797.702381,6253.178571,609.3452381,233.6547619,899.297619,3783.690476,725.75,361.6190476,1311.904762,2134.488095,1203.380952,137.6785714,1912.916667,2290.892857,1074.178571,212.0119048,3109.77381,1009.928571,849.3928571,84,12.01740619,9.272718533,0.636099167,0.976744186,0.636363636,0.774861763,0,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,1,0,0,0,Macrophage,Other Cells
+4033,38775.4625,843.85,566.3,1094.95,30683.9875,767.7625,924.225,1777.2875,13795.525,501.6,2877.825,1796.525,19012.5375,1159.2625,5325.4875,2473.7625,7546.4625,1289.425,291.425,2476.2875,15354.5375,429.5875,427.4375,1381.6125,19291.525,450.125,1615.2625,2224.75,14596.8875,2206.4875,381.675,2805.8125,12043.7375,668.7875,283.475,981.4625,6646.65,1068.675,395.7125,1306.7625,3542.8125,672.1125,156.1375,2724.325,3862.5125,1143.4,922.925,3172.0125,1034.3125,850.075,80,13.81179534,7.809085063,0.824822015,0.898876404,0.571428571,-1.260128565,1,0,1,1,0,0,0,0,1,0,1,0,1,0,0,0,0,0,0,0,1,0,1,0,Regulatory T Cell,T Cells
+4034,13806.74586,813.2209945,493.0552486,1049.370166,12613.62983,651.359116,610.2651934,1453.834254,6763.458564,508.2430939,862.8674033,1736.563536,8089.154696,1188.944751,1233.441989,1562.756906,3105.127072,1287.524862,295.4088398,2291.309392,6887.099448,364.9171271,543.7348066,598.5856354,8299.171271,474.0110497,122.8729282,958.0607735,6292.497238,1500.430939,400.0,2820.314917,5850.276243,589.0165746,267.4585635,1446.303867,3709.088398,1262.314917,413.5248619,1326.248619,2831.436464,680.9944751,170.5911602,2941.668508,2715.171271,1350.596685,5706.060773,3205.618785,332.2486188,853.2486188,181,15.98287083,14.63159904,0.402420353,0.937823834,0.709803922,0.978181244,1,0,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,1,0,1,0,T Cell,T Cells
+4035,24168.16514,873.0458716,544.3669725,1098.201835,21919.66055,710.3302752,695.4220183,1592.798165,12061.6055,563.1284404,1277.724771,1723.990826,14462.07339,1275.348624,2830.93578,3190.633028,5452.853211,1420.917431,313.2568807,2516.642202,11561.9633,406.3669725,580.0642202,786.4036697,13989.89908,451.2293578,130.3486239,1940.605505,10784.61468,1871.853211,573.4495413,2821.944954,9647.605505,1064.357798,294.0275229,1814.082569,6418.779817,1332.853211,435.8256881,1325.055046,4821.055046,729.5412844,171.7706422,4192.550459,4410.155963,1393.110092,3136.559633,3214.018349,390.2201835,851.7431193,109,14.28273082,10.01867953,0.71271467,0.908333333,0.598901099,-0.87074148,1,0,1,1,0,0,0,0,1,0,0,0,1,0,0,1,0,0,0,0,1,0,1,0,Helper T Cell,T Cells
+4036,24461.12583,841.8543046,473.794702,1057.02649,21524.62914,673.5629139,843.3178808,1512.556291,12536.72848,568.4966887,1919.92053,1748.423841,15869.07285,1215.589404,3378.754967,3398.589404,6010.039735,1255.900662,297.0794702,3309.192053,11930.80795,588.6490066,235.1456954,1824.754967,14668.50331,884.3311258,118.0463576,1224.927152,11537.57616,1884.84106,543.4503311,2790.225166,10072.74834,630.4635762,263.794702,1426.417219,7195.860927,1438.0,391.8874172,1341.86755,5355.377483,639.5298013,156.1456954,3610.178808,4803.384106,1297.582781,1217.589404,3233.960265,719.9470199,855.5099338,151,16.80107867,12.01909827,0.698739109,0.909638554,0.599206349,-0.013779848,1,0,1,1,0,0,1,0,0,1,0,0,1,0,0,1,0,1,0,0,1,0,1,0,Helper T Cell,T Cells
+4037,16040.28462,833.3615385,604.8846154,1069.661538,14064.59231,671.5230769,623.2076923,1492.630769,8042.976923,519.8923077,501.7153846,1743.892308,9896.992308,1194.684615,2045.046154,2008.930769,3647.830769,1698.346154,294.6153846,2307.2,7953.276923,375.8846154,2074.0,484.1153846,9634.807692,421.0769231,120.6769231,1499.753846,7523.284615,1578.276923,607.5153846,2862.992308,6664.815385,778.8307692,261.2461538,1621.053846,4556.930769,839.0538462,414.5538462,1339.415385,3429.446154,1142.0,169.1230769,5272.246154,3192.623077,1311.276923,1323.030769,3222.138462,438.3538462,854.4,130,15.36506802,10.82862242,0.709449867,0.977443609,0.738636364,-0.185929967,1,0,0,0,1,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,1,0,1,0,Macrophage,Other Cells
+4038,32644.47297,1017.527027,904.7432432,1139.418919,29174.98649,782.5405405,921.0675676,1650.013514,16426.63514,606.1351351,1441.378378,1797.540541,20194.55405,1347.459459,2105.067568,2100.77027,6851.72973,1433.716216,322.5,2415.378378,14915.95946,463.8918919,416.5135135,996.3378378,18156.60811,544.1081081,372.7432432,1036.202703,14076.37838,1929.878378,458.3918919,2825.540541,12163.75676,706.5,299.2702703,1435.432432,8276.013514,1279.797297,443.2837838,1333.648649,6147.459459,703.0675676,167.8243243,1501.22973,5285.702703,1354.189189,406.1351351,3380.445946,468.2432432,853.2297297,74,11.97974691,8.066780893,0.739307267,0.936708861,0.632478632,-0.428590199,1,0,1,1,0,0,0,0,1,1,1,0,1,0,0,1,0,0,0,0,0,0,0,1,Regulatory T Cell,T Cells
+4039,23705.9125,823.8125,441.975,1068.4625,21082.95,651.0375,622.6625,1544.3,12423.675,508.6875,623.4375,1746.7,15864.4125,1235.5375,935.3625,1139.1375,5869.9875,1245.5875,275.925,2277.3125,12467.4,402.975,105.8375,670.65,15411.2,563.9125,115.4875,848.975,11848.0125,1360.725,506.7,2825.1125,10459.2625,619.9625,265.45,1629.7625,7622.2625,1082.8125,393.55,1310.8375,5756.6625,626.0125,151.6625,1850.2375,5291.6125,1375.4875,2282.4375,3228.1625,638.25,852.4375,80,13.46347695,7.724784045,0.819024547,0.963855422,0.555555556,-0.740361398,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Unknown,Other Cells
+4040,25448.25275,906.0879121,616.8021978,1080.32967,24038.49451,695.7802198,1084.307692,1563.076923,13096.01099,534.1758242,1190.912088,1809.791209,16792.69231,1253.472527,2154.791209,4480.417582,6431.208791,1279.120879,296.3846154,2581.285714,12674.46154,745.4835165,106.8241758,1487.087912,16048.46154,591.3406593,141.3516484,1577.593407,11973.63736,1833.417582,591.5824176,2792.758242,10670.95604,1625.868132,278.2527473,1548.153846,7714.186813,1358.494505,410.3846154,1319.659341,5596.10989,594.4615385,155.9010989,2574.164835,4977.043956,1334.296703,1775.923077,3205.241758,736.6703297,853.2307692,91,12.40072528,10.52178427,0.529225262,0.842592593,0.631944444,0.557005009,1,0,1,1,0,0,0,0,0,1,0,0,1,0,0,1,0,0,0,0,1,0,1,0,Helper T Cell,T Cells
+4041,35189.84722,973.875,569.0694444,1088.25,30080.44444,717.4305556,626.8194444,1590.513889,17483.83333,554.0416667,561.2916667,1707.694444,22022.08333,1244.736111,2534.166667,3223.611111,7883.541667,1250.430556,292.7638889,2316.625,16403.69444,399.5833333,125.9027778,672.3055556,20065.06944,679.1666667,122.8194444,2342.458333,15508.30556,1564.791667,578.3888889,2793.527778,13524.77778,582.4861111,275.3472222,1445.958333,9415.569444,888.7916667,403.0833333,1303.458333,6150.833333,601.0555556,157.8888889,1937.125,5774.541667,1257.666667,146.4305556,3450.444444,842.0416667,852.4166667,72,13.26437343,7.033709133,0.847828368,0.96,0.6,0.597734886,1,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,1,NK Cell,Other Cells
+4042,27897.18269,994.125,895.4326923,1123.788462,24286.92308,682.3557692,690.6153846,1702.903846,13246.31731,572.5,509.2980769,1749.586538,16533.875,1237.134615,2568.759615,2883.019231,6196.019231,1433.644231,326.4615385,2325.855769,12603.51923,418.9615385,639.5769231,519.0096154,15996.625,611.0288462,127.1634615,2000.346154,11932.26923,1540.644231,499.0480769,2786.576923,10244.46154,1171.634615,271.0769231,1172.326923,6895.182692,844.4903846,408.7019231,1330.778846,4331.798077,812.0288462,153.9711538,2611.009615,4254.432692,1248.048077,422.5192308,3435.394231,904.0192308,851.9807692,104,13.26763297,10.27115098,0.633001003,0.936936937,0.619047619,-0.942851199,1,0,0,1,0,0,0,0,1,1,0,0,0,0,0,0,0,0,1,0,1,0,0,1,NK Cell,Other Cells
+4043,22092.18605,921.872093,564.1860465,1083.162791,17044.82558,580.755814,396.5232558,1519.767442,8377.244186,471.3488372,850.872093,1768.860465,11478.56977,1108.883721,3394.0,1516.895349,4333.360465,1204.430233,304.2093023,2316.616279,9112.802326,475.0348837,787.8255814,565.6976744,11332.56977,439.1627907,115.244186,1781.5,8554.302326,1484.069767,308.0232558,2857.034884,7629.325581,778.1860465,255.8255814,999.1395349,3943.825581,882.244186,395.5,1362.465116,2865.348837,738.627907,156.872093,3760.011628,2762.406977,1182.895349,183.5581395,3156.662791,241.7674419,854.9651163,86,14.48438834,7.983501511,0.834386533,0.924731183,0.521212121,-0.475876897,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,T Cell,T Cells
+4044,20116.2619,836.6964286,548.6547619,1087.613095,18508.88095,664.3095238,523.0595238,1667.238095,9018.47619,518.2738095,536.7142857,1795.053571,12326.20833,1218.035714,4568.702381,2299.845238,4634.446429,1290.0,367.702381,2286.529762,9745.970238,3740.505952,1364.809524,536.8511905,11878.8631,459.1785714,125.3630952,4581.97619,8957.964286,1643.297619,409.0238095,2839.065476,7985.089286,758.3869048,275.1428571,1268.261905,4262.422619,821.577381,403.0178571,1365.678571,3089.964286,931.827381,162.7916667,4430.785714,2882.178571,1248.678571,473.0416667,3259.0,251.2738095,856.7380952,168,21.62701196,10.17345127,0.882450723,0.933333333,0.552631579,-0.547011781,1,0,0,1,0,0,0,1,1,0,0,0,0,0,0,0,0,1,1,0,1,0,0,0,Dendritic Cell,Other Cells
+4045,19705.48739,1150.848739,632.7394958,1060.10084,14450.13445,578.7226891,507.3781513,1410.798319,7240.403361,484.7983193,814.4033613,1770.058824,9813.747899,1109.932773,6497.840336,2692.310924,3845.168067,1159.411765,264.9579832,2290.12605,8110.588235,905.4789916,183.6806723,470.907563,9245.067227,1147.243697,111.2605042,4050.10084,7235.067227,1343.663866,351.3529412,2810.02521,6619.02521,590.5294118,245.8151261,1334.285714,3811.638655,1131.806723,385.2016807,1284.277311,2927.689076,601.4369748,153.8823529,5630.890756,2559.411765,1141.487395,252.8403361,3277.411765,282.5966387,852.7394958,119,20.37495293,8.520613789,0.908359302,0.804054054,0.495833333,-1.41294287,0,0,1,1,0,0,0,1,0,1,0,0,0,0,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+4046,27636.58559,893.7837838,652.4234234,1079.693694,24454.79279,695.0540541,598.3873874,1561.702703,13785.54054,552.3783784,580.0540541,1756.234234,16898.3964,1253.774775,2538.918919,2586.630631,6114.342342,1766.990991,307.8738739,2335.927928,13023.9009,393.2342342,1648.612613,493.2072072,15951.37838,437.4504505,123.6036036,1679.045045,12612.04505,1650.927928,630.2432432,2818.783784,11108.41441,674.3963964,291.7297297,1496.648649,7474.945946,930.8108108,436.963964,1365.126126,5546.801802,1140.189189,167.5315315,5268.576577,5127.315315,1372.144144,279.5945946,3292.567568,425.8918919,853.4234234,111,13.35167583,11.47231857,0.511569597,0.888,0.776223776,-1.561777261,1,0,0,1,1,0,0,0,1,0,0,0,0,0,0,0,0,1,1,0,1,0,0,0,Macrophage,Other Cells
+4047,25113.80488,895.4552846,733.1788618,1118.00813,23173.20325,735.6422764,1066.414634,1795.495935,13828.60976,580.1869919,1617.910569,1942.894309,16684.9187,1297.536585,3252.682927,2823.097561,5768.04878,1371.869919,312.6666667,2407.853659,12816.4878,442.4634146,527.1788618,1148.154472,15560.61789,662.8292683,133.5203252,898.1544715,12404.73171,1604.186992,698.2764228,2826.699187,10800.37398,923.5528455,297.495935,1325.853659,7631.00813,1710.252033,443.195122,1361.682927,5663.170732,725.6178862,169.3739837,4165.308943,5195.121951,1373.764228,223.0813008,3330.130081,571.6910569,853.3902439,123,15.76391995,10.13197913,0.766090924,0.938931298,0.675824176,-0.974017987,1,0,1,1,0,0,0,0,1,1,0,0,0,1,0,1,0,1,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+4048,18782.71023,784.6988636,448.6306818,1042.403409,17347.13636,632.7727273,603.5454545,1501.590909,10072.07386,494.25,522.0056818,1709.306818,12226.42614,1193.835227,1013.806818,1006.488636,4704.471591,1215.414773,268.7727273,2281.017045,10369.51136,405.7272727,134.75,520.0454545,12268.49432,588.9431818,109.2784091,920.8636364,9493.318182,1305.306818,545.3522727,2813.818182,8504.897727,624.5170455,251.2784091,1671.505682,6149.590909,861.3238636,371.8125,1303.477273,4707.375,620.75,149.5909091,2106.215909,4286.323864,1355.551136,5417.931818,3166.255682,624.6931818,857.8295455,176,19.46992694,12.02444319,0.786499773,0.916666667,0.628571429,-0.237663657,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Unknown,Other Cells
+4049,22412.26012,866.8034682,419.3641618,1057.16763,20416.07514,699.6184971,414.9132948,1441.445087,11795.89017,563.8381503,1297.936416,1724.693642,14701.21965,1318.242775,583.0462428,1614.410405,5403.450867,1428.427746,301.0462428,2300.878613,11596.28324,439.5202312,181.6763006,1077.751445,14188.95954,636.8381503,202.9710983,749.2138728,11091.48555,1434.16185,707.2023121,2785.092486,9781.16763,631.3352601,266.0462428,1825.606936,7262.757225,1300.763006,400.9190751,1331.398844,5362.300578,653.2023121,157.0,1950.676301,4883.231214,1583.554913,11502.38728,3219.99422,672.3179191,855.6242775,173,17.93805733,12.61584354,0.710892746,0.901041667,0.636029412,-0.806714344,1,0,1,0,0,0,0,0,0,1,1,0,0,1,0,1,0,0,0,0,1,1,1,0,Cytotoxic T Cell,T Cells
+4050,36299.98113,910.7735849,458.9056604,1077.226415,30020.66038,701.8490566,670.754717,1551.773585,19275.50943,557.9433962,595.0754717,1684.471698,23485.37736,1319.396226,1422.471698,1780.735849,8709.773585,1331.584906,307.9433962,2433.849057,17735.9434,473.0188679,105.9245283,666.3773585,21911.88679,754.1320755,120.3773585,1133.867925,17712.98113,1480.037736,497.8113208,2794.132075,15498.60377,817.6792453,281.4528302,1367.339623,11132.96226,989.3207547,414.3584906,1295.943396,7648.207547,618.3584906,158.3207547,1943.981132,7351.132075,1382.981132,1114.283019,3280.245283,728.5283019,852.6226415,53,10.66492078,6.475378142,0.79457495,0.946428571,0.688311688,0.24782487,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Unknown,Other Cells
+4051,34028.31915,831.4893617,512.8404255,1091.989362,31132.24468,691.5319149,879.9255319,1679.489362,15019.76596,500.606383,1952.117021,1759.606383,20444.23404,1170.946809,4338.946809,3831.425532,7636.138298,1238.255319,298.8723404,2337.138298,15823.89362,1026.085106,216.3085106,2169.159574,20167.71277,486.0,337.1382979,3651.968085,15201.54255,2610.43617,482.0425532,2790.117021,12628.6383,589.2978723,272.1170213,1170.87234,8025.553191,1314.734043,401.9680851,1304.489362,4603.765957,640.6702128,159.1595745,3538.734043,4673.56383,1206.457447,473.5744681,3208.882979,970.7446809,853.2659574,94,11.89144415,10.16845808,0.518451426,0.959183673,0.712121212,-0.797762208,1,0,1,1,0,0,0,1,0,0,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+4052,38062.08929,913.8571429,545.5,1113.75,33372.67857,724.9821429,1072.535714,1893.428571,13919.01786,525.4821429,2275.660714,1853.303571,20526.57143,1203.178571,6503.339286,3266.232143,8063.357143,1262.303571,314.8928571,2616.964286,16205.83929,473.3214286,205.7321429,1758.339286,20341.58929,567.2321429,135.8571429,1509.875,15254.28571,2299.357143,363.4821429,2794.767857,12403.03571,606.25,274.9642857,885.7678571,6699.964286,1115.160714,398.3214286,1303.839286,3498.732143,599.2321429,151.3928571,1772.482143,3876.982143,1137.75,312.8928571,3206.964286,1043.660714,851.9821429,56,9.682814669,7.771496723,0.596507913,0.888888889,0.691358025,-0.314409387,1,0,1,1,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
+4053,33950.83505,912.7628866,581.7731959,1126.979381,21522.30928,590.6907216,582.2783505,1444.979381,10464.79381,484.2371134,792.1546392,1732.484536,14686.39175,1110.268041,4619.206186,2534.525773,5434.494845,1183.319588,279.4536082,2363.391753,11203.94845,432.1752577,910.0515464,708.8350515,14078.19588,408.5670103,116.3608247,3231.701031,10717.39175,1649.0,310.7938144,2815.886598,9389.28866,590.2989691,251.1443299,984.6701031,4443.690722,1067.628866,386.6701031,1290.845361,3108.505155,801.742268,149.3814433,2008.206186,3168.206186,1138.752577,167.9278351,3225.412371,229.3402062,854.8659794,97,12.39841822,10.31542721,0.554782494,0.932692308,0.577380952,-1.423732203,0,0,1,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,1,0,0,0,T Cell,T Cells
+4054,18991.32468,854.2987013,544.1428571,1051.090909,17803.83117,701.2597403,624.8181818,1489.779221,9414.194805,547.9480519,646.2857143,1763.883117,11490.94805,1236.727273,3464.350649,3914.766234,4312.922078,1547.636364,322.9220779,2350.805195,9161.103896,398.038961,2261.896104,502.9480519,10961.74026,439.4545455,129.3116883,3118.61039,8617.844156,1674.818182,731.8051948,2817.818182,7699.987013,714.8311688,283.1948052,1757.831169,5141.428571,947.8441558,419.0649351,1364.805195,3919.545455,1104.519481,173.0779221,7293.519481,3602.272727,1371.038961,1236.454545,3233.090909,399.4675325,854.0649351,77,12.289234,8.709272959,0.705518725,0.895348837,0.641666667,-1.043386087,1,0,0,1,1,0,0,0,1,0,0,0,0,1,0,0,0,1,1,0,1,0,1,0,Macrophage,Other Cells
+4055,19627.33721,946.7906977,729.6511628,1154.27907,18171.54651,751.755814,907.8255814,1711.906977,10420.83721,592.6976744,521.0348837,1775.639535,12969.18605,1355.290698,944.7093023,970.9651163,4674.732558,1418.686047,331.9418605,2382.744186,10311.82558,481.8139535,339.627907,465.372093,12222.06977,494.5697674,132.5,848.6162791,9442.104651,1525.372093,445.4302326,2818.5,8538.616279,757.6744186,316.6162791,1708.825581,5983.569767,889.627907,448.9418605,1362.604651,4487.197674,676.5465116,168.8953488,1535.790698,3983.232558,1439.918605,195.6744186,3422.790698,499.1744186,853.5232558,86,13.13751433,8.584929351,0.756955184,0.934782609,0.682539683,1.325646521,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,1,NK Cell,Other Cells
+4056,38790.85841,911.3982301,661.8318584,1112.433628,34451.10619,802.2831858,1155.964602,1660.938053,19731.79646,600.159292,2756.256637,1870.654867,23884.10619,1355.044248,3031.159292,3411.672566,8662.946903,1432.469027,342.840708,2536.884956,18528.10619,452.2743363,519.8318584,1203.814159,23318.39823,527.300885,481.0176991,921.3893805,17672.47788,2234.469027,492.6017699,2802.123894,15327.73451,657.699115,314.4778761,1328.318584,10821.25664,1747.345133,454.8141593,1340.831858,8217.070796,712.4778761,170.7256637,3725.336283,7111.044248,1446.424779,408.840708,3535.495575,529.6725664,855.3893805,113,12.86132037,12.09706427,0.339580026,0.896825397,0.538095238,-1.335065204,1,0,1,1,0,0,0,0,1,1,1,0,1,0,0,1,0,1,0,0,1,0,0,1,Regulatory T Cell,T Cells
+4057,39170.53398,900.7669903,513.7281553,1093.339806,35046.65049,748.2912621,926.7864078,1645.135922,19961.62136,556.0194175,2561.786408,1833.601942,25175.81553,1304.912621,2076.68932,4817.0,9391.883495,1316.815534,319.0,2571.553398,19218.61165,426.3883495,112.4563107,1697.893204,24043.03883,914.5048544,512.6699029,1524.757282,18458.8932,2153.23301,520.5825243,2804.213592,16007.21359,626.7087379,295.4563107,1378.291262,11357.92233,2363.932039,433.776699,1314.951456,7627.271845,622.1941748,162.9223301,3059.165049,7167.271845,1372.0,424.8834951,3260.669903,809.3009709,854.2718447,103,13.89336445,9.665923404,0.718310857,0.936363636,0.66025641,0.78483788,1,0,1,1,0,0,0,0,0,1,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+4058,36110.75115,957.4423963,646.2396313,1114.211982,31876.18894,717.4562212,841.6728111,1641.391705,18330.88018,560.8479263,1153.414747,1755.626728,23600.02304,1293.778802,2124.672811,2986.050691,8548.428571,1318.940092,313.40553,2463.718894,17826.36406,450.3732719,145.7004608,1243.331797,22073.45622,510.9262673,175.9677419,2488.907834,17100.62212,1896.004608,507.1658986,2812.004608,14820.56221,640.3502304,287.3133641,1441.967742,10413.79263,1113.857143,427.0599078,1321.640553,6987.294931,628.3732719,161.6359447,2587.258065,6624.829493,1334.617512,489.5529954,3373.179724,832.9907834,858.4654378,217,18.11347619,15.97727178,0.47112686,0.911764706,0.601108033,0.755000764,1,0,1,1,0,0,0,0,0,0,1,0,1,0,0,0,0,0,0,0,1,0,0,1,Regulatory T Cell,T Cells
+4059,31121.42857,881.8911565,586.5816327,1107.972789,28213.29932,682.462585,596.8469388,1679.319728,13982.07143,539.5102041,515.3707483,1759.017007,18486.34354,1245.670068,4678.755102,2928.829932,6907.901361,1336.227891,313.5068027,2286.408163,14873.52041,443.1938776,376.0238095,496.2414966,17833.23129,441.7993197,126.170068,4344.931973,13930.89116,1495.217687,404.5442177,2862.017007,12109.86054,691.0816327,287.7346939,1324.102041,6531.068027,1287.044218,419.3469388,1300.598639,4720.506803,670.4829932,163.9693878,3957.64966,4350.789116,1289.568027,398.6360544,3243.462585,264.7142857,861.1122449,294,21.2011463,18.66269562,0.47447638,0.867256637,0.556818182,-1.242459667,1,0,0,1,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,1,0,0,0,Dendritic Cell,Other Cells
+4060,38889.8,883.9833333,510.95,1074.233333,34929.9,713.4,783.3166667,1631.833333,20015.61667,581.9,1685.266667,1804.166667,24111.73333,1302.0,2345.866667,3071.583333,8622.533333,1436.333333,319.4833333,2361.483333,18991.85,419.35,215.35,889.4166667,22795.68333,489.15,136.6666667,1910.983333,18147.35,1829.233333,509.75,2806.183333,15791.78333,1090.483333,310.7,1690.466667,10456.3,1194.833333,441.7166667,1298.616667,7730.4,686.3,181.9,3006.8,7072.166667,1421.583333,764.7,3308.15,379.15,853.8333333,60,10.02873271,7.673769762,0.643818297,0.952380952,0.740740741,1.074032707,1,0,1,1,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,1,1,0,1,0,Helper T Cell,T Cells
+4061,24608.03509,892.8596491,691.7807018,1099.394737,21889.60526,724.0,591.4561404,1587.394737,13382.20175,641.8333333,587.0350877,1768.298246,16239.42982,1352.27193,1949.096491,1321.491228,5894.982456,1380.929825,321.7017544,2357.105263,12710.57018,446.6842105,846.4912281,548.9473684,15676.58772,507.3859649,136.4824561,938.8333333,12172.4386,1676.754386,497.5614035,2815.175439,10710.77193,686.5438596,301.6842105,1669.5,7608.122807,857.0438596,453.3070175,1380.114035,5728.403509,869.8421053,178.8596491,2157.973684,5214.868421,1443.894737,292.7894737,3315.938596,515.745614,855.3947368,114,12.58692578,11.69219808,0.370290249,0.974358974,0.730769231,-1.482780635,1,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,1,0,1,0,0,0,Macrophage,Other Cells
+4062,31691.34074,929.2962963,708.7851852,1107.340741,29577.21481,746.2222222,914.4407407,1749.885185,17159.94074,563.9111111,1175.525926,1870.285185,20532.62222,1308.333333,2040.311111,3250.459259,7354.344444,1357.662963,312.7925926,2486.185185,15987.44815,454.5814815,155.4444444,792.1814815,19893.66667,1195.581481,135.9,1667.477778,15512.43704,1561.085185,630.862963,2798.451852,13421.31481,680.2518519,303.4037037,1423.522222,9478.618519,1365.422222,445.462963,1321.448148,7072.881481,628.1518519,166.5555556,2808.085185,6372.566667,1355.674074,451.4296296,3356.277778,580.5740741,861.5666667,270,22.73820464,17.10188313,0.659024942,0.841121495,0.511363636,-1.337342971,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+4063,19962.04545,886.4166667,565.1363636,1072.159091,18275.7197,681.0378788,704.7878788,1588.80303,9518.734848,553.7121212,584.7651515,1751.295455,13125.62121,1215.901515,3323.80303,2345.022727,4776.143939,1248.075758,340.2727273,2315.136364,9652.719697,426.2575758,861.3787879,645.7575758,12412.06818,496.969697,128.4166667,1238.265152,9046.143939,1751.295455,477.5984848,2811.689394,7933.05303,1195.659091,266.6969697,1313.613636,5638.613636,925.719697,410.5984848,1347.371212,3645.939394,1118.113636,155.5454545,1835.780303,3594.310606,1275.893939,414.0454545,3329.833333,878.780303,856.1590909,132,14.35920132,11.96584995,0.552786667,0.942857143,0.634615385,1.542667101,1,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,1,1,0,1,0,0,0,Dendritic Cell,Other Cells
+4064,25518.67593,965.2222222,610.1851852,1062.712963,21798.93519,644.3425926,968.9907407,1594.62963,11599.59259,537.3055556,1347.268519,1758.75,15270.0463,1175.962963,3430.314815,3671.157407,5728.583333,1218.842593,286.9074074,2590.657407,11482.69444,443.9814815,366.1111111,788.75,14347.97222,1625.712963,115.962963,1632.055556,11071.67593,1560.046296,457.1203704,2807.37037,9415.592593,891.2962963,259.7777778,1090.666667,6201.888889,1462.009259,390.5925926,1338.018519,3924.314815,661.8055556,159.2777778,4874.027778,3895.101852,1215.425926,680.287037,3137.398148,910.5833333,858.9444444,108,15.60644743,10.05082312,0.765010873,0.864,0.613636364,-0.195673336,1,0,1,1,0,0,0,0,1,1,0,0,0,0,0,1,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells
+4065,47423.94382,946.5280899,506.1123596,1124.516854,42329.39326,778.8314607,903.6741573,1732.662921,24132.93258,600.6966292,1784.41573,1835.359551,28889.02247,1382.561798,2653.191011,3716.876404,10656.77528,1488.359551,352.6516854,2389.573034,23089.80899,435.988764,278.5505618,1944.157303,28336.02247,786.0337079,844.4831461,1464.460674,22358.26966,1882.775281,448.9213483,2849.370787,19687.53933,714.1348315,343.3033708,1317.134831,12940.60674,1418.775281,482.2134831,1304.853933,9493.011236,702.6179775,181.5955056,2481.966292,8697.258427,1507.179775,953.0337079,3280.089888,367.4494382,854.8539326,89,14.40600448,8.141683305,0.824981992,0.87254902,0.659259259,1.444939073,1,0,1,1,1,0,0,0,0,1,1,0,1,0,0,1,1,0,0,1,1,1,1,0,Regulatory T Cell,T Cells
+4066,24767.61798,1038.662921,734.7752809,1091.988764,15616.82022,682.2696629,812.5280899,1518.561798,8851.382022,561.5393258,1583.011236,1882.033708,10648.61798,1203.179775,3487.988764,3841.674157,4064.876404,1617.966292,302.3033708,2398.741573,8670.314607,367.6292135,699.5842697,865.8988764,10403.25843,493.505618,122.4382022,2094.58427,8353.089888,2110.067416,658.1123596,2800.977528,7414.011236,607.4494382,269.5280899,1432.314607,5123.730337,1430.651685,408.6404494,1321.651685,3821.067416,894.6292135,165.6179775,3548.775281,3557.842697,1276.067416,219.7865169,3321.404494,414.8539326,856.3932584,89,13.48613214,9.040763246,0.742022652,0.898989899,0.618055556,-0.731314744,1,0,1,1,1,0,0,0,1,0,0,0,1,0,0,1,0,0,1,0,1,0,0,0,Helper T Cell,T Cells
+4067,31901.6646,910.3975155,607.515528,1111.596273,29106.09938,759.173913,890.1614907,1602.26087,16693.99379,597.4658385,1178.993789,1795.192547,20130.8882,1321.47205,4455.080745,3628.751553,7205.590062,1373.757764,322.2298137,2451.888199,15537.07453,429.9565217,1213.993789,1166.608696,19233.65217,976.2111801,160.8571429,1983.310559,15100.19255,1751.757764,657.7018634,2811.546584,13178.31677,881.0496894,301.7826087,1395.31677,9285.52795,1192.708075,445.2484472,1369.0,6770.204969,901.8819876,169.6335404,5094.515528,6084.931677,1378.664596,300.4596273,3281.937888,549.3850932,856.7950311,161,24.03292009,9.149952653,0.924687984,0.809045226,0.522727273,-1.249434732,1,0,1,1,0,0,0,0,1,1,1,0,0,0,0,1,0,1,1,0,1,0,0,0,Cytotoxic T Cell,T Cells
+4068,31998.98718,904.4807692,475.8782051,1062.75,28431.02564,757.4551282,1188.910256,1586.967949,16167.85897,554.0192308,1249.429487,1828.371795,20136.14103,1236.314103,3893.25641,2015.974359,7521.621795,1268.403846,295.1858974,2312.660256,15214.55769,5263.955128,162.2179487,1967.121795,19171.32051,582.3076923,743.4679487,1701.775641,14827.57692,1835.083333,528.3461538,2806.455128,12950.77564,599.9935897,265.7371795,1287.288462,9306.301282,843.1602564,408.2371795,1307.897436,6491.75641,620.1538462,158.3653846,3138.141026,6008.512821,1295.698718,388.1794872,3360.365385,752.6794872,858.4230769,156,16.88432649,12.23075816,0.689395326,0.876404494,0.65,0.370800743,1,0,1,0,0,0,0,1,0,1,1,0,1,0,0,0,0,0,0,0,1,0,0,1,Regulatory T Cell,T Cells
+4069,26199.23009,810.1415929,596.1415929,1072.088496,23460.65487,643.9911504,715.1858407,1641.911504,12600.0885,523.0088496,606.0176991,1761.938053,16502.23894,1176.292035,4961.159292,4094.761062,6164.017699,1231.300885,307.3362832,2530.176991,12772.15044,408.6902655,912.7876106,648.7522124,16109.81416,466.3097345,127.6902655,4089.19469,12095.26549,1731.646018,461.8230088,2793.955752,10272.07965,624.4070796,265.1858407,1439.212389,6838.884956,1054.221239,402.7345133,1328.973451,4211.929204,1006.884956,159.7699115,4362.20354,4196.982301,1215.300885,264.3716814,3250.893805,919.8495575,856.8141593,113,14.52279808,10.38703205,0.69889682,0.911290323,0.672619048,-0.184419119,1,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,1,0,0,0,Dendritic Cell,Other Cells
+4070,37193.57463,840.7985075,525.1940299,1093.768657,31272.90299,674.119403,888.358209,1676.067164,14972.78358,513.4776119,1569.5,1758.828358,21020.21642,1172.91791,4989.514925,3545.074627,7887.925373,1268.029851,303.1791045,2555.783582,16201.45522,404.8059701,369.4626866,1515.902985,20649.84328,816.3134328,128.9776119,4903.955224,15415.79104,2131.88806,488.1044776,2819.022388,12686.86567,604.3955224,271.0671642,1070.91791,7914.783582,1203.044776,396.3208955,1296.067164,4534.880597,713.4402985,157.7462687,2975.791045,4640.246269,1209.910448,475.3507463,3229.873134,980.2014925,859.7014925,134,19.19865419,9.592859282,0.866219819,0.8375,0.587719298,-0.133224221,1,0,1,1,0,0,0,0,1,1,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
+4071,16066.42174,892.9217391,451.0304348,1058.965217,14790.7087,694.9391304,538.9565217,1476.76087,8164.569565,528.873913,635.5086957,1721.226087,10697.7,1308.391304,935.1695652,1032.9,3861.695652,1222.169565,292.373913,2261.973913,8324.813043,413.0913043,106.6695652,690.6695652,10067.56522,567.2826087,126.9391304,783.8391304,7998.186957,1380.373913,562.0130435,2815.482609,7005.973913,630.926087,269.7695652,1629.095652,5295.234783,907.9826087,396.5391304,1314.313043,3912.643478,636.9478261,161.8956522,2329.93913,3650.565217,1511.452174,7938.221739,3193.304348,684.8043478,861.5826087,230,20.11604718,14.65476417,0.68503397,0.962343096,0.71875,-0.380760123,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,1,1,0,Granulocyte,Other Cells
+4072,27186.27174,872.6086957,487.8478261,1088.467391,25275.45652,701.25,651.0869565,1597.086957,12999.52174,558.7934783,477.7065217,1747.815217,17028.58696,1318.858696,4164.923913,2025.423913,6150.195652,1346.445652,330.2391304,2284.576087,13785.75,501.7065217,238.8478261,497.2608696,16847.11957,455.3152174,131.8695652,2256.728261,13165.75,1509.347826,345.5326087,2801.75,11670.29348,610.7934783,293.3369565,1396.01087,6785.369565,1052.391304,435.326087,1296.413043,5074.945652,647.6956522,165.1630435,2803.456522,4612.836957,1405.043478,5022.5,3239.01087,294.423913,858.8369565,92,12.59146257,9.916068596,0.616285037,0.876190476,0.58974359,0.993388346,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Unknown,Other Cells
+4073,35670.41346,917.2692308,556.3653846,1125.423077,32059.28846,765.5480769,791.7788462,1740.730769,18009.77885,608.7596154,966.2980769,1792.807692,21759.17308,1341.163462,3075.365385,3949.125,8088.307692,1404.336538,341.2884615,2367.538462,17648.27885,421.1730769,858.8269231,630.5673077,21383.85577,808.5865385,173.2884615,2989.471154,16409.75962,1646.615385,588.25,2827.0,14834.75,859.25,316.7403846,1838.317308,9450.125,1143.221154,464.25,1344.346154,6946.076923,858.2115385,176.8942308,4661.903846,6293.855769,1460.682692,1499.269231,3264.519231,350.6153846,858.0480769,104,12.56011788,10.89782866,0.497169611,0.95412844,0.722222222,-1.202799819,1,0,1,1,0,0,0,0,1,1,1,0,0,0,0,1,0,1,1,0,1,1,1,0,Cytotoxic T Cell,T Cells
+4074,23492.368,964.216,473.872,1076.984,21016.424,756.136,638.664,1511.224,12288.328,555.8,596.648,1716.312,15207.952,1330.392,1430.944,2258.152,5523.128,1335.088,295.176,2312.904,11525.16,423.984,241.192,606.52,14038.72,629.176,120.352,1664.96,10977.304,1370.072,643.304,2797.784,9661.552,605.608,270.032,1625.704,6943.104,1083.376,386.952,1310.496,5137.992,662.056,158.368,1767.76,4521.52,1521.272,9858.744,3334.016,643.992,861.248,125,15.08139464,10.78881123,0.698743546,0.946969697,0.600961538,0.24643234,1,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,1,1,0,Granulocyte,Other Cells
+4075,25064.75238,1042.161905,560.8571429,1072.52381,21769.28571,719.1428571,699.4285714,1521.409524,12135.82857,587.7428571,875.9333333,1758.47619,15643.42857,1250.657143,3220.933333,2471.457143,5689.485714,1240.52381,287.4095238,2357.590476,11625.07619,413.2095238,128.0380952,892.4095238,14386.18095,1366.304762,122.4380952,3197.990476,11416.11429,1592.733333,503.0666667,2790.295238,9755.685714,562.6190476,255.0,1379.371429,6954.457143,986.4380952,390.4571429,1288.590476,4922.504762,588.8761905,152.8571429,3150.152381,4620.704762,1230.447619,183.1428571,3415.304762,764.5142857,858.7809524,105,12.90474042,10.42577094,0.58931629,0.954545455,0.673076923,1.098215271,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,1,Cytotoxic T Cell,T Cells
+4076,39167.27869,883.8852459,527.0819672,1100.934426,36875.78689,779.7540984,994.0491803,1685.918033,20438.4918,587.6885246,2604.52459,1965.491803,25202.91803,1352.57377,4208.754098,4895.131148,9410.672131,1422.508197,329.9672131,2405.04918,20811.08197,438.0327869,524.7868852,1516.295082,25486.39344,1680.442623,542.9016393,1976.393443,19807.98361,2031.344262,469.2131148,2811.229508,17894.31148,701.6885246,349.4590164,1394.442623,11646.11475,1900.442623,475.3934426,1317.262295,8698.770492,740.0655738,187.8852459,3937.196721,7865.229508,1484.409836,1046.131148,3327.213115,359.0819672,860.0655738,61,11.71969017,7.945332173,0.735110518,0.835616438,0.462121212,-0.414581115,1,0,1,1,0,0,0,0,1,1,1,0,1,0,0,1,1,0,0,1,1,1,1,0,Regulatory T Cell,T Cells
+4077,20287.84,894.432,741.416,1115.064,18860.728,717.84,844.968,1643.656,10559.992,607.064,506.416,1742.896,12931.704,1285.408,970.248,978.4,4798.496,1496.624,320.416,2386.0,10547.888,422.896,413.872,469.904,12980.52,464.136,130.024,844.912,9892.608,1497.176,456.296,2813.68,8800.672,669.504,302.096,1770.8,6207.448,901.896,451.792,1341.184,4630.496,711.056,167.44,1251.472,4251.848,1405.512,338.872,3287.04,486.192,859.928,125,13.15685636,12.17145689,0.379714484,0.946969697,0.73964497,-0.621006843,1,0,0,0,1,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,Macrophage,Other Cells
+4078,28182.45794,908.1401869,1069.588785,1171.925234,24254.4486,735.5233645,1104.401869,1899.233645,12794.35514,535.4205607,711.8224299,1837.457944,17083.2243,1255.682243,1930.205607,2433.0,6268.392523,1362.205607,317.9813084,2400.88785,13035.7757,475.6915888,528.0560748,723.1214953,16072.88785,500.2056075,134.5514019,1782.037383,12361.33645,1634.0,444.3364486,2831.504673,10506.0,761.588785,292.8691589,1400.0,6700.196262,924.8878505,425.0186916,1344.11215,4121.018692,811.0093458,157.3271028,2324.364486,4174.570093,1297.439252,297.6168224,3297.35514,928.4672897,860.8411215,107,13.85590591,10.86210832,0.620844847,0.87704918,0.633136095,-0.518657139,1,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,1,1,0,1,0,0,0,Dendritic Cell,Other Cells
+4079,31352.21348,906.0898876,779.0674157,1133.0,27618.92135,724.5842697,1018.47191,1773.157303,14612.55056,572.7640449,951.1910112,1752.235955,19374.17978,1271.033708,2440.730337,2470.314607,7273.314607,1301.674157,325.3595506,2352.348315,15117.98876,559.8539326,1168.88764,858.1910112,18816.75281,484.2022472,129.2696629,2047.393258,14428.22472,2061.269663,427.9662921,2824.764045,12253.83146,773.3707865,336.3595506,1211.269663,7901.235955,1012.05618,426.9213483,1374.426966,4829.011236,931.8314607,162.8651685,4651.449438,4866.707865,1308.595506,661.6179775,3326.089888,938.7303371,858.0449438,89,13.21608061,8.911806981,0.738443438,0.917525773,0.684615385,1.070187659,1,0,1,1,0,0,0,0,1,0,0,0,1,0,0,0,0,1,1,0,1,0,1,0,Helper T Cell,T Cells
+4080,35422.95122,892.0121951,755.6219512,1141.012195,12525.06098,488.6097561,497.097561,1384.804878,5765.97561,460.3170732,838.8902439,1656.182927,7764.865854,935.5243902,4115.865854,2396.939024,3195.195122,981.1463415,224.5609756,2536.378049,6564.609756,313.8536585,266.9146341,662.5731707,8331.841463,985.8170732,102.7317073,2486.646341,6204.902439,1662.829268,375.5731707,2780.963415,5275.939024,533.0,223.3780488,862.8658537,3035.658537,955.0365854,340.3170732,1280.207317,1694.670732,548.6829268,132.6097561,1920.743902,1790.670732,954.7439024,185.5243902,3037.536585,1020.0,859.4268293,82,12.74249469,8.472724954,0.746915604,0.942528736,0.630769231,-0.623098247,0,0,1,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+4081,39208.98851,970.2068966,635.1954023,1146.965517,34179.57471,792.137931,818.0229885,1703.551724,20130.12644,607.4482759,1288.045977,1785.126437,24553.93103,1410.528736,2200.712644,4201.287356,8811.735632,1475.666667,374.9195402,2330.298851,19078.16092,446.9195402,269.5287356,1159.781609,23661.77011,945.2068966,203.5862069,1744.597701,18511.13793,1911.367816,583.5977011,2829.563218,16139.32184,661.954023,321.7011494,1780.402299,10914.33333,1292.275862,479.6091954,1329.758621,8134.873563,690.0114943,179.045977,2354.344828,7398.022989,1547.517241,945.8965517,3368.54023,455.6206897,859.5632184,87,12.05137639,9.533158939,0.611760336,0.945652174,0.608391608,0.889480773,1,0,1,1,1,0,0,0,0,1,1,0,1,0,0,1,1,0,0,0,1,1,1,1,Regulatory T Cell,T Cells
+4082,18100.78906,837.71875,469.2734375,1048.984375,16221.42188,664.4296875,635.796875,1548.757813,9198.9375,657.8828125,502.453125,1731.65625,11527.84375,1191.195313,2880.195313,1795.476563,4343.359375,1220.804688,285.9296875,2290.671875,8772.414063,1815.96875,652.078125,555.328125,10659.17969,581.984375,110.2578125,860.6171875,8537.078125,1608.71875,635.3828125,2784.21875,7348.039063,764.96875,258.8515625,1359.0,5399.523438,1043.710938,385.9453125,1324.273438,3911.28125,774.046875,153.34375,2948.15625,3618.476563,1295.039063,619.75,3221.734375,707.6953125,861.3359375,128,14.78997494,11.33426776,0.642425667,0.907801418,0.711111111,-1.336795573,1,1,0,0,0,0,0,1,1,1,0,0,0,0,0,0,0,0,1,0,1,0,1,0,Macrophage,Other Cells
+4083,37354.71739,1048.155797,555.057971,1083.996377,32912.08333,729.9275362,681.5362319,1593.40942,18961.03623,557.9746377,1072.503623,1739.365942,24228.75,1301.82971,3692.224638,3322.851449,8704.807971,1307.097826,303.2536232,2396.405797,17938.71014,407.7934783,109.3152174,897.1521739,22217.9058,509.7789855,142.1630435,2344.210145,17497.49275,1824.778986,534.4456522,2802.0,15083.3913,597.673913,284.2753623,1288.594203,10634.32971,1342.594203,415.4166667,1305.322464,7359.304348,605.5833333,159.057971,1940.688406,6760.300725,1330.0,380.6268116,3307.163043,787.1992754,863.2101449,276,24.34350948,15.72847527,0.763248117,0.884615385,0.649411765,1.30983531,1,0,1,1,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
+4084,26012.10317,1137.063492,586.8253968,1057.809524,22359.07143,712.3333333,608.3412698,1499.809524,12850.78571,568.0952381,736.6587302,1703.880952,15931.0873,1240.357143,2120.873016,2064.452381,6076.920635,1249.150794,291.7539683,2453.222222,12442.90476,376.0952381,150.015873,507.2380952,15479.72222,684.2857143,119.7857143,2457.666667,11784.30159,1581.68254,471.2619048,2787.269841,10232.85714,712.3571429,271.6031746,1210.325397,7084.309524,900.7222222,385.4047619,1298.531746,4644.896825,579.6031746,158.531746,1657.68254,4340.563492,1172.904762,760.4126984,3481.0,851.8174603,861.2142857,126,13.74590218,12.01076759,0.486337984,0.954545455,0.6,-0.233013822,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,1,NK Cell,Other Cells
+4085,25390.92523,1012.242991,754.588785,1153.766355,22380.37383,784.7102804,887.5607477,1807.224299,12300.43925,570.1588785,693.3738318,1784.831776,16093.59813,1370.504673,1185.897196,1404.392523,5843.915888,1431.364486,336.7570093,2402.35514,12012.33645,495.1308411,204.0186916,601.9626168,15369.2243,499.9719626,136.046729,1140.878505,11391.15888,1674.869159,444.7196262,2829.074766,10023.84112,1563.009346,301.7196262,1479.308411,6799.700935,875.5607477,447.4018692,1345.53271,4548.196262,652.9252336,167.8971963,1166.971963,4264.28972,1375.598131,361.4392523,3528.504673,867.8598131,860.7757009,107,13.00654554,10.80109462,0.557115072,0.938596491,0.685897436,1.032055187,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,1,NK Cell,Other Cells
+4086,30041.26984,854.8888889,737.3968254,1112.21164,24346.87831,669.3068783,830.0846561,1766.280423,11540.2963,510.9259259,1684.005291,1791.851852,16784.69841,1195.592593,5245.439153,3656.100529,6310.354497,1293.544974,293.3915344,2439.100529,12935.74603,509.8412698,447.4126984,1510.444444,16340.71429,777.5343915,121.4867725,2068.84127,12352.82011,2421.677249,416.1481481,2811.84127,10169.65608,1352.666667,259.4761905,1117.195767,6274.608466,1404.084656,397.3544974,1301.597884,3621.095238,651.5132275,154.4656085,2459.624339,3742.396825,1214.222222,531.4550265,3300.78836,991.5767196,862.6878307,189,18.47888947,13.20930507,0.699296029,0.935643564,0.694852941,-0.773624049,1,0,1,1,0,0,0,0,1,1,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
+4087,36792.12324,944.3274648,728.0669014,1141.492958,25858.97887,670.5,729.3239437,1657.545775,10541.39789,586.9366197,1079.873239,1717.433099,16063.90845,1210.369718,5235.214789,2603.359155,6155.711268,1378.721831,327.0598592,2364.052817,12807.70423,405.8239437,572.5950704,921.5985915,16098.46127,455.0352113,127.0,2691.764085,11928.4331,2536.742958,396.3591549,2798.862676,9806.950704,602.7570423,261.8661972,924.2359155,5376.049296,1078.605634,386.4260563,1298.933099,2929.376761,683.2711268,152.8485915,2446.897887,3157.024648,1144.947183,472.2535211,3166.397887,1036.721831,863.1549296,284,21.46407052,18.09314011,0.537991776,0.937293729,0.676190476,0.836576448,1,0,1,1,0,0,0,0,1,0,0,0,1,0,0,0,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
+4088,24783.76289,891.7216495,855.257732,1132.71134,22211.30928,678.8453608,625.2680412,1715.57732,11472.75258,577.9690722,499.5051546,1778.670103,15409.1134,1325.907216,2491.57732,3109.463918,5675.185567,1404.340206,309.3917526,2310.154639,11328.23711,435.1443299,859.5463918,535.1443299,14707.37113,558.1340206,124.6597938,1976.680412,10925.86598,1545.257732,462.3402062,2809.958763,9290.350515,2921.752577,266.7835052,1312.103093,6295.546392,925.1237113,403.7319588,1325.154639,4005.845361,873.9278351,161.5463918,3905.71134,3978.989691,1279.268041,625.1546392,3239.783505,895.1134021,861.2061856,97,13.41729701,9.492127784,0.706758844,0.906542056,0.678321678,0.905672218,1,0,0,1,0,0,0,0,1,1,0,0,0,0,0,0,0,0,1,0,1,0,1,0,Dendritic Cell,Other Cells
+4089,31117.76039,839.8704156,525.8410758,1071.420538,28625.77262,675.8337408,895.596577,1655.476773,13872.98778,575.7017115,1825.92176,1764.821516,18685.46455,1174.03423,4477.775061,3776.117359,7104.933985,1229.782396,299.1026895,2481.07824,14635.63081,2255.929095,585.6259169,1995.136919,18494.82152,545.5354523,148.2518337,2593.110024,14048.9511,2386.501222,413.9633252,2804.317848,11645.19315,635.4205379,267.207824,1075.706601,7233.01467,1285.601467,399.0171149,1338.132029,4163.246944,708.2616137,157.8728606,3620.848411,4277.689487,1196.249389,322.2469438,3247.325183,964.0342298,867.5599022,409,24.56103689,22.05648654,0.439939325,0.93166287,0.715034965,-0.221191203,1,0,1,1,0,0,0,1,1,1,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
+4090,22533.19101,811.1235955,502.7865169,1078.539326,19517.66292,646.5168539,496.258427,1580.674157,8837.078652,844.8089888,377.2022472,1688.191011,12638.49438,1191.921348,2225.359551,886.1011236,4793.303371,1190.561798,332.8314607,2270.651685,9995.168539,399.6179775,542.1235955,510.2247191,12655.13483,411.1797753,133.0898876,1098.505618,9651.303371,1542.438202,368.7640449,2840.011236,7988.022472,777.0,264.5617978,893.1348315,4778.123596,716.7078652,388.8089888,1301.853933,2686.359551,676.8876404,154.8426966,1872.483146,2879.438202,1165.910112,753.5730337,3099.449438,1005.617978,860.6179775,89,11.99586322,9.664712945,0.592363966,0.917525773,0.741666667,1.33415999,1,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Macrophage,Other Cells
+4091,23854.48485,786.0505051,541.8181818,1073.090909,13005.57576,489.0606061,390.6868687,1327.808081,5792.525253,407.4444444,423.5353535,1675.010101,8662.717172,972.3434343,3859.818182,1834.89899,3213.272727,1083.30303,234.1717172,2277.646465,6490.30303,2298.79798,593.3030303,848.8787879,7945.161616,407.959596,104.8282828,3585.858586,5863.060606,1397.969697,296.6969697,2798.181818,5112.111111,537.7171717,218.7777778,964.7272727,2311.79798,958.7171717,345.3939394,1305.909091,1680.727273,751.8888889,140.6262626,3318.666667,1746.828283,1010.979798,168.1111111,3086.888889,219.3131313,861.3636364,99,12.96455277,9.766645517,0.657637481,0.99,0.707142857,1.531342485,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Dendritic Cell,Other Cells
+4092,29269.68571,949.1571429,552.9428571,1107.614286,26154.32857,705.0428571,622.8285714,1661.271429,13783.85714,536.9428571,479.7285714,1757.1,18283.95714,1316.028571,4705.271429,2723.242857,6410.742857,1320.242857,335.5571429,2303.171429,14425.25714,410.7,205.1142857,469.5,17400.52857,431.7571429,132.7857143,2771.857143,13968.7,1482.471429,358.6428571,2822.957143,12207.02857,617.5714286,301.7,1519.842857,6906.242857,834.1142857,448.7285714,1295.042857,4958.014286,659.0,169.8142857,4766.514286,4592.4,1382.014286,2750.457143,3186.385714,285.3428571,860.9571429,70,11.94796941,7.469468902,0.780491502,1.0,0.707070707,0.949865375,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Unknown,Other Cells
+4093,32876.38992,974.8408488,500.5941645,1055.281167,29788.9496,779.7851459,668.9787798,1563.013263,16842.4695,572.2891247,1164.092838,1754.734748,20406.64721,1324.543767,1987.421751,3008.34748,7196.997347,1281.628647,293.4748011,2362.095491,15698.18037,410.9257294,157.6339523,913.3448276,19501.85676,778.6737401,347.4933687,1761.013263,14718.51989,1651.082228,628.9045093,2803.106101,12899.96286,783.5411141,278.3023873,1449.607427,9034.907162,1016.928382,406.4350133,1305.554377,6727.122016,603.4429708,157.1538462,2409.95756,5941.583554,1382.660477,4009.278515,3241.376658,600.5649867,869.8355438,377,27.72902303,17.74716086,0.768357302,0.928571429,0.641156463,0.365081165,1,0,1,1,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells
+4094,30702.35294,867.0,572.3235294,1089.343137,28250.46078,708.9215686,748.5098039,1598.95098,15568.87255,557.5980392,1189.45098,1789.686275,18803.08824,1272.401961,3162.176471,4646.382353,7023.264706,1391.029412,325.4607843,2404.470588,15222.9902,407.0490196,479.7352941,1253.627451,18430.97059,838.5784314,133.4117647,3092.529412,14179.65686,1777.745098,542.1078431,2811.852941,12482.20588,923.1862745,298.6470588,2202.862745,8304.45098,1327.078431,435.1862745,1325.617647,6204.45098,727.5098039,180.2843137,5661.598039,5635.352941,1393.421569,863.0784314,3266.264706,377.627451,862.872549,102,14.16480967,9.423330159,0.746608693,0.927272727,0.566666667,1.048819752,1,0,1,1,0,0,0,0,1,1,0,0,0,0,0,1,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells
+4095,27160.82432,888.8783784,546.5540541,1065.310811,25684.55405,718.4189189,503.4459459,1506.283784,13543.66216,553.3513514,580.6756757,1702.202703,16415.04054,1301.067568,2099.756757,3272.986486,6092.337838,1554.243243,329.5810811,2319.648649,13251.10811,412.0540541,1095.77027,624.2027027,16453.0,426.4459459,133.1891892,2338.432432,12591.22973,1633.121622,533.3648649,2798.202703,11247.14865,655.527027,283.527027,1580.77027,7486.445946,930.0135135,441.6756757,1343.054054,5805.27027,900.0405405,181.9054054,4438.445946,5273.797297,1412.108108,1256.689189,3244.22973,399.3918919,862.1081081,74,12.38035125,8.845609029,0.699647974,0.813186813,0.517482517,-1.359572676,1,0,0,1,1,0,0,0,1,0,0,0,0,0,0,0,0,1,1,1,1,0,1,0,Macrophage,Other Cells
+4096,29147.77692,1017.569231,938.7,1194.0,26116.46923,778.8846154,997.9230769,1789.892308,14317.97692,654.2076923,719.0769231,1814.784615,17761.06923,1376.169231,1063.792308,1313.653846,6431.792308,1410.792308,336.6692308,2372.430769,13878.51538,495.7769231,453.3230769,648.7461538,17023.82308,489.0,142.6230769,987.2615385,13106.55385,1665.069231,442.8230769,2846.715385,11553.89231,723.1,313.4461538,1637.107692,7808.630769,1039.530769,463.2692308,1375.246154,5813.461538,720.7153846,175.0230769,1672.846154,5118.769231,1426.761538,215.4307692,3343.861538,473.4307692,864.2692308,130,14.60049232,11.55807831,0.611010482,0.942028986,0.722222222,-1.174896555,1,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,Macrophage,Other Cells
+4097,26083.43939,783.9090909,433.0,1040.863636,23353.5,647.1363636,742.6212121,1494.787879,13944.5303,506.6212121,1747.681818,1750.409091,17217.86364,1231.090909,1346.287879,2610.484848,6343.121212,1280.5,283.0757576,2369.545455,13662.43939,419.4393939,137.2727273,923.0757576,17185.89394,1824.227273,109.4393939,940.6363636,13156.25758,1373.848485,540.8636364,2782.287879,11449.4697,603.3030303,254.2424242,1623.681818,8490.439394,1947.787879,391.8484848,1280.666667,6285.212121,630.5606061,155.6363636,2520.121212,5900.818182,1397.954545,5646.863636,3175.015152,633.2424242,862.7727273,66,10.54003061,8.347841092,0.610504245,0.929577465,0.66,-1.202539228,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells
+4098,23528.03175,908.4761905,667.6349206,1085.650794,22605.87302,693.3650794,683.2857143,1582.68254,11802.55556,532.5873016,1265.301587,1735.301587,16194.85714,1245.206349,2101.079365,3568.206349,5977.507937,1290.730159,289.7460317,2527.84127,11851.65079,430.6507937,113.015873,881.4603175,15072.88889,504.9206349,134.4920635,1744.52381,11328.09524,1916.015873,567.984127,2811.301587,9728.587302,662.0634921,268.968254,1378.15873,6877.714286,1502.079365,406.0634921,1305.555556,4958.714286,590.7936508,153.0,2884.063492,4444.698413,1281.698413,670.4444444,3309.746032,801.3968254,862.2063492,63,12.83399869,7.523005235,0.810182434,0.807692308,0.477272727,-1.03361637,1,0,1,1,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,1,0,1,0,Helper T Cell,T Cells
+4099,23395.56477,1000.621762,617.3523316,1090.813472,21023.55959,745.1917098,658.1968912,1547.813472,11323.5544,576.611399,675.5284974,1798.160622,14005.99482,1305.668394,2316.020725,2190.932642,5050.507772,1728.07772,314.1088083,2345.165803,11054.79275,402.3005181,1153.559585,506.5233161,13416.56477,535.9274611,132.2227979,1641.61658,10602.1399,1705.621762,704.1295337,2846.606218,9467.430052,694.0777202,287.3834197,1346.772021,6398.595855,964.5233161,434.8911917,1391.336788,4843.388601,884.880829,174.611399,4548.222798,4371.108808,1368.015544,268.6062176,3327.388601,424.0621762,865.4145078,193,20.82888509,12.52022169,0.799174581,0.885321101,0.742307692,1.521942886,1,0,0,1,1,0,0,0,1,1,0,0,0,1,0,0,0,1,1,0,1,0,0,0,Macrophage,Other Cells
+4100,21792.61538,1019.288462,682.25,1157.884615,18973.14423,797.0865385,652.9807692,1708.730769,10742.5,599.7403846,513.6634615,1762.182692,12916.28846,1457.105769,1737.557692,2257.346154,4796.557692,1510.778846,363.4230769,2368.211538,10580.15385,456.9711538,467.2980769,545.375,12683.68269,492.9038462,140.9903846,1426.836538,9815.932692,1786.461538,538.5288462,2907.942308,8822.365385,1328.673077,315.2692308,1938.384615,6010.586538,1015.990385,478.875,1359.153846,4570.990385,760.5480769,185.8653846,2514.423077,4075.951923,1499.423077,2418.605769,3321.086538,445.6442308,864.3557692,104,14.51079401,10.25079846,0.707787162,0.888888889,0.571428571,-0.823354954,1,0,0,1,1,0,0,0,1,0,0,0,0,0,0,0,1,1,0,1,1,1,1,0,Macrophage,Other Cells
+4101,21418.64286,937.2261905,579.577381,1098.934524,19917.43452,748.0535714,830.3988095,1540.547619,11103.30357,561.8035714,807.9702381,1791.803571,13663.16071,1353.404762,1471.916667,1612.696429,4912.035714,1415.047619,322.1488095,2319.964286,10707.15476,443.2142857,168.1309524,888.4464286,13135.28571,486.3690476,130.4107143,885.4285714,9981.833333,1650.767857,450.1071429,2820.142857,8856.0,697.6011905,291.8095238,1659.869048,6212.184524,1229.839286,440.6011905,1328.321429,4653.541667,635.9940476,172.5654762,1448.642857,4144.910714,1423.60119,326.5357143,3212.714286,499.327381,866.6309524,168,18.20573139,12.40546044,0.731907385,0.903225806,0.717948718,0.052284887,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,T Cell,T Cells
+4102,35976.85915,910.1408451,588.8873239,1118.619718,32134.02817,791.5352113,998.7746479,1659.183099,18159.38028,585.5352113,1949.591549,1811.577465,21458.04225,1351.873239,2718.492958,2604.169014,8045.605634,1424.380282,335.5633803,2470.943662,17203.84507,437.9859155,744.0704225,1149.253521,21182.28169,577.8450704,507.3802817,992.8732394,16377.97183,2102.71831,488.7605634,2805.253521,14391.92958,1036.0,310.3943662,1261.647887,10128.15493,1436.140845,456.056338,1342.676056,7590.647887,798.4225352,173.6478873,2879.535211,6707.915493,1430.169014,297.8309859,3679.887324,534.2957746,863.084507,71,12.67321803,7.43910937,0.809590914,0.934210526,0.657407407,-1.049335554,1,0,1,1,0,0,0,0,1,1,1,0,1,0,0,1,0,1,1,0,1,0,0,1,Regulatory T Cell,T Cells
+4103,30527.9816,879.2331288,732.7055215,1149.96319,27822.91411,721.7177914,1311.595092,1698.257669,16218.69325,588.4969325,1533.895706,1823.895706,19428.49693,1303.233129,3102.957055,2900.030675,6830.337423,1380.509202,321.8466258,2754.055215,14889.38037,434.2515337,413.3803681,1074.447853,18319.80982,770.7852761,446.0736196,1037.834356,14420.17791,1814.576687,489.398773,2818.91411,12661.34969,741.7361963,305.6871166,1320.466258,8969.355828,1420.91411,445.8895706,1375.90184,6460.09816,708.7668712,168.0368098,3094.791411,5912.92638,1380.588957,345.5030675,3271.490798,552.0184049,865.4907975,163,20.70238691,10.21694654,0.869737064,0.947674419,0.659919028,-1.158102547,1,0,1,1,0,0,1,0,1,1,1,0,0,0,0,1,0,1,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+4104,34559.02454,1069.98773,559.5644172,1090.993865,30526.46012,793.6564417,849.2822086,1607.840491,17943.50307,676.2699387,1472.742331,1772.539877,21839.09202,1383.196319,2928.141104,3025.122699,7914.294479,1353.368098,310.3435583,2486.233129,16228.44785,439.8711656,188.2638037,1050.042945,19965.05521,478.3435583,299.3190184,1172.558282,15762.66871,1951.895706,478.7300613,2794.110429,13673.76687,635.9079755,277.2331288,1287.453988,9663.09816,1253.251534,409.8343558,1310.754601,6892.325153,637.4171779,162.803681,2313.779141,6094.907975,1322.552147,337.1104294,3356.521472,730.5030675,868.202454,163,21.23137718,10.63774541,0.865424776,0.831632653,0.626923077,-0.226806925,1,1,1,1,0,0,0,0,0,0,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+4105,30338.28804,977.5,690.3532609,1159.592391,18594.68478,585.3369565,494.7826087,1498.282609,8580.054348,470.7065217,795.2391304,1726.043478,11976.52174,1074.804348,4758.467391,2106.423913,4520.722826,1161.288043,274.3152174,2293.163043,9276.429348,329.2065217,985.5923913,672.798913,11209.79891,394.701087,246.5380435,2953.880435,8385.461957,1623.853261,302.4945652,2816.913043,7287.576087,573.8369565,242.8152174,995.7173913,3316.548913,808.1684783,371.2228261,1296.538043,2404.641304,764.3206522,144.9347826,2231.608696,2362.375,1072.201087,399.201087,3126.353261,234.1086957,867.4782609,184,17.63969987,13.4533348,0.646783471,0.943589744,0.721568627,0.393828675,0,0,1,1,0,0,0,0,1,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,T Cell,T Cells
+4106,44242.47727,938.2954545,485.6136364,1101.454545,38385.22727,783.75,777.3181818,1678.340909,22526.93182,606.4318182,2392.386364,1814.818182,27402.5,1355.636364,2095.522727,4433.886364,9866.795455,1463.795455,345.2045455,2391.954545,21431.45455,417.5909091,308.75,1935.5,25962.45455,1046.5,175.2272727,1269.977273,20987.43182,1966.772727,437.3181818,2853.977273,18466.81818,633.4090909,332.9090909,1336.272727,11984.75,1855.227273,472.0454545,1351.636364,8517.090909,680.3863636,179.8409091,3054.136364,8116.090909,1475.204545,303.1136364,3314.863636,366.8636364,863.2954545,44,8.037324885,7.101722787,0.468255997,0.956521739,0.611111111,-1.461398567,1,0,1,1,1,0,0,0,1,1,1,0,1,0,0,1,1,1,0,0,1,1,0,0,Regulatory T Cell,T Cells
+4107,33967.70492,1026.606557,601.5901639,1113.213115,29789.03279,755.1147541,656.295082,1698.606557,17078.40984,799.5737705,754.8852459,1758.459016,20822.04918,1358.245902,3743.704918,2481.885246,7755.131148,1324.819672,323.1311475,2422.721311,16599.7541,420.9836066,807.4590164,721.5409836,22089.55738,669.4098361,134.8852459,3567.836066,16609.34426,1788.42623,449.9180328,2778.95082,14187.06557,820.9672131,295.557377,1254.868852,9798.0,1002.114754,423.852459,1374.819672,6054.114754,875.3442623,169.8196721,3888.213115,6025.540984,1352.344262,240.295082,3294.180328,887.2295082,864.7868852,61,10.24049147,7.719821939,0.657043482,0.983870968,0.616161616,0.526461268,1,1,0,1,0,0,0,0,1,1,0,0,0,0,0,0,0,1,1,0,1,0,0,0,Macrophage,Other Cells
+4108,24362.37179,923.1794872,603.6410256,1097.807692,22477.21795,700.0128205,460.4615385,1657.410256,11062.69231,548.6282051,522.5,1757.205128,14751.60256,1286.576923,7264.064103,4309.153846,5288.679487,1310.0,316.9358974,2282.269231,11535.25641,448.3461538,572.7307692,452.7435897,13890.74359,421.1025641,125.1025641,5720.448718,10846.67949,1495.397436,453.1025641,2806.833333,9287.294872,581.7179487,291.6282051,1943.897436,5240.128205,811.2692308,430.3461538,1298.294872,3773.089744,715.6025641,168.1794872,6681.538462,3450.769231,1327.294872,2968.358974,3147.974359,278.1794872,865.8333333,78,10.73368818,9.529029445,0.46029037,0.951219512,0.590909091,1.124476462,1,0,0,1,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,1,0,1,0,B Cell,B Cells
+4109,39385.6747,920.1807229,533.7108434,1114.445783,34626.6506,771.9638554,712.4457831,1684.626506,19439.10843,605.313253,706.5060241,1760.445783,23228.10843,1350.783133,1671.674699,2855.891566,8761.060241,1420.686747,349.2650602,2446.578313,19001.37349,428.7710843,1312.313253,672.3493976,23525.40964,570.1204819,143.1084337,1678.915663,17928.83133,1690.638554,621.060241,2927.674699,16113.90361,1124.168675,312.4216867,1796.710843,10143.71084,1154.542169,470.3253012,1347.13253,7377.542169,995.1084337,181.1204819,2763.337349,6781.072289,1488.879518,2352.698795,3301.337349,343.9277108,866.1566265,83,11.51439534,10.26647017,0.452783614,0.838383838,0.456043956,0.567982786,1,0,0,1,0,0,0,0,1,1,0,0,0,0,0,1,1,1,1,1,1,1,1,0,Dendritic Cell,Other Cells
+4110,27759.63333,1077.075,566.9416667,1070.3,24164.59167,742.1916667,602.5,1496.241667,13337.45833,616.6416667,1202.308333,1743.016667,15882.15,1290.491667,1727.191667,2223.616667,6021.841667,1411.666667,313.4583333,2436.466667,12904.65,387.8666667,313.525,1102.208333,15693.23333,434.3083333,257.8416667,1418.066667,12265.96667,1947.65,494.6083333,2798.325,10936.40833,628.9,283.5416667,1234.791667,7371.55,1086.833333,424.525,1320.916667,5569.283333,676.5166667,167.3583333,2082.258333,4974.975,1307.958333,304.3833333,3356.258333,407.9083333,867.475,120,13.73656237,11.17567641,0.581464809,0.975609756,0.714285714,-0.319744198,1,0,1,1,0,0,0,0,1,0,1,0,1,0,0,0,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+4111,44152.90361,939.0843373,524.2771084,1097.951807,38320.27711,785.8072289,883.1987952,1678.23494,22760.53614,590.5060241,1410.379518,1834.885542,28114.74699,1362.975904,2496.873494,4238.759036,10428.61446,1376.596386,328.8373494,2508.054217,21066.6747,550.4819277,152.4518072,1259.692771,26254.95783,867.2289157,170.6686747,1752.204819,20805.6988,1750.307229,584.7891566,2805.801205,18304.55422,632.4698795,301.3493976,1476.319277,13102.63855,1218.277108,437.0783133,1315.674699,9016.409639,643.5120482,162.9879518,3624.108434,8290.246988,1440.542169,364.9759036,3389.289157,743.4457831,869.5481928,166,18.68974813,13.42563507,0.695689918,0.838383838,0.553333333,0.548559359,1,0,1,1,0,0,0,0,0,1,1,0,0,0,0,1,0,0,0,0,1,0,0,1,Cytotoxic T Cell,T Cells
+4112,34912.4,973.3545455,528.4454545,1101.3,31015.07273,738.2727273,537.9545455,1629.454545,17486.65455,564.6909091,1276.245455,1772.181818,22245.08182,1345.918182,2503.127273,3963.027273,8160.918182,1368.754545,314.9272727,2869.536364,16521.55455,1981.718182,112.2363636,1050.854545,21102.87273,851.2909091,165.3909091,3089.809091,16147.77273,1852.009091,617.1636364,2809.154545,13763.16364,784.9090909,283.3181818,1459.054545,9697.7,1302.818182,419.1545455,1301.654545,6613.263636,608.9,162.3818182,3429.181818,6105.836364,1327.890909,210.1090909,3332.027273,807.7636364,866.9,110,15.84135493,9.469441221,0.801669796,0.866141732,0.611111111,-1.085335838,1,0,1,1,0,0,1,1,0,1,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+4113,40074.41429,1084.614286,910.2428571,1220.0,26221.11429,750.3285714,619.1,1749.385714,12328.18571,557.2285714,696.7714286,1689.342857,17301.71429,1416.942857,2706.371429,1916.057143,6604.928571,1415.942857,373.0,2412.985714,14178.11429,479.9142857,225.5857143,670.6285714,17919.41429,645.2428571,130.8857143,3342.885714,13809.04286,2550.171429,368.4714286,2799.742857,11374.18571,612.0285714,285.7285714,887.3285714,6233.828571,996.4,428.0857143,1323.285714,3377.714286,650.3285714,164.3857143,1384.5,3700.371429,1266.257143,173.3142857,3198.057143,1024.542857,865.9571429,70,11.15080038,8.448213062,0.652680942,0.945945946,0.636363636,-1.11654423,1,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,Unknown,Other Cells
+4114,37359.16456,918.6835443,498.5063291,1086.113924,31646.75949,724.8101266,827.3797468,1622.379747,18515.75949,565.9113924,1624.670886,1736.278481,22928.50633,1307.848101,3037.493671,3870.063291,8675.329114,1315.240506,320.278481,2674.113924,17532.48101,423.9367089,111.8481013,902.835443,21560.40506,859.1012658,127.2405063,2043.253165,17265.83544,1969.164557,506.2278481,2805.632911,14806.32911,625.278481,293.5822785,1334.063291,10404.94937,1916.721519,422.5443038,1321.240506,7217.139241,621.8734177,162.2025316,2004.860759,6573.78481,1407.797468,1197.303797,3206.56962,773.6962025,867.6075949,79,12.30218527,8.913474108,0.689228584,0.963414634,0.564285714,1.316000194,1,0,1,1,0,0,1,0,0,1,0,0,1,0,0,1,0,0,0,0,1,0,1,0,Helper T Cell,T Cells
+4115,35842.75385,1154.553846,579.1846154,1107.969231,29778.93846,764.5384615,878.6461538,1650.892308,17434.43077,611.7230769,1430.076923,1792.2,21318.90769,1316.692308,2861.123077,2239.630769,8143.923077,1339.753846,309.3538462,2687.430769,16330.4,415.0615385,128.5230769,652.4153846,20487.06154,486.8769231,130.5230769,1931.676923,15854.49231,2050.861538,454.4153846,2813.307692,13748.15385,647.8923077,279.3384615,1284.769231,9219.246154,1047.030769,431.7384615,1297.476923,6061.969231,606.0153846,159.9384615,1683.569231,5675.384615,1281.876923,363.9692308,3416.953846,857.6461538,868.0769231,65,12.04069638,7.565139452,0.777973167,0.928571429,0.492424242,-0.65523597,1,0,1,1,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,Helper T Cell,T Cells
+4116,31207.12397,948.107438,601.0826446,1082.876033,25757.55372,697.9586777,606.1404959,1658.07438,13100.15702,764.553719,1420.818182,1741.115702,17496.28099,1207.264463,2613.652893,2787.471074,6401.347107,1227.53719,314.0909091,2339.371901,13238.99174,640.3719008,1499.082645,1306.578512,16616.83471,1117.694215,121.3057851,1929.719008,12729.17355,1823.553719,404.8181818,2799.760331,10694.04132,760.2396694,280.8181818,979.107438,6769.181818,1151.53719,392.9421488,1365.694215,3977.710744,1049.702479,152.9173554,3407.272727,4116.140496,1214.603306,779.2809917,3372.487603,948.3636364,868.5454545,121,15.0769982,10.54497614,0.714722444,0.916666667,0.785714286,0.112545891,1,1,1,1,0,0,0,0,1,1,0,0,1,0,0,1,0,1,1,0,1,0,1,1,Helper T Cell,T Cells
+4117,22442.98026,791.3815789,454.1184211,1067.131579,20627.43421,635.4539474,611.2434211,1577.809211,10161.88816,516.75,465.9473684,1790.078947,13239.75658,1184.934211,1876.322368,1509.342105,4912.236842,1262.572368,295.5986842,2263.875,10847.47368,372.8552632,162.9539474,462.5,13396.89474,460.8289474,120.7763158,1322.789474,10056.75658,1390.302632,334.4671053,2836.302632,8931.519737,591.4473684,275.9605263,1422.013158,5159.0,888.2302632,413.6118421,1306.368421,3837.960526,1116.559211,160.8355263,2255.690789,3482.394737,1422.381579,3869.085526,3188.013158,298.9605263,870.6776316,152,18.04807753,12.51736744,0.720401918,0.791666667,0.527777778,0.532021001,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,1,0,Unknown,Other Cells
+4118,21026.61842,837.8026316,488.1973684,1065.289474,18924.73684,664.9078947,752.1842105,1792.684211,9421.605263,534.5263158,501.4342105,1896.763158,11849.55263,1173.684211,1968.289474,2357.197368,4334.065789,1254.460526,308.1447368,2283.486842,9551.039474,391.2368421,349.8157895,466.2105263,11509.14474,433.9736842,122.3421053,1107.236842,8779.815789,1426.697368,327.0789474,2816.197368,7859.894737,723.9473684,269.1578947,1402.921053,4523.868421,1089.026316,416.2368421,1308.302632,3358.657895,4150.078947,156.8157895,1457.118421,3061.868421,2193.131579,332.0657895,3215.828947,307.8815789,867.9605263,76,12.61668151,7.982977831,0.774370871,0.938271605,0.64957265,-0.306309208,1,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,Dendritic Cell,Other Cells
+4119,32730.54118,927.9411765,468.3764706,1064.882353,29068.95294,741.0941176,407.9058824,1517.341176,17605.68235,548.1176471,756.6941176,1691.270588,21144.49412,1420.4,1411.529412,1765.341176,7814.364706,1325.058824,328.2823529,2299.423529,17034.47059,479.5647059,116.0588235,537.9529412,21145.18824,592.2470588,124.6470588,1179.058824,16608.65882,1483.858824,737.1058824,2792.094118,14463.88235,622.7176471,295.2117647,2113.047059,10817.81176,1183.141176,435.5529412,1310.811765,7759.988235,656.6705882,174.2588235,3452.658824,7230.376471,1627.152941,5034.705882,3241.635294,661.4352941,868.8588235,85,12.2687322,8.97109598,0.682145762,0.95505618,0.726495726,0.253153097,1,0,0,0,0,0,0,0,0,1,0,0,0,1,0,1,0,0,0,0,1,1,1,0,Granulocyte,Other Cells
+4120,23104.72059,935.5441176,615.4264706,1047.823529,20611.05882,735.5147059,932.5147059,1521.588235,12813.52941,751.1323529,1994.838235,1812.294118,15318.60294,1351.985294,2233.852941,2572.794118,5738.970588,1287.058824,302.0441176,2545.735294,12010.70588,410.4852941,654.9411765,1699.455882,14845.42647,537.4264706,672.1029412,1028.161765,11652.79412,1910.426471,479.4411765,2791.676471,10280.29412,693.0588235,273.7647059,1217.205882,7317.911765,1018.852941,410.9411765,1345.926471,5332.308824,741.3088235,161.0,3111.602941,4912.426471,1321.352941,887.4558824,3238.970588,722.1176471,867.4852941,68,10.1811087,8.588781693,0.536972351,0.971428571,0.755555556,-0.521710948,1,1,1,1,0,0,0,0,1,1,1,0,1,0,0,0,0,1,0,0,1,0,1,0,Regulatory T Cell,T Cells
+4121,14601.63934,786.6721311,451.0983607,1051.45082,13255.64754,639.0245902,592.0901639,1504.098361,6992.983607,495.0163934,473.8360656,1746.237705,8834.959016,1180.303279,1343.655738,1062.54918,3302.098361,1236.286885,288.4672131,2288.07377,7549.57377,367.0491803,159.3360656,518.2295082,9081.606557,467.3852459,123.0,1428.770492,6985.245902,1378.819672,411.6639344,2848.065574,6380.5,617.9918033,271.6639344,1654.147541,3896.827869,843.5491803,408.6803279,1318.655738,2920.262295,883.852459,164.1557377,2199.663934,2688.336066,1391.581967,4409.090164,3183.778689,315.9180328,871.2213115,122,15.7813425,10.1088683,0.767909628,0.910447761,0.625641026,-0.511168223,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,1,0,Unknown,Other Cells
+4122,23839.72727,952.6262626,473.9494949,1069.787879,22317.18182,758.6262626,453.969697,1474.545455,12486.36364,570.5050505,930.2020202,1706.454545,16162.31313,1392.30303,996.7676768,2578.656566,5660.151515,1287.444444,313.3838384,2305.131313,12561.31313,476.2424242,149.2222222,754.6363636,15954.52525,863.2121212,122.7474747,904.5050505,12311.26263,1528.111111,721.989899,2786.626263,10632.9697,610.4949495,271.5555556,2116.939394,7955.969697,1269.616162,408.0707071,1324.545455,5829.232323,637.3030303,183.4646465,3735.858586,5515.878788,1558.787879,6609.939394,3212.424242,671.4949495,868.5757576,99,12.04216295,10.93345969,0.419118477,0.951923077,0.818181818,1.443892648,1,0,1,1,0,0,0,0,0,1,0,0,0,1,0,1,0,0,0,1,1,1,1,0,Cytotoxic T Cell,T Cells
+4123,29132.73134,1037.223881,561.3134328,1065.283582,24176.20896,728.9402985,662.3432836,1499.104478,13973.01493,636.1343284,629.5671642,1716.641791,18288.35821,1279.41791,2851.0,2949.776119,6538.492537,1255.328358,295.2835821,2340.970149,13330.43284,456.6567164,218.880597,867.7164179,16632.02985,687.1791045,117.8358209,2586.447761,13295.92537,1526.80597,631.1940299,2791.985075,11433.08955,574.9253731,246.7462687,1354.313433,8119.522388,819.8955224,394.0447761,1300.656716,5666.283582,616.3432836,148.3134328,2143.432836,5421.238806,1262.746269,1160.059701,3286.343284,760.8059701,868.5522388,67,9.893167663,8.785254835,0.459819647,0.905405405,0.67,-1.444589126,1,1,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Macrophage,Other Cells
+4124,30876.224,914.944,583.456,1096.8,20635.88,706.008,730.952,1583.984,10588.136,517.008,1795.664,1820.0,14919.144,1176.2,3112.12,2756.536,5560.816,1191.704,291.008,2560.296,11319.984,391.536,502.608,2030.8,14464.744,524.688,618.728,3067.536,10909.824,2216.032,400.56,2801.664,9178.648,742.616,256.352,1016.768,5971.28,1063.416,388.792,1317.728,3584.592,716.528,150.288,3244.384,3605.04,1169.32,1151.896,3391.928,937.696,870.36,125,14.81552912,11.11052838,0.661523419,0.919117647,0.744047619,0.007569202,1,0,1,1,0,0,0,0,1,1,1,0,1,0,0,0,0,0,0,0,1,0,1,1,Regulatory T Cell,T Cells
+4125,30917.84685,920.2432432,600.8378378,1108.225225,27104.9009,748.3783784,1014.072072,1662.603604,14971.09009,615.7567568,1395.207207,1829.630631,18025.54955,1324.531532,4747.477477,4189.756757,6736.963964,1373.324324,330.5765766,4417.990991,14955.11712,415.1891892,1555.855856,1578.63964,18083.12613,476.2792793,137.5225225,2606.207207,13769.72072,2369.072072,482.0,2819.171171,12337.88288,823.9099099,300.6396396,1699.657658,7660.756757,1234.72973,450.963964,1441.207207,5630.324324,1031.072072,176.1531532,4464.387387,5069.666667,1397.072072,1720.126126,3268.963964,336.4054054,871.4774775,111,14.62550931,9.976411014,0.731236514,0.932773109,0.566326531,0.802454685,1,0,1,1,0,0,1,0,1,0,0,0,1,0,0,1,0,1,1,0,1,0,1,0,Helper T Cell,T Cells
+4126,26646.36601,923.6666667,510.0718954,1090.588235,24381.51634,733.3856209,702.1764706,1556.013072,13471.96732,570.1830065,1130.810458,1826.464052,16580.21569,1315.882353,3327.738562,3059.718954,6086.509804,1379.0,330.3856209,2321.0,13311.72549,401.8627451,1323.346405,1016.424837,15776.30065,623.3529412,138.8366013,2182.522876,12268.94118,1723.947712,485.8562092,2816.183007,11100.6732,1079.803922,299.8888889,1619.699346,7084.183007,1372.45098,440.9281046,1334.20915,5226.875817,881.0653595,174.9542484,3296.48366,4658.0,1419.830065,2482.607843,3215.496732,354.7973856,870.4313725,153,20.18591575,10.03942589,0.867551102,0.884393064,0.607142857,-1.188699276,1,0,1,1,0,0,0,0,1,1,0,0,0,0,0,1,0,0,1,0,1,0,1,0,Cytotoxic T Cell,T Cells
+4127,37203.824,923.28,505.504,1097.448,34297.016,759.736,794.368,1644.984,18832.984,595.864,1227.072,1770.8,23212.32,1341.632,2281.704,3407.208,8419.4,1435.6,343.168,2432.552,18658.576,415.344,551.664,931.84,22583.096,479.08,189.624,1917.752,17681.928,1858.288,537.904,2821.944,15674.176,757.928,321.536,1742.168,10271.48,1184.768,463.616,1369.912,7560.088,751.264,179.976,4447.144,6864.336,1465.576,725.864,3294.656,374.24,872.6,125,17.43064013,9.70047342,0.830835229,0.905797101,0.525210084,0.644638735,1,0,1,1,0,0,0,0,1,0,1,0,1,0,0,1,0,1,0,0,1,1,1,0,Regulatory T Cell,T Cells
+4128,33231.55034,935.0067114,669.9597315,1134.926174,30282.51007,795.557047,1057.912752,1700.087248,17499.97987,599.0738255,1610.61745,1851.872483,21118.36242,1378.503356,2974.691275,2997.302013,7581.95302,1410.154362,341.852349,2496.416107,16621.56376,459.6442953,308.9530201,1019.261745,20259.02685,475.409396,434.3020134,1799.221477,15819.71141,2164.416107,479.8657718,2814.147651,13923.72483,711.0939597,308.6510067,1524.516779,9880.436242,1134.731544,467.852349,1345.322148,7307.281879,678.7852349,177.6845638,3012.530201,6392.38255,1431.704698,417.0,3345.422819,525.9261745,872.8053691,149,19.93028846,10.36496898,0.854129023,0.881656805,0.515570934,0.70966873,1,0,1,1,0,0,0,0,1,0,1,0,1,0,0,1,0,1,0,0,1,0,0,0,Regulatory T Cell,T Cells
+4129,29139.87129,917.0990099,783.0891089,1128.247525,27312.45545,739.4752475,1034.663366,1679.445545,15097.41584,587.2574257,746.7821782,1794.544554,18085.78218,1339.316832,2016.019802,1445.207921,6454.287129,1473.693069,329.950495,2423.712871,14273.36634,467.6534653,317.4653465,538.2871287,17473.0,488.9405941,149.4752475,1681.821782,13469.38614,1689.623762,464.2772277,2827.148515,11938.88119,1680.267327,308.960396,1420.356436,8425.019802,951.049505,453.7524752,1358.970297,6321.435644,673.009901,168.5049505,1653.910891,5498.841584,1422.950495,327.0693069,3415.237624,536.8019802,871.3663366,101,13.36294554,10.57756017,0.611092715,0.863247863,0.561111111,-0.578304043,1,0,0,0,1,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,1,NK Cell,Other Cells
+4130,28186.96429,842.9880952,451.6071429,1065.345238,24667.45238,702.8333333,640.25,1519.27381,15288.21429,520.297619,492.6904762,1679.119048,17679.20238,1247.928571,1148.22619,2061.214286,6637.52381,1278.238095,283.2738095,2323.654762,14730.64286,417.3571429,191.9047619,490.5,18015.46429,532.7142857,116.8095238,1347.714286,14389.65476,1347.119048,620.0714286,2783.952381,12823.45238,638.5833333,268.2619048,1880.380952,9205.845238,866.2738095,396.6071429,1322.142857,6658.857143,658.6666667,154.4404762,1885.214286,6218.345238,1483.285714,5948.75,3163.380952,620.1904762,871.1071429,84,12.34534192,9.246352106,0.662598289,0.923076923,0.545454545,0.630518933,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,1,1,0,Granulocyte,Other Cells
+4131,28967.61818,858.9090909,511.3636364,1103.0,24123.87273,699.5636364,662.6181818,1672.054545,11423.14545,554.6909091,876.2,1695.472727,15768.96364,1264.418182,2887.381818,1830.345455,6073.163636,1256.618182,314.1636364,2288.563636,12518.49091,411.8181818,653.6363636,985.9454545,15886.41818,458.4545455,126.2909091,1729.8,12126.50909,1804.927273,375.5454545,2865.345455,10036.56364,760.4545455,277.4909091,901.2727273,5783.818182,912.1272727,394.5272727,1309.4,3252.963636,690.3636364,154.6181818,2169.690909,3445.072727,1245.436364,1212.654545,3159.272727,1003.309091,868.0545455,55,11.64808809,6.953117674,0.802291761,0.873015873,0.572916667,-1.524336826,1,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,T Cell,T Cells
+4132,26375.89308,896.7672956,480.5660377,1075.427673,23505.15094,722.9622642,613.163522,1566.427673,13530.06918,563.6100629,665.2767296,1723.163522,16220.12579,1320.125786,2707.433962,2024.081761,5986.899371,1420.641509,322.2515723,2423.962264,13332.27673,472.6603774,602.7861635,575.0251572,15998.40252,663.6226415,131.5471698,1151.987421,12785.36478,1823.289308,663.4465409,2833.628931,11425.77987,1036.597484,298.6792453,1491.081761,7665.616352,1014.138365,457.2578616,1325.408805,5690.36478,757.5157233,176.0251572,2869.408805,5197.559748,1466.018868,2250.72956,3258.578616,397.2830189,874.4716981,159,18.07165094,11.42193697,0.774938891,0.963636364,0.679487179,0.25268042,1,0,0,0,0,0,0,0,1,1,0,0,1,1,0,0,0,0,0,0,1,1,1,0,Dendritic Cell,Other Cells
+4133,32501.16842,1020.694737,671.9578947,1137.136842,29519.02105,744.8421053,782.9789474,1652.957895,16495.87368,583.6315789,739.0947368,1794.105263,19871.82105,1343.336842,2215.484211,2162.936842,7339.673684,1460.926316,336.5578947,2386.315789,16048.4,420.5473684,208.8736842,759.3789474,19443.03158,591.3263158,154.8105263,1354.842105,15520.13684,1652.926316,504.2736842,2828.231579,13641.86316,743.9684211,312.4,1614.2,9254.505263,960.9052632,459.8526316,1340.789474,6937.926316,661.1368421,186.0421053,1753.526316,6193.305263,1472.726316,1826.315789,3309.663158,450.0,871.4736842,95,14.74765943,8.373560388,0.823174058,0.95959596,0.56547619,-1.007672416,1,0,0,1,1,0,0,0,0,1,0,0,0,0,0,0,0,1,0,1,1,1,1,0,Macrophage,Other Cells
+4134,17954.13187,886.4395604,900.8461538,1137.67033,16876.61538,727.1318681,932.6043956,1670.637363,9077.868132,548.7362637,595.0549451,1811.043956,11349.52747,1298.054945,897.6153846,1036.791209,4363.802198,1438.351648,328.1978022,2441.494505,9328.736264,464.2967033,123.9340659,580.9230769,11502.46154,474.7802198,128.2197802,893.1978022,8663.802198,1505.67033,445.3736264,2809.758242,7728.714286,692.5934066,300.5274725,2094.362637,5475.43956,1008.802198,454.989011,1379.472527,4155.989011,622.956044,171.7692308,1282.593407,3796.956044,1431.021978,198.3956044,3373.472527,489.3626374,870.6153846,91,12.07523584,9.934020066,0.56850891,0.957894737,0.689393939,1.252383101,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,1,NK Cell,Other Cells
+4135,18315.83333,1054.020833,530.2604167,1031.729167,17839.48958,739.0,575.9583333,1423.041667,8352.572917,638.4583333,641.40625,1759.0625,11761.48958,1235.625,3198.677083,3207.708333,4028.322917,1228.416667,279.1875,2295.96875,8059.21875,740.9895833,393.0520833,865.5,10514.21875,480.96875,137.5833333,2075.927083,7543.03125,1585.34375,699.1145833,2782.71875,6559.333333,628.0520833,238.6666667,1520.572917,4810.239583,829.5208333,377.0104167,1326.197917,3639.5,641.1875,151.7916667,2247.270833,3153.427083,1240.78125,1755.4375,3292.520833,753.9791667,874.0208333,96,16.81155629,8.166456967,0.874089736,0.780487805,0.545454545,0.426585201,1,1,0,1,0,0,0,0,1,0,0,0,0,1,0,0,0,0,0,0,1,0,1,0,Macrophage,Other Cells
+4136,28440.39604,1074.336634,593.6237624,1099.831683,22750.70297,742.029703,935.4851485,1583.752475,12728.69307,642.7722772,1709.267327,1746.138614,16718.83168,1310.70297,2141.881188,2549.138614,5787.336634,1255.435644,311.8811881,2532.742574,11843.14851,426.039604,437.8019802,1503.247525,14955.34653,493.6633663,129.4851485,1256.267327,11444.23762,2249.762376,419.950495,2802.386139,9901.544554,1069.336634,269.1584158,1101.009901,6643.485149,1130.60396,405.8316832,1338.70297,4387.752475,699.8712871,161.0594059,1850.405941,4344.326733,1275.227723,704.7623762,3408.445545,865.990099,871.6732673,101,11.82093816,11.19500165,0.321090572,0.935185185,0.647435897,-0.745617743,1,1,1,1,0,0,0,0,1,0,0,0,1,0,0,1,0,0,0,0,1,0,1,1,Helper T Cell,T Cells
+4137,27604.79487,913.1987179,584.3076923,1086.371795,24335.89744,707.5576923,750.1474359,1620.397436,13712.08974,875.4423077,1128.147436,1746.826923,16561.25641,1245.891026,3875.717949,2685.384615,6394.987179,1262.025641,313.6410256,2505.141026,13463.25641,412.3333333,519.724359,984.4615385,17543.5641,468.1538462,123.4230769,2209.512821,13192.75,1741.891026,451.6089744,2797.602564,11359.41026,655.8974359,284.2371795,1269.294872,7763.217949,1234.801282,414.6987179,1370.525641,4908.461538,740.1666667,159.1410256,2871.814103,4880.839744,1305.339744,861.4487179,3274.685897,880.1858974,874.9358974,156,18.63925456,11.36619051,0.792556447,0.825396825,0.586466165,-0.309994287,1,1,1,1,0,0,0,0,1,0,0,0,0,0,0,1,0,1,0,0,1,0,1,0,T Cell,T Cells
+4138,44002.97436,875.991453,523.3333333,1096.982906,36681.92308,729.1880342,827.4529915,1689.709402,19928.13675,539.9487179,1832.461538,1835.034188,26064.81197,1240.538462,3369.726496,3386.803419,9819.0,1294.521368,321.7008547,2364.444444,20375.46154,501.3333333,788.3333333,1599.358974,25230.29915,489.6581197,279.025641,1267.188034,19683.97436,2484.547009,428.4871795,2820.564103,16717.4188,650.3162393,298.8119658,977.3846154,10565.58974,1304.34188,432.957265,1323.735043,6246.273504,792.025641,156.7179487,2419.435897,6371.760684,1306.521368,172.8974359,3305.401709,925.1880342,871.1367521,117,15.93042181,10.3934306,0.757851937,0.829787234,0.609375,1.219964997,1,0,1,1,0,0,0,0,1,0,1,0,1,0,0,1,0,0,1,0,1,0,0,0,Regulatory T Cell,T Cells
+4139,16901.43902,775.7398374,421.6504065,1063.300813,15553.09756,623.0406504,557.796748,1568.747967,7967.341463,501.1707317,552.8617886,1761.99187,10348.26829,1201.073171,1389.308943,1004.837398,3920.723577,1225.04878,285.6097561,2259.780488,8610.439024,365.1463415,137.3089431,541.5609756,10491.95935,443.3821138,119.7154472,1038.252033,8107.130081,1401.414634,314.6585366,2890.902439,7207.650407,584.9186992,267.0162602,1157.00813,4157.186992,776.7317073,403.3821138,1315.382114,3026.878049,629.7642276,158.1056911,2373.747967,2790.739837,1310.325203,6082.894309,3164.772358,287.0325203,872.8211382,123,13.80947598,11.77521831,0.522415312,0.953488372,0.732142857,1.551507869,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Unknown,Other Cells
+4140,26610.19626,847.1028037,422.7102804,1055.719626,24479.36449,696.7943925,569.7476636,1481.64486,13825.95327,542.8878505,1161.401869,1708.102804,16937.91589,1279.803738,1441.803738,2078.663551,6368.588785,1541.719626,302.5420561,2356.495327,13099.60748,450.2897196,313.8598131,558.5794393,16053.94393,979.2897196,154.4766355,891.1401869,12338.20561,1380.364486,618.411215,2794.102804,10769.26168,621.7476636,272.3084112,1651.457944,7834.158879,1445.943925,400.2429907,1303.672897,5878.869159,702.0,151.4205607,1711.102804,5111.158879,1526.878505,10784.26168,3164.841121,632.3271028,871.682243,107,13.74003179,10.60576283,0.635758786,0.899159664,0.636904762,-1.145231821,1,0,1,0,1,0,0,0,1,1,0,0,0,0,0,1,0,0,0,0,0,1,1,0,Cytotoxic T Cell,T Cells
+4141,17922.35338,829.2932331,486.1654135,1065.691729,16644.6391,684.5413534,726.7593985,1552.496241,9019.593985,805.962406,554.518797,1754.616541,11833.85714,1231.390977,3036.894737,1881.142857,4400.804511,1233.458647,311.7518797,2342.443609,8989.729323,461.1954887,767.7293233,619.3082707,10904.40602,587.3834586,118.5413534,1269.578947,8766.691729,1720.571429,545.3834586,2792.24812,7611.406015,1061.390977,258.037594,1454.383459,5667.142857,896.0601504,398.4736842,1408.345865,4133.947368,837.2932331,156.8045113,2778.744361,3798.864662,1333.774436,1019.714286,3258.917293,706.6616541,873.2631579,133,16.46872059,10.97397049,0.745637016,0.956834532,0.738888889,-0.533997056,1,1,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,1,1,0,1,0,1,0,Macrophage,Other Cells
+4142,23696.58537,807.6146341,541.6731707,1085.892683,21328.21463,685.8390244,841.3853659,1657.170732,11034.99024,582.2634146,1389.126829,1795.02439,14393.77561,1164.878049,2871.556098,2797.731707,5556.053659,1202.858537,302.6341463,2512.829268,11382.34634,6235.331707,321.3268293,907.1365854,14458.97073,558.6682927,165.2243902,1299.673171,10766.00488,1784.307317,439.3804878,2786.156098,9128.839024,736.1121951,261.4829268,1188.170732,5934.04878,1976.15122,396.995122,1329.507317,3626.019512,673.8585366,153.5317073,3436.053659,3616.819512,1215.887805,837.5073171,3248.907317,911.697561,874.004878,205,18.22146514,14.74125373,0.587801962,0.949074074,0.709342561,0.640593541,1,0,1,1,0,0,0,1,1,1,1,0,0,0,0,1,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells
+4143,38857.11236,897.8426966,555.7640449,1130.280899,26217.89888,608.6179775,945.2359551,1546.168539,11808.37079,618.7640449,1593.022472,1707.191011,17139.04494,1113.438202,4586.179775,2591.685393,6455.898876,1164.41573,279.3595506,2318.808989,13328.88764,364.0224719,527.8202247,1462.797753,16785.40449,548.6741573,113.6404494,1323.202247,13221.80899,2494.752809,361.6966292,2775.044944,10857.0,717.5393258,246.3595506,856.3033708,6036.764045,1186.988764,380.8202247,1291.191011,3339.157303,665.4494382,145.4494382,2141.662921,3639.955056,1103.213483,333.3033708,3202.134831,1010.617978,872.3707865,89,12.90020041,9.114412776,0.707680447,0.936842105,0.622377622,-1.065388904,0,0,1,1,0,0,0,0,1,1,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
+4144,37359.1844,1011.659574,703.4326241,1191.695035,22904.51773,628.9574468,482.5035461,1567.156028,10924.68794,494.3262411,928.8085106,1719.503546,15030.05674,1174.58156,7167.212766,2993.113475,5749.829787,1226.163121,294.4822695,2308.950355,12172.6383,367.0921986,561.7588652,692.2553191,14772.50355,410.3546099,144.0070922,3954.595745,11171.46809,1789.106383,378.8794326,2821.326241,9786.319149,600.4893617,273.1276596,1147.716312,4625.234043,906.1631206,404.5035461,1299.361702,3350.496454,707.5886525,155.3262411,2018.234043,3192.41844,1187.382979,972.5602837,3189.765957,245.3333333,874.8014184,141,17.66820744,10.37626371,0.809380603,0.94,0.5875,-0.730601931,1,0,1,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,T Cell,T Cells
+4145,28616.10042,994.8284519,733.5732218,1141.711297,25739.79079,782.2887029,915.9330544,1713.719665,14645.43096,602.3933054,789.7824268,1804.506276,17602.11297,1357.786611,2170.92887,2992.439331,6462.125523,1400.112971,330.8158996,2408.292887,13769.92887,552.7364017,164.1882845,868.7656904,16815.20502,534.6443515,148.9790795,2400.16318,12921.75314,1564.301255,541.6276151,2818.820084,11438.41423,727.2426778,301.4979079,1845.301255,8054.012552,1005.435146,452.6066946,1348.485356,5953.171548,636.6903766,172.1087866,2521.832636,5203.334728,1410.267782,213.5271967,3336.154812,511.3430962,876.7991632,239,19.29326013,16.87570513,0.484674983,0.885185185,0.598997494,-1.004200974,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+4146,35522.53521,853.6056338,520.0985915,1099.15493,33111.50704,710.4647887,822.5633803,1686.873239,19622.66197,557.5774648,1191.084507,1770.859155,23510.67606,1303.408451,3553.366197,3784.323944,8176.619718,1358.014085,312.5070423,2549.647887,18341.22535,423.084507,210.7042254,792.028169,22409.52113,573.8169014,148.0,1975.619718,17726.16901,1880.84507,584.2957746,2814.521127,15324.3662,623.7605634,298.1126761,1316.225352,10798.87324,1154.028169,441.8873239,1332.338028,7933.239437,645.4507042,167.7887324,2579.126761,7183.816901,1373.647887,234.0985915,3295.126761,569.3380282,873.0422535,71,10.33646092,8.863882156,0.514424796,0.922077922,0.645454545,0.355993434,1,0,1,1,0,0,0,0,0,1,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
+4147,19237.78075,814.4705882,576.5561497,1096.518717,17227.97861,645.973262,589.0534759,1588.037433,8978.946524,950.8181818,562.8342246,1757.791444,12002.98396,1169.139037,1803.855615,1743.262032,4626.593583,1200.668449,325.0106952,2366.673797,9072.84492,411.144385,795.0909091,691.513369,11634.13369,497.1122995,117.7700535,1487.716578,8830.780749,1593.438503,453.7593583,2804.823529,7517.304813,733.8235294,253.5668449,1211.743316,5109.823529,934.7326203,394.171123,1379.283422,3250.566845,801.9572193,154.1069519,2805.497326,3244.486631,1225.117647,470.2299465,3193.524064,893.2139037,875.0695187,187,19.00400102,12.82569436,0.7379143,0.968911917,0.647058824,-0.728572631,1,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,1,0,1,0,0,0,Macrophage,Other Cells
+4148,23411.98462,928.2923077,591.0615385,1114.969231,20568.46154,697.2461538,445.3846154,1688.553846,10019.66154,527.0153846,460.1384615,1756.569231,13415.64615,1276.846154,6048.953846,2636.584615,4804.630769,1280.123077,316.9846154,2295.738462,10300.21538,5515.230769,958.1538462,445.5076923,12487.69231,441.1846154,130.5692308,7546.584615,9510.753846,1450.923077,398.0461538,2797.2,8201.938462,665.2,287.0769231,1180.046154,4405.615385,848.2923077,418.9538462,1306.092308,3192.353846,813.6769231,173.0,5626.292308,2942.615385,1292.384615,1991.815385,3206.107692,272.1230769,873.0153846,65,10.33613656,8.121839749,0.618517114,0.955882353,0.656565657,1.492928914,1,0,0,1,0,0,0,1,1,0,0,1,0,0,0,0,0,0,1,0,1,0,1,0,B Cell,B Cells
+4149,35194.90566,1018.037736,593.9811321,1080.245283,32748.92453,761.2264151,944.9811321,1592.830189,18943.64151,622.2830189,1796.264151,1736.735849,22291.77358,1352.471698,3377.90566,3158.056604,7760.339623,1309.207547,301.3773585,2737.377358,17199.13208,606.8490566,144.9433962,953.0754717,21910.07547,1748.264151,137.3396226,1196.849057,16763.75472,1725.773585,519.1886792,2802.415094,14347.13208,640.9245283,295.2830189,1158.150943,9989.830189,1181.226415,441.8113208,1330.641509,7532.773585,628.0,164.5283019,2262.056604,6638.566038,1344.679245,356.5849057,3396.660377,578.6226415,871.7169811,53,11.3399294,6.049853926,0.845799976,0.963636364,0.688311688,1.232758635,1,0,1,1,0,0,1,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,0,1,Cytotoxic T Cell,T Cells
+4150,31860.16049,920.8024691,440.1975309,1066.407407,29001.83951,770.1111111,588.6049383,1552.061728,16785.95062,582.0493827,1393.432099,1719.259259,20157.87654,1436.135802,1606.185185,2010.925926,7070.049383,1374.469136,313.3950617,2431.444444,15948.34568,656.7283951,143.0987654,708.2962963,19969.07407,1249.962963,713.2962963,969.5185185,15399.5679,1499.641975,591.5432099,2802.209877,13319.22222,669.4938272,294.9259259,1560.407407,9548.259259,1487.283951,429.9382716,1297.814815,6906.876543,645.0246914,169.8271605,2027.246914,6075.716049,1566.802469,4738.506173,3216.814815,639.8024691,875.4938272,81,16.47821609,6.658627258,0.914720708,0.870967742,0.482142857,-0.660016524,1,0,1,0,0,0,0,0,0,1,1,0,0,0,0,1,0,0,0,0,1,1,1,0,Cytotoxic T Cell,T Cells
+4151,21117.84921,929.9126984,467.2142857,1034.801587,19230.7619,735.0634921,788.3888889,1557.825397,10855.53175,740.8492063,1097.404762,1767.428571,13464.15873,1321.436508,2554.539683,3012.84127,4948.47619,1250.190476,300.0396825,2483.02381,10317.45238,1546.34127,499.8253968,679.4206349,12560.59524,714.7063492,116.968254,1521.746032,10088.07143,1545.031746,638.8412698,2782.253968,8763.388889,765.7142857,267.1507937,1462.97619,6376.277778,1451.396825,403.7857143,1355.968254,4642.920635,723.1349206,157.5,2570.571429,4200.531746,1362.595238,448.2698413,3262.547619,696.0238095,875.7301587,126,15.44873567,10.66832979,0.723271966,0.940298507,0.763636364,0.09393026,1,1,1,1,0,0,0,1,1,1,0,0,0,0,0,1,0,1,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+4152,25187.14667,1005.0,551.2533333,1073.873333,22348.18,715.4066667,616.5333333,1521.466667,12110.06667,566.5866667,1250.853333,1755.626667,15546.27333,1263.953333,2774.54,4240.833333,5538.4,1270.14,293.0733333,2357.14,11722.98,389.0666667,117.6933333,1275.153333,14785.34,595.7,121.4533333,2510.966667,11324.74667,1897.873333,509.62,2786.86,9668.346667,626.04,273.8133333,1450.36,6495.186667,1192.833333,393.4066667,1287.7,4518.953333,585.9266667,159.1333333,2716.413333,4285.12,1243.173333,309.14,3364.393333,827.3666667,875.4066667,150,16.13220658,11.87131368,0.677115646,0.955414013,0.714285714,-0.844825048,1,0,1,1,0,0,0,0,0,1,0,0,1,0,0,1,0,0,0,0,1,0,0,1,Helper T Cell,T Cells
+4153,28216.48889,836.7111111,572.2111111,1083.144444,25292.94444,669.3444444,776.3666667,1704.388889,11865.62222,555.3222222,1773.055556,1796.288889,16550.74444,1172.366667,4542.055556,4654.0,6373.744444,1371.166667,379.2777778,2412.055556,13093.15556,436.6555556,1246.011111,1581.822222,16703.98889,791.7777778,123.4666667,2426.311111,12406.1,2302.611111,445.9111111,2801.888889,10243.31111,640.7,264.4222222,1095.133333,6165.711111,1783.288889,405.3444444,1322.977778,3528.066667,1200.611111,155.4333333,3298.766667,3686.133333,1212.044444,362.4777778,3268.133333,980.6777778,873.5,90,12.99018122,9.285266801,0.699337963,0.927835052,0.629370629,-1.375205089,1,0,1,1,0,0,0,0,1,1,0,0,1,0,0,1,0,0,1,0,1,0,0,0,Helper T Cell,T Cells
+4154,32836.0,943.7692308,644.2,1090.076923,30440.86154,763.5692308,680.4307692,1646.292308,16496.46154,593.2769231,1823.615385,1821.569231,19959.49231,1303.907692,3210.523077,4746.892308,7392.261538,1387.784615,335.0769231,2415.246154,16285.8,406.6153846,542.7846154,1243.676923,19000.15385,547.6,143.4923077,2639.076923,14979.76923,2075.584615,953.5230769,2828.2,13615.18462,628.6153846,308.0461538,1540.6,8665.969231,2011.630769,450.5076923,1343.707692,6441.076923,707.4461538,191.9692308,8739.892308,5661.723077,1417.030769,562.3846154,3274.323077,365.4923077,874.6923077,65,11.78204618,7.461075537,0.773940726,0.915492958,0.541666667,1.136925125,1,0,1,1,0,0,0,0,1,1,0,0,1,1,0,1,0,1,0,1,1,0,0,0,Helper T Cell,T Cells
+4155,26099.43023,822.6627907,646.6162791,1081.837209,17750.33721,586.0,589.5813953,1542.116279,7717.604651,673.5581395,846.5930233,1692.023256,11128.39535,1058.348837,5171.406977,2891.337209,4447.988372,1308.953488,272.5232558,2365.453488,9160.081395,346.5,660.9651163,634.744186,11787.11628,732.2906977,113.9883721,2752.848837,8909.872093,1805.302326,379.6744186,2781.813953,7328.755814,600.127907,233.5116279,946.6511628,4094.976744,984.3372093,362.0697674,1291.465116,2294.930233,690.6860465,148.6744186,2932.848837,2472.290698,1056.569767,933.0116279,3097.348837,1020.267442,876.1860465,86,12.65666064,8.806394653,0.718243994,0.934782609,0.661538462,-0.002879625,0,1,1,1,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells
+4156,22571.8932,750.2524272,505.0776699,1045.650485,18547.75728,587.3398058,501.4660194,1471.436893,7567.378641,659.4854369,863.4757282,1669.776699,11830.5534,1094.912621,2097.902913,1784.058252,4476.368932,1296.038835,271.4368932,2338.194175,9233.475728,354.7087379,546.5631068,712.8834951,11795.49515,402.3398058,111.0776699,2437.621359,8924.058252,1625.679612,370.3300971,2800.145631,7205.572816,607.776699,229.6019417,891.2038835,3985.165049,838.3300971,364.961165,1282.398058,2227.854369,660.2815534,144.3300971,2896.980583,2444.970874,1114.38835,4847.854369,3078.514563,1029.184466,876.6893204,103,13.34422198,10.88859008,0.578083112,0.851239669,0.66025641,0.025862607,0,1,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,T Cell,T Cells
+4157,28833.81203,1112.473684,749.6390977,1123.533835,21258.4812,594.962406,381.3984962,1468.225564,10185.00752,481.3233083,484.5789474,1674.022556,14181.93233,1115.488722,4886.81203,2135.180451,5170.451128,1151.526316,263.0827068,2257.714286,11071.1203,425.6015038,232.2857143,492.3157895,13260.05263,357.7142857,111.0300752,3721.353383,10510.65414,1410.12782,335.5037594,2780.398496,9221.75188,532.3157895,247.7443609,1044.661654,4388.496241,785.0526316,369.6842105,1288.308271,3101.646617,579.0676692,148.112782,2256.93985,3022.526316,1111.180451,170.2631579,3206.721805,252.2932331,880.7969925,133,18.06876882,10.28446132,0.8222099,0.904761905,0.558823529,-0.607826424,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Unknown,Other Cells
+4158,22578.74545,993.4272727,741.2909091,1105.036364,19122.73636,592.9545455,417.7272727,1551.027273,8879.363636,489.9636364,460.4909091,1735.3,12099.04545,1136.1,6125.636364,1774.536364,4588.272727,1182.936364,279.4909091,2265.9,9855.018182,6486.245455,479.2727273,417.8454545,12030.64545,439.0090909,117.8727273,3903.245455,9159.463636,1391.863636,338.0545455,2812.727273,8130.554545,619.5727273,268.1272727,1068.890909,4211.272727,827.3545455,383.6636364,1303.690909,3032.854545,704.8545455,151.0909091,3099.954545,2849.518182,1172.454545,319.1727273,3218.5,263.3545455,876.9818182,110,14.68841339,9.958887378,0.735052916,0.924369748,0.705128205,0.786152507,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Dendritic Cell,Other Cells
+4159,34763.0,1063.96,605.44,1085.813333,29950.04,797.9466667,746.48,1620.186667,17097.14667,624.3333333,1287.56,1754.12,20617.26667,1359.746667,2581.933333,2716.24,7395.226667,1441.533333,338.5333333,2341.28,16094.97333,478.6666667,448.1733333,1098.093333,19336.30667,457.1866667,345.7333333,1877.24,15472.14667,2048.066667,590.96,2815.293333,13615.14667,729.04,303.5866667,1395.8,8967.626667,1147.386667,448.5866667,1326.84,6695.933333,715.0933333,174.32,3546.08,5976.666667,1376.373333,273.1066667,3425.986667,418.3866667,876.48,75,12.13746349,8.615687368,0.704360442,0.862068966,0.619834711,0.51063641,1,1,1,1,0,0,0,0,1,0,1,0,1,0,0,1,0,0,0,0,1,0,0,1,Regulatory T Cell,T Cells
+4160,23532.37349,1058.963855,641.060241,1093.204819,21258.77108,776.9277108,608.9036145,1573.614458,11709.85542,620.746988,624.0843373,1762.927711,13966.61446,1334.26506,2765.927711,2403.903614,4782.072289,1532.024096,307.3975904,2324.891566,10524.33735,397.6626506,1108.891566,562.0,12489.78313,434.8192771,127.1445783,2172.180723,10092.26506,1593.156627,514.4819277,2812.144578,8954.927711,688.253012,283.4337349,1313.951807,5874.674699,870.4096386,427.060241,1364.349398,4328.795181,869.0240964,174.4578313,4216.686747,3762.506024,1340.686747,206.5783133,3346.26506,427.1927711,875.7349398,83,10.79164525,10.43580607,0.254676076,0.943181818,0.685950413,-1.280120918,1,0,0,1,1,0,0,0,1,0,0,0,0,0,0,0,0,1,1,0,1,0,0,0,Macrophage,Other Cells
+4161,29509.06338,1096.598592,736.8732394,1124.521127,26442.96479,804.1197183,868.4859155,1660.161972,14624.60563,627.5492958,1159.274648,1772.978873,17448.1831,1401.366197,2199.295775,2082.204225,6338.816901,1474.669014,332.443662,2362.450704,13622.03521,435.4788732,137.8450704,1010.619718,16303.88732,487.0070423,135.6056338,956.7605634,12816.10563,1972.295775,436.8450704,2828.802817,11280.0493,629.2394366,307.584507,1474.049296,7515.901408,1170.119718,449.2746479,1327.676056,5620.683099,620.9084507,169.9577465,1191.669014,4874.690141,1384.021127,223.3309859,3433.373239,458.6056338,877.2746479,142,15.37469022,11.88831581,0.634114243,0.959459459,0.676190476,-1.010863728,1,1,1,1,1,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,1,Helper T Cell,T Cells
+4162,39643.5814,1017.244186,750.2674419,1405.534884,34455.17442,846.1627907,1053.848837,1985.27907,19571.97674,662.8372093,1384.069767,1870.337209,24005.61628,1394.55814,2240.290698,4408.046512,8349.569767,1463.77907,339.372093,2449.639535,18194.2907,454.2674419,277.0581395,608.2325581,22073.22093,524.1395349,174.255814,2178.267442,17557.86047,2059.848837,538.127907,2836.744186,15452.94186,670.627907,331.1046512,1939.360465,10465.04651,1316.139535,474.7790698,1356.05814,7559.465116,671.6046512,180.1395349,2262.244186,6703.395349,1457.232558,194.2790698,3392.44186,471.7209302,875.2093023,86,11.43373463,10.06822853,0.473912072,0.914893617,0.710743802,-0.545204458,1,1,1,1,1,0,0,0,0,1,1,0,1,0,0,1,1,1,0,0,1,0,0,1,Regulatory T Cell,T Cells
+4163,25686.51572,911.5283019,663.245283,1324.566038,23455.40252,725.2389937,780.3962264,1794.333333,12513.68553,571.3459119,924.7295597,1834.006289,15458.93082,1296.062893,1759.069182,2511.91195,5791.748428,1400.981132,316.0503145,2529.91195,12458.45283,434.7735849,208.5597484,549.3018868,15033.03145,589.0691824,129.3773585,1505.176101,11594.54088,1590.622642,463.5974843,2831.069182,10282.91824,637.591195,297.0,2300.150943,7043.194969,1131.503145,448.4402516,1347.503145,5333.283019,645.5408805,171.7861635,3352.201258,4700.113208,1405.761006,315.8176101,3331.779874,481.1761006,879.3584906,159,17.05503674,12.46104705,0.682765733,0.924418605,0.719457014,-0.233259892,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,1,0,1,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+4164,25017.27481,1033.198473,1804.450382,1250.076336,22695.94656,796.1068702,1586.267176,1911.198473,13237.39695,614.0305344,1423.480916,1856.068702,15453.66412,1374.419847,2553.770992,2482.022901,5539.358779,1443.717557,333.0152672,3003.610687,12357.43511,524.6946565,316.0992366,742.5877863,14885.42748,479.2671756,136.9389313,1304.732824,11610.0687,1844.51145,482.8320611,2832.832061,10317.12214,726.7175573,308.5419847,1534.0,7239.29771,1031.007634,471.9389313,1410.152672,5311.938931,665.5572519,174.0305344,3152.335878,4802.648855,1392.625954,307.8549618,3428.694656,557.3740458,877.5877863,131,15.85779244,10.8592945,0.728738277,0.909722222,0.668367347,-0.743705213,1,0,1,1,0,0,1,0,1,0,0,0,1,0,0,0,1,1,0,0,1,0,0,1,Helper T Cell,T Cells
+4165,30984.34375,1134.822917,551.0833333,1084.854167,28413.63542,792.6875,680.7083333,1631.322917,16171.28125,617.8020833,918.9270833,1764.427083,18538.84375,1378.208333,3359.8125,3253.395833,6468.697917,1304.90625,299.71875,2379.583333,13674.52083,411.4166667,132.7291667,839.40625,16601.35417,1059.708333,118.8020833,2154.541667,13023.3125,1486.479167,559.2395833,2797.052083,11287.02083,623.6875,286.2395833,1380.895833,7826.083333,1154.895833,408.8958333,1305.354167,5638.229167,592.5,150.4270833,1748.666667,4579.697917,1268.59375,304.6770833,3359.333333,590.4791667,877.5,96,13.65027656,9.398386671,0.72522443,0.96969697,0.615384615,0.966143667,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,0,1,Cytotoxic T Cell,T Cells
+4166,31072.94186,992.7093023,510.3837209,1097.534884,28577.53488,794.872093,742.8139535,1609.44186,16704.63953,594.1162791,938.5813953,1740.569767,20074.90698,1491.627907,860.9418605,1775.895349,7341.255814,1441.337209,339.0697674,2403.895349,15383.48837,505.627907,112.1162791,979.8372093,19052.0,705.6627907,136.8488372,805.5116279,14681.45349,1743.116279,595.1860465,2811.046512,12926.27907,827.4651163,305.9186047,1773.860465,9359.197674,1409.767442,440.744186,1323.069767,6929.546512,648.8604651,175.0465116,1874.593023,6079.94186,1598.348837,1487.872093,3196.953488,656.5465116,877.4767442,86,12.28733201,9.303741222,0.653204474,0.945054945,0.558441558,-0.012729042,1,0,1,0,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,1,1,0,Cytotoxic T Cell,T Cells
+4167,25490.93103,881.7471264,480.0114943,1075.517241,21936.74713,697.3908046,538.6666667,1512.264368,12381.44828,684.1264368,415.6781609,1686.54023,15856.48276,1314.195402,1723.034483,2162.770115,5585.08046,1312.149425,308.137931,2264.873563,11558.98851,410.4252874,267.4597701,521.6896552,14206.62069,535.4252874,119.2183908,1267.114943,11335.04598,1397.471264,527.7126437,2843.229885,9871.367816,618.1954023,266.954023,1531.931034,6938.850575,835.816092,409.4597701,1311.632184,4846.689655,644.862069,164.091954,1445.425287,4465.206897,1427.701149,4991.942529,3182.034483,764.3448276,877.5747126,87,12.35057511,9.192712797,0.667829204,0.966666667,0.743589744,-0.361016837,1,1,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,Macrophage,Other Cells
+4168,21107.21212,897.3787879,495.3333333,1086.69697,18648.40909,648.6363636,578.0151515,1570.015152,10000.51515,495.7727273,680.0151515,1763.212121,12850.57576,1157.984848,3258.257576,2855.833333,5025.984848,1287.242424,275.1212121,2376.0,9763.575758,2711.878788,197.0,765.9848485,12225.16667,836.0757576,117.1818182,1575.651515,9504.530303,1693.227273,657.8636364,2785.0,8191.984848,761.8939394,257.0151515,1273.606061,5708.363636,1018.621212,381.0,1302.590909,3760.636364,637.1969697,160.6212121,2730.363636,3663.5,1231.272727,153.7878788,3319.333333,846.1060606,875.5909091,66,9.846357746,8.89385532,0.429086347,0.891891892,0.66,1.200075505,1,0,0,1,0,0,0,1,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Proliferating Cell,Other Cells
+4169,20243.05172,818.2586207,665.4655172,1104.017241,18832.44828,661.5344828,788.0517241,1562.706897,10481.98276,502.2586207,515.8103448,1785.189655,12357.87069,1222.827586,5286.068966,1544.663793,4440.146552,1343.060345,296.3275862,2341.793103,9740.862069,422.9137931,204.8448276,502.8965517,12133.89655,451.3706897,123.8017241,2930.551724,9461.396552,1407.560345,482.4741379,2788.198276,8393.672414,967.862069,277.0603448,1434.594828,5920.224138,822.1982759,424.137931,1332.275862,4326.939655,639.7844828,160.9741379,1834.396552,4001.241379,1309.060345,351.9224138,3309.767241,544.5258621,878.2844828,116,13.12705098,11.73981345,0.447423463,0.935483871,0.686390533,-1.038609272,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Unknown,Other Cells
+4170,17207.09829,809.1623932,415.0683761,1031.858974,15185.02564,647.4273504,524.4529915,1405.021368,8692.457265,491.6068376,548.4401709,1696.32906,10644.73077,1237.705128,992.7051282,1233.115385,4003.799145,1252.337607,269.7521368,2320.440171,8567.081197,398.7948718,173.3846154,532.6965812,10616.65385,516.4230769,112.4957265,980.2094017,8153.653846,1303.217949,599.8076923,2800.982906,7254.978632,710.6752137,255.0982906,1768.628205,5277.995726,848.8888889,387.8205128,1298.24359,3971.217949,634.517094,154.7564103,1745.880342,3536.653846,1390.07265,6168.833333,3161.529915,613.1196581,883.4786325,234,23.56236359,13.52038647,0.818986471,0.906976744,0.565217391,-0.437882742,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Unknown,Other Cells
+4171,37556.40659,933.6739927,537.996337,1091.74359,33883.53846,740.7435897,913.1062271,1635.344322,19356.67033,682.1684982,1661.930403,1748.395604,24273.68864,1326.47619,3152.014652,3921.472527,8823.89011,1362.087912,328.3186813,2521.622711,18429.31868,497.3186813,482.981685,1224.267399,22768.7619,979.6007326,123.8315018,1726.010989,18049.00733,1881.003663,519.3846154,2790.967033,15547.32601,730.7912088,283.3406593,1419.622711,11147.47253,1468.172161,414.2307692,1331.879121,7880.3663,747.4945055,162.1538462,3333.102564,7197.490842,1418.575092,1040.461538,3234.095238,714.3076923,881.959707,273,25.47444581,14.74182367,0.815547135,0.875,0.56875,-1.040425984,1,1,1,1,0,0,0,0,1,1,0,0,1,0,0,1,0,0,0,0,1,0,1,0,Helper T Cell,T Cells
+4172,24819.21154,882.6153846,462.5865385,1061.682692,21781.52885,710.5961538,566.7019231,1498.288462,12298.43269,559.8942308,718.1442308,1701.798077,15997.69231,1369.326923,1102.798077,1229.913462,5762.653846,1279.336538,313.4615385,2315.951923,11882.23077,415.8269231,109.375,699.7403846,14810.73077,622.5,123.4423077,790.6538462,11677.25962,1412.951923,461.6826923,2809.336538,10079.73077,746.4230769,280.9807692,1464.346154,7153.326923,1053.807692,412.2403846,1307.038462,5118.932692,615.3846154,168.0769231,1443.817308,4696.211538,1591.528846,15255.07692,3106.75,774.8365385,876.8365385,104,13.65583218,10.10948463,0.67227085,0.95412844,0.787878788,-0.968343656,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,1,0,Granulocyte,Other Cells
+4173,25855.06522,922.4927536,469.1956522,1053.818841,22692.84058,723.2391304,754.7826087,1487.086957,12708.28986,594.8115942,1559.043478,1768.384058,16328.76812,1284.978261,4443.869565,2659.275362,5867.644928,1275.753623,294.9275362,2419.891304,11898.42029,397.8478261,285.8768116,1468.065217,15013.07246,472.0652174,243.7971014,987.0652174,11715.86232,2000.652174,454.2173913,2793.753623,10087.26812,600.5144928,265.7463768,1128.355072,7109.84058,1484.123188,405.6376812,1297.130435,4902.289855,648.9492754,165.7028986,2317.586957,4508.768116,1332.333333,2569.608696,3231.514493,794.7391304,878.442029,138,14.50740546,12.29297391,0.53102119,0.945205479,0.704081633,-0.725250502,1,0,1,1,0,0,0,0,0,0,1,0,1,0,0,1,0,0,0,0,1,0,1,0,Regulatory T Cell,T Cells
+4174,29843.25,1007.138889,470.8055556,1067.041667,25684.22222,734.0277778,541.8611111,1541.111111,14563.125,584.7222222,843.1666667,1753.916667,18313.38889,1276.208333,1977.625,2041.527778,6597.402778,1251.166667,291.8055556,2593.819444,13730.73611,681.4166667,100.5416667,796.0694444,17718.01389,444.4722222,144.4444444,2126.416667,13755.61111,1585.333333,480.625,2772.972222,11989.20833,752.75,263.4166667,1186.041667,8305.361111,900.1944444,388.4166667,1290.541667,5599.444444,593.0416667,155.6527778,2914.097222,5313.263889,1264.222222,571.25,3227.875,806.7083333,875.6111111,72,12.38052255,7.691815087,0.783585823,0.923076923,0.818181818,-1.463322214,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,T Cell,T Cells
+4175,21334.4717,781.4528302,565.9433962,1076.471698,18707.88679,644.3207547,949.0754717,1612.849057,8231.396226,475.4150943,2605.54717,1744.528302,12134.16981,1161.622642,5749.188679,6312.075472,4659.056604,1156.603774,280.490566,2736.811321,9522.471698,443.0188679,217.7924528,1496.358491,12344.32075,2145.415094,149.245283,2561.471698,8929.528302,2133.471698,387.5849057,2787.924528,7283.301887,628.1132075,249.4716981,1149.716981,4453.849057,2055.283019,387.0943396,1264.264151,2515.924528,602.4339623,153.1698113,3576.754717,2686.566038,1166.698113,1127.188679,3220.377358,992.1320755,874.8867925,53,9.016280278,7.849761672,0.491954593,0.946428571,0.736111111,-0.931348401,1,0,1,1,0,0,1,0,0,1,0,0,1,0,0,1,0,0,0,0,1,0,1,0,Helper T Cell,T Cells
+4176,35406.20284,855.2920892,547.4705882,1100.261663,27472.74442,660.9249493,791.2312373,1623.598377,12268.67748,493.5334686,1972.488844,1762.720081,17964.58621,1176.079108,4468.795132,3491.119675,6868.770791,1191.939148,291.2474645,2444.099391,14136.67748,391.4685598,200.8864097,1695.056795,17865.91481,785.6572008,202.1419878,2302.823529,13751.92292,2501.505071,362.5841785,2803.237323,11269.53955,599.68357,260.5091278,933.2860041,6245.762677,1638.807302,390.3914807,1297.685598,3518.586207,610.9655172,157.474645,2431.770791,3775.200811,1189.574037,1632.014199,3151.776876,1003.371197,885.969574,493,27.02157059,24.26051777,0.440361782,0.901279707,0.652116402,-1.530312202,1,0,1,1,0,0,0,0,0,1,1,0,1,0,0,1,0,0,0,0,1,0,1,0,Regulatory T Cell,T Cells
+4177,26988.33333,1000.266667,610.4777778,1089.366667,21689.08889,637.3333333,729.6888889,1502.744444,12038.08889,514.6444444,1409.8,1739.8,15939.25556,1212.388889,3757.211111,3402.422222,5716.4,1216.688889,294.6333333,2723.344444,11907.35556,416.5888889,122.3888889,1460.1,15494.16667,1371.3,126.8444444,2149.077778,11862.02222,1656.888889,441.7888889,2788.7,10077.88889,596.5222222,259.8555556,1198.633333,7023.055556,1385.088889,397.8888889,1306.111111,4629.1,594.2444444,159.0555556,2544.966667,4531.5,1228.344444,447.6444444,3282.077778,855.0333333,878.4777778,90,11.80876504,10.19774759,0.504221376,0.909090909,0.681818182,-0.580223415,1,0,1,1,0,0,1,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+4178,23566.47436,877.1025641,578.5128205,1075.166667,21203.71795,744.7692308,695.8717949,1603.358974,11154.87179,559.2564103,1289.730769,1853.461538,14083.57692,1290.358974,4710.487179,4156.217949,5295.102564,1368.230769,309.2692308,2374.615385,11716.39744,387.9230769,1466.358974,1235.153846,14618.0,437.6666667,206.9230769,2654.564103,10759.51282,2002.423077,497.0897436,2806.820513,9616.75641,754.9230769,308.1410256,1571.551282,5988.012821,1068.897436,432.0512821,1332.0,4442.871795,921.1538462,175.3205128,5335.435897,4059.820513,1429.512821,4134.589744,3244.858974,322.3974359,878.5769231,78,11.19217879,9.047472817,0.588668447,0.928571429,0.709090909,-1.063265731,1,0,1,1,0,0,0,0,1,0,1,0,1,0,0,0,0,0,1,0,1,0,1,0,Regulatory T Cell,T Cells
+4179,27302.20652,841.8695652,564.5326087,1082.163043,24934.0,779.6195652,898.2608696,1673.184783,13256.72826,564.2173913,2065.554348,1911.0,16228.46739,1232.076087,3928.836957,4051.902174,6119.206522,1426.423913,308.6847826,2600.043478,13635.31522,394.5,1335.271739,1584.434783,16384.82609,492.7717391,669.5326087,3258.097826,12341.3587,2101.684783,493.8369565,2834.054348,11117.65217,648.1521739,282.6521739,1681.434783,6989.130435,1266.641304,428.0108696,1311.043478,5086.065217,902.2391304,166.3478261,6127.26087,4555.652174,1353.23913,633.0434783,3256.021739,331.5869565,880.8152174,92,13.25242839,10.01137274,0.655221465,0.786324786,0.505494505,-0.266165842,1,0,1,1,0,0,0,0,1,0,1,0,1,0,0,1,0,0,1,0,1,0,1,0,Regulatory T Cell,T Cells
+4180,19772.98137,981.4099379,614.2981366,1061.925466,18081.7764,714.0062112,641.2670807,1535.63354,9689.503106,569.5093168,703.2484472,1734.708075,11828.28571,1236.590062,3985.701863,2355.521739,4621.782609,1427.801242,299.0496894,2327.335404,9847.267081,1519.534161,245.2360248,638.8074534,11605.01242,514.4099379,122.7950311,1768.652174,9081.63354,1802.900621,866.9192547,2819.267081,8156.074534,872.1614907,273.4906832,1437.509317,5610.298137,1026.937888,411.5652174,1313.291925,4188.571429,681.242236,158.2484472,2363.546584,3677.645963,1282.080745,192.9689441,3374.832298,412.2298137,884.7329193,161,19.39941241,11.56185345,0.802991945,0.847368421,0.503125,0.449689441,1,0,0,1,0,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,1,NK Cell,Other Cells
+4181,29838.46565,970.4961832,588.9160305,1106.648855,26080.31298,756.5725191,616.3206107,1611.282443,14732.19084,580.5954198,526.9465649,1735.244275,17610.25954,1306.114504,2447.167939,3357.396947,6507.122137,1538.038168,317.2366412,2352.022901,13860.77099,402.4122137,446.7709924,503.2900763,16873.21374,559.5496183,126.0,2028.916031,13174.83206,1487.534351,598.4961832,2822.51145,11754.00763,622.7633588,293.7480916,1749.290076,7819.427481,913.0916031,434.9847328,1320.908397,5776.129771,735.8244275,173.3969466,3441.129771,5249.320611,1365.564885,532.6564885,3239.534351,441.4580153,881.0534351,131,13.46328622,12.79827358,0.310401726,0.942446043,0.584821429,0.356768326,1,0,0,1,1,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Macrophage,Other Cells
+4182,22458.23529,975.0367647,475.4264706,1060.735294,19880.52206,736.5661765,488.2794118,1472.75,11173.98529,565.8970588,522.3088235,1683.397059,14314.40441,1367.852941,1944.897059,1528.485294,4955.411765,1278.294118,301.0955882,2296.875,10758.32353,1603.308824,323.4264706,626.5,13236.52941,626.4926471,116.0808824,814.8161765,10362.58824,1613.551471,980.2720588,2791.463235,9076.573529,653.1838235,273.4264706,1519.558824,6549.911765,1006.941176,400.3897059,1293.926471,4973.735294,668.9411765,170.5661765,2349.522059,4584.352941,1506.647059,5279.764706,3236.919118,672.2352941,879.5808824,136,14.76211986,12.84870938,0.492373954,0.883116883,0.647619048,0.769094966,1,0,0,0,0,0,0,1,1,1,0,0,0,1,0,0,0,0,0,0,1,1,1,0,Dendritic Cell,Other Cells
+4183,39530.18919,955.9279279,548.5765766,1095.486486,33776.45045,806.963964,926.0990991,1657.666667,19958.35135,584.5405405,1851.918919,1792.036036,24537.46847,1377.207207,2204.864865,3554.936937,9098.657658,1353.864865,325.1801802,2358.324324,18352.97297,465.5765766,177.5765766,1505.468468,22597.61261,529.1351351,542.2252252,1488.288288,18005.72973,2047.792793,664.0630631,2819.774775,15773.25225,773.045045,285.9369369,1571.81982,11221.30631,1453.315315,429.4684685,1311.18018,7841.351351,646.5765766,165.0720721,2852.477477,7040.837838,1448.864865,1158.837838,3378.234234,740.1171171,879.3693694,111,16.48917955,9.245990435,0.827998187,0.828358209,0.578125,1.338078364,1,0,1,1,0,0,0,0,0,1,1,0,1,1,0,1,0,0,0,0,1,0,1,1,Regulatory T Cell,T Cells
+4184,26317.61682,972.4859813,554.9906542,1052.504673,24341.16822,726.635514,743.9626168,1505.485981,13554.04673,996.4579439,1976.476636,1761.476636,15890.5514,1281.635514,3895.841121,4054.280374,5779.317757,1442.794393,303.8317757,2581.813084,12267.65421,403.4953271,363.728972,969.7570093,15436.38318,1459.700935,126.7850467,1772.46729,11375.57944,1785.691589,537.8037383,2769.336449,9883.28972,903.4766355,267.8130841,1160.738318,7040.420561,1231.700935,410.3738318,1333.121495,5238.168224,674.8971963,158.9719626,2603.878505,4531.672897,1248.242991,266.7476636,3384.626168,578.364486,880.4018692,107,13.44871162,10.70907355,0.604915165,0.884297521,0.587912088,1.191208112,1,1,1,1,0,0,0,0,1,1,0,0,0,0,0,1,0,0,0,0,1,0,0,1,Cytotoxic T Cell,T Cells
+4185,18681.27143,904.5285714,412.8142857,1020.128571,17143.01429,704.5,515.6857143,1410.085714,9681.2,549.4285714,709.4571429,1679.7,11733.52857,1261.314286,1422.214286,1963.257143,4698.9,1413.371429,282.2857143,2339.128571,9588.242857,423.7714286,431.3285714,749.4,11555.08571,645.8428571,122.1,893.8571429,9142.357143,1490.771429,594.6142857,2775.928571,8149.671429,649.6571429,254.2714286,1650.085714,6118.257143,1027.314286,390.7857143,1310.114286,4479.828571,753.4285714,145.9714286,1373.542857,4092.171429,1436.728571,5345.3,3175.928571,626.6428571,880.4,70,10.6679244,9.429149394,0.467716512,0.875,0.53030303,-0.218008521,1,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,Dendritic Cell,Other Cells
+4186,32524.47126,849.7241379,556.1264368,1110.011494,29113.65517,683.7701149,1049.114943,1722.264368,13372.48276,516.1034483,2303.735632,1882.827586,19018.70115,1219.37931,6179.735632,4499.896552,7251.37931,1237.597701,307.7011494,2402.609195,14916.81609,432.862069,280.7586207,2026.310345,18936.49425,829.4022989,124.7931034,2917.425287,14155.86207,2420.126437,412.8505747,2812.551724,11481.36782,718.5172414,268.2528736,1085.896552,6760.195402,1878.724138,397.7356322,1301.333333,3760.149425,660.5172414,157.2068966,2970.712644,4014.16092,1212.264368,679.7816092,3202.735632,985.7816092,882.4942529,87,13.86805378,8.478146043,0.791365271,0.887755102,0.54375,0.003650595,1,0,1,1,0,0,0,0,0,1,0,0,1,0,0,1,0,0,0,0,1,0,1,0,Helper T Cell,T Cells
+4187,37062.30872,945.1677852,681.8255034,1151.194631,33362.57047,779.3288591,831.4966443,1769.395973,18700.97987,589.6442953,1115.42953,1816.154362,22747.14765,1356.013423,3105.577181,3709.208054,8185.04698,1468.979866,347.3892617,2453.597315,18309.95973,429.2483221,689.2214765,897.8053691,22321.88591,628.3892617,184.0604027,2515.268456,17208.45638,1834.852349,628.3557047,2823.0,15417.95302,662.2147651,329.5503356,1731.09396,9911.644295,1260.805369,474.6510067,1347.818792,7255.469799,784.5033557,178.4899329,3816.194631,6377.966443,1469.114094,507.9194631,3360.09396,360.6040268,882.7516779,149,18.33541881,10.63211697,0.814710661,0.914110429,0.591269841,0.935831796,1,0,1,1,1,0,0,0,1,1,1,0,1,0,0,1,1,1,1,0,1,1,0,1,Regulatory T Cell,T Cells
+4188,27116.08163,994.7142857,467.5102041,1086.091837,24948.70408,783.1530612,594.3469388,1583.44898,13828.37755,689.0408163,632.9795918,1699.295918,17257.41837,1458.397959,1866.071429,2375.785714,6069.336735,1494.265306,325.6836735,2348.408163,12405.27551,466.6326531,223.8877551,555.877551,15394.05102,897.5510204,130.8877551,1210.142857,11782.90816,1529.581633,741.6734694,2778.285714,10160.94898,700.6836735,293.2653061,2044.94898,7414.020408,1057.438776,431.8673469,1341.663265,5467.122449,690.377551,168.0714286,2196.612245,4325.612245,1424.5,1040.163265,3224.602041,644.0204082,882.4387755,98,12.95680059,9.829857996,0.651482121,0.98,0.628205128,-0.730094082,1,1,0,1,1,0,0,0,0,1,0,0,0,1,0,0,0,1,0,0,1,0,1,0,Macrophage,Other Cells
+4189,38293.89954,904.3561644,552.9634703,1115.744292,33245.27397,715.7260274,840.8127854,1664.525114,17042.6621,542.0913242,1516.598174,1785.561644,23540.07306,1279.045662,3698.812785,3941.328767,8653.671233,1295.273973,328.9908676,2455.118721,17779.73973,1173.146119,237.6712329,1504.940639,22548.25114,859.6438356,129.2237443,2583.634703,17153.95434,2099.178082,427.4018265,2796.894977,14222.94521,615.5525114,286.1826484,1098.429224,9221.872146,1452.767123,419.4931507,1298.328767,5420.90411,678.6621005,161.7351598,2971.73516,5569.621005,1292.351598,501.1141553,3309.579909,926.0182648,883.9086758,219,18.04693704,16.45071139,0.411186062,0.897540984,0.675925926,-0.839738626,1,0,1,1,0,0,0,1,0,1,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
+4190,37756.2,906.1428571,642.8571429,1105.785714,33753.97143,783.8857143,1108.114286,1675.557143,20033.07143,604.7714286,2089.528571,1816.657143,23599.67143,1323.6,3568.3,4552.314286,8494.857143,1383.0,321.6857143,2899.285714,19728.98571,494.0142857,222.1285714,1182.542857,22990.32857,601.1714286,154.5,2966.771429,17661.22857,2254.971429,518.5285714,2844.357143,15469.87143,655.0142857,301.8,1395.6,10842.47143,1454.114286,440.6,1323.371429,7952.557143,661.7142857,178.5857143,4831.1,7057.942857,1392.742857,292.0,3372.571429,566.7714286,881.9285714,70,12.70143345,7.696866342,0.795476779,0.843373494,0.538461538,1.190753199,1,0,1,1,0,0,1,0,0,1,0,0,1,0,0,1,0,0,0,0,1,0,0,1,Helper T Cell,T Cells
+4191,27848.33333,813.6161616,568.4343434,1070.79798,25675.74747,651.030303,929.2727273,1669.717172,12132.9697,622.1212121,807.040404,1739.838384,16224.46465,1150.181818,6189.959596,3616.121212,6292.424242,1227.494949,325.6262626,2415.979798,13377.9899,413.3939394,891.4848485,909.1010101,17357.79798,527.9494949,124.1818182,5544.212121,12769.0303,2020.434343,448.0,2784.838384,10567.26263,611.7979798,267.8181818,1252.747475,6154.232323,1045.79798,391.8383838,1325.89899,3505.010101,954.969697,159.8282828,5480.161616,3676.626263,1171.666667,299.8484848,3246.323232,974.7878788,882.6565657,99,11.53553297,11.10833494,0.269620097,0.942857143,0.75,-1.17690393,1,0,1,1,0,0,0,0,1,1,0,1,1,0,0,0,0,0,1,0,1,0,0,0,Helper T Cell,T Cells
+4192,12779.16187,773.3956835,462.6330935,1037.852518,11765.16187,603.5503597,397.3309353,1486.061151,5810.176259,485.4820144,479.8021583,1734.71223,7671.809353,1195.122302,1607.866906,952.1618705,2954.471223,1226.017986,277.9856115,2291.388489,6535.352518,352.6546763,322.1834532,473.5863309,8015.122302,419.1330935,118.7302158,1189.057554,6115.089928,1386.352518,323.0,2841.669065,5496.399281,590.323741,254.3489209,1027.510791,3049.456835,750.9316547,390.1906475,1298.877698,2210.877698,636.4892086,157.6402878,1850.302158,2094.546763,1253.888489,6227.564748,3172.528777,279.9964029,888.8093525,278,22.98223483,16.3358817,0.703389371,0.920529801,0.631818182,0.646186958,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Dendritic Cell,Other Cells
+4193,22586.15167,854.4832905,490.311054,1077.393316,20931.00771,678.1182519,551.8714653,1578.246787,10520.51671,534.7197943,674.8560411,1740.102828,13636.82519,1291.136247,2107.053985,1562.167095,5068.305913,1356.03599,317.0102828,2284.976864,11335.14139,381.7429306,460.2390746,618.059126,14041.32905,441.9280206,128.8303342,1316.678663,10595.59383,1602.275064,366.9023136,2839.994859,9564.012853,859.6812339,292.6246787,1125.573265,5488.547558,934.1748072,431.9048843,1309.336761,3997.550129,689.1748072,167.933162,1921.930591,3703.357326,1404.845758,7498.521851,3191.755784,299.5475578,885.5192802,389,31.72055931,18.62788004,0.809406029,0.832976445,0.572058824,-1.362907324,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Dendritic Cell,Other Cells
+4194,30508.67033,1096.527473,599.0769231,1079.593407,27269.30769,798.021978,532.4175824,1643.362637,14826.07692,640.2857143,563.3626374,1749.186813,17202.87912,1361.868132,5049.362637,2435.087912,6279.736264,1415.978022,321.1428571,2292.285714,13668.2967,396.8571429,1021.901099,490.3956044,16298.03297,430.6373626,128.2307692,2050.098901,12663.81319,1647.483516,469.3956044,2817.186813,11193.65934,629.4725275,295.9010989,1195.945055,6788.461538,918.5934066,427.0,1327.340659,4855.901099,797.9340659,167.1538462,1760.813187,4260.934066,1304.802198,689.956044,3331.692308,341.8791209,883.6043956,91,12.13086647,9.873644742,0.580966582,0.919191919,0.631944444,1.158837892,1,1,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,1,0,1,0,Macrophage,Other Cells
+4195,39188.26786,877.7321429,472.4285714,1066.803571,35538.76786,738.0357143,803.2857143,1578.464286,20015.60714,555.1964286,1714.75,1824.321429,24753.80357,1342.25,1917.821429,2394.946429,8806.160714,1419.410714,335.3392857,2376.142857,19687.75,413.5714286,540.2142857,1101.375,24275.375,463.8214286,138.1428571,1155.535714,18978.67857,1875.392857,486.9821429,2840.053571,16868.01786,935.1785714,320.8571429,1479.428571,11042.58929,1368.767857,461.0,1360.607143,7962.875,747.6785714,177.0714286,3045.535714,7314.982143,1480.660714,1542.392857,3330.946429,371.4285714,882.9107143,56,9.484211359,7.882021664,0.556171276,0.918032787,0.565656566,0.052908768,1,0,1,1,0,0,0,0,1,0,0,0,1,0,0,1,0,1,0,0,1,1,1,0,Helper T Cell,T Cells
+4196,25192.66265,854.4698795,423.4698795,1028.722892,21857.08434,694.1445783,601.8072289,1447.963855,12703.42169,532.3614458,1191.771084,1781.686747,16311.6988,1328.313253,1228.192771,2156.036145,6101.46988,1278.674699,294.0481928,2405.783133,12377.66265,599.746988,145.2168675,1374.180723,15356.3012,606.3614458,122.1204819,851.3373494,11785.61446,1815.506024,826.746988,2800.975904,10337.6747,739.5903614,272.7590361,1883.216867,7688.433735,1535.13253,418.1927711,1310.325301,5693.084337,615.4337349,167.8072289,2102.096386,4938.240964,1424.939759,1111.86747,3241.86747,663.1566265,884.253012,83,11.40192462,9.701625242,0.525366395,0.943181818,0.628787879,-0.120919478,1,0,1,1,0,0,0,0,0,1,0,0,0,1,0,1,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells
+4197,26700.2381,900.2108844,730.1088435,1117.816327,24034.47619,717.5510204,941.6394558,1669.442177,12457.7619,619.4829932,1534.258503,1753.156463,15981.87075,1235.217687,2965.931973,3836.061224,6078.578231,1287.0,316.9931973,2353.891156,12649.70068,488.4761905,278.2040816,1466.836735,16455.40136,668.3197279,125.2721088,2213.102041,12074.68707,2175.557823,489.4013605,2791.496599,10101.33333,804.4489796,279.6394558,1321.92517,6661.727891,1389.482993,417.9659864,1316.959184,3999.027211,657.2312925,156.1564626,2373.585034,4049.346939,1269.857143,245.7414966,3345.564626,906.6734694,885.5510204,147,16.68191301,11.64527508,0.716021803,0.924528302,0.6125,0.954111765,1,0,1,1,0,0,0,0,0,1,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
+4198,22961.35065,847.6038961,490.8766234,1080.337662,21103.37013,685.8636364,609.9415584,1540.12987,11404.35065,589.0844156,570.1363636,1748.474026,14210.33117,1250.714286,1796.701299,2133.480519,5373.253247,1346.532468,321.9935065,2341.292208,11719.46104,405.1363636,1039.525974,571.8636364,14339.27922,459.0,133.1623377,1581.818182,11114.35714,1643.142857,587.6883117,2875.694805,9931.064935,1317.558442,293.1428571,2074.506494,6637.844156,903.0909091,435.7857143,1391.214286,4923.655844,887.1818182,176.6428571,3868.006494,4544.5,1398.909091,1732.409091,3262.344156,382.4480519,885.8441558,154,16.54422016,12.05129149,0.685121185,0.944785276,0.733333333,-1.118294597,1,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,1,1,0,1,0,1,0,Dendritic Cell,Other Cells
+4199,33018.26582,930.9746835,679.9493671,1146.177215,29879.72152,807.2025316,1061.392405,1745.911392,16956.24051,575.443038,1384.987342,1820.303797,20617.02532,1356.202532,1426.493671,1992.620253,7438.962025,1478.797468,348.1518987,2413.392405,16046.6962,463.4303797,139.1392405,1267.772152,19781.24051,505.556962,271.164557,905.9493671,15607.37975,1789.126582,454.3164557,2813.43038,13619.51899,660.835443,330.0632911,1627.987342,9597.632911,1152.050633,486.6708861,1353.607595,6951.835443,631.1012658,173.164557,2094.0,6225.886076,1461.481013,204.6329114,3348.126582,521.6455696,883.4810127,79,12.77454197,8.225334902,0.765122352,0.908045977,0.675213675,-1.387509974,1,0,1,0,1,0,0,0,0,0,1,0,0,0,0,1,1,1,0,0,1,1,0,0,T Cell,T Cells
+4200,25958.37143,804.5,480.0428571,1048.114286,23426.45714,662.7428571,1002.757143,1522.242857,13044.45714,518.1857143,2311.371429,1864.571429,16732.64286,1188.214286,3755.785714,4254.242857,6463.428571,1274.442857,293.7857143,2517.7,12815.41429,400.1857143,106.4142857,2716.842857,16573.42857,436.1714286,393.3,2256.814286,12578.48571,2587.771429,495.4714286,2797.9,10921.97143,585.1714286,272.2285714,1229.6,7631.814286,1501.614286,406.9857143,1280.471429,5231.228571,602.1857143,163.7142857,3735.642857,4974.314286,1283.485714,455.4428571,3179.642857,807.1428571,882.8428571,70,13.78727043,6.798390467,0.869977266,0.853658537,0.555555556,-1.339535848,1,0,1,1,0,0,0,0,0,0,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+4201,36893.98168,901.7326007,523.5238095,1118.637363,29989.5641,701.96337,811.4395604,1673.846154,14756.5641,517.7838828,2213.582418,1808.336996,19697.56777,1204.190476,4494.974359,4014.948718,7356.512821,1250.96337,295.7912088,2491.102564,15259.34432,482.9340659,174.5750916,2041.783883,19338.37363,630.992674,245.6080586,1999.058608,14426.32967,2256.347985,396.1062271,2803.710623,12071.12821,677.7362637,268.6849817,953.4835165,7397.615385,1346.655678,397.8571429,1301.919414,4225.43956,599.4175824,154.4542125,2573.18315,4423.545788,1202.446886,705.5347985,3309.131868,942.6153846,888.3406593,273,25.31981305,14.43497157,0.821571304,0.866666667,0.565217391,-0.912399773,1,0,1,1,0,0,0,0,0,1,1,0,1,0,0,1,0,0,0,0,1,0,1,0,Regulatory T Cell,T Cells
+4202,11927.18841,836.7391304,529.3188406,1092.652174,10976.78261,663.2826087,642.8188406,1548.753623,4214.992754,509.6666667,461.1594203,1687.318841,6672.043478,1220.768116,2216.898551,1094.166667,2628.369565,1192.036232,289.9710145,2271.623188,5534.905797,390.8695652,364.7463768,603.8985507,7059.528986,479.3550725,113.884058,1466.586957,5304.188406,1542.971014,340.6449275,2815.949275,4393.108696,829.5652174,257.8043478,1022.369565,2398.456522,776.3768116,371.0869565,1294.202899,1375.507246,621.9057971,154.9565217,2603.695652,1601.934783,1265.644928,13685.51449,3152.57971,1039.376812,885.3478261,138,13.85249592,12.80690358,0.381134573,0.945205479,0.704081633,0.750225452,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Dendritic Cell,Other Cells
+4203,32304.52113,854.1549296,487.7183099,1105.71831,28756.80282,699.028169,710.2816901,1630.521127,16289.22535,530.0422535,1278.338028,1768.507042,20492.28169,1247.619718,2905.901408,3956.774648,7519.84507,1255.0,301.5070423,2545.225352,15751.87324,443.971831,218.5915493,1356.619718,19687.69014,769.1408451,141.1408451,2343.802817,15517.91549,1923.746479,564.7887324,2790.887324,13306.6338,635.9577465,282.8873239,1373.028169,8998.619718,1430.211268,415.9859155,1310.169014,5892.140845,649.0,168.6760563,3729.084507,5743.887324,1308.690141,345.8732394,3205.859155,845.4366197,884.028169,71,13.17566662,7.121741811,0.841329679,0.934210526,0.546153846,0.949263015,1,0,1,1,0,0,0,0,0,1,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
+4204,26400.55769,1061.423077,934.3846154,1511.173077,23658.01923,773.6634615,752.3557692,2024.394231,13252.64423,673.1442308,664.4903846,1835.240385,15981.94231,1350.634615,1726.5,2578.221154,5722.663462,1442.557692,321.9038462,2367.519231,12806.73077,437.9038462,329.3557692,506.7788462,15653.36538,509.4615385,130.8653846,2813.038462,12309.34615,1693.673077,486.7788462,2810.0,10843.77885,660.0769231,305.4903846,1929.807692,7345.548077,906.7115385,447.3653846,1360.192308,5487.278846,674.2115385,173.3365385,1648.480769,4977.221154,1372.692308,174.9519231,3385.317308,468.7403846,886.75,104,12.67550131,10.45978538,0.564845065,0.945454545,0.727272727,-0.050355497,1,1,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,1,NK Cell,Other Cells
+4205,24644.75325,971.3766234,516.8831169,1050.577922,21981.14935,679.1558442,605.1428571,1438.87013,12092.22078,555.6883117,1184.87013,1737.668831,14571.28571,1318.863636,2428.357143,2767.201299,5519.084416,1262.558442,290.9545455,2310.714286,11275.98701,398.3766234,303.7662338,1241.136364,14169.83766,1220.344156,117.2987013,2352.441558,10476.12338,1446.006494,513.3181818,2791.876623,9070.967532,603.9220779,267.2142857,1362.506494,6400.188312,1213.961039,411.7142857,1301.24026,4835.305195,816.0,156.6168831,2323.532468,4127.38961,1343.5,1946.409091,3198.409091,591.1428571,887.5194805,154,19.10355775,11.30771135,0.805999279,0.823529412,0.578947368,1.468604957,1,0,1,1,0,0,0,0,1,1,0,0,0,0,0,1,0,0,1,0,1,0,1,0,Cytotoxic T Cell,T Cells
+4206,36604.65116,1056.488372,459.8255814,1075.72093,31591.0,783.5581395,499.3023256,1543.383721,18567.69767,616.5581395,748.1162791,1682.05814,22217.10465,1458.686047,1899.244186,2175.395349,7368.011628,1373.127907,334.127907,2502.244186,16177.86047,459.9883721,138.7093023,871.8837209,20199.67442,792.372093,133.0348837,976.4651163,15759.66279,1416.825581,605.5465116,2783.709302,13479.05814,642.2093023,276.5465116,1529.627907,9720.406977,1152.790698,410.5,1321.534884,7094.162791,640.0930233,169.3837209,1101.639535,6253.034884,1433.488372,1773.569767,3211.093023,632.0,887.1976744,86,12.08955052,9.27155604,0.641758734,0.977272727,0.651515152,-0.736425656,1,0,0,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,Unknown,Other Cells
+4207,22810.37423,926.6871166,466.1104294,1059.07362,20352.79755,740.1349693,515.5889571,1488.815951,11549.23926,628.5030675,752.202454,1698.895706,14280.03681,1368.337423,1657.674847,2369.883436,4972.460123,1274.828221,309.6871166,2267.03681,9255.398773,404.9815951,453.5705521,716.392638,11369.88344,462.8282209,115.2638037,1087.208589,8940.815951,1413.619632,610.190184,2792.337423,7901.693252,602.3803681,265.5705521,1365.08589,5730.214724,1153.496933,401.1595092,1314.527607,4161.969325,697.8773006,165.8834356,1865.018405,3893.644172,1431.208589,2202.392638,3197.907975,686.0736196,886.0552147,163,19.82572536,10.59379208,0.845266005,0.931428571,0.740909091,-1.410177375,1,1,0,1,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,1,0,1,0,Macrophage,Other Cells
+4208,21780.30303,842.7373737,414.7070707,1048.838384,19127.05051,665.1111111,491.9393939,1455.20202,10685.66667,533.020202,378.7272727,1677.777778,13697.28283,1265.767677,947.7171717,951.1717172,5085.444444,1229.30303,296.7575758,2265.818182,10440.92929,447.1212121,193.1616162,488.3232323,12925.93939,439.8080808,121.1818182,771.6767677,10180.60606,1391.292929,556.4747475,2834.313131,9002.565657,866.2828283,263.8888889,1434.676768,6391.040404,819.2727273,403.0505051,1307.59596,4544.060606,614.5858586,157.7171717,1633.606061,4259.343434,1474.989899,10514.83838,3157.313131,751.6969697,885.8585859,99,13.58052893,9.477364229,0.716230154,0.961165049,0.642857143,-1.217033427,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,Granulocyte,Other Cells
+4209,28829.86047,805.2790698,457.4263566,1072.55814,26603.96899,682.8062016,701.5426357,1564.728682,14635.04651,516.1472868,1285.209302,1756.116279,18425.42636,1185.72093,3581.255814,3189.178295,6820.046512,1251.100775,294.7751938,2504.565891,14267.69767,389.5658915,114.5581395,1513.806202,17857.02326,808.1007752,278.0155039,2097.945736,13817.51938,1590.914729,486.3875969,2790.860465,11861.56589,637.8914729,271.3565891,1459.976744,7933.984496,1107.449612,409.3255814,1308.953488,5379.682171,598.5503876,155.744186,3747.612403,5120.085271,1259.666667,347.3953488,3266.116279,830.0310078,888.3178295,129,15.83141275,11.57978094,0.681902254,0.865771812,0.5375,0.550069269,1,0,1,1,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+4210,29709.05747,850.7816092,506.954023,1097.551724,27530.41379,714.6551724,941.8735632,1583.62069,15142.68966,529.908046,1963.022989,1846.885057,19181.13793,1230.275862,3090.448276,4191.16092,7097.057471,1271.356322,304.3333333,2433.758621,14726.93103,405.137931,128.1149425,2011.126437,18380.49425,1974.885057,151.816092,2481.022989,14327.57471,1696.045977,537.6091954,2785.83908,12406.98851,595.3218391,274.1494253,1501.137931,8308.885057,1644.137931,420.2758621,1307.011494,5514.505747,608.9655172,164.2988506,4843.793103,5299.011494,1294.425287,275.2528736,3268.252874,839.1954023,887.7931034,87,15.66255117,7.378763472,0.882075185,0.90625,0.564935065,0.556556027,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+4211,23555.60465,826.5271318,463.9302326,1052.255814,20934.97674,662.255814,725.9767442,1577.767442,11220.56589,529.6821705,897.0542636,1812.635659,14401.86822,1193.124031,4262.232558,2191.302326,5308.232558,1248.046512,284.7906977,2348.333333,11035.27907,4667.403101,309.9844961,865.8139535,14379.86822,588.0775194,169.0620155,910.7364341,10789.45736,1946.317829,673.2945736,2778.744186,9216.79845,1259.744186,266.2713178,1115.550388,6248.829457,1136.984496,397.3875969,1309.341085,3986.534884,657.2945736,156.7596899,2535.186047,3979.96124,1264.031008,1235.604651,3286.224806,869.0775194,888.6356589,129,15.73101806,11.15869895,0.704862738,0.816455696,0.551282051,-0.073255533,1,0,1,1,0,0,0,1,1,1,1,0,1,1,0,1,0,0,0,0,1,0,1,0,Regulatory T Cell,T Cells
+4212,33667.91045,1021.656716,540.6119403,1084.373134,28365.1194,750.2985075,762.6119403,1546.402985,16236.23881,618.3283582,1321.19403,1804.626866,19268.8806,1297.925373,2444.895522,3136.850746,7083.686567,1397.41791,311.6567164,2333.791045,14734.29851,389.5671642,195.0149254,1268.402985,17927.40299,437.0597015,132.9552239,1631.686567,14289.83582,2074.432836,517.7164179,2805.80597,12538.73134,594.3880597,296.1791045,1397.477612,8298.402985,1206.149254,432.7910448,1315.985075,6010.014925,637.641791,160.6119403,1862.656716,5581.746269,1311.328358,187.1940299,3416.970149,422.7462687,886.358209,67,10.82608878,8.840841074,0.577170402,0.87012987,0.553719008,-0.46890596,1,0,1,1,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,1,0,0,1,Helper T Cell,T Cells
+4213,29514.91209,948.3626374,716.0879121,1135.318681,26986.31868,754.3516484,897.8131868,1693.120879,14604.6044,586.0659341,646.3736264,1769.494505,17858.21978,1343.175824,1053.846154,1565.263736,6345.450549,1431.824176,343.5934066,2386.351648,13903.34066,457.1208791,155.5384615,602.2087912,17650.3956,682.6593407,131.978022,966.4505495,13817.42857,1537.175824,457.6263736,2829.67033,12139.61538,751.8021978,296.2637363,1499.747253,8406.527473,1110.945055,457.5164835,1346.428571,6188.428571,627.3736264,173.2417582,1455.769231,5669.956044,1418.10989,202.1538462,3418.615385,531.1098901,887.7692308,91,13.24019605,9.186902466,0.720105553,0.919191919,0.636363636,-0.373637211,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,0,0,0,0,1,NK Cell,Other Cells
+4214,24234.8843,941.9752066,563.9421488,1085.768595,22538.05785,731.3305785,787.9504132,1598.677686,12182.59504,590.1239669,682.6694215,1789.595041,14745.66942,1278.710744,3902.404959,2740.190083,5440.702479,1741.239669,310.6446281,2351.264463,12120.43802,431.1735537,2161.404959,634.1570248,14306.20661,495.107438,137.1570248,1721.933884,11232.72727,1863.876033,601.9917355,2823.909091,10172.04959,746.231405,292.2396694,1449.46281,6443.53719,1056.132231,432.7768595,1326.438017,4710.743802,1098.239669,169.1157025,2920.834711,4226.735537,1354.07438,846.6115702,3346.181818,354.0826446,890.8347107,121,15.15986736,10.79848218,0.701867864,0.930769231,0.581730769,0.392610351,1,0,0,1,1,0,0,0,1,0,0,0,1,0,0,0,0,0,1,0,1,0,1,0,Macrophage,Other Cells
+4215,22974.25893,886.5803571,770.7857143,1118.982143,20820.80357,694.3839286,814.4196429,1633.553571,11587.70536,583.0178571,537.75,1753.125,14200.45536,1246.776786,1563.142857,2739.196429,5143.866071,1367.839286,308.6339286,2378.428571,11363.20536,402.5892857,427.75,478.3303571,13622.28571,455.1875,123.7053571,1908.8125,10924.10714,1467.080357,491.4464286,2810.089286,9666.75,628.125,282.9017857,1793.241071,6627.6875,1086.428571,447.5267857,1336.241071,4825.491071,678.25,168.6160714,3584.285714,4385.741071,1368.794643,592.6339286,3291.1875,448.7410714,889.8482143,112,13.26361912,10.98340027,0.560602982,0.957264957,0.662721893,-0.768692319,1,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Dendritic Cell,Other Cells
+4216,15371.144,806.4,481.992,1073.856,13514.384,637.768,592.464,1482.272,7540.744,500.968,876.392,1695.912,9607.24,1165.6,1304.304,1720.576,3588.896,1244.528,281.608,2266.68,7336.232,386.424,98.696,1250.648,8984.136,1346.232,120.056,975.92,7154.512,1302.216,534.168,2811.048,6259.72,596.376,260.744,1968.432,4431.352,1010.96,394.192,1329.656,3141.936,624.104,153.96,2221.976,2992.136,1302.688,818.992,3214.168,774.12,888.544,125,13.30604674,12.28461413,0.384234684,0.932835821,0.686813187,-1.471422456,1,0,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells
+4217,20684.13761,781.5321101,451.1192661,1045.889908,18060.78899,629.1100917,431.266055,1450.706422,9412.981651,488.1009174,466.3394495,1712.220183,12515.51376,1191.963303,1290.651376,1028.201835,4761.853211,1173.348624,288.5229358,2297.669725,9715.605505,392.559633,146.2752294,649.7155963,12678.14679,395.7706422,117.8348624,932.0550459,9373.357798,1358.376147,430.4495413,2804.577982,8016.605505,759.0733945,259.9174312,1031.93578,5490.844037,806.9266055,396.9174312,1286.302752,3457.715596,600.4678899,153.1743119,2045.155963,3483.073394,1239.66055,1478.440367,3107.40367,882.9266055,888.0091743,109,12.80545256,11.03317793,0.507587863,0.947826087,0.648809524,1.267352676,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Unknown,Other Cells
+4218,32252.24107,1047.5625,728.5892857,1135.098214,16197.58929,606.0803571,452.5892857,1527.473214,7470.991071,477.3035714,495.6339286,1695.580357,10461.42857,1144.410714,4882.303571,3161.017857,4004.080357,1163.330357,278.3482143,2604.705357,8457.839286,392.9553571,1161.785714,444.2767857,10586.5625,367.4285714,118.0,4780.598214,7879.973214,1503.625,340.4553571,2796.348214,7006.303571,544.2321429,260.4553571,1146.392857,3517.098214,824.3303571,387.6517857,1318.241071,2554.223214,783.2946429,156.0892857,3668.214286,2494.089286,1162.089286,1200.169643,3146.205357,262.3214286,888.4732143,112,13.82469476,10.40942511,0.658067698,0.965517241,0.861538462,-1.351465613,0,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,1,0,1,0,Dendritic Cell,Other Cells
+4219,31347.86957,899.6956522,618.9130435,1098.478261,28566.52174,756.7608696,564.0652174,1716.543478,15206.80435,582.7826087,1037.76087,1797.913043,18672.02174,1277.086957,4747.826087,4857.043478,6888.608696,1389.347826,325.1086957,2518.630435,15538.93478,409.4782609,991.1304348,855.6521739,18740.5,444.326087,193.5652174,4789.934783,14612.6087,1700.26087,529.2608696,2809.0,13086.36957,1015.73913,305.5869565,1625.956522,7907.891304,1056.065217,454.326087,1346.282609,5736.086957,859.4130435,182.326087,7234.913043,5229.23913,1413.847826,710.5869565,3267.521739,322.9347826,886.6304348,46,10.10729776,6.123909488,0.795548519,0.884615385,0.597402597,1.501220559,1,0,1,1,0,0,0,0,1,0,1,0,0,0,0,0,0,1,1,1,1,0,1,0,T Cell,T Cells
+4220,27343.11667,911.3916667,623.6,1127.666667,24407.04167,750.225,640.35,1621.033333,13464.45833,573.575,557.0416667,1739.041667,16157.84167,1333.216667,1661.416667,2693.291667,6047.941667,2055.758333,334.3083333,2329.108333,13242.63333,416.5083333,196.6583333,494.2,15684.94167,445.9166667,129.075,1730.658333,12502.65,1487.066667,496.125,2822.566667,11375.68333,692.8083333,306.0916667,1586.525,7528.483333,904.1416667,447.9083333,1309.2,5571.908333,645.3166667,174.1416667,2680.1,4964.408333,1436.95,947.6416667,3285.116667,436.3083333,893.1333333,120,16.5276393,9.748414418,0.807531114,0.923076923,0.606060606,-0.090260937,1,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Macrophage,Other Cells
+4221,24347.6,914.8933333,714.4933333,1138.96,22097.66,723.6533333,923.5066667,1688.8,12218.57333,567.8,928.0533333,1807.34,14793.75333,1325.14,1411.206667,2215.486667,5269.833333,1390.193333,327.9,2400.586667,11653.04,465.1733333,228.7466667,593.1,14246.58667,917.26,125.1133333,1286.96,11238.14,1492.5,476.48,2813.526667,9999.833333,971.9266667,291.6066667,1562.193333,6872.38,1054.353333,456.1533333,1345.14,5030.113333,655.18,169.9133333,1910.513333,4591.586667,1413.006667,452.2133333,3360.52,541.14,891.0733333,150,15.54964903,12.45988646,0.598266818,0.949367089,0.669642857,-0.34072622,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,0,1,0,0,1,Cytotoxic T Cell,T Cells
+4222,25417.67213,979.9836066,514.2131148,1041.639344,22250.67213,701.5245902,614.1967213,1494.213115,12637.77049,702.0163934,787.9836066,1708.311475,15939.91803,1283.459016,2073.57377,3359.295082,5779.901639,1317.901639,305.8032787,2350.885246,11954.59016,757.147541,377.9836066,645.3442623,14942.55738,862.6065574,125.8360656,2058.754098,11875.90164,1607.704918,767.704918,2789.967213,10354.18033,719.6885246,268.6885246,1857.704918,7306.311475,1061.655738,399.1147541,1311.491803,5304.754098,683.8032787,152.4918033,2944.754098,4891.688525,1349.655738,3153.655738,3186.098361,739.3278689,887.0819672,61,11.50566914,6.896564627,0.800445318,0.968253968,0.693181818,1.074731303,1,1,1,1,0,0,0,1,1,1,0,0,0,1,0,0,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells
+4223,26399.84615,931.0,559.6923077,1060.935897,23843.39744,705.8461538,676.2948718,1544.935897,12852.57692,558.3076923,2703.679487,1750.641026,16431.88462,1253.730769,3139.448718,3944.641026,6003.346154,1245.705128,311.0512821,2496.782051,12487.58974,585.1410256,503.7820513,1778.974359,16199.44872,1609.269231,191.6923077,1036.846154,12242.07692,1977.282051,485.0897436,2795.269231,10541.14103,643.8974359,271.3461538,1078.525641,7184.858974,1873.153846,416.0641026,1338.282051,4655.435897,682.0128205,159.5,3251.910256,4554.358974,1283.371795,569.7051282,3271.089744,858.7179487,888.2051282,78,11.94265677,9.026524432,0.654776976,0.906976744,0.644628099,0.605559802,1,0,1,1,0,0,0,0,1,1,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+4224,14798.11215,754.3271028,424.0093458,1058.817757,13024.56542,601.4205607,512.0327103,1555.098131,5135.308411,473.4158879,380.8084112,1699.570093,7782.845794,1098.38785,1194.747664,639.6588785,3059.028037,1126.850467,259.7570093,2243.836449,6317.448598,351.3971963,134.3224299,511.9345794,7932.556075,437.088785,111.8831776,1021.957944,5966.61215,1298.915888,340.6308411,2822.266355,4919.331776,608.3411215,239.0560748,995.8598131,2585.149533,672.9672897,358.9299065,1306.509346,1487.35514,598.1962617,146.8457944,3004.415888,1648.060748,1119.462617,2753.88785,3117.420561,1027.943925,892.9626168,214,18.58496106,14.88973211,0.598435465,0.959641256,0.703947368,0.004564381,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Unknown,Other Cells
+4225,31227.98113,856.6226415,543.1320755,1088.45283,27333.5283,701.8867925,659.8301887,1583.584906,15024.11321,572.0377358,679.4528302,1769.301887,18453.09434,1260.584906,2657.716981,4156.283019,6883.981132,2174.283019,318.245283,2478.716981,14676.54717,403.2641509,903.0377358,616.1886792,18118.75472,597.0943396,124.9622642,1643.509434,14113.98113,1632.566038,566.2264151,2800.698113,12540.37736,647.8490566,290.6226415,1637.018868,8302.566038,1035.603774,443.6981132,1341.886792,6153.603774,877.7735849,168.245283,3889.09434,5650.415094,1393.54717,236.5283019,3321.037736,428.9811321,889.4716981,53,10.60792958,6.580453993,0.784338166,0.963636364,0.736111111,-0.573671065,1,0,0,1,1,0,0,0,1,1,0,0,0,0,0,0,0,1,1,0,1,0,0,0,Macrophage,Other Cells
+4226,35562.5411,1007.80137,736.6232877,1102.726027,31464.63699,775.8493151,950.0547945,1596.657534,18724.52055,613.3561644,1204.171233,1757.527397,21245.26712,1359.979452,3181.80137,2525.691781,7778.760274,1372.513699,318.109589,2389.616438,16946.69178,446.2945205,121.9589041,919.4931507,20856.36986,452.869863,132.4520548,2113.732877,16126.67808,2031.931507,512.760274,2802.616438,14226.65068,625.8082192,307.0410959,1212.219178,9932.226027,1162.047945,449.7465753,1314.383562,7209.753425,622.0890411,162.8219178,1573.80137,6366.842466,1368.178082,178.9589041,3415.041096,563.8150685,890.5342466,146,17.22237989,11.37055076,0.751072722,0.906832298,0.640350877,1.380610614,1,0,1,1,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,1,Helper T Cell,T Cells
+4227,31588.09375,1129.0625,576.8125,1060.125,29093.0,788.40625,640.59375,1551.25,16304.125,852.1875,1621.28125,1782.8125,18752.90625,1353.0625,3270.90625,2816.21875,6669.84375,1403.5,297.90625,2335.375,14319.25,420.875,273.34375,678.1875,17171.90625,566.3125,125.875,1477.625,13361.21875,2038.65625,465.0625,2780.21875,11958.84375,794.8125,283.0,1079.75,8108.125,1173.4375,416.0,1319.4375,5890.0,662.46875,154.75,1282.71875,5008.46875,1263.0625,168.0,3355.21875,575.21875,887.5625,32,7.225725822,5.697434629,0.615043659,1.0,0.666666667,1.414799554,1,1,1,1,0,0,0,0,0,1,0,0,1,0,0,1,0,0,0,0,0,0,0,0,Helper T Cell,T Cells
+4228,36228.73,890.37,496.83,1091.94,32624.95,719.07,775.28,1590.48,17879.57,551.68,1697.68,1781.78,22774.29,1281.39,2848.0,3803.9,8440.42,1332.38,303.54,2616.28,17151.31,399.4,135.01,2030.53,22419.15,481.83,130.99,2235.87,17092.13,2363.05,521.73,2796.68,14956.35,641.87,292.54,1251.51,10331.51,1615.62,419.09,1298.41,6844.41,625.6,164.66,2042.73,6517.74,1350.48,836.61,3267.21,811.47,890.59,100,12.51794471,10.87920311,0.494656442,0.884955752,0.591715976,-0.449148635,1,0,1,1,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,1,0,1,0,Helper T Cell,T Cells
+4229,36279.6625,835.0625,562.4,1083.3375,23876.6,616.075,660.725,1538.65,11808.675,500.3125,849.975,1709.5,16245.8125,1109.825,4343.9375,3313.25,6207.7625,1151.95,270.1375,2277.0125,12720.5375,370.325,329.0625,755.65,16150.8125,531.2625,116.9125,3306.925,12193.5625,1630.3875,419.2625,2771.775,10224.075,545.275,250.9875,1082.5125,6162.6375,1006.7125,376.9125,1296.6375,3528.4,639.8875,149.375,2418.775,3748.425,1118.6375,316.3125,3159.4,953.6,891.6375,80,13.23517559,8.047833686,0.793888017,0.909090909,0.615384615,-0.290741728,0,0,1,1,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+4230,18410.78448,1033.982759,782.2155172,1156.474138,17163.30172,813.8103448,1105.896552,1753.568966,9027.706897,670.6982759,1326.215517,1819.732759,11148.16379,1432.905172,981.5258621,1688.172414,4070.155172,1530.517241,339.0775862,2499.017241,9044.732759,478.9482759,218.3534483,1103.534483,11343.16379,553.7931034,269.387931,982.4741379,8465.793103,1822.060345,449.3706897,2822.258621,7506.758621,1125.137931,313.4137931,2249.146552,5170.086207,888.6206897,472.3793103,1353.758621,3944.060345,655.3448276,178.4310345,2836.258621,3492.275862,1446.439655,307.0689655,3385.344828,503.1206897,891.0172414,116,15.06146947,10.77435562,0.698757256,0.852941176,0.743589744,-1.213288019,1,1,1,0,1,0,0,0,0,1,1,0,1,0,0,0,1,1,0,0,1,0,0,1,Regulatory T Cell,T Cells
+4231,28496.77647,924.7411765,918.0,1140.235294,25090.87059,752.4,882.1529412,1726.023529,14588.52941,587.6235294,700.5294118,1801.811765,18100.62353,1358.129412,893.1058824,1230.2,6441.0,1470.858824,338.5529412,2420.035294,14216.90588,497.9411765,188.3058824,764.6588235,17764.08235,505.7294118,138.5529412,862.9647059,14217.82353,1572.305882,441.9176471,2818.905882,12450.74118,781.0,316.8588235,1886.388235,8651.976471,917.6941176,470.2117647,1350.105882,6285.129412,654.2705882,173.3176471,1781.341176,5907.023529,1480.235294,520.0352941,3336.752941,513.2823529,892.6588235,85,14.19060785,7.743335452,0.838002606,0.944444444,0.758928571,-0.130336502,1,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,1,0,0,1,1,0,0,Macrophage,Other Cells
+4232,16434.53165,1028.050633,498.6455696,1037.886076,16092.03797,736.5316456,408.1012658,1391.822785,8919.582278,592.1139241,921.2531646,1699.139241,10991.98734,1387.35443,1400.56962,2158.911392,4258.974684,1422.607595,300.8227848,2281.037975,9253.518987,431.3291139,245.7088608,1208.898734,11555.64557,493.7848101,118.4050633,868.6835443,8705.037975,1510.506329,553.6329114,2765.303797,7801.189873,724.8481013,274.3797468,1397.21519,5794.164557,1317.139241,411.2658228,1296.455696,4362.683544,692.3924051,164.7721519,1685.278481,3993.189873,1443.303797,1542.063291,3130.164557,623.0253165,891.4050633,79,12.80220255,8.319553484,0.760059667,0.877777778,0.552447552,0.526872957,1,0,1,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,T Cell,T Cells
+4233,38632.20536,926.875,479.2589286,1092.633929,34845.79464,739.5178571,632.1428571,1620.098214,19765.9375,597.7857143,465.1785714,1702.633929,25182.5,1346.875,2067.464286,2716.205357,8884.098214,1310.285714,317.4732143,2289.794643,18602.6875,411.1785714,196.4553571,498.5089286,23644.71429,456.1160714,121.4732143,2091.955357,18432.20536,1469.053571,561.0089286,2785.3125,15883.23214,624.7053571,279.9732143,1742.232143,11402.875,868.1964286,411.2053571,1312.178571,7991.866071,672.1160714,160.8125,2740.616071,7376.446429,1400.0,594.2410714,3281.669643,698.3482143,891.7321429,112,14.43830059,10.33808674,0.69808156,0.941176471,0.583333333,-1.34439397,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Unknown,Other Cells
+4234,32659.48193,805.8313253,574.6144578,1096.13253,28208.93976,656.8433735,774.4096386,1686.783133,12992.45783,524.7831325,1436.795181,1813.325301,18332.60241,1143.26506,4812.168675,5157.60241,6968.481928,1199.698795,294.3373494,2340.686747,14606.6988,432.3614458,415.1686747,1827.313253,18826.03614,817.2409639,121.4216867,4324.686747,13880.54217,2261.26506,467.3975904,2783.144578,11538.03614,598.8915663,264.060241,1318.084337,6654.204819,1346.746988,382.9518072,1302.843373,3771.73494,673.1204819,152.3855422,3960.168675,3977.650602,1157.120482,187.253012,3249.204819,977.7831325,890.7831325,83,15.90207163,7.166173981,0.892703724,0.83,0.488235294,-1.379740584,1,0,1,1,0,0,0,0,1,1,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
+4235,21323.0,846.6516854,594.7191011,1109.393258,19504.04494,682.4382022,650.0786517,1666.101124,9935.764045,541.5280899,1367.314607,1870.044944,12657.38202,1262.404494,3099.820225,3371.359551,4821.494382,1316.41573,309.0674157,2361.898876,10475.69663,393.8988764,445.6629213,1314.05618,13003.65169,444.7865169,212.4044944,2557.640449,9537.853933,1912.52809,417.6853933,2835.404494,8503.719101,1296.247191,277.7640449,1670.303371,5088.808989,1155.651685,428.1235955,1323.741573,3725.449438,706.9213483,160.247191,3056.977528,3361.134831,1333.685393,1371.595506,3197.606742,312.0224719,890.6853933,89,15.92573355,7.958711597,0.866175988,0.839622642,0.581699346,-1.349806637,1,0,1,1,0,0,0,0,1,0,1,0,1,0,0,1,0,0,0,0,1,0,1,0,Regulatory T Cell,T Cells
+4236,19145.52903,1056.535484,613.6258065,1062.903226,17607.56129,688.5870968,662.9806452,1508.845161,8756.141935,555.9290323,1100.83871,1774.212903,10565.84516,1186.987097,5772.154839,3702.43871,4165.303226,1267.219355,282.3741935,2503.329032,8870.529032,356.5290323,840.7677419,777.0709677,10204.73548,517.9806452,131.6387097,3243.819355,7691.509677,1708.554839,477.316129,2808.845161,7075.870968,607.3677419,265.3225806,1447.522581,4324.664516,1069.974194,400.0516129,1316.374194,3175.787097,780.5032258,161.4,4106.567742,2794.483871,1227.412903,550.4,3335.812903,332.3290323,892.1870968,155,21.035324,9.70917229,0.887106319,0.885714286,0.640495868,-1.475796837,1,0,1,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,1,0,0,0,T Cell,T Cells
+4237,24421.60448,911.5746269,525.5447761,1073.746269,22593.76866,703.8432836,597.880597,1533.402985,12154.51493,570.8731343,1014.970149,1730.828358,14424.70896,1290.753731,1991.425373,2326.507463,5546.477612,1529.567164,311.8283582,2425.514925,11794.56716,408.9328358,423.5970149,732.9850746,14562.26866,609.3059701,122.6268657,1382.455224,11284.90299,1664.559701,505.358209,2836.022388,10062.1791,627.2313433,288.5074627,1503.276119,6756.268657,1054.970149,429.1716418,1319.947761,4935.350746,767.7164179,165.7238806,3151.126866,4422.246269,1363.067164,384.9925373,3286.58209,404.1641791,895.1791045,134,14.80526692,12.06115586,0.579948625,0.917808219,0.525490196,-0.391878626,1,0,1,1,1,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+4238,31845.39024,909.7682927,647.3414634,1270.890244,29362.39024,749.3170732,904.4390244,1747.54878,16147.56098,628.8780488,1632.5,1768.52439,19675.87805,1342.097561,1178.02439,3319.609756,7220.317073,1397.890244,331.6585366,2837.182927,15908.56098,440.1585366,270.8414634,869.2073171,19686.70732,1605.353659,172.1707317,958.0,15351.91463,1613.804878,463.4756098,2835.097561,13487.43902,646.6097561,301.4268293,2107.731707,9217.536585,1158.780488,457.5731707,1362.841463,6869.060976,672.6829268,176.195122,2574.414634,6137.353659,1424.719512,597.9390244,3270.585366,479.9512195,890.7073171,82,14.81955351,7.615545853,0.8578591,0.88172043,0.650793651,-1.209057283,1,1,1,1,0,0,1,0,0,1,1,0,0,0,0,1,0,1,0,0,1,0,1,0,Cytotoxic T Cell,T Cells
+4239,21108.42268,915.5773196,849.5876289,1125.649485,18716.49485,693.7835052,1012.082474,1581.989691,10568.25773,560.0309278,1215.587629,1849.948454,12608.81443,1281.484536,2543.639175,2405.103093,4517.237113,1344.958763,309.7938144,2639.164948,9859.041237,419.1443299,131.7216495,482.8041237,12239.52577,517.9072165,123.814433,1301.56701,9464.525773,1873.443299,449.0309278,2801.721649,8396.783505,829.9381443,272.556701,1331.216495,5865.247423,981.8350515,430.4742268,1328.701031,4371.793814,602.1649485,172.1649485,2426.515464,3950.587629,1332.907216,875.8350515,3310.587629,552.3298969,893.4742268,97,12.7684196,9.925446606,0.629076506,0.923809524,0.62987013,0.02256922,1,0,1,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,1,0,Helper T Cell,T Cells
+4240,27610.3937,1000.944882,492.3937008,1037.472441,24316.96063,729.5984252,656.7086614,1458.637795,13718.35433,588.3937008,916.4330709,1714.992126,17248.72441,1328.559055,2032.669291,3150.629921,6334.275591,1334.968504,295.015748,2336.818898,13057.80315,478.0629921,165.3385827,746.7322835,15854.32283,1380.070866,123.8582677,1816.307087,12631.09449,1451.574803,687.1811024,2785.488189,10947.04724,664.7401575,273.9527559,1493.700787,7703.425197,1043.511811,391.8425197,1298.76378,5494.377953,613.7480315,160.5511811,1856.818898,4978.787402,1339.937008,1380.968504,3253.779528,735.7795276,894.511811,127,15.61012275,10.95951803,0.712100413,0.907142857,0.604761905,1.096788405,1,0,1,1,0,0,0,0,0,1,0,0,0,1,0,0,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells
+4241,25124.62602,929.2682927,503.0325203,1069.097561,21997.53659,727.3333333,453.6504065,1436.821138,12436.65854,670.8455285,522.7723577,1715.406504,15426.9187,1317.512195,3245.845528,1756.373984,5801.780488,1362.861789,304.8699187,2279.617886,11807.33333,410.0569106,548.9186992,758.7723577,15053.69106,431.5121951,126.2276423,1402.886179,11709.21138,1716.98374,538.8292683,2801.04878,10305.73171,615.0162602,275.2439024,1160.195122,7126.373984,883.7073171,411.8130081,1324.593496,4915.642276,736.6097561,164.2764228,2194.300813,4628.455285,1426.414634,3884.560976,3106.878049,800.195122,892.7235772,123,14.50891008,11.10268303,0.643754539,0.92481203,0.683333333,1.193623719,1,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Macrophage,Other Cells
+4242,37651.77451,1012.823529,509.4215686,1108.401961,33537.0098,755.9901961,720.2156863,1620.77451,18219.03922,586.7254902,1697.04902,1763.421569,22943.52941,1319.892157,3670.235294,3050.156863,8033.647059,1285.313725,309.9607843,2359.147059,16927.45098,412.9215686,217.254902,1267.637255,21409.57843,729.127451,187.0980392,2159.77451,16368.85294,2070.558824,479.7941176,2808.039216,13976.88235,599.3529412,278.4705882,1155.196078,9199.509804,1367.0,398.0196078,1311.72549,5982.715686,627.2156863,156.8137255,2312.803922,5594.598039,1260.470588,240.0490196,3364.686275,850.5784314,893.3333333,102,13.01510667,10.41611745,0.599586708,0.918918919,0.607142857,-1.324881801,1,0,1,1,0,0,0,0,0,1,1,0,1,0,0,1,0,0,0,0,1,0,0,1,Regulatory T Cell,T Cells
+4243,20224.88679,722.3773585,562.4339623,1020.311321,17789.64151,584.745283,585.1603774,1461.679245,8396.528302,731.3301887,633.9433962,1715.764151,11984.42453,1072.698113,4641.320755,2999.264151,4596.820755,1110.40566,286.1037736,2306.59434,9288.056604,341.1320755,1796.95283,721.3490566,11875.59434,462.4622642,112.9339623,3125.349057,8774.801887,1725.971698,502.7641509,2804.830189,7357.811321,643.1226415,235.4433962,1206.141509,4510.358491,862.754717,357.4716981,1390.575472,2538.45283,1029.764151,144.8679245,3845.320755,2745.867925,1078.660377,446.4339623,3112.584906,962.8018868,892.3113208,106,12.64433071,10.74132914,0.527592413,0.963636364,0.803030303,-0.379551961,0,1,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,1,1,0,1,0,0,0,Macrophage,Other Cells
+4244,24748.90769,810.9384615,571.4615385,1060.307692,23614.07692,665.0769231,655.6307692,1584.384615,12250.66154,556.8307692,570.9846154,1786.707692,15093.21538,1188.153846,4799.046154,2343.276923,5556.2,1532.523077,316.4769231,2309.446154,12186.2,609.4,2510.523077,506.4461538,14766.69231,463.0,120.4769231,1274.938462,11497.0,1781.153846,768.0461538,2821.492308,10325.61538,639.7230769,276.1384615,1340.769231,6362.230769,987.6769231,420.3076923,1329.015385,4556.446154,1131.892308,158.9692308,1889.261538,4238.692308,1293.446154,259.3538462,3224.892308,345.8615385,893.9230769,65,10.74328448,8.174752129,0.648848754,0.915492958,0.677083333,0.037052998,1,0,0,1,1,0,0,0,1,0,0,0,0,1,0,0,0,0,1,0,1,0,0,0,Macrophage,Other Cells
+4245,29566.67416,915.752809,701.2921348,1129.348315,27231.16854,771.1685393,925.9325843,1704.359551,15447.30337,571.6629213,1408.382022,1814.752809,18762.29213,1337.505618,1474.820225,1883.191011,6793.348315,1402.88764,332.9775281,2355.764045,14858.23596,457.9775281,157.8202247,942.6067416,18256.89888,504.1123596,312.6067416,856.2696629,14566.60674,1905.88764,518.8426966,2816.539326,12834.06742,777.9438202,307.4382022,1667.719101,8976.674157,1417.865169,453.7078652,1328.853933,6534.808989,625.6067416,172.6292135,2009.370787,5924.123596,1433.696629,217.5730337,3329.786517,522.6853933,893.4157303,89,12.86229758,9.930601663,0.635536786,0.801801802,0.570512821,0.809045931,1,0,1,0,0,0,0,0,0,0,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+4246,19958.20567,877.2624113,575.3546099,1090.390071,18761.00709,714.1205674,603.1205674,1543.992908,9981.312057,630.1489362,765.1134752,1743.326241,12305.91489,1303.304965,1470.163121,1387.453901,4700.453901,1433.326241,317.0638298,2402.588652,10222.7305,424.822695,442.6382979,657.7446809,12349.0,606.7801418,128.4184397,864.4751773,9593.12766,1583.489362,452.5106383,2853.524823,8684.276596,832.9574468,294.6808511,1966.957447,5923.93617,923.0780142,438.8723404,1346.865248,4481.546099,678.9716312,174.7304965,2354.865248,4099.496454,1412.205674,1079.156028,3225.191489,488.7021277,895.5744681,141,17.17709416,10.92492357,0.771675061,0.946308725,0.677884615,-1.096740141,1,1,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,1,0,0,1,0,1,0,Macrophage,Other Cells
+4247,29801.64948,1119.721649,538.3814433,1071.927835,26714.92784,783.443299,540.0824742,1545.360825,15459.59794,688.257732,578.257732,1704.505155,18305.5567,1407.783505,2042.082474,2561.43299,6394.494845,1357.030928,308.4639175,2302.824742,14191.29897,421.0206186,141.8041237,566.9072165,17937.09278,849.6391753,118.9896907,1544.185567,13653.03093,1429.113402,527.8659794,2780.28866,11828.57732,677.5773196,283.5154639,1569.43299,8343.247423,1187.886598,396.5257732,1308.257732,6079.57732,629.3917526,159.8762887,1796.402062,5518.0,1442.412371,1003.494845,3393.896907,646.0103093,894.3814433,97,11.68477312,10.74648353,0.392622304,0.950980392,0.621794872,-0.081724248,1,1,0,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,1,1,NK Cell,Other Cells
+4248,30529.05455,864.5727273,485.8636364,1058.936364,27817.68182,677.5727273,929.9454545,1506.509091,15797.35455,542.1363636,1638.672727,1710.381818,20208.92727,1253.3,2472.990909,2472.490909,7206.663636,1709.054545,290.6181818,2475.127273,14598.46364,393.5818182,184.1,1277.581818,18211.96364,1180.027273,151.6363636,1294.054545,14355.11818,1632.372727,495.2727273,2801.218182,12324.21818,692.8181818,265.3363636,1271.4,8862.390909,1409.336364,399.4,1289.881818,6251.963636,621.3545455,159.1545455,2816.390909,5795.263636,1324.936364,275.3909091,3228.336364,713.0727273,894.7181818,110,13.07663962,10.8682497,0.556093912,0.956521739,0.650887574,-0.975853345,1,0,1,1,1,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+4249,22233.13077,822.0,484.8076923,1071.792308,20143.48462,655.6461538,681.6538462,1530.4,11203.48462,499.6538462,424.9384615,1692.392308,14083.24615,1213.930769,914.5769231,781.8692308,5313.292308,1217.253846,283.9923077,2279.646154,11532.17692,406.5692308,106.3230769,494.0307692,13702.23846,525.4769231,117.3615385,844.7153846,10749.11538,1315.969231,574.7538462,2843.261538,9467.661538,624.2307692,261.9230769,1832.146154,6639.307692,784.1,399.0923077,1332.523077,4662.738462,621.5,154.1307692,2157.823077,4419.069231,1324.576923,1094.846154,3191.876923,758.9,893.7846154,130,16.57296836,10.20425298,0.787967624,0.942028986,0.8125,-1.391765437,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Unknown,Other Cells
+4250,34209.58667,1008.853333,568.2,1093.28,30675.30667,757.5333333,744.2,1574.493333,17695.74667,624.88,929.52,1792.466667,20882.53333,1346.96,2854.373333,4101.253333,7440.106667,1340.906667,303.3466667,2339.866667,15832.76,419.6533333,505.8933333,603.9333333,20167.41333,494.44,126.3066667,3229.44,15647.13333,1791.106667,540.7466667,2804.92,13765.78667,635.1333333,295.4933333,1540.186667,9444.16,1042.96,441.2,1319.733333,7017.8,964.6133333,162.68,2693.52,6330.933333,1356.466667,195.8,3370.146667,575.8,894.68,75,14.3599841,6.877435813,0.877852766,0.903614458,0.535714286,-1.062238825,1,1,1,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,1,0,0,1,T Cell,T Cells
+4251,33028.07576,861.0,470.1363636,1071.19697,29453.48485,721.7575758,811.6212121,1587.984848,16600.93939,524.0757576,850.7878788,1761.242424,20997.4697,1240.530303,3994.666667,3036.954545,7710.893939,1297.075758,302.3484848,2489.136364,15850.51515,403.9242424,109.8636364,1006.227273,20180.5,567.5606061,134.0151515,2894.651515,15630.59091,1504.575758,475.5,2788.484848,13456.06061,591.8484848,281.9242424,1495.893939,9063.772727,955.0909091,415.1969697,1287.727273,5863.787879,609.8333333,155.9848485,3164.060606,5697.545455,1306.106061,279.8787879,3254.924242,825.0909091,895.0757576,66,13.44426765,6.577996107,0.872127391,0.942857143,0.5,0.787896272,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+4252,24244.97414,812.1551724,459.25,1067.87931,21269.52586,662.8275862,862.2586207,1590.62931,11335.16379,600.7413793,1379.137931,1976.663793,14404.23276,1204.284483,4044.146552,3055.646552,5554.732759,1246.025862,312.4655172,2314.284483,11339.82759,466.0689655,511.3362069,1493.103448,14362.50862,485.5172414,161.9224138,1289.982759,10900.94828,1996.5,445.8362069,2827.387931,9508.844828,753.3189655,268.5172414,1126.008621,6278.310345,1679.25,400.4827586,1322.732759,3926.387931,687.7672414,161.7327586,2265.741379,3909.87931,1264.75,1597.482759,3162.793103,879.0258621,896.8965517,116,15.66760729,9.951573281,0.772373459,0.90625,0.591836735,1.02853435,1,0,1,1,0,0,0,0,1,0,1,0,1,0,0,1,0,0,0,0,1,0,1,0,Regulatory T Cell,T Cells
+4253,30060.10891,1012.19802,921.4653465,1181.722772,26515.36634,804.8811881,945.5247525,1807.792079,14556.66337,657.0693069,551.7227723,1805.475248,17333.08911,1431.60396,1051.732673,1518.653465,6204.336634,1513.0,360.9108911,2398.29703,13829.50495,504.2475248,465.6930693,478.8613861,17037.61386,512.3168317,134.039604,1253.376238,13092.49505,1655.772277,475.0891089,2816.980198,11572.50495,746.4653465,325.8316832,1737.514851,7752.356436,895.2277228,481.009901,1358.693069,5762.059406,709.7029703,181.1485149,1494.247525,5215.673267,1507.891089,214.980198,3374.722772,460.7821782,896.1584158,101,12.66625662,10.31721264,0.580102962,0.90990991,0.647435897,-1.468816767,1,1,0,0,1,0,0,0,1,0,0,0,0,0,0,0,1,1,0,1,0,1,0,1,NK Cell,Other Cells
+4254,28296.86111,889.1574074,501.9537037,1067.175926,24582.31481,717.25,723.1666667,1487.861111,14267.78704,554.0833333,949.4444444,1748.351852,17145.7037,1343.592593,2526.351852,2483.990741,6296.37963,1286.814815,303.1574074,2384.361111,13341.63889,432.5925926,266.2592593,785.1574074,16942.89815,1134.185185,122.1296296,1633.851852,12738.76852,1632.87037,506.1666667,2806.805556,11048.37963,602.0092593,282.2314815,1264.814815,7753.425926,1034.898148,431.1388889,1310.231481,5745.583333,862.1481481,158.9814815,2846.740741,5167.111111,1405.240741,1557.314815,3216.898148,587.0925926,897.3055556,108,14.14184945,9.798302019,0.721073477,0.947368421,0.692307692,0.629109607,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,1,0,1,0,Cytotoxic T Cell,T Cells
+4255,33126.06364,868.9909091,484.1545455,1097.036364,30452.15455,753.6636364,1024.981818,1614.472727,16299.15455,546.0636364,1472.118182,1915.6,21161.97273,1259.081818,3407.018182,3943.227273,7799.327273,1339.645455,308.0181818,2706.154545,15780.4,524.4272727,132.5818182,2106.609091,20741.63636,1211.936364,365.4363636,2009.318182,15690.79091,1800.554545,484.2545455,2774.363636,13547.13636,606.8,281.7090909,1301.436364,9179.763636,1369.163636,420.4363636,1294.409091,6072.172727,619.5636364,161.4090909,3757.109091,5766.327273,1315.081818,245.8818182,3300.518182,818.6272727,899.4272727,110,15.06874777,10.55237771,0.713866,0.833333333,0.458333333,0.689786391,1,0,1,1,0,0,1,0,0,1,1,0,0,0,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+4256,32930.0641,891.6025641,578.9871795,1105.717949,30385.64103,733.5769231,1025.525641,1676.397436,16145.51282,576.1923077,2620.217949,1787.282051,19684.11538,1303.730769,6393.269231,4572.423077,7404.769231,1353.0,320.2435897,3074.628205,16448.89744,401.4102564,341.7051282,2035.115385,20044.0,485.4102564,142.7179487,2972.974359,15470.96154,2498.358974,375.3076923,2839.230769,13790.20513,632.6410256,315.7948718,1504.589744,8061.897436,1740.730769,452.8076923,1315.487179,5771.410256,705.0641026,176.9230769,4430.025641,5338.230769,1387.576923,333.3846154,3264.24359,318.2179487,897.8205128,78,11.82236623,8.728513574,0.674466858,0.975,0.541666667,-0.775408594,1,0,1,1,0,0,1,0,1,0,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
+4257,16279.90826,1178.357798,682.4862385,1112.908257,14870.77064,827.4311927,477.3577982,1518.724771,8208.752294,623.9174312,467.3302752,1702.963303,10092.73394,1544.330275,903.3853211,1847.513761,3472.311927,1376.229358,334.0550459,2303.091743,9325.247706,531.146789,143.7614679,661.9633028,10153.84404,518.3119266,129.733945,1424.770642,7700.889908,1681.807339,535.2201835,2791.238532,7076.46789,641.7431193,301.4678899,1485.706422,5015.357798,1250.669725,432.6788991,1306.321101,3738.706422,641.1284404,177.7431193,1503.880734,3601.779817,1565.889908,720.6422018,3254.220183,617.293578,898.5779817,109,13.04724709,11.03453336,0.533600729,0.956140351,0.698717949,0.827875566,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,1,1,0,Macrophage,Other Cells
+4258,24827.27419,836.1290323,459.7258065,1049.483871,22875.3871,662.6935484,569.983871,1438.080645,13012.80645,545.0645161,488.4193548,1687.677419,16023.56452,1247.693548,1905.66129,3371.758065,5845.516129,1261.983871,292.6451613,2267.741935,12271.70968,385.6290323,292.1774194,601.6774194,15597.90323,458.6129032,120.1935484,1338.403226,11595.20968,1378.306452,672.3225806,2785.387097,10166.90323,640.2258065,265.2903226,1777.66129,7445.596774,892.1129032,392.4354839,1293.403226,5482.225806,648.5,159.0,2525.33871,5060.403226,1347.177419,917.9677419,3092.33871,680.483871,895.4032258,62,11.98651416,7.494629544,0.780420409,0.911764706,0.52991453,-1.124161482,1,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,1,0,Activated APC,Other Cells
+4259,42912.10067,887.2550336,499.2818792,1123.208054,38504.65101,723.6577181,622.114094,1660.067114,22631.61074,557.9328859,756.0134228,1725.456376,28359.47651,1337.442953,2136.791946,4473.838926,10217.7047,1354.959732,315.7986577,2328.053691,21466.58389,421.5302013,122.9060403,515.852349,27072.85906,486.9932886,122.7785235,2227.369128,21379.24161,1469.040268,718.6174497,2793.577181,18782.66443,625.8255034,295.0201342,1878.926174,13416.72483,1041.369128,427.9261745,1304.201342,9457.758389,634.0872483,166.590604,2707.879195,8735.234899,1483.295302,307.4765101,3231.557047,689.1409396,900.1879195,149,17.48822421,12.3946829,0.70546525,0.837078652,0.551851852,-1.401847333,1,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,1,0,0,Granulocyte,Other Cells
+4260,38907.56579,875.6644737,532.4210526,1134.210526,29504.33553,613.3684211,696.8947368,1591.072368,13206.38816,468.0328947,1172.335526,1740.269737,19242.46711,1131.0,4003.598684,2929.138158,7373.407895,1164.197368,280.7171053,2350.388158,15040.98684,367.1513158,188.9473684,1420.572368,19076.19737,608.5328947,114.6513158,2968.322368,14379.22368,1681.546053,391.2434211,2793.046053,11797.47368,697.0986842,260.9934211,959.4868421,6587.381579,1093.381579,381.0723684,1282.578947,3631.348684,590.5921053,144.0592105,2254.421053,3923.960526,1133.407895,376.4276316,3101.703947,985.4736842,898.0526316,152,16.20184437,12.63131428,0.626250381,0.932515337,0.571428571,-1.252382285,0,0,1,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+4261,26712.74843,970.2138365,670.5345912,1102.36478,25543.41509,759.5471698,650.7672956,1756.157233,11546.53459,593.509434,683.5345912,1804.628931,15864.08176,1355.666667,5818.54717,3416.823899,5698.371069,1355.408805,342.1006289,2391.666667,11243.67925,573.8238994,791.1132075,513.5534591,13980.47799,493.4025157,127.754717,4346.981132,10297.55346,1808.540881,480.3144654,2745.427673,8994.150943,650.0628931,286.5534591,1206.566038,4488.654088,994.9685535,423.2893082,1270.515723,3252.27673,764.7421384,164.5597484,3399.440252,3220.232704,1330.012579,2059.018868,3300.754717,270.4528302,899.5220126,159,17.71325077,12.33122174,0.71788857,0.883333333,0.630952381,1.530666596,1,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Dendritic Cell,Other Cells
+4262,36239.54412,936.4117647,622.1862745,1325.77451,32222.69118,743.2696078,933.9558824,2165.823529,18031.65196,599.6715686,1622.647059,1778.946078,21694.41176,1327.661765,2485.303922,3789.617647,8288.308824,1580.779412,333.6715686,2648.196078,17819.16176,430.1127451,215.1862745,1003.759804,21770.07353,937.4705882,128.5539216,1670.666667,17059.48529,1799.289216,512.7696078,2837.441176,15196.04902,657.5392157,310.6127451,1551.955882,10111.2598,1518.465686,459.4901961,1331.220588,7355.083333,664.127451,175.2205882,2950.068627,6659.573529,1435.764706,268.7205882,3297.107843,422.6813725,901.6176471,204,20.9183488,13.4815921,0.764615741,0.842975207,0.566666667,-0.828390068,1,0,1,1,1,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+4263,21681.1413,1037.782609,563.0434783,1061.054348,19210.69565,760.3695652,451.0652174,1480.065217,11140.0,660.1413043,479.2391304,1742.097826,13720.29348,1431.891304,915.7391304,1898.173913,5055.065217,1334.597826,310.0543478,2276.913043,10953.97826,430.326087,119.5978261,541.3913043,13769.40217,451.1195652,120.173913,948.3043478,10568.69565,1452.021739,616.0869565,2794.76087,9253.630435,715.3478261,275.0652174,1408.347826,6653.380435,997.1086957,407.3586957,1294.869565,5062.51087,616.2065217,168.1086957,3204.945652,4693.858696,1447.423913,1404.0,3165.684783,631.2717391,897.9891304,92,13.302449,8.980205695,0.737745328,0.978723404,0.707692308,-1.008733476,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Macrophage,Other Cells
+4264,33355.84354,945.3605442,586.7414966,1124.387755,18592.42177,614.5238095,614.7414966,1551.693878,8255.435374,479.2244898,1003.612245,1750.646259,11619.95918,1131.836735,5748.22449,3053.367347,4366.92517,1167.897959,276.1972789,2318.190476,9327.285714,331.1564626,851.2108844,822.3061224,11030.72789,430.1360544,257.5170068,4900.530612,8239.693878,2087.081633,311.6530612,2796.312925,7278.088435,572.6598639,255.6326531,1118.734694,3294.047619,932.5782313,385.2789116,1305.945578,2345.789116,758.2040816,149.0544218,3488.911565,2277.619048,1173.44898,758.9455782,3172.272109,256.5102041,903.3129252,147,19.91171596,11.10843481,0.829918699,0.812154696,0.480392157,-0.698293111,0,0,1,1,0,0,0,0,1,0,1,0,1,0,0,0,0,0,0,0,1,0,1,0,Regulatory T Cell,T Cells
+4265,27093.15789,888.75,617.3289474,1128.723684,24169.09211,708.0921053,625.1315789,1721.289474,12078.65789,563.0,878.0131579,1813.486842,15529.39474,1303.421053,3802.25,4495.197368,5758.223684,1325.078947,301.8815789,2335.184211,12570.94737,394.4605263,656.2763158,1342.447368,15457.86842,499.2894737,183.5657895,5257.723684,11719.89474,1684.421053,517.9342105,2815.026316,10442.61842,1132.828947,286.8684211,2196.157895,5985.210526,1017.263158,436.4736842,1326.026316,4216.513158,730.5526316,169.5921053,5445.302632,3855.263158,1333.434211,824.2631579,3303.144737,306.8289474,898.2894737,76,12.03444309,8.315815592,0.722853533,0.915662651,0.633333333,-1.363988507,1,0,1,1,0,0,0,0,1,0,1,1,0,0,0,0,0,0,0,0,1,0,1,0,T Cell,T Cells
+4266,36067.98387,908.6290323,549.8387097,1097.096774,31323.30645,734.9516129,811.6129032,1608.129032,18266.27419,590.1129032,972.3064516,1743.387097,21892.58065,1289.580645,3056.66129,3026.774194,7980.096774,1527.66129,330.9193548,2441.0,17376.75806,427.1935484,422.1935484,670.8548387,21545.80645,748.1451613,131.1451613,2282.66129,17296.19355,1734.33871,522.9677419,2842.33871,15298.79032,624.7096774,314.7580645,1545.177419,10244.95161,1130.387097,463.9677419,1331.951613,7225.016129,761.4193548,175.3548387,3202.548387,6765.725806,1439.758065,245.8709677,3307.177419,413.3064516,898.1290323,62,10.67862006,7.505139251,0.711368517,0.96875,0.688888889,-0.645411121,1,0,1,1,1,0,0,0,1,1,0,0,0,0,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+4267,18616.69271,838.4739583,456.1770833,1063.067708,16599.79688,668.3177083,480.59375,1459.484375,9014.375,585.375,444.5625,1710.072917,11689.22396,1231.166667,2297.270833,1015.333333,4287.989583,1289.807292,296.4114583,2276.296875,8788.947917,393.5572917,292.4791667,620.3020833,11113.73438,522.8020833,120.9739583,806.8072917,8867.25,1433.598958,532.328125,2837.96875,7618.302083,646.59375,265.65625,1732.796875,5253.635417,829.578125,402.59375,1314.0,3654.458333,694.515625,163.6875,2027.421875,3468.229167,1407.109375,6597.916667,3178.963542,789.0572917,901.90625,192,17.37446838,14.2425901,0.572732257,0.941176471,0.705882353,0.815737557,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Unknown,Other Cells
+4268,35119.10497,879.5027624,510.4751381,1100.546961,32028.79006,730.0773481,958.4585635,1649.629834,17683.0442,548.7790055,2005.486188,1846.895028,22197.30387,1262.552486,4051.425414,3893.342541,8141.502762,1288.314917,311.6077348,2607.40884,17274.24309,436.0607735,201.7679558,2462.088398,21643.69613,845.5635359,510.1104972,2280.508287,16851.09945,2121.497238,519.0,2825.027624,14629.39227,605.8729282,287.198895,1317.679558,9700.790055,1287.508287,421.4033149,1293.447514,6338.348066,633.5911602,160.9281768,3469.060773,6102.403315,1308.541436,364.8508287,3323.823204,837.1657459,902.3038674,181,17.22633899,14.48754009,0.541018064,0.878640777,0.532352941,-0.138248494,1,0,1,1,0,0,0,0,0,1,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+4269,22424.50467,839.2056075,587.2803738,1095.53271,19784.57009,682.5046729,912.5794393,1606.327103,10699.83178,725.2056075,1383.383178,1810.878505,13356.96262,1216.841121,3087.411215,2659.719626,5066.046729,1232.990654,313.6168224,2897.766355,10552.78505,961.8785047,1047.196262,614.7943925,13451.09346,600.2336449,127.7757009,1195.962617,10401.39252,2192.766355,484.4392523,2820.803738,9055.121495,1079.205607,269.2616822,1192.401869,6058.850467,1317.560748,407.5327103,1398.766355,3877.943925,846.4766355,163.5700935,2842.878505,3800.242991,1294.869159,2871.046729,3277.757009,864.2149533,900.364486,107,12.40992368,11.18693911,0.432880988,0.955357143,0.685897436,-0.127727694,1,1,1,1,0,0,1,1,1,1,0,0,1,0,0,1,0,1,1,0,1,0,1,0,Helper T Cell,T Cells
+4270,27343.328,779.784,508.816,1055.088,23793.2,641.88,1017.672,1610.016,10890.552,517.472,2044.872,1913.616,15175.472,1127.704,4685.072,4044.016,5820.944,1163.232,278.928,2413.448,12058.912,374.616,369.32,2175.984,15324.544,473.264,117.016,2775.384,11410.488,2398.24,385.92,2797.76,9491.944,716.32,255.696,1037.88,5358.512,1596.912,384.808,1312.568,3029.944,650.096,149.592,2531.744,3226.176,1144.984,1419.904,3178.856,972.568,900.6,125,16.33363393,10.33452557,0.774385223,0.932835821,0.600961538,0.995844537,1,0,1,1,0,0,0,0,1,0,0,0,1,0,0,1,0,0,0,0,1,0,1,0,Helper T Cell,T Cells
+4271,24652.31765,951.0705882,600.5882353,1114.094118,22401.36471,764.9294118,933.1647059,1637.152941,11928.48235,624.5176471,1106.0,1816.164706,14596.76471,1320.788235,2783.247059,3957.882353,5393.517647,1339.941176,321.1176471,2441.223529,11561.22353,416.7411765,993.6823529,917.1058824,13859.61176,519.6235294,133.0235294,2150.894118,10746.98824,1823.623529,558.5529412,2820.952941,9624.529412,625.6823529,294.6941176,1867.152941,6099.482353,1321.117647,436.4823529,1358.647059,4359.717647,810.0470588,169.2705882,5157.447059,3931.223529,1373.047059,555.2,3253.341176,360.4823529,900.0352941,85,11.69211394,9.384538254,0.596466082,0.934065934,0.643939394,-1.193747331,1,1,1,1,0,0,0,0,1,0,0,0,1,0,0,1,0,1,1,0,1,0,0,0,Helper T Cell,T Cells
+4272,33027.1791,948.2686567,797.2686567,1164.80597,29284.49254,760.3283582,932.0447761,1743.477612,16606.73134,591.8208955,766.9104478,1780.671642,20414.76119,1337.074627,862.7014925,1514.328358,7437.731343,1458.955224,339.9253731,2417.701493,16114.79104,471.3283582,150.2238806,537.4776119,20234.55224,857.6865672,133.8358209,987.8955224,15806.97015,1485.164179,442.9104478,2816.447761,13847.02985,757.1641791,316.7761194,1907.80597,9338.283582,969.2686567,478.9850746,1358.477612,6924.328358,643.7910448,173.8059701,1038.164179,6288.238806,1485.104478,171.2985075,3329.865672,474.2238806,899.4776119,67,10.18690804,8.847745269,0.495617672,0.881578947,0.609090909,0.714548509,1,0,0,0,1,0,0,0,0,1,0,0,0,0,0,0,1,1,0,0,0,1,0,0,Macrophage,Other Cells
+4273,23807.40909,926.5454545,464.7181818,1053.709091,21706.79091,740.2363636,483.8818182,1458.163636,12418.89091,557.5454545,451.4727273,1672.372727,14979.26364,1392.427273,882.9363636,1518.190909,5065.090909,1246.818182,301.2818182,2277.845455,11764.55455,432.5727273,114.0636364,587.9272727,14958.68182,513.0454545,120.8545455,1071.645455,11439.75455,1407.790909,517.6,2795.609091,10229.76364,650.0181818,279.6454545,1417.345455,7047.645455,918.6727273,425.8363636,1315.736364,5147.163636,617.3727273,162.4545455,1841.9,4888.990909,1514.163636,6616.336364,3175.172727,599.6545455,900.4272727,110,13.50696855,10.60722422,0.619096473,0.956521739,0.650887574,-0.749958654,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,0,Granulocyte,Other Cells
+4274,24049.92079,951.1881188,461.8514851,1052.881188,21935.93069,711.6930693,547.9207921,1460.217822,12458.35644,595.6138614,1069.643564,1703.326733,15433.47525,1363.772277,939.3168317,2345.475248,5929.792079,1309.80198,309.8613861,2309.772277,11882.42574,624.980198,147.0891089,771.049505,14900.91089,1429.792079,117.6534653,969.3762376,11264.37624,1368.930693,546.6930693,2793.366337,9933.722772,646.2772277,273.0693069,1565.623762,7234.673267,2095.683168,406.950495,1309.752475,5340.435644,632.039604,166.029703,2033.782178,4926.940594,1412.841584,1182.831683,3208.029703,653.039604,901.6237624,101,12.64800737,10.63318722,0.541500252,0.926605505,0.647435897,-0.539426205,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells
+4275,31163.01235,996.691358,459.4197531,1070.851852,27237.95062,746.5061728,623.6790123,1557.962963,16502.04938,588.5555556,547.8395062,1703.506173,19584.62963,1374.506173,3070.432099,2217.91358,6855.604938,1299.271605,305.5802469,2290.123457,15187.83951,411.1234568,387.9135802,645.308642,18911.08642,477.1975309,120.4074074,1687.493827,14674.4321,1483.419753,517.0493827,2774.296296,12997.25926,593.8518519,275.1358025,1371.716049,9201.654321,988.9876543,428.691358,1300.814815,6528.432099,678.7283951,161.5308642,2099.160494,6047.024691,1410.209877,343.2098765,3281.901235,671.2469136,899.8271605,81,11.7760997,9.243932375,0.619528676,0.91011236,0.613636364,-1.120757969,1,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Dendritic Cell,Other Cells
+4276,31594.15455,841.0545455,660.3727273,1120.063636,28723.34545,706.7818182,983.2363636,1725.9,14817.37273,528.1363636,1844.972727,1787.145455,19518.61818,1236.172727,4070.845455,3694.681818,7365.590909,1289.963636,324.2363636,2329.854545,15472.81818,424.9909091,376.1636364,1921.990909,20163.29091,571.3090909,128.4181818,1873.136364,14999.4,2162.1,525.5454545,2810.218182,12583.49091,710.2,291.2090909,1231.354545,8134.236364,1470.445455,420.8818182,1318.454545,4905.790909,673.3909091,158.6636364,2450.118182,4899.654545,1292.309091,1181.409091,3258.345455,907.5090909,900.2727273,110,15.16012592,9.821918667,0.761743745,0.901639344,0.564102564,-1.035468775,1,0,1,1,0,0,0,0,1,1,0,0,1,0,0,1,0,0,0,0,1,0,1,0,Helper T Cell,T Cells
+4277,39236.06897,992.3103448,471.5,1059.189655,35045.03448,788.2068966,547.0344828,1549.103448,19721.96552,623.1896552,550.0862069,1701.327586,24072.46552,1490.87931,1485.37931,2068.413793,8803.586207,1468.586207,364.4655172,2278.068966,19093.08621,456.4655172,296.2241379,511.3448276,24337.98276,527.0,139.5172414,1606.982759,19127.58621,1562.327586,536.5862069,2800.862069,17121.0,668.0862069,332.3793103,1274.862069,11305.93103,1028.224138,479.6896552,1312.448276,8070.689655,711.6206897,181.8793103,1697.896552,7632.741379,1610.224138,435.2068966,3186.913793,396.2758621,900.6206897,58,11.90913143,6.413714026,0.842590801,0.935483871,0.58,0.65223071,1,1,0,0,1,0,0,0,0,1,0,0,0,0,0,0,1,0,0,1,0,1,0,0,Macrophage,Other Cells
+4278,23830.78512,965.8181818,735.4545455,1143.545455,21069.47107,741.1983471,872.0330579,1685.07438,11615.61983,595.5371901,547.6363636,1760.586777,14092.29752,1335.380165,1033.669421,1360.942149,5106.735537,1436.421488,322.9752066,2345.413223,11455.80165,441.2644628,214.7272727,441.5867769,13874.32231,465.3636364,127.5867769,1299.950413,10884.3719,1517.735537,443.5041322,2858.008264,9677.545455,665.2892562,300.5289256,1641.520661,6498.371901,1002.190083,450.4958678,1344.85124,4727.305785,636.5785124,169.785124,1467.595041,4272.942149,1403.066116,315.3636364,3358.380165,443.4297521,902.0826446,121,13.76151651,11.31747841,0.568908935,0.96031746,0.715976331,-0.7535337,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,1,NK Cell,Other Cells
+4279,24948.2293,980.8343949,612.477707,1118.33758,22625.52866,763.6433121,694.8917197,1656.66879,12328.64968,617.2356688,498.5159236,1766.535032,15259.15924,1384.267516,1027.624204,986.2101911,5634.484076,1450.796178,340.5159236,2333.038217,12129.70064,457.4140127,250.2993631,475.1273885,14789.61146,508.4649682,134.9490446,942.3566879,11599.80255,1513.082803,426.9363057,2900.363057,10248.33758,1301.694268,309.4904459,2098.11465,6948.910828,888.9235669,457.8535032,1351.318471,5134.426752,671.4203822,172.0509554,1663.585987,4580.66879,1431.394904,374.4585987,3330.88535,499.7770701,902.5732484,157,16.80709436,12.41238581,0.674230886,0.963190184,0.615686275,-0.982003593,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,Unknown,Other Cells
+4280,43085.98113,1046.886792,547.8301887,1111.113208,37286.50943,800.5660377,623.754717,1643.641509,21444.81132,595.2641509,528.8679245,1717.849057,27085.81132,1360.566038,2987.377358,4680.396226,9378.09434,1316.773585,312.5471698,2273.622642,18621.50943,402.2075472,106.9433962,579.6981132,23491.49057,479.5660377,129.5849057,2742.113208,18413.69811,1455.056604,625.8113208,2792.056604,15771.01887,593.754717,281.509434,1819.113208,10922.0,965.6226415,413.3018868,1299.377358,7631.377358,629.0754717,166.9433962,3832.90566,6845.433962,1342.943396,181.5283019,3350.698113,702.6792453,899.5660377,53,10.93773002,6.553780255,0.800606736,0.913793103,0.588888889,-0.86551795,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Unknown,Other Cells
+4281,20413.792,852.44,494.52,1073.872,18285.32,682.936,624.24,1552.864,10230.376,512.808,406.928,1713.12,12575.16,1229.816,1090.944,809.776,4788.72,1249.288,293.272,2277.384,9867.04,398.792,99.856,504.328,12019.432,507.832,117.384,899.616,9794.08,1325.512,460.848,2852.696,8499.312,592.048,263.072,1590.408,5768.456,797.688,398.88,1304.304,4094.8,623.232,156.2,2187.4,3869.352,1341.768,626.816,3181.904,776.424,902.864,125,16.92834235,10.08379261,0.803225457,0.919117647,0.558035714,0.786727417,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Unknown,Other Cells
+4282,41136.37895,917.3578947,553.2421053,1115.010526,38142.97895,749.5052632,877.2526316,1713.168421,20755.42105,585.8631579,1182.231579,1820.136842,25109.49474,1306.421053,2991.726316,3336.421053,9250.389474,1394.294737,332.9263158,2387.421053,20600.82105,445.9473684,453.9263158,665.5789474,24599.23158,667.5157895,127.9894737,2676.642105,19265.07368,1708.747368,454.1052632,2820.421053,17311.84211,625.2842105,314.4947368,1557.568421,10402.46316,1271.842105,448.3578947,1329.368421,7360.515789,719.0736842,173.3368421,3453.010526,6723.389474,1408.073684,305.6210526,3279.8,337.8736842,901.1894737,95,16.6558571,7.999019193,0.877130213,0.811965812,0.558823529,-1.381900498,1,0,1,1,0,0,0,0,1,1,0,0,0,0,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+4283,38563.62585,902.4829932,488.0544218,1076.061224,35524.91156,747.047619,734.8027211,1606.190476,19210.16327,617.0544218,1094.285714,1772.435374,23499.19728,1334.387755,1836.938776,3902.687075,8780.70068,1413.52381,332.0612245,2333.034014,19441.86395,418.9387755,613.2585034,804.1564626,23720.68027,1276.346939,132.0748299,1872.85034,18646.72109,1624.795918,613.5510204,2816.653061,16819.9932,706.0136054,312.2244898,1931.340136,10810.86395,1201.306122,456.9047619,1345.29932,7672.829932,781.0408163,176.5782313,3955.931973,6957.945578,1472.367347,878.122449,3297.959184,369.1360544,905.0544218,147,17.55112328,11.23022317,0.768493326,0.890909091,0.6125,-0.668788266,1,0,1,1,0,0,0,0,1,1,0,0,0,0,0,1,0,1,1,0,1,1,1,0,Cytotoxic T Cell,T Cells
+4284,26830.92771,839.2650602,697.060241,1098.927711,24240.60241,673.2168675,556.8795181,1532.084337,13967.92771,651.373494,491.2891566,1741.349398,17279.6747,1248.53012,1595.783133,1898.024096,6193.590361,1433.795181,328.373494,2374.096386,13748.71084,400.7228916,469.746988,440.6024096,16934.57831,423.8433735,126.5180723,1465.650602,13486.56627,1498.024096,615.6144578,2801.361446,11965.43373,681.9638554,291.746988,1908.13253,8187.120482,804.1807229,438.2650602,1393.13253,5981.73494,685.7228916,162.9879518,1872.108434,5465.698795,1397.373494,588.3614458,3220.53012,467.2048193,904.5783133,83,12.05378852,9.639750605,0.60036267,0.882978723,0.538961039,-0.187815469,1,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,Macrophage,Other Cells
+4285,26272.57419,877.716129,665.9677419,1141.567742,23212.73548,717.4903226,860.8129032,1671.812903,13183.48387,629.3032258,906.6580645,1799.051613,15835.62581,1309.496774,2443.670968,2746.174194,5659.625806,1445.322581,330.9806452,2478.664516,12571.27742,438.4774194,352.4709677,656.6709677,15417.63226,466.316129,130.7225806,2123.135484,11921.2129,1613.264516,749.4258065,2806.606452,10624.41935,706.6709677,292.5419355,1563.916129,7277.309677,977.8258065,444.6258065,1341.277419,5289.870968,684.1225806,166.5741935,1928.251613,4785.903226,1391.632258,316.9741935,3281.464516,543.8967742,905.5612903,155,18.4888007,10.90004931,0.807732798,0.950920245,0.615079365,-0.542230308,1,1,1,1,0,0,0,0,1,0,0,0,0,1,0,0,0,1,0,0,1,0,0,0,T Cell,T Cells
+4286,28873.86139,1168.90099,607.7029703,1071.821782,25340.09901,774.6435644,609.5544554,1521.752475,14955.66337,644.1089109,433.0990099,1676.0,17688.76238,1382.445545,2738.118812,2197.584158,6911.90099,1332.39604,298.2079208,2271.247525,14269.0099,414.1386139,142.3366337,470.7326733,17625.06931,519.5247525,119.9009901,1855.336634,13549.55446,1514.683168,516.8316832,2771.306931,11866.13861,648.3267327,270.6138614,1264.722772,8589.257426,1068.90099,408.2475248,1322.90099,6277.683168,628.7623762,154.7128713,1497.405941,5801.623762,1401.09901,638.1386139,3446.059406,640.9009901,903.8415842,101,13.11226832,9.951622743,0.651142977,0.961904762,0.655844156,0.468574936,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,NK Cell,Other Cells
+4287,28386.51316,941.995614,493.0,1072.350877,25508.51316,719.1578947,816.745614,1534.026316,14404.40351,599.3815789,1355.868421,1752.578947,17769.31579,1288.855263,2191.578947,3213.447368,6530.552632,1354.995614,298.754386,2387.280702,13199.47368,376.8552632,279.2236842,1177.372807,16795.04386,664.3377193,116.8859649,1448.684211,13010.72807,1644.684211,543.8596491,2797.855263,11323.60526,624.5789474,270.0438596,1358.938596,7862.846491,1318.236842,405.8070175,1326.039474,5552.298246,647.6096491,157.6578947,3128.004386,5169.285088,1311.97807,493.7894737,3232.324561,731.0877193,906.4517544,228,21.53956965,13.68155064,0.772362356,0.938271605,0.670588235,0.652731677,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+4288,39345.37879,790.3181818,445.0,1074.409091,33096.37879,676.0,906.2272727,1603.893939,16406.83333,485.9393939,2167.030303,1813.287879,22388.5303,1161.166667,3505.257576,3079.560606,8447.287879,1197.606061,302.5909091,2351.878788,17480.71212,502.4393939,117.1666667,2279.393939,22308.65152,487.6363636,139.030303,1564.772727,16542.93939,2391.075758,380.4848485,2850.515152,14015.18182,566.7575758,264.7121212,895.6515152,8262.575758,1358.818182,412.8181818,1296.590909,4681.954545,580.3484848,159.8484848,2018.969697,4982.469697,1190.757576,188.5,3174.090909,944.0151515,900.5,66,12.25032341,7.142605433,0.812433088,0.929577465,0.611111111,-1.058844917,1,0,1,1,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
+4289,30744.33333,968.6767677,629.020202,1098.444444,25477.10101,717.3434343,566.8080808,1699.323232,12184.73737,581.8787879,1363.020202,1791.838384,16033.20202,1294.868687,6370.292929,4478.020202,5807.434343,1412.323232,308.7171717,2737.282828,12341.59596,380.7070707,1362.808081,1170.373737,15707.39394,536.3535354,128.2222222,4685.282828,11323.0202,2143.343434,398.2525253,2817.939394,9848.151515,597.5858586,277.8282828,1448.636364,5472.181818,1350.444444,410.8484848,1319.333333,3850.191919,916.1717172,157.1717172,4072.626263,3563.79798,1259.141414,380.2121212,3360.464646,296.8383838,904.0707071,99,12.89120989,9.909979219,0.639562305,0.933962264,0.634615385,-0.817409032,1,0,1,1,0,0,1,0,1,1,0,0,1,0,0,1,0,0,1,0,1,0,0,1,Helper T Cell,T Cells
+4290,38534.05172,928.862069,590.8793103,1119.931034,36174.75862,784.6034483,793.8275862,1747.603448,19210.34483,585.6896552,1218.413793,1756.224138,23678.27586,1348.896552,3735.327586,3540.344828,8673.603448,1401.327586,332.2758621,2406.482759,19653.10345,429.0172414,242.3275862,676.8793103,23703.58621,763.0517241,141.9655172,5356.293103,18380.34483,1783.448276,456.5172414,2814.241379,16543.34483,624.4137931,326.637931,1690.362069,9778.810345,1130.586207,453.7068966,1332.810345,7064.258621,686.5862069,173.6034483,4560.327586,6299.655172,1426.689655,225.6206897,3333.224138,326.9482759,901.3103448,58,9.160127015,8.679621564,0.319625947,0.90625,0.644444444,-0.662370546,1,0,1,1,0,0,0,0,0,1,0,1,0,0,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+4291,21561.35366,892.3780488,661.1097561,1140.304878,19956.21951,737.3292683,865.7926829,1646.085366,11017.0122,569.097561,546.402439,1795.02439,13542.9878,1333.134146,738.097561,904.0365854,4897.365854,1421.134146,324.9512195,2370.207317,10725.7561,604.8902439,249.8902439,458.1097561,12998.86585,495.0609756,128.9634146,833.4878049,10387.57317,1455.939024,437.3902439,2803.45122,9108.085366,875.097561,296.4756098,1968.487805,6342.012195,896.9268293,455.2073171,1362.841463,4527.073171,646.3902439,166.902439,1242.146341,4202.304878,1412.146341,294.0609756,3289.914634,521.0609756,902.4634146,82,12.66764519,8.618534058,0.732879907,0.953488372,0.621212121,0.958999394,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,Unknown,Other Cells
+4292,25508.93827,1092.148148,582.7530864,1067.975309,23350.75309,751.4197531,860.8148148,1488.259259,12561.53086,610.5308642,1249.876543,1771.987654,15297.90123,1302.160494,2751.617284,3141.864198,5538.098765,1260.851852,279.9135802,2374.246914,11741.98765,380.1111111,177.9506173,969.4814815,14734.66667,743.3209877,120.0617284,2294.506173,11163.58025,1725.395062,466.0,2791.567901,9915.419753,578.8765432,272.9753086,1303.0,6857.444444,1160.765432,403.617284,1312.740741,5171.901235,646.7777778,152.5925926,2739.037037,4545.753086,1236.82716,263.5925926,3466.962963,577.6790123,902.3209877,81,13.73172054,7.834370459,0.821276158,0.920454545,0.642857143,1.503269952,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,0,1,Cytotoxic T Cell,T Cells
+4293,22507.72727,1119.954545,608.6022727,1066.795455,20509.75,796.9886364,982.8522727,1577.681818,11160.96591,609.0681818,1025.443182,1803.863636,13582.77273,1280.295455,3091.772727,2296.136364,4755.715909,1233.659091,293.875,2490.670455,10050.13636,401.3522727,552.3522727,1143.75,13443.875,481.0,231.4545455,2669.977273,10214.86364,2259.284091,622.6363636,2798.465909,8816.590909,667.7159091,265.7727273,1082.159091,5696.272727,1107.852273,395.1590909,1309.590909,4068.875,717.3181818,159.7613636,2493.488636,3706.443182,1225.568182,510.9090909,3884.568182,807.4204545,903.25,88,12.40789916,9.602891541,0.63326661,0.926315789,0.611111111,-0.887623552,1,0,1,1,0,0,0,0,1,0,1,0,1,0,0,0,0,0,0,0,1,0,0,1,Regulatory T Cell,T Cells
+4294,37960.65094,873.8867925,561.990566,1113.716981,19541.5,568.1132075,496.9811321,1492.188679,8369.169811,449.1226415,1212.084906,1692.537736,12926.93396,1053.792453,4180.141509,2750.603774,4930.0,1089.641509,268.0,2300.188679,9994.90566,334.5943396,226.0849057,1819.377358,12714.28302,517.2924528,112.009434,2643.40566,9666.113208,1839.188679,350.5754717,2774.518868,7897.566038,558.5943396,234.6509434,858.9339623,4352.433962,939.6981132,356.8018868,1274.896226,2408.745283,608.245283,139.4245283,1953.915094,2689.518868,1090.698113,1920.226415,3063.150943,995.0283019,904.2264151,106,12.2346491,11.65418154,0.304365138,0.946428571,0.627218935,-0.732774252,0,0,1,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,1,0,Helper T Cell,T Cells
+4295,19368.67742,793.3612903,524.283871,1078.612903,16675.72903,622.2387097,500.5870968,1646.858065,6572.0,469.7548387,356.0193548,1705.045161,10376.60645,1110.470968,2044.812903,1215.619355,4007.212903,1138.922581,269.0,2226.277419,8335.716129,432.1290323,112.8967742,479.0967742,10484.4129,444.2387097,115.8,1920.967742,7828.819355,1290.541935,344.8451613,2805.812903,6437.432258,636.8967742,248.0774194,992.6903226,3373.522581,694.8322581,366.0322581,1300.496774,1918.470968,613.9483871,150.316129,2187.948387,2167.645161,1124.187097,1029.729032,3133.367742,1017.367742,905.4451613,155,15.08504189,13.23085239,0.480336599,0.93373494,0.691964286,-0.237649764,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Unknown,Other Cells
+4296,22563.456,959.224,921.352,1107.28,19975.56,721.408,796.744,1627.344,11308.704,698.048,598.688,1801.424,13725.288,1305.584,1100.648,1689.16,5071.744,1432.888,327.216,2450.176,11167.624,423.408,665.464,477.608,13602.424,466.872,125.96,1569.288,10719.6,1612.032,514.248,2814.488,9591.176,787.4,295.256,1774.04,6545.024,934.344,446.304,1407.088,4767.464,716.84,170.232,2179.6,4336.552,1383.776,209.56,3394.608,455.736,905.944,125,14.01075491,11.67721863,0.552599726,0.905797101,0.686813187,0.907995217,1,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,1,0,0,1,NK Cell,Other Cells
+4297,29881.36145,891.1204819,524.5783133,1067.108434,27047.68675,692.5421687,868.3253012,1515.698795,15538.80723,562.9036145,1945.975904,1799.60241,18263.93976,1243.891566,2952.180723,2097.963855,6505.253012,1279.662651,295.4939759,2329.457831,14487.80723,400.5783133,118.3855422,1397.240964,17539.68675,569.0,122.2289157,1184.963855,13766.36145,1636.024096,447.0722892,2797.566265,12118.01205,584.5060241,284.9036145,1141.891566,8358.060241,1269.204819,426.0361446,1327.084337,6294.518072,597.6385542,158.7108434,1427.963855,5560.831325,1294.216867,180.2409639,3313.638554,565.9638554,903.7710843,83,11.9857708,9.044070457,0.656222692,0.902173913,0.628787879,1.025482903,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,Cytotoxic T Cell,T Cells
+4298,21736.05128,910.5299145,548.6666667,1034.213675,19439.94017,665.1452991,634.3247863,1496.307692,11378.59829,540.6581197,681.4188034,1727.333333,14015.84615,1206.384615,2223.0,1923.777778,5265.871795,1424.350427,284.8290598,2293.974359,10423.68376,368.6666667,335.4444444,879.2393162,13073.5812,724.4017094,114.5042735,1694.34188,10318.37607,1470.230769,504.2649573,2779.649573,9039.692308,615.4358974,254.8974359,1417.367521,6357.367521,1006.991453,387.7094017,1330.726496,4530.247863,655.0769231,152.8888889,4321.74359,4241.692308,1249.717949,198.1709402,3269.931624,719.0512821,906.6666667,117,16.40753675,9.378019055,0.820554869,0.9140625,0.664772727,0.261480621,1,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Dendritic Cell,Other Cells
+4299,22132.15584,828.0909091,532.8831169,1080.376623,19874.90909,655.3896104,627.2597403,1524.493506,10666.06494,503.961039,409.4155844,1664.090909,13462.66234,1210.714286,1132.857143,882.1558442,4976.896104,1212.909091,285.0649351,2273.376623,10437.05195,393.7792208,104.9090909,489.038961,12792.72727,509.0649351,115.9090909,1113.207792,10212.88312,1313.142857,522.2207792,2814.480519,8924.246753,578.7532468,257.6233766,1755.298701,6146.376623,798.3636364,409.9480519,1336.090909,4430.272727,618.9350649,159.5454545,2091.272727,4148.220779,1327.077922,1150.0,3184.766234,758.5454545,902.0779221,77,14.74027857,7.046908204,0.87832088,0.916666667,0.6875,-1.514553861,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Unknown,Other Cells
+4300,31210.53103,877.5931034,552.6413793,1080.493103,27311.06897,712.6896552,738.8724138,1590.27931,14730.24483,646.0758621,1785.544828,1820.093103,18969.74138,1225.82069,4812.341379,3870.372414,6926.675862,1244.972414,311.0862069,2423.882759,14625.08621,426.3275862,648.562069,2099.989655,18279.51034,1074.937931,283.7,1999.52069,14143.25172,2169.848276,506.037931,2792.67931,12312.71034,694.2724138,265.9206897,1133.127586,8193.524138,1527.268966,403.7655172,1316.637931,5225.365517,751.7965517,160.4310345,3343.668966,5083.058621,1262.713793,517.9517241,3290.768966,848.4517241,909.4275862,290,26.12110913,14.98116932,0.819186444,0.876132931,0.575396825,-0.560841812,1,1,1,1,0,0,0,0,1,1,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+4301,43048.88321,888.6934307,528.379562,1128.686131,31117.37956,673.0291971,754.1459854,1662.124088,14753.74453,498.5109489,2047.832117,1834.116788,20575.73723,1179.562044,3997.620438,3697.386861,7719.627737,1200.109489,287.649635,2291.291971,16072.79562,389.1532847,167.350365,2077.664234,20273.80292,864.1751825,130.3868613,2036.160584,14958.42336,2418.372263,385.7737226,2789.839416,12542.54745,569.0510949,266.3284672,956.3649635,7246.131387,1429.649635,387.5620438,1286.080292,4061.072993,599.7007299,150.540146,2057.854015,4301.080292,1185.759124,261.1970803,3238.014599,950.8248175,909.5839416,137,21.42299071,8.801909176,0.911697203,0.840490798,0.566115702,0.105802634,1,0,1,1,0,0,0,0,0,1,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
+4302,25084.78528,1073.650307,705.1411043,1107.539877,21903.51534,775.9815951,1164.705521,1734.177914,10565.7362,632.1165644,1693.791411,1888.558282,13805.57055,1332.815951,7430.466258,5018.840491,5005.288344,1316.184049,303.3680982,3191.822086,10844.23313,510.2269939,299.208589,1123.656442,13421.89571,483.4233129,153.1165644,4577.496933,10103.79141,2456.705521,363.0797546,2807.889571,8836.257669,600.5092025,283.1717791,1232.815951,4630.558282,1187.319018,414.5092025,1318.527607,3262.674847,654.2208589,161.9815951,3544.147239,3043.190184,1216.533742,402.7361963,3464.03681,285.0981595,908.2883436,163,17.91301964,11.99161372,0.742870061,0.920903955,0.659919028,0.092764433,1,1,1,1,0,0,1,0,0,0,0,0,1,0,0,1,0,0,0,0,1,0,0,1,Helper T Cell,T Cells
+4303,31492.58537,858.0365854,565.5121951,1100.97561,30168.36585,706.9756098,821.2073171,1644.353659,15709.36585,560.6585366,1033.292683,1786.304878,19190.28049,1258.731707,5365.04878,3525.158537,7217.268293,1359.756098,312.1707317,3379.170732,15471.58537,399.6463415,797.0365854,638.3292683,18860.70732,490.4512195,130.4634146,2582.414634,14184.71951,1734.268293,451.9634146,2788.963415,12683.03659,633.9878049,297.0853659,1648.97561,7768.268293,1227.658537,428.5,1373.02439,5577.207317,784.6829268,170.4512195,4612.085366,5057.243902,1360.54878,621.2682927,3246.365854,348.3902439,905.5243902,82,11.48243199,9.393837233,0.575068599,0.891304348,0.621212121,-1.055846577,1,0,1,1,0,0,1,0,1,0,0,0,0,0,0,1,0,1,1,0,1,0,1,0,T Cell,T Cells
+4304,27064.52564,947.9615385,659.2179487,1128.371795,24569.34615,754.0769231,738.4102564,1631.397436,14150.42308,599.0128205,490.1538462,1763.538462,17409.38462,1373.205128,1036.846154,974.8589744,6193.435897,1435.307692,344.2051282,2348.217949,13661.5641,454.7692308,273.6538462,453.8717949,16669.70513,484.7692308,132.1282051,838.8846154,13306.5641,1558.038462,422.6153846,2834.666667,11775.73077,983.1538462,305.474359,1951.75641,7987.512821,877.3461538,475.0128205,1337.025641,5849.602564,658.8461538,176.0,1269.346154,5255.141026,1459.846154,360.5641026,3268.025641,482.1666667,904.9230769,78,11.78319537,8.753124457,0.669459991,0.928571429,0.6,-1.560906253,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,1,0,0,Granulocyte,Other Cells
+4305,43063.45833,959.4027778,657.375,1152.611111,38222.33333,771.125,926.1666667,1723.416667,21743.65278,604.2222222,1235.486111,1796.513889,25790.65278,1377.25,2853.416667,3467.888889,9252.041667,1444.847222,342.5416667,2467.416667,20192.19444,462.8611111,164.4027778,1016.236111,25249.51389,804.3888889,137.1805556,1881.638889,19582.61111,1602.472222,492.625,2821.513889,17390.875,673.0416667,320.875,1260.944444,11756.98611,1221.125,471.8194444,1324.402778,8639.916667,647.9166667,173.8611111,1516.75,7749.75,1456.111111,613.6944444,3443.833333,555.3055556,904.2361111,72,10.91177129,8.569500206,0.619058902,0.935064935,0.654545455,-0.737333932,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,1,1,0,0,0,0,0,1,1,Cytotoxic T Cell,T Cells
+4306,22683.38739,928.4324324,667.1981982,1104.0,18161.86486,702.2522523,738.963964,1599.45045,9579.504505,1029.369369,1047.891892,1776.018018,12309.6036,1228.144144,3305.927928,2116.747748,4619.333333,1420.927928,334.009009,2363.135135,9460.036036,598.3873874,1267.018018,795.5675676,12110.66667,532.2792793,277.2252252,1260.918919,9323.684685,1990.468468,458.5945946,2811.234234,8133.927928,822.9099099,267.3063063,1077.09009,5336.927928,1076.252252,399.954955,1391.072072,3319.666667,926.6666667,159.7387387,3092.756757,3331.702703,1247.009009,613.8198198,3343.342342,873.4234234,906.4234234,111,12.77927591,11.24492802,0.47509469,0.948717949,0.60989011,-0.567393182,1,1,1,1,0,0,0,0,1,1,1,0,1,0,0,0,0,1,1,0,1,0,1,0,Regulatory T Cell,T Cells
+4307,26281.76471,776.9852941,602.3088235,1048.411765,22704.45588,637.4852941,668.2352941,1557.073529,11839.19118,494.2205882,845.9264706,1753.838235,15260.54412,1135.764706,4320.426471,3478.882353,5748.176471,1143.838235,281.0588235,2340.558824,12008.08824,373.8235294,670.7794118,827.7941176,15614.45588,843.6323529,144.6029412,3142.455882,11670.85294,1606.808824,898.7352941,2773.838235,9764.132353,644.6176471,246.1176471,1233.808824,6380.705882,961.3382353,390.6470588,1285.205882,3797.926471,684.7941176,157.0441176,6064.735294,3886.897059,1198.529412,826.1176471,3160.764706,896.7205882,904.1764706,68,10.87279516,8.075357029,0.669610833,0.931506849,0.686868687,1.167272029,1,0,1,1,0,0,0,0,1,1,0,0,0,1,0,0,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells
+4308,31201.41748,899.5242718,962.9417476,1180.087379,28075.98058,739.9805825,1120.825243,1866.009709,13837.04854,628.0194175,1340.38835,1906.951456,18839.71845,1280.951456,3246.15534,2410.533981,7053.019417,1361.883495,332.5339806,2463.291262,14418.70874,459.3203883,569.6116505,1616.640777,18586.39806,511.7087379,130.9320388,1052.058252,13765.20388,2276.281553,419.368932,2817.087379,11490.41748,682.8446602,296.9805825,1069.737864,7200.194175,1101.592233,424.1747573,1346.718447,4317.718447,734.1262136,160.368932,2135.368932,4304.514563,1274.067961,434.8252427,3335.417476,914.0,906.6116505,103,13.31562316,10.04115648,0.656772974,0.980952381,0.66025641,-0.766640688,1,1,1,1,0,0,0,0,1,0,0,0,1,0,0,0,0,1,0,0,1,0,0,0,Helper T Cell,T Cells
+4309,39624.71429,962.2410714,516.3928571,1092.830357,35066.38393,792.8303571,615.4375,1617.616071,20027.64286,619.1785714,1138.839286,1752.776786,23935.05357,1440.375,2241.383929,3417.875,8841.946429,1446.633929,355.8660714,2321.303571,19610.74107,478.0892857,180.3125,834.7857143,24048.69643,939.6428571,137.3392857,2071.678571,19079.70536,1607.910714,555.3125,2823.366071,17239.78571,799.6696429,334.8660714,1483.276786,11614.10714,1515.089286,484.0803571,1321.098214,8112.1875,672.8839286,190.3482143,2623.392857,7308.526786,1573.223214,1872.544643,3174.125,392.2946429,908.1071429,112,13.57876811,11.09253589,0.57677513,0.903225806,0.615384615,0.503523964,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,1,1,0,0,1,1,1,1,0,Cytotoxic T Cell,T Cells
+4310,17323.25954,949.1374046,646.1603053,1103.916031,15372.46565,754.9465649,805.6717557,1603.664122,8510.206107,650.8091603,545.4122137,1756.946565,10483.40458,1340.778626,1154.847328,1331.992366,3771.908397,1446.267176,333.389313,2353.938931,8348.977099,466.6335878,610.740458,499.8320611,10052.62595,495.9694656,129.2061069,1172.068702,7988.473282,1497.961832,498.0763359,2819.114504,7160.351145,745.7099237,286.2061069,1524.908397,4996.076336,863.2137405,445.7328244,1380.030534,3567.450382,706.870229,176.3206107,1967.129771,3369.51145,1423.099237,605.129771,3257.48855,531.4274809,907.648855,131,14.98383932,11.22531613,0.66238734,0.97037037,0.850649351,-0.151509624,1,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,1,0,1,0,Macrophage,Other Cells
+4311,17226.63855,1216.73494,567.5903614,1005.771084,15030.6506,780.7831325,675.9879518,1369.13253,8663.590361,629.2650602,792.0240964,1703.60241,10288.43373,1308.86747,1008.337349,1535.807229,3767.060241,1215.108434,274.2650602,2274.349398,7942.566265,369.7710843,271.5180723,957.9879518,10185.38554,449.5903614,106.6385542,1021.216867,7743.53012,1687.024096,470.626506,2775.987952,6867.86747,564.8795181,246.6506024,1183.759036,4776.939759,1273.951807,376.686747,1289.722892,3676.855422,592.9277108,145.5662651,1374.771084,3248.722892,1221.289157,1692.662651,3430.012048,605.7951807,907.0,83,12.39307693,8.767722591,0.706743985,0.965116279,0.628787879,-0.67329218,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,1,T Cell,T Cells
+4312,18052.18644,827.7711864,489.2881356,1069.381356,16511.5678,658.3389831,687.940678,1514.90678,9311.135593,502.6101695,475.4915254,1734.347458,11890.00847,1216.305085,1186.644068,954.1016949,4472.966102,1214.898305,292.9237288,2272.90678,9022.533898,388.5677966,95.88983051,573.2288136,10942.72881,510.9152542,119.4745763,972.1949153,8974.720339,1339.864407,490.220339,2836.610169,7696.576271,600.8220339,257.6864407,1935.466102,5340.40678,863.3474576,399.2881356,1320.838983,3834.711864,629.3898305,156.2118644,2489.118644,3603.423729,1327.322034,2078.144068,3178.59322,769.0254237,908.6355932,118,15.2281597,10.25779562,0.739089678,0.951612903,0.524444444,0.780898766,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Unknown,Other Cells
+4313,31683.20161,1025.919355,595.3306452,1088.858871,26313.19758,623.0080645,468.2016129,1497.572581,12870.81452,504.5685484,1013.169355,1750.399194,16111.45161,1164.544355,5804.520161,2777.899194,6091.903226,1228.633065,282.4758065,2392.25,13293.5,347.75,359.7862903,1136.862903,15957.49194,461.7862903,239.2701613,3256.58871,12951.50806,1913.314516,347.0604839,2816.241935,11526.17742,559.3266129,271.3145161,1065.870968,6235.108871,1056.620968,398.3306452,1297.040323,4197.737903,654.0685484,155.4153226,2235.298387,3992.475806,1217.75,232.375,3199.870968,301.0725806,912.3266129,248,30.05275557,11.1706184,0.92835278,0.846416382,0.476923077,-1.023941329,1,0,1,1,0,0,0,0,1,0,1,0,1,0,0,0,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+4314,33057.50224,906.1704036,587.4932735,1113.878924,25851.84305,702.6412556,766.9775785,1662.394619,13526.74888,561.2466368,2177.269058,1816.515695,16593.90135,1267.363229,5120.38565,5348.29148,6137.470852,1293.609865,307.9237668,2453.668161,13860.45291,390.2914798,412.2197309,1284.632287,16545.36771,777.5964126,140.264574,4468.569507,12848.87892,2080.408072,482.7040359,2827.0,11629.23318,627.6098655,301.2107623,1958.668161,6773.278027,1770.618834,432.6995516,1313.349776,4754.022422,682.8071749,170.8878924,4962.58296,4319.668161,1325.847534,970.9775785,3232.300448,320.8475336,910.6636771,223,20.24252114,15.07069532,0.66761484,0.85440613,0.655882353,1.521386915,1,0,1,1,0,0,0,0,1,1,0,0,1,0,0,1,0,0,0,0,1,0,1,0,Helper T Cell,T Cells
+4315,20719.24242,932.8989899,846.3333333,1157.555556,19503.75758,745.4949495,822.5555556,1665.666667,10641.57576,639.1010101,510.3939394,1748.020202,13043.71717,1312.939394,1534.010101,1464.323232,4790.747475,1386.454545,324.4545455,2391.555556,10442.60606,2713.383838,604.979798,471.1717172,12810.41414,496.8383838,128.1515152,1428.222222,9982.393939,1500.454545,437.1313131,2818.020202,8733.484848,1343.030303,288.3333333,1993.383838,6098.464646,849.6868687,451.1717172,1385.010101,4394.808081,718.0606061,172.010101,2210.666667,4012.525253,1397.989899,362.0909091,3357.808081,516.2424242,909.3333333,99,14.79817597,9.230654848,0.781608132,0.970588235,0.642857143,0.438113394,1,1,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,1,0,0,1,0,0,1,NK Cell,Other Cells
+4316,13994.25,1084.944444,508.0,1024.347222,13473.93056,743.0833333,738.0,1402.472222,6730.180556,576.625,1699.277778,1723.652778,8483.861111,1228.166667,1877.555556,3772.930556,3062.180556,1156.5,262.1388889,2450.222222,6188.875,361.125,113.6805556,1228.680556,7692.152778,1382.513889,115.3888889,1125.555556,5715.861111,1537.416667,518.1805556,2786.583333,5118.680556,609.8333333,238.6111111,1465.986111,3711.555556,1791.361111,369.7361111,1322.986111,2862.333333,569.375,151.875,2786.388889,2520.805556,1183.777778,937.0972222,3296.958333,675.8333333,906.5555556,72,12.50194955,8.38561514,0.7416884,0.808988764,0.467532468,-1.333706855,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells
+4317,29624.13433,801.9651741,462.6865672,1025.845771,26044.08955,643.6368159,597.5621891,1452.114428,14875.43284,522.1940299,1018.616915,1707.164179,19039.82587,1178.383085,2507.995025,2526.895522,6900.800995,1340.179104,284.6467662,2309.726368,13650.16915,361.1144279,182.6169154,949.4726368,17763.35323,412.3681592,112.7910448,2000.537313,13632.57711,1697.004975,496.8308458,2796.378109,11782.23881,571.8258706,260.3482587,1310.164179,8427.820896,1046.985075,380.6865672,1297.273632,5811.049751,601.7761194,150.159204,3138.880597,5511.900498,1252.915423,185.5024876,3235.920398,706.960199,911.9502488,201,21.41202499,12.50224011,0.811833695,0.862660944,0.591176471,0.687322921,1,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,T Cell,T Cells
+4318,34412.69312,841.6296296,568.3386243,1092.0,26922.32804,678.2328042,676.8201058,1683.195767,12269.49206,517.8412698,2032.31746,1787.190476,17563.00529,1178.899471,5105.126984,4388.867725,6651.550265,1198.021164,289.8518519,2353.84127,13503.31217,392.0,295.8994709,2025.597884,17072.17989,863.3174603,235.0952381,2488.851852,12575.79894,2685.021164,382.8148148,2807.978836,10505.84127,632.6243386,262.0793651,999.2222222,5954.78836,1638.275132,382.8253968,1290.492063,3288.116402,634.7407407,154.005291,2563.195767,3545.074074,1180.333333,1405.941799,3223.142857,960.6984127,910.6772487,189,19.47519033,13.82839898,0.704149185,0.851351351,0.63,-0.092538344,1,0,1,1,0,0,0,0,0,1,1,0,1,0,0,1,0,0,0,0,1,0,1,0,Regulatory T Cell,T Cells
+4319,13706.21818,685.6181818,433.7,1048.836364,11654.46364,575.6181818,521.4090909,1513.581818,4906.445455,445.2818182,355.9090909,1697.518182,7286.3,1047.281818,1202.336364,702.9272727,2856.954545,1065.354545,249.0,2220.218182,6028.227273,340.9636364,116.2272727,502.3090909,7391.436364,406.1818182,108.7363636,1146.045455,5700.845455,1275.554545,328.7727273,2831.045455,4726.890909,593.3909091,230.8181818,905.1545455,2519.227273,658.9727273,351.6545455,1281.872727,1416.545455,586.9818182,138.3909091,1796.172727,1595.109091,1103.1,3765.818182,3108.590909,1005.363636,908.0818182,110,14.20011972,9.984859853,0.711038364,0.956521739,0.705128205,-0.594753577,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Unknown,Other Cells
+4320,26791.35955,976.247191,740.3033708,1138.426966,23763.89888,785.8426966,847.7303371,1711.314607,13904.23596,618.1797753,486.3932584,1789.955056,16912.33708,1405.752809,888.8988764,1284.988764,5922.719101,1473.022472,341.9662921,2372.752809,13614.1573,544.4157303,153.8764045,468.2359551,16382.53933,510.6404494,134.2247191,1162.426966,13495.42697,1573.280899,445.3820225,2846.460674,11898.8764,842.0337079,315.2808989,1854.629213,8036.932584,1096.41573,468.5617978,1340.089888,5820.033708,649.5280899,177.3820225,1390.179775,5444.651685,1508.853933,249.7078652,3326.123596,507.4719101,909.741573,89,13.11926891,9.151362029,0.716534923,0.946808511,0.684615385,-0.194353615,1,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,Macrophage,Other Cells
+4321,31830.41935,981.3806452,515.9096774,1053.529032,28193.16774,723.6516129,802.0064516,1495.916129,16283.98065,574.3806452,1278.741935,1733.232258,19512.90323,1300.709677,2047.006452,2867.548387,7115.645161,1277.774194,301.1419355,2363.741935,15415.61935,450.0387097,126.5806452,1474.606452,19555.58065,957.2580645,116.5935484,1478.877419,14832.2,1671.025806,457.4064516,2797.296774,13017.6129,619.2,281.8903226,1180.567742,9049.567742,1287.612903,422.3096774,1327.296774,6702.993548,603.2967742,156.9806452,1619.470968,6101.858065,1371.941935,2373.374194,3303.774194,589.283871,909.3290323,155,18.56696681,10.96215329,0.807102285,0.890804598,0.679824561,1.564580198,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,Cytotoxic T Cell,T Cells
+4322,26313.43871,1094.696774,575.1935484,1066.754839,23888.62581,751.8322581,712.1870968,1524.025806,13559.38065,580.2645161,733.0709677,1727.270968,16467.11613,1348.367742,1246.135484,3096.916129,6211.63871,1251.019355,285.2709677,2281.774194,13070.30323,419.3096774,142.4903226,908.3677419,16521.97419,537.116129,117.2322581,1737.36129,12495.54194,1589.354839,565.9419355,2787.63871,11127.34839,794.4967742,266.1935484,1659.741935,7800.625806,1055.329032,397.0645161,1316.141935,5766.4,598.6064516,155.3870968,2135.812903,5162.870968,1337.354839,1020.825806,3407.277419,615.8064516,911.2322581,155,18.03805495,12.64828053,0.712964824,0.82010582,0.543859649,-0.300519039,1,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,1,1,NK Cell,Other Cells
+4323,38492.50667,977.2333333,610.5,1121.613333,34455.97333,781.4133333,630.5666667,1672.5,19149.14667,608.6,634.2333333,1756.8,23254.11333,1403.566667,3237.846667,3441.453333,8527.573333,1607.54,340.8066667,2333.406667,18657.14667,435.3666667,295.1133333,556.0666667,23061.38,559.34,136.3066667,2245.093333,17876.06667,1660.473333,540.48,2825.793333,15956.76667,638.2866667,325.2666667,1676.193333,10472.18667,996.6466667,470.1933333,1325.32,7510.3,686.7533333,185.7,4050.766667,6762.62,1460.26,245.4133333,3437.826667,431.3,909.8733333,150,17.25250659,11.41523713,0.749806888,0.909090909,0.641025641,-1.444326596,1,0,0,1,1,0,0,0,0,1,0,0,0,0,0,0,1,0,0,1,1,1,0,1,NK Cell,Other Cells
+4324,25527.46591,1033.579545,791.4090909,1167.170455,22911.22727,783.2159091,902.0795455,1746.443182,12964.81818,610.7272727,462.2159091,1774.715909,15572.92045,1365.079545,949.1477273,736.7613636,5631.636364,1460.909091,333.1477273,2338.704545,12148.63636,447.25,154.9545455,451.5340909,14653.06818,476.7045455,126.7045455,787.5795455,11733.71591,1493.079545,401.7840909,2836.431818,10342.56818,1625.420455,304.7727273,1562.397727,7003.965909,975.2272727,448.4090909,1323.909091,5062.420455,623.8181818,168.0909091,749.3522727,4521.193182,1412.25,260.5227273,3314.386364,491.4090909,910.7954545,88,12.79006147,9.262531671,0.689592527,0.926315789,0.523809524,0.480479057,1,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Macrophage,Other Cells
+4325,33542.55556,962.5833333,523.9953704,1078.791667,28781.14352,731.9490741,778.8657407,1589.462963,16909.83333,580.6296296,1389.550926,1797.712963,19926.14352,1314.796296,2280.578704,4000.106481,7339.990741,1336.0,309.337963,2345.759259,15590.77778,432.2407407,131.9166667,938.0694444,19736.46759,1317.032407,122.9768519,1858.194444,14836.2963,1655.212963,515.8240741,2795.564815,12890.18981,681.2592593,277.712963,1597.5,9060.680556,1546.060185,408.1527778,1322.953704,6608.907407,614.6990741,160.9444444,3324.347222,6043.62963,1385.273148,777.662037,3304.87037,632.5972222,912.5462963,216,20.11199158,14.06558869,0.714766383,0.935064935,0.66873065,0.509264472,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells
+4326,15297.58333,804.9791667,467.4583333,1039.895833,16630.16667,649.2916667,492.2916667,1441.0625,7780.375,510.7291667,656.5,1673.208333,10918.75,1202.166667,3309.395833,4242.458333,4280.625,1166.833333,274.6666667,2287.979167,7928.791667,379.3958333,123.1041667,689.2083333,9809.375,414.7916667,127.6041667,3004.645833,7175.541667,1409.3125,619.1666667,2769.604167,6449.0,630.8333333,237.875,1844.791667,4658.208333,908.6666667,374.6666667,1287.645833,3541.020833,576.8125,149.8958333,3225.625,3014.270833,1275.125,701.7916667,3247.583333,695.4375,909.8958333,48,11.06065121,6.252403567,0.824896703,0.888888889,0.623376623,-0.35721766,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Unknown,Other Cells
+4327,30285.18293,854.5853659,531.6890244,1074.695122,24198.59756,679.0487805,703.6036585,1552.835366,12317.14024,506.2317073,1716.219512,1826.786585,16244.64634,1154.585366,4055.268293,3173.128049,6096.5,1176.609756,280.5304878,2373.762195,12611.9878,366.5426829,363.3597561,1592.676829,16090.37195,537.9878049,453.2621951,1256.329268,12179.88415,2267.079268,585.5853659,2802.02439,10330.78049,577.597561,253.195122,906.1707317,6661.121951,1422.512195,383.1707317,1302.22561,3987.47561,629.4329268,151.6829268,3048.579268,4034.0,1172.012195,443.5670732,3212.506098,894.652439,912.7256098,164,22.2311573,10.22689817,0.887905729,0.849740933,0.479532164,0.819043086,1,0,1,1,0,0,0,0,1,1,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+4328,25199.26531,1043.302041,618.4857143,1099.028571,22984.41633,721.6857143,563.8653061,1717.530612,10475.77551,579.0285714,1252.938776,1767.253061,14360.53061,1280.044898,4951.485714,2965.861224,5399.359184,1290.293878,311.5877551,2386.387755,11465.98367,415.8285714,546.8408163,1329.84898,13532.8449,462.2244898,123.4285714,3459.942857,9994.130612,1915.363265,349.8244898,2808.510204,8724.044898,788.9428571,271.477551,1117.897959,4090.17551,1022.179592,389.4571429,1287.326531,2862.395918,672.8408163,156.1306122,2591.253061,2844.738776,1193.473469,614.0734694,3315.404082,269.0653061,913.7836735,245,21.1024005,15.1437421,0.69642328,0.949612403,0.716374269,-0.895661261,1,0,1,1,0,0,0,0,1,0,0,0,1,0,0,0,0,0,0,0,1,0,1,0,Helper T Cell,T Cells
+4329,29814.32911,889.7974684,641.6835443,1101.088608,27568.86076,727.8481013,789.443038,1689.594937,15187.68354,566.443038,1133.962025,1797.35443,18719.35443,1281.392405,4201.316456,4760.886076,6866.227848,1335.810127,315.3670886,2511.886076,15788.8481,414.3164557,378.8481013,769.7468354,18849.92405,508.3291139,134.6329114,4321.620253,14541.21519,1760.936709,540.5063291,2830.101266,13182.41772,612.8860759,303.6582278,1805.379747,8103.582278,1348.367089,448.1392405,1322.037975,5724.873418,676.443038,170.2025316,4193.075949,5141.455696,1400.924051,358.5949367,3291.594937,337.1265823,909.3417722,79,11.82870672,8.722555771,0.675450096,0.887640449,0.658333333,-1.342726313,1,0,1,1,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,1,0,0,0,T Cell,T Cells
+4330,18111.525,843.2,409.85,1044.575,17518.95,683.975,517.7,1454.35,9035.3,543.525,415.225,1674.075,11288.875,1274.5,844.675,965.7,4445.3,1292.2,306.0,2254.05,9451.275,395.575,129.675,441.375,10917.575,422.275,125.2,949.7,8668.05,1400.8,521.275,2826.675,8063.45,850.45,264.6,1468.975,5370.525,807.275,408.475,1335.25,3945.275,610.95,173.925,2841.275,3477.125,1412.425,8487.35,3091.975,383.65,908.4,40,8.825010511,6.196707955,0.71200371,0.930232558,0.634920635,0.617634504,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Unknown,Other Cells
+4331,21201.96154,808.7564103,414.0833333,1038.807692,18778.28846,661.4166667,693.0576923,1465.461538,10329.55769,624.2371795,917.3461538,1671.423077,13304.91667,1218.878205,1490.224359,1473.871795,5012.480769,1254.076923,289.0961538,2282.282051,10080.66026,375.7628205,213.5320513,946.6987179,12476.94872,450.0705128,174.3910256,809.8910256,9898.384615,1466.916667,479.1282051,2810.147436,8568.512821,630.1602564,259.6923077,1318.205128,5985.980769,1108.634615,386.9871795,1311.666667,4268.166667,623.9487179,156.6666667,2030.660256,4044.064103,1368.083333,5212.314103,3131.641026,755.4871795,912.3397436,156,16.71531067,13.16484146,0.616197348,0.876404494,0.573529412,-0.948765282,1,1,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,1,0,T Cell,T Cells
+4332,35923.16788,877.5328467,533.3357664,1089.788321,32836.16058,775.2554745,848.7080292,1651.591241,17956.08029,537.7883212,883.2846715,1842.992701,22699.21898,1257.547445,3700.153285,3382.708029,8293.766423,1299.328467,309.9854015,2419.131387,17173.24088,501.2992701,152.9124088,1219.452555,22307.9854,477.7007299,503.7372263,3420.649635,17127.34307,1822.357664,629.810219,2809.014599,14787.70073,681.7007299,277.1021898,1418.985401,9781.357664,1056.510949,412.1386861,1298.708029,6476.817518,633.4087591,162.8613139,3512.036496,6145.649635,1309.29927,194.6277372,3457.540146,813.8029197,910.9051095,137,16.4036067,11.71666578,0.699866416,0.867088608,0.619909502,-1.508999099,1,0,1,1,0,0,0,0,0,0,1,0,1,0,0,0,0,0,0,0,1,0,0,1,Regulatory T Cell,T Cells
+4333,28648.04314,924.3882353,549.745098,1087.235294,26474.33333,729.2,772.6823529,1623.164706,14153.6902,549.827451,1190.258824,1840.286275,18041.98039,1240.282353,4403.568627,3451.858824,6585.72549,1262.533333,292.572549,2459.427451,13872.74118,722.0705882,326.7019608,1305.329412,17741.85098,583.1686275,133.4666667,2987.007843,13399.3451,2048.4,626.1372549,2802.062745,11617.72157,645.0196078,274.8235294,1230.34902,7687.992157,1476.360784,397.8627451,1307.490196,4965.333333,646.0352941,156.4784314,2036.917647,4863.039216,1247.027451,188.9411765,3409.643137,829.3568627,915.0941176,255,22.05813136,15.0245774,0.732157336,0.934065934,0.639097744,0.613233511,1,0,1,1,0,0,0,0,1,1,0,0,1,0,0,1,0,0,0,0,1,0,0,1,Helper T Cell,T Cells
+4334,43294.26389,911.4444444,533.9930556,1134.388889,39534.09722,755.6736111,732.9722222,1738.083333,21332.70833,588.8194444,1119.236111,1770.041667,26150.61806,1339.152778,1944.125,4779.409722,9737.826389,1423.527778,337.5972222,2650.368056,21701.59028,430.1666667,324.1736111,706.5208333,26490.75694,748.4861111,134.3958333,2655.097222,20502.65278,1708.854167,626.4652778,2825.375,18552.9375,630.8472222,318.3611111,2106.5,11575.59722,1389.083333,463.9027778,1336.770833,8013.888889,712.2638889,180.4791667,4587.020833,7435.6875,1471.236111,423.8125,3258.944444,356.3958333,913.2777778,144,15.06009178,12.87577013,0.518694585,0.9,0.6,-1.237387358,1,0,1,1,0,0,0,0,1,1,0,0,0,0,0,1,0,0,0,0,1,1,0,0,Cytotoxic T Cell,T Cells
+4335,41673.15714,1017.542857,559.7571429,1129.285714,36256.52857,752.9428571,916.2,1613.7,21815.38571,595.3142857,1484.657143,1807.4,25850.92857,1357.157143,3042.6,3444.371429,9301.7,1372.871429,326.1714286,2612.014286,20343.82857,450.5857143,121.4142857,1123.085714,25259.62857,617.2571429,133.4142857,1912.242857,19908.04286,2026.642857,514.1142857,2804.057143,17355.75714,702.5285714,318.1285714,1290.585714,11758.95714,1387.214286,466.7428571,1318.514286,8596.4,634.4142857,171.9428571,1964.642857,7842.385714,1457.214286,1677.5,3294.814286,576.3428571,911.0857143,70,13.42845302,7.624659011,0.823167398,0.786516854,0.48951049,0.864563244,1,0,1,1,0,0,0,0,0,1,0,0,1,0,0,1,0,0,0,0,1,0,1,0,Helper T Cell,T Cells
+4336,40559.46154,956.0769231,460.4871795,1072.679487,35032.58974,794.8846154,693.9871795,1587.089744,21046.32051,570.0128205,1775.0,1817.5,24698.07692,1349.666667,1464.602564,3651.153846,8557.397436,1300.910256,316.525641,2302.961538,18841.70513,443.6794872,111.7948718,1573.0,23776.44872,886.2179487,309.6410256,996.0,18259.21795,1793.948718,480.0,2797.051282,16083.38462,616.1282051,292.2307692,1343.012821,11536.60256,1742.448718,424.7820513,1316.141026,7731.74359,610.7435897,154.1153846,1877.217949,7244.294872,1439.410256,490.5128205,3299.576923,667.1923077,910.6282051,78,12.71465521,8.104811554,0.770501186,0.962962963,0.545454545,0.973504067,1,0,1,1,0,0,0,0,0,1,1,0,0,0,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+4337,44933.07784,937.257485,505.8982036,1109.281437,39246.50898,750.0958084,832.3952096,1678.401198,23549.5988,588.6706587,1465.598802,1764.640719,28719.77844,1361.227545,2477.347305,4172.131737,10291.58084,1369.431138,334.245509,2523.221557,21682.7485,429.1317365,113.0359281,1244.766467,27792.07784,1968.916168,176.1317365,1520.035928,21452.86826,1537.832335,548.9520958,2798.730539,18853.18563,666.2035928,309.8742515,1466.155689,13482.09581,1726.299401,427.2095808,1299.856287,9242.137725,633.994012,167.6107784,2794.035928,8487.610778,1478.329341,641.0239521,3292.862275,683.7964072,913.245509,167,20.57767869,11.11872993,0.841453427,0.893048128,0.545751634,-0.786699362,1,0,1,1,0,0,0,0,0,1,1,0,0,0,0,1,0,0,0,0,1,1,1,0,Cytotoxic T Cell,T Cells
+4338,26290.90909,1112.636364,513.9090909,1060.191919,22045.75758,782.0808081,752.0909091,1542.242424,12257.83838,618.7070707,1361.59596,1779.070707,15072.62626,1266.747475,2531.606061,3028.191919,5107.323232,1293.727273,288.9292929,2311.585859,10462.07071,386.6767677,418.8585859,1557.606061,13422.54545,542.0707071,127.7070707,1657.030303,10573.19192,1982.89899,461.9090909,2781.585859,8978.181818,737.1717172,269.989899,1137.090909,5974.222222,1420.848485,389.9393939,1284.424242,3888.151515,657.6969697,161.1010101,2190.727273,3434.323232,1204.626263,702.8484848,3386.191919,797.6767677,911.7575758,99,13.30908102,9.829548333,0.674188292,0.908256881,0.642857143,-1.115450261,1,0,1,1,0,0,0,0,1,1,0,0,1,0,0,1,0,0,0,0,1,0,1,1,Helper T Cell,T Cells
+4339,37979.37037,854.0493827,492.691358,1106.024691,32883.34568,761.1481481,730.0,1786.024691,16143.98765,530.2839506,1461.567901,1817.839506,22138.7284,1245.197531,4791.839506,2765.716049,8198.950617,1271.08642,309.4567901,2408.790123,17125.74074,760.5185185,129.2839506,1683.617284,21480.48148,665.308642,157.8148148,2047.54321,16026.7037,2167.246914,382.345679,2794.493827,13352.45679,723.4691358,280.7654321,997.654321,7595.185185,1100.703704,403.5432099,1294.839506,4287.666667,598.345679,159.6049383,3207.580247,4498.024691,1223.074074,722.4197531,3300.098765,942.7283951,911.6296296,81,14.21532149,7.593461061,0.845374291,0.931034483,0.642857143,0.29578102,1,0,1,1,0,0,0,1,0,1,1,0,1,0,0,0,0,0,0,0,1,0,1,0,Regulatory T Cell,T Cells
+4340,39768.41026,943.2692308,571.4615385,1120.858974,34694.29487,743.4230769,726.7948718,1626.217949,20389.98718,591.6282051,1648.974359,1804.846154,23996.30769,1344.564103,2664.397436,3458.987179,8576.166667,1390.141026,353.5769231,2785.153846,18911.51282,432.0384615,153.1794872,1078.576923,23465.76923,894.7564103,135.7307692,2278.474359,18276.78205,1916.307692,493.0,2812.5,16120.20513,635.4358974,309.1666667,1447.410256,10943.4359,1471.205128,455.3589744,1322.294872,8010.384615,644.2179487,171.525641,3022.615385,7151.807692,1409.166667,229.8333333,3310.897436,559.1410256,912.0,78,14.20096917,7.501378094,0.849101322,0.886363636,0.590909091,-0.947242936,1,0,1,1,0,0,1,0,0,1,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
+4341,24929.08333,1120.194444,554.8981481,1055.037037,22153.62963,712.25,911.6296296,1492.851852,13297.7037,558.1203704,2161.212963,1718.12963,15708.03704,1285.62037,1954.685185,3418.481481,5710.407407,1266.527778,287.9444444,2489.148148,12468.35185,411.1666667,104.1759259,1668.212963,15512.35185,2443.425926,116.462963,1253.074074,11841.25,1525.722222,465.8240741,2791.268519,10319.06481,592.5,266.5277778,1345.472222,7264.425926,2337.305556,392.5833333,1304.675926,5244.712963,592.5648148,155.0648148,2598.361111,4723.87037,1310.212963,507.8888889,3348.703704,649.6481481,913.3796296,108,14.25972586,10.10699274,0.705430704,0.947368421,0.654545455,-0.347262392,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+4342,23277.20879,836.4615385,448.5274725,1069.791209,18766.42857,653.7472527,725.4615385,1524.56044,10635.30769,935.2527473,512.8901099,1727.692308,13135.40659,1227.791209,1736.483516,1294.252747,4923.010989,1411.593407,301.1868132,2307.868132,10244.10989,366.4395604,561.9340659,567.2197802,12763.91209,456.0989011,125.8901099,806.989011,10078.3956,1588.934066,548.2637363,2796.912088,8863.296703,724.0,262.5714286,1453.428571,6122.604396,838.0879121,391.0549451,1344.296703,4311.912088,741.7142857,159.1208791,2480.010989,4145.0,1331.967033,2133.736264,3192.406593,744.6593407,912.1428571,91,12.5834983,9.347959525,0.669430754,0.957894737,0.758333333,-0.342188482,1,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,1,0,1,0,Macrophage,Other Cells
+4343,22712.56044,790.6923077,639.032967,1077.769231,18863.61538,642.2637363,683.8131868,1652.824176,8224.197802,524.2857143,1708.153846,1790.912088,11978.14286,1127.054945,5935.351648,4482.978022,4677.208791,1131.692308,293.8351648,2330.241758,9402.065934,384.978022,335.5384615,1191.758242,11957.97802,477.6263736,114.0879121,5986.10989,8942.659341,2151.153846,402.4615385,2790.395604,7361.285714,728.1538462,247.1208791,942.1868132,4179.395604,1473.10989,361.978022,1294.274725,2289.351648,624.4285714,147.8791209,3874.21978,2535.32967,1148.901099,2070.241758,3200.802198,974.1318681,910.8571429,91,12.93071218,9.325296531,0.692753719,0.919191919,0.7,-1.450695549,1,0,1,1,0,0,0,0,1,0,0,1,1,0,0,1,0,0,0,0,1,0,1,0,Helper T Cell,T Cells
+4344,24563.87047,871.9740933,674.3626943,1107.041451,18541.50259,583.373057,569.8341969,1516.466321,7620.352332,683.3264249,1301.751295,1711.735751,11529.08808,1032.704663,4020.005181,1934.673575,4405.38342,1074.554404,269.253886,2325.051813,8891.067358,328.5181347,537.5958549,1067.715026,11069.35233,485.761658,551.7409326,1816.989637,8335.005181,1881.948187,364.4196891,2779.979275,6804.792746,672.0207254,220.3471503,827.1709845,3573.901554,1007.046632,347.7512953,1293.61658,1974.544041,637.4715026,141.8238342,2755.196891,2158.626943,1021.42487,1249.559585,3083.963731,990.0932642,915.2797927,193,17.41527822,14.92989825,0.514838176,0.93236715,0.59752322,0.72202905,0,1,1,0,0,0,0,0,1,0,1,0,1,0,0,0,0,0,0,0,1,0,1,0,Regulatory T Cell,T Cells
+4345,28594.14458,977.7951807,504.3614458,1056.192771,25899.41566,746.6927711,689.126506,1505.210843,14328.13253,594.2048193,1403.156627,1758.777108,16871.25904,1328.704819,1987.060241,2512.560241,6354.042169,1370.626506,320.0421687,2305.650602,13957.03012,556.873494,373.5421687,1012.903614,16852.40964,1113.512048,130.7650602,1275.891566,13211.56627,1532.433735,533.8614458,2811.855422,11930.98193,704.753012,287.7771084,1376.373494,8008.76506,1626.487952,438.1686747,1315.156627,5583.114458,674.9096386,172.7891566,2819.783133,5066.975904,1387.801205,423.0361446,3239.590361,400.8554217,916.0843373,166,19.60902728,10.97650133,0.828649535,0.927374302,0.650980392,-0.612924949,1,0,1,1,0,0,0,0,1,1,0,0,0,0,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+4346,32547.26667,915.0333333,575.2666667,1096.05,28970.53333,743.3333333,848.1166667,1637.016667,17197.63333,596.4,2588.166667,1788.516667,20321.36667,1342.016667,2454.1,3354.383333,7011.766667,1395.316667,328.9333333,3345.716667,16324.9,440.7166667,211.6833333,1286.066667,19424.71667,571.1166667,134.9,1553.133333,15778.5,2002.333333,491.4,2809.95,14283.25,758.3666667,302.6333333,1330.15,9579.95,1654.283333,444.25,1342.85,6931.866667,654.3166667,173.7166667,3039.533333,6178.65,1418.283333,768.75,3252.7,549.4833333,913.2,60,10.56771247,7.793951201,0.675319928,0.923076923,0.6,-0.645846781,1,0,1,1,0,0,1,0,0,1,0,0,1,0,0,1,0,1,0,0,1,0,1,0,Helper T Cell,T Cells
+4347,25126.9313,924.2366412,627.5419847,1083.580153,22662.03053,694.3435115,977.0152672,1623.366412,11637.9771,774.6793893,1941.969466,1797.70229,14779.94656,1233.48855,4834.580153,4948.389313,5394.160305,1246.206107,318.2366412,2906.763359,11565.58779,472.6870229,1212.183206,1600.427481,14697.9771,2051.427481,137.3816794,1675.450382,11274.70992,1910.335878,639.5954198,2791.938931,9806.916031,809.2519084,264.610687,1221.251908,6370.083969,1723.793893,399.7251908,1395.473282,3981.51145,950.9312977,158.778626,4456.89313,3886.244275,1279.236641,997.4580153,3337.931298,864.4580153,914.778626,131,14.21589584,11.93608162,0.543159979,0.95620438,0.671794872,-0.009664712,1,1,1,1,0,0,1,0,1,1,0,0,1,0,0,1,0,1,1,0,1,0,1,0,Helper T Cell,T Cells
+4348,41788.42857,873.9428571,503.5142857,1092.114286,26502.64286,648.9571429,647.3428571,1563.528571,14133.24286,590.3571429,1660.071429,1771.728571,18145.07143,1163.0,3508.342857,2820.471429,6843.942857,1212.585714,303.3428571,2337.914286,14816.58571,389.8571429,460.5714286,2122.914286,19134.88571,521.1142857,140.7714286,932.6571429,14472.6,2247.357143,427.9857143,2846.5,12407.61429,614.9142857,263.8571429,899.5857143,8068.0,1475.4,399.9428571,1312.542857,4840.942857,678.3428571,154.6428571,1647.014286,4977.3,1200.585714,334.2857143,3247.2,884.5857143,912.7142857,70,13.43437,6.988339315,0.854054444,0.921052632,0.53030303,0.871507914,1,0,1,1,0,0,0,0,1,1,0,0,1,0,0,1,0,0,0,0,0,0,0,0,Helper T Cell,T Cells
+4349,24289.89063,881.7421875,445.2265625,1060.34375,22780.99219,716.6796875,530.4609375,1475.023438,11970.80469,561.4453125,472.3203125,1705.375,14553.48438,1341.679688,967.2265625,1313.007813,5564.835938,1335.710938,323.3984375,2288.203125,12239.875,416.859375,267.921875,458.6640625,14813.20313,438.3046875,125.8203125,975.484375,11577.64063,1462.921875,468.28125,2854.132813,10602.82813,805.2734375,288.953125,1386.5,6937.664063,862.71875,433.4140625,1316.046875,4961.507813,653.6328125,173.4375,2351.929688,4500.671875,1502.734375,8555.796875,3262.640625,377.8828125,915.1953125,128,13.67936648,12.13650915,0.461360415,0.977099237,0.703296703,-1.377497227,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,0,Granulocyte,Other Cells
+4350,31995.39623,1007.669811,644.9245283,1114.377358,28408.66038,689.745283,962.1698113,1605.103774,16119.26415,558.990566,1913.556604,1868.867925,19118.46226,1272.349057,3800.726415,5274.726415,7304.877358,1353.641509,314.7641509,2524.584906,15253.29245,414.3018868,174.3018868,1272.179245,18964.82075,738.0283019,125.0943396,3286.084906,14366.60377,1762.990566,670.7358491,2807.301887,12696.31132,605.0660377,290.5,1556.40566,8607.915094,1688.981132,422.2735849,1325.877358,6385.90566,632.4622642,172.3018868,3303.792453,5566.867925,1352.566038,249.9339623,3311.018868,565.5471698,916.3584906,106,17.36722674,8.725631451,0.864624056,0.848,0.471111111,-0.812820228,1,0,1,1,0,0,0,0,0,1,0,0,0,1,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+4351,38063.26563,933.125,480.46875,1101.421875,34182.73438,798.515625,665.28125,1615.9375,20531.875,575.046875,2036.96875,1839.84375,24574.95313,1338.78125,1967.765625,4599.796875,9068.71875,1349.34375,325.0,2336.484375,19243.09375,430.703125,105.25,1563.921875,24126.875,694.84375,377.0625,1393.640625,18609.1875,2158.09375,512.546875,2828.859375,16435.07813,626.53125,292.390625,1579.96875,11755.17188,1929.4375,430.84375,1321.25,8205.84375,631.125,167.25,3071.828125,7448.75,1500.953125,288.234375,3259.921875,660.734375,914.3125,64,12.19186281,6.922216043,0.823184856,0.955223881,0.581818182,0.83853188,1,0,1,1,0,0,0,0,0,1,1,0,1,0,0,1,0,0,0,0,1,1,0,0,Regulatory T Cell,T Cells
+4352,36815.25,833.8942308,513.9519231,1114.355769,28744.47115,673.0865385,826.4230769,1638.038462,14138.92308,497.3846154,2089.538462,1894.384615,19541.13462,1171.173077,6980.875,3336.403846,7323.0,1201.913462,300.9519231,2478.509615,15244.16346,473.0576923,146.2596154,1181.076923,19191.57692,1132.75,274.0865385,1711.817308,14554.89423,2034.048077,372.7692308,2817.740385,12071.74038,595.6634615,267.0673077,910.9519231,7146.278846,1329.192308,394.1057692,1302.009615,3991.634615,584.2211538,158.7403846,2698.836538,4183.971154,1154.711538,278.3365385,3224.836538,935.0192308,915.0961538,104,13.21295037,10.19967289,0.635689148,0.928571429,0.727272727,0.430157098,1,0,1,1,0,0,0,0,0,1,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+4353,20620.63953,857.5232558,746.3953488,1118.686047,18322.33721,685.9302326,622.1511628,1609.639535,10010.77907,706.5,475.627907,1789.651163,12620.09302,1230.116279,1647.581395,1781.686047,4652.197674,1451.790698,345.0,2364.709302,9786.511628,403.9534884,543.6162791,449.6162791,12197.36047,426.9186047,122.1395349,1548.883721,9445.488372,1490.081395,497.6860465,2812.27907,8385.732558,846.9186047,279.5232558,1797.465116,5623.348837,787.5930233,433.127907,1373.151163,4121.930233,702.9767442,163.4767442,2306.546512,3813.732558,1349.360465,456.6395349,3217.406977,472.7906977,914.8139535,86,12.01069566,9.527199337,0.608926992,0.895833333,0.597222222,0.766627644,1,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,Macrophage,Other Cells
+4354,33354.45455,933.0,501.0454545,1055.818182,29266.18182,718.8522727,842.9090909,1528.670455,17625.53409,558.8409091,1441.011364,1751.806818,20183.67045,1302.613636,3076.420455,3286.409091,7683.034091,1270.727273,293.75,2426.75,16016.26136,406.7954545,106.8636364,916.9318182,20015.44318,1368.409091,120.6477273,1610.522727,15397.875,1596.204545,482.7954545,2797.397727,13686.60227,695.0113636,265.5454545,1299.534091,9386.352273,1342.193182,404.6818182,1297.636364,6989.670455,607.9204545,157.5681818,2445.227273,6305.375,1351.761364,834.1818182,3324.829545,623.4204545,917.6818182,88,14.70816287,8.641535944,0.809199965,0.862745098,0.571428571,0.212716827,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells
+4355,33280.35366,913.0853659,661.6646341,1120.890244,30481.52439,751.2804878,945.25,1715.579268,16341.5122,585.8292683,1748.158537,1792.664634,19872.37805,1310.378049,4331.70122,4959.890244,7395.182927,1376.054878,324.0731707,2623.737805,16731.84146,462.75,1000.567073,1242.079268,20064.02439,1007.719512,143.25,3196.25,15230.42073,1834.72561,474.554878,2816.841463,13922.14024,618.1707317,311.695122,1577.908537,8541.109756,1460.829268,456.7682927,1393.103659,6027.670732,824.9939024,181.0365854,5296.579268,5368.317073,1409.756098,524.695122,3263.085366,342.1280488,918.847561,164,16.93082549,13.50450067,0.603149696,0.863157895,0.575438596,-0.433999364,1,0,1,1,0,0,0,0,1,1,0,0,1,0,0,1,0,1,1,1,1,0,0,0,Helper T Cell,T Cells
+4356,18133.56731,949.4615385,932.6538462,1185.826923,16723.0,729.9711538,792.8365385,1679.971154,9161.144231,632.5,499.7596154,1808.913462,11442.15385,1327.538462,1195.125,967.9711538,4205.673077,1439.365385,341.4134615,2380.730769,9279.182692,434.9711538,327.1153846,465.5,11520.875,497.9807692,127.8557692,993.9423077,8946.336538,1475.134615,415.2980769,2809.355769,7960.875,1360.788462,296.0576923,1634.230769,5561.432692,892.9615385,457.8173077,1349.432692,4064.086538,664.8173077,167.7596154,1417.778846,3793.913462,1407.144231,276.6057692,3284.105769,483.6153846,916.9230769,104,12.22593711,10.95741408,0.443562812,0.95412844,0.666666667,-0.031811845,1,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,Macrophage,Other Cells
+4357,25497.09211,898.8157895,661.9605263,1381.131579,23366.61842,729.7368421,723.7894737,2349.697368,12717.76316,558.1447368,781.4210526,1769.513158,15472.57895,1288.223684,1490.276316,3131.25,6111.973684,1936.184211,317.7368421,2389.039474,12996.53947,422.3947368,220.9078947,1408.710526,15871.59211,526.3421053,124.1052632,1830.552632,12196.32895,1546.171053,587.0394737,2826.710526,10974.27632,763.3815789,288.0131579,2309.855263,7446.197368,1055.315789,445.0394737,1321.171053,5315.618421,691.2631579,168.7763158,4888.881579,4737.973684,1389.5,263.4605263,3339.907895,420.2631579,917.3552632,76,13.45210684,7.821544327,0.813591872,0.873563218,0.584615385,0.061484774,1,0,0,1,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Macrophage,Other Cells
+4358,19888.42446,917.1223022,656.0935252,1086.266187,17565.61151,694.2805755,553.8201439,1524.410072,10047.69065,627.4748201,471.5395683,1711.661871,12259.97842,1260.47482,1333.618705,1480.913669,4402.863309,1327.194245,309.4964029,2327.52518,9570.359712,396.6546763,341.4100719,445.0863309,11860.02878,438.2661871,122.0503597,1385.971223,9399.848921,1465.856115,456.8992806,2843.76259,8366.194245,662.6330935,274.647482,1799.985612,5636.352518,825.4604317,416.8345324,1337.705036,3994.633094,653.6978417,163.6115108,1986.640288,3692.467626,1338.122302,1286.309353,3203.115108,459.0647482,918.2230216,139,14.53418711,12.47193593,0.513465365,0.932885906,0.661904762,-1.112373837,1,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Macrophage,Other Cells
+4359,36768.48,984.576,515.352,1080.672,31698.176,749.104,711.888,1593.592,18842.088,581.368,949.696,1790.792,22007.84,1321.392,1675.072,3650.128,7957.024,1304.704,302.72,2390.336,17182.84,404.384,185.184,1277.928,21570.52,493.328,137.936,1769.768,16632.856,1729.32,520.648,2802.168,14667.84,737.16,287.608,1427.2,10019.776,1008.728,421.384,1315.472,7273.688,634.304,159.656,2469.688,6594.76,1370.704,1216.2,3301.768,592.784,918.808,125,17.89569313,10.05941586,0.827059906,0.838926174,0.490196078,-1.078150978,1,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,T Cell,T Cells
+4360,34266.95238,935.3333333,510.8571429,1083.68254,30799.69048,747.5793651,544.6428571,1546.706349,16542.12698,574.8095238,712.7142857,1710.15873,20371.49206,1382.746032,2422.015873,3000.460317,7477.603175,1377.055556,333.6190476,2311.039683,17002.56349,434.7619048,400.8095238,514.2063492,20991.96032,554.3809524,134.1507937,1693.880952,16248.84921,1630.857143,595.0634921,2809.928571,14950.23016,656.4444444,314.6904762,1931.063492,9460.293651,1218.785714,455.4365079,1325.873016,6549.777778,698.2460317,174.984127,3161.325397,6130.650794,1500.563492,1508.849206,3181.857143,366.9285714,920.5555556,126,15.95346289,10.3351983,0.761781396,0.90647482,0.65625,-0.114486499,1,0,0,1,0,0,0,0,1,1,0,0,0,0,0,1,0,0,0,0,1,1,1,0,Dendritic Cell,Other Cells
+4361,25564.62295,975.3606557,518.2131148,1089.360656,22557.94262,740.6229508,538.4098361,1500.590164,12773.12295,600.4754098,452.942623,1686.327869,15448.33607,1363.409836,1602.04918,3004.040984,5653.565574,1416.418033,332.6229508,2285.114754,12938.54918,418.0655738,804.0491803,568.704918,15854.68033,458.2622951,130.5819672,1361.163934,12724.65574,1544.614754,741.1557377,2815.606557,11448.58197,609.7540984,289.9590164,1932.52459,7731.770492,934.5655738,445.704918,1318.762295,5389.237705,800.3278689,171.8852459,2877.5,5096.860656,1433.360656,226.4590164,3140.868852,412.2622951,920.4590164,122,15.2936369,10.54855908,0.724061745,0.924242424,0.677777778,0.158030965,1,0,0,1,0,0,0,0,1,0,0,0,0,1,0,0,0,0,1,0,1,0,0,0,Dendritic Cell,Other Cells
+4362,38044.42623,891.8688525,506.6393443,1106.344262,33261.32787,768.6229508,1156.721311,1655.114754,20081.22951,566.3114754,2214.57377,1893.622951,24014.01639,1299.377049,2021.704918,4585.57377,8916.590164,1324.819672,311.0,2476.819672,18410.29508,456.3442623,105.6721311,1909.344262,23266.60656,1333.590164,126.0655738,1535.081967,18028.22951,2032.131148,467.6393443,2809.852459,15920.0,619.1147541,287.2131148,1548.934426,11299.90164,2600.213115,431.2622951,1342.065574,7923.065574,614.295082,165.6065574,3040.016393,7367.114754,1652.704918,358.7213115,3337.016393,672.0327869,918.6557377,61,10.71768815,7.897166427,0.676072751,0.938461538,0.564814815,-0.425906121,1,0,1,1,0,0,0,0,0,1,0,0,1,0,0,1,0,1,0,0,1,1,0,0,Helper T Cell,T Cells
+4363,28760.33641,945.2764977,864.9585253,1166.092166,23455.85714,707.6129032,879.3133641,1798.552995,12146.21659,588.6359447,1000.612903,1782.654378,15403.16129,1253.050691,2324.230415,1922.414747,5643.557604,1284.414747,297.6820276,2378.179724,11963.47465,2103.967742,458.5852535,912.8617512,15211.78341,551.3041475,178.6589862,1171.741935,11426.0,1912.24424,447.0092166,2832.976959,9764.202765,1126.465438,274.3870968,1032.023041,6203.046083,1103.580645,404.4193548,1338.24424,3797.285714,683.6082949,155.2626728,2738.9447,3778.211982,1230.898618,416.0645161,3353.976959,879.9631336,921.8986175,217,19.8158345,14.73808056,0.668454867,0.871485944,0.638235294,1.396152058,1,0,1,0,0,0,0,1,1,1,1,0,1,0,0,0,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+4364,24185.02817,1185.929577,595.0140845,1058.521127,21810.33803,754.5070423,604.8591549,1478.746479,12795.09859,618.5211268,523.5774648,1688.112676,14801.70423,1339.408451,1544.112676,2000.112676,5151.309859,1285.760563,283.2535211,2280.633803,11222.08451,368.2394366,131.7605634,695.8591549,14786.43662,463.0140845,114.3661972,1794.788732,11274.6338,1525.15493,508.3943662,2768.507042,9935.971831,820.1408451,267.971831,1347.957746,6783.464789,847.7887324,396.1126761,1302.746479,5079.042254,581.4647887,149.915493,1315.746479,4614.084507,1258.549296,1133.478873,3377.816901,608.5774648,919.028169,71,12.57756363,7.312375296,0.813630381,0.959459459,0.58677686,0.676274081,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,NK Cell,Other Cells
+4365,18340.58537,1261.268293,550.6341463,1034.0,18264.65854,777.7560976,613.8292683,1396.0,8818.707317,627.2926829,881.8536585,1743.97561,11753.36585,1283.97561,2954.780488,1796.097561,4257.658537,1145.756098,266.097561,2279.731707,7776.682927,350.2926829,97.29268293,693.8780488,9926.634146,634.0,151.0731707,1669.219512,7179.195122,1528.609756,434.6829268,2757.414634,6248.02439,742.902439,236.5853659,1194.390244,4450.97561,1047.731707,357.2926829,1291.463415,3435.97561,553.4634146,145.9512195,1642.512195,2850.780488,1136.707317,946.3170732,3349.634146,689.804878,918.8292683,41,9.349524699,6.618422815,0.706324004,0.82,0.585714286,0.041516241,1,1,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,Cytotoxic T Cell,T Cells
+4366,35352.6478,966.0062893,509.6918239,1085.522013,30885.96855,727.3773585,787.5660377,1658.075472,16400.41509,584.9496855,1546.490566,1814.345912,20737.91824,1271.830189,5086.974843,3000.320755,7495.27673,1269.09434,309.5345912,2560.981132,16171.79245,426.6981132,234.3144654,1415.044025,20124.02516,703.8553459,124.918239,1690.861635,15419.68553,2027.90566,428.8616352,2853.106918,13366.72956,608.3396226,277.3584906,1015.553459,8614.113208,1497.396226,410.4402516,1322.188679,5317.352201,640.6855346,159.4339623,2056.691824,5212.962264,1247.345912,220.6163522,3379.654088,854.0377358,922.5534591,159,15.77287398,13.40152106,0.527336937,0.929824561,0.55017301,-0.385046387,1,0,1,1,0,0,0,0,0,1,0,0,1,0,0,1,0,0,0,0,1,0,0,1,Helper T Cell,T Cells
+4367,27162.47143,869.1357143,810.0607143,1129.507143,21247.18214,595.5178571,790.0214286,1561.664286,8870.982143,562.3821429,1031.064286,1696.082143,13423.96786,1078.846429,3518.696429,1791.107143,5151.446429,1153.528571,263.5214286,2356.639286,10293.76786,353.4571429,348.6607143,1184.642857,12861.73214,448.9714286,288.9821429,1744.714286,9686.264286,2100.021429,348.325,2785.625,7930.257143,600.8714286,234.8928571,804.8321429,4102.578571,959.4285714,362.5035714,1296.203571,2249.771429,602.5392857,142.0071429,1515.132143,2462.746429,1064.310714,384.4107143,3126.653571,980.2285714,925.3178571,280,24.60474699,15.03081519,0.791714816,0.89456869,0.56,0.600401213,0,0,1,0,0,0,0,0,1,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,Regulatory T Cell,T Cells
+4368,36712.66129,955.9677419,610.1935484,1095.354839,32666.51613,769.3709677,703.8387097,1668.548387,19007.24194,588.0483871,800.6129032,1743.725806,22805.17742,1363.419355,1973.274194,2284.596774,8362.096774,1703.822581,337.2903226,2331.854839,18804.32258,438.8870968,306.3870968,1263.5,23249.53226,575.2903226,133.8064516,1535.983871,18292.51613,1626.290323,496.6290323,2810.854839,16404.04839,711.016129,319.3225806,1545.419355,10928.3871,1202.387097,467.6935484,1325.435484,7595.370968,727.8548387,186.2096774,3801.209677,7052.983871,1490.822581,1068.241935,3281.467742,427.1774194,920.5806452,62,11.57577506,6.98201762,0.797621975,0.925373134,0.626262626,-0.507940966,1,0,1,1,1,0,0,0,1,1,0,0,0,0,0,1,0,0,0,1,1,1,1,0,Cytotoxic T Cell,T Cells
+4369,26326.80741,890.5703704,543.5111111,1082.348148,23991.26667,726.762963,671.0888889,1533.644444,13122.14815,622.3481481,794.4444444,1727.325926,15968.18519,1301.274074,1807.903704,2694.733333,5990.977778,1676.740741,324.5185185,2325.148148,12838.11852,401.237037,702.1259259,607.0888889,16098.63704,587.1185185,124.5703704,1431.37037,12146.39259,1552.859259,525.1259259,2811.518519,10873.33333,650.5851852,291.1185185,1607.933333,7190.140741,1038.896296,439.9481481,1350.251852,5083.459259,792.1777778,174.3333333,4307.555556,4636.62963,1397.918519,283.8518519,3186.377778,438.6518519,921.1925926,135,14.58736548,11.94656554,0.573841145,0.9375,0.642857143,0.977538206,1,0,1,1,1,0,0,0,1,1,0,0,0,0,0,0,0,1,1,0,1,0,0,0,Cytotoxic T Cell,T Cells
+4370,26790.51163,896.9767442,827.627907,1137.604651,24703.88372,725.4418605,932.0930233,1678.418605,13521.39535,594.0930233,718.2790698,1783.081395,16583.63953,1305.046512,1770.767442,1941.790698,6157.581395,1380.883721,324.4767442,2363.755814,13663.5814,542.8953488,448.255814,681.9186047,16440.02326,798.9767442,130.755814,1674.604651,12731.32558,1526.976744,478.4186047,2807.918605,11096.94186,956.7209302,308.8604651,1755.593023,7495.872093,916.4534884,451.4186047,1366.186047,5342.069767,703.5,169.9186047,2307.395349,4933.988372,1393.627907,278.9418605,3332.639535,523.4302326,919.9883721,86,11.60779916,10.15083349,0.48505454,0.945054945,0.601398601,0.176350277,1,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,1,0,0,1,0,0,0,Dendritic Cell,Other Cells
+4371,37859.35,915.3833333,482.2,1099.016667,32553.76667,735.1666667,912.35,1606.8,19180.41667,561.7333333,1436.383333,1764.2,23336.7,1334.866667,3058.65,2652.716667,8372.4,1345.033333,307.4,2331.316667,17114.1,495.3666667,430.15,1084.65,22096.65,495.25,456.1833333,1613.333333,17244.85,1965.316667,571.7666667,2813.033333,15092.31667,627.9666667,286.95,1358.116667,10549.23333,1495.216667,431.0166667,1314.216667,7210.733333,699.6,155.8833333,1910.35,6712.85,1395.983333,275.5166667,3346.2,697.4166667,918.2333333,60,10.94649242,7.447063054,0.732919841,0.923076923,0.625,-1.402616959,1,0,1,1,0,0,0,0,1,0,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+4372,24866.0566,826.7641509,501.1792453,1071.660377,22118.41509,679.4811321,787.8301887,1551.009434,12843.19811,640.1886792,1156.066038,1756.311321,15355.84906,1240.103774,2833.339623,3843.471698,5755.339623,1306.981132,292.6886792,2593.679245,11761.04717,370.0471698,418.3962264,977.5566038,14918.28302,1466.132075,123.0,1577.811321,11468.34906,1595.198113,566.1981132,2790.754717,9981.150943,728.3584906,265.0849057,1407.688679,6916.59434,1513.716981,393.8867925,1342.95283,4830.622642,670.7924528,160.0754717,3933.877358,4474.933962,1314.066038,904.2264151,3179.150943,726.009434,920.1603774,106,12.17299934,11.29741314,0.372402181,0.938053097,0.679487179,-0.343376676,1,1,1,1,0,0,0,0,1,1,0,0,0,0,0,1,0,1,0,0,1,0,1,0,Cytotoxic T Cell,T Cells
+4373,40391.77381,919.452381,525.1666667,1097.0,36020.70238,735.3095238,729.5238095,1669.547619,19973.97619,556.5238095,787.9047619,1757.285714,25145.55952,1278.880952,2915.02381,3786.952381,9191.119048,1442.190476,320.547619,2349.464286,18932.63095,530.4642857,122.8928571,773.452381,24462.44048,756.9404762,132.0595238,2841.97619,19013.42857,1599.0,542.9285714,2782.369048,16406.53571,863.1309524,295.4047619,1334.595238,10762.14286,1320.488095,433.0833333,1304.857143,6920.5,622.1904762,166.6666667,2870.178571,6604.452381,1384.761905,174.1785714,3345.559524,808.3214286,919.6071429,84,12.2935894,9.185001815,0.664669494,0.923076923,0.646153846,-1.203828365,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+4374,30047.08392,927.048951,771.0,1131.538462,26383.12587,754.8601399,890.2097902,1702.195804,15236.97902,629.8601399,1024.93007,1785.41958,18300.33566,1349.545455,1882.118881,2633.643357,6566.769231,1396.251748,339.3286713,2567.965035,15165.43357,1354.370629,656.2447552,633.5594406,17996.85315,753.4475524,131.027972,1288.713287,14149.67832,1528.888112,564.7762238,2814.272727,12526.97203,808.965035,308.2727273,1486.923077,8372.867133,1171.93007,457.3496503,1389.916084,5959.657343,775.5104895,174.979021,3027.692308,5510.020979,1444.034965,586.4475524,3332.426573,532.6293706,923.3356643,143,18.4841009,10.91936501,0.806859315,0.807909605,0.6875,-0.2458078,1,1,1,1,0,0,0,1,1,1,0,0,0,0,0,1,0,1,1,0,1,0,0,0,Cytotoxic T Cell,T Cells
+4375,36902.00901,1072.378378,607.1891892,1104.567568,32080.66667,727.5315315,1000.153153,1604.171171,18787.03604,569.0720721,1547.72973,1842.522523,22513.89189,1328.720721,3863.765766,3940.198198,8057.459459,1336.936937,308.8918919,3317.045045,17378.05405,707.6216216,107.6216216,1046.630631,21841.68468,529.3783784,134.963964,1866.108108,16970.0991,2226.27027,520.3513514,2805.315315,14767.92793,755.2972973,295.1081081,1267.243243,9853.153153,1500.855856,439.3963964,1331.603604,7258.918919,620.3513514,166.8018018,2158.306306,6350.594595,1369.981982,1050.495495,3345.432432,575.1711712,920.4504505,111,15.42110252,9.310774963,0.797159755,0.940677966,0.74,-1.350498622,1,0,1,1,0,0,1,0,0,1,0,0,1,0,0,1,0,0,0,0,1,0,1,0,Helper T Cell,T Cells
+4376,33534.16176,925.8382353,529.7647059,1085.911765,29447.5,716.9411765,970.0441176,1607.794118,17090.13235,568.1176471,2712.882353,1819.823529,20388.0,1280.823529,4288.897059,6185.941176,7448.308824,1262.470588,304.1470588,2449.632353,15484.95588,409.8676471,113.75,1421.264706,19553.83824,1637.970588,136.9558824,1872.911765,14957.91176,2063.308824,455.9705882,2785.676471,12886.16176,597.9558824,277.6911765,1459.647059,9188.323529,2614.073529,410.3823529,1319.176471,6528.102941,609.4558824,163.1617647,3337.117647,5988.441176,1341.720588,330.1764706,3249.926471,654.4264706,920.8235294,68,11.6026762,8.005451121,0.723841857,0.971428571,0.686868687,-1.084358891,1,0,1,1,0,0,0,0,0,1,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
+4377,27050.83158,789.3368421,464.6736842,1050.926316,23894.93684,632.0947368,788.5263158,1473.757895,13690.81053,586.5789474,1311.684211,1757.947368,17075.78947,1205.168421,2149.694737,2054.442105,6391.557895,1262.2,288.4210526,2365.221053,12744.91579,370.6210526,298.1157895,1454.421053,16406.47368,504.7684211,128.4210526,1066.726316,12701.31579,1690.631579,462.6631579,2799.031579,11107.17895,882.8631579,261.4,1477.978947,7612.978947,1298.389474,389.1052632,1312.4,5379.0,661.6315789,151.8421053,1866.031579,5105.242105,1307.263158,1005.231579,3189.915789,735.9789474,921.9789474,95,13.82474235,9.150162514,0.749619897,0.887850467,0.562130178,-0.632478611,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,1,0,1,0,T Cell,T Cells
+4378,27376.3894,880.9953917,532.8456221,1066.458525,24493.59217,729.6935484,931.7534562,1562.970046,13641.05991,547.3317972,1827.463134,1847.912442,16799.7235,1234.633641,3455.317972,3973.341014,6346.076037,1275.820276,298.59447,2600.089862,12777.74885,400.375576,693.1728111,1822.364055,16073.87097,1021.599078,316.140553,1425.329493,12881.49309,2125.603687,694.09447,2803.177419,10965.28341,646.40553,265.5737327,1216.930876,7304.721198,1345.640553,403.0506912,1337.202765,4955.953917,775.4078341,157.7442396,4333.253456,4624.506912,1308.182028,724.6059908,3243.361751,782.3133641,931.6843318,434,31.21491273,18.26111542,0.811024246,0.951754386,0.723333333,0.368355696,1,0,1,1,0,0,0,0,1,1,1,0,1,1,0,1,0,0,1,0,1,0,1,0,Regulatory T Cell,T Cells
+4379,27127.52222,1089.233333,499.1777778,1067.477778,23239.68889,774.4444444,927.8666667,1538.622222,12458.48889,606.6555556,1607.311111,1797.455556,15297.0,1271.988889,3138.344444,4386.155556,5451.122222,1252.888889,284.5666667,2521.2,11040.77778,386.4111111,147.0111111,1700.366667,14117.36667,1312.844444,121.4111111,1253.166667,10912.96667,1762.766667,421.0444444,2799.833333,9347.722222,581.2333333,257.9888889,1080.233333,6136.111111,2212.244444,392.6555556,1295.811111,4151.311111,586.4888889,155.2888889,1949.466667,3924.677778,1182.422222,235.3888889,3431.722222,797.8888889,921.5777778,90,12.10129708,10.25117117,0.531412129,0.9,0.681818182,-0.765905177,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,0,1,Cytotoxic T Cell,T Cells
+4380,19271.08491,821.5283019,640.8301887,1070.943396,18208.83962,672.5471698,719.5188679,1610.009434,8891.820755,535.4811321,1297.245283,1814.566038,11327.25472,1230.669811,4732.650943,5122.962264,4321.264151,1247.566038,307.2169811,2405.273585,9402.018868,373.6886792,2917.632075,1073.0,11715.37736,468.8396226,158.0283019,3219.707547,8695.518868,2018.566038,658.6981132,2802.066038,7987.698113,774.6226415,299.7830189,4042.113208,4755.59434,1285.915094,404.745283,1369.037736,3315.924528,1286.981132,157.9245283,5129.707547,3091.245283,1283.09434,720.6886792,3234.301887,326.3679245,921.3584906,106,13.68907416,10.2465057,0.663115521,0.972477064,0.642424242,-1.330922914,1,0,1,1,0,0,0,0,1,0,1,0,1,0,1,1,0,1,1,0,1,0,1,0,Regulatory T Cell,T Cells
+4381,20611.56364,929.8909091,898.8727273,1168.781818,18641.69091,752.9818182,817.5090909,1704.727273,10577.98182,594.5090909,483.6363636,1753.636364,12943.87273,1328.963636,1116.854545,1604.272727,4816.690909,1428.563636,341.8,2390.018182,10495.49091,457.0727273,224.3090909,451.0909091,13048.63636,453.4,133.3090909,1497.690909,10189.49091,1522.345455,481.6545455,2812.872727,9165.872727,659.1090909,322.6727273,1734.127273,6233.672727,846.4,459.7272727,1398.6,4522.909091,639.3818182,178.0181818,1433.781818,4252.381818,1474.036364,541.4727273,3270.345455,468.8,921.9454545,55,9.514098095,7.712667711,0.585521695,0.964912281,0.611111111,0.401859098,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,1,0,0,Granulocyte,Other Cells
+4382,30269.63158,1129.936842,536.2421053,1043.863158,25745.69474,785.7473684,744.8842105,1499.842105,15643.78947,633.2315789,1362.052632,1752.042105,17848.92632,1356.231579,2223.978947,2216.863158,6742.547368,1412.505263,287.7052632,2386.052632,13954.10526,378.2210526,110.5368421,1775.094737,17866.86316,451.0842105,134.2631579,1301.852632,13578.29474,2028.968421,440.4210526,2795.684211,11922.21053,648.5684211,265.5578947,1178.084211,8005.547368,1138.884211,407.0736842,1310.578947,6100.536842,590.9789474,154.7894737,1619.905263,5292.168421,1299.968421,1134.463158,3470.189474,601.2947368,923.7789474,95,12.18212064,10.61443814,0.490727963,0.95,0.56547619,1.489428986,1,1,1,1,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,1,1,Helper T Cell,T Cells
+4383,30860.25991,920.3303965,481.030837,1074.422907,27622.03084,780.3348018,886.3259912,1534.259912,15505.68722,563.3259912,1417.07489,1761.502203,19204.84141,1286.334802,2328.145374,3385.643172,6900.929515,1298.251101,296.0176211,3100.462555,14455.23348,382.4185022,222.4757709,1587.700441,17975.0,1242.585903,464.0837004,1237.731278,14415.71806,1687.991189,458.9118943,2792.792952,12265.08811,647.7973568,267.5947137,1239.414097,8258.237885,1339.599119,400.0220264,1301.352423,5532.973568,623.6696035,158.1806167,3821.85022,5261.022026,1319.770925,1704.651982,3292.54185,766.2070485,927.9162996,227,21.93813335,15.22921923,0.719792402,0.807829181,0.606951872,-0.22930331,1,0,1,1,0,0,1,0,0,1,1,0,0,0,0,1,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells
+4384,26386.35514,868.364486,446.1682243,1061.682243,23700.64486,697.2990654,538.953271,1517.616822,13210.86916,560.5140187,441.271028,1706.953271,15979.91589,1278.130841,685.7757009,1073.794393,6172.392523,1330.056075,319.8224299,2277.53271,13231.91589,678.0093458,141.046729,444.5046729,16242.35514,449.1028037,125.1869159,1091.616822,12754.61682,1476.813084,661.2429907,2820.476636,11572.23364,993.9252336,296.8504673,1489.962617,7595.915888,868.0093458,439.6635514,1312.317757,5325.345794,627.046729,168.1214953,1643.130841,4864.186916,1539.130841,13631.41121,3217.878505,387.5981308,924.046729,107,12.88736955,10.74285516,0.552375141,0.938596491,0.636904762,-0.376979275,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,1,1,0,Granulocyte,Other Cells
+4385,22425.62903,964.1209677,1089.991935,1170.314516,20449.39516,731.3548387,1422.951613,1769.0,11598.47581,588.2741935,745.2580645,1837.435484,14205.58065,1318.991935,1143.637097,1556.532258,5172.169355,1412.782258,349.9919355,2505.830645,11494.44355,608.3870968,326.9516129,659.4274194,14093.74194,562.233871,126.6774194,1041.290323,11162.33871,1487.919355,444.6612903,2823.104839,9745.879032,2189.83871,301.2177419,1780.169355,6746.596774,1103.298387,459.7258065,1377.943548,4734.298387,667.7741935,167.6774194,1445.201613,4383.935484,1410.83871,194.9435484,3346.354839,508.483871,924.0080645,124,13.77456177,11.67012121,0.531237914,0.946564885,0.738095238,-0.35256575,1,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,Dendritic Cell,Other Cells
+4386,27490.07317,892.0487805,672.8292683,1130.146341,24956.70732,705.9512195,716.4878049,1725.731707,13445.95122,519.4878049,740.4878049,1769.146341,17145.21951,1192.121951,1866.02439,2666.195122,6772.95122,1245.487805,307.804878,2384.609756,13253.46341,9968.487805,171.0,756.7073171,16819.09756,504.6829268,150.9756098,1807.487805,12909.26829,1614.780488,702.7317073,2803.195122,11260.58537,2510.268293,265.6097561,1202.829268,7285.853659,1356.463415,401.5609756,1304.95122,4814.853659,605.4390244,162.7317073,2046.146341,4602.170732,1263.243902,150.9756098,3308.439024,818.7317073,920.7317073,41,8.307053758,6.589474512,0.608911118,0.891304348,0.650793651,1.297332826,1,0,0,1,0,0,0,1,0,0,0,0,0,1,0,1,0,0,0,0,1,0,0,0,Proliferating Cell,Other Cells
+4387,37739.47788,853.079646,526.8761062,1101.362832,16940.22124,549.7433628,694.9292035,1439.814159,8093.690265,425.5309735,1172.017699,1742.230088,11265.21239,1022.070796,4665.39823,2094.362832,4327.035398,1046.221239,237.7345133,2356.946903,8933.495575,317.5486726,111.6637168,1935.743363,11151.53097,612.079646,323.1504425,2703.60177,8314.469027,1996.256637,373.9911504,2785.318584,6896.628319,686.9823009,224.9026549,915.6460177,4053.19469,912.8761062,344.4867257,1272.150442,2191.168142,537.9557522,138.0176991,2808.672566,2379.442478,1015.884956,839.4513274,3097.858407,947.5840708,924.4070796,113,13.3355525,11.0012204,0.565199544,0.933884298,0.672619048,0.483468399,0,0,1,1,0,0,0,0,0,1,1,0,1,0,0,0,0,0,0,0,1,0,1,0,Regulatory T Cell,T Cells
+4388,34894.44554,875.4257426,697.4752475,1147.920792,18009.29703,588.3415842,550.7920792,1575.272277,8014.331683,440.9851485,1276.079208,1749.747525,11819.74257,1071.183168,3634.381188,2963.277228,4566.356436,1103.193069,256.3762376,2297.722772,9269.079208,360.3514851,128.7772277,1218.282178,11614.08911,567.5742574,250.4207921,3228.613861,8558.950495,2131.019802,389.3019802,2788.836634,7120.0,697.7227723,237.8861386,898.1138614,4009.89604,1074.049505,360.5445545,1275.826733,2200.727723,548.5346535,143.6287129,1449.841584,2393.074257,1074.30198,706.5990099,3148.00495,961.3267327,926.490099,202,19.38364824,13.64726027,0.710140036,0.922374429,0.698961938,-0.880861049,0,0,1,1,0,0,0,0,0,1,1,0,1,0,0,0,0,0,0,0,0,0,1,0,Regulatory T Cell,T Cells
+4389,38852.24186,1041.223256,654.3767442,1162.172093,27901.20465,715.3581395,579.5488372,1730.939535,12267.90698,573.3488372,1163.227907,1795.139535,16820.01395,1269.344186,6895.539535,4099.846512,6337.437209,1320.530233,315.3348837,2411.511628,13119.87442,357.2372093,330.6465116,872.6418605,15871.47442,721.8511628,120.9255814,4492.130233,11574.86047,1872.251163,333.2651163,2806.795349,9898.581395,591.0930233,275.8418605,1090.055814,4460.934884,1174.04186,393.6790698,1303.390698,3065.730233,620.3674419,151.5953488,2942.213953,2977.274419,1145.506977,510.3348837,3346.693023,271.6046512,927.2372093,215,21.88692102,13.33987566,0.792793188,0.911016949,0.568783069,-1.212451551,1,0,1,1,0,0,0,0,1,1,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
+4390,34286.34043,841.4893617,460.8297872,1085.531915,31294.80851,692.8510638,945.2978723,1563.106383,16778.74468,563.4680851,951.1276596,1726.617021,21018.46809,1272.638298,2366.87234,3172.489362,7688.595745,1339.404255,305.893617,2332.702128,17605.70213,593.0425532,430.2340426,758.4893617,21484.93617,1147.680851,128.9148936,1344.404255,16777.70213,1522.319149,429.1702128,2821.382979,15200.3617,628.8510638,300.2553191,1503.510638,9349.723404,1075.617021,440.212766,1313.382979,6491.042553,693.106383,167.7234043,2911.765957,6046.574468,1386.957447,642.1276596,3166.553191,352.3191489,922.5744681,47,8.860946382,7.496048059,0.533238864,0.810344828,0.580246914,-0.132955298,1,0,1,1,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells
+4391,30094.60377,883.1069182,584.163522,1106.125786,26872.96855,713.6540881,881.5283019,1620.075472,15383.01887,556.9748428,1334.993711,1789.72956,17981.91195,1283.924528,3896.572327,4432.377358,6868.968553,1359.509434,317.0377358,2459.377358,14470.0,413.427673,180.3396226,1057.220126,17808.74214,744.8679245,133.6540881,3469.974843,13568.86792,1704.748428,523.2264151,2802.792453,12074.51572,825.7358491,297.2578616,1676.371069,8115.446541,1237.591195,442.4968553,1319.238994,5967.421384,635.5974843,166.0943396,3875.811321,5234.830189,1382.698113,773.3710692,3354.861635,557.2955975,925.0314465,159,19.38014262,11.55800152,0.802699483,0.85026738,0.611538462,1.252647465,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells
+4392,34084.09091,853.3030303,514.6363636,1089.560606,29663.77273,711.6818182,745.2121212,1601.969697,17761.5303,524.530303,1202.0,1770.954545,21073.16667,1240.348485,2190.969697,3651.454545,7865.030303,1278.272727,286.0757576,2347.075758,16244.78788,400.5757576,104.5454545,980.5151515,20472.0,617.2424242,123.7121212,2050.939394,15878.95455,1779.363636,506.2272727,2775.772727,13834.78788,607.5,274.6969697,1795.681818,9763.80303,1310.727273,410.0606061,1294.333333,6851.984848,620.5,155.9393939,3834.136364,6385.909091,1383.924242,204.8939394,3283.560606,664.5909091,923.3787879,66,10.93552631,8.063290384,0.675512892,0.88,0.611111111,1.34445126,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+4393,23862.35043,782.7606838,504.974359,1038.401709,21955.34188,630.0512821,535.3504274,1490.042735,11944.70085,628.2393162,931.4188034,1759.119658,15490.34188,1159.376068,2359.17094,2832.239316,5774.65812,1485.846154,261.2735043,2303.504274,11181.08547,348.4358974,416.1709402,1044.871795,14648.88889,692.6495726,120.042735,1987.794872,11109.60684,1547.102564,503.4444444,2794.119658,9672.521368,632.9487179,245.2820513,1502.615385,6852.316239,1129.487179,377.1623932,1335.102564,4825.521368,659.5726496,151.2649573,4089.965812,4474.91453,1245.82906,215.9230769,3192.094017,702.8376068,925.017094,117,15.49528993,10.99569314,0.70458944,0.860294118,0.529411765,1.475777369,1,1,1,1,1,0,0,0,1,1,0,0,0,0,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+4394,14283.46429,850.6428571,613.7857143,1056.678571,15512.82143,736.6785714,846.6785714,1475.035714,7462.964286,515.9285714,1548.75,1734.964286,8874.607143,1230.642857,1315.0,4264.642857,3657.071429,1229.0,308.0714286,2300.035714,8150.0,406.9642857,228.7142857,1006.285714,8811.214286,888.9642857,124.2857143,1370.642857,6483.928571,1884.75,634.8214286,2782.035714,6417.285714,899.6428571,268.4642857,2184.25,4125.607143,1414.785714,434.25,1279.142857,2968.678571,617.0714286,159.25,4407.321429,2486.785714,1357.821429,1618.821429,3153.892857,358.4642857,923.6071429,28,7.235299911,5.238926758,0.68971733,0.875,0.666666667,-0.524605349,1,0,1,1,0,0,0,0,0,1,0,0,1,0,0,1,0,0,0,0,1,0,1,0,Helper T Cell,T Cells
+4395,27434.57843,928.3235294,696.1568627,1113.5,24037.57843,728.7352941,851.9411765,1617.333333,13715.93137,588.7843137,1347.509804,1793.019608,16112.32353,1306.294118,3567.745098,2352.411765,5938.921569,1365.401961,332.6176471,2756.245098,13015.95098,432.8235294,284.6568627,595.7058824,16171.67647,556.0588235,142.4803922,1121.509804,12378.60784,1828.147059,421.1470588,2792.901961,10866.64706,765.0980392,295.6078431,1173.117647,7301.539216,1133.411765,432.9411765,1337.705882,5308.872549,657.4019608,166.3529412,2436.303922,4833.264706,1382.872549,1491.245098,3318.117647,542.7647059,924.9607843,102,14.19925884,9.446445633,0.746596287,0.918918919,0.713286713,-1.19815156,1,0,1,1,0,0,1,0,0,1,0,0,1,0,0,1,0,0,0,0,1,0,1,0,Helper T Cell,T Cells
+4396,24130.45238,807.3809524,658.9166667,1078.130952,14957.46429,574.3452381,555.5238095,1496.571429,7631.869048,465.7619048,570.5952381,1723.345238,10208.94048,1085.72619,3968.619048,1922.857143,3858.154762,1116.321429,260.5119048,2351.357143,7978.416667,374.9880952,865.7261905,682.1547619,10056.38095,438.1071429,119.2380952,965.547619,7663.238095,1813.77381,789.1904762,2796.345238,6525.964286,582.4880952,244.6785714,903.3452381,4180.0,1010.833333,370.6309524,1379.345238,2494.607143,741.9761905,148.8333333,5011.619048,2612.095238,1124.107143,489.8452381,3134.166667,894.25,925.2142857,84,10.88060302,10.18269649,0.352378067,0.954545455,0.694214876,-1.070093736,0,0,0,0,0,0,0,0,1,0,0,0,0,1,0,0,0,1,0,0,1,0,0,0,Dendritic Cell,Other Cells
+4397,38264.54167,923.8916667,570.7666667,1120.341667,30807.99167,720.2666667,779.8083333,1753.516667,15725.275,541.3916667,2472.933333,1827.883333,19715.9,1251.333333,5916.808333,4003.65,7299.25,1306.75,315.0583333,2525.433333,15963.19167,404.8333333,1447.466667,2181.283333,19579.56667,436.5083333,893.925,3116.158333,15129.06667,2186.525,425.3916667,2826.983333,13636.55,626.9166667,305.2583333,1247.1,7330.066667,1204.241667,428.9083333,1345.891667,4982.483333,1034.6,168.675,3299.091667,4698.691667,1291.908333,664.925,3268.675,315.8583333,926.675,120,13.70359317,11.34021265,0.561413088,0.975609756,0.615384615,1.156838839,1,0,1,1,0,0,0,0,1,0,1,0,1,0,0,1,0,1,1,0,1,0,1,0,Regulatory T Cell,T Cells
+4398,34790.95833,977.0555556,831.1388889,1162.25,29869.29167,784.8611111,763.3472222,1772.569444,16670.625,767.6805556,499.25,1743.152778,20717.68056,1405.361111,1536.472222,1270.611111,7629.027778,1524.736111,392.0555556,2337.152778,16196.30556,494.5694444,404.3055556,463.2361111,20564.625,472.875,141.4861111,1332.888889,16073.52778,1584.430556,486.8888889,2814.236111,13977.05556,913.5972222,329.0833333,1759.680556,9461.791667,867.0555556,486.7777778,1385.25,6645.652778,712.0138889,179.6527778,1663.805556,6270.083333,1486.277778,338.7361111,3278.097222,476.8611111,925.5555556,72,12.026041,7.910238219,0.75322834,0.923076923,0.553846154,-1.060136471,1,1,0,0,1,0,0,0,1,0,0,0,0,0,0,0,1,1,0,0,0,1,0,0,Macrophage,Other Cells
+4399,27932.01149,882.1494253,589.045977,1104.218391,25043.86207,732.2988506,987.9885057,1619.632184,14438.33333,596.2758621,1675.068966,1767.45977,17693.05747,1298.908046,1940.931034,3037.942529,6353.229885,1372.563218,306.0344828,2337.954023,14170.13793,448.7011494,866.1034483,1570.965517,17053.71264,1399.298851,128.4712644,1221.241379,14028.52874,1494.402299,516.8965517,2826.551724,12386.49425,912.8275862,303.0,1574.551724,8364.655172,1349.0,452.4942529,1383.471264,5785.298851,786.8275862,168.4022989,3282.781609,5358.333333,1398.034483,401.6896552,3263.954023,518.1724138,927.7241379,87,11.70256847,10.04932102,0.51243199,0.956043956,0.608391608,0.130017208,1,0,1,1,0,0,0,0,1,1,0,0,0,0,0,1,0,1,1,0,1,0,0,0,Cytotoxic T Cell,T Cells
+4400,25173.568,994.224,510.312,1060.336,20358.512,716.448,598.384,1489.944,12197.088,571.52,758.92,1733.048,14171.936,1299.808,1561.392,2005.048,5421.952,1267.488,286.768,2333.288,11235.192,400.472,107.56,845.104,13766.552,470.688,129.632,1574.216,10717.176,1662.944,469.048,2820.008,9422.616,1781.4,270.608,1365.024,6524.664,974.528,416.104,1308.648,4798.944,589.952,155.168,1520.448,4219.384,1339.864,2757.096,3302.8,585.696,929.848,125,16.06967737,10.9052808,0.734485158,0.868055556,0.534188034,-0.110960924,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,Unknown,Other Cells
+4401,30958.68182,940.6590909,720.3181818,1097.568182,26342.46591,733.8068182,1011.647727,1617.375,15888.19318,576.4772727,1589.102273,1794.375,19081.11364,1309.022727,2679.613636,2700.784091,7124.647727,1276.488636,301.8068182,2330.170455,14487.76136,395.7840909,102.8863636,1059.034091,18116.80682,682.0340909,122.6363636,1024.261364,14190.26136,1976.727273,437.625,2809.772727,12441.14773,785.5681818,268.0,1295.511364,8671.0,1993.852273,412.6590909,1327.568182,6143.477273,601.5795455,158.3863636,1454.056818,5590.840909,1384.102273,1365.727273,3318.829545,678.2159091,926.4886364,88,11.16641357,10.04623862,0.436542676,0.977777778,0.727272727,1.045273198,1,0,1,1,0,0,0,0,0,1,0,0,1,0,0,1,0,0,0,0,0,0,1,0,Helper T Cell,T Cells
+4402,36037.35,856.4,477.325,1103.7625,31969.7125,743.675,751.0875,1648.0375,18056.6375,546.9,712.65,1725.6625,21797.4125,1294.85,1824.025,3459.375,7990.425,1324.025,318.9875,2443.475,16870.2,582.4625,176.8625,734.475,21019.7875,596.7125,129.35,1755.6875,16458.1625,1493.6,449.6,2787.0875,14164.325,855.6625,275.975,1360.3125,9479.3,953.15,421.8,1296.7625,6268.875,629.775,164.9,2661.4125,5963.5625,1392.9125,966.475,3222.3625,756.0375,926.55,80,11.76188609,8.842823959,0.659368133,0.963855422,0.683760684,-0.200341912,1,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Unknown,Other Cells
+4403,40230.01515,934.6060606,505.6818182,1097.0,34971.90909,737.1969697,982.530303,1684.69697,19089.0303,555.6666667,1297.121212,1836.833333,23928.39394,1288.409091,4071.424242,2292.227273,8584.863636,1278.227273,318.4393939,2517.909091,18187.22727,11142.75758,334.0,793.8030303,22950.95455,914.1666667,123.6818182,2010.484848,17520.45455,2024.651515,487.3181818,2819.484848,15058.69697,658.0909091,277.1818182,1044.621212,9722.166667,1207.484848,410.7424242,1317.818182,5925.151515,689.7727273,156.7272727,3081.060606,5895.287879,1305.106061,233.5909091,3350.030303,839.7727273,925.4242424,66,11.51006834,7.421920344,0.764334602,0.970588235,0.6,-0.933958516,1,0,1,1,0,0,0,1,1,1,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
+4404,17418.14407,814.3644068,613.9152542,1060.025424,16237.94915,654.9661017,610.4322034,1493.550847,8349.991525,526.1525424,791.2881356,1754.135593,10181.77119,1207.152542,2797.186441,1881.686441,3880.677966,1239.711864,302.2627119,2312.338983,8808.474576,431.0,1085.288136,751.279661,10559.08475,580.6525424,126.2118644,1169.525424,8123.661017,1677.398305,993.4067797,2805.652542,7589.889831,639.5423729,271.059322,1399.652542,4593.898305,1164.610169,413.6694915,1325.694915,3217.652542,801.559322,165.4152542,3179.177966,2909.855932,1310.245763,1868.118644,3187.042373,333.940678,929.0677966,118,13.18725211,11.61823925,0.473078118,0.975206612,0.648351648,-0.157724206,1,0,1,0,0,0,0,0,1,1,0,0,0,1,0,1,0,0,1,0,1,0,1,0,Cytotoxic T Cell,T Cells
+4405,31760.69466,877.9083969,489.0229008,1067.580153,28294.15267,692.0687023,590.4503817,1587.068702,16417.9542,556.4351145,686.4732824,1723.099237,20233.38168,1259.625954,2531.366412,2947.282443,7453.381679,1286.78626,289.3664122,2299.022901,14971.9084,377.6717557,182.6183206,691.0229008,19159.71756,673.5114504,119.5496183,2363.068702,14775.25191,1384.053435,480.8625954,2782.038168,12858.05344,657.9389313,273.7099237,1609.091603,8946.007634,954.5496183,395.3358779,1283.839695,6298.969466,620.9389313,157.8549618,2937.175573,5736.687023,1327.610687,476.1679389,3228.320611,692.3969466,928.9236641,131,21.64282704,8.162266399,0.92615832,0.891156463,0.467857143,1.073096651,1,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Unknown,Other Cells
+4406,30871.925,1003.875,526.975,1078.5125,27767.7375,781.7,541.3625,1544.225,15842.975,690.2375,1165.4625,1765.3125,18297.4625,1397.775,1410.9625,1780.375,6370.8625,1568.6,330.775,2289.15,14687.9375,415.85,448.0,1343.475,17881.05,515.5,131.3375,926.375,14275.8875,1642.4,428.975,2826.65,12809.4875,924.7125,298.8,1291.125,8647.8125,1468.2,458.7625,1359.6625,5845.425,709.1375,179.4625,2705.6875,5393.15,1488.925,4024.275,3191.9625,430.775,928.725,80,11.72017905,9.06738127,0.633606447,0.930232558,0.559440559,-1.46871998,1,1,1,0,1,0,0,0,1,0,0,0,0,0,0,1,0,1,0,0,1,1,1,0,T Cell,T Cells
+4407,23917.75182,966.1970803,707.4087591,1146.839416,21244.31387,759.6423358,624.9270073,1651.153285,12157.0219,609.4963504,473.9854015,1750.29927,14804.19708,1397.576642,1243.715328,1377.992701,5386.182482,1459.437956,340.4671533,2337.233577,12078.9562,455.1751825,316.0364964,467.1167883,15061.72263,476.4014599,131.0437956,1149.868613,11898.86131,1531.817518,427.6788321,2846.29927,10846.67883,673.4963504,302.9416058,1864.671533,7092.386861,893.649635,461.0072993,1324.627737,5003.781022,684.5839416,176.7810219,1043.978102,4796.890511,1497.737226,633.4306569,3237.956204,452.2262774,929.6569343,137,14.41545317,12.55424907,0.491481049,0.901315789,0.698979592,-0.435393614,1,0,0,0,1,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,Macrophage,Other Cells
+4408,33992.56303,848.2521008,479.6554622,1071.02521,30113.7479,686.1008403,745.3445378,1509.151261,17313.13445,552.7815126,1477.840336,1735.487395,21217.36134,1309.714286,2589.159664,2880.487395,7869.773109,1356.773109,298.3109244,2315.915966,16307.60504,388.302521,383.1176471,1535.193277,20654.79832,460.6134454,293.1848739,1038.042017,16179.4958,1959.218487,463.3277311,2794.705882,14008.73109,769.2352941,280.8823529,1216.394958,9546.773109,1200.806723,413.1008403,1283.109244,6493.731092,683.6470588,161.6386555,1384.857143,6223.243697,1370.697479,982.7731092,3252.0,744.9663866,928.0420168,119,15.56469087,10.70835486,0.725719972,0.85,0.636363636,1.449294958,1,0,1,1,0,0,0,0,1,0,1,0,1,0,0,1,0,0,0,0,0,0,1,0,Regulatory T Cell,T Cells
+4409,19340.70423,1131.323944,643.3098592,1067.295775,18274.56338,767.971831,791.7887324,1500.535211,8733.422535,579.7887324,1186.352113,1749.985915,11635.74648,1225.0,3666.15493,2844.915493,4347.225352,1179.070423,264.1267606,2279.0,8125.633803,1553.830986,145.7605634,750.5070423,10634.73239,424.5774648,258.1830986,3050.267606,7645.492958,1691.887324,484.2676056,2765.380282,6605.070423,1153.929577,230.6478873,1169.478873,4418.014085,984.6619718,366.8309859,1278.126761,3041.647887,567.5070423,148.6478873,2920.309859,2763.450704,1094.239437,159.3380282,3386.633803,814.4225352,927.8169014,71,11.74473167,8.904381998,0.652068938,0.806818182,0.537878788,0.170390765,1,0,1,1,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,1,T Cell,T Cells
+4410,41450.22034,911.2033898,558.4067797,1093.881356,37160.05085,775.6779661,804.8135593,1703.779661,20582.64407,557.3728814,1107.169492,1801.728814,26235.23729,1296.915254,3221.525424,3686.389831,9545.830508,1342.559322,317.779661,2335.40678,20096.0,2204.59322,116.4067797,1046.79661,25698.88136,502.7627119,254.1694915,2595.338983,19574.11864,2102.322034,607.1694915,2806.525424,16912.37288,1307.0,295.4067797,1169.050847,11075.66102,1359.711864,439.5084746,1333.79661,6951.525424,615.2711864,161.9661017,1925.728814,6848.084746,1356.033898,189.7966102,3293.847458,825.1186441,926.6440678,59,11.15056448,6.853612733,0.788805671,0.921875,0.670454545,1.537500389,1,0,1,1,0,0,0,1,0,0,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+4411,31848.0303,814.9090909,541.0050505,1089.106061,18995.5303,564.4494949,695.3787879,1480.510101,8856.782828,566.9090909,1892.474747,1784.363636,12304.5202,1052.989899,5881.893939,3032.671717,4731.161616,1092.373737,251.0656566,2397.368687,9404.055556,333.9292929,546.3131313,1325.323232,11720.0303,574.7272727,150.7373737,1307.924242,8886.636364,2555.328283,536.6515152,2845.424242,7328.111111,628.1868687,225.2575758,825.8535354,4346.0,1407.454545,342.5858586,1314.944444,2424.358586,663.3383838,143.8333333,1922.363636,2477.525253,1027.20202,261.8838384,3072.454545,918.6161616,932.2323232,198,19.174781,13.5503479,0.707537802,0.942857143,0.613003096,0.585043309,0,0,1,1,0,0,0,0,1,1,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
+4412,36485.17647,843.4248366,582.9509804,1107.065359,19544.32026,551.3398693,517.3006536,1473.330065,8992.591503,435.3986928,1146.77451,1700.254902,12568.19608,1013.614379,3531.702614,1873.70915,4810.392157,1039.607843,245.2320261,2286.545752,9645.79085,328.6928105,240.6764706,1774.392157,11948.25817,381.130719,107.620915,1321.19281,9025.058824,1721.794118,544.8986928,2827.630719,7334.960784,630.8398693,222.6405229,772.9869281,4165.228758,1196.179739,344.869281,1282.643791,2259.405229,645.2385621,137.3954248,1385.303922,2362.594771,998.8660131,276.5947712,3099.607843,937.9901961,933.8627451,306,22.40721099,18.11057757,0.58884259,0.924471299,0.607142857,1.243864679,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,T Cell,T Cells
+4413,28442.95714,931.8714286,577.0714286,1094.471429,25526.82857,730.7,611.8428571,1518.7,14103.17143,576.3857143,858.5714286,1702.757143,17349.45714,1385.971429,1963.885714,2202.214286,6148.285714,1355.085714,346.0285714,2335.0,14715.42857,434.9428571,493.6142857,669.8285714,18160.45714,954.0857143,131.6142857,1415.2,14199.77143,1578.571429,471.3142857,2821.571429,12997.68571,711.5285714,312.0857143,1461.071429,7990.671429,1064.214286,474.5714286,1321.914286,5496.528571,737.6285714,187.1428571,3434.014286,5163.442857,1519.114286,5341.014286,3165.542857,346.5428571,930.1428571,70,10.31802141,9.297293083,0.433666921,0.864197531,0.53030303,-0.192251967,1,0,1,1,0,0,0,0,1,1,0,0,0,0,0,0,1,0,0,1,1,1,1,0,Cytotoxic T Cell,T Cells
+4414,27418.83333,997.9901961,512.245098,1089.705882,24925.14706,752.1960784,567.9411765,1518.323529,13481.02941,603.8627451,406.6862745,1705.078431,16690.65686,1392.078431,1248.441176,2286.470588,6162.27451,1334.098039,325.4411765,2284.843137,13788.64706,429.7156863,195.4215686,444.7843137,17060.02941,455.7647059,129.6862745,1649.392157,13076.31373,1461.607843,633.3921569,2825.009804,12236.44118,649.2647059,305.1078431,1800.607843,7643.127451,841.0196078,449.4803922,1316.313725,5341.519608,640.8235294,174.7647059,2357.166667,4973.931373,1531.568627,11002.7451,3203.27451,376.9509804,930.1078431,102,12.87032378,10.22553711,0.607257558,0.944444444,0.708333333,-0.861370627,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,0,Granulocyte,Other Cells
+4415,22930.40476,928.5119048,991.6904762,1163.208333,20813.52976,722.827381,811.8690476,1693.714286,11851.57738,559.2857143,506.7440476,1795.220238,14111.77976,1292.488095,1007.755952,1489.738095,5191.708333,1389.392857,315.3511905,2403.392857,11607.52976,454.1011905,183.7916667,454.375,13945.1369,483.0535714,127.3511905,1097.964286,11224.34524,1439.339286,481.4583333,2830.666667,10113.41071,788.1964286,294.5178571,2097.827381,6737.261905,915.6904762,447.7142857,1432.64881,4701.839286,625.1309524,167.0059524,1312.559524,4394.708333,1408.017857,928.0357143,3322.904762,464.625,932.7202381,168,16.32501953,13.60990687,0.55224185,0.943820225,0.65625,-0.869888575,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,1,0,Unknown,Other Cells
+4416,35220.43629,919.5019305,562.7027027,1089.467181,31033.22008,714.3243243,876.5212355,1611.169884,18164.46332,563.3745174,1262.687259,1805.861004,21296.27027,1285.702703,3210.756757,4244.007722,7836.625483,1285.814672,291.5366795,2402.362934,16287.78764,413.7915058,102.6872587,1088.65251,20664.22394,644.5096525,153.03861,2617.312741,15656.98456,1886.525097,604.4015444,2788.34749,13500.19691,605.4864865,274.2664093,1643.355212,9162.772201,1422.633205,410.8918919,1298.274131,6711.455598,609.7606178,153.7606178,3042.328185,5964.679537,1337.648649,205.1930502,3314.181467,622.3745174,932.6911197,259,23.02709043,14.5450222,0.775255082,0.931654676,0.674479167,-1.513869581,1,0,1,1,0,0,0,0,0,1,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
+4417,28289.97115,998.6538462,565.8461538,1068.548077,22939.77885,738.4134615,1114.846154,1511.817308,12966.13462,547.4038462,1856.855769,1746.596154,15142.63462,1222.269231,3633.067308,4453.673077,5758.951923,1221.711538,276.8076923,2335.182692,11650.54808,378.5480769,111.0865385,968.8076923,14358.125,800.5673077,113.5384615,1807.326923,11109.44231,1541.211538,484.4230769,2777.442308,9676.471154,573.3076923,258.75,1336.769231,6692.788462,1408.259615,378.6057692,1317.086538,4866.259615,584.4519231,152.0384615,1984.326923,4377.961538,1248.240385,428.375,3402.028846,655.1057692,929.6730769,104,13.46195714,10.42750261,0.632463225,0.912280702,0.619047619,1.409711325,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,0,1,Cytotoxic T Cell,T Cells
+4418,32763.16484,964.8351648,584.0989011,1116.538462,29478.87912,759.1208791,639.967033,1656.263736,16592.58242,583.7032967,453.7912088,1729.054945,19726.56044,1381.274725,780.2417582,910.4285714,7240.56044,1431.318681,338.032967,2306.142857,15771.58242,1102.714286,141.978022,459.5494505,19242.71429,510.2527473,132.5824176,901.3406593,15277.41758,1494.285714,489.3186813,2823.571429,13733.56044,958.6373626,309.1428571,1704.351648,8936.615385,1020.912088,458.0659341,1329.857143,6097.175824,629.1208791,169.4175824,2092.901099,5414.263736,1454.417582,3038.10989,3263.417582,395.9230769,929.6373626,91,15.92692195,7.533244554,0.881068815,0.968085106,0.7109375,-1.303258764,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Proliferating Cell,Other Cells
+4419,32383.42308,996.7615385,514.4461538,1054.653846,28245.76154,773.1384615,864.9769231,1542.269231,16478.38462,608.4307692,1691.192308,1859.115385,19290.09231,1331.330769,2807.153846,3040.546154,7051.092308,1321.2,313.3538462,2359.146154,15010.26923,409.9769231,104.4,1978.584615,18729.71538,465.8923077,168.1384615,966.0384615,14279.26923,2450.223077,431.8923077,2791.823077,12539.73077,644.9923077,283.8615385,1090.507692,8378.8,1467.869231,428.5769231,1313.115385,6035.546154,597.0692308,163.5153846,1239.930769,5377.407692,1312.669231,357.5153846,3446.346154,574.1307692,932.0846154,130,15.67481471,10.72472426,0.729293467,0.955882353,0.619047619,0.66107616,1,0,1,1,0,0,0,0,0,0,1,0,1,0,0,1,0,0,0,0,0,0,0,1,Regulatory T Cell,T Cells
+4420,22842.08871,952.8790323,653.7258065,1120.524194,20285.31452,746.1129032,545.5806452,1644.870968,11276.6371,993.7016129,731.733871,1768.072581,13925.6371,1437.354839,2830.096774,2222.717742,5135.290323,1390.879032,406.1290323,2332.008065,10311.66129,410.4032258,530.8467742,1121.08871,13478.98387,550.0564516,135.0806452,1128.41129,10314.70161,2148.556452,455.766129,2804.806452,9135.774194,1102.33871,278.4274194,1161.25,6275.467742,1357.282258,430.5,1365.782258,4369.209677,739.5645161,168.266129,2556.846774,4132.854839,1461.903226,1118.975806,3199.540323,720.9596774,931.7580645,124,13.09285398,12.49006535,0.299932309,0.939393939,0.794871795,1.010733725,1,1,0,1,0,1,0,0,1,1,0,0,1,0,0,1,0,1,0,0,1,1,1,0,Macrophage,Other Cells
+4421,34785.56863,870.4117647,561.4705882,1095.088235,30688.38235,714.2843137,870.3235294,1627.882353,17133.57843,546.9607843,1347.196078,1780.254902,21899.43137,1272.529412,3998.45098,5100.813725,8365.686275,1316.166667,316.1470588,2531.745098,16639.07843,545.3333333,457.6176471,1020.784314,21428.88235,1732.745098,148.1862745,2581.45098,16694.0098,1601.313725,741.3921569,2801.480392,14509.39216,626.1764706,290.6862745,1406.656863,9507.382353,1639.647059,405.4901961,1332.568627,6184.245098,695.7647059,166.6470588,5392.862745,5861.803922,1337.215686,284.9313725,3284.911765,805.5294118,930.9019608,102,12.48581645,10.60223316,0.528164361,0.944444444,0.713286713,-1.417995326,1,0,1,1,0,0,0,0,1,1,0,0,0,1,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+4422,37006.34513,901.6283186,534.420354,1089.960177,32611.9469,691.2256637,621.9115044,1652.823009,17471.65487,532.9911504,1065.088496,1783.415929,22610.82743,1254.743363,3483.473451,3781.792035,8097.836283,1314.486726,300.7743363,2418.477876,16976.31858,696.1238938,215.6946903,848.4778761,21382.55752,477.6283186,162.3185841,2955.982301,16489.96903,1893.836283,551.0353982,2807.929204,14179.03097,623.3495575,280.6061947,1308.893805,9015.513274,1230.579646,410.7035398,1305.792035,5711.300885,639.7389381,158.7566372,3347.734513,5585.469027,1307.061947,858.9247788,3272.769912,830.3362832,939.0707965,226,26.45231709,12.07555268,0.889722056,0.821818182,0.620879121,-0.196672967,1,0,1,1,0,0,0,0,0,0,1,0,1,0,0,1,0,0,0,0,1,0,1,0,Regulatory T Cell,T Cells
+4423,31162.68338,1036.598945,531.9973615,1071.509235,23945.12929,624.7308707,541.2137203,1495.46438,12409.63852,492.1002639,1209.728232,1736.783641,16175.33773,1139.920844,4906.6781,2648.823219,6053.377309,1215.134565,272.6754617,2415.881266,12339.58575,502.8548813,128.3667546,958.2823219,15589.84169,435.525066,286.8496042,2188.562005,11897.43799,2124.683377,425.2084433,2792.870712,10184.92084,561.1503958,251.4010554,974.5145119,6529.55409,1119.287599,374.4722955,1280.751979,4076.369393,582.3166227,150.5329815,2237.506596,3968.585752,1175.274406,587.8575198,3227.915567,845.3139842,939.591029,379,25.82117327,19.435851,0.65835242,0.885514019,0.633779264,-0.57261406,1,0,1,1,0,0,0,0,0,0,1,0,1,0,0,0,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+4424,39084.36364,959.1818182,529.6363636,1115.981818,32659.0,737.2909091,704.7818182,1702.309091,17592.49091,577.2727273,2103.472727,1766.836364,22248.32727,1309.454545,4401.818182,3688.381818,7557.945455,1290.163636,323.5636364,2803.690909,16600.23636,412.0909091,205.5454545,1192.163636,20995.90909,503.2181818,127.1090909,1630.8,15851.30909,2510.690909,435.6545455,2817.127273,13497.90909,593.4545455,270.6363636,1013.072727,8619.0,2039.690909,411.7636364,1318.8,5186.527273,629.2545455,155.2363636,2004.345455,5169.618182,1242.745455,219.0727273,3404.381818,860.5090909,930.3272727,55,10.75189208,7.000646263,0.758984829,0.859375,0.55,-0.582503821,1,0,1,1,0,0,1,0,0,0,0,0,1,0,0,1,0,0,0,0,1,0,0,1,Helper T Cell,T Cells
+4425,22154.29358,892.853211,461.266055,1061.513761,20785.68807,705.2568807,584.0183486,1455.366972,10516.53211,567.559633,919.0917431,1725.651376,12996.17431,1320.697248,1518.477064,1908.495413,4954.486239,1304.605505,315.9174312,2378.431193,10784.10092,393.8715596,597.8256881,517.8073394,12956.91743,489.4311927,124.3944954,966.4770642,9826.036697,1649.908257,488.8807339,2824.587156,9201.229358,860.2385321,286.3119266,1345.12844,5693.972477,1262.954128,420.1743119,1352.642202,3872.550459,702.2385321,178.8899083,2211.53211,3563.733945,1451.990826,10224.34862,3144.706422,357.8990826,931.733945,109,14.32841928,10.52419524,0.678610856,0.819548872,0.605555556,-1.505516418,1,0,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,1,0,0,1,0,1,0,T Cell,T Cells
+4426,17982.21687,962.9277108,929.1927711,1137.927711,17165.46988,744.6746988,765.060241,1680.746988,9488.638554,706.9277108,532.1445783,1803.903614,11362.38554,1346.216867,2105.120482,1313.084337,4389.518072,1475.072289,353.1204819,2391.879518,9769.662651,1846.349398,1148.614458,468.9638554,11727.15663,487.060241,134.8433735,1136.349398,8915.759036,1640.759036,445.6144578,2822.783133,8096.975904,1726.096386,307.0361446,1721.843373,5653.46988,848.9638554,473.4698795,1447.192771,4066.53012,881.5662651,178.8554217,3865.204819,3693.385542,1457.361446,398.8433735,3282.963855,478.5180723,933.5301205,83,13.88971249,8.150437988,0.80973427,0.892473118,0.628787879,-0.80677668,1,1,0,0,1,0,0,1,1,0,0,0,0,0,0,0,1,1,1,0,1,0,0,0,Macrophage,Other Cells
+4427,32443.59829,1132.435897,767.1196581,1180.931624,28961.76923,899.7521368,617.0769231,1826.726496,16804.62393,772.0598291,463.5811966,1752.205128,20826.92308,1666.957265,1086.153846,1148.042735,7252.102564,1650.401709,406.3418803,2353.068376,17888.23932,2825.333333,778.8888889,473.6324786,21018.57265,555.1794872,150.8547009,1333.521368,16542.65812,1775.222222,445.3162393,2823.196581,14511.46154,4022.08547,364.6666667,1544.136752,9869.376068,1008.068376,525.7948718,1408.094017,6982.418803,852.1623932,201.982906,3084.282051,6548.0,1704.692308,399.1282051,3415.136752,488.7521368,932.8974359,117,13.66157183,11.19088051,0.573578943,0.959016393,0.75,-0.287185318,1,1,0,0,1,1,0,1,1,1,0,0,0,0,0,0,1,1,1,1,1,1,0,1,NK Cell,Other Cells
+4428,32906.80226,963.7740113,692.519774,1101.090395,28688.57062,709.7457627,1078.19209,1651.242938,16717.63277,564.8813559,2253.785311,1791.011299,19812.75141,1275.022599,3264.141243,3928.050847,7270.033898,1262.20339,290.079096,2409.99435,15155.53672,415.1129944,185.2316384,1254.525424,18975.77966,1378.711864,136.1299435,1361.124294,14675.9209,1880.033898,459.5141243,2790.531073,12667.40678,649.8248588,273.1864407,1297.039548,8749.384181,1508.80791,401.3728814,1318.254237,6174.847458,614.6214689,157.0056497,2252.169492,5629.39548,1343.779661,1414.355932,3330.548023,664.7627119,935.2485876,177,20.87654637,11.03758177,0.848804233,0.917098446,0.578431373,-0.842373994,1,0,1,1,0,0,0,0,0,1,0,0,1,0,0,1,0,0,0,0,1,0,1,0,Helper T Cell,T Cells
+4429,33953.72165,886.0618557,550.9587629,1105.701031,29892.87629,716.1752577,730.5051546,1640.793814,17352.5567,1003.71134,1404.298969,1792.505155,21169.06186,1431.309278,3005.835052,3160.123711,7820.680412,1404.092784,330.2989691,2450.773196,16339.1134,388.4226804,419.8350515,1887.597938,20602.20619,586.6494845,335.0721649,2045.340206,16316.0,2193.061856,445.8453608,2821.824742,14300.46392,837.1649485,284.2989691,1391.505155,9625.762887,1364.474227,408.9896907,1335.061856,6678.103093,737.0721649,163.6701031,3674.195876,6127.371134,1369.216495,384.0206186,3297.020619,731.9896907,933.0515464,97,11.69680406,11.43183946,0.211641971,0.91509434,0.678321678,0.137701442,1,1,1,1,0,0,0,0,1,1,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+4430,25236.53659,923.1341463,505.8536585,1084.146341,22477.62195,676.1097561,521.6707317,1621.878049,11475.2561,544.0,657.8658537,1764.487805,15192.92683,1195.073171,4110.243902,2339.487805,5547.792683,1218.658537,358.0853659,2328.792683,11552.28049,453.7195122,187.6829268,641.6219512,15135.60976,530.1829268,124.1341463,2120.743902,10949.58537,1957.243902,442.7560976,2790.341463,9209.512195,620.5853659,252.0853659,1079.609756,6047.621951,1312.353659,391.8658537,1313.195122,3634.890244,612.4268293,156.5853659,1561.280488,3673.060976,1181.621951,191.3170732,3372.621951,868.1585366,932.597561,82,11.53780219,9.62125726,0.551930752,0.88172043,0.683333333,-0.110448269,1,0,0,1,0,0,0,0,0,1,0,0,1,0,0,1,0,0,0,0,0,0,0,1,NK Cell,Other Cells
+4431,38406.45274,1094.522388,653.1492537,1154.80597,28522.11443,665.1293532,622.3283582,1710.477612,13180.72139,528.6865672,1474.905473,1777.875622,17308.29851,1214.044776,5856.154229,3713.179104,6566.562189,1273.507463,302.7711443,2452.447761,13601.0796,348.0,830.0547264,1527.273632,16337.51244,841.4079602,124.2487562,3350.169154,12636.0,1726.512438,335.119403,2813.81592,11023.10448,566.2587065,276.2089552,1113.079602,5180.552239,1327.427861,398.6169154,1295.925373,3511.353234,798.0199005,157.9253731,2517.109453,3332.38806,1178.099502,259.800995,3224.308458,291.0298507,937.9104478,201,24.74481739,11.9371988,0.875944397,0.75,0.56302521,-0.325545928,1,0,1,1,0,0,0,0,1,1,0,0,0,0,0,1,0,0,1,0,1,0,0,0,Cytotoxic T Cell,T Cells
+4432,22503.67969,889.609375,905.109375,1166.804688,11518.89844,602.015625,727.0390625,1590.671875,4602.15625,458.2421875,727.0390625,1677.804688,7279.039063,1121.742188,2430.171875,1563.648438,2831.945313,1222.257813,268.1875,2338.554688,5809.601563,393.0859375,126.4609375,737.296875,7177.0,498.96875,130.3359375,1580.273438,5314.734375,1738.953125,346.8671875,2784.296875,4546.632813,851.8203125,234.1484375,906.9375,2387.296875,820.1875,359.1953125,1276.007813,1400.59375,533.953125,152.15625,1054.351563,1558.117188,1070.84375,685.0703125,3134.5,972.484375,935.1015625,128,14.13177327,11.78978536,0.551348528,0.984615385,0.703296703,0.705047907,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,Unknown,Other Cells
+4433,30391.08046,917.1494253,567.7471264,1096.425287,27772.13793,717.6551724,723.9885057,1628.551724,14268.08046,572.7471264,2154.908046,1799.643678,18306.48276,1320.137931,3852.183908,3621.632184,6602.816092,1331.321839,325.5172414,2302.908046,14647.50575,439.8965517,1235.344828,1372.057471,18201.09195,473.5517241,145.816092,1506.931034,13735.56322,2196.632184,578.4137931,2835.91954,12500.35632,643.6781609,291.6551724,1177.666667,6974.609195,1541.241379,425.7701149,1325.103448,4689.574713,892.6321839,171.6551724,3261.804598,4323.643678,1353.574713,1371.666667,3238.908046,323.6781609,934.4482759,87,11.00617675,10.55541825,0.283253914,0.956043956,0.659090909,-1.128339435,1,0,1,1,0,0,0,0,1,0,0,0,1,0,0,1,0,0,1,0,1,0,1,0,Helper T Cell,T Cells
+4434,22761.36296,963.6074074,871.4888889,1169.496296,20034.62963,750.8962963,829.9555556,1776.044444,11332.9037,608.6740741,546.8888889,1779.562963,14296.96296,1360.925926,1063.896296,1608.02963,5167.525926,1409.488889,324.4444444,2361.733333,11250.57778,482.5851852,533.9555556,513.9777778,14164.13333,513.6814815,132.8740741,1376.148148,10963.28148,1533.177778,419.8592593,2815.688889,9521.681481,874.6666667,305.5037037,1612.955556,6607.777778,1313.585185,460.6666667,1364.837037,4651.007407,700.6074074,170.7259259,1878.392593,4297.940741,1435.451852,269.5185185,3298.688889,501.0518519,936.1851852,135,16.06558775,10.72905323,0.744315416,0.971223022,0.692307692,-0.609500913,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,1,0,0,1,0,0,0,Dendritic Cell,Other Cells
+4435,27122.34375,989.79375,664.31875,1112.83125,23332.8875,781.7875,793.7,1692.54375,13689.94375,597.66875,1605.95625,1836.9,15773.375,1345.5125,3227.325,2919.7375,5720.08125,1353.59375,319.86875,2418.04375,12369.06875,475.075,117.1625,1410.69375,15073.41875,610.20625,527.21875,1136.9625,11640.3,1997.50625,415.88125,2833.4875,10133.725,759.4,295.39375,1183.3625,6688.675,1452.1125,441.075,1324.99375,4757.875,601.7875,168.28125,3287.9625,4207.20625,1338.46875,741.35,3345.4125,546.9125,934.69375,160,18.60961119,11.09771356,0.802729647,0.930232558,0.740740741,-1.461811503,1,0,1,1,0,0,0,0,0,1,1,0,1,0,0,1,0,0,0,0,1,0,1,0,Regulatory T Cell,T Cells
+4436,28875.74708,1061.501946,530.4980545,1066.11284,25120.65759,760.2178988,815.4513619,1535.540856,14768.59533,612.3891051,1316.863813,1743.439689,17430.26848,1335.824903,1864.568093,3329.85214,6015.789883,1264.066148,285.2996109,2362.929961,13053.96109,389.4708171,111.3657588,913.8287938,16756.01946,1395.392996,117.2568093,1481.774319,12879.87938,1568.319066,462.6848249,2791.832685,11368.0,637.1089494,273.6809339,1208.918288,7681.805447,1292.027237,405.8793774,1314.385214,5480.058366,583.4319066,151.463035,1687.747082,5034.719844,1295.035019,811.9883268,3351.264591,592.7315175,940.9455253,257,23.75493504,14.4581887,0.793446984,0.924460432,0.594907407,-0.498997528,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,Cytotoxic T Cell,T Cells
+4437,47539.19565,945.7173913,509.0,1104.108696,40860.43478,764.4130435,693.9782609,1693.978261,23252.13043,571.5869565,874.3043478,1703.782609,29332.43478,1349.630435,2987.195652,3176.043478,10505.1087,1354.369565,320.8913043,2372.521739,22501.06522,493.1956522,119.9782609,670.6304348,28908.5,553.7608696,148.5434783,3415.391304,22286.3913,1808.913043,518.1956522,2812.956522,19215.13043,712.0434783,310.3043478,1237.543478,12634.47826,1156.391304,452.0869565,1307.5,7699.0,625.5869565,169.7608696,1826.5,7523.217391,1409.130435,168.5217391,3269.108696,820.1521739,933.8043478,46,8.451682822,7.218573947,0.520110448,0.958333333,0.575,-0.047420203,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+4438,24595.33491,819.4716981,643.8867925,1083.537736,21981.61792,661.004717,682.5801887,1687.764151,11038.7217,564.0,1578.273585,1767.882075,14664.04717,1195.042453,5880.273585,4239.716981,5436.334906,1226.481132,293.6698113,2492.792453,11233.06604,2240.504717,384.4009434,803.6698113,14410.00472,952.3820755,131.0471698,4436.632075,10754.43868,1708.608491,596.4669811,2801.773585,9139.509434,658.759434,263.8207547,1306.136792,5789.853774,1586.683962,392.1556604,1329.915094,3429.896226,662.9056604,156.8773585,6542.679245,3524.509434,1214.212264,713.1226415,3285.45283,879.8396226,937.3254717,212,19.58138915,14.94298979,0.646254392,0.876033058,0.623529412,0.042971579,1,0,1,1,0,0,0,1,1,1,0,0,0,0,0,1,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells
+4439,21641.14815,736.1759259,573.4351852,1054.75,18588.69444,599.2222222,688.9351852,1507.351852,8911.305556,543.4722222,1969.935185,1775.740741,12176.17593,1081.953704,10979.61111,3295.425926,4539.111111,1146.638889,255.4444444,2440.0,9552.305556,341.0462963,865.0,1727.953704,12240.71296,709.1111111,112.7777778,970.8703704,9036.685185,2601.972222,640.8611111,2805.527778,7598.240741,573.287037,241.8148148,833.9259259,4720.888889,1232.722222,362.1944444,1336.861111,2738.222222,754.0277778,148.7592593,4122.027778,2810.861111,1093.564815,241.4907407,3142.925926,898.7685185,934.7685185,108,12.82927317,11.11183379,0.499816707,0.964285714,0.553846154,-1.40267304,0,0,1,1,0,0,0,0,1,1,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
+4440,34634.93304,1023.620536,719.2723214,1139.013393,26422.74554,638.9464286,770.4241071,1615.227679,11706.98661,514.09375,1038.888393,1736.732143,15656.72768,1156.34375,6971.754464,3054.933036,5973.361607,1190.674107,278.8526786,2391.553571,12617.74554,325.9285714,364.6160714,1019.830357,14996.29911,735.7857143,112.3526786,3826.205357,11211.38393,1584.991071,290.2544643,2803.705357,9660.790179,556.7946429,254.9375,984.1696429,4368.28125,1149.241071,382.25,1281.544643,3006.607143,642.3392857,151.3258929,2231.65625,2860.482143,1098.151786,198.0267857,3175.638393,277.8928571,938.5758929,224,22.01246531,13.11612308,0.803095894,0.953191489,0.65497076,-0.86466504,1,0,1,1,0,0,0,0,1,1,0,0,0,0,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+4441,41732.23377,925.4935065,542.6623377,1119.61039,36716.7013,764.4675325,781.1818182,1698.636364,22017.24675,602.974026,1918.922078,1843.25974,25502.41558,1370.714286,2456.402597,3492.883117,9173.415584,1425.272727,357.1428571,2335.051948,20195.93506,449.5454545,116.5064935,1326.441558,24983.88312,592.2987013,157.012987,1802.961039,19461.02597,2009.792208,472.1948052,2803.974026,17142.50649,642.4935065,309.4025974,1285.194805,11454.66234,1480.649351,465.3376623,1332.493506,8170.350649,636.3116883,184.5064935,2099.844156,7303.207792,1448.649351,228.7922078,3316.337662,562.9090909,934.4415584,77,11.62633953,8.895777517,0.643863936,0.905882353,0.641666667,-1.293921406,1,0,1,1,0,0,0,0,0,1,0,0,1,0,0,1,0,0,0,1,1,0,0,0,Helper T Cell,T Cells
+4442,34944.10448,953.8656716,526.5522388,1087.962687,29840.70896,731.0597015,955.7238806,1600.589552,17036.25373,587.619403,1824.835821,1986.141791,20775.96269,1260.649254,3125.149254,4048.246269,7485.671642,1258.410448,290.4328358,2303.940299,15234.08209,379.1044776,128.1641791,1475.686567,19943.17164,554.7910448,122.8283582,1514.708955,14871.37313,2198.171642,476.3507463,2798.30597,12833.26119,582.5671642,268.0447761,1194.925373,8738.835821,1557.067164,398.8507463,1304.276119,6155.447761,588.4253731,149.0447761,1584.074627,5649.104478,1287.283582,441.8358209,3293.828358,643.3059701,935.2910448,134,16.5599343,10.4434014,0.776073325,0.930555556,0.71657754,1.449557892,1,0,1,1,0,0,0,0,0,1,0,0,1,0,0,1,0,0,0,0,0,0,0,0,Helper T Cell,T Cells
+4443,31661.9505,1025.425743,513.9009901,1056.782178,28137.87129,755.8019802,683.4653465,1602.257426,16307.78218,588.3168317,867.6039604,1713.742574,19546.9802,1318.118812,3134.188119,2856.891089,6861.267327,1265.0,291.8118812,2298.960396,14649.62376,387.5247525,136.3465347,673.4059406,18316.60396,456.4752475,161.2475248,2399.326733,14433.82178,1664.069307,498.950495,2819.306931,12592.34653,694.3762376,263.970297,1385.346535,8592.376238,1009.009901,398.7128713,1303.29703,6041.128713,598.1881188,148.0,2256.079208,5445.039604,1302.49505,1149.831683,3335.633663,687.2475248,935.7821782,101,15.40475539,8.810637959,0.820293549,0.90990991,0.612121212,1.159402096,1,0,1,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,1,0,T Cell,T Cells
+4444,30400.07368,949.0210526,482.4526316,1082.663158,27089.31579,812.2736842,633.9894737,1605.168421,14366.74737,593.9368421,1108.789474,1759.515789,17690.46316,1382.557895,1498.789474,3639.010526,6233.084211,1356.094737,321.8,2365.094737,13663.37895,423.4,710.0315789,1191.726316,17044.11579,862.7578947,349.6631579,1433.494737,13249.08421,1628.410526,607.2,2809.494737,11870.52632,649.9473684,301.2421053,1958.0,7617.168421,1293.947368,449.5578947,1328.715789,5216.326316,789.5263158,174.7263158,3510.873684,4721.484211,1434.694737,2379.863158,3203.284211,410.5157895,937.0315789,95,12.66811399,9.622560993,0.650403288,0.95,0.730769231,-0.157778447,1,0,1,1,0,0,0,0,1,1,1,0,0,0,0,1,0,0,1,0,1,0,1,0,Cytotoxic T Cell,T Cells
+4445,28540.02162,921.6972973,740.0648649,1150.713514,25563.41081,746.3567568,828.0378378,1712.367568,14442.41081,586.6540541,587.1783784,1801.178378,17296.0,1365.091892,1190.702703,1635.778378,6377.92973,1411.989189,337.772973,2370.740541,13939.12432,464.6540541,291.6540541,517.2486486,17258.49189,541.4918919,131.0972973,1209.151351,13402.6,1518.691892,456.7513514,2807.891892,11947.97838,999.8486486,305.5783784,1480.097297,7853.897297,996.8162162,458.6108108,1343.859459,5534.378378,669.8918919,172.4810811,1451.210811,5170.416216,1436.854054,263.4432432,3275.881081,528.3891892,937.0378378,185,19.60892035,12.25607651,0.780604281,0.934343434,0.695488722,1.331720355,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,Unknown,Other Cells
+4446,36943.97143,1094.6,645.2428571,1118.021429,33420.64286,705.5642857,507.3928571,1732.6,15556.32857,550.1,1244.307143,1737.914286,20225.41429,1269.828571,4568.65,3439.692857,7573.321429,1333.371429,312.6071429,2399.928571,15774.32143,381.45,695.2857143,641.7928571,19583.17143,586.2357143,128.8571429,3376.7,14944.6,2059.778571,376.9428571,2812.692857,13204.0,604.5428571,284.7857143,1103.414286,6807.057143,1080.692857,412.5714286,1304.521429,4543.771429,724.35,163.3357143,1866.035714,4232.614286,1279.121429,517.4428571,3291.864286,301.4428571,939.9857143,140,15.63494366,11.44209763,0.681488827,0.992907801,0.729166667,-0.435745835,1,0,1,1,0,0,0,0,1,1,0,0,1,0,0,0,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
+4447,28495.08523,958.4488636,500.0113636,1072.136364,25822.23295,747.4318182,492.8579545,1503.113636,13717.67045,589.0454545,431.2386364,1691.596591,16802.23295,1350.869318,1173.636364,2560.477273,6336.659091,1329.551136,319.7102273,2299.801136,14106.01136,411.5965909,397.8181818,455.0227273,17290.23864,470.2272727,127.1875,1528.420455,13284.10795,1499.255682,690.5681818,2814.471591,12508.73864,672.1306818,299.0227273,1801.039773,7869.227273,904.5056818,443.1818182,1331.073864,5307.005682,666.6079545,176.7329545,2812.931818,4959.880682,1531.977273,11649.22727,3205.897727,375.1818182,941.3068182,176,24.61470183,10.3962171,0.906429087,0.811059908,0.421052632,-0.886784109,1,0,0,1,0,0,0,0,1,0,0,0,0,1,0,0,0,0,0,0,1,1,1,0,Dendritic Cell,Other Cells
+4448,23795.17808,998.1917808,600.1917808,1095.547945,23163.60274,787.1232877,601.4794521,1573.849315,11778.08219,604.0273973,608.1917808,1712.150685,14321.76712,1375.424658,955.1506849,1305.0,5530.849315,1470.90411,332.6849315,2342.821918,12126.0,473.0684932,143.3013699,701.3287671,15026.63014,509.3287671,206.3150685,1016.589041,11299.08219,1593.931507,413.4109589,2825.479452,10300.24658,691.4520548,301.9041096,1476.027397,6911.438356,974.1780822,474.3972603,1321.931507,4834.383562,616.4931507,177.1232877,2832.986301,4400.452055,1495.287671,1343.808219,3273.013699,401.6438356,937.1917808,73,11.43480745,9.263106043,0.586319697,0.811111111,0.663636364,0.078269686,1,0,0,0,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,1,1,1,0,Macrophage,Other Cells
+4449,28641.47321,928.4732143,541.9821429,1066.821429,26129.88393,701.1785714,775.7678571,1558.294643,14337.73214,545.125,1111.455357,1778.928571,17863.90179,1534.553571,3910.741071,4093.348214,6465.928571,1424.330357,291.7767857,2328.276786,13116.83036,689.7053571,596.375,1092.508929,16533.59821,851.0357143,119.6785714,1892.303571,12976.15179,1679.25,527.8482143,2800.633929,11241.625,931.1339286,265.6964286,1281.839286,7490.669643,1923.080357,400.5803571,1305.491071,5187.0,732.8839286,161.6160714,3146.267857,4799.473214,1293.401786,211.2410714,3286.5625,744.5178571,938.9375,112,13.77107598,10.64377114,0.634518426,0.888888889,0.662721893,0.394453253,1,0,1,1,0,0,0,0,1,1,0,0,0,0,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+4450,31743.38462,819.1384615,491.8923077,1091.353846,27866.09231,693.4153846,651.5846154,1605.615385,16375.04615,530.4615385,601.0769231,1750.753846,20211.66154,1475.646154,3812.2,3782.323077,7187.984615,1450.892308,302.8923077,2504.507692,15074.06154,384.0923077,737.2461538,804.2923077,18969.46154,520.7538462,118.9692308,2868.046154,15019.26154,1656.846154,553.8,2793.492308,13016.84615,602.2153846,273.4615385,1430.184615,8603.923077,983.2307692,398.4615385,1297.246154,5809.692308,810.9692308,159.9692308,3794.123077,5664.446154,1314.476923,227.8923077,3207.461538,754.3692308,937.6615385,65,10.99833896,7.722546446,0.712023431,0.970149254,0.656565657,1.019845528,1,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,1,0,0,0,Dendritic Cell,Other Cells
+4451,28063.80952,1136.626984,635.1031746,1075.690476,24992.09524,753.8730159,495.0,1559.595238,12591.24603,616.3730159,766.0079365,1725.142857,16431.1746,1317.126984,3478.246032,2698.619048,5966.515873,1295.626984,298.5555556,2395.142857,13130.5,375.2539683,688.4126984,686.7460317,16085.80159,520.3333333,120.0714286,2812.595238,12533.98413,1678.079365,418.7301587,2811.444444,11404.5873,578.3650794,282.3730159,1271.809524,6239.904762,933.2301587,417.5555556,1319.103175,4220.039683,744.3174603,162.9761905,3042.992063,3974.730159,1266.412698,1903.936508,3299.269841,313.5634921,940.7936508,126,14.80254259,11.15600346,0.657270744,0.954545455,0.605769231,-0.247951007,1,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Dendritic Cell,Other Cells
+4452,26602.32353,916.7941176,497.8014706,1085.375,23594.13971,718.8970588,658.6102941,1578.573529,12469.73529,572.9632353,1786.242647,1747.786765,15582.88235,1350.580882,1726.0,1916.213235,5926.602941,1326.617647,319.8970588,2348.080882,13448.08088,416.0588235,223.1176471,1000.419118,16204.06618,506.4558824,127.7205882,937.3235294,12731.15441,1546.242647,439.2573529,2834.169118,11826.04412,665.6323529,296.0073529,1450.933824,6953.683824,1418.875,447.125,1325.985294,4806.948529,656.2867647,179.6029412,2764.477941,4392.514706,1597.610294,18309.16176,3235.764706,343.9117647,941.5147059,136,18.6376807,9.751772443,0.852192208,0.877419355,0.566666667,0.587418069,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,1,1,1,0,T Cell,T Cells
+4453,34533.5,953.2826087,499.6521739,1104.195652,30201.69565,767.4130435,580.9347826,1638.347826,16619.36957,588.7391304,464.2391304,1682.043478,20395.41304,1383.282609,677.326087,1296.717391,7545.652174,1429.23913,343.7173913,2297.76087,16061.58696,446.7608696,136.6086957,478.5869565,19663.73913,503.826087,134.9347826,1069.217391,15703.86957,1514.5,462.826087,2840.5,14262.73913,713.1304348,328.6521739,1636.76087,9083.73913,885.1521739,475.1956522,1327.065217,6129.347826,625.0,174.8695652,1670.673913,5557.804348,1482.913043,2191.065217,3188.978261,392.8478261,937.2826087,46,9.485779162,6.475864257,0.730706384,0.93877551,0.575,1.133633817,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,1,1,0,Granulocyte,Other Cells
+4454,35836.42437,976.4789916,543.5378151,1102.836134,31913.63866,788.6806723,898.2394958,1638.571429,17384.20588,624.3613445,1520.189076,1766.235294,20523.9916,1388.928571,1853.827731,3313.848739,7650.306723,1415.252101,337.8445378,2500.315126,16425.76471,613.9957983,395.7857143,2317.172269,20646.86975,725.512605,138.6470588,1136.079832,15921.13445,1830.57563,507.3109244,2817.642857,14230.23529,747.8403361,308.5168067,1610.197479,9182.428571,2173.663866,457.6596639,1332.088235,6208.978992,764.907563,175.2394958,2802.844538,5751.554622,1464.617647,2581.340336,3288.647059,429.987395,941.0546218,238,18.86058538,17.00596454,0.43243138,0.878228782,0.62962963,-1.550743678,1,1,1,1,0,0,0,0,1,1,0,0,1,0,0,1,0,0,0,0,1,1,1,0,Helper T Cell,T Cells
+4455,28009.424,812.456,610.352,1071.768,18537.064,570.576,831.512,1474.208,9261.608,595.824,1668.872,1724.088,12603.488,1086.608,7851.344,4047.968,4813.632,1171.52,264.504,2793.096,9866.84,379.928,611.224,1958.656,12506.64,1873.912,112.72,2507.272,9609.064,2186.56,506.712,2774.064,8173.248,566.872,232.76,999.096,5020.512,1840.224,365.128,1314.208,2883.424,698.576,144.432,4781.032,3067.976,1096.976,363.864,3190.384,891.096,942.136,125,14.7847026,11.48116618,0.630046846,0.939849624,0.641025641,0.582306094,0,0,1,1,0,0,1,0,1,1,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
+4456,22500.16667,943.3148148,642.4537037,1058.740741,19623.06481,664.6296296,854.5185185,1475.064815,10841.2963,608.037037,797.4166667,1716.740741,13406.16667,1220.564815,2396.861111,1922.981481,4996.259259,1192.101852,268.0462963,2993.925926,10069.0463,356.3055556,253.7592593,634.1018519,12883.38889,457.537037,112.3240741,1390.592593,9846.666667,1676.861111,507.2037037,2854.740741,8573.490741,910.462963,246.9444444,1403.777778,6082.962963,878.6388889,386.3425926,1373.675926,4197.138889,612.4537037,147.9814815,2770.712963,3857.240741,1303.277778,6361.981481,3314.314815,675.6574074,940.2777778,108,12.24456738,11.68707477,0.298306257,0.931034483,0.642857143,1.202061701,1,0,1,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,1,0,T Cell,T Cells
+4457,35772.84906,909.9622642,542.8301887,1078.0,31684.09434,722.7735849,693.3396226,1623.433962,17629.79245,555.6603774,667.6415094,1726.358491,22706.28302,1290.886792,4086.056604,3979.075472,8112.509434,1277.528302,310.0754717,2372.716981,17477.18868,431.8301887,130.2075472,699.9622642,22788.9434,799.3018868,129.3396226,3565.622642,17274.11321,1511.716981,514.245283,2782.679245,14930.62264,600.2641509,279.7924528,1400.754717,9668.90566,999.490566,416.8679245,1302.603774,6264.849057,615.9811321,165.509434,2795.735849,6005.056604,1325.698113,456.1698113,3301.377358,814.4150943,938.6603774,53,10.16488404,6.917106887,0.732756916,0.963636364,0.535353535,1.025762651,1,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Unknown,Other Cells
+4458,35280.15966,840.8571429,531.4285714,1093.613445,12011.51261,451.1428571,398.2184874,1210.310924,5677.806723,354.3697479,895.1092437,1623.798319,7993.142857,870.1344538,3262.436975,1430.563025,3128.462185,949.697479,197.4369748,2235.201681,6164.428571,249.6134454,95.80672269,900.6722689,7593.823529,613.8151261,342.9663866,954.4285714,5779.512605,1392.310924,363.2941176,2786.890756,4936.394958,453.2773109,194.0336134,697.3865546,2895.268908,757.7226891,314.6638655,1245.705882,1664.327731,484.9327731,130.0336134,1402.294118,1703.983193,875.302521,165.3193277,2986.647059,905.9159664,942.1344538,119,14.28299496,10.97424985,0.640037412,0.983471074,0.653846154,-0.567222618,0,0,1,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,Cytotoxic T Cell,T Cells
+4459,34248.42593,885.1111111,695.7592593,1121.314815,12759.36111,550.1574074,550.2962963,1492.555556,5473.935185,437.6759259,904.9259259,1707.694444,8426.361111,1102.157407,3616.972222,2448.703704,3242.740741,1070.916667,244.25,2408.601852,6470.175926,347.4259259,101.4074074,917.5,8089.601852,924.287037,106.4259259,3168.861111,5838.12963,1400.287037,358.3425926,2775.574074,4881.037037,750.6111111,232.5740741,1024.361111,2595.435185,1175.083333,342.9351852,1285.37963,1482.694444,531.2962963,139.8981481,2668.203704,1592.37037,1018.935185,916.2685185,3086.175926,959.9444444,939.1111111,108,14.01969414,10.22421615,0.684220424,0.981818182,0.701298701,1.130018755,0,0,1,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells
+4460,34342.1875,1059.8125,500.65625,1094.645833,30615.52083,803.34375,742.3020833,1593.510417,16181.08333,624.15625,922.0208333,1761.270833,20183.28125,1415.677083,1470.135417,1291.6875,7114.09375,1360.802083,328.3229167,2352.28125,16113.76042,421.9895833,185.1770833,761.875,19870.14583,472.09375,131.4895833,923.0729167,15465.0,1715.6875,420.7708333,2815.354167,14218.39583,897.2395833,310.78125,1399.072917,8484.572917,1210.291667,449.3541667,1314.822917,5689.09375,632.2395833,173.7604167,2540.510417,5160.260417,1661.03125,26175.34375,3245.166667,353.9583333,940.9375,96,13.10555539,9.582317397,0.682201153,0.932038835,0.615384615,0.796041324,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,1,1,1,0,T Cell,T Cells
+4461,34649.29054,974.5,499.7297297,1077.459459,32978.13514,772.1824324,584.0,1521.804054,17670.37838,613.1959459,685.7702703,1696.871622,21508.76351,1410.689189,1283.594595,2884.418919,7978.675676,1403.47973,342.9527027,2341.297297,17927.2027,426.5337838,416.5405405,505.4594595,21652.76351,662.5202703,138.3986486,1447.709459,17050.34459,1577.108108,576.3513514,2814.547297,15961.57432,629.5,313.9932432,1598.0,10072.69595,1133.047297,463.777027,1333.331081,6747.898649,700.027027,173.1351351,2551.75,6066.993243,1474.506757,1486.324324,3224.209459,385.7027027,944.7635135,148,14.79798843,13.18505551,0.453996963,0.948717949,0.660714286,-0.449565686,1,0,0,1,0,0,0,0,1,1,0,0,0,0,0,1,0,0,0,0,1,1,1,0,Dendritic Cell,Other Cells
+4462,34638.40741,998.5407407,582.0444444,1098.288889,30342.63704,773.6888889,822.6148148,1595.192593,18335.45185,616.2666667,1233.807407,1816.740741,20975.11852,1385.407407,2138.585185,3651.355556,7454.059259,1360.881481,334.5925926,2433.851852,16257.62963,444.8888889,132.7333333,950.7703704,20724.42222,631.637037,256.437037,2290.022222,15990.7037,1987.511111,560.7111111,2812.6,14076.88889,657.4444444,306.1111111,1534.711111,9351.118519,1362.8,443.6222222,1324.022222,6587.42963,626.0222222,175.1851852,2547.37037,5806.674074,1400.644444,815.1185185,3349.118519,571.6296296,944.637037,135,16.5268797,11.26171624,0.731894301,0.84375,0.567226891,0.381806791,1,0,1,1,0,0,0,0,0,1,1,0,1,0,0,1,0,0,0,0,1,0,1,0,Regulatory T Cell,T Cells
+4463,23275.93043,786.7826087,496.7913043,1039.373913,20998.4,632.2173913,538.2,1509.043478,11589.38261,611.7043478,574.9304348,1726.113043,15021.46957,1188.695652,2777.704348,3657.443478,5649.721739,1321.156522,305.8086957,2285.704348,11077.55652,354.6608696,447.2956522,644.1391304,14430.30435,583.6608696,115.1913043,1859.678261,10981.69565,1464.156522,614.8434783,2788.06087,9703.843478,642.9304348,257.2782609,1584.617391,6746.678261,938.1304348,383.9565217,1308.756522,4734.921739,720.9391304,149.0956522,2910.095652,4351.73913,1265.93913,528.3652174,3159.634783,698.3217391,942.2173913,115,13.80141365,10.67849801,0.633521673,0.950413223,0.68452381,-0.374432555,1,0,0,1,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Dendritic Cell,Other Cells
+4464,30514.94203,918.5724638,557.4855072,1079.26087,26708.55072,716.1956522,686.0507246,1617.188406,15018.36232,746.0942029,1575.210145,1787.847826,18616.34783,1285.34058,2393.978261,2745.268116,6799.427536,1299.34058,348.9782609,2344.811594,13892.46377,382.1086957,349.3043478,1442.181159,17761.55797,1079.057971,365.3043478,1321.0,13782.37681,1881.536232,453.7753623,2791.884058,12124.77536,752.9057971,276.442029,1289.637681,8265.130435,1641.543478,407.826087,1325.92029,5606.181159,680.2173913,157.3333333,2319.202899,5142.731884,1357.137681,525.0144928,3238.746377,711.1304348,943.5434783,138,17.08577096,11.52716021,0.738124679,0.867924528,0.613333333,0.685377968,1,1,1,1,0,0,0,0,1,1,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+4465,30099.23158,881.4842105,518.5052632,1067.515789,26462.0,695.9368421,896.5473684,1542.210526,15324.87368,551.9368421,1031.926316,1817.715789,18368.22105,1275.621053,3855.926316,3557.052632,6664.947368,1353.042105,282.8526316,3412.947368,13821.90526,366.0421053,409.9263158,1481.494737,17157.84211,544.7578947,159.6210526,2213.094737,13841.91579,1899.747368,481.3368421,2782.631579,11827.23158,561.7789474,256.6105263,1155.536842,7854.8,1116.273684,394.1263158,1295.894737,5149.126316,700.0736842,153.6947368,3961.852632,4999.094737,1235.336842,286.4,3308.463158,767.1052632,940.9052632,95,11.68309449,10.48433397,0.441230966,0.979381443,0.664335664,1.252101349,1,0,1,1,0,0,1,0,1,1,1,0,1,0,0,0,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+4466,33629.2963,902.3518519,562.1111111,1117.851852,27268.33333,675.2962963,497.1851852,1687.388889,14123.92593,522.3703704,698.9814815,1760.203704,18194.72222,1201.074074,5226.925926,3302.092593,7103.388889,1287.037037,303.2777778,2320.222222,14474.09259,403.8703704,133.8888889,669.2962963,18032.16667,459.7592593,127.2037037,4295.962963,13936.92593,1815.5,481.4814815,2776.537037,12036.72222,587.5185185,270.1296296,1287.092593,7546.425926,1086.203704,391.6481481,1299.722222,4589.407407,598.962963,149.7962963,2293.62963,4562.185185,1269.240741,1575.148148,3285.907407,859.2037037,940.1111111,54,10.76259293,6.647858925,0.78642804,0.915254237,0.675,-0.200650722,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Unknown,Other Cells
+4467,21625.78378,962.8716216,676.4391892,1100.074324,19408.88514,733.0405405,716.3513514,1585.486486,10989.76351,584.3513514,827.0337838,1767.351351,13077.81081,1328.22973,1911.155405,1917.013514,4784.540541,1353.256757,306.6418919,2327.128378,10511.92568,1019.222973,169.9932432,639.0810811,13157.41216,679.5878378,176.4121622,1102.263514,10256.59459,1632.331081,418.7837838,2814.108108,9259.702703,815.7972973,286.9324324,1394.006757,5974.513514,1129.682432,426.9662162,1323.567568,4075.540541,609.1891892,167.5675676,2425.141892,3854.837838,1368.195946,1808.601351,3245.695946,452.1756757,943.7567568,148,15.54013366,12.53250886,0.591287539,0.967320261,0.660714286,0.396699975,1,0,1,0,0,0,0,1,0,1,1,0,0,0,0,1,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells
+4468,25231.98246,964.6929825,1035.885965,1191.403509,22812.02632,755.6491228,926.4736842,1789.482456,12965.0614,665.3596491,667.4122807,1844.403509,15869.99123,1392.710526,1732.45614,1765.412281,5660.859649,1437.815789,335.6929825,2526.903509,12910.68421,511.5877193,699.9210526,656.5350877,15901.39474,518.8684211,130.745614,1526.850877,12373.85088,1669.324561,429.5964912,2831.859649,10826.96491,823.1315789,306.9824561,1559.789474,7299.798246,1020.114035,468.3859649,1414.27193,5096.649123,756.5614035,175.1842105,2473.157895,4780.675439,1449.72807,368.7894737,3376.245614,509.8859649,942.9122807,114,12.45427657,11.95012261,0.281641822,0.926829268,0.626373626,-0.411560059,1,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,1,0,0,1,NK Cell,Other Cells
+4469,37408.10526,1000.565789,519.3421053,1101.184211,30628.57895,727.3157895,687.3552632,1611.039474,17446.01316,584.5394737,634.6578947,1735.842105,21705.71053,1541.078947,3421.447368,2921.184211,7540.355263,1296.552632,294.2105263,2398.828947,15630.36842,377.7105263,133.4736842,839.8947368,20339.39474,485.2894737,121.6973684,2586.355263,15907.0,1433.171053,461.9605263,2767.697368,13561.13158,589.0394737,275.7631579,1351.065789,9126.605263,981.7894737,394.4342105,1310.618421,6366.131579,599.8552632,159.3157895,1583.881579,5947.763158,1277.355263,176.1578947,3349.736842,734.2105263,941.7894737,76,12.64255833,8.510678406,0.739481468,0.853932584,0.584615385,-1.314981415,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Unknown,Other Cells
+4470,25888.55932,838.0677966,524.3276836,1073.067797,23240.68927,711.3615819,673.5536723,1598.248588,12497.09605,531.1242938,1278.20339,1786.576271,15896.58192,1267.485876,3615.853107,3738.757062,5938.310734,1259.214689,308.8305085,2352.129944,12195.73446,395.3107345,322.4519774,891.1073446,15866.72881,535.9265537,246.5367232,2741.971751,12041.33898,1861.858757,567.5988701,2787.412429,10447.27119,628.7514124,279.3050847,1553.79661,6785.644068,1262.813559,402.6892655,1307.723164,4432.20339,682.7175141,164.8587571,4560.836158,4207.141243,1337.107345,2301.80226,3193.045198,803.5819209,943.5988701,177,21.27417846,11.39649127,0.844410947,0.880597015,0.618881119,-1.406308775,1,0,1,1,0,0,0,0,1,1,1,0,1,0,0,1,0,0,0,0,1,0,1,0,Regulatory T Cell,T Cells
+4471,28160.42857,829.8195489,618.112782,1107.864662,15615.64662,494.8947368,301.4210526,1356.804511,6804.56391,414.4285714,369.1203008,1634.518797,9833.556391,953.8195489,3410.932331,1684.240602,3804.300752,979.1428571,221.7293233,2208.511278,7657.834586,283.443609,276.1428571,533.1879699,9133.601504,351.8796992,98.94736842,2138.586466,6765.503759,1417.669173,372.0300752,2768.43609,5690.12782,490.4210526,215.7218045,809.8421053,3004.43609,751.0526316,322.8947368,1256.030075,1655.902256,570.9699248,130.9849624,1403.037594,1722.496241,927.7819549,210.2406015,2998.669173,951.1278195,944.7894737,133,14.78885373,12.07945544,0.576928616,0.97080292,0.59375,1.225824661,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Unknown,Other Cells
+4472,37683.88235,953.4117647,546.9705882,1071.970588,32432.89706,723.0588235,936.6176471,1629.235294,18684.97059,877.1029412,1743.764706,1778.955882,22942.47059,1447.205882,3248.102941,3976.117647,8367.441176,1383.588235,318.6176471,2565.102941,16838.01471,394.5882353,396.0294118,1548.25,22038.73529,2355.75,126.9852941,1452.897059,17092.05882,2033.441176,436.8382353,2795.867647,15141.82353,768.3235294,288.5,1195.161765,10144.07353,2342.132353,416.8823529,1365.794118,6886.411765,713.8676471,154.2941176,3277.588235,6471.073529,1374.117647,263.6029412,3280.441176,720.2352941,941.3823529,68,11.11565788,8.390095766,0.655955289,0.957746479,0.686868687,-1.508150604,1,1,1,1,0,0,0,0,1,1,0,0,1,0,0,1,0,1,0,0,1,0,0,0,Helper T Cell,T Cells
+4473,22366.65,1118.25,568.725,1057.425,21233.85,751.475,654.65,1496.65,10152.7,588.275,1366.1,1783.225,13490.075,1233.125,3130.75,3674.225,4807.95,1187.025,265.475,2331.425,9228.625,407.575,116.775,1402.225,11749.825,436.1,130.625,1898.1,8539.125,1950.2,466.0,2786.475,7356.975,566.5,241.475,1078.425,4824.175,1278.1,373.8,1305.45,3263.15,541.45,148.325,1668.275,3030.15,1111.75,203.175,3395.075,822.125,941.525,40,8.551409268,6.181698758,0.690966738,0.930232558,0.625,-0.799148278,1,0,1,1,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,1,Helper T Cell,T Cells
+4474,37862.37209,883.8139535,665.5930233,1119.244186,24651.88372,621.1511628,445.0697674,1495.767442,13081.5,553.9418605,416.3023256,1700.523256,16972.97674,1142.77907,3170.697674,1992.906977,6435.488372,1245.523256,289.0,2282.116279,13570.12791,388.3023256,205.4883721,469.9418605,17095.36047,413.3023256,113.2906977,2626.651163,13231.37209,1445.77907,444.4069767,2800.383721,11330.75581,569.9186047,254.5116279,1087.104651,7219.94186,875.4302326,383.3488372,1290.05814,4346.883721,601.9069767,154.1162791,1359.093023,4433.290698,1215.139535,997.627907,3136.313953,866.4186047,943.1744186,86,12.6825897,9.298717241,0.680026451,0.87755102,0.511904762,-0.866475923,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,Unknown,Other Cells
+4475,42364.0122,889.9878049,512.597561,1097.743902,39100.92683,757.0121951,886.5853659,1644.073171,21333.06098,593.0243902,2256.036585,1825.207317,25884.92683,1337.792683,2592.463415,3541.414634,9697.426829,1413.939024,343.3292683,2373.695122,21529.19512,430.1829268,333.2073171,1706.304878,27120.10976,1063.987805,159.1097561,1380.731707,21066.85366,2071.02439,546.2926829,2811.158537,19073.73171,645.5121951,326.3658537,1797.731707,12411.7561,2091.902439,468.4756098,1320.902439,8301.207317,742.2682927,174.8292683,2886.743902,7776.439024,1480.573171,524.902439,3238.878049,417.7195122,944.5365854,82,10.72602189,9.850792749,0.395650098,0.987951807,0.67768595,0.38826119,1,0,1,1,0,0,0,0,1,1,1,0,1,0,0,1,0,0,0,0,1,1,0,0,Regulatory T Cell,T Cells
+4476,23685.94017,1045.666667,752.0,1155.880342,21325.52991,823.8376068,631.3333333,1728.25641,12068.75214,780.5042735,551.5042735,1775.145299,14518.39316,1473.982906,1125.717949,1593.247863,5200.376068,1444.692308,362.0854701,2337.290598,11525.74359,1224.65812,1173.820513,516.9059829,13982.35043,508.4957265,137.6495726,1198.957265,11022.82051,1704.521368,429.4273504,2842.786325,9980.871795,2465.897436,326.4444444,1599.871795,6553.333333,948.1111111,476.2649573,1426.034188,4517.324786,926.1282051,188.7264957,4245.692308,4197.854701,1493.735043,348.8632479,3290.615385,477.4871795,943.9145299,117,13.61421796,11.25934605,0.562160017,0.921259843,0.75974026,-1.554151119,1,1,0,0,0,0,0,1,1,0,0,0,0,0,0,0,1,1,1,1,1,1,0,0,Macrophage,Other Cells
+4477,26646.44762,881.5904762,575.4571429,1092.790476,24018.20952,726.1714286,735.5047619,1602.647619,14182.71429,571.6857143,1617.92381,1800.819048,16233.21905,1302.866667,3566.647619,4473.52381,6117.247619,1356.371429,317.352381,2381.161905,13023.89524,454.9142857,203.7142857,1272.485714,16188.52381,1173.0,125.6952381,2519.714286,12336.01905,1512.828571,484.8,2807.009524,10886.61905,637.0857143,290.1904762,1613.771429,7347.742857,1909.790476,432.3809524,1344.514286,5233.92381,632.2666667,170.5619048,4291.171429,4573.228571,1366.533333,780.1714286,3287.009524,560.5428571,944.3904762,105,12.03532858,11.2629197,0.352474182,0.945945946,0.729166667,1.140883405,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,1,0,1,0,0,1,0,1,0,Cytotoxic T Cell,T Cells
+4478,24983.67593,877.1296296,816.5,1148.638889,22180.38889,713.3611111,844.7592593,1669.194444,12872.84259,554.8703704,1019.62963,1788.240741,15278.5463,1281.444444,1233.62037,2900.231481,5512.055556,1413.074074,318.5925926,2456.351852,12585.81481,449.5740741,164.3796296,968.5648148,15322.68519,931.712963,136.1481481,1255.333333,12055.62963,1462.87963,430.8333333,2802.472222,10840.62963,755.6296296,297.0092593,1532.101852,7108.046296,1133.564815,444.3518519,1335.037037,4914.981481,622.9259259,164.7222222,2123.981481,4554.731481,1370.768519,254.0740741,3229.916667,521.3981481,946.4722222,108,12.74426464,10.98474631,0.507016316,0.931034483,0.642857143,0.304873116,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+4479,22034.58156,811.8085106,593.177305,1106.163121,19598.24113,665.4113475,717.5602837,1598.06383,11420.73759,535.7021277,2186.12766,1803.64539,13346.56028,1208.212766,3355.219858,3328.070922,5055.425532,1290.234043,300.6808511,2402.085106,10720.09929,1773.780142,136.5106383,834.7304965,13225.24823,513.9503546,124.751773,2021.659574,10232.86525,1642.453901,481.6737589,2826.049645,8951.617021,651.4397163,265.5460993,1424.184397,6000.014184,2155.22695,413.8014184,1322.680851,4229.758865,612.9716312,157.9078014,4591.276596,3814.014184,1285.148936,364.5177305,3287.099291,548.4184397,947.1631206,141,14.46896587,12.69681294,0.47953928,0.94,0.671428571,0.227906303,1,0,1,1,0,0,0,1,0,0,0,0,0,0,0,1,0,0,0,0,1,0,0,0,T Cell,T Cells
+4480,30244.75936,880.7112299,529.315508,1069.823529,26809.06952,693.4331551,839.5454545,1599.540107,15287.63102,621.7647059,1481.315508,1774.010695,18452.1123,1264.358289,3451.262032,3875.224599,7006.294118,1265.326203,290.4973262,2449.347594,14007.59893,514.9037433,244.6470588,1348.625668,17825.24599,1037.572193,116.828877,2169.074866,13541.8877,1849.871658,474.8235294,2786.71123,11828.68449,625.1283422,266.2459893,1265.010695,8041.363636,1633.117647,394.8823529,1302.57754,5672.331551,653.0106952,153.6898396,2458.508021,5102.315508,1330.368984,845.8342246,3245.721925,645.5294118,946.7165775,187,21.27191362,11.37419769,0.84503882,0.954081633,0.703007519,1.158665529,1,0,1,1,0,0,0,0,0,1,0,0,1,0,0,1,0,0,0,0,1,0,1,0,Helper T Cell,T Cells
+4481,27157.91176,974.7058824,555.3235294,1059.990196,24061.78431,649.3431373,462.8137255,1483.921569,13740.97059,548.4607843,435.6862745,1718.0,17195.02941,1225.480392,2206.303922,1936.970588,6363.068627,1289.901961,289.2745098,2323.147059,13144.71569,360.8431373,297.3333333,487.7058824,16430.2451,407.7058824,115.1862745,1751.647059,12906.18627,1513.54902,590.4607843,2803.401961,11308.48039,597.0392157,268.8529412,1187.009804,7842.254902,848.5098039,396.745098,1334.882353,5437.627451,634.4901961,151.1862745,3402.215686,4910.578431,1290.22549,969.245098,3184.813725,685.8921569,945.6078431,102,13.1271902,10.38526516,0.61165285,0.879310345,0.662337662,-1.424395049,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Unknown,Other Cells
+4482,16674.49038,896.8942308,538.7980769,1063.413462,15221.29808,690.2884615,459.1538462,1498.846154,7480.721154,576.1153846,544.1826923,1710.009615,9571.413462,1287.548077,2806.913462,1942.759615,3576.788462,1268.355769,310.2788462,2268.913462,7794.153846,1226.692308,1228.298077,476.0384615,9237.057692,429.5769231,122.9038462,1176.701923,7218.048077,1832.019231,662.3365385,2809.942308,6631.5,690.1057692,271.1730769,1064.576923,3675.442308,998.4326923,411.9903846,1321.086538,2519.057692,883.4903846,174.0288462,3428.528846,2346.653846,1402.067308,10434.18269,3121.884615,321.5384615,946.4423077,104,15.04570594,9.081458398,0.797293827,0.936936937,0.619047619,-0.864950737,1,0,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,1,0,1,0,Dendritic Cell,Other Cells
+4483,38553.93233,1051.654135,540.7669173,1114.338346,35260.38346,845.8345865,699.3684211,1651.676692,19130.33835,638.7067669,763.4586466,1784.699248,23136.1203,1412.804511,2685.37594,2987.676692,8349.43609,1427.879699,345.1278195,2330.112782,18789.06767,435.6165414,304.7443609,858.7443609,22857.15789,567.5037594,276.5789474,2387.887218,18145.30827,1667.503759,461.6616541,2828.045113,16388.01504,642.5714286,317.1578947,1670.639098,10608.86466,1066.12782,461.1278195,1312.428571,7070.81203,686.887218,172.5112782,4492.007519,6255.729323,1461.729323,843.2030075,3331.278195,401.6090226,946.3909774,133,22.93708132,8.67839055,0.925660017,0.773255814,0.604545455,1.455470666,1,1,0,1,0,0,0,0,1,1,1,0,0,0,0,0,0,0,0,0,1,1,1,0,Macrophage,Other Cells
+4484,35351.17995,894.059126,540.8046272,1085.758355,31358.08997,711.81491,968.4061697,1615.452442,18467.17224,553.8046272,1633.061697,1797.269923,21393.88946,1282.730077,3598.377892,3914.167095,7995.673522,1311.141388,295.3316195,2366.856041,16251.53985,430.8843188,130.1362468,1542.290488,20676.39589,1055.043702,117.6478149,1961.115681,15817.05398,1845.899743,457.059126,2793.087404,13905.12082,839.933162,269.840617,1302.195373,9259.467866,2553.508997,399.3419023,1304.069409,6668.005141,624.840617,154.6940874,3120.118252,5913.14653,1319.437018,193.1336761,3294.267352,616.2210797,951.966581,389,28.2517293,18.76635685,0.747505912,0.894252874,0.623397436,-0.535651747,1,0,1,1,0,0,0,0,0,1,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
+4485,15402.37908,807.1503268,445.869281,1061.69281,14383.81699,624.7189542,573.8496732,1498.339869,7137.052288,511.4248366,479.1372549,1733.921569,9004.496732,1191.039216,1356.875817,941.5882353,3503.457516,1196.562092,278.1176471,2265.359477,7834.261438,354.6928105,249.7647059,491.4901961,9326.477124,426.0326797,117.8104575,1033.575163,7414.960784,1379.490196,348.9738562,2832.431373,6813.666667,639.5228758,261.1111111,1323.339869,3961.424837,780.6601307,399.2091503,1327.104575,2734.751634,705.7843137,161.869281,3302.111111,2574.150327,1430.882353,8914.464052,3111.235294,335.2156863,949.0196078,153,14.14901961,13.87323063,0.196477855,0.95625,0.68,-0.365105933,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Unknown,Other Cells
+4486,21668.32889,874.9288889,677.72,1099.466667,19923.49333,699.6133333,638.8533333,1559.097778,11142.46222,587.4888889,800.64,1722.155556,13256.97778,1282.884444,1024.542222,1771.564444,4938.497778,1332.555556,313.1244444,2383.951111,10730.54667,433.8088889,542.1688889,682.5866667,13373.28889,478.2977778,148.8755556,1103.6,10312.74222,1571.6,436.2488889,2808.168889,9372.106667,714.7333333,281.0933333,1547.4,6068.244444,1176.244444,435.1911111,1350.995556,4097.551111,700.8977778,168.1022222,2806.426667,3902.2,1390.977778,700.4355556,3238.377778,462.2844444,951.04,225,23.59083371,12.8672359,0.838153966,0.903614458,0.5625,-0.748729081,1,0,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,1,0,0,1,0,1,0,T Cell,T Cells
+4487,39311.69124,887.9953917,497.797235,1092.041475,35120.14747,733.0,918.9585253,1662.354839,20514.97235,564.2903226,1741.926267,1846.875576,24201.57604,1281.723502,3143.35023,3959.797235,8967.552995,1299.414747,305.0184332,2755.875576,18706.92627,411.0092166,197.1797235,1441.087558,23446.1106,547.6175115,375.7557604,1472.294931,18041.0,2202.861751,524.359447,2809.792627,15687.4977,599.6129032,277.2626728,1166.626728,10689.57143,1388.506912,408.5115207,1303.557604,7378.829493,651.2580645,159.7419355,2528.990783,6741.460829,1369.741935,1134.686636,3248.442396,662.5990783,950.6036866,217,20.38094327,15.17797819,0.6673835,0.818867925,0.601108033,-0.621092857,1,0,1,1,0,0,1,0,0,1,1,0,1,0,0,1,0,0,0,0,1,0,1,0,Regulatory T Cell,T Cells
+4488,28419.31507,989.8219178,548.0273973,1046.178082,24246.20548,711.5479452,629.1780822,1487.219178,14283.86301,854.109589,1405.90411,1783.69863,17846.65753,1492.356164,2708.917808,2816.191781,6420.547945,1290.205479,305.5890411,2315.69863,13418.54795,370.7945205,325.2328767,1383.39726,16978.45205,782.4657534,118.3835616,1468.09589,13574.23288,2108.767123,422.4246575,2814.712329,11755.0,607.6986301,271.2876712,1168.986301,7980.424658,1491.958904,403.7534247,1340.328767,5500.767123,661.5342466,160.3013699,1938.328767,5182.657534,1273.479452,202.8630137,3420.383562,725.3561644,948.2328767,73,10.45692789,9.373627585,0.443238788,0.9125,0.675925926,-0.199674771,1,1,1,1,0,0,0,0,1,1,0,0,1,0,0,1,0,1,0,0,1,0,0,1,Helper T Cell,T Cells
+4489,29737.275,1031.6125,762.4875,1093.9625,26963.925,762.2625,861.1,1615.875,15280.7375,597.95,1703.3,1776.0625,18189.3125,1373.5,3486.575,2988.2375,6468.675,1311.45,313.55,2379.5125,13398.1375,422.2375,105.625,1713.0125,16948.8625,858.0625,124.6875,1152.95,13056.0375,2146.225,439.6625,2793.0,11599.7875,614.3625,280.8125,1072.2875,7808.2125,1686.2,418.45,1319.9625,5421.4375,596.525,162.6625,1293.45,5065.8375,1408.225,546.9,3290.325,602.3,948.6875,80,11.76994007,8.959130017,0.648531997,0.963855422,0.606060606,-0.680999256,1,0,1,1,0,0,0,0,0,1,0,0,1,0,0,1,0,0,0,0,0,0,0,0,Helper T Cell,T Cells
+4490,34212.97222,821.2777778,506.8194444,1077.666667,31021.15278,694.6527778,732.9444444,1603.138889,17636.52778,521.1111111,945.6527778,1786.861111,21477.79167,1568.930556,2728.819444,3946.027778,7709.902778,1319.055556,296.8611111,2403.138889,16240.81944,647.625,145.2083333,1236.125,20656.91667,620.8888889,130.4444444,2228.847222,16217.31944,1818.277778,571.75,2792.458333,14034.76389,790.9305556,262.4027778,1319.777778,9242.041667,1149.111111,409.4861111,1293.041667,6155.416667,622.6666667,157.7083333,3833.333333,5841.041667,1307.986111,270.7222222,3285.736111,752.0,946.625,72,12.60795122,7.796766387,0.785862916,0.935064935,0.553846154,-1.066017514,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+4491,34644.5,863.2777778,481.4722222,1098.125,30774.97222,710.7638889,884.7361111,1614.361111,17852.375,543.8055556,1314.902778,1918.527778,21273.84722,1425.472222,3719.541667,3243.805556,7794.416667,1283.597222,300.5416667,2510.194444,16216.80556,392.4166667,125.4444444,1807.041667,20231.375,589.2222222,331.6666667,1777.694444,16240.48611,1808.305556,457.375,2787.152778,14153.05556,575.4305556,270.2222222,1151.569444,9292.694444,959.3611111,410.5416667,1303.694444,5996.375,607.0972222,155.0416667,2452.402778,5795.013889,1287.847222,528.25,3341.875,762.0416667,948.5555556,72,11.89872866,8.021414825,0.738603137,0.923076923,0.595041322,0.68561497,1,0,1,1,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+4492,24751.60909,888.3636364,515.1454545,1080.181818,21544.53636,705.7181818,949.2181818,1651.790909,12349.30909,547.4454545,1287.027273,1802.181818,15091.8,1281.036364,4866.654545,3387.745455,5707.018182,1258.436364,299.6454545,2520.736364,11446.1,377.7818182,595.6090909,1785.845455,14597.71818,506.7818182,540.4636364,2366.654545,11662.57273,2342.909091,520.2636364,2788.490909,10119.75455,590.9090909,274.1363636,1148.2,6713.027273,1234.645455,399.8363636,1335.509091,4415.836364,858.7727273,162.2363636,2947.254545,4271.563636,1299.254545,604.3363636,3252.063636,773.6363636,949.5909091,110,13.15748167,10.89353505,0.560824578,0.894308943,0.650887574,-0.684354772,1,0,1,1,0,0,0,0,1,0,1,0,1,0,0,1,0,0,1,0,1,0,1,0,Regulatory T Cell,T Cells
+4493,23255.32911,871.2151899,645.2405063,1095.037975,21290.83544,695.1265823,669.9240506,1529.43038,11311.83544,542.9493671,830.4050633,1751.139241,13689.21519,1284.64557,1401.56962,3391.936709,5293.746835,1297.088608,308.0126582,2357.316456,11289.8481,3981.417722,331.8481013,1476.898734,14287.50633,572.7468354,125.1392405,1487.316456,11010.13924,1680.746835,669.7088608,2814.56962,9955.670886,698.0632911,281.443038,1814.164557,6484.303797,1986.379747,428.3417722,1324.582278,4282.075949,698.9240506,170.7594937,3657.291139,4077.481013,1393.21519,1748.481013,3226.405063,436.8227848,950.5443038,79,14.86465924,7.258459346,0.872674093,0.918604651,0.467455621,-0.778130658,1,0,1,1,0,0,0,1,1,1,0,0,0,1,0,1,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells
+4494,28980.17323,890.5275591,574.2362205,1107.448819,25233.80315,715.9606299,728.5748031,1635.165354,14434.27559,573.496063,998.2362205,1783.614173,17121.6378,1291.086614,2804.07874,3066.275591,6183.488189,1329.771654,322.2677165,2388.188976,13600.27559,429.7795276,391.8740157,647.0629921,17084.05512,569.9527559,138.6062992,3043.165354,12986.65354,1604.015748,455.1102362,2810.629921,11517.92913,708.1023622,345.8110236,1592.92126,7539.456693,992.1889764,441.9212598,1337.0,5255.992126,687.1338583,167.0944882,3765.149606,4837.433071,1361.0,400.7795276,3275.771654,531.6377953,950.2992126,127,17.86582704,9.433834457,0.849220782,0.927007299,0.564444444,-0.771907848,1,0,1,1,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+4495,37815.17355,1020.140496,536.0743802,1081.545455,34139.84298,730.9917355,683.6033058,1676.644628,18181.42149,545.1570248,1613.892562,1805.297521,23736.03306,1305.793388,3525.413223,3540.661157,8629.247934,1331.958678,333.1652893,2367.099174,17817.39669,419.6033058,162.5619835,1856.735537,22727.13223,613.9752066,138.8842975,2262.231405,17345.21488,2222.0,436.7355372,2841.165289,14914.50413,606.3719008,282.8512397,1129.603306,9544.694215,1771.826446,412.5123967,1286.190083,6071.586777,640.3057851,159.2561983,1979.330579,5802.173554,1344.495868,361.1239669,3260.363636,817.4793388,950.8347107,121,13.50037208,11.73002624,0.495045792,0.909774436,0.617346939,-0.823185514,1,0,1,1,0,0,0,0,0,1,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
+4496,28614.24324,876.972973,796.5225225,1150.225225,17846.63063,611.5405405,487.3063063,1569.882883,9015.666667,1108.621622,558.4774775,1787.243243,11919.03604,1117.396396,4594.666667,2176.684685,4559.207207,1542.36036,469.1531532,2301.234234,9426.927928,400.5135135,598.9189189,557.2072072,12068.93694,454.8288288,113.4234234,1941.558559,9023.459459,1747.675676,458.2702703,2801.720721,7723.378378,825.7657658,241.4954955,1017.720721,4962.099099,842.8558559,370.1351351,1332.603604,2918.936937,733.7207207,143.1351351,2249.576577,2990.486486,1161.153153,411.7747748,3187.54955,872.8558559,950.2252252,111,13.86726213,10.58283608,0.646218405,0.917355372,0.569230769,-1.123112098,0,1,0,1,1,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Macrophage,Other Cells
+4497,23674.90551,887.1574803,575.6614173,1075.661417,21130.7874,675.3464567,577.984252,1499.826772,11917.93701,720.015748,459.8188976,1750.645669,14524.25197,1230.338583,1404.07874,1623.527559,5480.574803,1334.346457,306.1259843,2317.496063,11514.08661,1808.433071,1064.370079,447.6929134,14557.50394,434.6062992,118.7086614,1601.220472,11012.34646,1547.181102,431.5433071,2803.614173,9784.393701,957.1496063,266.4645669,1286.559055,6479.291339,871.7874016,421.7165354,1383.858268,4462.858268,873.5511811,168.2440945,5285.590551,4262.874016,1319.543307,406.1732283,3272.393701,488.0393701,950.9370079,127,13.54041333,12.28027439,0.421270644,0.976923077,0.647959184,0.195920416,1,1,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,1,1,0,1,0,0,0,Macrophage,Other Cells
+4498,29679.03478,1078.66087,719.7304348,1184.156522,27190.93043,834.4869565,549.7652174,1758.591304,15488.76522,750.0,597.8173913,1758.356522,18877.7913,1512.113043,1733.347826,1811.956522,6749.852174,1499.46087,365.9043478,2438.565217,14633.90435,551.1391304,1010.147826,582.4869565,18581.62609,489.0434783,145.2434783,1949.278261,14390.18261,1748.930435,439.6521739,2833.382609,12710.05217,1140.321739,336.4695652,1358.234783,8388.634783,1011.313043,497.1565217,1387.826087,5778.052174,882.026087,189.0173913,2625.052174,5416.26087,1533.417391,245.4695652,3329.982609,502.1043478,951.3043478,115,14.23666446,10.65711835,0.66305748,0.93495935,0.586734694,0.74820348,1,1,0,0,1,0,0,0,1,0,0,0,0,0,0,0,1,1,1,1,1,1,0,0,Macrophage,Other Cells
+4499,17912.43878,1134.459184,535.9489796,1040.479592,15549.65306,736.2755102,890.2244898,1422.265306,8226.653061,634.3673469,2159.234694,1746.153061,10209.17347,1443.969388,2022.928571,4108.602041,3889.622449,1173.897959,263.9693878,2406.785714,7314.295918,340.7142857,204.2346939,1816.030612,9002.642857,1782.755102,108.0612245,982.8163265,7122.602041,1697.928571,413.5102041,2779.040816,6385.979592,542.9489796,237.4387755,1176.183673,4233.27551,1463.785714,369.3265306,1301.030612,2922.27551,572.7755102,143.7244898,1987.744898,2674.061224,1135.816327,273.255102,3399.561224,734.7142857,951.7959184,98,16.42896207,8.80366112,0.844305403,0.830508475,0.544444444,-0.412357581,1,1,1,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,0,1,Cytotoxic T Cell,T Cells
+4500,30220.19328,1093.478992,591.6386555,1080.142857,26366.20168,668.3109244,723.1008403,1569.277311,15091.55462,533.1512605,1074.218487,1762.218487,18088.26891,1216.705882,3697.176471,3081.084034,6710.235294,1241.184874,267.6806723,2361.722689,12864.21849,679.2016807,99.33613445,628.6302521,16711.2521,492.7394958,114.6218487,3513.87395,12655.03361,1685.369748,476.5210084,2775.058824,11026.84034,592.0672269,246.7815126,1262.722689,7276.588235,1381.403361,377.0504202,1284.386555,5152.159664,574.9579832,146.3361345,1930.89916,4542.277311,1231.739496,244.2521008,3314.672269,633.1596639,953.4201681,119,13.57979851,11.3694369,0.546848416,0.944444444,0.704142012,0.907256414,1,0,1,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,1,0,0,0,T Cell,T Cells
+4501,26451.58559,874.2162162,514.2072072,1056.945946,23422.74775,724.2432432,988.981982,1546.306306,13124.37838,719.5585586,1299.369369,1786.288288,16017.64865,1202.54955,3137.279279,3889.441441,6054.243243,1230.468468,281.7567568,2475.072072,11765.2973,369.6756757,863.4504505,1354.846847,14737.31532,444.1621622,252.5945946,1342.693694,11278.28829,2148.756757,528.5765766,2791.36036,9770.324324,591.8288288,250.3513514,1140.0,6672.441441,1192.063063,376.2702703,1363.297297,4583.243243,889.6936937,149.7747748,2970.657658,4143.171171,1247.288288,1559.738739,3210.234234,674.0540541,952.7747748,111,13.59752953,10.42762222,0.641795017,0.956896552,0.711538462,-1.002540501,1,1,1,1,0,0,0,0,1,0,1,0,1,0,0,1,0,1,1,0,1,0,1,0,Regulatory T Cell,T Cells
+4502,32665.73973,900.6438356,559.8013699,1089.986301,29021.58219,731.8835616,969.3287671,1624.287671,16347.73973,825.869863,2206.856164,1852.171233,20273.16438,1544.821918,3541.465753,4952.623288,7187.219178,1283.356164,311.0958904,2556.410959,15248.29452,389.0136986,527.2671233,2411.431507,19408.83562,1084.575342,331.5547945,1254.328767,15242.92466,2574.164384,454.0068493,2809.828767,13289.60274,611.239726,276.1849315,1262.089041,8755.006849,1609.260274,423.8219178,1331.390411,5849.561644,759.1986301,158.8150685,2919.554795,5527.356164,1338.808219,461.4178082,3309.582192,744.9383562,955.8972603,146,19.87478813,10.39211176,0.852406842,0.802197802,0.521428571,0.348245107,1,1,1,1,0,0,0,0,1,1,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+4503,45043.70833,898.9583333,494.0,1103.041667,39822.375,757.0,800.7916667,1758.125,22172.77083,584.2916667,1613.625,1802.166667,27559.5625,1349.75,3546.9375,4279.666667,10012.4375,1386.166667,325.625,2375.625,21220.95833,423.6875,167.7708333,1136.708333,27086.875,501.8333333,438.0625,2915.125,21208.22917,2130.416667,455.3541667,2821.041667,18172.8125,633.8125,299.0625,1231.25,11799.16667,1227.4375,438.75,1319.8125,7249.479167,653.3541667,164.6041667,2261.0,7044.25,1426.4375,574.25,3287.020833,807.3125,951.5625,48,8.957561934,7.197482258,0.595292512,0.923076923,0.666666667,0.399434426,1,0,1,1,0,0,0,0,0,0,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+4504,34053.09649,889.3245614,563.3333333,1153.385965,12191.04386,484.3421053,394.5526316,1347.280702,5758.131579,467.8157895,1106.684211,1691.780702,7991.54386,946.0175439,5894.210526,2328.763158,3141.122807,1044.131579,218.8333333,2349.368421,6284.578947,283.8157895,438.2894737,946.3245614,7835.368421,390.9385965,160.1754386,1581.184211,5964.824561,1959.105263,513.245614,2770.473684,5079.394737,494.4824561,209.8508772,838.0614035,3030.552632,963.1754386,328.1929825,1299.903509,1753.561404,588.5,140.1052632,2606.368421,1849.710526,966.9122807,325.9385965,3020.140351,897.0350877,952.877193,114,13.94302034,10.5097092,0.657148306,0.957983193,0.74025974,1.279625828,0,0,1,1,0,0,0,0,1,0,1,0,1,0,0,0,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+4505,24810.48333,917.6916667,660.8916667,1104.2,23303.16667,732.8166667,747.8416667,1608.35,12305.05833,581.8583333,923.25,1764.475,15026.74167,1324.558333,1571.375,2177.341667,5865.133333,1394.725,324.8833333,2338.516667,12806.14167,467.4583333,255.4416667,1065.141667,15651.71667,561.425,139.4166667,1283.45,12058.70833,1708.95,454.9916667,2843.733333,11200.64167,1055.291667,299.4416667,1691.658333,7407.8,1411.366667,448.0583333,1326.608333,4958.508333,675.3,169.8,1968.733333,4643.683333,1461.525,1625.45,3197.883333,421.6666667,953.6833333,120,18.88895056,8.599921965,0.890343968,0.857142857,0.666666667,-1.520900238,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,1,1,0,Cytotoxic T Cell,T Cells
+4506,31340.73034,1050.438202,619.4157303,1098.988764,28263.46067,800.6853933,775.011236,1592.52809,16364.60674,632.1573034,1074.47191,1790.191011,19093.08989,1346.842697,3042.516854,3100.404494,6815.213483,1378.88764,324.7752809,2321.898876,15717.78652,449.0561798,144.2359551,923.6741573,19772.20225,495.5505618,259.6741573,2936.865169,15097.1573,1803.606742,539.988764,2823.41573,13364.59551,644.8764045,307.3483146,1498.022472,8779.853933,1192.797753,445.2696629,1319.404494,6204.146067,624.6853933,159.8202247,2126.235955,5671.741573,1352.58427,290.3820225,3377.910112,534.741573,957.8089888,89,18.3836078,6.978914979,0.925139609,0.839622642,0.402714932,-0.641497161,1,1,1,1,0,0,0,0,0,0,1,0,0,0,0,1,0,0,0,0,1,0,0,1,T Cell,T Cells
+4507,26431.76543,818.6296296,550.7407407,1086.45679,23741.09877,676.345679,1075.82716,1523.950617,14194.45679,544.6419753,2030.111111,1762.185185,16282.2963,1225.209877,2799.592593,3598.62963,6072.407407,1331.703704,307.3950617,2413.530864,12907.97531,526.7654321,192.9259259,2063.197531,16425.35802,478.4938272,124.9876543,2060.283951,12478.06173,1507.049383,471.2962963,2788.62963,11023.76543,864.8395062,276.0864198,1431.469136,7371.444444,1743.753086,429.8518519,1320.814815,5143.345679,665.9753086,164.8271605,4293.876543,4544.580247,1313.209877,1219.580247,3259.851852,557.7901235,954.9259259,81,11.16740012,9.528531306,0.521509839,0.931034483,0.623076923,0.214682335,1,0,1,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,1,0,1,0,T Cell,T Cells
+4508,33627.61644,839.7945205,479.369863,1073.712329,30368.87671,692.4794521,1053.876712,1628.917808,16828.94521,570.4383562,1846.520548,1828.438356,20879.87671,1472.479452,3054.09589,5446.684932,7815.506849,1285.09589,297.3972603,2938.109589,15717.19178,389.9041096,225.9863014,2382.082192,19886.56164,2060.767123,150.7260274,1731.561644,15530.19178,1877.589041,468.0821918,2776.068493,13566.49315,586.9041096,264.6986301,1338.643836,8894.671233,1427.342466,402.2054795,1304.69863,5919.260274,649.2739726,159.0821918,4534.123288,5564.178082,1339.068493,414.7534247,3209.356164,754.9041096,954.9315068,73,12.45319115,8.208579737,0.752007349,0.9125,0.51048951,-0.722341679,1,0,1,1,0,0,1,0,0,1,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
+4509,30676.47701,1011.051724,624.9827586,1107.626437,28026.10345,770.6321839,629.6494253,1623.856322,14281.18966,611.4482759,800.8850575,1745.321839,17815.05747,1398.034483,1945.637931,2838.011494,6751.390805,1400.908046,337.6149425,2333.37931,14905.84483,548.8275862,225.4942529,801.2413793,18370.45977,923.8908046,131.5517241,1494.862069,14182.92529,1567.264368,584.183908,2812.448276,13114.67241,632.5114943,302.1206897,1679.942529,7913.011494,1042.522989,456.5632184,1322.873563,5280.609195,648.4022989,174.5402299,3764.298851,4956.385057,1461.517241,877.8505747,3291.62069,376.1609195,956.5862069,174,17.05134146,13.6282802,0.600999048,0.910994764,0.639705882,-0.913443256,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,1,1,0,Cytotoxic T Cell,T Cells
+4510,29882.11905,1136.869048,627.0,1108.428571,26946.79762,814.1547619,735.202381,1637.392857,14261.14286,709.3214286,1310.404762,1767.452381,17290.61905,1413.714286,3053.72619,3206.119048,6486.130952,1429.285714,326.5357143,2323.321429,13910.03571,427.5357143,530.1785714,1352.809524,16461.05952,523.1071429,134.3928571,1948.309524,12925.80952,2114.97619,452.0714286,2895.238095,11737.34524,624.0357143,296.9761905,1566.404762,7364.702381,1397.392857,438.6904762,1342.47619,4990.285714,697.1666667,166.047619,3203.47619,4295.440476,1371.488095,403.8214286,3367.047619,399.1071429,955.2261905,84,11.93631064,9.569213121,0.597740902,0.893617021,0.636363636,0.187581408,1,1,1,1,0,0,0,0,1,1,0,0,1,0,0,1,0,1,0,0,1,0,0,1,Helper T Cell,T Cells
+4511,31362.0119,942.7142857,557.6666667,1090.666667,27812.16667,712.4047619,694.6666667,1573.833333,16536.46429,565.7380952,565.6785714,1738.559524,19177.67857,1294.321429,2204.321429,3899.511905,6948.5,1305.797619,303.5,2309.214286,15304.15476,418.7380952,475.2380952,592.202381,18954.80952,654.1428571,117.7857143,2121.297619,14697.17857,1480.904762,600.4404762,2810.97619,13140.25,618.75,282.702381,1459.964286,8847.928571,1104.464286,428.3571429,1306.130952,6329.619048,776.6666667,158.797619,1675.297619,5590.47619,1382.440476,678.047619,3237.071429,591.6428571,955.3095238,84,12.87680425,8.582647329,0.745487166,0.933333333,0.583333333,-0.766101209,1,0,0,1,0,0,0,0,1,1,0,0,0,0,0,0,0,0,1,0,0,0,1,0,Dendritic Cell,Other Cells
+4512,26485.6478,976.4150943,791.6477987,1151.289308,23537.8239,751.4591195,807.163522,1765.886792,13023.71698,713.5974843,795.8553459,1778.169811,16257.44654,1364.251572,2099.377358,2305.0,5827.672956,1344.528302,348.1509434,2381.396226,12057.06918,438.1257862,284.9119497,802.4150943,15494.10692,677.3647799,120.5283019,1651.987421,11847.47799,1688.402516,448.7610063,2799.54717,10364.98742,782.5031447,289.8993711,1721.930818,7001.459119,1051.251572,421.1509434,1338.025157,4830.194969,654.8050314,164.8867925,2236.295597,4320.012579,1398.283019,502.7106918,3289.679245,711.2641509,955.6415094,159,17.22235619,12.41591297,0.693019987,0.913793103,0.668067227,-1.380493639,1,1,1,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+4513,22353.66667,800.975,441.7,1067.433333,20457.975,645.55,528.1416667,1574.425,10675.2,499.825,1088.025,1794.291667,13546.41667,1177.183333,3250.441667,3013.191667,5244.4,1258.8,377.3416667,2301.683333,10282.175,368.4583333,180.4166667,936.3166667,13337.15,1024.625,124.525,1349.75,10225.9,1955.966667,434.8083333,2795.008333,8882.125,584.2416667,252.775,1073.316667,5893.775,1432.216667,391.6583333,1300.733333,3766.658333,628.4166667,150.4,1898.725,3575.725,1266.191667,980.225,3196.783333,792.875,956.7333333,120,16.79655252,9.610135921,0.820149479,0.845070423,0.571428571,0.548125233,1,0,1,1,0,0,0,0,0,1,0,0,1,0,0,1,0,0,0,0,1,0,1,0,Helper T Cell,T Cells
+4514,35909.68852,864.5409836,495.2459016,1085.163934,31535.40984,737.8032787,1020.901639,1617.213115,17559.21311,536.1639344,2694.098361,1846.819672,21756.19672,1285.983607,3784.032787,4699.42623,8058.590164,1308.95082,304.7377049,2467.245902,16862.47541,405.5737705,133.3934426,1185.786885,21421.7541,714.0,144.0491803,1594.491803,17096.08197,2420.918033,434.2786885,2815.639344,14833.09836,620.0819672,286.4098361,1064.508197,9488.622951,1587.393443,425.5081967,1301.967213,5956.327869,621.5737705,160.2459016,2636.016393,5773.327869,1367.606557,1380.901639,3188.491803,800.8032787,954.6229508,61,12.12388585,7.235126425,0.802415099,0.835616438,0.462121212,0.734469796,1,0,1,1,0,0,0,0,0,1,0,0,1,0,0,1,0,0,0,0,1,0,1,0,Helper T Cell,T Cells
+4515,17445.5445,810.7748691,490.2251309,1067.633508,15932.59686,630.9424084,652.486911,1513.591623,7596.659686,509.9424084,865.6230366,1742.596859,10104.2356,1207.314136,1465.790576,1522.068063,3818.86911,1204.905759,288.8324607,2287.193717,8503.633508,360.0837696,183.3507853,633.3246073,10282.31937,409.6492147,120.6387435,990.1884817,8095.089005,1492.141361,314.8062827,2865.382199,7284.989529,631.8429319,267.565445,1231.65445,3969.570681,1042.900524,400.8010471,1312.659686,2732.832461,777.973822,159.1675393,2737.256545,2608.858639,1461.513089,7697.879581,3124.031414,325.1413613,959.3664921,191,17.2817493,14.54162083,0.540344639,0.945544554,0.660899654,-0.539710026,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,1,1,0,T Cell,T Cells
+4516,37776.38983,1096.118644,733.7966102,1115.033898,35912.86441,844.9661017,796.4237288,1689.237288,19253.74576,656.8474576,1431.474576,1790.966102,23124.45763,1461.016949,3260.627119,2873.610169,8489.355932,1429.508475,343.3389831,2357.932203,19490.05085,474.9661017,382.3559322,974.8644068,23850.79661,576.9322034,216.559322,2509.084746,18633.79661,2081.627119,437.3389831,2813.932203,16959.45763,716.8474576,316.1864407,1326.118644,10757.0339,1272.067797,472.3728814,1321.20339,7425.847458,715.8135593,172.5084746,2577.40678,6701.677966,1502.169492,1100.847458,3324.457627,407.5423729,954.7627119,59,9.089673336,8.878124919,0.214488516,0.907692308,0.655555556,1.528422337,1,1,1,1,0,0,0,0,1,1,1,0,1,0,0,1,1,0,0,0,1,1,1,0,Regulatory T Cell,T Cells
+4517,23813.64045,823.5730337,584.2247191,1072.696629,21805.94382,664.9438202,813.1460674,1497.820225,12079.50562,533.1460674,1719.58427,1802.898876,14312.22472,1181.314607,2396.348315,4427.191011,5482.662921,1305.179775,292.6067416,2625.370787,11826.80899,420.4606742,1113.629213,1118.52809,14748.26966,978.5955056,121.8314607,1678.393258,11684.57303,1881.123596,472.7865169,2779.752809,10413.8764,650.1910112,277.2808989,1558.52809,6656.393258,1756.168539,413.2022472,1385.05618,4413.719101,845.1797753,162.7977528,5384.11236,4169.52809,1303.325843,711.4831461,3278.314607,442.8764045,956.6853933,89,11.21341903,10.48400342,0.35477544,0.946808511,0.618055556,-0.382139179,1,0,1,1,0,0,0,0,1,1,0,0,1,0,0,1,0,1,1,0,1,0,1,0,Helper T Cell,T Cells
+4518,26511.14151,1031.660377,691.9528302,1102.735849,24000.91509,743.5471698,676.5283019,1629.462264,13613.85849,692.1698113,473.6132075,1725.528302,16372.03774,1362.622642,3493.40566,1471.04717,5967.820755,1378.584906,329.6509434,2330.320755,13351.61321,525.6886792,669.3962264,458.0849057,16712.12264,470.9622642,133.7735849,1171.132075,12681.27358,1645.462264,440.0660377,2830.103774,11493.03774,971.9339623,304.6698113,1390.339623,7468.415094,900.5849057,456.2735849,1370.254717,5167.726415,766.7735849,172.2735849,3147.113208,4878.075472,1450.5,457.0943396,3242.933962,479.0943396,956.0566038,106,15.98376739,8.653990676,0.840749882,0.938053097,0.602272727,1.012722223,1,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,Macrophage,Other Cells
+4519,23004.94949,865.8888889,671.979798,1105.979798,21107.61616,697.8484848,999.3333333,1627.959596,11800.21212,591.3030303,2269.434343,1824.464646,14118.9899,1281.969697,1850.808081,3012.464646,5308.020202,1389.909091,315.7070707,2766.59596,11532.42424,757.4747475,336.9494949,1174.555556,14404.84848,503.6868687,124.8585859,1079.848485,11101.52525,2170.838384,414.2222222,2819.343434,9714.737374,915.040404,284.5454545,1454.969697,6411.060606,1205.454545,451.2626263,1334.989899,4457.080808,675.1313131,170.3232323,2645.424242,4190.888889,1400.505051,482.2323232,3252.787879,512.4848485,956.0909091,99,14.09820461,9.264555838,0.753764733,0.942857143,0.585798817,-0.719767214,1,0,1,1,0,0,1,1,1,0,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
+4520,39376.15385,896.0769231,534.4423077,1113.211538,34234.25,714.1538462,696.3269231,1617.75,20155.67308,575.4230769,886.25,1819.923077,23093.63462,1278.192308,2757.134615,2702.538462,8575.576923,1379.307692,323.6346154,2308.923077,18488.57692,471.1538462,163.5961538,1028.769231,23831.26923,424.6730769,133.4807692,2797.596154,18125.98077,1715.384615,576.25,2806.211538,15688.40385,618.4807692,308.8076923,1340.634615,10356.5,1183.326923,456.2884615,1305.307692,7111.923077,635.4038462,164.4423077,2002.903846,6655.211538,1367.788462,171.8461538,3247.884615,543.0769231,955.8653846,52,8.63027316,7.916579522,0.398188828,0.945454545,0.65,0.014031403,1,0,1,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,1,0,0,0,T Cell,T Cells
+4521,30041.88785,944.0280374,573.271028,1090.242991,26807.13084,716.2242991,1026.317757,1544.700935,16043.52336,592.364486,2299.401869,1781.373832,18435.93458,1305.981308,2666.71028,3580.542056,6639.747664,1302.327103,299.8785047,2898.934579,14257.91589,528.7009346,147.1588785,1301.616822,18200.5514,1037.420561,124.317757,1626.336449,14082.1215,2087.28972,495.8878505,2816.560748,12488.27103,710.9906542,285.0186916,1237.439252,8161.962617,1334.757009,421.9813084,1327.495327,5759.53271,617.8411215,162.1775701,2244.906542,5111.841121,1334.28972,1060.149533,3359.252336,569.7196262,956.1028037,107,14.38839189,9.636168346,0.742615306,0.930434783,0.685897436,1.056292264,1,0,1,1,0,0,1,0,0,1,0,0,1,0,0,1,0,0,0,0,1,0,1,1,Helper T Cell,T Cells
+4522,14332.81429,863.1,516.4714286,1081.457143,13450.18571,659.1428571,697.3,1505.828571,7590.014286,682.5428571,470.1714286,1749.785714,9208.885714,1207.328571,1107.9,1021.028571,3479.157143,1340.814286,365.9285714,2492.385714,7799.114286,385.0142857,720.9428571,481.9571429,9218.571429,411.6714286,118.1,898.6714286,7508.742857,1572.842857,358.3714286,2810.314286,6876.985714,1045.771429,257.1,1217.171429,4595.071429,805.0857143,402.4714286,1358.885714,3162.457143,754.7571429,156.9428571,2527.585714,2908.314286,1289.842857,444.8142857,3211.657143,496.6285714,958.1428571,70,11.01174695,8.477304671,0.638234582,0.95890411,0.53030303,0.564927978,1,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,Macrophage,Other Cells
+4523,35920.86111,886.5277778,445.0833333,1093.041667,30897.58333,720.6666667,994.0277778,1652.222222,17840.13889,548.3888889,1309.208333,1813.652778,21218.25,1303.611111,3362.458333,4035.708333,7751.513889,1310.458333,312.7083333,2273.458333,16408.36111,406.6666667,283.0833333,1687.277778,20562.25,1199.041667,153.0277778,1088.319444,16488.65278,1876.152778,443.0138889,2803.069444,14327.18056,575.8611111,287.2638889,1024.097222,9077.555556,1815.652778,418.6527778,1303.236111,5750.541667,678.0833333,162.75,1926.555556,5611.472222,1371.875,762.4861111,3234.138889,783.3888889,956.8194444,72,11.7808668,8.072094424,0.728367386,0.947368421,0.654545455,0.828396029,1,0,1,1,0,0,0,0,0,1,0,0,1,0,0,1,0,0,0,0,1,0,1,0,Helper T Cell,T Cells
+4524,22484.3937,1037.850394,616.8267717,1083.472441,18618.19685,650.8582677,417.6850394,1541.716535,9664.692913,522.1574803,604.3937008,1760.307087,12050.24409,1180.811024,4956.220472,2032.110236,4454.456693,1180.527559,274.8031496,2319.740157,8771.992126,362.0314961,797.5275591,627.2283465,10716.43307,804.0,110.2677165,2346.330709,8460.409449,1703.23622,581.3937008,2789.897638,7170.88189,583.2440945,239.0629921,1143.19685,4609.251969,988.1181102,364.1102362,1360.968504,2816.173228,765.2204724,147.7322835,3459.377953,2782.472441,1149.858268,516.976378,3298.0,827.8425197,958.1732283,127,15.28154317,10.99423026,0.694549387,0.940740741,0.604761905,0.952118571,1,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,1,0,0,1,0,0,0,Dendritic Cell,Other Cells
+4525,25330.11189,842.6293706,613.8531469,1088.356643,21410.17483,693.5034965,509.4055944,1700.601399,10560.91608,728.0,1699.020979,1780.902098,14177.40559,1211.307692,5953.041958,2707.034965,5296.258741,1483.258741,292.3916084,2332.923077,11178.86014,383.1468531,886.6853147,1585.293706,14014.17483,489.034965,134.0769231,1025.951049,10590.13986,2672.447552,698.3986014,2796.937063,8996.398601,767.5174825,278.5174825,929.5804196,5412.160839,1389.573427,396.006993,1357.902098,3118.58042,825.3006993,151.6433566,2798.020979,3263.811189,1258.566434,1844.34965,3207.58042,889.9160839,959.7972028,143,19.00002823,10.35139151,0.838559991,0.87195122,0.647058824,1.162626891,1,1,1,1,1,0,0,0,1,0,0,0,1,1,0,1,0,1,1,0,1,0,1,0,Helper T Cell,T Cells
+4526,22264.84259,905.462963,694.6851852,1129.083333,20325.72222,735.0185185,758.0277778,1623.888889,11760.56481,571.7962963,615.9166667,1748.185185,14025.10185,1350.574074,778.9537037,999.5185185,5112.296296,1379.435185,321.1203704,2351.805556,11582.97222,3192.009259,140.9074074,507.5462963,14482.77778,510.3240741,132.537037,957.6388889,11270.18519,1513.722222,391.3796296,2812.203704,10121.17593,1068.194444,302.8703704,1423.083333,6685.12037,873.3703704,449.8148148,1329.824074,4603.574074,630.0092593,169.6111111,1470.814815,4345.888889,1431.87037,391.0833333,3175.009259,519.1203704,961.4444444,108,15.01430875,9.664390136,0.765295879,0.947368421,0.593406593,-0.631950059,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Proliferating Cell,Other Cells
+4527,29695.08955,867.1940299,536.7164179,1077.462687,26824.35821,668.238806,944.3731343,1556.880597,15436.74627,563.0447761,1663.208955,1783.343284,18210.92537,1214.283582,2736.328358,4359.074627,6925.074627,1268.567164,290.1940299,2369.850746,14026.79104,417.1940299,680.7164179,1574.373134,17580.31343,920.4328358,116.1641791,1891.164179,13500.02985,1746.283582,595.7164179,2833.61194,12115.56716,689.5522388,270.641791,1472.716418,8140.298507,1950.134328,402.1044776,1313.119403,5744.119403,970.8955224,155.8955224,2121.791045,5161.776119,1307.313433,329.0447761,3275.597015,598.0447761,958.9701493,67,16.29509673,6.388391554,0.919946555,0.752808989,0.398809524,-0.922565389,1,0,1,1,0,0,0,0,1,1,0,0,0,0,0,1,0,0,1,0,1,0,0,0,Cytotoxic T Cell,T Cells
+4528,32312.20952,1001.952381,573.1238095,1088.104762,28036.15238,744.2190476,922.6571429,1636.628571,15894.28571,589.1714286,1733.2,1848.457143,18245.18095,1315.142857,4175.67619,3745.771429,6746.628571,1272.190476,284.9619048,2394.028571,13647.3619,392.1238095,105.647619,1601.085714,17372.00952,698.9333333,116.1809524,1857.895238,13093.41905,2176.533333,482.4095238,2830.752381,11455.33333,627.047619,257.8761905,1089.390476,7695.847619,1386.27619,392.0095238,1299.571429,5284.057143,587.1619048,152.0095238,1830.609524,4703.666667,1257.819048,376.4380952,3383.761905,648.0857143,959.2666667,105,12.54583212,10.99844604,0.48110798,0.905172414,0.673076923,0.968690507,1,0,1,1,0,0,0,0,0,1,0,0,1,0,0,1,0,0,0,0,1,0,0,1,Helper T Cell,T Cells
+4529,33498.14754,928.1311475,560.7704918,1104.491803,29542.47541,731.9344262,729.2295082,1661.885246,16790.34426,701.8852459,2820.836066,1810.327869,20668.36066,1492.983607,1815.377049,5150.803279,7234.360656,1318.557377,298.9016393,2363.622951,14975.21311,400.8360656,354.8196721,2273.737705,18938.42623,1877.344262,120.9672131,1132.57377,14859.65574,2193.229508,491.6557377,2788.918033,12830.09836,666.2131148,279.442623,1475.393443,8624.114754,2352.278689,424.6393443,1313.245902,5724.360656,705.1147541,163.0327869,2943.360656,5348.377049,1371.47541,357.3934426,3248.0,726.4918033,957.4098361,61,11.36070777,7.698193804,0.735416195,0.871428571,0.616161616,0.748713052,1,1,1,1,0,0,0,0,1,1,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
+4530,37697.01316,1019.421053,509.9868421,1095.513158,32935.59211,729.3684211,676.2236842,1666.828947,19352.96053,570.9210526,1023.039474,1771.381579,23219.84211,1524.855263,3529.973684,3239.25,8513.986842,1311.618421,310.8684211,2363.552632,17945.75,397.2763158,290.6315789,1189.263158,22384.39474,590.8552632,503.8552632,1925.289474,18094.26316,2168.697368,428.7105263,2836.460526,15699.05263,602.7631579,294.6052632,1086.144737,10205.06579,1138.460526,415.2368421,1332.394737,6491.065789,777.9078947,162.5263158,2482.078947,6240.197368,1390.671053,285.6842105,3221.855263,764.9473684,958.5263158,76,11.04462787,8.983186277,0.581769844,0.938271605,0.633333333,1.200877822,1,0,1,1,0,0,0,0,0,1,1,0,1,0,0,1,0,0,1,0,1,0,0,0,Regulatory T Cell,T Cells
+4531,23853.78261,894.8478261,988.0869565,1202.76087,15321.54348,658.4565217,736.0108696,1755.673913,7537.086957,641.8913043,821.5217391,1818.0,10265.6087,1198.282609,2761.782609,1807.652174,3921.554348,1281.521739,292.8695652,2396.532609,8304.706522,394.423913,302.6630435,795.1195652,10597.02174,637.9782609,114.1956522,894.0978261,7983.195652,1965.923913,382.0,2792.380435,6832.663043,776.8478261,259.5869565,937.2826087,4400.108696,1085.771739,389.9673913,1316.152174,2624.51087,653.6630435,155.6521739,1629.869565,2720.815217,1250.73913,1209.630435,3209.086957,876.9565217,959.4456522,92,11.41507967,10.52786031,0.386530675,0.978723404,0.696969697,-0.243744923,1,1,1,0,0,0,0,0,1,1,0,0,1,0,0,0,0,0,0,0,0,0,1,0,Helper T Cell,T Cells
+4532,33869.08621,1086.442529,621.3045977,1102.166667,14939.44828,553.0517241,452.8563218,1406.54023,7817.551724,449.4770115,1153.83908,1689.471264,9956.511494,1094.293103,3342.729885,2033.298851,3831.436782,1126.931034,242.862069,2284.114943,7835.385057,326.5287356,129.1781609,1302.436782,9616.706897,1227.706897,108.1149425,3298.471264,7390.195402,1495.701149,373.0862069,2783.086207,6387.586207,1103.913793,243.3505747,999.6609195,4013.977011,1154.804598,364.6091954,1293.109195,2436.396552,568.7356322,147.4770115,1491.109195,2473.465517,1142.965517,1459.747126,3242.436782,849.1321839,961.7701149,174,16.7195543,13.31744634,0.60461321,0.956043956,0.682352941,1.213306632,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,Cytotoxic T Cell,T Cells
+4533,29464.22388,815.0,530.7761194,1065.238806,26712.91045,696.7164179,825.7014925,1535.074627,15869.16418,579.5970149,1599.402985,1846.074627,18246.80597,1262.134328,2665.865672,3235.089552,6876.80597,1351.820896,309.3134328,2348.19403,14453.31343,591.8507463,265.8656716,1583.746269,18749.35821,463.6268657,134.2089552,1830.791045,14113.80597,1871.671642,552.3283582,2804.283582,12324.50746,818.4179104,269.2686567,1235.686567,8279.761194,1427.880597,418.8358209,1331.447761,5686.268657,639.6119403,158.6567164,3890.701493,5161.477612,1325.567164,272.761194,3242.298507,550.8208955,960.4328358,67,10.890184,8.345914105,0.642399011,0.917808219,0.515384615,1.186749039,1,0,1,1,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
+4534,39009.70149,986.9552239,569.1791045,1073.910448,34815.50746,752.5671642,850.4925373,1653.343284,20240.13433,601.4626866,1426.149254,1744.985075,23256.55224,1341.358209,4413.910448,3741.61194,8668.820896,1336.820896,305.7761194,2302.522388,17455.64179,404.1940299,106.9701493,1226.164179,22465.08955,564.880597,121.0298507,4569.865672,17173.1791,2171.313433,507.5373134,2811.701493,15129.02985,607.8059701,282.5074627,1431.567164,9862.567164,1307.880597,405.9104478,1296.716418,6959.41791,592.8059701,149.1343284,2159.761194,6310.208955,1340.597015,174.7164179,3354.850746,623.7014925,960.7014925,67,10.99451527,8.146089351,0.671589974,0.930555556,0.62037037,-0.164906614,1,0,1,1,0,0,0,0,0,1,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
+4535,25048.32075,866.5408805,490.8113208,1070.861635,22627.27044,688.8490566,831.6100629,1550.861635,12810.96226,636.5157233,1769.314465,1837.106918,15191.47799,1215.295597,2893.471698,3688.389937,5796.050314,1222.389937,280.8993711,2502.201258,11826.86164,370.8805031,239.8679245,1565.886792,14890.49057,652.9811321,176.9874214,1736.540881,11482.2327,1958.540881,476.6289308,2797.471698,10012.67925,666.0691824,266.1069182,1338.918239,6798.962264,1596.150943,388.8301887,1318.157233,4560.842767,613.7044025,152.0440252,2931.716981,4243.163522,1250.90566,749.9622642,3266.295597,683.5283019,962.4842767,159,18.2377521,11.27792207,0.785876608,0.940828402,0.597744361,-1.146651524,1,1,1,1,0,0,0,0,0,1,1,0,1,0,0,1,0,0,0,0,1,0,1,0,Regulatory T Cell,T Cells
+4536,27458.39326,1083.94382,543.9662921,1080.707865,25166.08989,739.4606742,684.6516854,1607.955056,14151.05618,560.0674157,1590.730337,1795.269663,17187.40449,1280.752809,4153.213483,2930.640449,6512.393258,1367.719101,305.247191,2308.213483,13516.23596,396.258427,399.6516854,1808.41573,16952.22472,638.1011236,145.5280899,1148.730337,13476.58427,2446.191011,433.3483146,2794.741573,11872.58427,604.0449438,288.2022472,951.5617978,7651.853933,2012.044944,424.8651685,1321.629213,5080.078652,864.0674157,164.0898876,2389.359551,4820.516854,1380.494382,233.3370787,3174.382022,776.3595506,962.0674157,89,11.53014354,10.07466704,0.486343501,0.967391304,0.570512821,0.524773382,1,0,1,1,0,0,0,0,1,1,0,0,1,0,0,1,0,0,1,0,1,0,0,0,Helper T Cell,T Cells
+4537,36814.05556,1012.54321,539.2901235,1088.148148,31791.01235,667.5617284,674.5061728,1580.246914,17106.82716,524.8271605,1498.777778,1753.919753,22183.53086,1231.512346,4132.216049,3764.685185,8071.907407,1281.919753,290.3641975,2328.530864,16554.66049,376.2098765,138.9506173,1760.574074,21196.80864,592.7654321,119.3580247,1768.203704,16581.87037,2250.722222,435.6790123,2787.271605,14019.51235,610.5432099,271.191358,1037.740741,9089.179012,1301.364198,405.1851852,1288.123457,5649.0,606.0740741,152.154321,1838.759259,5502.969136,1300.395062,596.654321,3229.246914,812.3765432,964.0432099,162,19.37535057,12.81110926,0.750203879,0.861702128,0.54,-0.407675882,1,0,1,1,0,0,0,0,0,1,0,0,1,0,0,1,0,0,0,0,1,0,1,0,Helper T Cell,T Cells
+4538,29131.3615,960.6338028,533.5023474,1090.774648,26605.46479,759.5915493,686.6713615,1582.356808,13053.74178,600.3849765,1421.877934,1766.234742,16917.95775,1380.685446,2517.276995,3677.746479,6392.478873,1369.85446,340.6760563,2504.544601,13969.723,429.3051643,420.5305164,1469.779343,17072.65728,709.8403756,142.8685446,2012.586854,13304.46948,1781.971831,456.2676056,2812.478873,12119.09859,625.0328638,289.1784038,1432.784038,7003.093897,1051.873239,444.5915493,1320.173709,4659.107981,694.8309859,174.1267606,3479.586854,4278.323944,1403.225352,1118.577465,3171.859155,363.084507,966.3521127,213,20.34850043,13.47960269,0.749117493,0.946666667,0.760714286,-0.176719161,1,0,1,1,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells
+4539,38110.7957,989.1290323,538.6021505,1117.086022,33988.30108,795.655914,648.2150538,1698.860215,17645.15054,608.3010753,1224.88172,1748.27957,21616.6129,1429.215054,2339.107527,4083.774194,7858.129032,1413.451613,342.6774194,2357.462366,17253.19355,438.5913978,250.9784946,987.6774194,21463.7957,652.9784946,204.7311828,2780.602151,16559.21505,1727.698925,496.2473118,2831.043011,14975.52688,664.4301075,325.1612903,1931.075269,9184.010753,1141.483871,468.4193548,1327.290323,5867.806452,654.1935484,181.9892473,4106.053763,5442.075269,1488.322581,956.688172,3229.419355,389.4623656,961.172043,93,13.28377944,9.169363088,0.723554134,0.958762887,0.65034965,-1.199881738,1,0,1,1,0,0,0,0,0,1,1,0,0,0,0,1,0,0,0,1,1,1,1,0,Cytotoxic T Cell,T Cells
+4540,26786.34513,1086.849558,609.1238938,1096.061947,23138.0,753.3982301,576.1504425,1514.097345,12965.69027,623.5132743,587.3274336,1757.380531,15016.25664,1314.99115,2377.026549,2312.345133,5489.265487,1362.725664,312.0088496,2310.415929,12378.9115,417.2389381,877.380531,571.0884956,14933.04425,435.2123894,124.7345133,2317.566372,11934.74336,1635.566372,460.5929204,2806.504425,10726.02655,699.5044248,274.2123894,1336.681416,6834.920354,970.7256637,422.0619469,1356.707965,4548.256637,788.3097345,165.0619469,3121.787611,4100.247788,1293.362832,1993.017699,3265.982301,433.7522124,962.1238938,113,14.51047444,9.971930422,0.72644661,0.974137931,0.627777778,1.092922027,1,1,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,1,1,0,1,0,1,0,Macrophage,Other Cells
+4541,26327.91111,1130.388889,912.3444444,1160.888889,23896.34444,734.9777778,814.6555556,1712.966667,13339.85556,570.6888889,519.2,1774.633333,16198.92222,1280.033333,965.3333333,1028.422222,5794.766667,1377.077778,315.6333333,2401.7,13062.61111,437.0111111,145.0333333,453.2666667,16398.76667,486.4222222,129.8555556,906.7444444,12440.63333,1498.633333,389.1333333,2841.122222,11335.64444,787.7888889,308.1333333,1646.511111,7187.777778,896.5555556,455.2666667,1361.855556,4911.488889,613.3333333,170.3777778,1456.233333,4589.077778,1419.866667,780.1222222,3333.133333,472.9666667,963.1222222,90,11.41543454,10.64622821,0.360867772,0.9,0.576923077,1.361885079,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,1,0,Unknown,Other Cells
+4542,24557.48544,918.407767,763.3592233,1082.048544,23509.67961,724.1941748,687.9902913,1574.38835,12627.14563,1445.76699,810.6116505,1733.048544,15088.0,1350.262136,2261.466019,2307.009709,5799.640777,1761.184466,374.5048544,2363.660194,12650.04854,435.3495146,911.3106796,627.8543689,15488.25243,727.6407767,130.0291262,1702.407767,12018.3301,1791.854369,427.9902913,2828.436893,11006.74757,742.1359223,292.0582524,1583.601942,7170.058252,1112.543689,438.0873786,1437.223301,4802.873786,809.4271845,168.1262136,3331.543689,4479.873786,1438.349515,820.223301,3249.398058,419.0582524,962.2718447,103,13.70793039,9.721442482,0.70502362,0.944954128,0.735714286,1.568519578,1,1,1,1,1,0,0,0,1,1,0,0,0,0,0,0,0,1,1,0,1,0,1,0,Cytotoxic T Cell,T Cells
+4543,37454.01534,942.4785276,538.2668712,1094.662577,33794.46012,746.6319018,752.7760736,1618.046012,19862.54294,585.5276074,1411.392638,1799.07362,23540.02147,1313.720859,1860.217791,3746.46319,8326.386503,1337.779141,310.7177914,2459.812883,17813.18712,449.3343558,136.5705521,1173.092025,22853.07362,1069.383436,186.904908,1821.141104,17691.3681,1791.5,487.2760736,2810.91411,15812.48773,639.4018405,299.1564417,1406.257669,10296.95399,1450.990798,441.7546012,1323.941718,7083.312883,633.7822086,164.7055215,2932.53681,6317.730061,1382.125767,502.0153374,3296.08589,573.1319018,970.3159509,326,28.13496739,17.66687841,0.778267288,0.835897436,0.464387464,0.714470818,1,0,1,1,0,0,0,0,0,1,1,0,0,0,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+4544,35677.46617,1033.954887,624.7293233,1131.661654,31894.8797,825.1428571,957.1578947,1803.466165,17745.50376,664.1954887,1952.488722,1781.18797,21625.61654,1494.62406,1891.12782,3373.804511,7711.796992,1375.93985,331.7819549,2353.721805,14967.99248,443.8270677,271.3233083,1715.789474,18885.30075,1630.729323,126.2406015,931.1278195,14826.6015,1711.300752,468.7443609,2808.353383,13022.06767,704.6015038,293.1879699,1669.030075,8571.315789,1826.601504,425.1879699,1334.969925,5637.428571,667.037594,160.3082707,2280.684211,5118.43609,1403.195489,973.6390977,3261.075188,718.3233083,964.5263158,133,16.29169487,10.63379506,0.757605582,0.93006993,0.59375,-1.083921487,1,1,1,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells
+4545,33433.38938,911.2831858,576.5575221,1108.20354,30128.15044,733.5309735,855.9469027,1680.106195,16919.95575,1000.982301,2105.964602,1758.911504,21412.0177,1549.132743,2521.336283,4242.265487,7261.522124,1318.415929,323.7345133,2478.415929,16174.0177,513.5752212,703.7699115,1805.415929,20463.0354,2382.716814,139.8938053,1220.575221,15923.77876,1703.663717,529.7787611,2795.39823,13927.35398,660.7787611,292.1769912,1601.699115,8999.814159,1497.0,426.460177,1357.433628,6023.309735,857.0176991,160.1415929,3225.247788,5605.99115,1416.955752,2324.539823,3324.716814,737.2389381,963.5840708,113,13.74268728,10.86793438,0.612054208,0.941666667,0.620879121,-1.177784158,1,1,1,1,0,0,0,0,1,1,0,0,0,0,0,1,0,1,1,0,1,0,1,0,Cytotoxic T Cell,T Cells
+4546,32550.15702,916.9173554,692.4545455,1147.933884,10342.50413,427.5454545,245.3966942,1206.115702,4505.900826,351.0082645,326.9586777,1596.14876,6350.578512,848.6198347,2313.661157,1275.859504,2376.867769,890.7933884,190.9090909,2233.123967,4870.876033,245.661157,103.9752066,482.6033058,5898.016529,323.1487603,90.95867769,1765.719008,4299.057851,1236.553719,341.4049587,2760.68595,3536.033058,444.1570248,183.0661157,667.3884298,1846.578512,605.9752066,303.892562,1259.471074,1062.46281,475.0413223,126.9256198,720.1983471,1067.768595,843.785124,121.6528926,2910.413223,927.3801653,964.3553719,121,13.52805472,11.59213986,0.515488849,0.96031746,0.775641026,-0.378745816,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Unknown,Other Cells
+4547,27264.37584,887.7651007,730.6375839,1113.946309,11502.49664,451.5704698,369.4563758,1267.510067,5003.483221,365.6241611,632.1744966,1624.657718,7224.677852,884.0469799,3133.234899,1526.604027,2804.006711,912.8993289,202.9060403,2242.463087,5656.704698,257.8926174,100.0738255,677.6174497,6806.040268,314.7651007,125.8187919,1577.067114,5049.167785,1493.241611,333.1610738,2801.261745,4104.865772,455.2080537,200.4765101,696.4026846,2093.328859,677.6912752,316.0738255,1256.832215,1191.409396,488.6442953,126.4362416,695.6241611,1248.738255,868.3825503,118.966443,2931.577181,939.0738255,964.9798658,149,14.97000024,13.09208612,0.484926631,0.973856209,0.716346154,0.0004513,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Unknown,Other Cells
+4548,34233.60417,1073.354167,586.4375,1063.9375,29889.17708,747.9895833,681.2708333,1625.479167,16914.98958,601.2395833,1014.125,1724.510417,19623.04167,1300.541667,4021.1875,3366.510417,7242.135417,1263.697917,287.15625,2286.989583,13560.85417,389.2395833,103.0520833,994.5625,17255.125,1043.3125,128.59375,3768.375,13046.67708,1729.260417,526.7291667,2780.989583,11548.33333,579.71875,250.9166667,1269.447917,7466.197917,1093.635417,381.5729167,1307.447917,5268.9375,589.625,148.0833333,2586.875,4730.958333,1251.322917,198.5833333,3458.197917,631.7916667,965.0208333,96,11.87972138,10.52793891,0.463281978,0.923076923,0.671328671,0.12463011,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,1,Cytotoxic T Cell,T Cells
+4549,36844.04717,870.0471698,493.3301887,1100.141509,33298.5283,712.2075472,1198.867925,1648.858491,18774.86792,569.9622642,2089.622642,1805.433962,22580.40566,1316.773585,3074.037736,3642.54717,8492.320755,1320.660377,309.9245283,2723.066038,17418.66038,404.3773585,116.5660377,1269.830189,22352.67925,1174.433962,132.7169811,1295.132075,16921.96226,1847.962264,484.5,2789.764151,14786.9717,623.1981132,288.8113208,1219.811321,10074.43396,1809.349057,410.0,1317.396226,6999.04717,613.0188679,157.0,2144.066038,6360.292453,1377.962264,282.6132075,3269.103774,659.1981132,964.4811321,106,12.45111852,11.08611781,0.455235169,0.938053097,0.679487179,1.398777514,1,0,1,1,0,0,1,0,0,1,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
+4550,25284.92913,852.0551181,554.6614173,1068.503937,22988.48031,680.2125984,595.9212598,1535.409449,12660.14961,656.2204724,1309.228346,1749.566929,16003.0,1541.952756,1479.84252,3199.110236,5880.748031,1262.228346,299.3307087,2390.543307,12487.98425,397.4094488,349.2992126,956.3464567,15648.13386,1031.84252,147.0708661,1106.913386,12381.80315,1674.259843,442.7716535,2801.566929,10895.15748,614.9370079,268.3543307,1454.307087,7059.76378,1326.393701,409.3700787,1316.606299,4805.566929,707.0787402,163.8267717,3153.811024,4519.850394,1400.086614,3470.708661,3215.275591,756.4015748,966.0708661,127,15.2480717,11.5418245,0.653488247,0.907142857,0.533613445,-0.063120549,1,1,1,1,0,0,0,0,1,1,0,0,0,0,0,1,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells
+4551,16862.30108,808.2043011,450.2365591,1088.021505,15384.17204,625.9892473,518.3870968,1493.397849,7465.505376,506.0537634,602.0752688,1722.978495,9804.827957,1199.935484,1069.010753,1024.107527,3807.129032,1190.322581,302.311828,2271.516129,8408.021505,355.4623656,145.8817204,672.6451613,10257.50538,422.5483871,119.688172,930.8064516,7973.924731,1404.376344,321.9462366,2844.548387,7220.150538,608.5483871,288.2043011,1216.505376,3950.27957,889.6021505,413.7096774,1301.946237,2710.129032,869.5268817,165.8494624,1790.333333,2578.311828,1550.096774,4532.88172,3161.505376,334.2365591,966.7311828,93,12.66615374,9.907681067,0.623006043,0.948979592,0.603896104,-0.025114203,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,1,1,0,Granulocyte,Other Cells
+4552,24136.11927,875.9816514,479.7155963,1054.192661,21990.08257,706.0825688,627.2568807,1490.385321,10748.29358,546.7889908,1097.816514,1714.311927,14115.66055,1319.091743,1725.550459,2084.53211,5463.880734,1307.963303,318.6972477,2250.247706,12152.06422,371.8990826,226.9174312,715.9082569,15000.02752,423.3394495,327.146789,927.9816514,11721.84404,1655.330275,358.3302752,2813.926606,10655.85321,603.9633028,285.6788991,1116.697248,5936.211009,1001.045872,423.2110092,1304.201835,4139.477064,627.9724771,169.2752294,2468.06422,3912.678899,1527.834862,18086.95413,3141.93578,345.1100917,964.2844037,109,13.97413127,10.0533789,0.694567204,0.956140351,0.778571429,-1.520205272,1,0,1,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,1,1,0,T Cell,T Cells
+4553,20882.58252,948.776699,667.8737864,1129.815534,18802.47573,738.9126214,858.592233,1663.563107,10362.92233,674.8058252,593.3883495,1778.699029,12619.31068,1310.68932,941.2038835,1268.203883,4641.407767,1387.368932,331.9514563,2353.757282,9811.970874,429.0679612,596.1165049,578.7961165,12196.8835,570.2038835,124.2330097,942.0291262,9542.07767,1502.990291,379.9514563,2803.757282,8376.106796,757.2038835,284.6796117,1520.592233,5458.436893,950.5242718,434.9708738,1354.067961,3638.728155,717.4854369,165.8349515,2757.92233,3443.252427,1359.271845,336.3786408,3252.038835,505.0194175,965.6213592,103,12.95685448,10.40885488,0.595510718,0.953703704,0.66025641,0.919721713,1,1,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,1,0,0,1,0,0,0,Macrophage,Other Cells
+4554,31738.5,922.2555556,600.3777778,1071.388889,27283.24444,711.4555556,778.6777778,1615.3,16021.5,567.6111111,865.3555556,1750.922222,17958.53333,1341.155556,3336.055556,2392.955556,6809.733333,1258.644444,280.7888889,2330.911111,13871.92222,1308.477778,249.0777778,654.0777778,17290.1,596.0666667,122.0,2222.044444,13131.07778,1647.2,597.9333333,2793.177778,11594.66667,1724.477778,265.7222222,1340.211111,7851.444444,1198.144444,396.2666667,1320.333333,5592.455556,677.2,152.6,2514.7,4755.677778,1254.511111,175.9777778,3426.455556,602.4222222,964.2222222,90,13.57936627,8.54026465,0.777474214,0.967741935,0.642857143,-1.22186156,1,0,1,1,0,0,0,1,0,1,0,0,0,0,0,1,0,0,0,0,1,0,0,1,Cytotoxic T Cell,T Cells
+4555,22214.58163,931.6938776,686.744898,1089.836735,20047.92857,714.5306122,905.755102,1625.867347,11024.29592,618.3163265,1923.428571,1808.173469,13788.91837,1275.530612,4082.285714,4384.040816,5118.969388,1217.081633,285.3979592,2767.408163,10294.10204,394.744898,236.5204082,1990.55102,13513.73469,1858.826531,117.3673469,1653.061224,10340.81633,1729.061224,444.6836735,2808.959184,9055.510204,700.4387755,263.4897959,1732.897959,6124.673469,1686.295918,392.2755102,1341.377551,4141.571429,642.9081633,157.8469388,3682.704082,3883.346939,1302.5,967.4489796,3273.591837,702.8571429,965.6020408,98,12.15531546,10.58686492,0.491343515,0.951456311,0.636363636,0.126901515,1,0,1,1,0,0,1,0,0,1,0,0,0,0,0,1,0,1,0,0,1,0,1,0,Cytotoxic T Cell,T Cells
+4556,33119.53731,858.6791045,499.2537313,1066.276119,30062.02985,700.9104478,766.3208955,1624.335821,16228.3806,533.7089552,1635.865672,1765.858209,20301.18657,1259.19403,3626.977612,3601.597015,7444.597015,1296.455224,302.5522388,2365.932836,15655.80597,397.6716418,295.7238806,1377.940299,19828.15672,1105.552239,308.9328358,1254.156716,15739.34328,2025.619403,471.0671642,2800.358209,13371.09701,621.858209,282.0,1028.485075,8550.514925,1501.61194,408.8208955,1315.634328,5456.544776,644.4477612,157.7462687,3654.365672,5278.619403,1356.0,1758.813433,3183.902985,802.1343284,968.0447761,134,17.95873507,9.726041658,0.840651012,0.930555556,0.71657754,-0.259140508,1,0,1,1,0,0,0,0,0,1,1,0,1,0,0,1,0,0,0,0,1,0,1,0,Regulatory T Cell,T Cells
+4557,23445.35955,1039.539326,634.8988764,1080.685393,21180.48315,800.1235955,880.6516854,1592.539326,11705.32584,625.5168539,1932.044944,1820.505618,13014.53933,1312.853933,7187.258427,4850.842697,5040.494382,1307.067416,306.9101124,2499.595506,10835.4382,434.9325843,170.6629213,2039.078652,13290.88764,1054.606742,423.752809,2803.910112,9765.044944,2009.101124,462.6179775,2802.202247,8705.101124,661.1011236,278.1011236,1383.898876,5922.426966,1529.179775,415.9662921,1327.359551,4135.932584,604.3033708,160.0,3402.325843,3594.067416,1259.696629,576.0561798,3376.011236,538.2921348,966.0786517,89,13.21435497,9.304195099,0.71010325,0.936842105,0.526627219,-0.723946252,1,1,1,1,0,0,0,0,0,1,1,0,1,0,0,1,0,0,0,0,1,0,0,1,Regulatory T Cell,T Cells
+4558,43085.32039,956.5048544,566.9126214,1130.941748,38308.53398,759.7475728,691.0873786,1691.737864,19564.09709,596.184466,1473.747573,1742.776699,24701.40777,1357.359223,2467.631068,4316.747573,9225.184466,1402.796117,344.8058252,2406.009709,20433.48544,470.6699029,244.2038835,1005.407767,24981.53398,1630.553398,130.9805825,3253.601942,19714.09709,1552.524272,598.9320388,2815.92233,17763.38835,664.3009709,318.0679612,1669.495146,10397.30097,1202.184466,462.1456311,1331.15534,6695.058252,657.038835,170.1941748,3177.61165,6241.145631,1454.621359,903.7378641,3225.718447,378.7087379,967.6893204,103,13.32331203,10.1453179,0.648198788,0.919642857,0.613095238,-1.129836484,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells
+4559,34784.71963,959.7663551,702.3457944,1138.056075,31081.85981,767.9345794,860.8598131,1716.411215,16384.2243,605.6074766,2088.214953,1779.037383,20322.74766,1391.214953,1476.074766,2616.149533,7736.934579,1501.897196,352.4579439,2553.551402,16978.37383,454.7009346,198.9252336,1078.224299,20916.52336,867.8785047,322.9813084,1561.728972,16292.20561,1768.252336,422.8130841,2854.981308,14821.56075,854.4392523,325.4953271,1663.878505,9160.64486,1325.149533,474.7570093,1343.757009,5940.728972,643.3831776,175.411215,2451.168224,5567.579439,1478.084112,526.3457944,3273.663551,393.9065421,968.2336449,107,16.86052158,8.481937749,0.864248597,0.938596491,0.548717949,-0.929611695,1,0,1,1,1,0,0,0,0,1,1,0,0,0,0,1,1,1,0,0,1,1,0,0,Cytotoxic T Cell,T Cells
+4560,24510.72941,874.8294118,638.6882353,1104.476471,22956.21765,701.7176471,781.1235294,1601.270588,12167.05882,546.0470588,1082.047059,1764.417647,14768.04706,1231.429412,2175.729412,2964.829412,5506.935294,1351.041176,317.0117647,2322.058824,12062.21765,383.8823529,692.9352941,1043.152941,14915.92941,508.9352941,144.3882353,2323.505882,11677.82353,1785.6,512.7823529,2821.158824,10534.20588,685.7294118,283.9941176,1586.835294,6495.441176,1086.270588,429.8529412,1354.241176,4352.011765,768.9529412,169.6176471,3050.452941,4148.776471,1346.194118,635.8235294,3204.694118,453.0470588,969.4,170,19.77713719,11.66034003,0.807704987,0.862944162,0.588235294,-0.702925124,1,0,1,1,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,1,0,1,0,T Cell,T Cells
+4561,25851.57692,889.9038462,713.0865385,1126.990385,23674.83654,717.7403846,740.7307692,1682.817308,13230.39423,566.5096154,506.1346154,1763.038462,15604.32692,1277.442308,817.6730769,1142.673077,5919.278846,1391.298077,321.5288462,2353.913462,12644.44231,564.8365385,250.0480769,455.6923077,15949.51923,475.9615385,125.2692308,965.8653846,12032.0,1428.298077,390.9038462,2824.846154,10816.43269,842.4615385,292.3461538,1644.096154,7051.759615,911.1826923,437.0673077,1333.461538,4654.894231,636.6346154,169.6153846,1452.076923,4411.615385,1384.105769,352.3269231,3291.788462,483.0865385,967.9038462,104,12.75008178,10.60181269,0.555510701,0.945454545,0.666666667,-0.400779207,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Unknown,Other Cells
+4562,27806.42056,892.3364486,519.9719626,1083.457944,25033.41121,815.9345794,895.4299065,1589.934579,13856.59813,603.4953271,2199.775701,1879.626168,16985.03738,1285.813084,2724.018692,3913.345794,6450.364486,1243.523364,288.9252336,2985.757009,12871.91589,424.3457944,216.7850467,2021.878505,16513.26168,501.1028037,605.8037383,1691.794393,12620.21495,2269.308411,475.3084112,2805.990654,11199.65421,646.1028037,266.635514,1502.766355,7605.205607,1523.757009,405.7570093,1345.074766,5129.28972,632.6915888,163.2242991,3976.102804,4632.794393,1354.121495,3343.747664,3248.214953,689.9158879,969.8504673,107,19.27514608,7.609489297,0.91877463,0.849206349,0.457264957,-0.718601209,1,0,1,1,0,0,1,0,0,0,1,0,1,0,0,1,0,1,0,0,1,0,1,0,Regulatory T Cell,T Cells
+4563,28147.05,933.725,573.3,1113.125,25241.075,827.55,798.05,1683.525,14173.35,594.475,1419.6,1861.5,16553.9,1369.675,2405.675,2242.725,6146.775,1348.175,307.4,2355.825,12900.85,1153.625,188.3,879.75,16269.05,510.125,312.95,1436.625,12249.1,1857.025,518.15,2794.425,10710.65,1238.175,282.6,1293.0,7186.625,1209.125,430.45,1326.65,4902.225,612.05,156.15,3053.075,4219.975,1285.5,246.025,3278.7,546.925,966.825,40,8.307496559,6.870625949,0.56214414,0.833333333,0.49382716,0.665021809,1,0,1,1,0,0,0,1,0,0,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+4564,36876.07018,863.0701754,501.4561404,1054.473684,33145.63158,727.7017544,795.0350877,1646.684211,18712.54386,541.9122807,1409.666667,1817.614035,22218.05263,1265.280702,3552.964912,2819.087719,8236.192982,1347.105263,302.3157895,2293.807018,17528.15789,401.2807018,468.9649123,1632.0,21678.35088,791.4912281,388.3859649,924.2280702,17451.42105,2248.701754,526.8596491,2802.140351,15357.63158,591.7368421,284.4210526,973.6491228,9707.263158,1733.140351,409.4385965,1366.54386,6267.017544,711.5789474,157.4912281,3612.508772,5998.596491,1350.122807,297.7894737,3211.736842,784.0701754,966.754386,57,10.84097146,6.817767651,0.777495101,1.0,0.633333333,-0.831211332,1,0,1,1,0,0,0,0,1,1,1,0,1,0,0,1,0,1,0,0,1,0,0,0,Regulatory T Cell,T Cells
+4565,27243.07143,847.3877551,527.9795918,1116.163265,23795.56122,689.6428571,741.8571429,1655.765306,13622.93878,534.1326531,901.0816327,1794.959184,15950.96939,1277.5,2661.806122,2570.244898,5684.469388,1277.571429,303.3265306,2346.632653,12112.57143,11403.07143,162.7142857,1054.683673,15627.77551,1722.122449,122.3265306,1645.265306,11511.77551,1411.714286,488.3571429,2795.306122,10061.36735,1069.510204,275.9897959,1340.755102,6751.44898,1204.816327,421.4285714,1325.336735,4643.265306,624.244898,158.7857143,4382.602041,4019.836735,1272.091837,415.1938776,3325.214286,554.1428571,970.4489796,98,15.13643601,8.54219553,0.825537985,0.867256637,0.636363636,-0.494066076,1,0,1,1,0,0,0,1,0,1,0,0,0,0,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+4566,32022.43158,1137.873684,541.8736842,1089.0,28481.12632,660.1473684,530.6947368,1514.084211,16124.54737,522.2526316,1388.947368,1733.831579,20127.83158,1365.442105,2182.442105,2655.431579,7436.484211,1271.347368,289.6421053,2300.684211,15753.26316,382.4736842,213.4315789,1002.968421,19648.85263,654.6105263,318.9894737,899.6736842,15874.05263,1936.010526,413.2421053,2787.389474,13825.64211,585.5052632,265.1263158,1040.421053,8970.0,1481.957895,403.1684211,1301.136842,5929.947368,638.5894737,163.6947368,2519.757895,5694.821053,1379.357895,3137.452632,3156.831579,765.9263158,969.0842105,95,13.26239969,9.171638259,0.722326735,0.95959596,0.785123967,-0.79380187,1,0,1,1,0,0,0,0,0,1,1,0,1,0,0,1,0,0,0,0,1,0,1,0,Regulatory T Cell,T Cells
+4567,29552.25926,800.0493827,530.617284,1055.246914,27043.87654,682.4444444,766.8395062,1535.814815,14925.08642,506.9259259,1447.753086,1799.740741,18324.25926,1199.691358,3816.962963,3187.851852,6874.938272,1273.950617,292.1111111,2319.419753,14082.79012,373.9753086,738.2716049,1618.197531,18065.17284,775.7901235,261.5802469,1051.296296,14297.67901,2366.91358,567.6666667,2783.111111,12436.79012,572.8148148,263.7160494,1009.012346,8029.17284,1334.790123,405.7777778,1385.222222,5156.802469,760.308642,153.8148148,4902.567901,5060.37037,1284.185185,396.2345679,3208.259259,791.9259259,968.9012346,81,11.66208791,9.261562049,0.607708914,0.91011236,0.669421488,-0.60102345,1,0,1,1,0,0,0,0,1,1,1,0,1,0,0,1,0,1,0,0,1,0,0,0,Regulatory T Cell,T Cells
+4568,18688.2987,918.3636364,491.3116883,1113.922078,16956.97403,738.0,445.6363636,1635.233766,8218.363636,549.8051948,392.7792208,1718.168831,10696.01299,1418.220779,991.8441558,661.4025974,4053.25974,1239.636364,325.3766234,2261.584416,8679.467532,407.8571429,143.7402597,494.3506494,10770.03896,430.6883117,122.1428571,818.8051948,8313.831169,1381.155844,356.9090909,2820.909091,7149.727273,933.1298701,275.038961,955.7532468,4364.909091,784.0909091,404.5324675,1284.584416,2470.402597,627.8441558,162.0779221,1290.025974,2565.402597,1405.311688,9011.480519,3124.220779,885.2727273,967.7012987,77,14.51044492,6.884822058,0.880269769,0.916666667,0.641666667,1.566628103,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,Unknown,Other Cells
+4569,41938.95745,891.4468085,485.6382979,1130.0,36131.34043,728.2765957,930.7234043,1653.531915,22090.44681,585.8297872,1769.574468,1763.297872,25740.59574,1314.12766,1913.319149,3456.404255,9022.085106,1407.765957,338.1489362,2435.978723,19469.85106,564.2553191,127.9361702,2196.361702,25432.17021,1431.914894,130.4893617,1424.212766,19607.68085,1536.425532,437.5957447,2807.021277,17298.0,731.9787234,313.3404255,1156.787234,11202.80851,1844.510638,462.3617021,1332.276596,7824.93617,635.4255319,168.1489362,2449.638298,7080.510638,1378.595745,423.0851064,3316.829787,562.6595745,969.7659574,47,9.171090678,6.801972611,0.670758942,0.94,0.746031746,0.611568653,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+4570,29687.7619,925.827381,585.4821429,1075.571429,26355.5119,704.702381,802.3392857,1633.303571,15143.02381,562.7380952,1389.910714,1875.744048,17855.77976,1300.654762,4141.285714,4268.702381,6559.255952,1268.970238,287.6607143,2421.238095,13403.72619,538.3928571,112.0178571,1089.35119,17103.64286,672.1488095,122.0059524,3671.809524,13007.44643,1981.684524,489.6845238,2791.577381,11624.29762,1220.875,260.672619,1755.47619,7698.839286,1756.708333,395.8809524,1306.571429,5341.583333,611.4107143,152.577381,4779.017857,4990.880952,1324.363095,330.1607143,3303.678571,617.0535714,972.547619,168,16.87709997,13.34292614,0.612341294,0.879581152,0.581314879,-1.078778961,1,0,1,1,0,0,0,0,0,1,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
+4571,41966.3956,995.967033,571.8351648,1097.494505,36637.06593,771.1648352,829.2307692,1683.538462,20672.96703,607.0989011,1493.274725,1788.384615,24169.92308,1400.340659,3590.307692,3994.010989,8601.197802,1314.648352,303.7802198,2544.868132,17473.49451,418.021978,109.1868132,1279.593407,22737.05495,1452.978022,118.2857143,2118.384615,17008.48352,1773.296703,542.5824176,2782.021978,15103.08791,675.9120879,289.0989011,1293.417582,9978.802198,1523.054945,402.5824176,1301.912088,6764.010989,615.8131868,160.6923077,2675.164835,6053.483516,1334.461538,247.989011,3307.054945,646.2857143,968.8901099,91,14.10147992,9.362100633,0.747813297,0.85046729,0.551515152,1.545713877,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+4572,34430.03797,896.7088608,485.5822785,1086.455696,30366.74684,743.1012658,492.6329114,1531.392405,17262.51899,626.556962,652.3164557,1705.075949,21740.72152,1417.56962,894.6455696,2428.329114,7806.670886,1320.405063,328.0506329,2292.316456,16882.58228,449.1139241,210.0,644.2911392,21267.17722,750.0379747,124.8607595,1467.012658,16884.37975,1460.240506,698.6329114,2785.012658,14813.22785,640.6708861,295.9873418,1718.329114,9758.810127,1022.582278,429.0253165,1315.088608,6402.240506,679.6962025,174.7594937,1913.43038,6081.632911,1610.506329,8861.696203,3209.898734,729.1139241,969.9873418,79,12.33618748,8.365883257,0.734916209,0.975308642,0.598484848,1.013776536,1,1,0,1,0,0,0,0,0,1,0,0,0,1,0,0,0,0,0,0,1,1,1,0,Macrophage,Other Cells
+4573,25918.92593,1124.918519,608.8888889,1083.103704,19159.95556,641.6,600.1111111,1472.711111,9923.140741,503.2740741,978.962963,1738.740741,13643.06667,1266.659259,4597.177778,2592.237037,4817.874074,1216.659259,293.4,2337.718519,9881.666667,368.2518519,382.2296296,888.3333333,13027.43704,1342.888889,119.7703704,1434.77037,9881.859259,1644.711111,444.7037037,2784.614815,8344.155556,772.7333333,256.9111111,989.9703704,5490.955556,1312.4,396.9555556,1312.481481,3447.348148,666.9555556,163.2962963,1813.525926,3363.577778,1333.896296,3132.859259,3240.066667,819.5777778,971.9777778,135,15.76563049,11.24373982,0.700980465,0.971223022,0.610859729,-1.147016248,1,0,1,1,0,0,0,0,1,1,0,0,0,0,0,1,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells
+4574,17148.08571,907.4285714,1200.514286,1161.971429,12005.27143,510.9,569.7285714,1536.471429,5016.114286,449.8142857,386.6428571,1665.7,7704.557143,1017.885714,1697.214286,1356.642857,2996.328571,1142.042857,248.5285714,2309.4,6127.871429,328.7142857,518.4,478.3714286,7657.642857,465.4,101.5571429,1152.342857,5480.985714,1372.914286,329.0,2783.028571,4600.171429,592.1571429,214.0285714,778.9714286,2170.357143,751.5,346.4714286,1274.285714,1252.571429,625.2,139.7714286,1279.957143,1404.442857,967.7,251.9428571,3069.828571,956.7285714,968.7142857,70,9.9814382,9.124550514,0.40537185,0.95890411,0.7,1.54884996,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Dendritic Cell,Other Cells
+4575,47414.19512,972.902439,578.7682927,1138.939024,43033.52439,785.4268293,1014.95122,1750.536585,22510.7439,707.5365854,3234.731707,1897.658537,28000.4878,1406.02439,2614.060976,4452.792683,10350.79268,1499.256098,357.9878049,2945.341463,23018.04878,448.7560976,462.695122,1299.841463,28682.02439,1180.268293,315.3170732,1738.402439,22364.58537,2133.963415,465.1707317,2849.853659,20244.9878,889.5853659,339.5853659,1582.914634,12442.80488,1789.402439,487.6463415,1396.768293,7922.95122,727.195122,179.4512195,4315.231707,7455.646341,1503.792683,869.7560976,3313.707317,402.0121951,971.2682927,82,13.77397483,7.935817599,0.817346946,0.976190476,0.630769231,-1.003879036,1,1,1,1,1,0,1,0,1,1,1,0,1,0,0,1,1,1,0,0,1,1,1,0,Regulatory T Cell,T Cells
+4576,39896.58951,976.5771605,605.1882716,1132.990741,36802.79012,785.3796296,817.0617284,1711.574074,19029.70679,687.6450617,1384.348765,1767.91358,23643.69444,1400.268519,2559.092593,4193.382716,8705.324074,1461.743827,347.6759259,2531.891975,19484.48148,435.6141975,411.2345679,1058.549383,24182.3179,641.7098765,233.3209877,2653.459877,18821.53395,1966.771605,516.3333333,2823.185185,17059.35802,807.7469136,326.4320988,1802.191358,10446.49691,1297.688272,470.6728395,1330.759259,6693.169753,722.9753086,176.058642,3272.867284,6136.694444,1503.324074,2060.104938,3263.953704,410.7808642,979.4320988,324,26.89642077,15.92225582,0.805949577,0.917847025,0.623076923,-0.428345861,1,1,1,1,1,0,0,0,1,1,1,0,1,0,0,1,1,0,0,0,1,1,1,0,Regulatory T Cell,T Cells
+4577,32555.00926,882.962963,498.3796296,1075.972222,29718.73148,726.8240741,767.6296296,1574.407407,16966.69444,572.462963,1368.12037,1762.490741,20571.72222,1326.305556,1775.166667,3442.537037,7369.805556,1379.87037,303.2777778,2289.361111,15883.07407,427.212963,643.6203704,1150.981481,20058.77778,644.3240741,263.0555556,1231.694444,15659.51852,1847.638889,482.9722222,2808.722222,13930.24074,660.4537037,292.8333333,1312.824074,9390.111111,1276.12963,435.0555556,1316.851852,6318.546296,864.0648148,161.8796296,1977.638889,5882.935185,1404.638889,849.3240741,3212.574074,587.3888889,972.75,108,16.18104757,9.27433047,0.819443425,0.885245902,0.553846154,-0.500307446,1,0,1,1,0,0,0,0,1,1,1,0,1,0,0,1,0,0,1,0,1,0,1,0,Regulatory T Cell,T Cells
+4578,15728.62264,777.7358491,485.6352201,1062.106918,14333.42767,623.1194969,691.1132075,1435.18239,7892.345912,510.5408805,566.3459119,1772.899371,9383.396226,1123.710692,1652.163522,1282.18239,3658.811321,1254.811321,276.8050314,2313.660377,7972.886792,344.8176101,736.2955975,610.7044025,9851.72327,480.0251572,112.8490566,1104.685535,7754.314465,1559.930818,362.3333333,2806.226415,6896.955975,748.9245283,250.2012579,1361.572327,4371.647799,791.6226415,391.754717,1344.597484,2935.427673,745.672956,157.0251572,2131.169811,2849.308176,1227.150943,620.1446541,3203.81761,439.2264151,974.4528302,159,18.9235316,10.84424227,0.81951625,0.946428571,0.668067227,-0.571495741,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,1,0,1,0,Dendritic Cell,Other Cells
+4579,22469.85577,996.3365385,935.1730769,1194.788462,20525.93269,774.5192308,981.75,1749.663462,11259.30769,617.8365385,553.7307692,1789.826923,13532.25962,1364.846154,704.8942308,932.875,4808.153846,1425.605769,331.1634615,2371.538462,10626.47115,476.5769231,234.9326923,491.9711538,13098.31731,506.4038462,126.1057692,933.7884615,10063.72115,1490.240385,380.9519231,2822.451923,9012.105769,1328.923077,291.6923077,1675.057692,5973.596154,902.8076923,457.5961538,1365.980769,3927.788462,643.6923077,166.1923077,974.0480769,3618.057692,1403.932692,198.6057692,3349.432692,493.1923077,972.25,104,12.43085701,11.10255346,0.449769531,0.920353982,0.722222222,-0.274413787,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,Unknown,Other Cells
+4580,28508.71831,923.084507,697.2957746,1155.577465,25310.80282,759.7323944,832.5633803,1741.661972,14646.60563,615.7323944,701.3098592,1826.774648,17625.29577,1403.690141,2310.760563,2018.732394,6336.253521,1382.873239,342.6056338,2368.309859,14224.07042,503.2676056,186.8169014,797.2535211,18553.49296,573.2535211,139.2676056,1795.619718,13477.98592,1572.309859,436.0422535,2819.15493,11827.05634,661.4647887,307.943662,1471.507042,7828.43662,931.5211268,475.6619718,1337.507042,5431.943662,631.8169014,177.4788732,2154.647887,5067.830986,1462.464789,557.5070423,3302.464789,530.8450704,971.7887324,71,11.31964066,8.338351389,0.67629939,0.946666667,0.591666667,0.857679367,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,1,1,0,0,Granulocyte,Other Cells
+4581,39654.70103,926.6134021,507.1907216,1094.237113,34940.97423,774.0721649,672.8195876,1629.293814,20005.39691,733.8865979,1601.139175,1796.845361,23858.47938,1342.396907,2310.783505,3054.097938,8792.510309,1317.783505,314.3298969,2354.474227,18166.43814,591.3608247,293.0154639,1352.510309,23323.29897,480.1907216,253.1030928,2060.335052,18086.82474,1963.056701,450.5412371,2807.912371,15849.80928,706.7886598,288.6185567,1215.752577,10688.01546,1381.85567,419.6340206,1312.824742,7016.298969,670.4329897,166.0927835,3237.536082,6274.448454,1401.195876,1870.453608,3196.726804,676.4020619,975.5618557,194,18.27862345,14.14311677,0.633488941,0.889908257,0.638157895,0.496800357,1,1,1,1,0,0,0,0,0,0,1,0,1,0,0,1,0,0,0,0,1,0,1,0,Regulatory T Cell,T Cells
+4582,27914.28082,953.2945205,784.8287671,1146.027397,25633.30822,767.8767123,825.9657534,1729.630137,14084.35616,592.0342466,885.2945205,1795.342466,17285.17808,1397.780822,1420.068493,2621.671233,6486.90411,1483.787671,347.1986301,2403.410959,14133.25342,491.630137,166.3013699,721.2054795,18201.74658,546.1780822,192.0205479,1590.705479,13635.37671,1691.431507,398.630137,2829.705479,12058.08219,715.2054795,313.8287671,1644.636986,7962.006849,1107.890411,469.8424658,1353.979452,5349.082192,646.3835616,177.2054795,2187.136986,5055.636986,1503.554795,204.9794521,3304.150685,516.0,975.5616438,146,17.1386836,11.77700623,0.726506755,0.848837209,0.591093117,0.041043911,1,0,1,1,1,0,0,0,0,1,1,0,0,0,0,0,1,1,0,0,1,1,0,0,Cytotoxic T Cell,T Cells
+4583,35708.7973,956.3783784,495.7567568,1054.648649,31399.48649,723.0675676,649.3108108,1520.905405,17937.25676,620.5,821.9324324,1729.486486,21324.45946,1276.743243,2686.0,2217.337838,7897.054054,1275.567568,295.7027027,2325.108108,15847.94595,394.3378378,138.7702703,669.2162162,20658.25676,1745.135135,115.8378378,2394.567568,15546.41892,1445.743243,449.9459459,2788.337838,13677.48649,586.2567568,270.0945946,1138.72973,9085.108108,1096.297297,392.8243243,1301.891892,6331.783784,609.6351351,155.1486486,3503.432432,5790.351351,1309.959459,196.7837838,3337.432432,638.3918919,973.7972973,74,11.89447505,8.463037124,0.70267604,0.913580247,0.560606061,0.630779339,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+4584,11140.80625,838.3625,520.43125,1078.15,9607.81875,630.84375,419.75625,1538.775,4413.58125,519.39375,349.79375,1700.1,6235.5375,1204.7375,1458.1375,754.93125,2411.7625,1149.375,271.65625,2247.06875,5092.55625,354.275,247.5625,482.225,6469.7375,482.71875,116.725,860.8375,4845.6375,1350.4125,342.31875,2816.0625,4142.4125,613.125,243.1875,1111.325,2492.20625,699.55625,376.93125,1305.61875,1463.9375,679.5,149.88125,1770.25625,1556.375,1236.875,6901.875,3142.89375,893.38125,976.7375,160,16.51893337,12.74349698,0.636292455,0.883977901,0.672268908,-0.338427148,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Unknown,Other Cells
+4585,18620.17059,884.0294118,560.0117647,1105.694118,8901.447059,609.2176471,390.7058824,1477.958824,4021.323529,686.3647059,356.1823529,1696.782353,5709.241176,1217.905882,2663.129412,1087.382353,2161.470588,1232.082353,359.8823529,2222.417647,4535.588235,348.2470588,407.1411765,473.3411765,5735.152941,386.2823529,118.1705882,1245.247059,4232.511765,1567.4,344.9294118,2775.023529,3667.152941,846.9411765,240.2411765,845.1411765,2068.776471,732.9647059,367.8,1285.964706,1234.264706,677.9882353,150.1411765,1475.811765,1387.1,1215.776471,5791.494118,3101.152941,907.5058824,975.5176471,170,16.80829025,12.91121109,0.640275426,0.960451977,0.708333333,-0.536332147,0,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,Macrophage,Other Cells
+4586,26145.07609,880.0543478,517.7391304,1107.684783,22394.51087,689.4021739,486.8369565,1624.923913,10660.19565,549.326087,610.8913043,1733.163043,14205.65217,1301.586957,2428.967391,1569.956522,5448.576087,1299.945652,324.3804348,2375.23913,11650.25,463.5217391,484.6086957,573.2934783,14296.01087,407.4782609,133.5434783,1047.956522,11005.32609,1627.01087,451.8478261,2836.445652,9805.902174,681.6195652,284.576087,1037.25,5252.369565,907.0978261,415.8695652,1311.5,3529.826087,692.8804348,163.1847826,2601.880435,3293.978261,1368.5,2855.108696,3150.945652,348.7282609,973.423913,92,14.08286403,8.610340819,0.791317439,0.929292929,0.613333333,1.343778561,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Dendritic Cell,Other Cells
+4587,17761.96552,902.4712644,886.183908,1132.988506,16519.81609,727.6091954,861.4252874,1661.08046,8787.448276,569.7241379,589.5862069,1807.091954,10652.32184,1270.091954,1519.747126,1388.62069,3836.862069,1368.666667,309.0804598,2397.54023,8698.988506,439.6666667,217.6666667,530.9770115,10434.09195,470.2183908,123.3678161,1136.816092,8177.563218,1462.057471,378.4597701,2816.103448,7552.724138,856.4712644,283.3218391,1738.563218,4840.37931,893.2413793,443.8390805,1356.114943,3207.436782,624.4022989,164.6321839,2063.218391,2950.45977,1393.873563,1697.126437,3290.298851,473.5977011,973.6436782,87,11.77279028,9.543547857,0.585538617,0.945652174,0.669230769,1.518341558,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,1,0,Unknown,Other Cells
+4588,30710.27083,888.4375,484.8541667,1067.229167,26890.70833,746.6666667,632.9583333,1526.1875,15331.04167,578.9583333,1628.104167,1740.9375,19503.3125,1327.041667,1092.0,2307.75,7056.604167,1272.270833,317.5625,2444.041667,14454.35417,397.1875,141.3125,1622.0625,19362.16667,541.5416667,129.6666667,841.2083333,14861.33333,1805.104167,416.7291667,2819.5,12988.14583,786.8125,273.0,1412.9375,8681.166667,1360.6875,419.7916667,1323.083333,5895.229167,626.0833333,163.875,1643.458333,5541.125,1507.125,6532.375,3250.625,698.1041667,973.375,48,11.03704913,6.117728502,0.832323459,0.941176471,0.545454545,0.580710181,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,0,1,1,0,Cytotoxic T Cell,T Cells
+4589,19976.32203,838.3686441,434.1186441,1055.419492,17901.80508,700.3898305,576.6864407,1499.381356,9804.978814,537.6779661,765.059322,1704.779661,12580.97881,1238.45339,811.1313559,1115.360169,4724.538136,1206.288136,284.9872881,2554.533898,9748.783898,384.8008475,125.3728814,622.7161017,12365.61441,538.6822034,115.9830508,846.7161017,9876.885593,1393.347458,476.75,2832.563559,8686.90678,975.3474576,255.5254237,2022.305085,5799.966102,865.9194915,398.690678,1314.144068,3877.84322,618.7966102,152.3601695,1291.338983,3618.576271,1417.233051,9141.940678,3221.555085,711.3983051,978.9830508,236,21.09611088,14.52540635,0.725203308,0.936507937,0.69005848,0.869890999,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,Unknown,Other Cells
+4590,25086.95882,850.1470588,447.2647059,1059.970588,22307.82941,681.0588235,535.6941176,1499.547059,12279.80588,546.1,426.7647059,1692.923529,15502.74118,1298.088235,1299.958824,1541.235294,5788.464706,1233.382353,299.6235294,2264.605882,11771.11765,389.6882353,121.5352941,500.8823529,14858.13529,475.0235294,121.2235294,1282.935294,11650.65294,1340.094118,500.2117647,2799.288235,10317.07059,706.0647059,268.3588235,1447.664706,6721.382353,807.7176471,399.1764706,1294.852941,4472.747059,617.5,159.0705882,1748.182353,4227.964706,1471.364706,8099.564706,3151.864706,725.0823529,979.3588235,170,20.72181936,11.25386092,0.839672992,0.871794872,0.566666667,0.483511946,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,0,Granulocyte,Other Cells
+4591,21932.21805,898.3984962,532.2180451,1089.571429,19588.85714,710.3834586,610.0676692,1565.714286,10686.43609,553.6315789,877.3157895,1758.218045,13194.5188,1472.736842,1059.736842,1774.345865,4771.112782,1270.909774,301.0150376,2351.578947,10015.78195,466.4210526,126.7518797,1096.37594,12543.12782,759.3533835,121.3909774,783.5639098,9844.218045,1480.278195,395.8195489,2787.285714,8679.842105,782.7218045,273.1503759,1188.037594,5616.007519,1953.849624,405.0902256,1296.962406,3730.947368,615.8947368,163.4962406,4019.300752,3516.819549,1413.0,5493.81203,3161.007519,751.3082707,976.481203,133,16.13999337,10.89202102,0.737957961,0.923611111,0.633333333,0.594741234,1,0,1,0,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells
+4592,17323.48905,944.379562,870.8029197,1150.686131,16734.87591,745.9635036,728.6423358,1673.773723,8679.386861,570.1386861,637.9489051,1794.138686,10654.85401,1346.861314,1474.992701,1650.474453,4024.014599,1414.226277,323.4452555,2366.021898,9057.751825,440.9343066,375.0583942,548.2554745,11378.90511,540.8613139,131.0583942,1383.080292,8755.510949,1557.985401,384.4379562,2831.854015,8051.437956,971.6277372,295.0072993,1468.605839,5180.591241,983.729927,453.0364964,1365.10219,3438.817518,671.9124088,172.5766423,1688.372263,3323.547445,1445.875912,1901.635036,3259.832117,460.5255474,977.3649635,137,14.34125735,12.39189186,0.503366686,0.964788732,0.652380952,-1.028379197,1,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,1,0,0,0,0,1,0,Dendritic Cell,Other Cells
+4593,28238.4878,995.8373984,661.8861789,1136.97561,26342.35772,789.1463415,786.2520325,1736.829268,14692.39837,605.8130081,486.7154472,1766.813008,17832.97561,1409.284553,740.6747967,1102.178862,6392.869919,1444.902439,349.3658537,2335.170732,14556.26829,463.9186992,171.7317073,485.9268293,18332.52846,521.8455285,134.4065041,1047.910569,14006.31707,1517.739837,384.4390244,2814.650407,12397.39024,836.1382114,316.2276423,1579.439024,8201.235772,1233.634146,477.699187,1340.04065,5423.845528,645.9349593,171.1138211,1399.707317,5015.552846,1496.756098,307.6097561,3278.056911,504.5609756,976.9430894,123,17.00543559,9.595295957,0.825604831,0.904411765,0.591346154,0.624828281,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,1,1,0,0,0,0,1,0,0,Granulocyte,Other Cells
+4594,37783.94,1022.28,589.42,1120.4,33571.12,783.9,738.62,1642.28,19754.48,641.72,1199.14,1756.1,22817.98,1402.56,4785.46,3888.84,8130.64,1376.72,330.04,2360.16,17635.36,605.62,142.74,911.82,23626.3,1207.6,137.08,3035.68,17305.48,1598.86,477.04,2801.96,15147.8,721.48,306.64,1394.76,10109.64,1491.04,465.38,1329.06,6879.72,629.28,163.16,2834.34,6290.88,1415.38,348.14,3355.48,543.98,973.32,50,10.11460742,6.744621317,0.745218925,0.925925926,0.625,1.084882592,1,1,1,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+4595,32906.04651,959.7209302,572.8837209,1083.104651,29297.67442,723.3023256,723.744186,1606.744186,16332.36047,586.3023256,1612.395349,1776.209302,19617.44186,1320.081395,2682.94186,3077.988372,7204.232558,1335.337209,324.0,2726.511628,14892.33721,431.8488372,128.9767442,1459.488372,19436.0814,540.1395349,121.4767442,1362.034884,14573.45349,2166.651163,505.1860465,2804.953488,12895.4186,606.5465116,266.8139535,1268.395349,8649.744186,1433.302326,413.1395349,1292.104651,5951.453488,606.6511628,159.6162791,1651.593023,5303.895349,1371.639535,240.5232558,3257.139535,650.4302326,976.244186,86,15.26599079,7.323834118,0.877406124,0.945054945,0.551282051,-0.773580319,1,0,1,1,0,0,1,0,0,1,0,0,1,0,0,1,0,0,0,0,0,0,0,0,Helper T Cell,T Cells
+4596,34482.11058,1002.338073,536.3617694,1090.755134,30443.26066,759.764613,704.9810427,1582.616114,17304.05213,594.6603476,1094.690363,1742.077409,20480.40758,1351.249605,1865.0,3087.886256,7546.843602,1300.890995,300.28594,2345.947867,16103.35861,449.9731438,128.4154818,887.9889415,20189.65087,1026.43128,131.0884676,1913.921011,15635.36651,1590.173776,504.0315956,2794.818325,13865.77093,677.4976303,284.2037915,1633.453397,9272.486572,1285.121643,420.9352291,1320.423381,6328.483412,626.7535545,160.5165877,2810.442338,5641.494471,1384.169036,1239.398104,3286.808847,593.2306477,986.1421801,633,35.58904199,24.09694037,0.735901358,0.891549296,0.618768328,-0.910805498,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells
+4597,31893.75472,930.4716981,512.3396226,1061.556604,28094.5,711.0943396,809.0188679,1555.462264,16162.13208,720.3584906,1955.660377,1812.207547,18955.25472,1231.273585,3203.386792,3761.849057,7141.169811,1273.45283,283.5471698,2343.933962,14281.98113,541.7075472,269.8584906,1049.160377,17858.69811,880.4433962,137.1981132,1240.90566,13695.25472,1772.367925,398.8867925,2809.735849,12096.12264,596.6981132,263.2641509,1165.367925,7970.396226,1954.820755,389.9528302,1304.820755,5522.811321,637.7735849,160.3490566,3759.188679,4796.924528,1247.311321,342.8679245,3276.584906,631.1981132,977.4245283,106,17.60722313,7.932651129,0.892759314,0.946428571,0.504761905,0.747162944,1,1,1,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+4598,16754.77953,753.496063,447.4409449,1051.88189,14147.02362,608.2913386,368.0,1613.251969,6679.897638,470.9527559,357.9527559,1750.409449,9164.047244,1117.740157,1087.937008,725.6771654,3472.299213,1118.795276,270.1181102,2219.559055,7405.094488,346.8267717,117.7480315,469.1338583,9348.259843,460.519685,109.4488189,808.5984252,7022.905512,1269.0,349.3622047,2823.748031,6015.826772,625.488189,238.7086614,1015.637795,3619.102362,740.9055118,375.3464567,1312.19685,2125.905512,676.5984252,143.9291339,1550.346457,2152.84252,1196.96063,2209.472441,3153.889764,880.1653543,976.4330709,127,15.08610204,10.96427567,0.686870426,0.920289855,0.705555556,1.494344528,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,Unknown,Other Cells
+4599,21954.07752,869.8604651,478.4341085,1112.968992,17996.36434,685.8682171,545.9302326,1700.666667,8869.976744,598.7984496,381.8062016,1745.51938,11582.29457,1255.984496,1987.023256,1100.418605,4285.054264,1263.372093,298.3255814,2273.046512,8433.542636,379.8139535,242.6434109,474.7906977,10437.96899,502.5736434,123.4263566,1165.488372,8003.511628,1359.705426,364.3488372,2831.124031,6859.751938,684.4108527,258.0310078,1073.224806,4224.054264,794.255814,404.5193798,1329.403101,2486.131783,805.2635659,154.9844961,1595.193798,2559.124031,1353.751938,5767.751938,3259.015504,853.7751938,977.9767442,129,16.26505643,10.41441972,0.768129847,0.902097902,0.632352941,1.551462345,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,1,0,Unknown,Other Cells
+4600,33645.32759,944.5344828,657.8448276,1168.241379,24952.58621,676.7068966,554.7931034,1783.448276,11925.37931,542.8793103,740.1896552,1765.706897,16347.05172,1250.689655,2651.741379,2298.810345,6168.017241,1318.189655,312.7413793,2339.568966,13494.7069,1304.844828,296.2758621,547.0689655,16761.10345,464.7068966,166.5172414,1943.965517,12628.39655,1687.482759,402.0517241,2824.224138,11250.08621,677.4827586,286.0689655,1142.758621,5733.37931,915.5172414,425.8103448,1320.051724,3897.396552,638.7068966,158.4827586,4051.155172,3613.810345,1300.913793,1555.586207,3256.051724,344.4137931,979.2931034,58,13.41964055,5.925322154,0.897241051,0.892307692,0.479338843,0.881171699,1,0,0,1,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,1,0,1,0,Proliferating Cell,Other Cells
+4601,32838.54128,869.1100917,587.2844037,1107.715596,29132.55046,733.2018349,861.6055046,1638.137615,16649.78899,587.293578,1357.055046,1771.926606,20073.48624,1306.211009,1537.06422,2173.009174,7405.954128,1402.669725,345.2110092,2478.495413,16318.3578,439.1376147,243.0733945,799.5045872,20912.7156,550.9449541,179.5963303,1377.495413,15812.81651,1794.431193,415.587156,2826.155963,14023.55963,702.8073394,310.9266055,1504.266055,9045.082569,1037.412844,456.0458716,1336.853211,6022.302752,639.5137615,170.5688073,2433.834862,5554.697248,1412.321101,589.8807339,3251.633028,525.4036697,982.0458716,109,14.74957965,9.938889383,0.738875275,0.879032258,0.605555556,0.498995004,1,0,1,1,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+4602,39693.10965,1098.149123,625.6929825,1140.02193,35447.45175,791.8157895,789.6403509,1714.587719,20875.2193,637.5570175,1245.504386,1789.381579,24280.63596,1404.504386,1943.372807,3505.714912,8708.52193,1390.092105,332.377193,2337.20614,18733.95175,528.4035088,121.2192982,1121.631579,24163.75877,932.6008772,136.0438596,3704.600877,18473.9386,1642.008772,510.3508772,2820.307018,16249.65789,731.754386,314.4298246,1498.824561,10818.08772,1538.026316,467.4692982,1336.122807,7374.508772,634.5877193,174.6666667,1951.710526,6573.412281,1428.631579,741.9122807,3323.118421,562.7061404,981.8815789,228,22.38032952,13.55323785,0.795779064,0.908366534,0.59375,1.221908207,1,1,1,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells
+4603,28623.24725,888.1483516,510.3241758,1086.692308,26030.37363,705.0989011,629.0604396,1549.884615,14329.56044,601.0714286,1158.21978,1754.120879,17659.41209,1302.318681,1684.846154,2637.428571,6564.302198,1466.478022,305.0989011,2418.126374,13660.6044,956.1043956,198.1373626,711.4615385,17852.64286,454.0714286,118.8406593,1457.230769,13576.25275,1679.901099,470.521978,2800.357143,11868.75275,653.3406593,275.4010989,1360.615385,8130.554945,1322.401099,402.7087912,1310.565934,5577.725275,642.2252747,159.0989011,2904.93956,5029.950549,1389.461538,1117.725275,3185.82967,656.5659341,982.8241758,182,21.19897073,11.31836521,0.845540635,0.923857868,0.631944444,-0.62222065,1,0,1,1,1,0,0,1,0,0,0,0,0,0,0,1,0,0,0,0,1,0,1,0,T Cell,T Cells
+4604,29247.10924,899.4957983,477.1176471,1075.445378,26390.84034,732.5042017,547.8907563,1501.462185,14963.38655,561.7983193,1035.579832,1681.361345,18237.94958,1357.277311,834.5462185,1561.285714,6515.134454,1265.932773,312.9747899,2500.907563,14303.47899,413.9243697,162.8235294,981.8319328,18155.88235,501.2941176,126.1848739,844.0840336,14431.94118,1667.302521,418.4117647,2839.781513,12613.97479,819.7731092,281.9327731,1350.554622,8325.109244,1312.932773,420.1344538,1300.319328,5691.352941,632.2268908,165.3193277,1467.495798,5147.857143,1507.336134,7293.420168,3195.823529,692.6722689,980.0588235,119,14.79595037,10.59308877,0.698156541,0.944444444,0.619791667,1.570425729,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,1,1,0,T Cell,T Cells
+4605,24017.18248,911.5474453,470.9854015,1083.379562,21616.44526,728.3576642,584.8613139,1568.445255,11952.86861,579.4525547,1233.708029,1748.868613,14600.82482,1354.781022,1500.131387,1732.416058,5236.722628,1238.905109,301.0291971,2275.773723,11238.36496,411.729927,163.4160584,1057.138686,13905.54745,1017.948905,121.3722628,791.1167883,10955.18248,1359.350365,447.9489051,2812.890511,9715.467153,837.7591241,272.810219,1378.890511,6271.10219,1565.824818,399.8686131,1317.605839,4118.277372,728.6861314,159.6277372,2248.467153,3884.992701,1863.007299,9812.50365,3212.474453,740.5620438,981.4014599,137,14.87875673,11.75466154,0.613068413,0.971631206,0.761111111,-0.40889353,1,0,1,0,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,1,1,0,Cytotoxic T Cell,T Cells
+4606,17214.41333,939.5066667,1407.746667,1188.34,11601.85333,607.92,704.2266667,1731.3,4902.76,527.7933333,685.28,1707.8,7523.966667,1100.2,4488.226667,2446.813333,2798.5,1124.0,264.7533333,2359.68,6059.626667,372.7333333,303.6266667,1115.846667,7668.073333,465.42,109.2466667,3011.233333,5541.113333,1702.006667,323.32,2788.653333,4528.833333,704.0266667,229.22,1005.726667,2326.593333,841.7866667,364.3066667,1330.973333,1384.32,604.8,140.6866667,1959.18,1517.966667,1033.946667,430.0733333,3245.386667,935.0933333,981.4666667,150,15.4650461,12.55528548,0.583867158,0.925925926,0.669642857,0.313876173,0,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Dendritic Cell,Other Cells
+4607,32141.94656,911.6793893,590.3358779,1101.687023,29897.94656,752.0839695,711.8778626,1658.412214,14990.74046,705.0229008,1773.419847,1832.160305,19346.9771,1329.717557,3532.648855,3526.51145,7261.564885,1368.931298,337.9770992,2466.587786,16133.93893,431.8931298,792.2977099,1468.229008,19935.70992,734.8015267,492.4122137,2485.801527,15740.29771,2087.305344,417.6946565,2879.129771,14371.0687,923.5496183,311.5572519,1710.022901,8627.534351,1230.908397,455.2824427,1374.435115,5450.305344,807.2290076,174.6641221,5725.038168,5163.625954,1436.961832,1116.061069,3265.923664,394.3435115,980.6717557,131,14.99517857,12.11357981,0.589413292,0.873333333,0.592760181,-1.378078565,1,1,1,1,0,0,0,0,1,1,1,0,1,0,0,1,0,1,1,0,1,0,1,0,Regulatory T Cell,T Cells
+4608,38554.12782,964.556391,576.7894737,1144.458647,34739.72932,776.8646617,778.1503759,1740.338346,19985.11278,617.3233083,1089.413534,1761.451128,23185.64662,1381.533835,2765.962406,3699.413534,8545.037594,1388.225564,347.5714286,2314.699248,18872.67669,467.4887218,129.6390977,912.6015038,24393.28571,545.3082707,135.3909774,2567.81203,18067.15789,1706.0,479.9022556,2816.669173,16129.74436,901.8646617,318.0676692,1685.37594,10627.96992,1137.045113,477.4736842,1336.398496,7229.616541,637.9022556,171.2180451,2330.503759,6424.518797,1452.428571,919.4887218,3316.233083,537.0526316,980.4586466,133,16.95280339,11.71420094,0.722865257,0.768786127,0.511538462,-1.553801934,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,1,1,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells
+4609,38333.77027,989.472973,488.8243243,1079.972973,34099.68919,754.4324324,636.8783784,1583.864865,19325.08108,689.2567568,845.9324324,1735.405405,23316.14865,1329.297297,1881.094595,3030.945946,8515.013514,1306.864865,299.0945946,2443.27027,17833.59459,419.8648649,232.1486486,715.2837838,22868.71622,437.0945946,134.3783784,1853.391892,18004.10811,1637.743243,517.8108108,2780.202703,15632.75676,612.0810811,271.8243243,1365.202703,10407.21622,954.8783784,408.7027027,1322.648649,6970.959459,626.4324324,157.3378378,2218.797297,6313.094595,1371.932432,643.3243243,3228.621622,667.6486486,981.6351351,74,11.72959217,9.434732846,0.594151685,0.850574713,0.560606061,0.119155367,1,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,T Cell,T Cells
+4610,24509.74419,866.1472868,449.379845,1072.48062,21887.49612,694.1472868,689.7286822,1533.976744,11778.97674,549.8139535,1153.333333,1704.728682,14676.70543,1313.837209,1857.875969,1904.062016,5310.255814,1247.565891,301.8837209,2276.069767,11303.43411,394.4186047,150.3953488,1323.930233,14152.79845,894.5581395,123.9457364,858.8837209,11280.11628,1459.751938,389.1550388,2788.356589,9858.069767,629.6976744,275.1937984,1168.651163,6339.945736,1813.100775,406.3565891,1307.728682,4177.852713,677.5891473,162.9767442,1942.612403,3961.612403,1490.573643,7297.449612,3180.837209,764.4263566,980.620155,129,14.62901145,11.3273966,0.632805902,0.948529412,0.767857143,-1.072385461,1,0,1,0,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,1,1,0,Cytotoxic T Cell,T Cells
+4611,37035.9604,1047.138614,590.1584158,1161.138614,30066.13861,767.8415842,611.1584158,1861.970297,13997.10891,597.039604,1021.059406,1823.712871,18939.75248,1362.465347,5775.069307,3139.970297,6688.90099,1360.712871,327.6633663,2579.712871,14266.11881,851.049505,773.5445545,653.0,17582.87129,488.3366337,214.5544554,2702.287129,13179.44554,2287.60396,550.2475248,2818.217822,11418.90099,678.1485149,290.950495,1244.475248,5960.940594,1114.60396,428.960396,1315.564356,3880.267327,739.0594059,173.7821782,4059.376238,3557.544554,1333.039604,2032.821782,3311.930693,356.4356436,981.009901,101,15.22737015,8.775526024,0.817238563,0.89380531,0.573863636,-1.097814081,1,0,1,1,0,0,0,1,1,0,1,0,1,0,0,0,0,0,0,0,1,0,1,0,Regulatory T Cell,T Cells
+4612,23932.78218,848.9207921,438.8910891,1062.70297,21269.93069,674.5346535,715.3861386,1532.574257,11710.29703,577.8019802,1619.118812,1751.089109,14045.29703,1198.376238,1755.455446,2560.881188,5478.762376,1322.950495,282.0,2324.534653,10505.35644,3962.891089,315.9405941,727.2277228,13436.14851,635.980198,124.3366337,1043.168317,10006.58416,1510.663366,418.7326733,2784.366337,8978.782178,639.3168317,260.3168317,1237.722772,6112.108911,2127.356436,389.3168317,1304.851485,4106.554455,673.8217822,162.2376238,3753.287129,3710.168317,1293.445545,548.5940594,3160.831683,625.5544554,983.4059406,101,14.73858176,9.385635679,0.771023041,0.870689655,0.485576923,0.601300238,1,0,1,1,0,0,0,1,1,1,0,0,0,0,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+4613,45517.61538,939.0384615,505.1923077,1112.576923,36136.93269,746.3365385,730.25,1623.182692,21109.82692,563.1826923,1277.259615,1792.115385,24461.21154,1308.653846,2651.076923,3764.548077,9139.663462,1319.365385,292.375,2329.557692,19099.46154,471.3076923,127.3461538,1519.951923,23949.75962,654.2019231,262.5288462,1714.221154,18315.82692,2211.221154,468.0192308,2804.278846,16393.17308,659.3461538,291.5865385,1410.923077,11062.45192,1474.826923,416.4807692,1297.663462,7560.163462,679.7403846,154.5769231,1892.711538,6688.740385,1373.413462,288.5288462,3264.913462,611.9134615,983.1346154,104,13.91267721,9.924171902,0.700839872,0.920353982,0.615384615,1.067161883,1,0,1,1,0,0,0,0,0,1,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+4614,32587.08696,957.5565217,744.2869565,1124.008696,14413.66087,550.373913,480.9043478,1563.565217,6210.895652,437.6695652,1101.991304,1699.626087,8585.147826,999.2521739,2221.252174,1902.373913,3125.434783,1024.486957,240.2521739,2251.513043,6394.495652,1038.104348,136.5826087,1242.191304,8022.017391,736.8,105.0,1221.991304,5708.121739,1647.417391,317.5826087,2788.556522,4681.921739,1773.773913,220.8782609,815.9913043,2314.347826,1225.217391,343.2086957,1293.078261,1337.834783,530.3478261,133.573913,1736.982609,1438.252174,991.8782609,367.1217391,3055.573913,920.8608696,982.9826087,115,12.78275393,11.57695023,0.423984404,0.942622951,0.737179487,1.25267039,0,0,1,0,0,0,0,1,0,1,0,0,0,0,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+4615,36493.87709,1058.653631,651.1787709,1153.005587,31280.84916,817.2402235,734.5810056,1885.117318,15146.29609,611.8547486,1852.346369,1834.100559,19939.02793,1412.586592,5803.335196,5714.547486,7107.061453,1375.424581,339.2793296,2587.156425,15792.51955,414.5586592,302.4748603,1181.675978,18919.72067,817.2067039,201.0055866,7667.882682,14824.68156,2595.296089,420.9050279,2833.050279,12908.61453,650.972067,311.6256983,1560.681564,7001.078212,1599.407821,444.2793296,1315.413408,4503.597765,673.4804469,174.5139665,4060.921788,4094.357542,1431.027933,6412.01676,3268.832402,371.4301676,988.2849162,179,21.42057042,11.23865836,0.851307779,0.8647343,0.608843537,0.252846224,1,0,1,1,0,0,0,0,1,1,1,1,1,0,0,1,0,0,0,0,1,0,1,0,Regulatory T Cell,T Cells
+4616,27603.19527,913.8047337,625.8698225,1106.982249,25038.32544,749.2840237,805.9585799,1643.331361,13305.97041,590.1656805,1314.485207,1762.727811,16051.24852,1281.721893,2249.609467,3377.272189,5892.16568,1352.668639,322.6804734,2376.408284,13196.65089,413.1538462,819.8934911,1073.934911,16613.0355,1035.893491,127.3313609,1716.840237,12809.4142,1671.822485,425.1775148,2816.704142,11438.70414,699.556213,289.1656805,1385.236686,7060.934911,1392.390533,440.0828402,1361.923077,4623.905325,813.5798817,168.7337278,3147.621302,4459.325444,1389.242604,1323.763314,3231.461538,447.3550296,985.3727811,169,15.19747043,14.69424939,0.255201688,0.960227273,0.584775087,-0.19611786,1,0,1,1,0,0,0,0,1,1,0,0,0,0,0,1,0,1,1,0,1,0,1,0,Cytotoxic T Cell,T Cells
+4617,29962.81132,886.7169811,561.8773585,1136.764151,27727.74528,730.1981132,741.0283019,1642.811321,15136.99057,597.6603774,1353.367925,1838.311321,18063.34906,1322.773585,1644.188679,3053.971698,6800.377358,1364.773585,330.1603774,2365.981132,14473.08491,554.5188679,202.3396226,829.7264151,18527.67925,460.4150943,130.1886792,2319.688679,14082.78302,1670.0,475.8113208,2806.858491,12253.09434,645.0377358,302.6886792,1641.839623,7959.481132,1500.433962,450.3396226,1335.018868,5110.273585,652.6603774,172.8018868,2812.339623,4859.415094,1418.981132,393.7075472,3248.283019,489.9811321,983.3490566,106,12.25663057,11.92939348,0.229531557,0.913793103,0.582417582,0.149011361,1,0,1,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,1,0,0,0,T Cell,T Cells
+4618,32410.18987,958.4683544,554.3797468,1110.873418,28354.96203,812.9367089,600.9493671,2033.417722,13549.65823,558.7974684,483.8227848,1859.708861,17460.62025,1277.443038,2260.101266,2354.556962,6321.012658,1241.64557,307.9873418,2257.64557,14021.10127,393.9620253,163.443038,564.4556962,17022.6962,510.9620253,122.9367089,2269.683544,13321.56962,1401.594937,367.1012658,2771.329114,11379.3038,617.4303797,276.4683544,1108.063291,6630.607595,1063.278481,407.0253165,1305.734177,3768.088608,1980.329114,156.2025316,1079.151899,3876.0,1289.291139,1028.835443,3330.607595,865.8987342,983.1518987,79,11.38897086,9.10062558,0.60123326,0.877777778,0.658333333,-0.495097128,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,1,0,Unknown,Other Cells
+4619,21257.15504,1159.410853,608.751938,1106.193798,18522.27907,762.1007752,470.7209302,1661.294574,8465.984496,663.8914729,545.0077519,1717.108527,11289.65116,1354.697674,3376.170543,2150.75969,4111.302326,1456.596899,335.0155039,2260.44186,9058.0,386.4573643,643.6821705,493.7364341,10617.66667,447.2403101,122.0077519,2457.860465,8324.829457,1636.806202,355.2713178,2807.124031,7440.697674,618.1550388,258.2248062,1082.263566,3696.984496,838.0930233,393.6821705,1306.705426,2532.472868,716.8914729,155.5736434,1804.403101,2372.124031,1260.72093,11432.96899,3325.697674,339.6821705,986.5813953,129,15.07862773,11.02630491,0.682105399,0.984732824,0.671875,0.476935407,1,1,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Macrophage,Other Cells
+4620,33330.48416,1000.579186,601.1900452,1120.597285,30028.81448,779.8190045,754.0859729,1636.217195,16013.58824,615.2895928,1632.013575,1775.443439,19060.99095,1406.158371,2015.873303,3577.515837,6884.176471,1423.529412,340.9004525,2578.036199,15486.70588,421.2850679,566.918552,988.2488688,19479.69231,1016.538462,142.2850679,1749.59276,15039.17195,1873.049774,469.8868778,2819.117647,13185.29412,676.5429864,305.7420814,1410.687783,8131.904977,1464.321267,456.4524887,1360.40724,5279.076923,745.5067873,175.1266968,4070.316742,4706.434389,1442.941176,1609.434389,3204.226244,426.3031674,986.1447964,221,20.01908669,14.31514432,0.69904795,0.928571429,0.701587302,1.552937516,1,0,1,1,0,0,0,0,1,1,0,0,1,0,0,1,0,1,0,0,1,0,1,0,Helper T Cell,T Cells
+4621,18342.96988,796.6927711,485.5722892,1070.138554,16640.90964,671.8975904,505.9457831,1752.421687,7538.018072,543.2891566,369.5421687,1818.373494,10349.04819,1164.674699,1756.331325,1281.789157,3889.253012,1182.566265,288.2168675,2218.554217,8253.198795,377.4036145,212.8855422,495.253012,10406.39759,458.373494,114.4277108,877.8253012,7923.644578,1362.771084,342.4518072,2827.343373,6742.26506,648.6445783,257.2289157,1102.475904,4013.722892,1001.379518,384.9277108,1314.289157,2320.114458,2266.53012,149.4277108,1573.144578,2412.445783,1281.554217,1573.319277,3218.722892,877.3554217,987.8192771,166,16.38974195,13.58112849,0.559787954,0.869109948,0.610294118,0.787374397,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,1,0,Unknown,Other Cells
+4622,28582.4898,983.2857143,780.1326531,1148.704082,25881.66327,819.622449,866.9591837,1720.061224,14639.37755,611.5510204,775.5,1766.693878,17860.65306,1424.27551,835.9081633,1186.153061,6281.173469,1446.653061,346.0306122,2351.520408,14324.09184,484.4387755,249.0,587.6938776,18539.40816,526.9081633,142.6734694,965.5816327,14458.28571,1645.418367,407.9387755,2813.265306,12701.61224,663.4795918,319.9387755,1814.816327,8265.642857,1060.816327,473.744898,1357.071429,5333.244898,659.2040816,178.8367347,1855.938776,4976.714286,1506.316327,919.5714286,3266.918367,499.6836735,986.3979592,98,12.19855848,10.57717136,0.498162461,0.960784314,0.628205128,-0.37243689,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,1,0,0,1,1,1,0,Granulocyte,Other Cells
+4623,40237.03896,1158.805195,582.5974026,1120.753247,35786.66234,829.987013,740.7662338,1680.61039,20962.05195,690.038961,1505.636364,1829.727273,23755.48052,1435.454545,2265.883117,3449.077922,8677.428571,1411.155844,345.4285714,2391.649351,18529.42857,472.6103896,126.7922078,1732.753247,24424.68831,705.3376623,128.038961,1843.090909,18024.5974,1716.0,464.8961039,2810.818182,15841.5974,647.4935065,321.987013,1505.532468,10487.0,1323.74026,459.4025974,1323.038961,7071.922078,617.8831169,173.8701299,2036.168831,6072.948052,1364.831169,418.4155844,3293.181818,544.7792208,985.5714286,77,15.29365729,6.675866527,0.899698384,0.905882353,0.458333333,-0.910946946,1,1,1,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+4624,33969.64948,969.8556701,590.9072165,1121.092784,31070.16495,782.2268041,799.0103093,1770.226804,14604.10309,618.556701,2259.072165,1835.948454,19288.40206,1395.020619,3127.381443,4913.649485,6950.71134,1355.546392,342.7319588,2328.556701,15570.64948,413.7113402,344.1958763,1364.268041,19117.06186,1613.298969,137.5051546,2948.113402,15033.51546,1965.917526,400.371134,2849.917526,13220.64948,740.7319588,307.9381443,1562.783505,7440.43299,2289.082474,449.6597938,1319.298969,4742.907216,691.3298969,173.0927835,3906.721649,4477.85567,1407.71134,1444.484536,3259.113402,382.6907216,985.9896907,97,11.40745037,10.9642243,0.276040819,0.950980392,0.801652893,-1.303586541,1,0,1,1,0,0,0,0,1,1,0,0,1,0,0,1,0,0,0,0,1,0,1,0,Helper T Cell,T Cells
+4625,28473.82456,936.5877193,1187.052632,1203.77193,26213.5614,775.2719298,1041.45614,1777.596491,14191.84211,676.7105263,1161.210526,1861.605263,16941.84211,1325.385965,1542.780702,2155.692982,6306.482456,1463.587719,327.4912281,2448.692982,13883.02632,475.7631579,290.5,656.4385965,17380.10526,477.7280702,141.877193,1318.122807,13571.18421,1677.95614,392.7982456,2809.973684,12001.61404,645.5438596,304.0789474,1659.517544,7573.824561,1252.245614,467.5350877,1396.526316,4901.526316,675.6578947,170.5614035,2876.877193,4592.096491,1432.394737,479.9824561,3333.105263,480.4649123,987.4210526,114,14.00742364,11.08922483,0.610951926,0.926829268,0.674556213,0.587242253,1,1,1,1,1,0,0,0,0,0,0,0,0,0,0,1,0,1,0,0,1,0,0,0,T Cell,T Cells
+4626,16918.83019,928.7672956,529.3710692,1069.81761,14438.04403,631.327044,555.1698113,1687.006289,7019.157233,498.3773585,367.5597484,1806.27673,9215.886792,1144.591195,1838.559748,1580.377358,3558.45283,1149.886792,275.7421384,2240.716981,7104.930818,407.6415094,219.3962264,492.6352201,8863.295597,446.0062893,113.2138365,799.572327,6874.786164,1303.591195,343.7987421,2799.704403,5971.591195,692.0251572,245.3836478,1155.069182,3658.886792,1293.836478,374.5283019,1293.471698,2185.36478,3266.213836,148.4465409,937.5345912,2220.106918,2198.503145,648.1949686,3283.672956,840.9559748,989.3836478,159,20.52762709,10.4190973,0.861613692,0.883333333,0.557894737,0.389340086,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,1,1,0,Granulocyte,Other Cells
+4627,40225.87037,1108.796296,599.962963,1159.611111,37519.40741,874.4814815,662.0,1959.277778,18284.75926,633.1111111,1167.333333,1871.148148,24142.01852,1546.222222,5434.166667,3673.388889,8650.425926,1473.0,365.7407407,2419.62963,20862.77778,448.8703704,212.3518519,1252.407407,24390.77778,517.3148148,161.037037,5594.074074,19901.94444,2479.666667,409.8333333,2871.351852,17660.46296,666.2222222,339.2222222,1377.5,9241.722222,1430.240741,472.5,1328.462963,6124.537037,675.037037,181.9259259,3011.37037,5542.666667,1465.148148,5779.851852,3332.222222,362.3518519,986.6481481,54,9.829844386,7.822425832,0.605581512,0.830769231,0.490909091,1.348806411,1,1,1,1,1,0,0,0,0,0,1,1,1,0,0,1,1,0,0,1,1,1,1,0,Regulatory T Cell,T Cells
+4628,32955.73184,898.0223464,678.0391061,1121.117318,30194.19553,826.7206704,920.2905028,1691.73743,16130.93296,562.2178771,1576.486034,1847.77095,19270.97765,1299.061453,2181.134078,3219.938547,7344.273743,1379.273743,325.3854749,2389.944134,15861.11732,425.9050279,146.7206704,1429.128492,20241.48045,450.4469274,460.8994413,2104.407821,15786.26816,1924.692737,426.877095,2814.452514,13803.69832,667.4357542,300.3687151,1636.49162,8557.01676,1123.22905,454.2346369,1341.206704,5519.731844,623.4022346,172.3687151,2829.178771,5257.73743,1401.569832,677.8938547,3287.22905,467.0558659,989.0726257,179,18.03291961,13.03018141,0.691289955,0.92746114,0.745833333,-0.986761788,1,0,1,1,0,0,0,0,0,0,1,0,1,0,0,0,0,1,0,0,1,0,1,0,Regulatory T Cell,T Cells
+4629,27051.03488,921.9186047,689.3023256,1114.546512,24932.9186,745.0581395,767.5116279,1606.848837,14093.18605,655.2093023,1061.744186,1771.930233,17098.2093,1329.372093,1185.674419,2808.093023,6046.534884,1421.069767,329.6511628,2667.44186,14484.9186,455.2209302,504.1627907,611.6511628,17815.47674,853.0465116,138.2093023,1653.790698,14207.22093,1593.325581,488.744186,2794.511628,12889.38372,725.8372093,301.3139535,1981.186047,8277.104651,1132.104651,461.8372093,1393.046512,5440.627907,709.244186,174.872093,4113.046512,5047.813953,1436.430233,212.255814,3229.0,511.9186047,988.0697674,86,11.91101989,9.365423853,0.617867444,0.966292135,0.651515152,-0.845395784,1,1,1,1,0,0,1,0,1,1,0,0,0,0,0,1,0,1,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+4630,32577.86207,1132.212644,616.637931,1108.293103,29290.67241,827.3908046,668.3793103,1628.166667,17162.43678,716.6149425,1586.706897,1779.672414,19486.66667,1492.597701,1748.275862,2589.954023,7082.58046,1498.235632,374.8275862,2286.867816,15328.94253,474.9655172,188.8908046,1541.95977,20064.76437,1067.408046,155.4310345,1194.431034,14906.57471,1746.482759,438.2126437,2799.95977,13378.32759,704.5632184,312.1034483,1374.103448,8878.643678,1637.333333,462.6149425,1331.0,6013.097701,652.9597701,171.2183908,1687.787356,5113.189655,1463.373563,826.7183908,3229.413793,554.9425287,993.1264368,174,18.02559045,13.8800043,0.638023823,0.820754717,0.511764706,0.191870624,1,1,1,1,1,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,0,1,1,0,Cytotoxic T Cell,T Cells
+4631,25876.89394,1043.69697,533.5909091,1111.136364,22905.68182,719.4393939,509.8181818,1749.727273,10923.56061,550.9393939,375.2575758,1793.060606,13798.0303,1230.863636,2065.136364,1624.19697,5199.166667,1211.818182,294.9090909,2255.606061,9965.80303,458.2878788,242.6060606,468.9545455,12037.15152,433.5,118.2272727,815.030303,9467.151515,1342.590909,340.4545455,2846.484848,7991.606061,820.7272727,252.3333333,995.1818182,4656.045455,1021.030303,384.1212121,1297.287879,2783.454545,2983.212121,150.6363636,630.6969697,2694.30303,1419.393939,294.6666667,3347.378788,849.4090909,987.0454545,66,10.42914275,8.473190957,0.583026338,0.929577465,0.733333333,0.158519027,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,Unknown,Other Cells
+4632,15512.18824,863.0784314,465.1333333,1061.980392,14198.62353,653.4784314,714.2156863,1563.686275,7088.4,509.3372549,381.5254902,1746.423529,9279.407843,1184.882353,1256.478431,1302.568627,3424.223529,1228.670588,271.0509804,2240.466667,7068.380392,369.2431373,251.3058824,496.772549,8961.709804,422.3921569,109.5058824,895.6823529,6944.172549,1293.552941,379.0156863,2798.160784,5998.164706,703.945098,248.4509804,1160.396078,3835.4,859.0156863,381.6313725,1310.25098,2370.384314,1659.458824,147.4431373,1047.494118,2291.517647,1414.933333,4346.568627,3248.521569,805.5960784,993.9372549,255,22.11843369,14.86011529,0.740693564,0.95505618,0.639097744,-0.706807834,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,1,0,Unknown,Other Cells
+4633,19998.8125,1073.5625,582.875,1066.84375,17639.47917,624.9479167,482.0,1519.09375,8683.354167,563.1354167,408.9479167,1761.75,11657.375,1223.010417,1927.71875,1872.947917,4543.135417,1216.239583,294.0,2248.875,9287.145833,419.6875,457.8020833,479.0729167,11300.16667,414.9270833,114.1041667,1354.135417,8956.354167,1312.166667,347.59375,2789.729167,7612.40625,632.59375,238.7291667,1043.479167,4712.71875,912.6041667,376.0625,1318.760417,2791.604167,1781.541667,149.4270833,974.3333333,2800.739583,1309.760417,477.7291667,3196.947917,857.6666667,990.21875,96,14.07573667,8.765285762,0.782442327,0.923076923,0.685714286,-0.021991853,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,Dendritic Cell,Other Cells
+4634,14419.2891,1471.890995,713.7582938,1051.189573,13152.18957,604.1658768,400.9336493,1369.488152,6420.308057,522.2274882,402.7535545,1689.563981,8081.327014,1130.781991,1145.966825,721.8815166,3249.488152,1142.819905,259.7488152,2252.127962,7149.232227,320.1611374,115.9952607,446.9004739,7759.914692,398.1137441,108.9336493,1192.625592,6678.601896,1400.412322,300.7962085,2871.199052,6016.511848,550.1563981,240.507109,1038.407583,3003.270142,738.5545024,367.8056872,1289.440758,2005.777251,563.7393365,145.5876777,1326.848341,1949.772512,1400.094787,25946.59716,3341.630332,356.6161137,994.2274882,211,23.48486707,12.03333589,0.858754777,0.929515419,0.586111111,0.94201743,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,Unknown,Other Cells
+4635,18145.0,909.8907563,563.4201681,1062.789916,16912.13445,763.605042,724.9327731,1561.94958,8768.890756,538.605042,1591.957983,1767.436975,10744.14286,1242.932773,2162.798319,2818.008403,4011.378151,1262.07563,341.697479,2421.436975,9281.714286,468.2689076,242.9243697,1373.655462,11296.79832,457.2689076,140.512605,1348.403361,8882.680672,2026.756303,370.2352941,2788.815126,8053.0,727.9243697,281.0504202,1407.058824,5034.605042,1529.588235,419.0420168,1327.705882,3284.02521,620.8991597,163.7983193,2585.705882,3121.310924,1341.705882,2449.436975,3262.193277,454.605042,994.6722689,119,15.91924448,10.1870029,0.768443629,0.9296875,0.583333333,-0.295852439,1,0,1,1,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,1,0,1,0,Helper T Cell,T Cells
+4636,24343.05814,878.8372093,429.8604651,1056.430233,21932.0814,704.6046512,692.0465116,1527.511628,12207.96512,587.1627907,1009.116279,1726.732558,14629.30233,1257.44186,1482.593023,2491.953488,5575.5,1346.313953,298.8953488,2289.906977,11219.04651,906.7790698,367.5348837,872.9651163,14187.39535,543.8023256,120.3953488,919.4534884,10732.60465,1546.290698,408.9418605,2807.77907,9773.05814,650.755814,264.2209302,1170.674419,6656.348837,1642.418605,403.8953488,1307.895349,4484.906977,1210.023256,154.2674419,1849.569767,4047.790698,1323.290698,235.6046512,3191.05814,620.4302326,991.627907,86,12.54936636,8.930574235,0.7025489,0.966292135,0.661538462,0.376214616,1,0,1,1,0,0,0,1,1,1,0,0,0,0,0,1,0,0,1,0,1,0,0,0,Cytotoxic T Cell,T Cells
+4637,18563.89147,777.5503876,424.3255814,1057.03876,16709.29457,635.2015504,482.8449612,1491.186047,9120.596899,495.3643411,559.6744186,1714.922481,11368.70543,1188.023256,772.4728682,786.1937984,4218.883721,1149.542636,272.1085271,2295.666667,8911.604651,409.7751938,101.6666667,545.0852713,11387.66667,458.9069767,113.2635659,784.5193798,8926.20155,1293.426357,391.5503876,2823.139535,7845.542636,583.9844961,249.0542636,1330.550388,5198.550388,795.7751938,373.3488372,1302.868217,3398.775194,598.4031008,150.9534884,1682.883721,3186.108527,1334.968992,3561.581395,3148.674419,691.1782946,991.0930233,129,18.33824442,9.036944513,0.870147005,0.969924812,0.632352941,-0.991914304,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,Unknown,Other Cells
+4638,34855.51415,935.5283019,603.6698113,1117.721698,31312.39623,743.2641509,755.9433962,1615.985849,17250.98585,641.259434,1368.396226,1771.79717,20645.28774,1343.042453,1893.820755,3588.641509,7736.919811,1453.051887,348.0896226,2416.514151,16871.28774,441.8632075,262.9386792,979.4811321,21848.32547,1191.415094,168.0943396,1726.396226,16318.0283,1625.632075,536.3396226,2818.966981,14545.54245,773.5660377,308.2830189,1482.174528,9319.5,1233.481132,453.3537736,1338.735849,6188.075472,650.3584906,172.2877358,2334.830189,5712.495283,1430.443396,285.1132075,3232.523585,525.2924528,994.5330189,212,20.80119338,14.41042333,0.721159497,0.85483871,0.531328321,1.129784248,1,1,1,1,0,0,0,0,0,1,1,0,0,0,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+4639,25210.30328,929.3606557,472.1147541,1056.131148,22437.45902,714.6065574,525.4836066,1492.393443,12480.44262,648.3688525,449.2459016,1733.360656,15168.51639,1315.254098,2446.811475,1840.614754,5667.581967,1238.229508,300.852459,2265.745902,11589.84426,389.7704918,229.1967213,511.3442623,15061.94262,423.4344262,123.1967213,2616.778689,11570.52459,1371.336066,425.5,2792.131148,10088.7377,670.0327869,269.3852459,1549.52459,6873.5,801.4344262,395.5901639,1300.631148,4573.442623,633.057377,165.057377,2597.368852,4157.803279,1430.704918,4797.836066,3186.008197,668.557377,991.8032787,122,15.30084708,10.63395828,0.719017976,0.93129771,0.677777778,1.117444965,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Macrophage,Other Cells
+4640,21579.25871,741.0447761,420.0,1046.60199,18699.83582,607.0995025,553.1343284,1472.79602,10187.0796,487.9651741,429.2736318,1686.338308,13060.47264,1134.716418,1189.014925,1148.681592,4921.930348,1154.771144,259.8258706,2261.716418,9734.154229,362.7562189,95.15422886,529.9850746,12615.25871,508.4129353,111.840796,1231.676617,9804.621891,1266.512438,429.7711443,2813.507463,8522.651741,675.4726368,275.7263682,1670.626866,5576.716418,763.2039801,379.5323383,1300.313433,3587.40796,614.8109453,148.9004975,1385.074627,3381.084577,1254.452736,945.7512438,3149.736318,701.6616915,996.6467662,201,19.76914188,13.40454249,0.735012241,0.971014493,0.755639098,-0.247941512,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,Unknown,Other Cells
+4641,27216.38,885.97,493.4,1089.92,23605.42,691.16,548.68,1721.77,12044.92,529.51,393.3,1772.36,15645.29,1233.53,1551.32,1592.3,5866.11,1213.31,296.4,2246.46,12641.86,491.92,224.35,484.42,15533.91,436.7,115.07,906.33,12222.65,1342.57,355.94,2818.23,10538.6,793.04,262.11,1095.35,6338.16,1036.27,397.64,1306.25,3787.17,3283.12,147.3,787.15,3773.77,1646.06,414.74,3249.43,832.22,992.8,100,14.15914562,9.584581121,0.736058398,0.917431193,0.591715976,0.778887041,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,Granulocyte,Other Cells
+4642,19826.35052,776.4948454,427.0412371,1039.958763,17419.50515,666.7628866,484.1649485,1458.56701,9453.412371,500.2783505,420.6494845,1711.43299,12321.96907,1194.474227,892.8041237,1142.752577,4572.56701,1176.443299,281.4020619,2256.113402,9695.938144,391.0721649,90.93814433,528.6701031,12480.81443,570.2989691,114.4639175,901.4020619,9642.329897,1285.628866,461.9072165,2778.278351,8501.082474,686.4123711,262.443299,2315.072165,5623.804124,761.0824742,403.8453608,1313.402062,3636.041237,628.0206186,153.742268,2004.56701,3509.494845,1371.319588,5481.618557,3284.092784,714.5463918,992.1649485,97,14.70653218,8.844050003,0.798971548,0.923809524,0.76984127,1.533417374,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Unknown,Other Cells
+4643,27688.27331,940.9228296,737.7909968,1117.585209,20927.59807,638.7395498,827.5337621,1608.073955,9149.884244,492.7106109,1727.237942,1741.787781,13574.9582,1174.115756,3763.932476,3030.07717,5089.051447,1163.305466,282.562701,2423.395498,10723.23473,391.6398714,228.8199357,1287.996785,13758.45016,1250.909968,176.4758842,1782.697749,9966.266881,1845.649518,336.681672,2791.311897,8378.241158,671.8938907,255.2411576,942.5369775,4223.18328,1604.170418,380.5209003,1298.736334,2438.646302,596.2379421,148.755627,1922.88746,2611.617363,1166.530547,1447.987138,3184.897106,912.2829582,995.5016077,311,26.43935848,15.26151902,0.816583532,0.933933934,0.747596154,-1.46424017,1,0,1,1,0,0,0,0,0,1,1,0,1,0,0,1,0,0,0,0,1,0,1,0,Regulatory T Cell,T Cells
+4644,36128.08392,990.3356643,619.8811189,1126.706294,35322.4965,818.5174825,919.4055944,1751.657343,15841.65734,710.993007,1443.811189,1832.818182,20709.12587,1390.867133,3460.944056,4112.41958,7435.447552,1367.741259,343.5384615,2397.965035,16638.58741,415.4825175,828.0839161,991.1258741,20553.20979,733.9300699,211.0559441,3313.685315,16154.94406,2210.734266,413.5454545,2818.895105,14331.01399,712.1678322,304.027972,1391.517483,7778.496503,1446.958042,438.2377622,1356.79021,4851.384615,805.2797203,166.1118881,3747.356643,4608.097902,1387.363636,595.4055944,3277.573427,388.2027972,995.1538462,143,16.12372549,11.62688931,0.692826422,0.928571429,0.647058824,-1.298963949,1,1,1,1,0,0,0,0,1,1,1,0,1,0,0,1,0,1,1,0,1,0,1,0,Regulatory T Cell,T Cells
+4645,21073.84,1165.1,853.335,1131.56,18409.25,744.48,743.245,1632.785,9723.18,629.23,957.815,1803.945,12230.165,1326.59,2579.54,2718.73,4522.475,1621.645,307.39,2407.84,9888.085,550.84,579.465,681.535,12774.725,766.945,129.195,3211.785,9828.39,1681.13,401.12,2813.64,8665.56,633.925,269.055,1379.41,5248.375,1204.85,427.01,1341.885,3364.01,765.045,161.575,5626.93,3295.025,1313.455,485.04,3375.48,440.08,999.385,200,22.6797008,12.09450997,0.845942153,0.884955752,0.634920635,0.359098046,1,1,1,1,1,0,0,0,1,1,0,0,0,0,0,1,0,1,0,0,1,0,0,1,Cytotoxic T Cell,T Cells
+4646,33260.83696,932.4347826,489.7065217,1086.217391,29530.21739,729.4456522,847.5652174,1606.336957,16957.88043,602.5869565,1449.423913,1702.217391,20028.07609,1310.543478,2082.23913,3159.804348,7238.173913,1664.304348,293.5,2349.586957,15102.66304,439.6195652,237.0326087,896.1086957,19035.59783,1390.608696,145.25,1368.771739,14371.48913,1683.282609,422.8586957,2787.891304,12862.28261,619.1195652,271.8152174,1136.086957,8401.75,1485.98913,406.9456522,1292.423913,5519.23913,663.3478261,155.2065217,3652.967391,4938.184783,1334.673913,211.1630435,3244.663043,629.8152174,994.6304348,92,14.58479062,8.279632447,0.823242756,0.93877551,0.544378698,-0.679920183,1,0,1,1,1,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+4647,15907.70513,1003.230769,585.1538462,1088.705128,12934.42308,596.3333333,571.7948718,1550.320513,6396.576923,532.0128205,903.0897436,1788.012821,8724.846154,1131.730769,1304.615385,1482.423077,3360.423077,1124.833333,267.5897436,2278.012821,7002.75641,342.2692308,130.1025641,772.3461538,8796.820513,745.4358974,108.6153846,929.4871795,6752.910256,1267.102564,332.6410256,2790.653846,5771.935897,575.4358974,226.2948718,1122.051282,3568.205128,1237.166667,374.6282051,1309.076923,2124.512821,1277.358974,146.6923077,1813.153846,2169.512821,1164.102564,947.6282051,3217.448718,867.4615385,993.4487179,78,10.77409469,9.312622204,0.502885383,0.962962963,0.709090909,1.324447551,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0,1,0,0,1,0,1,0,1,0,Cytotoxic T Cell,T Cells
+4648,24730.48529,1039.955882,655.3970588,1123.911765,22516.60294,804.9117647,809.6029412,1696.823529,12663.35294,693.1470588,993.9852941,1791.029412,14761.13235,1470.5,1000.544118,2660.955882,5326.117647,1481.632353,347.9558824,2433.661765,11466.20588,482.6764706,351.0882353,1348.955882,14155.0,951.7794118,138.7205882,1243.808824,11039.91176,1712.352941,564.5441176,2818.220588,10099.57353,825.3676471,307.7205882,1876.161765,6623.573529,1386.544118,467.75,1358.470588,4381.117647,675.3676471,179.9852941,2807.75,3630.720588,1447.955882,752.7058824,3231.441176,545.2647059,994.7647059,68,10.04019848,8.852342327,0.471829197,0.957746479,0.686868687,0.044464458,1,1,1,1,1,0,0,0,1,1,0,0,0,0,0,1,0,1,0,0,1,0,1,0,Cytotoxic T Cell,T Cells
+4649,32466.98008,979.5219124,528.1474104,1071.721116,28648.25498,763.3984064,585.3027888,1490.677291,16627.93227,644.063745,1475.171315,1741.187251,19303.44622,1404.290837,1155.864542,2712.633466,7185.059761,1408.191235,321.8167331,2318.49004,15690.14343,455.3346614,175.0199203,1021.876494,20775.60558,679.1553785,214.2231076,1240.705179,15542.52988,1579.187251,432.4780876,2811.494024,14047.43028,706.4741036,300.1912351,1658.095618,9364.266932,1776.673307,450.7250996,1322.904382,6301.649402,656.5418327,177.7569721,2206.115538,5553.027888,1509.741036,3802.191235,3230.14741,570.6414343,998.752988,251,19.72891052,16.88464754,0.517252667,0.896428571,0.6275,0.584476194,1,1,1,1,0,0,0,0,0,1,1,0,0,0,0,1,0,0,0,0,1,1,1,0,Cytotoxic T Cell,T Cells
+4650,23751.88462,898.6153846,556.2,1101.007692,21389.65385,707.5692308,840.1692308,1623.653846,10932.92308,550.8923077,1087.907692,1787.384615,14379.06154,1246.669231,2360.623077,1851.384615,5259.807692,1199.961538,289.2461538,2272.884615,11427.79231,390.8692308,119.1307692,1350.069231,14565.93077,474.6923077,116.1153846,1132.930769,11320.34615,1718.061538,365.6538462,2800.138462,9763.446154,654.4769231,260.1307692,1275.130769,6000.430769,1567.538462,399.0230769,1317.953846,3635.123077,751.6153846,151.2846154,1556.246154,3679.430769,1299.176923,766.7846154,3247.707692,819.8769231,997.4846154,130,14.36804366,11.87198117,0.563264277,0.935251799,0.666666667,-0.143353238,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,T Cell,T Cells
+4651,32567.15015,1030.795796,707.9189189,1121.249249,28041.36336,751.4324324,702.6426426,1665.294294,13555.85285,610.7717718,1304.882883,1795.342342,17576.43844,1355.432432,2380.204204,3173.996997,6482.132132,1339.387387,331.1291291,2424.291291,14501.96396,410.8228228,243.2012012,805.7687688,17745.62763,653.6456456,130.5405405,2050.285285,13764.8979,1815.246246,389.1771772,2827.858859,12478.35435,658.0840841,294.2402402,1383.777778,6885.603604,1450.537538,443.978979,1331.498498,4337.204204,639.5315315,165.2642643,2737.399399,4024.243243,1345.138138,1138.405405,3371.975976,405.6396396,1002.726727,333,26.37268756,16.49010187,0.780406935,0.938028169,0.660714286,-0.568511512,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,1,1,Cytotoxic T Cell,T Cells
+4652,35118.95775,961.7535211,506.5985915,1083.246479,30419.54225,744.7253521,616.7394366,1592.626761,17348.83099,598.8802817,1065.619718,1761.239437,20790.16901,1317.387324,1753.760563,2518.394366,7692.809859,1275.795775,307.5915493,2268.394366,15486.83803,397.8380282,130.8028169,745.2253521,20505.16901,460.4647887,204.8098592,1685.676056,15690.02113,1826.584507,431.7042254,2779.507042,13675.40141,714.5352113,279.0985915,1190.985915,9330.901408,1143.549296,408.0211268,1311.478873,5927.943662,604.1478873,159.6901408,1637.042254,5344.535211,1406.725352,2719.725352,3248.330986,659.2676056,998.028169,142,16.59453295,11.46081585,0.723200585,0.898734177,0.596638655,0.98887274,1,0,1,1,0,0,0,0,0,0,1,0,1,0,0,1,0,0,0,0,0,0,1,0,Regulatory T Cell,T Cells
+4653,19287.86842,969.0438596,534.2368421,1071.026316,16833.83333,707.3333333,664.7368421,1716.236842,8863.421053,558.8859649,444.0350877,1855.324561,11395.44737,1234.947368,1849.052632,1585.921053,4293.763158,1161.184211,268.5087719,2236.675439,9099.535088,469.0526316,237.1754386,535.9385965,11429.52632,438.745614,114.0964912,768.6666667,9039.912281,1346.736842,349.754386,2801.701754,7659.991228,693.8947368,252.4824561,1058.166667,4951.175439,1042.535088,388.0,1315.412281,3073.421053,2986.359649,145.2982456,566.8508772,2992.807018,2696.587719,237.1666667,3277.54386,779.9912281,998.7017544,114,13.47116457,10.84410046,0.593293646,0.95,0.74025974,-0.157026363,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,Granulocyte,Other Cells
+4654,24728.50435,892.2695652,1042.913043,1166.191304,22951.48696,718.3304348,777.226087,1685.356522,12197.66957,556.7913043,596.1304348,1788.234783,14912.16522,1276.182609,1261.695652,1265.226087,5540.773913,1315.426087,320.0695652,2416.773913,12349.75652,447.6173913,213.2956522,476.573913,15552.54783,448.7826087,130.5652174,1125.26087,12110.61739,1441.991304,442.4434783,2842.617391,10538.18261,873.4521739,300.4956522,1597.26087,6658.878261,903.2869565,458.1913043,1360.33913,4293.73913,623.8608696,166.5217391,1372.556522,4104.678261,1392.852174,1154.356522,3279.208696,482.5043478,999.0782609,115,14.15859914,11.1788285,0.613694729,0.8984375,0.68452381,-0.435445923,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,1,0,Unknown,Other Cells
+4655,21022.42105,923.8631579,769.4,1147.978947,19518.42105,710.1684211,813.9473684,1613.631579,10453.67368,556.9263158,566.9473684,1781.536842,12529.83158,1294.168421,794.3578947,897.7263158,4672.715789,1349.821053,314.3578947,2363.810526,9980.315789,434.1684211,123.0315789,492.4105263,12873.82105,472.5473684,124.8315789,930.4210526,9790.157895,1423.410526,369.7368421,2805.189474,8680.168421,820.7684211,293.4421053,1594.452632,5538.452632,853.5052632,453.1368421,1337.147368,3461.273684,601.8210526,166.1052632,1354.978947,3392.821053,1411.821053,1119.157895,3256.768421,492.0315789,999.2842105,95,13.13251376,9.573938353,0.684486461,0.95,0.730769231,-0.324159635,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,Unknown,Other Cells
+4656,31136.17757,1010.336449,477.953271,1055.976636,26906.36449,728.6448598,763.9018692,1607.761682,15585.33178,601.9439252,1297.518692,1753.042056,18457.85514,1279.696262,1831.598131,2274.696262,6747.453271,1309.686916,287.4392523,2319.948598,14259.0,402.1775701,229.0233645,1155.490654,18081.41589,559.3411215,116.0,1132.327103,14216.84112,1558.845794,382.1775701,2792.672897,12768.80841,593.2476636,267.1261682,1277.205607,8435.186916,1278.761682,394.2943925,1310.182243,5400.551402,760.864486,148.9065421,1855.780374,5221.462617,1292.850467,228.8831776,3270.602804,611.5514019,1001.630841,214,19.71939558,14.03291528,0.702554349,0.959641256,0.629411765,-1.219492397,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+4657,27734.60759,959.7468354,463.1012658,1054.721519,25066.50633,737.1139241,821.4936709,1562.822785,14168.86076,601.8481013,1319.949367,1825.974684,16974.39241,1276.582278,1974.708861,3194.544304,6088.417722,1302.189873,281.4050633,2326.518987,13161.03797,403.9367089,274.3417722,1597.303797,16772.49367,583.4556962,129.7848101,1167.265823,12786.91139,2152.417722,404.3544304,2802.202532,11222.53165,607.6962025,264.2531646,1132.126582,7490.987342,1787.56962,396.4177215,1314.43038,4950.177215,667.5189873,153.7848101,1595.341772,4374.683544,1323.075949,1138.974684,3257.050633,647.6962025,997.5063291,79,11.2545097,9.300085777,0.563167096,0.908045977,0.718181818,1.064210769,1,0,1,1,0,0,0,0,0,1,0,0,1,0,0,1,0,0,0,0,0,0,1,0,Helper T Cell,T Cells
+4658,28760.44214,857.8694362,559.0326409,1103.910979,25250.29674,698.9317507,777.727003,1637.608309,10993.09199,523.9910979,1588.41543,1737.94362,15999.44214,1257.433234,2491.344214,3163.896142,5919.05638,1191.231454,295.7032641,2465.139466,12819.94955,440.6735905,170.8041543,1464.403561,16315.19288,987.5192878,180.0356083,1585.498516,11962.0,1744.881306,357.2818991,2808.593472,10119.52522,634.347181,265.8545994,965.8635015,5435.884273,1544.64095,402.2344214,1303.252226,3088.341246,629.4035608,154.8575668,2381.023739,3195.62908,1281.246291,1721.169139,3206.186944,889.9376855,1004.014837,337,24.44893189,19.4628181,0.605217636,0.875324675,0.563545151,-0.200651161,1,0,1,1,0,0,0,0,0,1,1,0,0,0,0,1,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells
+4659,34077.60584,996.5182482,607.7737226,1091.211679,29262.38686,740.4671533,698.3284672,1592.481752,14794.42336,593.7956204,1296.781022,1741.817518,18840.94891,1294.49635,1951.905109,2633.664234,7015.620438,1323.328467,319.5328467,2460.087591,15271.92701,395.7883212,151.1532847,930.2554745,19686.83942,612.5839416,226.4744526,2125.678832,15076.91971,1779.10219,415.4525547,2854.941606,13337.24088,861.4817518,299.5912409,1501.065693,7785.19708,1437.781022,441.4087591,1329.372263,4927.810219,622.1824818,164.7810219,2224.313869,4596.328467,1344.175182,2165.839416,3292.240876,421.810219,1001.0,137,15.37671679,12.12354368,0.615117914,0.88961039,0.652380952,0.270119871,1,0,1,1,0,0,0,0,0,1,1,0,0,0,0,1,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells
+4660,20568.49333,953.8933333,579.4133333,1082.826667,18293.02667,701.7866667,459.2266667,1565.546667,9333.8,630.6933333,633.96,1763.933333,11688.69333,1353.226667,2207.56,2577.826667,4295.213333,1270.12,305.9466667,2302.96,9332.973333,690.1733333,298.6,563.44,12028.12,585.5866667,122.4933333,3444.933333,9252.0,1471.133333,469.28,2804.4,8202.04,745.1466667,270.8533333,1388.6,4977.4,1018.533333,415.92,1323.56,3204.706667,635.48,165.7066667,3717.533333,3028.306667,1347.933333,2282.0,3194.88,431.1466667,999.7333333,75,13.26294046,7.266300391,0.836566783,0.9375,0.625,0.530823306,1,1,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Macrophage,Other Cells
+4661,27575.17647,843.0882353,557.1372549,1093.401961,24577.32353,653.9019608,616.4313725,1795.382353,13347.31373,528.0784314,380.5490196,1846.107843,16823.29412,1194.637255,2433.627451,2483.137255,6310.990196,1224.431373,285.2647059,2262.784314,13398.34314,389.754902,214.754902,472.4215686,16751.15686,426.0,114.0490196,1459.284314,13227.2451,1320.784314,425.9117647,2811.078431,11556.62745,649.1862745,273.7843137,1325.745098,7308.215686,1253.117647,394.2647059,1281.45098,4615.941176,3067.215686,149.3823529,807.2156863,4566.333333,3348.088235,404.1078431,3242.745098,744.4117647,999.5588235,102,13.69270124,10.05556143,0.678745225,0.902654867,0.56043956,0.52032285,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,1,0,0,Granulocyte,Other Cells
+4662,29691.95575,911.0353982,532.5044248,1082.415929,25670.9469,707.6106195,708.079646,1651.884956,13794.35398,551.8938053,701.4247788,1770.185841,17359.61947,1247.814159,1851.876106,2076.132743,6465.884956,1221.115044,288.1769912,2271.327434,13863.42478,389.1858407,137.6725664,639.6902655,17373.0,442.9557522,127.4778761,1749.238938,13778.42478,1533.814159,416.380531,2802.433628,12022.82301,615.7345133,268.5132743,1343.929204,7563.415929,1104.39823,395.8584071,1302.353982,4737.610619,1570.628319,156.5044248,1472.230088,4614.327434,1672.115044,300.7079646,3308.141593,764.5840708,999.7876106,113,12.77525434,11.28679186,0.468452617,0.957627119,0.724358974,0.918511914,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,Granulocyte,Other Cells
+4663,40534.10628,1051.884058,632.6135266,1143.217391,30871.65217,690.3188406,542.4927536,1667.565217,15010.53623,560.0724638,1019.879227,1727.792271,19978.77778,1280.990338,5491.995169,3007.898551,7305.236715,1307.468599,313.115942,2341.975845,16083.27536,370.9275362,222.4830918,807.352657,18895.42029,667.7342995,122.5362319,4520.541063,15340.61353,1786.304348,372.294686,2813.36715,13429.71981,600.1690821,284.7004831,1519.043478,6480.956522,1301.908213,415.1062802,1308.932367,4183.671498,637.4975845,159.0821256,2770.719807,3952.545894,1277.512077,1569.154589,3235.927536,376.468599,1004.415459,207,18.10356874,15.58319548,0.50897668,0.851851852,0.638888889,1.482300262,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells
+4664,42073.20313,990.078125,571.3125,1139.90625,36572.25,826.03125,501.625,1681.21875,19779.3125,604.40625,590.78125,1745.21875,23380.51563,1382.828125,1723.203125,2618.75,8373.859375,1394.984375,351.546875,2296.0625,18669.82813,426.453125,150.75,518.28125,23149.71875,445.03125,136.75,2012.515625,18748.5,1545.015625,493.609375,2805.609375,16315.39063,620.609375,310.109375,1452.0625,9839.359375,929.828125,464.296875,1305.28125,6262.140625,643.0,170.546875,1901.796875,5987.0625,1451.9375,573.5,3245.875,470.890625,998.453125,64,10.47980848,8.043447749,0.641026697,0.927536232,0.646464646,-1.402393559,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Unknown,Other Cells
+4665,38566.71765,996.4235294,526.1764706,1099.223529,33275.84706,736.3294118,587.4352941,1544.741176,18913.43529,711.5294118,1623.847059,1726.729412,22274.51765,1362.164706,2708.247059,3198.905882,8186.976471,1610.223529,403.9294118,2323.835294,17947.18824,430.7764706,386.8470588,1439.105882,23949.48235,1252.729412,135.5058824,1197.247059,17867.69412,1787.964706,467.8705882,2847.352941,15723.32941,746.9058824,315.8588235,1404.694118,10276.87059,1423.117647,462.4941176,1342.823529,6559.811765,706.8705882,177.1647059,2719.188235,6232.082353,1453.776471,466.3176471,3235.788235,536.6470588,1000.847059,85,11.7291489,9.321119018,0.607006373,0.95505618,0.643939394,-0.662357845,1,1,1,1,1,1,0,0,1,1,0,0,0,0,0,1,0,1,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+4666,42111.71429,1093.785714,525.8571429,1094.514286,36927.4,810.7571429,650.4714286,1659.971429,21221.1,639.7428571,958.9857143,1750.042857,24480.37143,1378.714286,2773.671429,2676.114286,8547.314286,1351.542857,292.5285714,2303.985714,17656.38571,415.8714286,147.0714286,853.2857143,22310.44286,692.3142857,130.5,2611.3,16999.14286,1932.957143,400.5428571,2799.114286,15093.72857,623.9428571,274.1857143,1145.242857,9975.814286,1134.242857,392.2857143,1302.728571,6285.814286,616.4285714,155.4714286,1527.814286,5423.657143,1286.3,202.2,3350.457143,634.9285714,999.8714286,70,13.21043133,6.91136406,0.852225431,0.95890411,0.583333333,-0.917491603,1,1,1,1,0,0,0,0,0,1,0,0,1,0,0,1,0,0,0,0,0,0,0,0,Helper T Cell,T Cells
+4667,17878.91736,884.9586777,508.892562,1064.165289,15672.43802,658.768595,736.9338843,1593.38843,8165.859504,533.8347107,432.0165289,1794.22314,10554.95868,1186.31405,1920.024793,1684.173554,4025.297521,1148.917355,269.5619835,2266.099174,8127.22314,472.9256198,147.0578512,538.0165289,10390.01653,447.5867769,111.4710744,778.7933884,8100.487603,1338.628099,347.9173554,2788.950413,6896.380165,643.9256198,243.6280992,1229.528926,4395.280992,1150.115702,372.4876033,1307.933884,2682.991736,2764.727273,145.0495868,1201.520661,2645.942149,1807.256198,588.6198347,3326.842975,791.1900826,1001.809917,121,14.76360697,10.56989496,0.69815916,0.96031746,0.720238095,0.646717423,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,1,0,0,Granulocyte,Other Cells
+4668,17187.06977,782.4573643,459.7131783,1070.651163,15459.91473,642.6124031,573.2093023,1516.410853,7647.968992,474.7209302,382.2945736,1715.217054,10008.13953,1174.96124,1421.775194,939.8449612,3913.44186,1292.596899,279.1085271,2246.395349,8313.139535,366.0155039,276.9922481,491.5968992,10372.51163,463.8217054,112.4341085,938.2790698,8275.348837,1300.744186,365.7209302,2822.20155,7286.945736,704.620155,251.4031008,1588.79845,4480.573643,801.9534884,381.5271318,1302.790698,2742.581395,862.8682171,156.9534884,1512.705426,2716.465116,1362.992248,9793.713178,3214.193798,831.5658915,1003.0,129,15.79260262,10.75651105,0.732180427,0.908450704,0.614285714,1.231887254,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,1,0,Unknown,Other Cells
+4669,17828.84127,805.6507937,426.010582,1034.089947,15952.67196,646.2857143,564.7301587,1447.021164,8650.481481,517.010582,608.4973545,1681.62963,10595.32804,1230.190476,1437.084656,1015.878307,4013.116402,1155.761905,278.8571429,2244.455026,8363.365079,383.5925926,149.010582,661.6772487,10513.57672,537.2169312,116.3121693,830.3333333,8207.767196,1353.566138,397.5661376,2839.502646,7412.15873,618.1164021,249.4761905,1812.068783,4946.767196,920.4285714,388.7830688,1315.042328,3231.883598,630.9365079,152.1481481,1380.941799,2994.042328,1357.021164,5197.957672,3177.52381,677.8624339,1005.190476,189,19.91519392,12.65095786,0.772313553,0.908653846,0.75,0.154141617,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,Unknown,Other Cells
+4670,20810.34615,812.3076923,426.8974359,1054.700855,18164.56838,645.2008547,622.0897436,1534.15812,9759.692308,509.8846154,414.7179487,1749.970085,12491.74359,1175.542735,857.2735043,1054.837607,4794.252137,1170.833333,275.7735043,2257.452991,9658.166667,365.7307692,132.9700855,504.7777778,12581.69231,475.2008547,113.6880342,903.8119658,9633.764957,1288.961538,386.1538462,2824.299145,8456.380342,745.3504274,260.6794872,1576.055556,5569.029915,877.6282051,385.4487179,1301.858974,3500.311966,1027.15812,148.8504274,1230.957265,3400.452991,1298.363248,3651.119658,3140.149573,718.9529915,1003.75641,234,22.80985969,13.66350544,0.800735923,0.886363636,0.655462185,1.207297886,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,1,0,Unknown,Other Cells
+4671,20657.42748,812.6183206,490.2137405,1073.152672,18960.45802,641.0152672,667.4961832,1607.832061,9958.206107,507.8396947,375.0610687,1726.70229,12497.8855,1176.114504,1202.435115,1421.534351,4836.458015,1173.587786,281.7862595,2249.29771,10067.67939,408.0763359,173.0610687,483.3282443,12553.16794,452.8778626,112.3282443,929.7557252,9865.816794,1279.137405,372.3282443,2826.48855,8628.129771,809.2748092,254.2137405,1443.70229,5539.89313,1049.427481,382.9923664,1292.40458,3566.977099,2529.534351,147.3816794,1072.931298,3444.534351,1958.89313,1874.320611,3222.580153,735.389313,1003.435115,131,15.6522612,10.8365287,0.721581101,0.942446043,0.668367347,0.680724413,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,1,0,Granulocyte,Other Cells
+4672,24192.58095,895.7047619,559.8095238,1098.552381,21942.25714,726.9619048,587.3428571,1556.285714,11517.88571,570.7333333,707.3047619,1755.409524,14124.3619,1365.847619,3675.533333,3788.428571,5192.342857,1399.552381,328.4761905,2324.2,12235.25714,398.3809524,193.6095238,584.4857143,15017.3619,551.5428571,132.4285714,2975.257143,11840.70476,1524.790476,406.5142857,2806.12381,10586.06667,773.9714286,284.1809524,1414.161905,6364.704762,1013.533333,445.447619,1330.152381,4193.171429,637.8,175.7142857,2741.0,3966.885714,1412.628571,2998.819048,3206.704762,463.2666667,1004.219048,105,13.70303526,9.846314459,0.695475419,0.972222222,0.673076923,0.600491952,1,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Unknown,Other Cells
+4673,33425.21739,906.8043478,521.6304348,1091.478261,30502.82609,729.3478261,744.7173913,1620.597826,16604.1087,640.4891304,2157.206522,1743.75,19945.77174,1331.586957,2130.206522,4415.097826,7334.206522,1354.543478,336.5543478,2493.23913,16623.95652,431.1847826,333.2608696,1383.119565,20788.45652,1769.793478,138.1086957,1390.445652,15887.48913,1629.032609,563.0543478,2811.913043,14341.17391,718.7391304,309.1304348,1427.619565,9040.108696,1289.054348,452.4565217,1338.402174,6012.597826,670.673913,166.6195652,2827.836957,5481.076087,1407.336957,401.173913,3205.043478,520.673913,1003.228261,92,16.17953525,7.680625965,0.880140977,0.876190476,0.522727273,1.090418251,1,1,1,1,0,0,0,0,1,1,0,0,0,0,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+4674,18658.29545,756.1666667,423.530303,1053.878788,16449.63636,598.5681818,557.2878788,1452.931818,8773.575758,483.6060606,429.6363636,1676.856061,11086.33333,1131.575758,868.9772727,838.9621212,4393.416667,1128.318182,268.1212121,2255.878788,8388.25,356.280303,91.06818182,518.2272727,10880.43182,464.1060606,114.0378788,894.2727273,8303.507576,1254.30303,384.6136364,2817.44697,7427.045455,645.6590909,245.6060606,1456.924242,4890.5,756.5227273,372.4772727,1316.643939,3168.469697,588.8030303,148.4318182,1496.992424,2935.924242,1238.25,3229.583333,3155.575758,689.1287879,1004.583333,132,15.20161527,11.24066648,0.673223614,0.942857143,0.733333333,-0.262999702,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,Unknown,Other Cells
+4675,38370.58042,1003.213287,515.1048951,1077.706294,33986.02448,770.9440559,751.2587413,1631.160839,18995.87063,636.7412587,1545.79021,1835.423077,22424.13287,1399.818182,2461.48951,3112.951049,8274.727273,1406.70979,376.4335664,2433.979021,17356.0,412.6153846,133.9020979,1110.765734,22109.25874,965.8566434,200.8776224,1838.954545,16823.08392,2091.909091,393.1748252,2803.898601,15013.09091,635.3356643,308.2377622,1071.905594,9900.534965,1372.632867,435.9160839,1315.017483,6423.874126,637.1608392,160.7552448,1869.22028,5745.863636,1368.566434,208.0804196,3351.041958,641.020979,1013.129371,286,26.79517095,14.87697561,0.831709483,0.856287425,0.578947368,0.414773456,1,1,1,1,0,0,0,0,0,1,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+4676,22821.17751,1058.011834,537.852071,1046.224852,20094.46746,764.3668639,437.8461538,1407.639053,11075.77515,702.9940828,1145.195266,1724.378698,13473.60355,1397.384615,829.3076923,1507.95858,5033.443787,1438.491124,331.6213018,2299.538462,11143.21302,436.1360947,372.8047337,891.7810651,14716.38462,538.887574,238.2544379,921.8106509,11092.43195,1606.615385,426.0473373,2799.923077,10204.05917,728.8934911,283.0532544,1325.254438,6786.325444,1274.112426,434.3727811,1323.538462,4567.491124,668.5443787,174.4260355,1686.455621,4242.727811,1462.639053,3545.266272,3167.059172,560.8639053,1009.319527,169,15.08901544,14.77487848,0.202988686,0.928571429,0.704166667,-0.53901796,1,1,1,0,0,0,0,0,1,1,1,0,0,0,0,1,0,0,0,0,0,1,1,0,Cytotoxic T Cell,T Cells
+4677,17100.04348,956.5797101,478.6304348,1058.101449,15735.8913,734.8913043,462.9710145,1409.391304,8456.181159,583.0289855,663.6304348,1699.724638,10396.44203,1388.456522,842.2391304,1808.963768,3888.688406,1236.652174,300.7463768,2301.427536,8546.862319,439.8768116,179.3115942,728.942029,10968.45652,802.4782609,121.4565217,1071.884058,8459.065217,1462.594203,432.5434783,2799.181159,7563.471014,600.6666667,271.8695652,1643.115942,5124.688406,1053.492754,414.5869565,1327.26087,3430.152174,666.1449275,164.0869565,2588.804348,3263.123188,1456.826087,2971.224638,3169.449275,592.5,1008.014493,138,15.93239937,11.37038805,0.70048766,0.926174497,0.624434389,-0.473526005,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Unknown,Other Cells
+4678,22415.77922,864.2251082,690.1818182,1106.17316,18920.00433,637.4329004,582.3982684,1495.194805,8153.861472,505.7402597,718.8917749,1659.554113,11886.31602,1221.298701,1681.930736,1533.554113,4517.82684,1161.614719,285.4891775,2289.95671,9571.515152,363.9004329,307.1298701,816.1341991,12135.2684,547.8484848,116.047619,1791.982684,9062.805195,1714.406926,345.8268398,2845.532468,7685.229437,649.9393939,253.3549784,932.025974,3906.822511,951.6277056,384.5930736,1287.177489,2248.670996,622.8614719,152.2640693,2188.78355,2422.774892,1221.939394,3931.904762,3091.497835,904.3506494,1010.65368,231,19.49141882,16.20189306,0.555925526,0.905882353,0.679411765,-1.203638237,1,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Dendritic Cell,Other Cells
+4679,21261.82249,797.1715976,505.2781065,1063.207101,19589.0,653.2721893,668.5798817,1533.088757,10041.38462,519.1360947,517.8047337,1764.242604,12251.65089,1172.260355,2226.928994,2418.284024,4621.414201,1246.284024,316.5680473,2298.449704,10374.42604,364.0946746,561.4497041,585.8047337,12812.78698,533.5621302,121.035503,1551.059172,10063.56805,1534.769231,416.4674556,2819.591716,8895.686391,888.8698225,268.9526627,1333.414201,5381.869822,1064.455621,414.4260355,1325.295858,3407.573964,758.443787,157.739645,1768.16568,3380.609467,1304.236686,2173.514793,3203.544379,475.2248521,1010.763314,169,16.39776535,13.21241055,0.592263178,0.965714286,0.710084034,0.304554772,1,0,0,1,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Dendritic Cell,Other Cells
+4680,45412.93333,881.9666667,448.7333333,1109.333333,41441.23333,804.7,843.0333333,1661.133333,23226.56667,619.1333333,1360.5,1956.8,27673.1,1300.866667,1293.733333,3230.266667,10585.96667,1371.533333,361.1333333,2376.8,21574.43333,433.0333333,113.9,1278.266667,28060.5,525.2333333,440.6666667,1444.4,21133.93333,2020.033333,406.0333333,2816.333333,18644.0,643.3,315.4,1112.166667,12595.3,1484.9,472.5333333,1331.133333,8178.833333,647.6333333,163.3333333,1575.933333,7204.366667,1468.733333,213.2,3295.666667,648.4666667,1004.866667,30,7.533379014,5.490535348,0.684697141,1.0,0.714285714,1.036351385,1,0,1,1,0,0,0,0,0,1,1,0,1,0,0,1,1,0,0,0,0,1,0,0,Regulatory T Cell,T Cells
+4681,41996.30435,1030.043478,486.0434783,1094.608696,35740.43478,770.1304348,606.9347826,1649.934783,21062.93478,728.7608696,1058.130435,2077.043478,24749.5,1503.847826,1427.217391,2374.23913,8862.369565,1340.869565,386.5434783,2408.086957,18680.5,421.2826087,305.3913043,967.3478261,25108.65217,487.4130435,409.6521739,1270.23913,18780.8913,1897.891304,417.4565217,2847.586957,16655.52174,638.8478261,360.9782609,1068.673913,11747.5,1215.913043,515.9347826,1377.065217,7268.630435,825.8043478,204.4347826,1308.652174,7232.804348,1495.108696,877.9130435,3506.782609,656.0434783,1006.891304,46,9.718437718,6.482926717,0.744990578,0.867924528,0.575,1.265391984,1,1,1,1,0,0,0,0,1,0,1,0,1,0,0,1,1,1,1,1,0,1,1,1,Regulatory T Cell,T Cells
+4682,22620.96053,942.8421053,654.6184211,1122.763158,20949.22368,696.8947368,853.5394737,1633.460526,10980.18421,658.9210526,1645.960526,1755.644737,13574.36842,1262.105263,2331.552632,3594.065789,5068.697368,1307.25,317.0,2636.039474,11374.84211,401.2631579,668.8421053,937.4473684,14579.03947,732.4868421,128.4210526,1763.776316,10841.19737,1920.118421,455.6842105,2815.171053,9915.092105,981.4605263,277.0,1406.526316,6300.947368,1139.697368,434.1184211,1349.131579,4138.815789,729.0,166.5921053,2299.710526,3959.144737,1372.710526,945.7105263,3215.565789,515.0789474,1009.197368,76,12.88569221,8.244561033,0.76852238,0.835164835,0.487179487,1.11252695,1,1,1,1,0,0,0,0,1,1,0,0,1,0,0,1,0,1,0,0,1,0,1,0,Helper T Cell,T Cells
+4683,29075.37895,1042.747368,588.9210526,1091.036842,25597.43158,766.8315789,963.5526316,1634.778947,14349.64737,619.9736842,1398.368421,1778.405263,16738.3,1303.768421,2039.8,2736.626316,6290.884211,1273.036842,291.3315789,2341.915789,12714.9,544.2105263,274.3894737,1714.536842,15970.64737,906.3684211,210.9263158,897.0368421,12241.03158,1913.189474,351.9473684,2789.657895,10949.62105,1444.847368,266.4684211,1198.7,7405.573684,1348.563158,401.4,1314.215789,4563.826316,744.2631579,148.7842105,2185.257895,4110.705263,1267.826316,223.9631579,3317.184211,625.7210526,1012.773684,190,18.4006919,13.71217467,0.666842302,0.88372093,0.666666667,0.152825527,1,0,1,1,0,0,0,0,0,1,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+4684,31873.22581,1071.591398,540.827957,1075.419355,27457.54839,781.3978495,713.7634409,1611.311828,13269.77419,640.0645161,1802.032258,1802.182796,17517.73118,1328.451613,2549.989247,3485.204301,6517.44086,1324.376344,304.9784946,2360.591398,14495.89247,369.688172,239.0107527,1697.537634,17719.37634,565.516129,135.0215054,1468.645161,13775.34409,2233.88172,335.0537634,2870.107527,12594.37634,739.1075269,282.5698925,1042.602151,6906.032258,2143.225806,413.3010753,1313.354839,4374.956989,616.827957,156.7096774,2083.569892,4056.548387,1278.849462,1465.236559,3341.870968,414.7849462,1011.215054,93,13.25097578,9.69904562,0.681358842,0.877358491,0.550295858,-0.909065362,1,1,1,1,0,0,0,0,0,1,0,0,1,0,0,1,0,0,0,0,1,0,1,0,Helper T Cell,T Cells
+4685,34174.80583,1030.805825,505.0485437,1058.194175,30780.49515,779.1067961,613.0776699,1524.572816,16740.94175,655.8640777,2160.271845,1743.495146,20055.47573,1369.912621,1431.728155,3233.864078,7181.359223,1357.339806,338.368932,2466.475728,16038.26214,428.0194175,174.6990291,2812.262136,20898.32039,973.6116505,435.2135922,1349.194175,15774.52427,1799.15534,422.5825243,2800.92233,13915.50485,642.2718447,299.4854369,1277.368932,8951.252427,1498.203883,444.4951456,1323.029126,5627.533981,625.4174757,168.2524272,2447.504854,5319.61165,1392.893204,672.7572816,3217.194175,531.8058252,1012.621359,103,14.97775689,9.058211139,0.796394446,0.944954128,0.686666667,-0.147982308,1,1,1,1,0,0,0,0,0,1,1,0,0,0,0,1,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells
+4686,29250.97799,859.4654088,527.4402516,1087.040881,25573.42767,688.4433962,725.091195,1616.902516,12005.36164,523.4339623,1599.603774,1772.455975,16137.86478,1230.77044,2575.996855,3026.015723,5955.066038,1200.644654,300.5283019,2453.100629,12954.20755,382.7735849,182.8144654,1392.295597,16463.91195,480.9339623,258.9748428,1747.694969,12564.22327,1847.616352,370.6194969,2812.880503,10636.53145,632.4056604,266.1666667,1004.465409,6017.41195,1400.31761,395.9150943,1297.974843,3485.927673,617.7578616,155.0660377,1673.852201,3493.924528,1257.720126,1479.078616,3222.811321,849.8867925,1015.993711,318,23.28327242,18.9450849,0.581315944,0.878453039,0.630952381,-0.804070098,1,0,1,1,0,0,0,0,0,0,1,0,1,0,0,1,0,0,0,0,0,0,1,0,Regulatory T Cell,T Cells
+4687,26715.14537,844.3744493,541.6651982,1097.303965,24041.96476,676.3876652,770.4669604,1622.497797,10458.68722,529.0176211,948.2378855,1723.23348,14763.19383,1236.488987,3527.211454,3131.281938,5540.740088,1166.348018,294.4889868,2513.810573,12042.21586,433.061674,222.1629956,850.7004405,15232.3348,585.7268722,118.4229075,2711.449339,11308.59912,1695.572687,357.6035242,2786.268722,9712.819383,600.0484581,259.5022026,1083.828194,5258.621145,891.7092511,389.9911894,1306.409692,3021.69163,636.3524229,154.1497797,2881.23348,3066.132159,1249.361233,987.753304,3182.321586,875.4669604,1013.215859,227,23.58955696,12.86472277,0.838204079,0.926530612,0.675595238,1.437224574,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells
+4688,36324.875,1041.357143,600.0714286,1111.357143,32365.57143,809.125,656.4107143,1751.857143,16074.42857,627.0357143,664.5357143,1720.732143,20853.41071,1424.928571,3284.339286,3067.392857,7292.303571,1424.017857,353.75,2323.660714,17413.51786,414.1964286,244.7678571,590.6071429,22599.69643,553.5178571,142.5,3795.142857,17384.26786,1923.125,495.8928571,2802.142857,15468.30357,656.9642857,317.4285714,1352.839286,8341.571429,1041.803571,451.2142857,1322.803571,5203.535714,693.25,174.0535714,2625.035714,5137.267857,1449.053571,1814.589286,3283.357143,426.7678571,1010.839286,56,9.527658623,7.668464894,0.593459946,0.965517241,0.691358025,-1.070635423,1,1,0,1,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,1,0,1,0,Macrophage,Other Cells
+4689,24116.9434,950.9150943,567.1132075,1076.613208,21961.43396,725.9716981,725.9339623,1599.339623,10840.93396,651.4811321,622.1981132,1779.254717,13422.64151,1284.254717,1816.556604,1911.443396,5025.254717,1474.04717,319.1226415,2261.830189,11068.31132,486.8207547,619.7735849,557.8962264,14093.62264,449.5,132.0566038,1573.830189,10758.80189,1643.235849,415.6509434,2833.075472,9453.084906,689.6509434,276.0,1217.235849,5439.188679,921.1509434,422.7830189,1317.254717,3471.867925,858.3490566,165.4716981,4457.509434,3361.735849,1273.792453,323.9056604,3250.660377,455.0283019,1011.462264,106,13.3221863,10.18659763,0.644464683,0.954954955,0.757142857,1.451699156,1,1,0,0,1,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,1,0,0,0,Macrophage,Other Cells
+4690,25236.28729,1122.187845,1186.066298,1218.049724,17810.19337,719.2707182,786.718232,1891.779006,7959.944751,576.8895028,605.2928177,1775.066298,10825.18232,1275.121547,2255.850829,1612.441989,4022.563536,1338.066298,309.5248619,2478.845304,8688.127072,372.3314917,220.3646409,599.5027624,10478.57459,626.519337,115.7127072,2002.607735,8057.342541,1800.198895,337.6243094,2845.718232,7075.574586,671.8121547,273.2486188,1134.917127,3409.154696,897.7403315,405.878453,1321.519337,2181.801105,594.3370166,152.9392265,1953.243094,2147.093923,1190.19337,761.4364641,3394.436464,388.2872928,1017.370166,181,20.34961832,11.3864303,0.828803186,0.967914439,0.822727273,-0.010954761,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,1,1,NK Cell,Other Cells
+4691,32102.76429,1172.035714,586.2785714,1182.778571,29635.51786,991.5392857,755.5821429,1990.364286,14118.24286,706.9535714,880.0464286,1795.882143,17704.21071,1588.010714,2144.889286,1470.910714,6809.310714,1522.175,391.1178571,2328.303571,14910.58214,1989.525,331.0,723.8392857,19064.87857,528.9642857,487.0857143,1236.328571,14367.28571,2519.896429,389.7392857,2881.546429,12643.53929,889.1571429,354.9857143,1097.767857,7048.207143,1152.621429,496.9821429,1339.714286,4475.328571,871.1892857,182.7178571,2827.996429,4337.278571,1568.714286,2372.771429,3324.253571,437.6714286,1017.9,280,25.13359168,14.98621536,0.802789615,0.840840841,0.589473684,-1.30573461,1,1,1,0,1,0,0,1,1,1,1,0,1,0,0,1,1,0,1,1,1,1,1,0,Regulatory T Cell,T Cells
+4692,35961.33962,991.3584906,537.4716981,1099.132075,32861.58491,750.9056604,698.1132075,1608.320755,17856.07547,611.5660377,1789.792453,1763.943396,21793.67925,1389.0,3416.245283,3962.754717,7541.981132,1371.056604,348.3584906,2415.226415,18116.0566,431.0,189.4528302,1377.981132,22708.39623,965.6603774,142.0566038,2858.433962,17673.30189,1790.641509,489.6226415,2826.301887,15854.69811,679.9433962,303.5849057,1347.169811,10108.73585,1500.981132,459.3962264,1308.622642,6544.509434,659.1320755,174.6037736,2149.169811,6179.622642,1436.698113,602.0377358,3219.226415,523.4528302,1013.283019,53,9.820690379,7.130260818,0.68764744,0.981481481,0.841269841,-0.269674258,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells
+4693,29886.72,928.31,501.2,1060.34,27255.91,715.61,702.65,1473.23,15036.3,585.07,1499.48,1719.26,18117.79,1323.71,1363.77,2461.77,6729.75,1324.58,331.69,2294.57,14818.7,418.93,140.37,1288.26,19596.91,1234.39,138.59,1015.68,14841.77,1499.04,428.95,2816.84,13163.12,671.79,282.67,1439.16,8662.38,1418.54,436.54,1330.96,5581.86,620.61,162.21,1717.34,5272.56,1458.24,4913.94,3172.14,540.5,1015.39,100,13.52125025,9.896574741,0.681382529,0.934579439,0.595238095,-0.483980722,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells
+4694,38409.44898,883.4285714,502.6734694,1089.897959,34388.65306,712.4081633,653.5102041,1681.061224,19742.10204,1460.77551,2224.44898,2877.22449,23931.46939,3022.918367,1843.204082,2362.0,9363.571429,2935.469388,1284.530612,2999.387755,21735.32653,733.6122449,239.9183673,1151.591837,28703.81633,757.4489796,319.8367347,1839.142857,21780.5102,3343.346939,745.0,2992.204082,21920.87755,1189.77551,944.2244898,1249.816327,16627.08163,2007.081633,1127.081633,1597.387755,12638.89796,1185.836735,425.7755102,2595.836735,13563.77551,3150.77551,383.1020408,4174.612245,650.877551,1013.142857,49,8.288124256,7.600064067,0.398927662,0.942307692,0.680555556,-0.451454904,1,1,1,1,1,1,1,0,0,1,1,0,1,1,0,1,1,1,1,1,1,1,0,1,Regulatory T Cell,T Cells
+4695,21828.73684,846.3368421,456.2421053,1043.463158,20202.42105,678.1473684,521.8105263,1433.536842,10611.70526,581.4631579,383.5894737,1658.515789,13259.4,1260.326316,1313.263158,1630.642105,4923.284211,1207.473684,304.5684211,2235.494737,10488.54737,373.8947368,126.5473684,593.7052632,13383.06316,412.3263158,116.3894737,1060.157895,10524.30526,1304.578947,387.2631579,2789.610526,9245.105263,677.2736842,262.9789474,1145.463158,5826.105263,787.4421053,398.7894737,1285.210526,3778.936842,640.6105263,155.5473684,1544.052632,3638.052632,1450.0,9255.147368,3140.684211,716.8736842,1014.157895,95,13.75826127,8.98380184,0.757379388,0.969387755,0.664335664,0.89314231,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,Unknown,Other Cells
+4696,16725.32283,831.2598425,456.9606299,1051.377953,15140.88189,676.1338583,608.9685039,1518.944882,7559.740157,721.6535433,398.5275591,1707.992126,9736.464567,1249.787402,2004.488189,1398.480315,3729.007874,1383.173228,304.4488189,2248.992126,7804.322835,378.1653543,469.8661417,515.4094488,9849.0,444.2755906,117.6614173,1094.708661,7717.535433,1482.102362,430.6220472,2803.244094,6800.362205,766.2440945,261.3464567,1058.370079,4334.448819,770.2992126,392.1653543,1298.929134,2664.629921,791.9055118,156.9685039,1908.811024,2594.551181,1386.488189,6148.086614,3398.433071,772.9133858,1014.897638,127,13.77041362,11.817903,0.513299185,0.940740741,0.651282051,1.32706388,1,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,1,0,1,1,NK Cell,Other Cells
+4697,27626.33028,952.8899083,855.1834862,1174.137615,24833.50459,752.5045872,830.5412844,1767.844037,12833.07339,625.6513761,710.6055046,1790.091743,16131.00917,1330.082569,1596.055046,1669.33945,5796.311927,1348.238532,329.3944954,2390.0,13169.75229,447.2110092,291.6697248,563.440367,16821.54128,853.5779817,130.3119266,1164.614679,12780.91743,1528.669725,386.3486239,2834.073394,11518.90826,680.5779817,302.412844,1363.733945,6960.229358,1208.46789,457.0183486,1339.87156,4503.715596,658.7981651,172.8440367,1895.055046,4359.449541,1390.688073,187.8899083,3316.559633,502.0733945,1016.137615,109,12.7439589,11.07731492,0.494424004,0.956140351,0.707792208,0.073841164,1,1,0,0,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,0,0,Macrophage,Other Cells
+4698,25108.60251,911.8577406,475.5774059,1055.719665,22506.95397,698.7447699,669.7698745,1509.640167,12135.19665,623.8158996,1305.619247,1827.426778,14663.35983,1253.029289,2552.384937,3117.472803,5565.76569,1223.297071,298.4728033,2447.485356,10962.84937,388.3430962,531.832636,2269.481172,14178.5523,538.0,119.5439331,1579.16318,10565.9749,1904.728033,377.748954,2790.585774,9402.577406,657.1715481,263.0251046,1147.435146,6345.615063,1389.317992,394.2761506,1342.054393,4088.8159,942.9958159,158.041841,2185.702929,3625.430962,1300.870293,1681.238494,3193.569038,659.3640167,1019.338912,239,21.98442054,14.2784377,0.760378821,0.91221374,0.628947368,-0.681858255,1,1,1,1,0,0,0,0,1,1,0,0,1,0,0,1,0,1,1,0,1,0,1,0,Helper T Cell,T Cells
+4699,28334.94949,1001.030303,698.8686869,1132.959596,25607.39394,758.6969697,725.5959596,1713.10101,12048.33333,564.7474747,1015.555556,1767.080808,15846.59596,1369.080808,2782.747475,3240.141414,5261.373737,1218.090909,305.030303,2299.090909,12050.60606,398.5454545,175.7171717,1027.646465,14841.67677,531.4444444,126.8686869,2579.939394,11503.88889,2091.121212,387.8686869,2811.262626,9857.030303,626.3333333,280.3636364,1089.909091,5584.353535,1335.989899,402.7070707,1307.717172,3457.626263,625.7171717,167.3434343,1595.444444,3297.838384,1350.292929,2556.313131,3358.444444,836.8686869,1016.151515,99,11.88692251,10.80017279,0.417719534,0.942857143,0.634615385,-0.153358149,1,0,1,1,0,0,0,0,0,1,0,0,1,0,0,1,0,0,0,0,0,0,1,1,Helper T Cell,T Cells
+4700,22788.35507,968.1521739,474.9927536,1053.971014,19767.14493,746.1304348,448.8695652,1479.782609,10691.54348,601.8405797,570.7971014,1684.289855,12780.49275,1377.73913,831.7391304,1124.188406,4627.92029,1223.833333,291.9202899,2273.101449,9657.514493,492.3043478,292.6884058,771.8695652,12610.96377,518.9565217,120.615942,839.6376812,9705.065217,1420.797101,402.9782609,2827.188406,8674.971014,613.7971014,277.1956522,1523.275362,5854.826087,1026.355072,420.8333333,1316.355072,3681.782609,807.8333333,163.0797101,1235.282609,3451.115942,1503.188406,7171.210145,3190.818841,596.6521739,1019.442029,138,16.01163711,11.26300894,0.710768063,0.93877551,0.58974359,-0.414491475,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,1,0,Granulocyte,Other Cells
+4701,23356.12987,833.9025974,577.8961039,1079.616883,21569.34416,666.6103896,861.9350649,1560.636364,10620.64286,554.9935065,1421.149351,1755.428571,13191.00649,1222.62987,2523.272727,4475.87013,4884.844156,1248.564935,309.8766234,2566.155844,10839.64935,378.7337662,700.9480519,847.9285714,13568.9026,1775.324675,122.7922078,1749.376623,10204.31818,1488.818182,559.3311688,2808.175325,9094.038961,642.4025974,285.9675325,1296.883117,5391.915584,1238.766234,428.1753247,1344.662338,3423.324675,799.6168831,166.6493506,3542.844156,3372.38961,1300.084416,1529.850649,3206.62987,487.2337662,1018.675325,154,19.77784189,10.55551306,0.845671363,0.88,0.6015625,-0.687054163,1,0,1,1,0,0,0,0,1,1,0,0,0,0,0,1,0,1,1,0,1,0,1,0,Cytotoxic T Cell,T Cells
+4702,27681.41584,938.7821782,838.4752475,1181.168317,25055.85149,738.990099,839.3762376,1758.267327,13199.18812,670.3762376,867.5049505,1818.950495,16410.0198,1344.851485,1090.445545,1953.386139,5793.069307,1424.613861,339.1089109,2419.70297,13691.91089,447.1287129,253.9009901,687.9108911,16939.83168,507.8811881,132.9405941,1415.752475,13036.62376,1583.940594,406.2871287,2833.861386,11842.0198,705.0990099,293.049505,1463.950495,7304.722772,1058.19802,461.6633663,1354.059406,4655.217822,640.6930693,172.6039604,2120.277228,4455.910891,1427.980198,551.3861386,3284.524752,512.2871287,1018.148515,101,12.55772875,10.78308954,0.512509567,0.926605505,0.647435897,0.134291725,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,T Cell,T Cells
+4703,23316.5,884.5983607,435.8196721,1041.385246,20835.97541,682.147541,481.6557377,1447.508197,11223.98361,550.9180328,1035.377049,1705.204918,14403.21311,1323.639344,2499.213115,2219.893443,5340.418033,1228.213115,300.0409836,2245.581967,11175.83607,388.147541,112.4262295,1765.081967,14711.40164,466.0983607,120.1967213,1246.811475,11482.88525,1489.754098,375.8606557,2787.868852,10027.39344,677.9590164,267.147541,1239.655738,6459.762295,1176.114754,408.8278689,1316.631148,4057.02459,611.0491803,162.1147541,1296.139344,4017.590164,1407.47541,2728.147541,3126.795082,707.0901639,1018.631148,122,12.92250281,12.15799196,0.338854486,0.93129771,0.67032967,0.367832725,1,0,1,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,T Cell,T Cells
+4704,38535.36364,1029.636364,593.5324675,1149.714286,33352.12987,821.8701299,916.3636364,1777.428571,15624.45455,623.6623377,1907.077922,1822.012987,20620.49351,1380.064935,3200.558442,5423.922078,7539.974026,1345.285714,337.025974,2392.116883,16095.07792,403.1558442,156.7922078,1826.363636,20087.33766,934.1558442,257.5064935,2361.922078,15495.76623,2620.909091,352.7662338,2843.038961,13517.83117,643.987013,301.2987013,1243.311688,7026.675325,1401.467532,439.8571429,1315.194805,4354.428571,639.1948052,165.6493506,2976.337662,4126.831169,1305.25974,744.7662338,3301.545455,419.3636364,1018.584416,77,11.11143162,9.478335113,0.521869145,0.905882353,0.534722222,-0.599183756,1,1,1,1,0,0,0,0,0,1,1,0,1,0,0,1,0,0,0,0,1,0,1,0,Regulatory T Cell,T Cells
+4705,19652.01527,982.5114504,598.1908397,1136.152672,17300.41221,744.1450382,574.4122137,1568.206107,9330.450382,600.5648855,835.6335878,1749.946565,11677.75573,1405.412214,653.8091603,1200.381679,4315.458015,1282.251908,316.351145,2345.236641,9369.839695,461.5114504,131.1984733,674.1679389,12542.36641,693.8091603,129.870229,891.6335878,9751.740458,1555.366412,414.1145038,2816.656489,8970.656489,641.9541985,302.0229008,2254.374046,5828.450382,1399.541985,451.3587786,1370.877863,3783.328244,660.7099237,173.9618321,1879.083969,3555.152672,1479.40458,2901.10687,3298.312977,571.4351145,1020.236641,131,16.86744547,10.60278577,0.777733104,0.897260274,0.623809524,-0.470678975,1,0,1,0,0,0,0,0,0,1,0,0,0,0,0,1,0,1,0,0,1,1,1,0,Cytotoxic T Cell,T Cells
+4706,23683.45238,1031.357143,533.0238095,1091.154762,20014.09524,727.0,501.3333333,1615.22619,10618.20238,566.9404762,497.0714286,1736.035714,12876.70238,1378.797619,2110.809524,2208.904762,4282.72619,1202.761905,305.3571429,2335.428571,8767.357143,385.547619,109.2619048,580.25,11242.72619,462.8571429,118.2261905,1963.619048,8713.285714,1354.333333,401.3928571,2771.761905,7757.47619,779.0595238,263.8452381,1219.404762,4871.166667,886.2738095,389.547619,1306.297619,3060.059524,598.3928571,160.9285714,1455.178571,2896.916667,1417.52381,3835.321429,3159.333333,692.1071429,1017.928571,84,11.32091525,9.589187874,0.531540438,0.933333333,0.636363636,-1.380229167,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,Unknown,Other Cells
+4707,30207.77551,872.0,598.3527697,1113.367347,27686.99417,707.7813411,620.8629738,1646.306122,13157.74344,571.1428571,703.2069971,1775.790087,15688.33528,1240.221574,3202.241983,2872.848397,5903.906706,1336.046647,312.7492711,2308.311953,12733.23032,464.7959184,540.0670554,664.361516,15968.08163,442.7696793,127.3294461,2843.504373,11811.97085,1526.740525,489.0204082,2810.653061,10403.99708,652.941691,272.877551,1431.379009,5847.790087,999.5247813,417.6588921,1314.48688,3618.046647,736.6151603,161.8979592,4080.463557,3494.367347,1274.944606,454.4723032,3217.982507,460.0816327,1024.087464,343,26.68036602,16.96915946,0.771675258,0.902631579,0.668615984,1.39678328,1,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Dendritic Cell,Other Cells
+4708,18812.90517,1111.189655,489.8017241,1029.767241,17379.03448,764.137931,480.2931034,1361.724138,9390.232759,626.6724138,1178.310345,1716.439655,11450.27586,1333.284483,897.0,1503.818966,4058.37069,1262.103448,302.5258621,2262.508621,9340.094828,403.9482759,98.25,880.0948276,12475.87931,797.8793103,279.9482759,854.8189655,9476.818966,1475.086207,352.112069,2801.818966,8450.836207,606.8275862,267.7672414,1160.387931,5465.784483,1116.801724,406.7241379,1322.008621,3560.793103,585.0344828,162.3189655,1297.37931,3413.87069,1429.517241,8803.655172,3129.086207,547.9051724,1021.862069,116,13.08230897,11.69105548,0.448756992,0.943089431,0.637362637,-0.526143902,1,1,1,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,1,0,Cytotoxic T Cell,T Cells
+4709,23174.95062,999.8888889,498.4938272,1097.382716,20570.39506,756.7407407,528.8765432,1487.308642,10920.02469,622.3950617,1283.148148,1721.925926,13155.18519,1443.876543,818.6296296,1567.864198,4730.049383,1298.45679,328.7160494,2326.283951,10592.44444,437.7160494,138.4567901,1098.728395,13532.24691,541.0987654,139.5802469,911.617284,10386.44444,1648.814815,384.4938272,2826.765432,9563.691358,591.5432099,297.0246914,1432.148148,6476.08642,1319.382716,454.4444444,1344.320988,4139.37037,634.8148148,174.8641975,1687.555556,3472.790123,1504.45679,6394.259259,3204.222222,561.4938272,1020.518519,81,11.23210516,9.694424434,0.5050339,0.931034483,0.669421488,-1.370649154,1,0,1,0,0,0,0,0,0,1,0,0,0,0,0,1,0,1,0,0,0,1,1,0,Cytotoxic T Cell,T Cells
+4710,33636.03846,1100.634615,543.8076923,1084.240385,29637.09615,820.4903846,850.0673077,1635.644231,16615.08654,658.5384615,2019.057692,1783.336538,19347.81731,1405.192308,1827.461538,2880.432692,7158.278846,1349.307692,315.4711538,2296.836538,15427.75962,442.5096154,198.4807692,2508.192308,19339.54808,577.1538462,166.4326923,829.6057692,15076.69231,2220.288462,356.1538462,2802.336538,13424.43269,672.7019231,291.5,1347.548077,8453.557692,1743.865385,415.4038462,1318.980769,5633.442308,707.9615385,158.8942308,1422.75,4824.307692,1379.067308,391.0865385,3246.923077,617.9134615,1023.471154,104,17.2756083,8.304136519,0.876893,0.845528455,0.509803922,0.324891089,1,1,1,1,0,0,0,0,0,1,1,0,1,0,0,1,0,0,0,0,0,0,0,0,Regulatory T Cell,T Cells
+4711,25539.2562,827.6446281,527.0495868,1071.735537,23566.61983,726.8512397,869.3636364,1623.016529,11130.2562,536.7933884,1659.495868,1788.330579,14866.43802,1201.495868,1836.396694,2437.07438,5423.421488,1172.545455,292.7603306,2352.859504,11800.64463,400.4049587,290.3305785,2258.107438,14921.59504,966.6694215,655.8677686,1183.561983,11460.84298,1779.380165,342.9173554,2798.123967,9681.545455,816.2892562,259.3553719,1005.132231,5683.198347,1059.586777,393.8264463,1305.429752,3360.652893,644.9090909,157.0991736,2906.380165,3282.983471,1263.404959,1995.710744,3193.016529,818.7190083,1021.785124,121,14.15102413,11.55916241,0.576860306,0.9453125,0.775641026,1.416154778,1,0,1,1,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells
+4712,23719.19178,963.0821918,1124.479452,1165.863014,20385.47945,756.0,852.7808219,1756.90411,9895.479452,559.8082192,1071.876712,1812.136986,13067.13699,1263.356164,1627.534247,2168.205479,4842.60274,1204.136986,301.0958904,2359.863014,10391.09589,432.260274,409.8356164,1015.835616,13209.06849,751.1780822,662.8356164,2267.657534,10211.93151,1749.465753,369.5479452,2797.260274,8696.205479,612.890411,257.0,1391.671233,5055.712329,905.3150685,397.4520548,1339.986301,2902.013699,667.3013699,144.3561644,2513.356164,2957.164384,1196.191781,880.4383562,3409.136986,828.6164384,1022.369863,73,12.35848392,8.128200913,0.753278128,0.948051948,0.623931624,-0.121691093,1,0,1,1,0,0,0,0,1,1,1,0,0,0,0,0,0,0,0,0,1,0,1,1,Cytotoxic T Cell,T Cells
+4713,29764.37425,858.1736527,555.5628743,1091.862275,25874.73054,686.9610778,795.8682635,1626.050898,11498.51497,556.9670659,1597.008982,1751.452096,15727.53293,1195.997006,2959.655689,3064.766467,6040.98503,1165.982036,292.1886228,2435.197605,12680.48802,375.9071856,388.008982,1266.143713,16232.06886,842.8502994,387.7694611,2031.077844,12229.2515,2110.847305,346.6646707,2802.673653,10225.71257,895.991018,260.242515,978.5898204,5473.062874,1359.886228,387.6437126,1302.805389,3176.535928,654.5838323,153.0449102,2715.110778,3191.116766,1179.45509,1155.311377,3192.353293,856.0449102,1029.976048,334,26.73364869,17.53562439,0.754814501,0.865284974,0.580869565,-1.023897536,1,0,1,1,0,0,0,0,1,1,1,0,1,0,0,1,0,0,0,0,1,0,1,0,Regulatory T Cell,T Cells
+4714,34536.57328,1122.409483,663.9525862,1133.331897,27870.13362,700.3189655,572.6681034,1661.047414,12310.13793,549.4310345,1046.241379,1758.017241,16541.95259,1216.418103,3710.724138,3756.663793,6001.405172,1221.267241,291.6637931,2324.590517,13372.75862,883.3793103,192.1637931,1231.650862,15823.21983,1188.62931,117.4525862,3144.073276,12130.31897,1620.866379,346.2715517,2817.918103,10738.14655,615.0387931,270.3793103,1081.551724,5208.280172,1231.810345,395.4439655,1302.310345,3324.237069,598.3793103,155.012931,3034.357759,3152.491379,1172.823276,572.0172414,3244.913793,407.7543103,1026.637931,232,19.75284407,16.1395778,0.57652976,0.865671642,0.560386473,-1.310521036,1,0,1,1,0,0,0,1,0,1,0,0,0,0,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+4715,33807.40143,1005.182796,643.688172,1121.752688,31009.53047,732.0573477,742.9032258,1690.519713,15104.22939,601.5949821,1108.774194,1750.541219,19417.89247,1311.784946,2392.781362,3117.670251,7042.236559,1245.802867,310.6630824,2300.659498,15351.72043,405.1577061,230.4802867,983.344086,19312.32258,634.688172,134.8494624,1647.802867,15051.40143,1820.21147,394.6451613,2804.362007,12763.2043,619.6845878,277.1075269,1073.752688,7506.0681,1056.953405,415.0035842,1310.057348,4428.473118,640.6774194,160.1397849,1654.827957,4362.935484,1324.874552,1001.422939,3312.523297,791.3691756,1026.663082,279,22.40826502,16.27964726,0.687164449,0.891373802,0.634090909,1.237345935,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,Cytotoxic T Cell,T Cells
+4716,28319.45455,844.1969697,558.6818182,1109.909091,19301.62121,551.6060606,524.0151515,1419.515152,8484.5,454.3636364,667.0909091,1696.742424,11982.12121,1034.378788,2436.287879,2392.924242,4743.772727,1039.227273,242.4242424,2276.19697,9723.969697,318.3333333,213.2272727,777.7121212,12578.89394,490.1969697,106.6515152,3019.363636,9313.393939,1703.651515,339.9545455,2772.0,7902.0,538.1818182,222.9545455,947.8636364,4335.212121,964.1666667,363.2424242,1299.318182,2474.939394,588.469697,139.4090909,2666.469697,2510.393939,1073.439394,416.0909091,3060.772727,869.8030303,1022.227273,66,10.28926131,9.254922977,0.436974293,0.891891892,0.545454545,-1.11329029,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Unknown,Other Cells
+4717,19613.99065,835.8130841,710.2056075,1112.037383,18603.83178,669.1214953,697.0,1611.607477,9378.635514,616.4953271,675.2990654,1784.570093,11635.8972,1189.803738,2173.728972,3118.859813,4338.514019,1263.719626,306.9252336,2355.0,9860.074766,406.1495327,1467.242991,532.6168224,12410.82243,831.7663551,123.1121495,1570.943925,9405.345794,1584.523364,441.8598131,2816.71028,8492.420561,644.8971963,266.2242991,1277.476636,5205.71028,1008.915888,412.6915888,1342.121495,3307.317757,1344.074766,161.5233645,2295.420561,3245.542056,1312.719626,390.8785047,3255.990654,495.2803738,1024.906542,107,12.24864352,11.32251731,0.381449964,0.938596491,0.633136095,0.821471516,1,0,0,1,0,0,0,0,1,1,0,0,0,0,0,0,0,1,1,0,1,0,0,0,Dendritic Cell,Other Cells
+4718,13182.56442,976.8343558,606.8466258,1110.730061,11894.31902,704.3496933,464.6257669,1524.128834,6368.742331,574.0797546,468.7239264,1753.705521,7900.766871,1298.840491,473.3067485,755.6134969,3079.533742,1267.257669,284.7177914,2341.981595,6625.711656,436.3680982,135.208589,538.0184049,8546.07362,653.3251534,118.1226994,858.0797546,6688.263804,1320.742331,410.1042945,2842.165644,6100.042945,622.7361963,269.3496933,2133.07362,4076.196319,853.1717791,423.7361963,1361.920245,2556.312883,728.2883436,155.993865,1254.93865,2566.748466,1396.527607,2566.03681,3296.754601,586.7300613,1028.110429,163,18.27239177,11.61648671,0.77190343,0.920903955,0.696581197,0.040929829,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,0,0,0,1,0,Unknown,Other Cells
+4719,23744.82759,887.8275862,558.2931034,1082.448276,20538.08621,704.7758621,766.4310345,1639.810345,10725.60345,546.2413793,676.2586207,1771.362069,13292.7931,1261.913793,1401.327586,2229.568966,5059.137931,1242.87931,296.7068966,2336.37931,10168.62069,389.7068966,137.7413793,898.6034483,13093.96552,480.1551724,119.5689655,1167.758621,10235.75862,1580.810345,360.6724138,2807.637931,8821.758621,973.862069,269.9137931,1117.87931,5656.948276,1250.758621,411.3965517,1298.810345,3511.482759,607.3965517,155.6724138,2374.086207,3335.344828,1346.103448,2103.465517,3234.913793,697.4655172,1024.551724,58,11.1160388,6.743537532,0.79496955,0.966666667,0.644444444,-0.65697036,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,1,0,1,0,Unknown,Other Cells
+4720,20717.34328,1184.0,499.3134328,1021.164179,18172.49254,788.5373134,412.2238806,1350.552239,10076.85075,642.0447761,1246.328358,1652.044776,11663.41791,1362.104478,618.8507463,1502.208955,4404.985075,1243.164179,293.7313433,2251.910448,9268.358209,404.6716418,106.3731343,1642.149254,11727.79104,501.0298507,259.4776119,799.6865672,8971.014925,1564.223881,347.0597015,2782.089552,7965.41791,563.8059701,263.8507463,1270.865672,5380.134328,1160.731343,384.3134328,1312.656716,3462.074627,596.1343284,149.6567164,897.7462687,3213.552239,1334.791045,1663.134328,3141.970149,610.8656716,1025.910448,67,11.04816158,7.820671158,0.706341919,0.957142857,0.744444444,0.593112598,1,1,1,0,0,0,0,0,0,0,1,0,0,0,0,1,0,0,0,0,0,0,1,0,T Cell,T Cells
+4721,22888.26923,913.8230769,639.8307692,1086.407692,19887.90769,739.6230769,826.7384615,1603.484615,10022.44615,590.4846154,1037.230769,1783.723077,12638.14615,1224.884615,2469.684615,3073.3,4979.815385,1261.515385,288.6076923,2314.792308,10017.77692,386.3307692,328.5846154,1098.430769,12734.66923,613.8846154,307.0076923,1299.361538,9881.015385,1957.876923,424.5230769,2792.961538,8522.615385,615.0923077,262.0692308,1063.315385,5285.530769,1357.030769,395.8769231,1301.330769,3112.638462,662.5846154,149.7230769,2632.0,3084.730769,1284.069231,1048.546154,3251.9,769.3384615,1027.861538,130,15.98465536,10.66758182,0.744731787,0.955882353,0.787878788,-0.157997836,1,0,1,1,0,0,0,0,1,1,1,0,1,0,0,1,0,0,0,0,1,0,1,0,Regulatory T Cell,T Cells
+4722,33554.21875,939.1953125,637.3671875,1128.046875,28735.28125,722.4609375,568.2578125,1674.71875,13161.08594,636.1796875,1409.210938,1754.695313,17262.79688,1244.726563,2608.992188,3549.453125,6668.828125,1275.703125,324.3125,2359.453125,14369.40625,385.671875,381.2734375,1111.960938,17904.57813,516.8046875,181.4375,2730.0,13590.92969,2248.007813,381.5078125,2842.070313,11699.8125,784.3828125,286.984375,1104.445313,5971.429688,1302.5625,433.5703125,1341.304688,3792.59375,719.3359375,161.625,3463.507813,3613.414063,1305.054688,1170.9375,3193.71875,422.28125,1028.617188,128,18.79264588,9.332797509,0.867968264,0.888888889,0.533333333,-0.958342894,1,1,1,1,0,0,0,0,1,0,1,0,1,0,0,1,0,1,0,0,1,0,1,0,Regulatory T Cell,T Cells
+4723,21439.78261,1234.663043,729.1521739,1140.380435,18783.67391,851.2282609,453.326087,1689.782609,10173.71739,678.2282609,570.2717391,1700.391304,11962.02174,1553.891304,2820.021739,2038.608696,4664.945652,1360.456522,359.0869565,2296.304348,9626.467391,476.3695652,343.576087,1730.771739,12185.13043,509.0326087,132.6304348,806.9021739,9486.934783,1967.815217,351.4673913,2785.445652,8708.358696,721.6847826,293.0869565,1184.01087,5732.25,1297.076087,434.0543478,1325.456522,3727.467391,833.0869565,170.326087,1092.717391,3498.75,1458.73913,235.9782609,3272.173913,627.0869565,1027.673913,92,12.51905858,9.76544466,0.625721866,0.92,0.696969697,-0.428672525,1,1,0,0,0,0,0,0,1,0,0,0,1,0,0,1,0,0,1,0,0,0,0,0,Macrophage,Other Cells
+4724,30662.9875,1164.95,613.4125,1143.1375,27134.4625,798.1875,824.35,1691.05,14240.1125,643.025,1048.525,1846.6625,17174.2625,1363.4125,2482.675,3847.0125,5813.0,1268.2375,304.575,2420.5375,12243.6,381.2125,125.1375,1156.3875,15400.825,903.2,121.1125,2260.7875,11919.3875,1867.5875,409.575,2832.7125,10327.275,654.825,277.6375,1231.7125,6373.775,1236.625,406.9875,1361.725,4096.375,592.9,157.7875,2151.1625,3688.55,1277.9375,1383.4,3465.2125,686.3625,1026.3,80,12.34999977,8.350748804,0.73674196,0.930232558,0.740740741,-1.359985527,1,1,1,1,0,0,0,0,0,1,0,0,1,0,0,1,0,1,0,0,1,0,1,1,Helper T Cell,T Cells
+4725,21683.57616,894.7417219,491.8675497,1053.099338,19967.46358,735.807947,607.5364238,1489.417219,10820.63576,612.192053,719.4966887,1720.774834,12915.70861,1333.099338,1475.562914,2431.543046,4734.715232,1583.139073,332.4701987,2274.251656,10827.94702,446.8807947,915.384106,679.9006623,14126.0596,581.986755,136.2582781,1402.874172,10640.59603,1575.10596,637.3311258,2805.099338,9574.887417,750.8874172,288.6490066,1438.278146,6239.119205,1066.377483,428.9470199,1326.89404,3780.490066,830.192053,165.4768212,1476.278146,3715.423841,1418.324503,1438.728477,3161.430464,534.9801325,1031.231788,151,16.58092042,11.65147287,0.711482689,0.967948718,0.683257919,0.439455776,1,0,0,1,1,0,0,0,1,1,0,0,0,0,0,0,0,0,1,0,0,0,1,0,Macrophage,Other Cells
+4726,14765.48077,997.5576923,500.7051282,1053.403846,13174.85897,717.4423077,455.5064103,1486.628205,7227.0,582.8910256,461.974359,1690.865385,8631.596154,1343.512821,467.3141026,879.9166667,3669.891026,1233.179487,280.1794872,2286.987179,7533.160256,430.0384615,222.3333333,619.9871795,9398.339744,561.3333333,117.6089744,824.1730769,7312.794872,1343.108974,391.5,2820.019231,6675.339744,604.0961538,264.1538462,1719.916667,4509.647436,878.0576923,409.0897436,1335.051282,2965.391026,728.6089744,154.0192308,1381.858974,2691.532051,1428.00641,6019.314103,3284.0,601.8846154,1033.217949,156,21.38734336,10.22156029,0.878400284,0.876404494,0.619047619,0.161742399,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,Unknown,Other Cells
+4727,25416.85714,1121.571429,506.8979592,1066.112245,21677.68367,758.9795918,739.1428571,1577.22449,12066.09184,702.2857143,1010.387755,1760.05102,14427.14286,1358.520408,2675.122449,2463.173469,4823.530612,1248.234694,303.7244898,2309.214286,10434.59184,373.5204082,276.122449,1478.030612,13428.32653,589.6734694,118.877551,1050.326531,10254.30612,1975.5,361.1530612,2787.887755,9092.826531,624.1122449,268.8673469,1009.27551,5561.918367,1293.193878,391.9489796,1333.336735,3447.397959,676.4081633,155.3367347,1547.581633,3058.653061,1278.132653,999.5102041,3256.244898,672.5612245,1028.306122,98,12.94074284,9.791618034,0.653819697,0.924528302,0.685314685,1.381178399,1,1,1,1,0,0,0,0,0,1,0,0,1,0,0,1,0,0,0,0,0,0,1,0,Helper T Cell,T Cells
+4728,25922.05263,887.8,609.3578947,1080.642105,23341.93684,698.3684211,627.1578947,1595.589474,11985.91579,561.4,625.1368421,1763.915789,15360.16842,1248.936842,3145.147368,3339.094737,5637.0,1287.084211,291.2947368,2273.178947,12371.78947,398.6631579,407.5578947,704.8947368,15651.74737,434.8842105,126.0,3643.642105,12199.09474,1566.715789,796.1263158,2794.084211,10419.12632,609.0105263,267.8947368,1274.715789,6353.189474,965.4526316,396.9789474,1339.368421,3867.694737,664.2526316,160.1473684,4860.778947,3777.736842,1310.936842,1573.147368,3164.463158,759.5263158,1028.936842,95,13.26228369,9.891787231,0.666104402,0.871559633,0.608974359,0.285343886,1,0,0,1,0,0,0,0,1,0,0,0,0,1,0,0,0,0,0,0,1,0,1,0,Dendritic Cell,Other Cells
+4729,29016.97041,884.3017751,612.7810651,1110.402367,25599.12426,724.9408284,697.0532544,1642.940828,13152.97633,624.6213018,1589.828402,1762.905325,16539.38462,1263.781065,2566.065089,4527.378698,6189.597633,1317.514793,319.739645,2417.100592,13628.49704,406.9053254,258.6331361,1190.278107,17488.9645,959.6982249,213.4319527,2549.0,13190.01775,1693.905325,421.8402367,2797.64497,11739.2426,661.852071,288.7928994,1438.366864,7212.627219,1482.147929,432.7573964,1329.088757,4390.213018,648.4911243,166.5443787,3293.514793,4304.940828,1358.502959,995.887574,3206.112426,507.6923077,1030.863905,169,15.99359172,14.06000795,0.476632595,0.918478261,0.586805556,0.89221266,1,1,1,1,0,0,0,0,0,1,1,0,0,0,0,1,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells
+4730,27642.8301,902.8592233,748.3398058,1106.364078,24569.43689,701.6165049,909.2427184,1650.694175,11219.78641,547.1941748,1542.5,1775.097087,15335.30097,1223.014563,2777.320388,2825.029126,5683.087379,1198.31068,295.8834951,2385.441748,12417.63107,395.5679612,145.3786408,1048.723301,15741.57767,1425.509709,308.8592233,1975.184466,12017.95631,1710.485437,337.9660194,2798.878641,10065.12621,617.7718447,262.961165,1042.18932,5561.15534,1300.912621,387.7135922,1303.5,3183.043689,587.8737864,157.2815534,2658.213592,3277.529126,1203.237864,418.0825243,3325.985437,836.8786408,1033.208738,206,20.83789013,12.99869405,0.78158331,0.927927928,0.572222222,0.53460285,1,0,1,1,0,0,0,0,0,1,1,0,0,0,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+4731,36704.125,1058.416667,530.5416667,1101.520833,32080.34375,765.5520833,747.75,1638.645833,17652.8125,617.4791667,1386.5,1764.375,20975.95833,1363.0,1780.40625,3807.760417,7495.145833,1321.760417,299.6979167,2346.4375,15965.1875,421.8958333,140.7395833,1807.979167,20339.08333,1367.75,141.9895833,1555.0,15434.83333,1826.677083,370.71875,2784.229167,13778.07292,619.1770833,287.6145833,1171.375,8701.197917,1444.0625,404.09375,1306.4375,5600.354167,631.5416667,156.5416667,1520.78125,4900.010417,1337.322917,348.03125,3332.760417,643.1354167,1030.177083,96,12.71322774,10.84337132,0.522040982,0.880733945,0.571428571,0.439114027,1,0,1,1,0,0,0,0,0,1,0,0,1,0,0,1,0,0,0,0,0,0,0,0,Helper T Cell,T Cells
+4732,31997.18987,886.2278481,517.0379747,1086.329114,28030.27848,720.3544304,872.6075949,1614.64557,14861.26582,554.1139241,1764.544304,1726.632911,18541.40506,1273.721519,2064.759494,2801.151899,6816.810127,1252.265823,303.9367089,2357.582278,14269.60759,466.6835443,110.721519,1671.506329,18591.65823,636.0886076,129.4936709,1126.063291,14642.5443,2074.594937,384.9493671,2794.43038,12482.91139,940.1898734,274.4303797,1129.417722,7658.075949,1686.620253,408.4303797,1300.721519,4646.227848,596.4177215,152.4050633,1352.443038,4550.455696,1365.025316,1216.607595,3228.683544,709.4303797,1030.607595,79,13.6376268,8.198823775,0.799105072,0.887640449,0.626984127,0.318396001,1,0,1,1,0,0,0,0,0,1,0,0,1,0,0,1,0,0,0,0,0,0,1,0,Helper T Cell,T Cells
+4733,26550.68613,1003.124088,969.2116788,1205.372263,24797.37956,793.2554745,668.620438,1888.226277,11623.83212,712.8394161,1383.510949,1817.058394,14458.48175,1401.058394,2798.474453,2995.591241,5400.474453,1369.824818,374.0656934,2334.182482,12159.82482,564.0656934,310.9635036,767.0145985,15366.54015,453.1678832,196.8759124,2233.014599,11502.12409,2145.430657,348.7664234,2814.021898,10261.09489,690.5547445,295.5839416,1161.080292,5546.167883,1794.722628,438.4890511,1337.927007,3475.547445,773.0072993,169.3284672,2391.810219,3365.824818,1373.941606,704.0437956,3213.686131,440.7664234,1030.49635,137,15.7795497,11.35883711,0.69413437,0.958041958,0.713541667,1.439949994,1,1,1,1,0,0,0,0,1,0,1,0,1,0,0,1,0,0,1,0,1,0,1,0,Regulatory T Cell,T Cells
+4734,30754.34146,856.2926829,465.0365854,1065.256098,26854.79268,683.0731707,798.2317073,1584.5,14293.08537,538.195122,1969.231707,1803.439024,17877.20732,1264.682927,2021.780488,2992.597561,6648.670732,1218.426829,292.2195122,2397.134146,13919.80488,754.0365854,115.0487805,2434.0,18066.34146,465.1463415,123.5365854,1055.353659,14137.56098,2065.097561,379.4390244,2803.585366,11988.08537,743.5121951,270.0731707,1089.609756,7457.439024,1781.268293,398.097561,1300.109756,4554.780488,590.1829268,154.1463415,1928.121951,4494.939024,1300.073171,503.4268293,3210.414634,699.6463415,1032.536585,82,12.41076035,8.765185145,0.707955641,0.931818182,0.630769231,-0.580481361,1,0,1,1,0,0,0,1,0,0,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
+4735,25961.24419,951.244186,899.4418605,1162.476744,22868.98837,747.7325581,1007.825581,1811.430233,11590.9186,592.5581395,713.1046512,1789.081395,14227.32558,1326.732558,913.3255814,1228.965116,5476.418605,1321.755814,316.3139535,2352.151163,11071.23256,526.6395349,137.255814,702.2906977,14320.44186,531.0116279,128.5813953,1009.918605,11027.04651,1505.0,357.744186,2795.523256,9655.72093,1809.872093,281.1395349,1240.325581,5918.581395,953.4186047,425.2906977,1325.965116,3583.453488,621.8372093,163.127907,897.9418605,3425.860465,1403.604651,2581.290698,3366.244186,717.7325581,1030.802326,86,12.2885835,9.117460568,0.670460076,0.977272727,0.796296296,-0.148951894,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,1,NK Cell,Other Cells
+4736,29530.9697,912.7435897,562.4778555,1104.328671,26698.87646,724.4289044,844.2191142,1655.081585,13610.64336,562.5221445,1413.561772,1785.354312,17076.02564,1293.920746,2683.757576,3278.400932,6423.424242,1240.822844,313.7575758,2510.5338,13501.65967,501.6177156,181.0722611,1032.755245,17242.19114,976.955711,175.8554779,1621.011655,13238.18881,1798.090909,423.7972028,2797.801865,11531.17716,797.4498834,278.6083916,1176.72028,6872.268065,1389.107226,405.8228438,1312.37296,4233.237762,626.9254079,154.3076923,1917.745921,4071.282051,1349.463869,1786.969697,3260.216783,730.2797203,1037.193473,429,29.46937776,19.35868235,0.753970377,0.910828025,0.662037037,-0.780997237,1,0,1,1,0,0,0,0,0,1,1,0,0,0,0,1,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells
+4737,27872.9096,820.5084746,537.9943503,1078.355932,24890.76836,648.220339,746.1299435,1558.084746,11619.70056,530.6327684,979.700565,1761.553672,15370.36158,1166.129944,2647.242938,3100.519774,5742.045198,1139.909605,276.5706215,2357.779661,12203.88701,381.2711864,216.9435028,981.2090395,15501.68927,793.5423729,123.5367232,2012.237288,12051.57062,1577.293785,379.0056497,2796.022599,10004.9435,566.8700565,258.480226,999.5254237,5784.062147,1173.655367,385.1355932,1305.898305,3316.40113,611.8870056,147.7062147,2192.502825,3301.0,1194.169492,294.9548023,3225.440678,817.6214689,1032.785311,177,20.24170244,11.50732756,0.822686003,0.893939394,0.665413534,1.270190362,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+4738,27046.11688,920.512987,575.5,1103.292208,24037.53247,715.6233766,753.0194805,1695.409091,12252.18831,549.1233766,1287.694805,1822.993506,15553.12338,1261.88961,2546.272727,3058.766234,5763.519481,1313.162338,309.525974,2389.948052,12444.25974,726.5324675,347.0974026,1388.37013,15645.12338,474.1428571,257.7467532,1933.532468,12002.44805,2638.324675,591.0454545,2795.324675,10243.13636,626.474026,276.0,1092.636364,6202.084416,1403.422078,410.0519481,1320.61039,3694.246753,811.1558442,166.7857143,4458.155844,3659.253247,1278.941558,535.4545455,3266.62987,748.7922078,1034.74026,154,17.3462877,11.43637035,0.75188186,0.950617284,0.647058824,-0.521608172,1,0,1,1,0,0,0,0,1,0,1,0,1,0,0,1,0,0,1,0,1,0,0,0,Regulatory T Cell,T Cells
+4739,32998.50948,896.3199052,585.7867299,1111.554502,29641.22038,735.0023697,815.8649289,1655.973934,15383.9218,630.4004739,992.049763,1785.637441,19253.35782,1367.327014,1741.672986,3146.0,7133.862559,1344.85545,333.4312796,2421.677725,16028.87441,465.7772512,260.5450237,818.7985782,20672.45024,709.6018957,138.7867299,2188.827014,15714.52607,1585.71327,573.9004739,2806.677725,14230.37441,966.3530806,305.0616114,1550.665877,8723.552133,1174.976303,442.7582938,1329.746445,5045.566351,643.3270142,167.7701422,3011.599526,5035.398104,1413.684834,1190.635071,3207.981043,521.3127962,1042.21327,422,27.01022427,20.45323128,0.653136337,0.923413567,0.632683658,-0.053113041,1,1,1,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells
+4740,14497.71166,937.1226994,494.0858896,1043.748466,13196.07362,701.1840491,478.9079755,1415.411043,6898.263804,575.1717791,476.4110429,1703.97546,8397.496933,1274.300613,625.0184049,928.4110429,3193.754601,1227.993865,308.5705521,2277.717791,7152.460123,398.5398773,139.8650307,606.0245399,9183.423313,523.3680982,123.0368098,960.208589,7160.03681,1367.104294,400.3374233,2836.779141,6550.368098,595.0122699,275.4171779,1523.067485,4280.325153,820.2699387,414.2147239,1334.214724,2702.570552,616.7055215,158.9202454,1455.441718,2793.208589,1437.484663,5953.312883,3272.190184,550.5214724,1034.907975,163,17.16933321,12.08218106,0.710490231,0.976047904,0.783653846,1.104463187,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,Unknown,Other Cells
+4741,15156.9703,970.8019802,502.950495,1032.70297,14190.9901,723.3465347,473.6732673,1315.742574,7258.524752,587.029703,460.6732673,1677.722772,9124.544554,1409.445545,437.8217822,1056.821782,3474.792079,1219.376238,295.4752475,2278.435644,7916.990099,444.6039604,156.1287129,613.7920792,9931.881188,603.029703,124.6039604,859.980198,7648.762376,1340.653465,480.4356436,2817.138614,7035.534653,581.0594059,271.1881188,2231.524752,4365.089109,847.5148515,423.8217822,1342.237624,2867.168317,661.3564356,157.3069307,733.6039604,2644.524752,1386.940594,3190.881188,3238.178218,611.8118812,1035.257426,101,13.71663726,10.53845521,0.640093179,0.89380531,0.597633136,1.050541156,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,0,0,0,1,0,Unknown,Other Cells
+4742,24176.96842,851.0631579,700.9473684,1089.010526,21968.46316,670.8526316,1041.442105,1629.505263,10599.62105,531.8105263,1674.252632,1761.231579,13866.52632,1204.873684,3349.063158,4457.189474,5202.389474,1196.284211,291.2210526,2485.210526,11248.35789,490.6842105,473.8736842,1878.652632,13800.25263,2284.410526,118.4947368,1157.252632,10844.4,1533.189474,376.2315789,2798.168421,9326.442105,584.2736842,260.8421053,1162.484211,5504.894737,1743.8,398.7894737,1330.557895,3301.210526,700.0631579,153.8105263,2645.810526,3215.6,1219.305263,246.7157895,3367.989474,781.4315789,1034.726316,95,13.24652635,9.379337782,0.706152099,0.95959596,0.664335664,0.964788241,1,0,1,1,0,0,0,0,1,1,0,0,0,0,0,1,0,0,0,0,1,0,0,1,Cytotoxic T Cell,T Cells
+4743,27646.0146,969.5766423,1269.29927,1225.350365,25128.41606,755.7664234,1052.10219,1885.445255,12275.83942,784.0948905,1331.781022,1891.474453,15617.40146,1331.766423,2276.160584,2427.087591,5496.963504,1540.379562,372.8175182,2440.50365,12370.9635,476.9562044,547.0,792.1459854,15741.70803,557.5839416,144.0583942,1189.788321,12066.05109,1762.029197,486.649635,2820.963504,10466.13869,775.379562,297.2627737,1253.562044,5913.832117,1087.262774,451.620438,1356.430657,3649.605839,718.1313869,169.8613139,3369.569343,3560.452555,1358.087591,319.5109489,3310.043796,489.8540146,1037.291971,137,15.22782348,11.73862489,0.636996265,0.919463087,0.619909502,-0.204444493,1,1,1,1,1,0,0,0,1,1,0,0,0,0,0,0,0,1,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+4744,35926.82639,1019.736111,527.0902778,1081.368056,31884.45139,759.4166667,675.9166667,1562.201389,17518.61111,615.25,1605.395833,1730.354167,20836.43056,1340.159722,1312.4375,2527.333333,7799.152778,1314.090278,318.7986111,2415.472222,16390.49306,411.7152778,197.9583333,1876.694444,20826.36111,753.0138889,146.9375,822.4652778,15909.84722,2015.229167,346.7291667,2796.486111,14195.56944,627.7916667,281.9930556,1107.791667,9169.638889,1654.361111,414.0486111,1309.319444,5856.930556,829.4722222,156.7569444,1240.770833,5369.875,1396.590278,2411.423611,3227.590278,636.7986111,1038.215278,144,17.51362659,11.24940524,0.766434054,0.917197452,0.571428571,0.373795857,1,0,1,1,0,0,0,0,0,1,0,0,1,0,0,1,0,0,1,0,0,0,1,0,Helper T Cell,T Cells
+4745,32491.33,1050.415,501.105,1066.485,28450.245,765.09,641.41,1779.36,15698.945,647.855,982.82,1886.65,18895.45,1332.57,1852.04,2495.945,6891.46,1266.05,302.545,2308.095,13941.1,394.68,161.49,1242.67,18327.005,575.61,257.11,1777.825,13898.68,1817.24,371.83,2787.03,12221.34,609.705,266.355,1110.53,7764.94,1247.49,387.51,1318.415,4867.015,619.39,153.245,1405.085,4504.33,1295.1,843.59,3302.21,656.495,1035.205,200,20.87281461,12.6258786,0.796304609,0.952380952,0.732600733,-1.447851881,1,1,1,1,0,0,0,0,0,1,1,0,0,0,0,1,0,0,0,0,0,0,1,0,Cytotoxic T Cell,T Cells
+4746,31115.7,998.05,554.4333333,1097.25,27064.32917,750.4208333,1053.079167,1645.5625,13829.12917,599.5583333,1649.466667,1856.708333,17508.67083,1316.05,2928.733333,3589.195833,6637.841667,1267.679167,311.9,2605.933333,13011.02917,392.2625,157.0666667,1948.620833,16748.52083,523.4083333,131.1458333,1440.641667,12716.03333,2378.391667,427.7833333,2820.7875,11108.43333,666.9875,270.5291667,1206.333333,6821.966667,1497.816667,410.9375,1325.6625,4283.616667,610.0291667,158.1208333,1982.8,3910.541667,1301.8125,1058.429167,3435.7375,688.3666667,1039.895833,240,20.33254972,15.46380828,0.649285844,0.902255639,0.705882353,-0.042830754,1,0,1,1,0,0,0,0,0,1,0,0,1,0,0,1,0,0,0,0,1,0,1,1,Helper T Cell,T Cells
+4747,25520.97967,859.203252,631.504065,1076.00813,23486.56504,684.0934959,677.9105691,1589.569106,10719.89837,534.9065041,1333.020325,1776.613821,14492.23171,1220.430894,2069.906504,2628.577236,5415.585366,1214.012195,290.0731707,2327.573171,11538.23171,376.0284553,407.5243902,1691.146341,14303.3374,498.0569106,314.8658537,1307.796748,11254.80488,2019.585366,387.1869919,2794.219512,9452.174797,682.2479675,255.4146341,1017.300813,5481.849593,1380.979675,386.6788618,1314.03252,3263.402439,664.3455285,152.3821138,2081.073171,3194.845528,1226.711382,692.1097561,3247.682927,801.1422764,1040.276423,246,23.82105311,14.06325788,0.807132043,0.904411765,0.602941176,1.411836843,1,0,1,1,0,0,0,0,1,0,1,0,1,0,0,1,0,0,0,0,1,0,1,0,Regulatory T Cell,T Cells
+4748,26680.61111,1053.079365,689.2777778,1117.912698,24323.77778,756.952381,518.0555556,1673.777778,10786.53968,593.1587302,518.0793651,1789.261905,14454.3254,1275.603175,1285.492063,1159.888889,5454.730159,1273.301587,312.3730159,2290.357143,12150.98413,363.6984127,172.5793651,568.2936508,15506.95238,430.7460317,120.6031746,1699.111111,11454.68254,1573.595238,330.1825397,2923.888889,10105.68254,1111.873016,271.0873016,1018.198413,5164.68254,856.468254,421.3253968,1308.904762,3268.968254,619.9047619,157.8333333,1909.888889,3175.468254,1270.626984,1872.563492,3186.912698,426.7460317,1037.079365,126,14.77400528,11.25853983,0.647517458,0.940298507,0.617647059,-1.246869728,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Unknown,Other Cells
+4749,23310.67241,1068.974138,1048.336207,1202.448276,21364.7931,747.9310345,1040.612069,1817.62069,9972.655172,656.6724138,697.0603448,1862.163793,12352.2069,1286.301724,1106.25,1385.663793,4470.672414,1410.336207,350.5862069,2572.887931,9848.612069,416.8706897,395.9396552,590.75,12543.16379,438.9396552,125.2068966,1346.301724,9229.439655,1656.482759,444.4827586,2842.137931,8294.741379,905.4655172,296.2931034,1290.112069,4532.784483,884.9655172,430.5344828,1374.206897,2750.689655,657.6465517,168.7413793,2312.051724,2755.637931,1330.043103,975.0603448,3343.568966,471.5431034,1037.724138,116,12.29734579,12.08919565,0.183211223,0.943089431,0.743589744,0.299653715,1,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,1,0,1,0,Macrophage,Other Cells
+4750,38058.64211,1172.221053,545.1578947,1079.010526,33152.89474,828.3684211,859.2,1670.568421,17430.55789,661.3894737,1685.631579,1783.505263,21067.93684,1398.115789,2895.652632,2914.178947,7854.547368,1320.652632,315.4526316,2317.042105,14776.18947,394.7473684,135.6,1668.821053,18351.08421,666.2947368,274.8736842,1247.673684,14216.36842,2347.305263,373.9052632,2817.747368,12417.46316,584.3368421,267.6105263,964.6736842,7401.736842,1558.084211,388.6315789,1330.705263,4913.473684,589.9157895,151.0105263,1309.463158,4281.463158,1238.336842,310.2421053,3445.947368,676.1578947,1037.736842,95,12.32350287,11.24900624,0.408386394,0.848214286,0.608974359,0.521310556,1,1,1,1,0,0,0,0,0,1,1,0,1,0,0,1,0,0,0,0,0,0,0,1,Regulatory T Cell,T Cells
+4751,24534.49057,888.3962264,693.1320755,1147.924528,22349.16981,697.009434,788.1603774,1672.95283,10176.0283,550.0188679,1175.386792,1800.981132,12357.9434,1232.320755,2948.09434,2349.424528,4434.518868,1251.716981,307.6226415,2374.858491,10135.73585,367.9339623,325.745283,1717.292453,12662.19811,505.754717,121.5,1413.896226,9226.528302,1776.386792,356.009434,2804.04717,8105.924528,651.6320755,264.8396226,1122.45283,4339.028302,1239.613208,408.5283019,1316.443396,2663.311321,653.6320755,161.6320755,1536.971698,2644.745283,1268.962264,910.9528302,3239.792453,460.6603774,1039.0,106,13.1374878,10.6564965,0.584835707,0.946428571,0.803030303,0.155932194,1,0,1,1,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,T Cell,T Cells
+4752,14509.45977,991.5747126,548.5172414,1072.172414,13683.89655,811.3678161,458.6321839,1362.448276,7011.137931,576.5402299,644.7356322,1659.862069,8906.862069,1518.091954,527.0114943,1632.816092,3366.942529,1245.54023,316.7931034,2262.735632,7910.172414,459.5057471,122.2643678,676.3218391,10128.16092,524.091954,138.0,894.4827586,7809.781609,1550.206897,427.2643678,2802.689655,7168.816092,591.8275862,287.091954,1777.517241,4395.873563,1008.367816,411.5172414,1322.54023,3137.344828,645.0114943,170.4022989,850.0229885,2792.195402,1482.586207,598.5517241,3334.16092,620.5862069,1040.126437,87,12.26849116,10.16898662,0.559440975,0.87,0.557692308,-0.25915005,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,1,0,Granulocyte,Other Cells
+4753,23057.57627,1075.644068,554.9661017,1017.847458,21047.49153,748.9661017,473.9661017,1439.40678,11538.98305,595.3050847,1077.152542,1694.016949,13564.62712,1314.847458,940.1694915,1574.169492,5303.898305,1247.661017,295.9491525,2295.694915,10439.83051,388.2711864,141.1864407,1187.525424,12850.49153,452.0338983,319.8813559,809.5762712,9693.084746,1720.830508,346.5932203,2785.79661,8560.474576,551.1694915,245.2033898,1102.440678,5770.237288,1271.440678,377.6610169,1293.305085,3965.372881,665.0677966,149.8305085,932.5423729,3410.118644,1271.711864,344.2881356,3186.338983,628.3559322,1038.898305,59,12.30090375,6.226273355,0.862437309,0.893939394,0.702380952,0.174954242,1,0,1,0,0,0,0,0,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,T Cell,T Cells
+4754,25178.93103,779.5724138,462.3034483,1077.434483,22373.88276,629.7241379,821.6482759,1566.227586,11261.81379,507.5310345,1243.4,1763.2,14113.29655,1198.606897,1551.22069,1994.772414,5663.986207,1148.634483,266.0413793,2542.055172,11155.78621,4729.386207,125.8137931,1420.2,14500.0069,497.6758621,113.8,1007.62069,11259.95862,1799.710345,373.4068966,2784.013793,9693.717241,670.7103448,252.9724138,1182.2,6061.448276,1551.275862,379.1793103,1309.634483,3569.524138,587.8896552,145.6413793,1640.213793,3525.372414,1235.337931,304.6965517,3184.055172,704.7310345,1041.710345,145,15.29270817,12.70536497,0.556553208,0.947712418,0.56640625,-1.011349282,1,0,1,0,0,0,0,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,T Cell,T Cells
+4755,39601.61017,934.9745763,670.0932203,1153.957627,35315.22881,778.5169492,1060.20339,1776.0,17771.28814,606.3220339,2374.177966,1852.881356,22445.69492,1349.872881,2481.101695,3830.101695,8373.262712,1350.559322,346.0677966,2576.711864,18477.76271,446.3559322,165.8474576,1500.898305,23912.28814,962.6610169,166.4152542,1241.635593,18136.62712,2066.533898,362.5932203,2835.338983,15838.01695,660.0932203,313.8050847,1174.991525,9217.050847,1966.09322,459.7966102,1318.364407,5477.711864,632.2288136,170.7288136,3087.228814,5393.313559,1406.864407,463.1779661,3301.652542,502.6779661,1041.008475,118,15.70779374,9.791627036,0.781934129,0.944,0.702380952,0.98320973,1,0,1,1,0,0,0,0,0,1,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+4756,23072.21875,1060.6875,559.3958333,1075.083333,20558.94792,760.6979167,556.1770833,1662.322917,10500.78125,800.9791667,836.9583333,1820.239583,12526.375,1291.5,2107.6875,2801.854167,4871.791667,1246.0,286.6666667,2307.958333,7371.645833,355.1354167,898.1666667,802.46875,9274.177083,976.4375,115.25,1859.083333,7139.864583,1503.447917,405.2083333,2756.46875,6288.8125,643.4270833,241.8645833,1175.395833,3988.760417,1120.072917,366.1041667,1339.125,2553.78125,845.125,143.2916667,2768.125,2243.75,1156.302083,739.5416667,3270.75,666.8958333,1041.90625,96,12.34388873,10.36729674,0.542783227,0.989690722,0.623376623,-0.230621759,1,1,1,1,0,0,0,0,1,1,0,0,0,0,0,0,0,0,1,0,1,0,1,0,Cytotoxic T Cell,T Cells
+4757,24340.49,805.43,592.71,1075.51,21549.17,660.03,1119.66,1587.79,10646.07,508.12,1957.47,1742.16,13749.08,1188.21,3793.67,4128.05,5132.63,1241.42,287.34,2599.19,11279.09,433.73,467.91,2666.89,13985.61,2429.24,118.02,985.25,10896.21,1671.74,488.26,2808.19,9317.32,591.31,254.05,963.52,5445.8,2152.53,395.96,1327.13,3241.57,751.62,150.66,5433.85,3226.19,1242.38,477.38,3155.54,772.39,1041.01,100,12.09622312,10.72036316,0.463193718,0.952380952,0.641025641,-0.168241197,1,0,1,1,0,0,0,0,1,1,0,0,0,0,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+4758,30880.11864,1135.144068,919.1355932,1130.567797,26252.28814,775.4830508,645.1864407,1676.364407,11441.83898,630.4152542,575.0932203,1781.788136,15389.13559,1368.991525,2120.245763,1991.847458,5517.533898,1314.771186,315.1186441,2330.033898,12756.29661,382.8644068,135.440678,619.9322034,16008.52542,459.2542373,121.1016949,2565.016949,11921.71186,1630.728814,357.0932203,2883.822034,10412.5339,795.2711864,275.6610169,962.5423729,5153.161017,910.6016949,414.7966102,1323.550847,3221.59322,581.3220339,157.220339,1971.644068,3250.635593,1243.194915,1588.635593,3240.779661,434.4067797,1043.847458,118,16.52677159,9.310932101,0.826194622,0.959349593,0.631016043,-0.492241305,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Macrophage,Other Cells
+4759,35168.2967,928.5824176,728.956044,1108.274725,30633.81319,729.4065934,637.0769231,1673.120879,13901.67033,607.2527473,976.1208791,1811.252747,18379.96703,1242.989011,3866.32967,3530.978022,6864.989011,1282.263736,309.7802198,2308.89011,14863.64835,453.9120879,866.2527473,637.0989011,19382.57143,854.2087912,125.4285714,4374.835165,14148.26374,1822.483516,399.9120879,2807.978022,12471.52747,599.7912088,278.5274725,1044.56044,6037.384615,1745.527473,414.3626374,1330.131868,3731.593407,834.956044,156.9450549,2794.087912,3812.813187,1261.989011,315.8021978,3284.263736,445.3626374,1041.417582,91,11.72661207,10.05529502,0.514523025,0.989130435,0.827272727,-1.073761547,1,0,1,1,0,0,0,0,1,1,0,0,1,0,0,1,0,0,1,0,1,0,0,0,Helper T Cell,T Cells
+4760,17911.10132,948.5022026,540.2731278,1103.643172,15993.34361,720.0352423,561.3039648,1564.788546,8230.572687,577.0660793,369.9603524,1724.590308,10378.77533,1345.0837,898.8942731,1011.180617,4132.894273,1247.53304,304.0969163,2274.246696,9018.427313,440.2026432,118.9911894,486.092511,11844.30396,490.8193833,117.7665198,923.7180617,8938.920705,1335.295154,334.9118943,2836.577093,8151.960352,669.0440529,276.3480176,1434.687225,5309.334802,899.1409692,419.6167401,1311.515419,3271.806167,1435.440529,160.2290749,964.2334802,3308.603524,1625.696035,5361.471366,3245.22467,585.0792952,1048.30837,227,22.2344127,13.51944284,0.79390534,0.890196078,0.720634921,0.05518181,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,1,0,Granulocyte,Other Cells
+4761,25995.21538,1015.753846,460.7692308,1035.353846,21154.49231,726.8461538,497.2769231,1481.646154,11751.81538,582.1076923,1199.307692,1723.446154,14541.61538,1288.6,678.5538462,1814.092308,5521.076923,1238.138462,296.4615385,2372.492308,11007.38462,388.8923077,98.61538462,1196.061538,15178.69231,641.6615385,113.7538462,790.5538462,11288.15385,1531.430769,347.9538462,2793.184615,10065.86154,724.0769231,260.5076923,1069.230769,6676.338462,1178.738462,386.6769231,1317.246154,3996.430769,585.8923077,155.9230769,1273.861538,3977.446154,1451.569231,11826.2,3183.507692,646.6307692,1043.969231,65,11.11773678,8.075572043,0.687305631,0.844155844,0.5,-1.316573025,1,0,1,0,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,Cytotoxic T Cell,T Cells
+4762,28168.90761,898.7880435,577.7391304,1078.108696,25246.68478,709.951087,812.0108696,1607.152174,11433.00543,655.701087,905.0923913,1796.201087,15695.08152,1227.630435,3111.755435,3261.771739,5847.461957,1218.11413,304.5706522,2365.021739,12552.70652,364.8695652,1559.684783,1185.168478,16077.29891,427.7445652,153.8913043,2908.847826,12277.1087,1970.266304,399.5815217,2789.413043,10066.89674,684.5923913,259.7228261,1067.788043,5543.815217,1015.413043,387.4782609,1351.706522,3186.309783,1003.11413,150.5054348,3054.608696,3226.608696,1190.375,433.5923913,3248.413043,819.173913,1046.461957,184,16.84929562,14.43827253,0.515471715,0.915422886,0.721568627,-0.059834265,1,1,1,1,0,0,0,0,1,0,0,0,1,0,0,0,0,1,1,0,1,0,0,0,Helper T Cell,T Cells
+4763,25172.61702,967.4893617,677.1276596,1104.553191,23230.38298,728.5425532,762.393617,1670.053191,9921.457447,543.8829787,766.393617,1749.659574,13554.76596,1248.37234,2917.957447,2507.702128,5033.308511,1181.297872,294.8829787,2303.723404,11033.09574,380.4042553,266.4468085,876.8617021,13516.84043,832.7234043,136.3617021,4059.957447,10333.32979,1680.319149,362.5425532,2787.606383,8511.276596,1428.138298,267.6914894,1041.095745,4476.117021,939.4042553,378.4787234,1306.670213,2652.819149,594.2234043,150.0744681,3057.361702,2600.808511,1167.446809,267.9255319,3534.287234,833.3085106,1044.744681,94,12.94184861,9.762396726,0.656497911,0.895238095,0.55952381,1.363533246,1,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,1,NK Cell,Other Cells
+4764,31727.97531,942.4938272,487.2469136,1057.08642,28326.19753,708.8518519,834.962963,1524.888889,14452.0,551.4814815,1219.518519,1743.592593,18092.03704,1221.296296,1458.604938,2686.876543,6903.617284,1198.308642,299.1111111,2413.691358,14695.7037,1908.802469,128.8765432,1142.691358,18602.59259,906.3580247,117.0864198,1302.753086,14467.93827,1633.716049,398.382716,2774.703704,12550.71605,588.4814815,259.7654321,995.2345679,7362.82716,1535.098765,397.037037,1294.098765,4480.617284,605.2839506,149.8395062,1543.08642,4449.222222,1243.308642,948.9012346,3289.617284,741.345679,1045.37037,81,11.76469011,9.243159246,0.618646342,0.91011236,0.623076923,1.393205262,1,0,1,1,0,0,0,1,0,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,Cytotoxic T Cell,T Cells
+4765,24402.95798,778.7647059,510.2521008,1063.823529,21423.15126,629.210084,1111.436975,1523.512605,10380.35294,502.3277311,1090.731092,1743.554622,13841.68908,1176.12605,2323.176471,3468.319328,5180.714286,1152.151261,281.5378151,2403.142857,11244.72269,395.9579832,663.8823529,3086.957983,13982.77311,1119.504202,110.7142857,1178.117647,10753.2521,1522.411765,348.8739496,2781.428571,9242.168067,773.8235294,252.5630252,943.5630252,5285.07563,2408.907563,390.8991597,1306.378151,3132.554622,1367.504202,152.8319328,3177.10084,3185.159664,1222.319328,1995.672269,3359.386555,781.7394958,1046.420168,119,13.61545007,11.54398904,0.53022092,0.888059701,0.566666667,-0.83181548,1,0,1,1,0,0,0,0,1,1,0,0,0,0,0,1,0,0,1,0,1,0,1,1,Cytotoxic T Cell,T Cells
+4766,24406.52041,907.122449,1438.091837,1211.795918,22430.65306,722.0102041,943.1428571,1786.510204,10644.97959,697.1428571,564.2857143,1804.377551,13671.66327,1294.306122,901.0612245,826.6734694,5007.214286,1546.581633,370.7653061,2396.05102,11524.53061,430.2346939,335.1632653,543.8265306,15101.93878,446.3367347,129.6836735,1004.602041,11107.7449,1527.469388,753.8673469,2883.357143,9922.081633,756.0204082,290.9591837,1237.255102,5532.94898,855.8877551,443.8571429,1370.510204,3412.857143,661.5612245,162.2653061,1451.510204,3409.877551,1354.428571,227.6122449,3294.326531,482.5,1047.612245,98,14.40393958,8.843217347,0.78934931,0.924528302,0.7,0.187493886,1,1,0,0,1,0,0,0,1,0,0,0,0,1,0,0,0,1,0,0,0,0,0,0,Macrophage,Other Cells
+4767,33845.75,911.55,936.32,1135.16,31345.09,771.24,995.02,1713.62,15015.66,620.02,1550.53,1873.4,19487.11,1316.2,2706.34,3119.2,7077.98,1391.17,350.08,2366.56,16933.92,453.5,299.42,1491.45,21597.4,1154.25,516.84,1576.48,16545.32,1813.23,446.68,2828.62,14616.88,674.32,304.53,1132.86,8260.3,1551.43,463.4,1340.52,5088.9,657.1,170.19,4622.58,4856.89,1391.12,269.1,3354.61,492.68,1049.17,100,15.56139984,8.355958053,0.843603254,0.952380952,0.606060606,-0.581910566,1,0,1,1,0,0,0,0,0,1,1,0,0,0,0,1,0,1,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+4768,35875.07947,932.6490066,585.0794702,1141.456954,31914.74172,756.4900662,784.7417219,1688.682119,16063.45695,610.1192053,564.3509934,1729.344371,19935.40397,1396.596026,1505.443709,2805.059603,7285.013245,1330.556291,340.4370861,2317.701987,16389.70199,453.1788079,283.4701987,1215.496689,21290.01325,495.0662252,133.2913907,1889.596026,15991.62252,1498.284768,504.6291391,2814.576159,14468.63576,814.1523179,309.1523179,1480.423841,8652.211921,1139.337748,453.0264901,1316.099338,5025.503311,712.7350993,168.0927152,2256.781457,5044.629139,1421.119205,1307.754967,3250.10596,535.2582781,1050.225166,151,16.82696936,11.70531175,0.718402135,0.94375,0.599206349,-0.373761232,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,1,0,1,0,Unknown,Other Cells
+4769,26599.89431,1036.325203,495.3495935,1100.365854,23441.10569,787.0569106,497.2439024,1531.504065,11797.36585,633.9186992,947.4065041,1739.373984,14330.98374,1429.195122,1067.227642,1940.593496,5333.227642,1345.577236,336.1219512,2293.731707,11806.97561,445.9186992,128.4146341,855.6829268,15089.17073,497.1544715,189.5121951,1398.544715,11607.43089,1563.065041,419.5203252,2818.479675,10282.63415,776.9105691,299.7235772,1396.01626,6278.504065,1019.398374,439.6504065,1314.943089,3727.666667,619.7804878,172.8536585,1312.829268,3622.487805,1519.439024,8651.097561,3213.658537,549.6341463,1047.065041,123,14.52021327,11.06498144,0.647530104,0.931818182,0.675824176,1.168317797,1,1,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,1,0,T Cell,T Cells
+4770,19428.36134,984.0,627.7478992,1149.327731,17272.7395,752.789916,592.2352941,1674.268908,8826.764706,603.0756303,396.7226891,1740.428571,10890.63866,1379.87395,1437.714286,1267.983193,4196.12605,1266.773109,313.1764706,2284.411765,8309.235294,651.5042017,174.0084034,501.3277311,10874.77311,517.4789916,121.3109244,898.7394958,8185.529412,1329.378151,326.9579832,2816.504202,7452.596639,697.8571429,280.6470588,1381.731092,4827.058824,1023.310924,412.5714286,1329.747899,2981.235294,2399.857143,161.9159664,871.7731092,2824.647059,1659.773109,1253.697479,3244.521008,596.7647059,1047.89916,119,14.04862869,10.80496101,0.639114697,0.967479675,0.832167832,0.381479712,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,1,0,Granulocyte,Other Cells
+4771,33274.83984,969.265625,702.71875,1127.871094,26341.77734,660.9960938,620.21875,1548.828125,11679.55469,548.390625,523.5625,1731.90625,15353.14844,1177.910156,3357.597656,1915.558594,5805.5625,1203.214844,299.5664063,2299.0,12845.125,342.515625,431.7929688,513.8671875,15769.83594,746.0078125,117.4960938,2686.226563,11745.75781,1528.035156,335.6445313,2816.945313,10183.27734,598.5351563,265.5507813,921.6171875,4866.164063,915.5,397.8164063,1304.929688,2976.753906,714.1757813,149.4453125,1640.15625,3003.308594,1171.714844,444.9882813,3239.359375,444.8007813,1052.164063,256,27.37652673,12.99606133,0.880139309,0.859060403,0.602352941,-1.245150133,1,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Dendritic Cell,Other Cells
+4772,23746.43077,932.6076923,500.7692308,1045.815385,20820.95385,691.6153846,650.3769231,1503.461538,10487.57692,551.0538462,1287.715385,1719.7,13634.02308,1271.753846,2716.630769,2500.030769,5011.523077,1179.053846,282.3384615,2642.876923,10717.67692,435.1307692,129.8461538,2106.638462,13891.40769,461.4230769,269.0076923,1176.453846,10681.52308,2087.776923,341.0846154,2784.823077,9217.753846,680.0153846,255.3461538,981.9461538,5495.492308,1309.053846,381.6923077,1293.269231,3287.884615,571.3230769,154.9153846,1599.638462,3230.669231,1255.438462,2475.584615,3260.953846,713.6538462,1049.761538,130,13.29561176,12.70129137,0.29563973,0.977443609,0.619047619,-1.419280784,1,0,1,1,0,0,0,0,0,0,1,0,1,0,0,1,0,0,0,0,0,0,1,0,Regulatory T Cell,T Cells
+4773,23820.06364,982.6636364,1285.245455,1306.709091,21862.47273,774.7727273,1059.581818,1925.136364,9687.590909,656.0181818,598.4454545,1866.981818,12427.21818,1330.890909,836.0909091,1303.790909,4275.709091,1450.945455,337.3181818,2397.581818,9928.318182,445.0909091,372.9636364,593.7818182,12578.55455,469.8909091,125.7545455,1221.345455,9197.745455,1594.236364,417.2818182,2831.409091,8276.063636,667.6636364,288.5,1281.354545,4352.281818,874.2818182,437.0181818,1361.2,2647.918182,660.5909091,162.0090909,1579.145455,2651.409091,1340.918182,234.4636364,3260.745455,473.6363636,1050.818182,110,13.86896879,10.31449925,0.668501703,0.924369748,0.654761905,-0.007230265,1,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,Macrophage,Other Cells
+4774,24459.46486,817.8972973,500.4972973,1062.762162,22118.02162,725.9297297,1106.427027,1558.010811,10512.48649,526.6324324,1722.502703,1753.562162,13505.34054,1178.535135,2736.702703,3324.421622,4996.664865,1176.081081,295.3189189,2562.994595,11057.4,578.0,536.4648649,1720.875676,13544.6,1023.854054,404.1945946,1390.108108,10391.45405,1916.313514,427.2972973,2796.810811,8799.718919,587.3783784,254.5945946,973.427027,5004.189189,1456.616216,379.6756757,1320.010811,3029.043243,687.8486486,153.1189189,2765.097297,2936.578378,1212.454054,458.5567568,3220.87027,757.0108108,1052.778378,185,17.39642178,13.59385881,0.624009258,0.953608247,0.734126984,0.23081254,1,0,1,1,0,0,0,0,1,1,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells
+4775,17891.77273,907.0045455,514.8545455,1083.177273,15687.55909,697.0727273,479.9636364,1612.395455,8078.695455,555.0909091,513.8090909,1784.663636,9753.0,1271.645455,913.7363636,1555.436364,3934.395455,1273.7,291.2363636,2312.590909,7679.277273,453.85,237.5909091,741.9454545,9781.240909,561.3727273,116.1636364,880.8272727,7434.204545,1378.259091,366.4636364,2809.122727,6700.459091,679.4363636,261.7636364,1732.954545,4342.445455,1126.631818,401.9590909,1340.704545,2751.586364,2930.686364,154.4454545,1376.831818,2614.686364,2110.690909,7448.868182,3250.472727,612.7272727,1053.686364,220,24.77090018,11.77989007,0.879686762,0.909090909,0.555555556,1.01503659,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,1,0,1,1,0,0,1,1,0,Granulocyte,Other Cells
+4776,23158.62698,817.7619048,511.1190476,1067.97619,20040.94444,631.4126984,733.8571429,1536.603175,9355.960317,504.3015873,1667.246032,1795.920635,12655.19841,1148.293651,3114.547619,2496.904762,4770.84127,1133.873016,272.3650794,2303.111111,10138.79365,369.8412698,220.6031746,1224.214286,12729.9127,631.8968254,114.3174603,1077.269841,9610.206349,1887.388889,349.1507937,2785.253968,8316.619048,607.5396825,242.3412698,908.3095238,4637.126984,1374.142857,368.5555556,1320.103175,2702.365079,598.6269841,148.3968254,2366.888889,2761.412698,1164.738095,765.7063492,3214.246032,793.5079365,1051.142857,126,14.07131264,11.54511454,0.571687068,0.926470588,0.692307692,1.20332611,1,0,1,1,0,0,0,0,0,1,0,0,1,0,0,1,0,0,0,0,1,0,1,0,Helper T Cell,T Cells
+4777,24926.66667,923.6504065,1006.121951,1209.154472,21685.53659,703.8780488,789.902439,1794.617886,10011.52846,568.1219512,622.5284553,1830.837398,13183.57724,1283.642276,2167.520325,1693.186992,4957.03252,1328.422764,327.8455285,2373.219512,10803.77236,394.0243902,509.1219512,570.1056911,14101.44715,492.601626,122.4715447,1456.130081,10093.68293,1608.788618,362.0650407,2846.0,8884.569106,678.1544715,280.2682927,1127.195122,4538.243902,935.097561,413.0894309,1343.138211,2738.268293,795.0162602,162.2601626,2228.658537,2862.439024,1333.04878,1066.235772,3321.764228,461.2439024,1051.650407,123,13.83394729,11.41347816,0.565082954,0.968503937,0.788461538,-0.400029361,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,1,0,1,0,1,0,Dendritic Cell,Other Cells
+4778,36580.14232,966.6104869,563.9513109,1115.775281,32582.54307,782.3258427,894.4419476,1665.35206,16013.69663,618.6966292,1476.632959,1793.726592,20440.44944,1347.494382,2588.58427,3399.134831,7335.17603,1306.385768,337.5730337,2354.576779,17048.54307,419.7265918,300.2846442,1280.41573,21713.49813,672.7565543,309.1610487,2050.674157,16385.76779,1923.464419,393.5355805,2823.76779,14586.19476,649.9325843,301.6853933,1183.456929,8274.891386,1294.494382,444.3970037,1335.108614,4828.314607,656.3183521,168.906367,2440.640449,4669.191011,1369.730337,672.5280899,3266.47191,503.3033708,1055.595506,267,20.80344333,16.60769374,0.602240573,0.930313589,0.669172932,-1.145631913,1,0,1,1,0,0,0,0,1,1,1,0,1,0,0,1,0,0,0,0,1,0,1,0,Regulatory T Cell,T Cells
+4779,28448.76744,977.0174419,466.755814,1052.587209,25415.69767,727.3604651,599.1511628,1526.709302,13256.59884,576.2616279,868.4476744,1684.930233,16078.99419,1317.19186,993.6511628,1324.465116,6008.389535,1238.598837,301.4418605,2389.482558,12246.9593,412.6453488,102.9593023,687.6395349,15542.92442,938.0406977,113.7906977,832.8372093,11899.87209,1432.104651,330.7034884,2803.918605,10505.45349,630.3255814,264.6511628,1178.360465,6366.906977,1100.069767,384.5813953,1302.69186,4043.290698,590.5406977,150.0348837,1941.180233,3696.203488,1399.645349,6966.906977,3195.75,647.7209302,1052.901163,172,18.15911556,13.74544164,0.653479233,0.807511737,0.573333333,1.532274438,1,0,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells
+4780,20826.0,901.1048387,432.0,1037.709677,18641.54839,674.3064516,712.8548387,1441.137097,9398.298387,549.8306452,751.3709677,1742.145161,11836.49194,1236.266129,1609.5,2046.169355,4444.395161,1149.290323,289.3387097,2387.935484,9151.935484,362.2741935,121.8387097,613.6612903,11662.03226,471.5967742,111.5967742,875.3225806,8983.145161,1599.983871,360.5967742,2785.548387,7945.258065,657.9758065,242.4677419,1093.08871,4739.274194,1023.669355,375.8790323,1293.677419,2958.596774,581.1854839,149.6209677,1714.596774,2910.693548,1396.572581,4699.879032,3095.637097,676.7741935,1051.685484,124,14.23376129,11.1312498,0.623238896,0.96875,0.738095238,-1.102055152,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,Unknown,Other Cells
+4781,30870.225,882.9416667,605.7666667,1121.991667,27615.01667,707.3083333,857.9166667,1692.075,11843.85,568.3416667,1041.383333,1718.375,16720.925,1243.791667,3818.316667,2829.966667,6075.45,1265.591667,304.0833333,2311.066667,13353.58333,393.7916667,812.6166667,742.7083333,16469.29167,426.9583333,512.925,2041.025,12397.575,1766.466667,438.4416667,2806.175,10250.45,649.925,264.3166667,937.7083333,5453.316667,916.9583333,391.6333333,1353.208333,3136.108333,789.3583333,153.175,2997.75,3142.583333,1223.241667,395.775,3228.5,810.0583333,1055.808333,120,17.25351871,9.455538225,0.83645517,0.845070423,0.512820513,0.382894346,1,0,1,1,0,0,0,0,1,0,1,0,0,0,0,0,0,1,1,0,1,0,0,0,T Cell,T Cells
+4782,17081.60526,1090.561404,481.8157895,1039.798246,15408.31579,760.622807,445.0263158,1452.350877,7831.754386,632.7280702,409.1754386,1707.315789,9750.429825,1346.307018,695.3245614,1018.026316,3694.780702,1246.561404,284.5964912,2240.596491,7675.122807,385.7192982,107.3947368,531.9122807,10085.63158,464.1578947,112.377193,976.8684211,7647.491228,1344.0,361.9298246,2778.885965,6865.192982,576.7105263,250.3333333,1365.377193,4310.166667,835.8508772,379.9473684,1309.815789,2775.377193,822.4385965,151.9298246,1645.508772,2689.526316,1479.552632,7028.77193,3151.333333,634.5438596,1054.640351,114,12.5931812,11.5870107,0.39167893,0.966101695,0.791666667,0.57763986,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,1,0,Macrophage,Other Cells
+4783,28489.87586,856.9448276,477.4758621,1061.217241,25199.3069,664.6482759,732.8413793,1529.67931,12134.08966,521.7517241,827.5241379,1744.124138,15627.91379,1201.441379,3052.531034,2694.751724,5859.865517,1168.672414,289.5655172,2283.548276,12621.54138,757.9517241,347.0,927.3758621,15923.30345,705.3689655,114.0482759,1762.455172,12081.1069,1692.468966,389.2482759,2791.234483,10376.22414,616.7896552,251.0724138,972.1413793,5794.068966,1214.996552,383.4931034,1313.489655,3532.196552,641.2724138,147.8689655,1743.534483,3438.293103,1223.437931,1036.717241,3244.368966,739.6931034,1057.634483,290,23.1918836,16.3617149,0.708716743,0.911949686,0.604166667,1.307742274,1,0,1,1,0,0,0,1,1,1,0,0,0,0,0,1,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells
+4784,33259.44444,967.7070707,728.7979798,1162.282828,30705.88889,776.6464646,806.4747475,1722.626263,15239.56566,610.8686869,766.2323232,1764.131313,18941.89899,1385.434343,1392.818182,2049.090909,7111.828283,1386.10101,352.3939394,2448.626263,16406.63636,485.9494949,137.8080808,907.7979798,21159.41414,969.2323232,136.0909091,1936.757576,16072.74747,1589.424242,454.3232323,2832.79798,14669.94949,755.4040404,318.3030303,1914.89899,8945.959596,1028.434343,485.1515152,1350.767677,5249.222222,649.8787879,179.8181818,2549.30303,5102.505051,1510.949495,2469.181818,3355.575758,544.7171717,1056.434343,99,12.77340459,10.73352062,0.542118186,0.846153846,0.507692308,-1.500329263,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,1,0,0,1,1,1,0,Granulocyte,Other Cells
+4785,16082.94304,909.3227848,435.1835443,1024.056962,14563.79114,685.5759494,481.4873418,1385.651899,7130.506329,566.0189873,421.7468354,1685.379747,8898.189873,1268.64557,726.3481013,1218.943038,3301.411392,1201.518987,297.8607595,2276.981013,7479.626582,394.6139241,97.20886076,634.7405063,9653.71519,438.3481013,115.6392405,879.2278481,7596.411392,1576.873418,395.2088608,2798.303797,6847.132911,555.2974684,268.0189873,1237.329114,4182.620253,1011.829114,400.9683544,1316.71519,2503.702532,597.9556962,161.2278481,889.778481,2584.183544,1311.158228,1364.075949,3125.708861,569.8544304,1059.202532,158,16.16435037,12.59684282,0.626653752,0.963414634,0.658333333,-0.404150934,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,Unknown,Other Cells
+4786,18986.51553,800.7267081,403.9968944,1037.751553,16734.8913,632.9875776,517.0745342,1451.139752,8476.596273,498.6987578,500.9006211,1684.481366,10711.01242,1195.065217,780.4006211,959.6055901,4220.614907,1135.928571,273.1273292,2251.406832,8609.024845,365.7484472,109.1677019,689.0652174,11181.28571,514.4068323,110.0838509,947.7546584,8509.161491,1263.549689,356.636646,2812.531056,7482.701863,656.8229814,256.2701863,1222.47205,4598.298137,937.0931677,375.8043478,1303.52795,2818.313665,588.5217391,150.1956522,1715.97205,2791.099379,1317.372671,4316.338509,3106.298137,666.8074534,1060.639752,322,29.39927514,14.80286366,0.863988712,0.891966759,0.596296296,1.310459542,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Unknown,Other Cells
+4787,30825.56494,912.5844156,526.7272727,1108.103896,27820.48052,749.9285714,748.6948052,1605.571429,13318.28571,590.9415584,1057.0,1761.428571,17089.34416,1369.350649,2024.662338,3215.051948,6332.305195,1301.201299,351.4805195,2282.844156,14342.05844,438.4480519,524.2337662,1106.402597,18709.93506,468.0194805,243.5,1851.993506,13871.53896,1734.181818,489.8961039,2818.194805,12402.19481,724.5909091,298.5519481,1395.532468,7162.272727,1162.383117,437.8831169,1318.876623,4053.902597,810.4090909,174.1753247,2476.448052,4169.922078,1399.019481,1417.318182,3222.493506,525.538961,1061.948052,154,17.18159561,11.87152473,0.722908044,0.916666667,0.647058824,-1.376946507,1,0,1,1,0,0,0,0,1,0,1,0,0,0,0,1,0,0,1,0,1,0,1,0,T Cell,T Cells
+4788,22957.40945,841.6299213,511.2125984,1056.787402,19791.47244,654.6299213,699.8503937,1500.622047,9441.779528,519.1811024,1504.307087,1724.267717,12108.6378,1173.354331,2546.188976,3634.464567,4640.874016,1122.141732,278.8267717,2497.125984,9594.275591,362.2598425,206.2913386,1234.614173,12414.29921,2064.755906,114.3779528,1685.07874,9414.779528,1501.913386,364.9606299,2780.19685,8157.637795,875.6850394,243.9606299,1103.96063,4557.637795,1713.259843,368.5433071,1308.897638,2683.133858,609.1417323,150.5275591,2848.724409,2696.401575,1200.086614,1694.645669,3190.944882,720.519685,1062.377953,127,14.86433643,11.04196923,0.669458129,0.940740741,0.705555556,0.270000148,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells
+4789,33883.98,908.29,659.0,1140.53,28827.81,717.35,831.14,1721.8,12747.23,533.71,619.93,1755.44,17573.74,1254.88,3367.83,2332.86,6313.85,1244.97,306.45,2276.69,13727.01,491.53,457.49,718.79,17108.95,465.4,119.44,1930.83,12459.75,1773.62,411.28,2801.47,10283.03,614.79,268.33,1088.85,5346.84,1068.91,394.16,1299.9,3031.63,664.81,153.79,3112.57,3046.88,1209.74,336.32,3218.31,801.93,1060.85,100,13.89115792,9.626906655,0.720914456,0.934579439,0.606060606,1.263036259,1,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Dendritic Cell,Other Cells
+4790,22610.30973,889.079646,874.0,1160.938053,19668.0354,696.1061947,754.7256637,1666.20354,9121.743363,777.7610619,788.3362832,1826.283186,11983.37168,1223.522124,2653.362832,1762.646018,4457.752212,1311.318584,344.8938053,2352.654867,9680.061947,391.8938053,610.2654867,784.2035398,12733.30973,455.3185841,124.3628319,1586.044248,9097.831858,1828.477876,340.8849558,2825.247788,7960.584071,830.8584071,273.9911504,1042.362832,4114.59292,927.3185841,418.0530973,1366.80531,2444.80531,724.2123894,158.6283186,2209.300885,2645.734513,1314.185841,344.1150442,3306.415929,478.3716814,1061.424779,113,14.44723379,10.06806492,0.717182593,0.926229508,0.684848485,-1.345878463,1,1,1,0,0,0,0,0,1,0,0,0,1,0,0,0,0,1,0,0,1,0,0,0,Helper T Cell,T Cells
+4791,18141.02874,892.954023,471.2068966,1046.781609,15951.74138,703.0057471,452.5287356,1427.95977,7867.66092,681.8218391,340.7873563,1672.074713,9854.724138,1368.982759,1161.867816,1100.367816,3735.109195,1541.37931,285.2758621,2246.574713,8221.597701,407.1091954,548.1264368,473.1091954,10566.76437,419.1551724,118.8678161,1102.448276,8145.729885,1405.189655,466.4597701,2800.097701,7415.097701,655.5114943,270.0,1114.747126,4571.413793,820.6091954,401.316092,1312.373563,2730.091954,735.0287356,163.2701149,1213.017241,2792.810345,1531.022989,9732.741379,3164.626437,599.5689655,1064.143678,174,16.09614417,14.06886761,0.485832312,0.945652174,0.6796875,-1.228590075,1,1,0,0,1,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,Macrophage,Other Cells
+4792,22525.23776,861.027972,516.7412587,1079.552448,20331.83916,676.6363636,630.6223776,1546.265734,9331.65035,668.4475524,1130.832168,1775.874126,12195.41958,1231.174825,2455.13986,3404.972028,4456.51049,1175.251748,285.3076923,2276.293706,9731.608392,355.9020979,397.8321678,1263.20979,12264.76224,750.972028,133.9370629,1663.874126,9119.041958,1834.377622,390.4335664,2799.685315,7853.895105,701.958042,252.7762238,1135.65035,4370.412587,1497.167832,374.3426573,1315.979021,2621.433566,665.1748252,150.3006993,2525.762238,2572.272727,1257.979021,1643.972028,3152.538462,710.3496503,1065.657343,143,16.40202738,11.54039623,0.710600497,0.940789474,0.647058824,0.158414576,1,1,1,1,0,0,0,0,1,1,0,0,1,0,0,1,0,0,0,0,1,0,1,0,Helper T Cell,T Cells
+4793,27302.64327,859.7836257,529.5964912,1085.929825,24749.74854,677.5321637,685.1345029,1592.561404,10842.80117,540.7953216,1077.690058,1744.473684,14773.61404,1198.081871,3387.222222,2925.315789,5323.561404,1187.426901,291.6783626,2330.035088,11816.02924,419.8888889,427.2631579,984.6432749,14476.60234,798.9532164,125.9766082,2771.19883,10791.94737,1674.140351,366.5263158,2788.619883,9040.397661,643.1578947,258.4035088,1031.380117,4806.578947,1004.619883,389.2163743,1302.005848,2985.222222,692.4152047,142.3859649,2492.77193,2818.45614,1186.239766,896.1578947,3245.666667,766.251462,1065.368421,171,15.57633683,14.12707941,0.421221603,0.960674157,0.7125,0.416310223,1,0,1,1,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells
+4794,34750.58333,980.7361111,632.2638889,1119.125,29753.83333,778.3888889,874.2361111,1668.013889,14510.27778,614.1666667,1064.180556,1785.569444,18241.27778,1422.027778,2335.944444,3440.194444,6717.444444,1366.291667,353.2222222,2324.611111,15056.73611,453.8194444,129.1666667,1356.25,19313.19444,537.4444444,155.2222222,3168.361111,14735.83333,1866.597222,419.6111111,2795.847222,13246.45833,648.9444444,299.8888889,1574.944444,7557.569444,1399.625,449.8888889,1345.875,4293.75,622.3611111,162.0277778,3089.638889,4290.791667,1399.958333,918.9305556,3277.0,538.0138889,1063.958333,72,11.52649677,9.018382904,0.622770587,0.837209302,0.5,-0.850510248,1,0,1,1,0,0,0,0,0,1,0,0,1,0,0,1,0,1,0,0,1,0,1,0,Helper T Cell,T Cells
+4795,29211.48718,1023.945055,493.8681319,1084.56044,25821.13187,762.1831502,468.4615385,1531.710623,12622.78388,617.9047619,587.6556777,1684.996337,15751.85348,1386.395604,944.2417582,2100.967033,5845.772894,1321.131868,310.7838828,2267.047619,12875.2967,421.0622711,152.003663,559.2490842,16476.1978,446.0659341,120.2490842,1504.567766,12538.27839,1450.080586,454.0769231,2815.010989,11225.19414,618.3223443,280.7472527,1414.589744,6606.692308,1006.85348,420.4065934,1323.179487,3849.197802,620.4871795,157.2967033,1396.410256,3762.369963,1375.347985,1225.490842,3190.186813,584.9267399,1069.25641,273,20.70105099,17.37116136,0.543909421,0.944636678,0.758333333,0.339435932,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,Unknown,Other Cells
+4796,18436.92742,951.1209677,496.75,1063.854839,16801.94355,703.8225806,487.6935484,1443.008065,8134.66129,566.9354839,512.0322581,1655.564516,9799.153226,1331.919355,941.1532258,1262.887097,3615.548387,1164.556452,290.9596774,2241.879032,7405.08871,365.0725806,152.3387097,598.8306452,9254.306452,411.0403226,122.4516129,1422.491935,7076.008065,1282.604839,371.6854839,2786.258065,6260.814516,600.266129,249.5725806,1172.741935,3697.258065,855.0564516,369.6290323,1277.58871,2302.846774,590.6612903,150.2741935,1594.387097,2163.637097,1330.983871,4518.370968,3136.322581,641.6935484,1066.798387,124,14.98539306,10.70398765,0.699844986,0.932330827,0.681318681,0.570226752,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,Unknown,Other Cells
+4797,23839.61212,880.3393939,517.1939394,1061.084848,20848.06061,667.5212121,614.3090909,1480.490909,10580.97576,612.7818182,705.5272727,1694.09697,13217.9697,1212.678788,1503.527273,1893.733333,5057.060606,1211.393939,286.0727273,2503.975758,10735.81212,367.3515152,531.830303,1156.806061,13865.35758,545.8,113.2666667,1559.018182,10662.21818,1550.412121,382.630303,2786.49697,9456.448485,750.3757576,251.5090909,1201.175758,5562.557576,1075.363636,374.2848485,1325.230303,3449.587879,681.6363636,154.6242424,2185.727273,3359.272727,1355.624242,7283.260606,3146.139394,655.1212121,1068.436364,165,22.54146782,9.867942881,0.899087763,0.89673913,0.515625,0.947708204,1,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Dendritic Cell,Other Cells
+4798,16170.33333,858.75,596.9444444,1054.319444,14433.52778,677.6805556,547.4444444,1485.652778,6682.083333,513.7222222,707.1111111,1747.833333,8887.902778,1178.152778,5027.541667,3317.347222,3287.611111,1129.944444,262.5694444,2363.972222,7383.972222,515.4444444,231.9861111,696.625,9376.819444,648.3333333,108.375,2276.625,7130.722222,1764.819444,488.2083333,2797.944444,6225.763889,741.0972222,242.2638889,1128.083333,3472.819444,1064.527778,377.0555556,1301.861111,2181.138889,595.25,151.3194444,5151.763889,2147.069444,1179.694444,1128.25,3228.180556,730.7777778,1066.541667,72,10.84778039,9.028164788,0.554386743,0.947368421,0.654545455,0.936922052,1,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Unknown,Other Cells
+4799,30589.21138,946.8943089,565.1300813,1110.317073,25864.62602,708.3414634,766.3414634,1630.03252,11951.87805,573.9674797,915.5691057,1748.682927,15840.68293,1245.373984,2982.130081,2404.300813,5751.780488,1180.682927,328.195122,2390.365854,12459.33333,375.6666667,939.7723577,862.2357724,15787.35772,519.8780488,121.3170732,2051.926829,11551.91057,1852.463415,345.2276423,2810.99187,9695.764228,732.9512195,263.5284553,977.9105691,5164.292683,959.6585366,387.9837398,1330.918699,3105.593496,828.8617886,144.6504065,2550.495935,3071.97561,1213.910569,835.3821138,3289.243902,748.4146341,1069.252033,123,17.76600294,9.142972134,0.857410539,0.953488372,0.516806723,-0.7322273,1,0,1,1,0,0,0,0,1,0,0,0,1,0,0,0,0,0,1,0,1,0,1,0,Helper T Cell,T Cells
+4800,36591.42446,945.6618705,506.7985612,1100.230216,32449.86331,760.6043165,687.6115108,1592.956835,15992.58273,604.4028777,1470.539568,1757.827338,19960.27338,1359.251799,1968.23741,2743.726619,7273.561151,1330.597122,335.705036,2475.194245,16101.92806,525.5323741,135.2446043,783.3597122,20961.51799,920.7266187,227.2158273,2241.438849,15939.30216,1756.611511,428.6115108,2834.446043,14208.4964,623.3956835,300.9136691,1442.359712,7736.47482,1501.136691,438.1223022,1332.071942,4465.834532,625.5035971,172.2733813,3050.129496,4467.791367,1431.079137,2613.280576,3238.165468,555.0071942,1069.81295,139,17.10145886,11.24934739,0.753192249,0.908496732,0.643518519,0.224781074,1,0,1,1,0,0,0,0,0,1,1,0,0,0,0,1,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells
+4801,22499.2638,849.4294479,642.3803681,1104.153374,19364.34969,669.3803681,706.7668712,1591.07362,8123.552147,507.6319018,1375.01227,1774.668712,11357.69325,1187.883436,4933.582822,3782.251534,4234.760736,1159.325153,284.3067485,2466.625767,8922.509202,419.0368098,722.2331288,1304.834356,11100.55828,680.0122699,124.8404908,2643.08589,7998.141104,2110.834356,442.8159509,2813.398773,6722.595092,650.5092025,248.6564417,1031.018405,3462.944785,1363.441718,370.4969325,1313.766871,2074.08589,720.196319,150.5889571,2835.705521,2098.907975,1145.472393,606.398773,3147.276074,787.9263804,1069.220859,163,15.98932889,13.63734773,0.522069296,0.931428571,0.639215686,0.624189469,1,0,1,1,0,0,0,0,1,1,0,0,1,0,0,1,0,0,0,0,1,0,1,0,Helper T Cell,T Cells
+4802,23029.04587,860.6238532,1005.183486,1161.119266,19857.28899,664.2981651,805.5412844,1656.591743,8614.481651,620.9082569,1248.697248,1803.137615,11437.50459,1168.348624,3371.779817,2844.619266,4170.545872,1195.87156,292.4770642,2422.068807,9264.119266,379.4862385,469.6788991,969.7293578,11525.65596,706.0275229,116.4770642,2449.298165,8199.926606,1777.944954,340.8669725,2818.174312,7088.142202,600.3990826,248.766055,1003.444954,3427.706422,1093.56422,389.4311927,1332.495413,2120.293578,659.9082569,146.5321101,2143.068807,2166.119266,1139.770642,418.2981651,3185.307339,488.5,1072.279817,218,20.81652941,13.49777718,0.761285945,0.956140351,0.741496599,-0.006868039,1,0,1,1,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+4803,17261.27551,852.5612245,411.4387755,1027.704082,14568.87755,653.7244898,485.1020408,1401.040816,7341.479592,604.8061224,364.5306122,1625.163265,9180.816327,1238.326531,652.1632653,1168.77551,3596.193878,1252.622449,275.5918367,2231.132653,7888.642857,375.5918367,325.122449,545.9591837,10078.12245,396.2755102,108.5714286,1000.602041,7809.071429,1304.367347,354.4489796,2799.622449,7125.571429,811.1326531,259.5306122,1155.102041,4199.0,795.3571429,371.1734694,1321.469388,2491.27551,665.255102,149.4387755,1051.918367,2580.55102,1466.214286,12060.18367,3122.27551,611.6734694,1068.632653,98,12.83376749,10.10560406,0.61641299,0.890909091,0.636363636,-1.398471384,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,Dendritic Cell,Other Cells
+4804,18794.78704,821.3703704,508.4722222,1063.546296,17145.16667,671.3611111,522.1666667,1429.083333,8521.361111,546.4074074,810.3333333,1731.009259,10593.59259,1294.175926,1014.435185,1889.37963,4065.722222,1273.046296,306.2685185,2544.546296,9116.388889,404.0740741,346.4259259,1027.074074,11684.23148,425.3148148,119.1111111,1154.824074,8927.212963,1502.462963,352.4259259,2802.731481,8031.175926,579.4351852,263.3888889,1192.916667,4660.583333,1127.814815,409.1018519,1334.722222,2770.157407,628.2407407,166.4814815,2918.796296,2861.305556,1341.916667,1959.768519,3108.916667,565.2222222,1071.268519,108,13.84214344,10.28876638,0.668966161,0.923076923,0.642857143,0.613997034,1,0,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,1,0,1,0,T Cell,T Cells
+4805,31072.72274,990.3115265,539.0560748,1142.049844,28316.45794,760.3115265,612.6137072,1647.560748,12872.1215,616.2024922,746.7352025,1733.507788,16551.42991,1372.523364,1962.34891,2628.227414,5807.94704,1354.417445,333.2554517,2348.161994,13095.33022,427.1090343,149.9345794,633.423676,16656.86604,478.7102804,141.6417445,2104.975078,12371.07165,1613.417445,447.9065421,2816.161994,10939.64798,636.4984424,294.1931464,1367.336449,5911.130841,998.8193146,432.1246106,1323.682243,3439.358255,615.1838006,164.4267913,2064.049844,3435.728972,1360.738318,1063.274143,3204.087227,546.3800623,1079.71028,321,26.41768806,17.38862769,0.752826391,0.881868132,0.587912088,0.276998166,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Unknown,Other Cells
+4806,18232.04317,961.2374101,529.676259,1053.23741,16454.20863,671.381295,655.1294964,1482.94964,7856.906475,553.5251799,961.8057554,1711.352518,10285.1223,1252.294964,2182.784173,2694.532374,3920.913669,1145.381295,284.2446043,2468.517986,8533.553957,353.4604317,436.9280576,829.4460432,11064.23741,444.6690647,111.0719424,2031.007194,8287.28777,1764.94964,362.7625899,2793.165468,7276.877698,624.1366906,249.6978417,1154.467626,4109.079137,1296.942446,369.6690647,1301.359712,2550.158273,678.7697842,147.2302158,2618.223022,2401.971223,1213.719424,1734.079137,3268.705036,686.3165468,1072.366906,139,14.37730296,12.35724369,0.511141383,0.945578231,0.712820513,1.181165756,1,0,1,1,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,1,0,1,0,T Cell,T Cells
+4807,24445.95,865.0333333,863.225,1129.858333,15548.68333,604.9833333,657.9583333,1443.425,6896.841667,573.7333333,651.15,1733.416667,8596.1,1084.75,3871.066667,2325.266667,3231.875,1100.6,271.15,2309.633333,7174.225,313.5416667,331.5083333,889.9416667,8301.866667,416.3333333,109.4416667,2427.658333,6150.933333,1722.1,349.3166667,2814.325,5444.491667,557.8333333,233.4166667,998.4333333,2471.333333,921.8916667,364.225,1313.158333,1513.066667,588.6666667,142.4333333,2172.366667,1576.491667,1070.933333,381.3916667,3084.083333,475.8416667,1072.958333,120,12.72280328,12.16969136,0.291647263,0.94488189,0.769230769,0.109413252,0,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Dendritic Cell,Other Cells
+4808,32778.04348,940.2536232,668.3478261,1123.731884,28790.77536,724.4855072,694.8333333,1657.021739,12814.30435,648.6086957,831.4275362,1815.869565,17091.28986,1284.326087,1977.173913,3188.007246,6122.144928,1272.811594,335.2173913,2358.905797,13928.76812,422.2536232,713.2391304,819.942029,17602.75362,641.2753623,148.4492754,2359.594203,13120.7029,1719.65942,358.3985507,2811.123188,11513.53623,877.8550725,291.6304348,1161.15942,6077.797101,1286.673913,425.3188406,1351.768116,3545.108696,883.7536232,161.615942,2623.456522,3535.804348,1325.65942,1009.101449,3261.014493,516.9130435,1072.166667,138,17.90533174,10.44483305,0.812230608,0.884615385,0.660287081,-1.298206662,1,1,1,1,0,0,0,0,1,1,0,0,0,0,0,1,0,1,1,0,1,0,1,0,Cytotoxic T Cell,T Cells
+4809,30556.76966,927.9719101,560.9831461,1094.258427,27251.58427,702.0842697,731.3370787,1568.780899,12572.8427,576.5730337,939.3202247,1733.08427,16523.19101,1263.926966,1966.747191,1841.882022,6034.488764,1254.280899,331.5898876,2289.061798,13858.70225,443.3595506,193.1741573,915.0337079,17501.8764,685.8483146,339.505618,1927.196629,13359.67978,1623.539326,320.2022472,2802.977528,11749.44944,709.8988764,275.1011236,1033.533708,6460.337079,1124.803371,418.2191011,1304.662921,3675.573034,626.9044944,159.9775281,2047.421348,3735.657303,1277.224719,707.3595506,3216.101124,530.1067416,1076.286517,178,17.5424078,13.50753682,0.638051947,0.903553299,0.585526316,-0.203951662,1,0,1,0,0,0,0,0,0,1,1,0,0,0,0,1,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells
+4810,15474.28916,1056.204819,533.0,1082.831325,13832.16867,850.4216867,542.6626506,1675.831325,6593.036145,651.2168675,424.3855422,1696.722892,8256.168675,1453.421687,1539.072289,1811.156627,3191.518072,1404.301205,353.6506024,2264.722892,7189.168675,458.9036145,545.2048193,568.8795181,9395.253012,485.7108434,121.2891566,1209.506024,6992.759036,1652.0,390.6144578,2806.361446,6374.46988,662.8674699,309.4819277,1141.144578,3826.554217,1111.686747,430.3012048,1307.445783,2312.168675,960.8313253,160.3855422,1287.0,2446.53012,1521.13253,2560.180723,3114.457831,624.1204819,1071.156627,83,11.9824211,8.922110148,0.667510985,0.93258427,0.768518519,1.5634626,1,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,1,1,0,Macrophage,Other Cells
+4811,19662.48315,837.0,527.8202247,1100.05618,17461.82022,651.8314607,662.8988764,1565.752809,7984.921348,599.4606742,758.4606742,1750.089888,10627.06742,1151.786517,1614.842697,2164.539326,3901.359551,1157.573034,295.0561798,2467.044944,8816.089888,368.5842697,468.8651685,847.5505618,11006.07865,559.6853933,111.0337079,1456.033708,8218.910112,1670.370787,366.0224719,2790.134831,7097.123596,660.4831461,252.258427,1054.88764,3847.505618,1091.539326,382.494382,1277.921348,2332.393258,727.258427,149.3033708,1858.11236,2344.460674,1220.932584,1225.842697,3162.47191,704.2696629,1074.168539,89,13.44971799,8.707708494,0.7621276,0.946808511,0.622377622,1.018829707,1,0,0,1,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Dendritic Cell,Other Cells
+4812,34056.93233,1069.766917,666.0902256,1134.864662,27998.54135,753.1578947,623.6992481,1714.488722,12493.85714,607.7744361,935.924812,1797.714286,16791.28571,1308.721805,3866.714286,3419.0,6024.977444,1193.578947,310.2030075,2361.744361,12566.65414,369.8496241,557.7293233,1073.864662,15881.28571,648.6090226,120.5714286,3491.984962,11570.74436,1721.676692,356.406015,2785.428571,9487.330827,603.2406015,260.9774436,966.7067669,4781.593985,1198.586466,384.9774436,1308.315789,2824.954887,729.8646617,145.443609,2467.203008,2821.165414,1172.556391,395.3759398,3280.571429,754.2706767,1076.518797,133,16.56223616,10.52759306,0.771986945,0.956834532,0.633333333,-0.76149213,1,0,1,1,0,0,0,0,1,1,0,0,0,0,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells
+4813,29851.11864,907.1016949,603.1355932,1096.855932,25880.90678,691.0423729,709.2118644,1646.338983,11602.27966,528.5,1038.169492,1750.847458,15451.88983,1235.118644,2773.305085,3738.372881,5613.822034,1162.70339,297.3220339,2375.466102,12128.02542,355.7288136,241.8305085,1833.127119,15294.92373,452.7033898,130.7881356,2436.432203,11421.63559,1917.042373,370.3644068,2783.788136,9527.847458,753.2627119,256.0084746,1039.305085,4880.822034,1277.788136,381.2966102,1305.084746,2862.279661,625.3474576,145.1694915,2620.737288,2840.686441,1219.330508,988.279661,3271.601695,719.6186441,1076.813559,118,12.67232743,11.8602121,0.352227875,0.967213115,0.819444444,1.033448945,1,0,1,1,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,1,0,1,0,Helper T Cell,T Cells
+4814,25881.00806,855.9032258,1045.733871,1176.862903,23233.27419,668.2096774,826.3145161,1686.104839,10255.84677,523.0,1138.943548,1804.225806,13891.84677,1184.580645,2160.201613,2858.427419,5102.129032,1165.16129,284.6854839,2345.41129,11088.08871,361.9596774,418.8306452,1558.919355,14201.67742,544.1935484,117.233871,2077.064516,10511.05645,1871.177419,367.6854839,2796.298387,8786.685484,838.8548387,264.6129032,1034.637097,4573.548387,1118.443548,387.2822581,1321.419355,2746.693548,656.8225806,146.0806452,2470.459677,2744.072581,1193.120968,652.3387097,3228.16129,732.3467742,1077.193548,124,13.11782817,12.11686947,0.383129149,0.976377953,0.794871795,0.93241688,1,0,1,1,0,0,0,0,1,1,0,0,1,0,0,0,0,0,0,0,1,0,1,0,Helper T Cell,T Cells
+4815,25806.50746,855.6776119,529.5373134,1068.710448,22229.64179,670.6119403,646.7074627,1589.81791,10618.08358,560.2537313,762.3522388,1736.901493,13370.65373,1208.734328,1997.949254,2309.143284,5194.41194,1202.113433,295.8776119,2312.746269,11422.94627,388.7910448,299.4089552,1011.170149,14263.88955,464.2447761,139.3850746,1588.552239,10855.38209,1671.131343,423.319403,2806.480597,9697.18806,740.7791045,261.1940299,1171.026866,5339.459701,1102.552239,380.4597015,1310.262687,3162.576119,631.280597,147.4895522,1821.379104,3136.737313,1292.79403,1039.510448,3151.585075,607.9522388,1081.489552,335,28.48304087,15.79071863,0.832256877,0.883905013,0.629699248,-1.323135754,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Unknown,Other Cells
+4816,19072.52866,844.9426752,545.343949,1053.197452,16549.00637,645.8535032,552.7643312,1493.751592,7834.140127,540.3949045,838.343949,1739.318471,9757.643312,1166.757962,2217.993631,2052.22293,3919.165605,1209.146497,274.3057325,2273.280255,8276.031847,395.866242,720.3566879,899.955414,10407.04459,469.6687898,109.2738854,1601.312102,7921.949045,1660.267516,515.0127389,2806.617834,7045.687898,688.5095541,244.2993631,1149.503185,3951.433121,1063.942675,367.8407643,1298.910828,2372.369427,774.6433121,140.6815287,2702.541401,2414.012739,1226.764331,706.2101911,3149.866242,629.5987261,1081.878981,157,16.73517703,12.29062626,0.678696718,0.94011976,0.654166667,0.651491473,1,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,1,0,1,0,T Cell,T Cells
+4817,31024.8742,936.4520256,569.0255864,1102.833689,26969.57783,698.8678038,718.7420043,1603.643923,12564.11514,596.1940299,894.8336887,1739.906183,16426.48827,1247.61194,2246.38806,2978.091684,6190.660981,1214.98081,290.0149254,2469.4371,13210.70789,376.8315565,361.0234542,1073.895522,16765.72921,585.0533049,181.3304904,2673.334755,12602.1258,1685.481876,402.4690832,2796.17484,10876.53731,785.1172708,268.5181237,1185.006397,5773.377399,1074.317697,384.4776119,1316.733475,3510.364606,670.7292111,147.6972281,2186.304904,3410.795309,1263.501066,782.2324094,3218.724947,651.4115139,1082.816631,469,32.97851969,18.61382976,0.825485831,0.907156673,0.697916667,1.421254527,1,0,1,1,0,0,0,0,1,1,1,0,0,0,0,0,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells
+4818,28411.14957,890.6330435,553.8104348,1087.022609,23989.22087,681.0017391,621.8121739,1582.116522,10719.48174,540.7965217,921.6434783,1728.994783,14137.50087,1209.085217,2631.846957,2949.213913,5282.038261,1145.285217,282.8121739,2309.766957,11304.92696,343.0052174,212.7791304,978.2643478,14520.84,640.0104348,145.8156522,2896.622609,10279.70087,1560.954783,363.653913,2791.349565,8803.483478,618.2765217,244.9965217,1082.309565,4345.690435,1058.871304,365.7947826,1287.166957,2625.53913,594.1634783,144.2278261,2102.516522,2618.737391,1181.17913,700.853913,3142.972174,684.4295652,1089.692174,575,38.00190453,20.17417052,0.84745163,0.912698413,0.579637097,0.828814205,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells
+4819,33469.1694,953.7595628,623.7486339,1115.431694,29655.91257,764.0273224,886.0273224,1670.125683,13566.60109,649.6120219,1690.289617,1832.989071,17800.43716,1314.666667,2917.218579,3977.737705,6765.868852,1234.218579,301.1256831,2430.273224,14604.83607,411.3169399,323.9180328,1442.710383,18849.91803,498.2404372,181.4535519,2023.120219,13930.3388,2236.448087,390.8469945,2813.213115,12239.57923,687.6229508,288.2295082,1279.142077,6634.191257,1477.060109,413.8797814,1350.497268,3841.349727,654.9562842,155.0928962,2809.896175,3778.759563,1328.770492,1566.830601,3201.169399,589.4754098,1085.513661,183,18.96655285,13.23331402,0.716372077,0.879807692,0.598039216,0.825679894,1,1,1,1,0,0,0,0,1,0,1,0,1,0,0,1,0,1,0,0,1,0,1,0,Regulatory T Cell,T Cells
+4820,18029.71591,698.8863636,475.9090909,981.4204545,16357.47727,557.7045455,687.3295455,1381.409091,6497.295455,464.5909091,1087.954545,1708.022727,8616.204545,1064.079545,3466.704545,2985.647727,3181.965909,1032.340909,240.0340909,2393.147727,6480.659091,297.0454545,248.8295455,1392.738636,7762.011364,536.0795455,103.9659091,2944.659091,5869.909091,1975.034091,311.1704545,2774.715909,4753.454545,508.6136364,232.9545455,879.8863636,2242.443182,1146.852273,338.8977273,1270.75,1436.261364,599.4772727,145.2840909,1646.204545,1463.897727,1019.875,270.5,3031.022727,752.75,1087.875,88,12.88562484,9.253094799,0.69594573,0.897959184,0.666666667,0.957043206,0,0,1,1,0,0,0,0,0,1,0,0,1,0,0,1,0,0,0,0,0,0,0,0,Helper T Cell,T Cells
+4821,16663.31818,918.8896104,592.4220779,1113.168831,14460.98701,669.512987,551.6103896,1553.292208,6450.363636,570.5974026,743.5714286,1773.409091,8279.136364,1203.538961,2151.24026,2188.558442,3193.402597,1600.701299,283.2857143,2290.266234,7050.883117,374.8181818,199.7012987,1060.61039,8511.383117,471.6948052,110.8376623,2289.331169,6521.811688,1532.798701,298.3051948,2842.896104,5753.175325,595.7662338,249.8376623,1114.045455,2975.525974,988.7857143,384.8571429,1316.785714,1767.123377,604.5714286,155.0064935,3352.824675,1826.668831,1162.292208,518.961039,3162.61039,559.5974026,1091.577922,154,18.15030705,11.68328834,0.76528091,0.900584795,0.57037037,-0.342314995,1,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Macrophage,Other Cells
+4822,24303.67339,847.4919355,682.3991935,1087.040323,20231.05645,641.4959677,761.8145161,1550.205645,9459.254032,542.6048387,1148.193548,1756.467742,12225.40726,1147.822581,3659.919355,3115.084677,4849.274194,1120.846774,267.8024194,2366.669355,10215.43548,345.1048387,475.7096774,1330.322581,12767.6129,598.9516129,115.375,2522.350806,9422.931452,2069.883065,513.6935484,2786.955645,8182.576613,999.9677419,246.9475806,1026.133065,3994.149194,1323.616935,352.0967742,1324.274194,2428.96371,664.2862903,141.9274194,4181.064516,2517.875,1156.274194,511.3629032,3163.528226,619.983871,1092.959677,248,21.73441363,15.5658204,0.697912404,0.864111498,0.551111111,1.432242241,1,0,1,1,0,0,0,0,1,1,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells
+4823,28656.2561,878.2560976,585.3292683,1109.0,26340.39024,704.0731707,780.1707317,1667.987805,10873.62195,554.097561,917.597561,1754.121951,13894.54878,1200.146341,3076.402439,2854.682927,5523.829268,1184.47561,287.5365854,2339.085366,12032.81707,380.597561,234.695122,745.7926829,14771.08537,533.0487805,131.6219512,2374.512195,10363.86585,1905.060976,349.4146341,2797.317073,9098.963415,700.6341463,272.7560976,1087.865854,4526.353659,1215.573171,388.9268293,1316.890244,2884.390244,635.4268293,145.5609756,2076.585366,2662.47561,1233.182927,1243.54878,3194.195122,583.3170732,1093.573171,82,12.06003923,9.539788552,0.611784252,0.964705882,0.630769231,0.203022727,1,0,1,1,0,0,0,0,0,1,0,0,1,0,0,1,0,0,0,0,1,0,1,0,Helper T Cell,T Cells
+4824,22054.81818,685.8484848,424.8522727,999.3674242,19502.0,564.1212121,533.6401515,1392.80303,8292.32197,522.5,666.6287879,1670.159091,10429.95076,1008.814394,2310.219697,1606.685606,4121.117424,1026.170455,232.2878788,2289.689394,8755.742424,307.3939394,305.0530303,920.5757576,10190.22727,440.8939394,187.3295455,2048.893939,7579.159091,1631.219697,316.6780303,2784.416667,6559.219697,660.6287879,221.9734848,876.6439394,3082.431818,860.8030303,338.7878788,1294.844697,1929.806818,611.5265152,135.1818182,1765.609848,1834.310606,1031.242424,313.3257576,3038.810606,607.0643939,1101.583333,264,22.54949397,15.90532077,0.708857655,0.882943144,0.661654135,0.69183765,0,0,0,0,0,0,0,0,1,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,Dendritic Cell,Other Cells
+4825,23992.8526,850.2514451,529.8988439,1038.630058,18614.19075,589.2572254,482.265896,1413.858382,7905.135838,495.265896,572.5,1692.979769,10212.27746,1042.635838,2429.346821,1848.277457,3843.011561,1033.361272,243.0144509,2259.849711,8138.063584,1081.375723,194.1127168,673.8468208,9755.317919,408.5606936,100.1936416,3065.66763,7173.176301,1507.528902,315.8150289,2788.537572,6309.33526,562.4682081,221.1965318,922.517341,3052.216763,873.6907514,335.0635838,1286.430636,1860.872832,573.0144509,133.7456647,1829.913295,1734.875723,1000.557803,285.982659,3087.300578,641.5924855,1100.132948,346,23.1498058,19.37556441,0.547257266,0.945355191,0.791762014,-1.39051567,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Proliferating Cell,Other Cells
diff --git a/examples/example_usage_lymphnode/phenograph_k60_1_to_renamed_clusters_relation_matrix.csv b/examples/example_usage_lymphnode/phenograph_k60_1_to_renamed_clusters_relation_matrix.csv
new file mode 100644
index 00000000..79097417
--- /dev/null
+++ b/examples/example_usage_lymphnode/phenograph_k60_1_to_renamed_clusters_relation_matrix.csv
@@ -0,0 +1,11 @@
+,target_ASMA+ cells,target_B cells,target_CD8 T cells,target_Follicular helper T cells (Tfh),target_Myeloid cells,target_NK cells,target_Proliferative B cells,target_Regulatory T cells,total
+source_0,0.0,0.0,0.0,0.0,100.0,0.0,0.0,0.0,100.0
+source_1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,100.0,100.0
+source_2,0.0,0.0,0.0,0.0,0.0,0.0,100.0,0.0,100.0
+source_3,0.0,0.0,0.0,0.0,100.0,0.0,0.0,0.0,100.0
+source_4,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,100.0
+source_5,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,100.0
+source_6,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,100.0
+source_7,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,100.0
+source_8,0.0,0.0,0.0,0.0,0.0,100.0,0.0,0.0,100.0
+source_9,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,100.0

From 6d88cc67e0b59aaa5dc9ba0fcdfe610b5f64d702 Mon Sep 17 00:00:00 2001
From: fangliu117 <107778735+fangliu117@users.noreply.github.com>
Date: Mon, 14 Apr 2025 23:45:49 -0400
Subject: [PATCH 2/3] Refactor example usage notebook

---
 .../Lymph_Node_Tissue.pickle                  | Bin 4394396 -> 4374201 bytes
 .../example_usage_lymphnode/analysis.ipynb    | 283 +++++++++++++-----
 .../sankey_diagram.png                        | Bin 0 -> 129338 bytes
 3 files changed, 211 insertions(+), 72 deletions(-)
 create mode 100644 examples/example_usage_lymphnode/sankey_diagram.png

diff --git a/examples/example_usage_lymphnode/Lymph_Node_Tissue.pickle b/examples/example_usage_lymphnode/Lymph_Node_Tissue.pickle
index 06b7741c6dceb8b8f1dd1313bceb137085310da1..7daa6ec125ebf0adb8964c8d9d6b60b1ddb67928 100644
GIT binary patch
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F@e4-MIQ#$r

diff --git a/examples/example_usage_lymphnode/analysis.ipynb b/examples/example_usage_lymphnode/analysis.ipynb
index dabdaa50..9db4a2da 100644
--- a/examples/example_usage_lymphnode/analysis.ipynb
+++ b/examples/example_usage_lymphnode/analysis.ipynb
@@ -18,24 +18,6 @@
     "print(sys.executable)"
    ]
   },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# !pip list | grep spac"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import spac"
-   ]
-  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -54,7 +36,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [
     {
@@ -78,16 +60,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# !pip install parmap"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -108,7 +81,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -119,7 +92,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -132,7 +105,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -161,20 +134,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "2025-04-13 23:56:44,444 - INFO - CSVs are converted into dataframes and combined into a list!\n",
-      "2025-04-13 23:56:44,444 - INFO - Total of 1 dataframes in the list.\n",
-      "2025-04-13 23:56:44,445 - INFO - File name: example_lymphnode_data.csv\n",
-      "2025-04-13 23:56:44,445 - INFO - Info: \n",
-      "2025-04-13 23:56:44,458 - INFO - None\n",
-      "2025-04-13 23:56:44,459 - INFO - Description: \n",
-      "2025-04-13 23:56:44,524 - INFO -             CellID          DNA1          BG1          BG2          BG3  \\\n",
+      "2025-04-14 23:38:05,588 - INFO - CSVs are converted into dataframes and combined into a list!\n",
+      "2025-04-14 23:38:05,589 - INFO - Total of 1 dataframes in the list.\n",
+      "2025-04-14 23:38:05,589 - INFO - File name: example_lymphnode_data.csv\n",
+      "2025-04-14 23:38:05,590 - INFO - Info: \n",
+      "2025-04-14 23:38:05,601 - INFO - None\n",
+      "2025-04-14 23:38:05,601 - INFO - Description: \n",
+      "2025-04-14 23:38:05,671 - INFO -             CellID          DNA1          BG1          BG2          BG3  \\\n",
       "count  4825.000000   4825.000000  4825.000000  4825.000000  4825.000000   \n",
       "mean   2413.000000  30125.675971   883.482671   562.292221  1102.110284   \n",
       "std    1393.001855   9488.749806   111.565519   111.174097    51.998103   \n",
@@ -225,9 +198,9 @@
       "max           1.000000         1.000000  \n",
       "\n",
       "[8 rows x 82 columns]\n",
-      "2025-04-13 23:56:44,531 - INFO - \n",
+      "2025-04-14 23:38:05,678 - INFO - \n",
       "\n",
-      "2025-04-13 23:56:44,531 - INFO - Combining Dataframes into Single Dataframe...\n"
+      "2025-04-14 23:38:05,679 - INFO - Combining Dataframes into Single Dataframe...\n"
      ]
     },
     {
@@ -433,13 +406,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
+      "Phenotype definitions (top rows):\n",
+      "    phenotype_code     phenotype_name\n",
+      "0  CD3D+CD4+FOXP3+  Regulatory T Cell\n",
+      "1        CD3D+CD4+      Helper T Cell\n",
+      "2       CD3D+CD8A+   Cytotoxic T Cell\n",
+      "3            CD3D+             T Cell\n",
+      "4            CD20+             B Cell\n",
       "\n",
       "#####################################\n",
       "\n",
@@ -1202,6 +1182,43 @@
       "                                                              Cytotoxic T Cell, T Cell, Follicular Dendritic Cell, NK Cell, Activated T/B Cell, Activated APC, CD163+ Macrophage      1\n",
       "                                                                                  Cytotoxic T Cell, T Cell, Follicular Dendritic Cell, NK Cell, CD68+ Macrophage, Dendritic Cell      1\n",
       "                                                       Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, Follicular Dendritic Cell, Dendritic Cell, Activated T/B Cell      1\n",
+      "Data with manual phenotypes (top rows):\n",
+      "   CellID         DNA1         BG1         BG2          BG3         DNA2  \\\n",
+      "0       1  16640.56410  719.632479  527.709402  1100.273504  14726.17094   \n",
+      "1       2  16938.30097  686.553398  469.300971  1048.048544  14650.61165   \n",
+      "2       3  16243.54167  819.416667  604.391667  1098.150000  14324.90833   \n",
+      "3       4  20215.44295  695.308725  444.543624  1063.375839  17440.28188   \n",
+      "4       5  17922.32934  685.958084  521.664671  1075.023952  15913.23952   \n",
+      "\n",
+      "         CD25         CD2         CD10         DNA3  ...  CD57_expression  \\\n",
+      "0  581.581197  618.384615  1606.777778  7182.247863  ...                0   \n",
+      "1  565.893204  442.291262  1539.398058  7244.252427  ...                0   \n",
+      "2  666.475000  574.333333  1759.683333  7296.325000  ...                0   \n",
+      "3  558.503356  408.577181  1557.738255  8583.442953  ...                0   \n",
+      "4  562.000000  524.455090  1596.982036  8090.395210  ...                0   \n",
+      "\n",
+      "   MHCI_expression  CD15_expression  ASMA_expression  CD56_expression  \\\n",
+      "0                1                0                0                0   \n",
+      "1                1                0                0                0   \n",
+      "2                1                0                0                0   \n",
+      "3                1                0                0                0   \n",
+      "4                1                0                0                0   \n",
+      "\n",
+      "          detailed_cell_type  broad_cell_type            loaded_file_name  \\\n",
+      "0                     B Cell          B Cells  example_lymphnode_data.csv   \n",
+      "1  Follicular Dendritic Cell          B Cells  example_lymphnode_data.csv   \n",
+      "2  Follicular Dendritic Cell          B Cells  example_lymphnode_data.csv   \n",
+      "3                     B Cell          B Cells  example_lymphnode_data.csv   \n",
+      "4  Follicular Dendritic Cell          B Cells  example_lymphnode_data.csv   \n",
+      "\n",
+      "                                    manual_phenotype  num_phenotypes  \n",
+      "0  B Cell, CD68+ Macrophage, Dendritic Cell, Prol...               6  \n",
+      "1  Follicular Dendritic Cell, Dendritic Cell, Pro...               5  \n",
+      "2  Follicular Dendritic Cell, CD68+ Macrophage, D...               5  \n",
+      "3          B Cell, Proliferating Cell, Activated APC               3  \n",
+      "4  Follicular Dendritic Cell, Proliferating Cell,...               3  \n",
+      "\n",
+      "[5 rows x 87 columns]\n",
       "Saved processed object to Lymph_Node_Tissue.pickle\n"
      ]
     }
@@ -1225,16 +1242,24 @@
     "    {\"phenotype_code\": \"CD163+\",          \"phenotype_name\": \"CD163+ Macrophage\"}\n",
     "])\n",
     "\n",
+    "# (Optional) Preview the phenotype definitions (trimmed to the top rows)\n",
+    "print(\"Phenotype definitions (top rows):\")\n",
+    "print(phenotype_definitions.head())\n",
+    "\n",
     "# Assign manual phenotypes to each cell (adds a 'manual_phenotype' column to the DataFrame)\n",
     "assign_manual_phenotypes(data, phenotype_definitions, suffix=\"_expression\")\n",
     "\n",
+    "# Print the top rows of the updated DataFrame\n",
+    "print(\"Data with manual phenotypes (top rows):\")\n",
+    "print(data.head())\n",
+    "\n",
     "# Save the DataFrame with the new 'manual_phenotype' column to a pickle file\n",
     "save_pickle(data)\n"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
@@ -1324,12 +1349,12 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Visualizing Feature Expression with SPAC Boxplot"
+    "### Visualizing Feature Expression with Boxplot"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
     {
@@ -1416,9 +1441,16 @@
     "print(summary_stats_table)"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Visualizing Data Distribution with Histogram"
+   ]
+  },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [
     {
@@ -1468,7 +1500,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [
     {
@@ -1549,7 +1581,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [
     {
@@ -1648,15 +1680,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "2025-04-13 23:56:45,830 - INFO - Using the table:\"arcsinh_z_scores\"\n",
-      "2025-04-13 23:56:45,831 - INFO - Using features:\"['CD25', 'CD2', 'CD10', 'CD163', 'CD3D', 'CD5', 'CD30', 'ACTIN', 'CD45', 'CD206', 'CD68', 'PD1', 'KI67', 'CD11C', 'CD7', 'CD8A', 'FOXP3', 'CD20', 'CD4', 'HLADR', 'PSTAT3', 'PS6', 'PERK', 'CD21', 'CD43', 'NOS2', 'PDL1', 'CD11B', 'CD57', 'MHCI', 'CD15', 'ASMA', 'CD56']\"\n"
+      "2025-04-14 23:38:06,945 - INFO - Using the table:\"arcsinh_z_scores\"\n",
+      "2025-04-14 23:38:06,946 - INFO - Using features:\"['CD25', 'CD2', 'CD10', 'CD163', 'CD3D', 'CD5', 'CD30', 'ACTIN', 'CD45', 'CD206', 'CD68', 'PD1', 'KI67', 'CD11C', 'CD7', 'CD8A', 'FOXP3', 'CD20', 'CD4', 'HLADR', 'PSTAT3', 'PS6', 'PERK', 'CD21', 'CD43', 'NOS2', 'PDL1', 'CD11B', 'CD57', 'MHCI', 'CD15', 'ASMA', 'CD56']\"\n"
      ]
     },
     {
@@ -1664,12 +1696,12 @@
      "output_type": "stream",
      "text": [
       "Finding 60 nearest neighbors using minkowski metric and 'auto' algorithm\n",
-      "Neighbors computed in 0.19820404052734375 seconds\n",
-      "Jaccard graph constructed in 5.298807859420776 seconds\n",
+      "Neighbors computed in 0.2887089252471924 seconds\n",
+      "Jaccard graph constructed in 6.233572006225586 seconds\n",
       "Running Leiden optimization\n",
-      "Leiden completed in 0.4614741802215576 seconds\n",
+      "Leiden completed in 0.46156907081604004 seconds\n",
       "Sorting communities by size, please wait ...\n",
-      "PhenoGraph completed in 9.660478115081787 seconds\n",
+      "PhenoGraph completed in 10.92943000793457 seconds\n",
       "\n",
       "Number of clusters identified in \"phenograph_k60_1\": 10\n",
       "AnnData object with n_obs × n_vars = 4825 × 33\n",
@@ -1716,7 +1748,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [
     {
@@ -1798,14 +1830,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 16,
    "metadata": {},
    "outputs": [
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "2025-04-13 23:56:55,541 - INFO - Using the table:\"arcsinh_z_scores\"\n",
+      "2025-04-14 23:38:17,955 - INFO - Using the table:\"arcsinh_z_scores\"\n",
       "/Users/liuf9/opt/anaconda3/envs/spac-3913/lib/python3.9/site-packages/umap/umap_.py:1952: UserWarning: n_jobs value 1 overridden to 1 by setting random_state. Use no seed for parallelism.\n",
       "  warn(\n"
      ]
@@ -1849,7 +1881,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 17,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1913,7 +1945,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 18,
    "metadata": {},
    "outputs": [
     {
@@ -1968,7 +2000,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 19,
    "metadata": {},
    "outputs": [
     {
@@ -2065,6 +2097,113 @@
     "    plt.show()"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Sankey Plot"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "2025-04-14 23:38:51,206 - INFO - Source: phenograph_k60_1\n",
+      "2025-04-14 23:38:51,207 - INFO - Target: renamed_clusters\n",
+      "2025-04-14 23:38:51,208 - INFO - Source and Target are the same\n",
+      "/Users/liuf9/Projects/SCSAWorkflow/src/spac/utils.py:532: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
+      "  relationships = adata.obs.groupby(\n",
+      "/Users/liuf9/Projects/SCSAWorkflow/src/spac/utils.py:540: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
+      "  relationships.groupby(source_annotation)['count'].transform('sum')\n",
+      "/Users/liuf9/Projects/SCSAWorkflow/src/spac/utils.py:548: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
+      "  relationships.groupby(target_annotation)['count'].transform('sum')\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 900x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# ! pip install -U kaleido\n",
+    "# Set Up Figure Parameters\n",
+    "dpi = 300\n",
+    "width_num = 3   # desired width in inches\n",
+    "height_num = 2  # desired height in inches\n",
+    "# Calculate scale assuming 96 dpi is the default\n",
+    "scale = dpi / 96\n",
+    "# Convert inches into pixels based on the desired DPI.\n",
+    "width_in_pixels = width_num / scale * dpi\n",
+    "height_in_pixels = height_num / scale * dpi\n",
+    "\n",
+    "# Define color maps and font size.\n",
+    "source_color_map = 'tab20'\n",
+    "target_color_map = 'tab20b'\n",
+    "sankey_font = 8\n",
+    "\n",
+    "# Set the source and target annotations.\n",
+    "source_annotation = 'phenograph_k60_1'\n",
+    "target_annotation = 'renamed_clusters'\n",
+    "\n",
+    "# Generate and Customize the Sankey Plot (Interactive)\n",
+    "fig = sankey_plot(\n",
+    "    adata=adata,\n",
+    "    source_annotation=source_annotation,\n",
+    "    target_annotation=target_annotation,\n",
+    "    source_color_map=source_color_map,\n",
+    "    target_color_map=target_color_map,\n",
+    "    sankey_font=sankey_font,\n",
+    "    prefix=False  # Disable automatic prefixing if needed.\n",
+    ")\n",
+    "\n",
+    "# Adjust layout to the desired dimensions.\n",
+    "fig.update_layout(\n",
+    "    width=width_in_pixels,  \n",
+    "    height=height_in_pixels\n",
+    ")\n",
+    "\n",
+    "# If you print or call fig.show() here, the interactive figure may open in a new window.\n",
+    "# print(fig)\n",
+    "# fig.show()\n",
+    "\n",
+    "# Convert the Plotly Figure to a Static Image and Display Inline\n",
+    "# Specify a path for the static image file.\n",
+    "image_path = 'sankey_diagram.png'\n",
+    "\n",
+    "# Use the 'kaleido' engine to export the Plotly figure as a PNG image.\n",
+    "pio.write_image(\n",
+    "    fig,\n",
+    "    image_path,\n",
+    "    width=width_in_pixels,  \n",
+    "    height=height_in_pixels,\n",
+    "    engine='kaleido',\n",
+    "    scale=scale\n",
+    ")\n",
+    "\n",
+    "# Now load the generated image with matplotlib.\n",
+    "img = plt.imread(image_path)\n",
+    "\n",
+    "# Create a Matplotlib figure and axis.\n",
+    "static_fig, ax = plt.subplots(1, 1, figsize=(width_num, height_num), dpi=dpi)\n",
+    "ax.imshow(img)\n",
+    "ax.axis('off')  # Remove axis lines/ticks for a cleaner display.\n",
+    "plt.show()\n",
+    "\n",
+    "# Optionally, you can also call fig.show() to open the interactive version if desired.\n",
+    "# fig.show()"
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -2081,7 +2220,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": 21,
    "metadata": {},
    "outputs": [
     {
@@ -2160,7 +2299,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": 22,
    "metadata": {},
    "outputs": [
     {
@@ -2211,7 +2350,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 33,
+   "execution_count": 23,
    "metadata": {},
    "outputs": [
     {
@@ -2313,7 +2452,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 36,
+   "execution_count": 24,
    "metadata": {},
    "outputs": [
     {
@@ -2358,12 +2497,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 39,
+   "execution_count": 25,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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7d085c+aUj4+PKleuLB8fn+R01SA6OlonT57U8ePHFRwcLBcXF+XJk0clSpRIsWtrWhYQEBD3uwgJCdH9+/fl7u6uHDlyKH/+/Cpbtqy8vb2d3U1dvHhRR44cUXBwsO7evausWbPKx8dHpUqVSpGM/Tdu3NDOnTsVEBAgX19fVa9ePdkPqcF+586d04kTJxQQEKCwsDBlyZJFPj4+qlixosP+HlevXtWxY8cUGBiokJCQuDZS6txytEuXLunw4cMKDAxUaGho3Hwrb968qlixYrIfYG3Tpo2mTJmimJgYSdKSJUvUr18/p32PCAAAnIeAQAAAACAej260PS5z5szxbv/dd99pypQpcWU/Pz9t2bLFpm379++v9957T5K0ceNGffvtt/FmI/T29labNm3Uu3dv5ciRw5aXkmxHjhzRtGnTtGPHDt27d8/qNhkzZlStWrX01ltvqVatWgke7969e6pTp44hkKxOnTqaMWOG3X0LDQ1VnTp1FBYWFlc3ZsyYuKeiixcvLhcXl7hsXpYBgtZcuXJFs2bN0po1a+KCVazJnj27nn32WXXo0EF16tSxu+/pRZYsWUx1mzZt0nvvvZesQJQvvvhCUVFRypkzZ7wZgSzfS5YaNmxoKPfp00d9+/aNd/vbt29ryZIl2rx5s/z9/RUREZFgH319fdWiRQt1795defPmjXe7Bg0a6MqVK1Z/tnv3bpUuXdpQt3nzZhUoUCCubM/48ri//vpLCxYs0I4dOxQZGRnvdsWKFdOLL76oTp06KX/+/GnudTxy6NAhzZo1S1u3brUaiCo9DCZ9/vnn1a1bN73wwgs2HzsxS5cu1bBhw+L9+ZUrV0yvP7HXFxERoeXLl2v+/Pk6ceKEKevgI9mzZ1fdunX19ttvq2TJkjb3+fH+ZM2aVXv37pX08P352WefmTJ7FilSRO+++65atWqVrPduWrrGbd++XVOnTtW+ffviboo9zsXFRdWrV1evXr1Ur169JLURHR2t33//XUuWLNHhw4ettiNJuXPn1ksvvaR33nlHuXLlsunYly9fNoxjZcqU0YoVKyQ9DLyeOnWqli5dGm8Qtq+vr15++WW9++67SQ7kOXDggGbOnKnt27cbrrWPc3V1VeXKlfX666/r5ZdfTvT8sXyvPG7ZsmVatmyZoe7kyZOpOneQpM6dO2v37t1x5Xnz5ql69eqKiorSzJkzNXPmTKtzRenhmNqpUye99tprcnNL2tevKXlePS6l5zzWrhuW1wZrjh07pqNHj8aVvb29Va1aNZvbdTTL5fZSM5A+Na5958+f17Rp07Rly5Z4xxM3NzdVrVpVXbp0UePGje1uIyXt27dP8+bN0+bNm/XgwYN4t/Pz81PdunXVqVMnmz4TpDf2fr615saNG/r555+1YcMG3bhxw+o2Li4uqlixol577TW1adMmyQ813L59W9OnT9fSpUvjXfLy0XjbsWNHubi4aP369erfv3/cz2vWrKm5c+da3Xfo0KGG601C28bH8no2evToFAlePnHihBYtWqR//vlHFy5cSHBbFxcXVahQIe73H991aNeuXerSpUu8xxk2bJhh7mvL7ycwMFBz587V8uXLde3atXi38/PzU7NmzdSzZ0+bgxct+9uwYUP98MMPkqQpU6Zo2rRpCg8PN+xTs2ZNDRgwQEOGDDFci4oWLar169fb1O7jYmNj1aBBA129ejWurm/fvurTp4/dx0pPgoKC9Ouvv2rFihUJZtAtWLCgXnvtNXXq1Mnuh0kfPHiguXPnauXKlTp16lS82xUqVEgtW7ZUz549rX5P4SxBQUGaPXu2Vq1aFe/naUnKlCmTatSoobZt26pJkyZJehgjf/78qlixog4dOiTp4fty8+bNatq0aZL7DwAAnkyksgAAAADiYW150pS8+RcTE6PPP/9cffr0SXBp4qCgIM2YMUNNmjTR5s2bU6w/0sOMiIMGDdKrr76qP/74I95gQOlhNrVt27apS5cueueddxQUFBTvtpkzZ1aTJk0MdTt37oz3Rk9CNmzYYLihnylTJsOxvby8DAFOiQXTLFiwQM2aNdOcOXMSvDEuPbxJ9ccff6hnz57q2bNnotunV5kzZzbd2D927JimTp2arOPmyZNHfn5+qbY84G+//abGjRtr7Nix2rt3b6LBgJJ08+ZNzZo1Sy+99JJ+//33VOilbe7du6d33nlHvXv31p9//plgMKD0MJPDjBkz1LRpU/3888+p1EvbBQYGql+/furQoYPWrl0bb0CE9HAs3bFjh9566y0NGDAgWZlvUtK///6rJk2aaMSIETp+/Hi8wYDSw7Fm1apVeuWVVzR8+PB4g7JssXPnTvXr188UDChJFy5c0HfffZciWS9T+xoXGhqqPn366K233tKePXviDaaKjY3Vnj171Lt3b3344Yc2ve8ft3fvXrVs2VKffvqpDh06FG870sOMPnPnzlXjxo31yy+/2NWOpZ07d6pZs2aaOXNmghlZb968qZkzZ6px48bauXOnXW0EBQXpvffe0+uvv2661lqKjo7Wvn37NGTIELVq1coQyOUoqTl3iE9wcLA6d+6sCRMmxBsMKD0cU0eNGqXWrVvr7Nmzdvcvtc6rtDznsbym1q5d22kZecPDw03BBzVq1EjxdlPj2hcREaEvv/xSLVu2TDC4WHqYFXH37t3q06eP3njjDV26dMnel+RwkZGRGjFihDp27Kg1a9YkGAwoPQyAXbBggV555RWNGTPGKZkencna59uEHmh5XGxsrH788Ue99NJLmjt3brzBgI+29ff31/Dhw9W6deskXRM2b96sJk2aaNq0aQmO84/G2zfffDPBPj2p7ty5o0GDBqlVq1aaP39+osGA0sPf/+HDh/XJJ5+oTZs2Nu3jCHPnzlWDBg30448/JhgMKD18L06fPl2NGzfWrFmzktXulClT9N1335mCAaWHDyz9/vvvat26taH+/PnzOnLkiN1t7d692xAM6OLiolatWtl9nPQiNjZWv/76qxo2bKjvv/8+wWBA6WFmvPHjx+vll1/W/v37bW5n06ZNeumllzR+/PgEgwGlh5kpf/jhBzVq1EgrV660uY2U9Kj/P/30U4LBgNLDLO5//fWX+vfvr/bt2+u///5LUpvPP/+8obx48eIkHQcAADzZCAgEAAAArAgICDAFImTIkEHVq1dPsTY/++wzzZ8/3+btb9++rffff18LFy5Mkf5cu3ZNHTt21OrVqxMMVLHmzz//1Ouvv57gzYfHs/BID4MJ1q5da3c/H2VKeuSll14yZbp4PANIQksG//LLL/rss8+s3kxIzI4dO/Tmm2/GLcf6tLHMxCdJkyZNUv/+/XXy5Ekn9Mg+o0eP1ogRI5L893vw4IGGDx+ujRs3Orhn9ouIiFDXrl31559/2r1veHi4xo8fr3HjxqVAz5Lm/PnzcUHJ9lq3bp26d++eqsu922L69Onq3r17ojdLLcXExOj3339P8k3v0NBQffjhh4qOjo53m5TKHJGa17igoCB16dLF7vfjihUrNHToUJu3X7Nmjbp3765z587Z1c79+/c1ZswYffLJJ0kKRtm2bZt69eqVYOC9pZCQEL377rs6fPiwTdufOnVKr7zySpKCMk+ePKk333xTGzZssHvfxKTm3MFSWFiYevbsadcN7NOnT6tDhw42/96l1Duv0vqcZ9OmTYayMzMxL1y40BQo9+qrr6Zom6lx7btz54569uypuXPn2j0W7d+/X6+99pr8/f3t7p+jxMbGql+/fvrtt9/s3jc6Olq//PKLBg8enAI9S7usXVMTy+wuPZxbDhw4UN9++63dDyWcOnVKnTp1smteumDBAr3//vsJBqha2rdvn7p06ZKkIPG0KjAwUB06dNDq1auTfIxTp06pW7duKfqATFRUlPr06aMvv/wy0aBcS6GhoRo9erSGDh1q90MZkuTv76/vv/8+wW2aNm2qNm3amILKV61aZXd7lvOHGjVqPLXLEkdFRWnIkCH64osvEgxYt+bSpUvq0aOHTQ+r/PLLL+rTp4+uX79uVxvBwcEaMmSIvvvuO7v2c7R169apb9++unPnjt37HjlyRG+88UaigZbW1K5d21DetWtXmn1QDgAApByWDAYAAAAsREdH69NPPzVl1KpXr16KLdG7du1anT59Oq7s6empli1b6sUXX1SePHl0+/Zt7dmzR0uWLDFkdYqNjdXnn3+uAgUKOPRG6d27d9W5c2dT5g93d3c1a9ZMderUUYECBeTu7q6bN2/q33//NS01999//6l79+5avny5smfPbmqjVq1a8vPzMzwhvWrVqgSXLbJ0/fp1w3J+kkxP/0vStGnTEj3W8ePHNWHCBEOdu7u7WrZsqWeffVYFCxZU5syZ9eDBA126dElbt27V+vXrDTdQz58/rwkTJmjUqFE2v4b0omvXrpo/f77pfbN+/XqtX79eFSpU0EsvvaT69esnGJRpr+LFi+ull16S9DAIaM+ePYaf161b17AcUfHixU3HWLJkidXMFDVr1lSjRo1UokSJuHP49u3bOnXqlDZu3Kh9+/aZ9hk1apTq1asnDw8PUz8eBe8cOXLEcN7nzJlTNWvWNGyfnKyIkyZNMgWf+Pn5qVWrVqpQoYJ8fX3l4eGh27dv6/jx41qxYoWOHTtm2P5RRrEqVao47XVID2/k9OjRw5CJQ3oYoN2gQQM1aNBAhQoVUqZMmXTt2jVt3bpVK1asMNxQ9Pf314gRI/Ttt98mqy9+fn5x55oknTlzxpD5y8vLS3Xr1jXsY20JtCVLluibb74x1fv6+qply5aqWbOmfH19FRYWpgsXLmjDhg3avn27YdujR4+qe/fuWrx4sV1L/X3//fcKCAhIcJvmzZvbfDxbpfY17q+//jKUixUrptatW6tSpUrKnj277t69K39/f/3222+6ePGiYds1a9bolVdeUf369RNsY9OmTRo0aJApYD5//vx6+eWXVa1aNfn4+CgsLEwXL17Uli1btGXLFkOmt8WLFytjxowaMWKEza8tMDBQH3zwQdxY6+bmpqZNm6pu3boqWLCgMmTIoEuXLmnNmjX666+/DO2FhYXpiy++0KJFixLMtHbt2jX16tXLlEXS1dVVjRo1UoMGDVSgQAF5eHjo+vXr+vvvv7V27VrDjc6wsDD1799f06dPN92QlGR4L+3evduQbc/Pz08VKlSw2rfUnDtYGjt2rOE89vX11auvvqrq1asre/bsunHjhrZu3aqVK1caguxCQ0PVq1cvrVq1Sr6+vgm2kVrnVVqf8xw9etQU9GyZ6Sa1rFmzxjRmv/TSS6broyOlxrUvMjJSb731VtxygpZt1K9fX0WKFJGXl5cCAwO1b98+rV692vDeCwwMVI8ePbRs2TKnBMTMnz9fW7ZsMdT5+PioVatWqly5svLmzauMGTMqNDRUp06d0tq1a03zxHXr1qlx48Zq0aJFanbdKaZNm2bKrJUrVy6rY7SlQYMGWQ3yfu6559S4cWOVKFFCWbJkUVBQkA4fPqw1a9YYsgHfv39fffv21a+//qrKlSsn2NZff/2lUaNGmcZBPz8/tW3bVlWqVFH27NkVGBiof//9VytWrIj7DHrhwgWNHTs20dfzJIiNjdWAAQN0/vx5Q32mTJnUvHnzuEC0zJkzKywsTAEBATp06JBWrVplmutdu3ZNU6ZMMT304O3tbbgeWwYgV6hQQX5+fnHl+JbZ/uSTT6w+hFG6dGm1bNlS5cqVU86cORUcHKxjx45p9erVpgfGli1bppiYGLsfSho1alSCWXRz5Mih559/Xu7u7qpevbphDFizZo0+/PBDm5e0Dg8PN/2ObJk/pFdfffWV1aDKEiVKqEWLFqpUqZJy5syp0NBQHTp0SAsXLjRcQx7NFVetWqU8efJYbWPu3LkaM2aMqb548eJq0aKFnnnmGeXMmVN3797VuXPntHHjRv3zzz+GbadMmaLMmTOrR48eyXzF9rtx44ZGjBhhOEczZMigRo0aqW7duipSpIiyZMmiyMhIXb16Vf/8849WrFhhCKwNDAzUyJEjNWPGDLvarly5sjJlyhQXrBkZGant27erWbNmjnlxAADgiUBAIAAAAPCYmzdv6osvvjBlMHB1dVW/fv1SrN3HbzCXLVtWkyZNUtGiRQ3b1KlTR2+99ZZGjBihdevWxdXHxMTo448/1vr16x22tOrw4cNNwYDVqlXTN998Y7gp8EjDhg3Vv39/jR071pCl4+rVqxo6dKh+/PFH0z4uLi5q3bq14Yl+f39/XbhwQUWKFLGpnytXrjR8uern52dTlgtrZs6caQhm8/X11S+//GJ1ieHKlSvr5ZdfVteuXdW7d29DIMPSpUs1YMAAq4FA6Zmfn58GDRpk9Qt76WHw2JEjRzRhwgT5+vqqWrVqql69uqpXr67SpUsrQ4akJbBv3rx5XADTrl27TEEhI0eONC1n/Lh79+5p/PjxhjpPT09NmDBBjRo1srpP7dq11b17d23btk2DBg0yBMEEBARo+/btpoyJn332Wdz/hw4dqmXLlsWVS5YsqcmTJyf8Qm0UGhqqBQsWGOoeLa9kGaQoPQyu6dq1q77//ntD9oTY2FjNmDFDU6ZMccrreLw9y4CIYsWKacKECSpXrpyhvnz58mrUqJG6deumt99+25BJYd26dWrTpo3q1auX5L7UqlXLML589913ht+Pt7d3oq//8OHD+vTTT031nTt31sCBA03BfTVr1lSHDh20d+9effjhh4abaGfPntUnn3yiSZMm2dT/Bw8eaN68eXFlHx8f1alTRz4+Prpy5Yp27typHDlyqHz58jYdzx7Ousa5urpqyJAh6tq1q2mMeXTuDxs2zJR559dff00wIPDq1av6+OOPDcEKGTJk0Pvvv6/evXub3ms1atRQu3btdPToUQ0ePNiQ+e3XX39VrVq1bFquVpIhSK9SpUoaP368ChcubNjm0TVqx44dGjBggCFL2KFDh7R//35Vq1bN6vFjYmL03nvvmbKwlClTRuPGjVPp0qUN9ZUqVVKTJk3Uv39/jRo1yvS3GzRokJYtW6Z8+fIZ9nv8vdK5c2dDgF7NmjXjvZY4c+7w+HncokULff7558qaNWtcXcWKFdWoUSP16NFD/fv3NwTeBAcHa+TIkfrhhx/iPX5qnldpfc6zY8cOQzlfvnzKnTu3Q9uwFBsbq6ioKIWGhiogIEDHjh3TokWLdODAAcN2pUqV0hdffJGifUmNa9+ECRNMwYAlSpTQhAkTVKZMGdP29erVU58+ffTjjz8azuO7d+9qwIABWrBggdV5RkqJiYnR9OnTDXXVqlXTTz/9pGzZspm2r169ujp27KjFixfr008/NYwB06dPT9cBgeHh4Zo+fbrVLFnvvPOO4cEZa+bOnWsKBsyTJ4/Gjx9vehBEkl544QW98847mj9/vsaMGRM31kRGRuqDDz7QsmXLrD4sJj08n4YPH24K8OrSpYsGDRokT09PQ329evX03nvvadSoUXFLgyYly1xatG7dOlPwevny5fXTTz/FOx6+9NJLGjBggL755hvNmTPH8LMVK1ZoyJAhhuA3y7m75TX+zTffVNu2bRPs56xZswyfByTFBaW/+uqrpgcQ6tSpo169emnx4sX68ssvDQH0K1asUOXKldWxY8cE23zEMuNZiRIlVK1aNWXMmFHnzp3Tv//+q0aNGsnd3V3SwyzDjwcE3rx5U7t27bI54Hzz5s2G9ry8vFIss3Za99dff5kyf7u7u2vo0KHq2LGj1Xl3ly5d9NlnnxnOl9u3b+vrr7/W//73P1MbR44cMQX4enh4aNiwYXr99ddNbTz77LPq2LGjdu7cqSFDhhjmzBMnTlS1atX0zDPPJPk1J8WCBQsM8/BMmTJp6tSpVsfOSpUqqWnTpnrrrbfUs2dPw0NLO3bs0IkTJ6xen+Pj7u6usmXLGh5iJCAQAICnD0sGAwAA4KkVFRWlu3fv6uzZs9qwYYM+//xzNWnSxOrSXIMHDzbdgEsJZcqU0ezZs02BEo9kzZpVEydONH2Jd+PGDUOgR3L8+eefpt9BnTp1NHv2bKvBgI9kyZJFX3zxhd566y1D/ZYtW0w3dh+xtnSPPUsiWT6R3qpVqwSzHiXEclnEDz/80OqN8cdVqlTJFLQQGRmprVu3JqkPT7ru3bvb9OT9zZs3tX79en355Zdq3bq1atasqT59+mj+/Pl2L6GaXKtWrTItu/nRRx/FGwz4uLp161oN7rLMSpCa/vnnH8NSbtmyZdOYMWMSvEnv4uKiPn36GDKESA+XJbV32S9H8vf31/r16w11xYoV07x58xIcj0uUKKEZM2aYbnBbBg44w6RJk0zLMn7wwQf65JNPEsz0V716dc2fP9+UgWnt2rU2LbUlPRybHt10ffXVV7Vp0yaNGzdOH330kSZPnqy//vpLEydOtPMV2Se1r3GTJ09W9+7d4w049vDw0OjRo1WsWDFD/e7du03ZTh83ZswY01Kpo0ePVp8+fRJ8r5UvX17z5s0zXVu+/vpru5frLFu2rObMmWMKBnxcnTp19PHHH5vqE1q2cc2aNaaMoZUqVdKvv/5qChR4nLe3tyZNmqTXXnvNUB8cHGxz0KqtnD13aNOmjSZMmGAIBnxcsWLFNHv2bNN5tXnz5gSXV03N8yo15zxbtmzRyZMnDf8SCtSXZApUc8QcfMqUKSpdunS8/8qUKaMKFSro2Wef1SuvvKKhQ4eaggFr166t2bNnxxvM5Aipce07efKkKTNy2bJltWjRogSDDTw8PNS/f3+NHDnSUH/kyBFTQFBKO378uCFoMkOGDBo/frzVYMDHtW/fXt26dTPUHTt2zPQg1JMqJiZG9+/f16VLl7Rjxw5NnjxZzZo10+TJk00Z9xo0aKBOnToleLygoCDTgzP58uXT4sWLrQa0PJIhQwZ16tRJ3333nSEA7cqVKwlmuZo9e7YpO+3bb7+t4cOHm4IBH8maNavGjRtnuv486WbPnm0oZ8uWTT/++GOiwdEeHh4aPny4KfNjUFCQjh8/7tA+hoaGmh788/Dw0M8//6z27dvHe211cXFRhw4d9PPPP5uubxMmTLB5adVHwXkZMmTQyJEjtXr1ao0aNUrDhw/XjBkztGXLFvXu3Ttu+6ZNm5oeLrFn2WDL5YKbNGliV6bu9CI2NtY0Lri4uGjy5Mnq1KlTvPNuT09PjR492pT1e8OGDVbH4JEjRxrm4+7u7po2bZrVgMPHPffcc5o/f74hK3NkZKRGjx5t0+tzJMv5Vu/evRMcOyWpUKFC+u6770yv0VoWzsRYPuhluYoAAABI/wgIBAAAQLqybNmyBG/2Pf6vfPnyql69upo3b66+fftq/vz5cctpPOLi4qIBAwakyvIiHh4emjhxYqI3GTNkyKAvvvjCtKzKvHnzTDd6kmLmzJmGcq5cufTtt9/GPVmfmEGDBpmW+rM85iMFCxZU9erVDXW2fil/7Ngx07JXbdq0sWlfS8HBwbp3756hztYsWfXr1zcEt2TKlMmU1eVp8tFHH2ns2LF2La999+5dbdy4UZ9//rnq16+v9u3ba+HChYaMESnF8qa7n5+fXTcUmzVrZrqxZJlZKzU9nhlIkooUKWJzVrXu3bsbylmzZjUtp5qaLAPAXF1dNW7cOJsyURUpUkRdu3Y11O3Zs8d0kzk17du3T3///behrn79+nr77bdt2j9v3ryaMGGCaVkzW5ZEf1ydOnX05Zdfms6LTJkyqWLFinYdyx6pfY17+eWXbQrs9fDwMGWiCQ8P14ULF6xuf+nSJW3atMlQ9/rrr9u8ZJy3t7fGjx9vuEl+7do1Q2Y9W4waNSrRrE7Sw+uiZfBAfAEBMTExpqygmTNn1sSJE+MNfnuci4uLRowYYQpaWrNmjSG7ZXI5c+5QtGhRff7554kGEHp7e2vs2LGm9+vcuXOtbp+a59WTMOexvGEd3zKVqalbt26aMWNGimeATo1r36xZswzjacaMGTVlyhRlyZLFpj527NhRjRs3NtT98ssvDvkcYivL+U7OnDmVP39+m/a1DAjMkSNHvGN+WnDlyhWbP9+WLVtWVapUUaNGjdSzZ099//33Vsffxo0ba+LEiYmOZfPnzzc8HOLi4qJJkybFu7ynpRdffFGdO3c21C1cuND0mVt6GLDz66+/GuqeeeYZ9e/fP9F2XFxc9MknnyQa2PykuH79ug4ePGioe/PNN23+vUtSu3btrB7XkebMmaOQkBBD3YABA2zO2F+rVi0NHDjQUBcaGmr3QyADBgxQx44dTedznjx5DA9OZM6c2ZQ5d8OGDTZ95gwKCjI95JjU7x6edLt27TLNpTp37qwGDRokuu+j9+rjwW4xMTGm+cru3bt15MgRQ12/fv303HPP2dTHQoUK6fPPPzfUHThwQPv377dpf0exvFbZ+oBDmTJlDJkrM2bMmKT3r+WYeObMGdMcEAAApG8EBAIAAADxKF26tGbMmKF33303Vdp74403VLx4cZu2zZo1qyl459q1a4blQJLi7NmzpqWJevXqZVMgwCMZMmQwBVD+/fff8WZ+s/wi/cKFCwlm0HnE8gn96tWrq1ChQjb383HWgh3t+bJ49OjRWrBggf7++28dOHBAffr0SVI/0ovWrVtr/fr1evvtt+0KDHzE399fI0eO1EsvvWRX1qekeP755/XKK6+oSpUq8vX11csvv2wK4EiIm5ubaZlKazc5U4vluXz27Fmbs2xUrFhR33//vVauXKmDBw/q77//VqlSpVKim4mKiIgwLU9Xr149uwLWHg/sdHV1VcGCBXX+/HmH9dFe1gJzPvzwQ7uO8cwzz5iy5/3zzz+mm00J6devX5IzqSZHal/jHs8Ik5gaNWqY6uK7Zi1atEjR0dFxZXd3d/Xr18/mtqSHN/ksM/csWbLE5v3LlSunSpUq2bSti4uLaXk0y6yojxw/ftwUFNOxY0dTZsqEuLu7a9CgQYa6qKgoLV261OZj2MJZc4fBgwcrY8aMNm1bqVIl1a1b11C3adMmq5lXU/O8SutznpCQEAUEBBjqkjq/c6RZs2apbdu28Wa9doTUuPbdvXvXNLfq0KFDolkbLVlmBD9//nyyP4fYw/I8DgoK0n///WfTvnny5NHUqVO1bNky7du3T7t27dILL7yQEt1Mc3x8fPTpp5/qu+++symofOHChYbyiy++qCpVqtjVZo8ePQzBP7dv37aa6Wrbtm2GJckl6f3337d5Xu7h4aH333/frr6lVeHh4erWrZsaNmyoUqVKKVOmTGrVqpVdx7A253L0ZxTLuW2ePHlMAbeJ6dq1q/Lly2eoW7x4sc3758iRQ126dLF5e8v5Q2hoqLZs2ZLofqtXrzZk3c2fP7+effZZm9tNT9asWWMou7u765133rF5/6JFixrm3t7e3qa56YIFCwxlHx8fu8+thg0bmrKS2zPfdgTLDJiWmYcTMnjwYP3666/atm2bDh06pK+++sru9i3nTzExMTp79qzdxwEAAE8uAgIBAACAx+TMmVOtWrXStGnTtHz5ctON1ZTUoUMHu7Zv1aqVaRmR5C5VumvXLlOdZfCJLerWrWu6ebN3716r2yZl6Z7o6GjTF9G2ZtGxJkuWLMqVK5ehbuzYsfrrr79s2r9KlSqqWrWq6RhPs5w5c+qDDz7Qjh07NHXqVL366quGZXtsce3aNQ0aNEhDhgxRREREivSzd+/e+uabb7Rw4ULt2LHDlKXCFpZLRSW01GhKs1w+9N69e3r//fd148aNRPd1c3NTo0aNVLp0aZtuEqckf39/001Le9/j+fPn14wZM7R27VodOnRIGzduTHSJppT077//GspVq1a1OUDucdYyWO7Zs8emfXPmzGkKDkstqXmN8/HxsSuY1c/Pz1T3aBk6S5bXyVq1asnHx8fmth558cUXDeWDBw/avGxwtWrV7Gorb968hnJ8AQGW56j0cHlNe9WuXdsUXGT5sEFyOWPu4Ovrq/r169u8vWQOPLh//74p65OUuudVWp/zWMtmZu096gzHjh1Tz5499cUXX9i9zLctUuPat3//ftOcqkWLFnb39ZlnnjFlLYxvrp8SLOc7sbGx6tOnj86dO2fT/vXr11e5cuVszor4JPPy8tILL7yg0aNHa+PGjXrzzTdtejDg7NmzpuySSTlX8uTJo7JlyxrqrJ0rlsG2Pj4+dgdqNmrUKEkPI6U1hQsX1rBhw/TDDz9o1apVOnDggCmwKTHWlrJ15GeUoKAgnT592lDXpk0bux6skh4GLr/66quGuitXrticWbhWrVp2fW6pVauW6ZpiS5ZhywcKWrVq5ZQHbNICy/linTp17J6zDB8+XL/99pv27NmjnTt3aujQoYafW84bGzVqZAqus4XlvCg1r1OS+Vo1ffp0LV261KaMumXLllWNGjWUJ0+eJJ9r1oL9HZm1GwAApH1uzu4AAAAA4Eh+fn6m5WqlhzeJwsPDdePGDZ08edL0BZyfn5/Gjx+vqlWrplZXDfLmzWv3cmje3t4qXLiwIevHoUOHktUPy8wevr6+di1N9EjWrFlVoEABQ6aO/fv36+WXXzZt+2jpnuXLl8fVrV27VkOHDo33hsLff/9tuEHl5eWVpMDFx7Vs2VKzZs2KK9+9e1e9e/dWpUqV1KRJE9WtW1elS5dOVhtPI3d3d9WvX1/169dXbGysTp06pV27dmnXrl3au3evaZkpa1auXKm7d+/qhx9+MAUIOVNoaKj+/fdf03KJMTExTuqR9Oyzz8rX19fw/ti9e7caN26sRo0a6cUXX1Tt2rVTfMnD5LJcIkqSKleubPdx6tSp44DeJJ+1m6a2LqdmqXLlyvLw8DAEdOzdu9emZcuS8jt0hNS+xhUrVsyutqwFhFgLQg4LCzMtt2vrUquWLIMjwsLCdOzYMZsy/9l7LbIMCng8E93jLANL8+bNa7qRaQsXFxfVrFnTkLny0KFDioyMtJqdLimcMXd47rnn5OZm31ep1oI3/f39DVmFnHFepeU5j7Ub1UkJjrTUp08f9e3bN8FtIiMjFR4erqCgIF24cEEHDx7U8uXLTX369ddfFR4eri+//DLZ/Xpcalz7LLNBuri42LyEoeV+ZcqUMQRqp+ZSjMWLF1f58uV19OjRuLpTp06pZcuWqlevnho0aKC6desm6XNMWuPl5WXKNvpIRESEQkJCdOzYMdOyp15eXhoxYoRat25td5CWZP5cKCV9bCpXrpzhb2XtXLEMlq5UqZLd8353d3dVrFhR27dvT1I/04tLly6ZAuAlx35G2bNnj+k7laRmzLP2wM7evXttCga3N2Oli4uLWrdure+//z6ubtu2bQoJCYk3mPTs2bOm8flpXS749u3bunjxoqEuKdephOYYFy5c0K1btwx1jpoXXbhwQUFBQan2Wbhly5aGzy+RkZEaNmyYZsyYoaZNm6pevXqqUKFCin3HYW3+REAgAABPFwICAQAAkK7UrFlTY8aMSXCbq1ev6qefftLixYvjvhS/cuWKunfvrkGDBtm15IyjWAtitEXZsmUNwRK2LpUVnzNnzhjK4eHhdi9Z94jlMqUJLWnZpk0bw039W7duaefOnfHe0LR8Qr9Ro0bJzvDRvXt3LV++3BSg5u/vL39/f40fP165c+dWnTp1VKdOHT3//PPKmTNnstp82ri4uKh06dIqXbq0unTpotjYWJ08eVL//vuvtm/frt27d8ebCfDPP//Ujz/+6JSlwMLCwnTp0iVdunRJ58+f15kzZ3Ts2DGdPn3a6o01W574TykeHh5677339Pnnnxvqw8PDtWbNGq1Zs0YZMmRQuXLlVKdOHb3wwguqXLmy3UEuKc1y2dIcOXI80Tf1rWVoTOqNLQ8PD5UqVcpwY9IyKDU+JUuWTFKbyZXa1zh7g4esZd2w9t6+cOGCKbvOX3/9ZTpfbWEtS9/ly5dtCgi0N/uR5fs7voAAy2WSkxIk9EiFChUMywQ/CrJy5Ps4tecOSTmPc+XKpVy5chlubFueL844r9LynMdyyVBJqXbj3t3dXe7u7sqSJYsKFSqkunXr6p133tEvv/yiiRMnGrZdvHixatWqZfVhl6RKjWufZXC6m5ubhgwZkqRjWfbXnuXrHaFfv3565513DPOu6OhobdmyJW4J0JIlS8adxzVq1LB5ye+0xNvbW5MnT05wm9DQUC1atEg//PBDXIbbsLAwDR8+XPv379eIESPk6elpV7uW54okffPNN0maM1p+xrR2rlieT0kNSi5btuxTExAYGBioS5cu6eLFizp79qxOnTqlw4cPmzI7pgTLOYOU9HmDtTmxrXNbex84kR7OH3744Ye4sSMyMlJ//PGH1Szc0sOH0x5XtWrVJD0wkR5Ym4s7+gECy/FCkpYtW6a///7b7mNZLkUsPRx/Umte0a5dO82dO9cURHnmzBlNmTJFU6ZMUY4cOfT888/HXasced338vKSl5eXwsLC4uqs/U4AAED6lba+8QcAAABSQf78+TVq1CjVr19f/fv3jwtAevDggb766iudPXvWFEyT0vLly5ek/SxvzgYGBiarH7dv3zaU79y5oz/++CNZx4zv2I97tHTP408rr1q1yupN/Xv37mnz5s2GurZt2ya7f3nz5tX333+vXr16xbucYkBAgJYuXaqlS5fK1dVVzzzzjBo2bKimTZtaXY4FCXuUXaZMmTLq1q2bQkND9ccff2jmzJlWbwRMmzZNr776aooGhoWFhWnLli3at2+fTp06pQsXLqTKTTVH6tixo86dO6e5c+da/XlMTIyOHDmiI0eO6KefflK2bNn0wgsvqHHjxqpfv77TlwuWZMoK8aQH31rLhJmc5TYtA94SGl8flz179iS3mRypfY2zN+jBVtb+jidOnNCJEycccnxb/44ptcSl5euzd5n3x1m70RoSEuLQ8Tu15w758+dPUj9z5sxpGNMsz2NnnFdpec7z+E3rR1LqPW0LDw8Pvf3228qQIYPGjx9v+Nn48ePVvHnzJGVfsyY1rn2W58OjQJiUOHZKq1+/vj766CONHTs23ocxTp8+rdOnT+uXX36Rl5eXnnvuOTVp0kQNGzZUtmzZUrW/KSlLlizq2bOnGjZsqB49esSNi7Gxsfr999918uRJzZo1y67rh7W/p+U4mlQPHjxQeHh4XIDm3bt3TWNRUucsT/qcMT6XLl3Sxo0bdfToUZ05c0YXL16Md/xODZbXLnd39yT/zTJnzmwKWkrJuW3BggVVrVo1w/Kxq1atshoQGBsba1pS2BHfPTyprH0udvR7ztq86MCBAyl6/JSSOXNmTZ06VZ06dYr3c0xISIjWrl2rtWvXSnoYWPtovpWUgFdLnp6ehvfWgwcPkn1MAADw5Eg7ay0BAAAAqaxBgwb65ptvTJmBFi5cqEmTJqVqX7JmzeqQ/cLCwpKVnSwlb+QldGwXFxe1atXKULdx40arX1Zu2LDB8IVmvnz5krw8kaXq1atr1apV8S7L9bjo6Gjt379f33zzjRo1aqSuXbvK39/fIf14WmXJkkXt2rXTypUrNWjQINN788GDB4aMU450+/ZtjRkzRs8//7w++OADzZs3T3v27Ek0GNDFxcVhS2A60ieffKLJkycrb968iW57584drVmzRgMGDFDt2rX19ddfmzJ8pjbLgJCUCoBKLdYyXiV13Le2r603tpwVEJja1zhrGf8cIaWDXWx936XUsmKW51Fy3nfW/uaO/v2l9twhqb8Py/0sAzicdV6l1TmPtYBADw+PFGnLHr169TJlibx+/bpDM5GlxrXPWXP9lNK9e3fNmTPHpqXiHz30MXToUNWpU0fDhg2zmsH3SVakSBHNnDnTlEn28OHDev/99+PNxG1NSv89Hz++tcC2TJkyJem4T/qc0ZK/v7+6du2qRo0aaezYsVq9erVOnDiRaDBgSo+blnOG5MxrJfPfLaUfdrFc8nfv3r1WsxLu2bPH8OCBp6enmjVrlqQ20wNr12hHv+fSynzbUYoVK6bVq1fr5ZdftukzyrFjx/Tdd9+pRYsWateuXbLnGZZjgbW/IQAASL8ICAQAAMBTrWnTpurdu7ep/qefftKiRYtSrR9JDSiKiooylF1dXZMVCGG5ZJ0jJXbstm3bGvp+7969uOW+Hme55F+rVq0cGhxRoEAB/fzzz1q1apV69epl03JAsbGx+vfff9WhQ4dUDyZNj1xdXdW7d2/179/f9LOkLBWUmCNHjqhFixb65ZdfbMq0kStXLjVo0EAff/yxNm3apCpVqji8T47w0ksvafPmzZoyZYqaN29u082ae/fuafbs2WrSpIkOHTqUCr18OlgLYktO8Lbl2G/r8n2OymJlr7RyjUuulLxGSrIrUCMlWJ6TyTlHo6OjTXUpcf6l5twhqeex5e/C8v3qzPMqLc55rL3Hk3MuOlK7du1Mdbt27XJCT5LOmXP9lFKzZk2tXbtWM2fOVNu2bW3KVhUeHq6lS5eqadOm2rRpUyr0MvUUKVLE6kNv//77r4YNG2bzcVJzbLI2j0lqFitnX0sd6aefflKHDh3077//JrpthgwZVKJECb322muaPHmyli9fnqJ9i4mJMZSTO05bXittnTMkdW7RrFkzQ9BpbGysVq9ebdrOcv7QqFGjdBd0mtakx/m2t7e3xo8fr40bN6pv3742L7N85MgRvfXWWxo6dKjpPWcry/emMz9LAQCA1MeSwQAAAHjq9evXT//++68p+OXrr79W9erVVbx48RTvw71795K03927dw3lzJkzJ6sfWbNmVVBQUFy5Q4cO+uKLL5J1TFtZW7pn5cqVat68eVz5xo0bphuvrVu3TpH+lCpVSoMHD9bgwYN17tw5bd++XTt37tSePXsUGhpqdZ/Y2Fj99NNPypIli3r16pUi/Upr9uzZo4ULFyowMFCBgYG6efOmfv/9d4csJ9izZ08tWLDAkL3l9OnTyT7u486fP6/OnTtbDQT08vJSuXLlVKpUKRUvXlxFixZVyZIlTUteppVABWvc3NzUuHFjNW7cWJGRkdq7d6/+/vtv7dy5U8eOHYv3xkJwcLB69eqlhQsX2pR1x9Ess4wkdYxMK6xlL4lvHLGF5b7OXE7TFmnlGpdc1paXXLBggapWreqE3jhetmzZDFlRk/O+s/zbSUqR5chTc+6QUudxWjiv0tKcx1pWsLCwsLilRZ2pYsWKprpLly457Pipce2zbKN27dqaOXOmw9tJbS4uLqpdu7Zq166tmJgYHTp0SDt27NDOnTvl7+8fb4DJ/fv3NXDgQP3yyy+qXr16Kvc65dStW1fdu3c3/W1Xr16t2rVr27TkqeW5UqRIEYctL23J2jwpqed/cuZX9krJwKWpU6fGG3SdO3duVahQQSVLllTRokVVvHhxlShRwjB+OnJsssYyC2Vyf++W18qUnttmzpxZjRs3NgT8rVq1yvCwaHh4uOmcf5qXC5asZ4J09LXKWhvbtm0zfQZ/EhUsWFB9+vRRnz59dO3aNW3btk3//POPdu3aZTWj/CPLli2Tp6enPvvsM7vbtAyuTmr2VQAA8GQiIBAAAABPPTc3N40bN06tWrUyfFn24MEDDRo0SL/99luKL7mT1GVRAgMDDeV8+fIlqx/Zs2c3BARaWzYnJbVp08ZwU3/Hjh26fft23E2iNWvWGAKYqlSpoqJFi6Z4v4oVK6ZixYqpa9euioqK0uHDh7V9+3Zt3LhRp06dMm0/efJktW7dWr6+vineN2e7cuWKKZuCv7+/QwICPTw8VL16da1ZsyauztE3+T788ENTMGCJEiU0cOBA1a1b16b3flIzmKQ2d3d3Pffcc3ruueckPRx3/v33X23dulWbN282jUO3b9/WN998ox9//DHV+2oZIJPQDZIngbWAn1u3biX5eAEBAYZyrly5knys1JBWrnHJZS1g4erVq+kmIDB79uyGgMDElkxPiLV9fXx8kny8hKTW3CGp5/Hj8yrJfB6ntfPK2XMeazeqw8PDHXLs5ErpQIjUuPZZnm+PL4WZXmTIkEFVqlRRlSpV1LdvX92/f1979uzRX3/9pQ0bNpjGp4iICI0aNUorV650Uo9TxsCBA7Vt2zadOXPGUP/ll1+qevXqKlSoUIL7W54rV69eVWxsbIpkl3Jzc1OOHDkMy9Bevnw5ScdKzudXezNwpdTYdOLECU2ePNlU37p1a7311lsqWbJkosdI6XHTcryKjIw0XHvtERISYgquTI25bZs2bQwBgadOndKpU6dUqlQpSdLWrVsNgYp58+aN+xz1tLL293X0tcoy2FR6+L5ODwGBj8uXL59ee+01vfbaa4qNjdWJEye0fft2bd68WQcPHjRtv2DBAnXo0EHlypWzqx3LJYKd/YAVAABIXSwZDAAAAOhhxgNry5MeP35cP/30U4q3n9SsZ8ePHzeUk5vJy8/Pz3T81Mx+Zrl0T2RkpGEZr3Xr1hm2b9OmTar17RE3NzdVqVJF/fr106pVqzR//nzT7y0iIkIbN25M9b45g7UAnf379zvs+Hnz5jWUHfkF9t69e+Xv72+oK1++vBYvXqxGjRrZHAhsGezxpMiePbteeukljR49Wjt27NDgwYNNS2hu27YtVTOtPGIZUBocHJykALpNmzbp559/1h9//KFjx4455bVID7NBWN5AP3LkSJKO9eDBA507d85Q54gA3JSUVq5xyWU51kvSsWPHnNCTlFGwYEFD+ejRo0k+luX5nTFjRuXOnTvJx0tIas0dknIeX7lyxRRIaHkep+XzyhlzHmuBAGklKNwySFlybObL1Lj2Wf79Ll++7LRrY2rJlCmT6tWrp08//VR//fWXvv76a1P2sZMnT+rs2bNO6mHK8PDw0OjRo01zu3v37mn48OGJ7m95PkZERKTo78gyA+eJEyeSdBzLuUNCLOdm9mb8szYmOMKcOXMUFRVlqPvggw80duxYm4IBpZTr2yPWAkqTOm+wtp/lnCQlPPvss6Yxcf369XH/t5w/tGrVyvR+etpYm7NYe1ggMQEBAfrf//6npUuXas+ePbpx40bc905peV6UUlxcXFS2bFn17t1bixYt0qpVq6wG/j3+oKQt7t27ZxrXrM2zAABA+vV0z14BAACAx3Tt2lXly5c31U+bNs0UfOFoJ0+etPsp/uvXr5uyeiR3qatq1aoZyoGBgXbdVHncwoULtXbtWh06dMjmm5mPlu553KMv4q9evarDhw/H1WfMmNGwJGBy3bt3T0eOHNHKlSu1c+dOm/erVq2apkyZYqq3zMaRXlWoUEGurq6GumXLllldLjIprl27Zig78uaQtQCGQYMG2bWMzt27d019dPYSwjdu3NDOnTs1b948m4MVPTw81KtXL7355puG+qioKJ0/fz4lupmgypUrm+osl3W3xaJFizR+/Hj169dPbdq00QcffOCA3tkvZ86cpoxklkuY2mrv3r2mm8Rly5ZNct9SQ1q5xiWXr6+v6Qb4jh07knSsS5cuad68edq6datOnz5tddny1GaZke7GjRu6cOGC3ceJiYkxZOyTpDJlyqRIVikp9eYOSRmD9u3bZ6qrUaOGoeyM8yotz3msXeevX7/usOMnh7UApcSyrNkjNa59lnP9qKgou86Bx61atUorV67Uvn37dOPGDbuzqyVXUFCQ9u7dq99++03//fefTfu4urqqXbt2GjhwoOlnSQ1eT8sqVaqkTp06mep3796tJUuWJLivtSylSR2b/vzzTy1btky7d+/WlStXFB0dnWh7J06c0I0bN+xqx97Prm5uxgW07L0Wp9R3BI8HtUtS/vz59dZbb9l1DGtBWo58j1o7P5I6t7W2X5kyZZJ0LHu4uLioVatWhrpH84cHDx7or7/+MvysdevWKd6ntM7X19cUsGf5gJ0t9u7dqx9++EHDhg1Tp06dVLdu3bjg//Lly5uCtpM69hw/flwLFy7U9u3bde7cuVTPOBweHq4TJ05o7dq1pvd1QkqVKqWpU6eaHlC0d75lbf6UGsG2AAAg7SAgEAAAAPj/XF1d9eWXX5qCmyIjIzVy5MgUbTssLEwbNmywa59ly5YZyi4uLqpbt26y+mF5k1qS5s+fb/dxDh8+rJEjR2rgwIHq0KGDateurc8//9ymfS0z9/z7778KDQ3V5s2bDYFWjRo1srp0W1K8//77qlatmtq1a6chQ4Zo5syZdu1frlw501KIlkuzpFeZM2fW888/b6gLDQ3VrFmzkn3s0NBQbd++3VBXs2bNeLe3N9jE2lJk1m7GJ2Tz5s2mm2uWwVqWUioo5tq1a6pWrZrq1q2rbt26adSoUfr333/tOsYLL7xgqotvSeSUeh3SwxvY7u7uhjp7MyLcv3/fFJRkGQiRmizH1wMHDiQp087ixYtNdbVq1Upyv1JDWrnGOYJlUOLJkyetBn0l5pdfftGoUaP09ttvq2XLlqpSpUqSbqg6krU5gLXzLTHbt2833YBM6XM0NeYOe/bssTswzfI89vPzU4kSJUzbpeZ5ldbnPIULFzZdXywD753F8u8pOTZQOTWufY6a69+4cUPDhg3TkCFD1LFjR9WtW1fvvPOO3cdJioiICNWpU0fPPfec3nzzTY0YMcLua4w9850n3YABA6xm9B43blyCD45UqlTJFJSzcOHCJC2rO2zYMA0dOlSdO3dWgwYN9Morr5i2a9q0qaEcExOTaNCipSVLltiV5c8y87i15e4Tsnv3bru2t0VoaKgps2zFihVN31EkxtqDT4l9RrFHrly5VKRIEUPd0qVLrQZ7JiQqKkpLly411Pn6+qp48eLJ7aJN2rRpY7jmnDt3TmfPntU///xjCBCtXLmy0zNVpxWWn6e2bdumO3fu2HWMbdu2GcpFihSRt7e3JMnd3V3PPPOMafukLHH/7bffauTIkXrrrbfUrFkzVa5c2e73eVJ99dVXqly5slq1aqWBAwdq4sSJdu2fO3duU2CsvfMta/Mny/ctAABI3wgIBAAAAB5Trly5eLMoWH5R7WjTp0+3+QZGUFCQ5syZY6irUaNGsp/2rVatmukLwuXLl9u9ZNOkSZNMdU2aNLFpX8uleyIjI7Vz505TYJgjlwsuWrSoIWBg586dCggIsHn/iIgI03JruXLlclj/0rqOHTua6n788Udt3rw5WccdP368KdOgZRaHx9m7hFNERISpzp6sAffv37eaKSmx93FKLTWVL18+09KFK1assOsY1pZltAz8eCQll8zy9PTUSy+9ZKjbuHGjXZlYli9fbsr08uKLLzqkf0nRrl07U924cePsOsaBAwdMN3jLly//RNygTAvXOEew9necMGGCXTfAL126ZAq0y58/v2m5xNRWuXJl0w34BQsW6NKlSzYfIzIy0uoNzxYtWsS7j71BDtakxtwhJiZGU6dOtXn7Xbt2mTKvxdd+ap5XaX3O4+npaQpeckamWktLliwxZJuUpGzZsql27doOayM1rn358+fXc889Z/j5P//8Y3qvJOa7774zjem2zvWTy8PDQ/nz5zfUrVy50q4MzdYC4eKb7zzpMmfOrE8++cRUHxISkuA8xMPDQy1btjTUnT9/Xr/99ptd7c+cOdM0v7R2rhQrVkzPPvusoe7nn3+2+Rp0+fJl/fTTT3b1zXLsCgkJsflz7/3797Vy5Uq72rOFtc8i9garbtu2zWrWvcTmYfZejy2vXQEBAXY/FDZz5kxTgJbleZeSChUqZApw2759e4p+9/Cks/w8Hh4ertmzZ9u8f2BgoP744w9DXYMGDQxly3MrKipKEyZMsKuf+/bt09atWw11VatWla+vr13HSapixYoZAqjPnj1rmkckxvJaZe98y3L+5Obm5tDMxgAAIO0jIBAAAACw0L9/f+XNm9dUP3bsWJuX30yKEydOWA2ksxQZGamPP/7Y1Bd7lxGyJkOGDOrevbupvf79+9u87O/s2bP1999/G+rKli1rusETH2tL92zatMmQgSF37tymrHTJYXlTKjIyUl9//bXN+y9dutR088bZS1umpgYNGpgy90VHR6tfv3764Ycf7MrUIT38/Y8bN04LFiww1Ddu3DjB5aMsl9SREr6BlidPHlPd+vXrbepjeHi4PvjgA6s3KRO7aWfZT0dmVrJcNnPr1q2m5a7iExsbq4ULFxrqcuXKZVrq9pGUfB3Sw2XcHxcREaGhQ4fatJzb1atXNXnyZENd9erVVapUKYf20R7PPPOMaXm1rVu3atq0aTbtf+PGDQ0ZMsQUINStWzdHdTFFpYVrnCNUr17dlEl03759GjNmjE37R0REaPDgwaaA5K5du6Zo1k1buLi4mOYA9+7d0wcffGDTMvCxsbH68ssvTcEUzz//vF1jd1LGktSaOyxYsEB//vlnotsFBATo448/NgQoZcqUyWoAvZS659WTMOex/F3YswRoSli1apU+++wzU32XLl1MgfjJlRrXvp49e5r2HTJkiM2Bl5s2bdLvv/9uqPP19U0w8NfRLM/jU6dO2ZXp0HKOaS0jVXrSqFEjNWrUyFS/bNmyBJd57dGjh2kM+frrr7V//36b2vX399cPP/xgqPP09NTrr79udfs+ffoY2rt//7569+6d6NLBN27c0Ntvv6179+7Z1K9Hypcvb6r75ZdfEt0vNjZWo0aNsvnzsT1y5sxpyhS6Z88em7+HOHHihIYMGWL1Z4k9+GTv9fj1119XpkyZDHXffvutzUsH79q1S999952hzt3dXW+++aZN+zuKZbDftm3bDEvUZsyYUc2bN0/VPqVlderUUcmSJQ11U6dOtXlc+PLLLw3XNBcXF9OY0KJFC9PDAWvWrLE54DQkJERDhw411afm56YGDRqYliX/+uuvbf5uZPv27aYVDezNdn/s2DFDuVy5cla/MwEAAOkXAYEAAACAhcyZM2vEiBGm+sSyKDjCjBkz9OWXX8b7ZX1gYKDef/99083o2rVrq169eg7pQ9u2bU03Ry5cuKAOHTokuHxddHS0pk2bptGjR5t+NmjQILsCHSy/lF+1apXhhkSrVq0cklHokUqVKqlKlSqGunXr1mnEiBGJ3gjZtGmT6TX7+fmpTp06Duvfk2D06NHKnj27oS4qKkr/+9//1LRpU82ZMyfRG1lBQUFasmSJWrVqpRkzZhh+lj17dg0bNizB/S3bl6TTp0/Hu721INUJEybo4MGDCbZz+PBhvfHGG/EGhSR2MzJbtmyG8qVLl6xmK0yKTp06mTL3DRgwQJs2bUpwv/DwcH388cc6cOCAob59+/bxvndT8nVID9+XlsEFhw4dUo8ePRLMFnP69Gl1797dkI3GxcVFAwcOdFjfkmrYsGGmm7wTJkzQV199lWCwx969e/XGG2+YXnfNmjWtLruXVqWFa5wjWPs7zpkzR4MGDUpwnLtx44Z69uxpGmP8/PziDRRLba1atTJllPP391fnzp116tSpePcLCgrSBx98YAoq9vDwsJqZ6nGWY0lSltKWUmfuEBsbq759+yaYNfrYsWPq1KmT6SbuO++8k2AGstQ6r1J7ztOgQQOVLl3a8M/yd2PJMsDQ3kzVyREdHa3Q0FCdPXtW8+fP1+uvv2412LJQoULq3bu3w9tPjWvfCy+8YMqYGxwcrNdff11btmxJsH9LlizRwIEDTdn4+vbt6/DgyIS0b9/eFIj09ddfm8YgS9HR0fr2229NSzE3a9bMNBY9cvnyZdM5bJnN6knwySefmH5nkjRy5Mh452/Fixc3Zc8PDw9X9+7d9fvvvyeYlfGvv/5Sz549rQYqW3soR3qYDdgyM9i5c+fUpk0bLV682PTQzYMHD7R48WK1adNGZ86cibcv8alevbrp7758+fIEH9YIDg7WwIEDrS4h7ggZMmRQrVq1DHX379/XBx98YMrO+rioqCjNnz9fHTt2VEhIiNVtEtpfMl+PE/udZsuWTf379zfURUREqFevXlq8eHG850dsbKwWL16sXr16mc6Pt99+O9UzQjdt2tQwfu3atUsXL16MKzds2DDe8eFp9eGHHxo+I0ZGRqpnz56mzH+PCw8P1/Dhw7V27VpDffv27VW4cGFDnZubmz7++GPTMUaPHq2vv/46wc/b586dU+fOnQ1/Q0mqUqWK6eG5lJQnTx7TUuj79+9Xv3794n2PPr7d4MGDDXWZM2e2O3um5fypRo0adu0PAACefG6JbwIAAAA8fRo1aqQGDRqYbootW7ZMbdq0MX1J70hz587Vli1b1K5dO1WtWlXZsmXTrVu39Pfff2v58uW6ffu2YftcuXLZnEHGFh4eHvrf//6ntm3b6s6dO3H1V65cUceOHVWnTh01atRIxYsXV9asWRUSEiJ/f38tW7bMamaRrl276oUXXrCrD4+W7nkUgGiZESslluwZMWKEOnTooKioqLi63377TX/++adefvllVatWTblz55a7u7vu3LmjM2fOaNOmTfrnn39Mx/r4448dGrBozZUrV1S6dOlkH6dPnz7q27dvso9ToEABff/991azc1y+fFlfffWVvv76a5UsWVKlSpVS7ty5lTFjRoWGhio4OFjnz5/XsWPHrN44ypgxoyZNmmRYDtKavHnzKkOGDIaleUaPHq2YmBgVK1ZMYWFhypYtm0qUKCHp4fs8X758unbtWtz2oaGhevPNN9WiRQvVr19fBQoUkLu7e9wSYlu2bDFknJIeZn16PJgrODhY0dHR8Z4DlsvchYSEaMCAAerSpYuyZ8+u4OBgVapUSVmyZEnw9VpTvHhxdenSxZA94f79+3r//fdVpUoVNW3aVKVLl1b27NkVHR2tW7du6eDBg1q1apWuXLli6mdCWdlS8nU8MmrUKB0+fNhwQ+fAgQNq0aKFWrRoobp16yp//vxycXHR5cuX9eeff2rt2rWG97H0MItTWsjaWalSJQ0ePNgUUDNnzhytW7dOL7/8smrVqqVcuXLpwYMHOn/+vDZs2KBt27aZjpUvXz67l85KC5x9jXOEypUrW/07rl69Wlu3blXLli31/PPPx41JV69e1d9//61Vq1aZAj/d3d317bffpplsHR4eHvr222/Vtm1bw9/i+PHjatOmjRo2bKgGDRqoYMGCcnd3V0BAgP755x+tXr3a9LeTHmaBsVyG2JLlWHL69GkNHz5cbdu2lZeXlwIDA1W7du1ElylPrblDZGSkhg0bpkWLFqlVq1YqVaqUPDw8dPnyZW3evFnr1q0ztV2rVi316tUrweOm5nmV1uc8llmH79y5o9OnT5syEtljypQpmjJlSnK7JknKmjWrJk6cqIwZMzrkeJZS49o3duxYtWnTxnDtDwkJ0bvvvmuYL+TIkUN3797VsWPHtHLlSh09etR0rMaNG+u1115z0Ku3Tfbs2TVw4EB99dVXcXVRUVEaOXKk5s2bp5YtW6pcuXLy9vZWbGysgoKCdPToUa1atcoUdJw1a1YNGDAgVfvvDPny5VP//v1NY8z58+c1derUeD8PfPjhhzp48KBhqcsHDx5o+PDhmj17tpo3b65KlSopZ86cCgsL06lTp7Ru3TqrWeIqVaqkPn36JNjPYcOG6fjx44ZzLTAwUJ988om+/vrruPMyJCREJ0+eNIx/rq6ucZ9PH0noobRH2eh+/PFHQ/2ECRO0fv16dejQQUWLFlWWLFnixtyVK1fGfdZxdXVVpUqVTA/UJFenTp0MGeqkh8u7N2/eXO3bt1eVKlXk7e2tqKgoXb9+XQcOHND69et19epVwz6Wn1ESy2iYP39+QzbGxYsXq0CBAqpZs6ZiY2MVGRlpylDWrVs37dmzx/DwUXh4uD755BPNnTtXLVu2VIUKFZQ9e3bdvn1bx44d06pVq6wGetepU0fvvfde4r8gB8uSJYsaN24ctwS05VjaunXrVO9TWle3bl11795dM2fOjKu7f/+++vXrp6pVq6pFixYqWbKksmbNquDgYO3bt0+LFy9WQECA4Th+fn768MMPrbbRpEkTde7cWXPnzjXUz549W2vWrFHLli1Vs2ZN5c6dW7Gxsbp48aK2bt2q9evXm7LwZc+eXePHj3fQq7fd4MGDtXXrVkMw7pYtW9S4cWO1bNlSNWrUUP78+eXp6anQ0FCdP39eW7du1ZYtWwzfaUgPVzKx9gBkfEJDQ00P81jOrwAAQPpHQCAAAAAQjxEjRujff/813WQdOXKkVq5c6dCb976+vipUqFDcTewrV66YlvyyxsfHR7NmzVLu3Lkd1hdJKliwoH755Re9++67pi9td+zYYbpBEZ9WrVrF+wVvYtq0aWM1I2GlSpUSDS5IivLly2v48OEaNWqUISjt5s2bmjlzpuHL7oT07dvX6pJcT4MaNWpozpw5GjBggNUsNrGxsTp16lSCWaYs+fj4aNKkSTYF4WbMmFHly5c33LC8ceOGPvjgg7hyixYtNHHiREkPlyz7/PPP9e677xqCN6KiorRixQqtWLEi0TabN2+uV199VT169DDsf+zYMVOWrUesLfWzefNmbd68Oa48ffp0uwNpHxk4cKCOHz9uuhF74MABm29Y5siRQ99//32CwXwp/Tqkhzfopk+frt69e+vChQtx9eHh4Vq6dGmCWboeadGihdUlo5ylW7duevDggb799tskjzVFihTRzz//7PCxP6WktWucI8T3dwwNDdXChQsTzVIlPRyzJk6cqEqVKqVkV+1WoEABzZw50zQHiIqK0h9//JFg9pdH3Nzc9Nlnn5mW8bXG2ljy+++/G5YkXbdunYoVK5bosVJy7lCtWjVdvHhRN2/elCQdPHgw0Yyy0sOMND/88EOiAY1S6p1XaX3OU7JkSRUuXFj//fdfXN0///yTrIBAR8mXL58mT54c7zXeEVLj2pc9e3bNnj1bb7/9tilAzp75wvPPP6+xY8fatK2jde7cWYcOHdLq1asN9adOnYqb6yXG1odO0ovOnTtrxYoVpmUkp02bphYtWlgdZz08PDRt2jT16dPHNL7aM68vW7asfvzxx0Q/Q2fJkkUzZsxQ165ddfLkScPP7t+/H++56ebmpm+++UYLFiwwPLyTWHu9evXS2rVrDeONJB09elQjR46Mdz8XFxeNHDlSly5dcnhA4IsvvqgWLVqYMlneuHHDpsBmLy8vffbZZ9q3b59+++23uPrHPyNZU7VqVcNriYyMNKyQ4Ovra/V7gPHjx2vIkCHauHGjof7kyZOmv2F8XnzxRU2cODHFH6qLT9u2beMCAh/n6+v71GX+t9WgQYMUGhpqOMekh9ntbFk+2NfXV7NmzVLWrFnj3WbYsGGKiYnRvHnzDPW3bt3SrFmzbFpCOHv27Jo6daoKFCiQ6LaOli9fPo0bN079+/c3BCneuXNH8+fPt3mp+7Zt26pr1652tb17925DcGvmzJmtrpAAAADSN5YMBgAAAOKRP39+q5kSHmVRcKRHN1rq1q1r8z7PPfecli1blmI3RytUqKDff/89SV+Ae3p6atCgQRo7dqzc3JL2HFKzZs2sLj2WEtkBH+nYsaPGjRtn15PXj2TJkkVff/11olkv0rsKFSpo+fLl6tWrV7KWjsuQIUPcjRl7MnIOHTo0wRtJljel6tWrpzFjxtjd11y5cmncuHGaNGmSKleubFrm8a+//op33xIlSqhDhw4JHt/Wm2fWeHp6atq0aUl+r1SoUEELFixQuXLlEtwupV/HI4ULF9bChQvtXp7Pzc1N/fr10zfffGNTIE5qeuedd/Tdd9/Fu2RefFxcXNS+fXv9/vvvKlSoUAr1zvHS4jXOEd555x1NmTJFefPmtXvfEiVKaM6cOWk2gPzRHKB27dp271uqVCnNnz9f7du3t2n7evXqJTrXsHUsScm5Q6FChTRr1iwVKVLEpu0zZMigzp07a86cOXZlSk2t8yqtz3maN29uKFvLTpiafH199d5772ndunWpEsSbGte+ggULatGiRWrZsmWCWdTia6dHjx6aOnWqMmfObNe+juLi4qJvvvlGPXv2TFIQUeHChTV37txkPbjwpHF1ddXnn39uOjciIiISDH7z9vbWrFmz1LlzZ9Oc1xZt2rTRr7/+qly5ctm0fc6cObV48WK9++67NrVXqlQpzZ07V82bNzdl1UosIDBz5syaPXu2ypcvb1PfpIeZ9yZMmJCimTHHjBmjZs2a2b1frVq1tGzZMrVu3doUuHz69GlTRvDH9erVS76+vvH+/ObNm1aXsPfy8tJ3332nvn37ytPT067+enl56aOPPtIPP/xgdUnr1PLss89aDQxu1aqV04IU0zo3Nzd98cUXGjZsmN1/u5o1a9r0ecbV1VWffvqpRo0apRw5ctjdxypVqmjBggWqUqWK3fs6SsOGDTV16lS7P/dJD7OYDho0SF9//bXd+1rOmxo1amT3+xMAADz50tY34gAAAEAa06VLF5UtW9ZUP23aNJ07d86hbWXJkkU///yzvvrqKxUtWtTqNi4uLqpRo4Z++OEHzZo1K0lfKtojT548mjFjhn799Vc1bNgw0Rt+Pj4+6tGjh9auXavevXvbfXPxcY+W7nmch4eHWrRokeRj2uKVV17RunXr9O6779qULcTPz0/vvfeeNm7cqHbt2qVo354UWbJk0eDBg/Xnn3/q008/Va1atWwOuCtcuLDeeustrV+/XqNHj7b5xuEj1atX1/Tp0+MNpDh//rzCw8MNda+88krcjbOEbhpmyJBB5cuX19ChQ7Vhw4a4zFeZM2c23bBfuHChIiIi4j3WyJEj9dZbb8V7k9PaMlr28PT01JgxY+KWzUvs958hQwbVrFlTkyZN0uLFi23KxCWl/Ot4JGfOnPrxxx81b9481a9fP8GbGZ6enmrTpo1WrFih999/P83exGvcuLE2btyooUOHJrr8d/bs2dWuXTutWrVKX375ZYKZNNKqtHiNc4RGjRpp48aNGj58uMqXL5/oda9ixYr64osvtHz5clWuXDl1OplEefLk0cyZMzV79mzVr18/wXHE1dVVNWvW1MSJE7V8+XI988wzdrU1ZcoUtW3bNt4AJlvHkpSeO5QoUUIrVqzQ22+/rZw5c1rdxsPDQ82bN9eyZcv0ySefJCmjdGqdV2l5ztOyZUtDedeuXaas3SnB3d1dOXLkUNGiRfXCCy+oV69emjVrlv766y/1798/WQ872Cs1rn1Zs2bVhAkTtHz5crVs2TLRgIssWbLotdde0/Lly/XRRx85fbnzDBky6MMPP9TSpUvVvn17m66PFStW1KhRo7R69Wq7x6r0oFKlSnrjjTdM9bt3704w+6SHh4c++eQTrVu3Tq+99lqCgWPSw+yLLVu21MKFCzVmzBi7AqMf7T9gwIC4zxN16tRRkSJFlDlzZmXKlEmFCxdWs2bNNHnyZC1dulRVq1aVJIWFhRmOY8t7Nl++fPrtt9/0xRdfJBgY6OXlpQ4dOmjdunUp/pnUw8ND3377rSZNmpRoRtLMmTOrYcOGmj59uubMmRM3z2rSpIlpjm65/OrjcubMmWjwVHzXYxcXF/Xp00cbN25Uly5dlC9fvgT7XKBAAb377rvasmWLevTo4fSHd1xcXPTKK6+Y6lPyYcT0olu3btq0aZO6deuW6MMMzzzzjCZNmqTZs2fb9eDDa6+9ps2bN6tfv34qUaJEgtu6uLioVq1amjRpkhYsWJAiq0vYq3bt2lq7dq0GDx5s08NOuXLlUteuXbVhw4Ykf6+2detWQzmlxywAAJA2ucQ+vi4EAAAAgFTx3XffGZb78fPz05YtWwzbHD58WGfPnlVAQIDc3d3l5+enZ555xqkBEpGRkfL399fVq1cVFBSk+/fvK3PmzPL29lbZsmVVrFixZAUBWvrpp580adKkuHLTpk31v//9z2HHt8XVq1d14sQJXb9+Xffu3VNkZKQyZcqkfPnyqUyZMipcuHCq9udJFRUVpXPnzuny5cu6fv26wsLC9ODBA7m7uytLliwqUKCASpUqlaSMSNZERkbqwIEDOn36tG7fvi03NzflzJlThQoVUtWqVeMNYAsLC9ORI0d0/vx53b59W7GxscqZM6dy586tZ555JkmZCRISFBSkPXv26PL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       "text/plain": [
        "<Figure size 3000x1800 with 1 Axes>"
       ]
@@ -2414,15 +2553,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 26,
    "metadata": {},
    "outputs": [
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████| 1000/1000 [00:09<00:00, 105.71/s]\n",
-      "100%|██████████| 1000/1000 [00:07<00:00, 131.30/s]\n",
+      "100%|██████████| 1000/1000 [00:08<00:00, 114.89/s]\n",
+      "100%|██████████| 1000/1000 [00:08<00:00, 122.96/s]\n",
       "/Users/liuf9/opt/anaconda3/envs/spac-3913/lib/python3.9/site-packages/anndata/_core/anndata.py:402: FutureWarning:\n",
       "\n",
       "The dtype argument is deprecated and will be removed in late 2024.\n",
@@ -2435,7 +2574,7 @@
     },
     {
      "data": {
-      "image/png": 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",
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       "text/plain": [
        "<Figure size 640x480 with 4 Axes>"
       ]
diff --git a/examples/example_usage_lymphnode/sankey_diagram.png b/examples/example_usage_lymphnode/sankey_diagram.png
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literal 0
HcmV?d00001


From 9eb7da86fc6765d22f2cf2595c37bc15b1658dad Mon Sep 17 00:00:00 2001
From: fangliu117 <107778735+fangliu117@users.noreply.github.com>
Date: Tue, 15 Apr 2025 01:04:46 -0400
Subject: [PATCH 3/3] Updated example file with simplified output

---
 examples/.DS_Store                            | Bin 6148 -> 6148 bytes
 .../example_usage_lymphnode/analysis.ipynb    | 925 +-----------------
 2 files changed, 44 insertions(+), 881 deletions(-)

diff --git a/examples/.DS_Store b/examples/.DS_Store
index 900f370d9083808953b1677021f55cbc84d68051..f4e0177dc0987028cbd3b9109639a64c77e889e7 100644
GIT binary patch
delta 124
zcmZoMXffE}$t1ixsURn_xWvHV8Y2@k3o9Et2gl?Xrf5G-&UgXo>S{v^OA8$ZT|+~Q
zS{;RILt_h59R+h^v)Wot4pC)&>!A4ToZP(pUIs8=WQ5QRyigiO^-bnsGTLm)e1T;%
IJI7ys0Qh4WMF0Q*

delta 96
zcmZoMXffE}$t1ipsURn_xWvHV8Y2@k3o9Et2m9n0rf3}w&UgXI>S{wX6GI&ZOOsk1
zg=#}Xb7LI^Gjo&LT22m8Wqs?Q`0SkAy!`ITPnqNydnWTR8ErOazQD4XmE%7@0M0!c
AIsgCw

diff --git a/examples/example_usage_lymphnode/analysis.ipynb b/examples/example_usage_lymphnode/analysis.ipynb
index 9db4a2da..95b80f22 100644
--- a/examples/example_usage_lymphnode/analysis.ipynb
+++ b/examples/example_usage_lymphnode/analysis.ipynb
@@ -14,6 +14,8 @@
     }
    ],
    "source": [
+    "import io\n",
+    "import contextlib\n",
     "import sys\n",
     "print(sys.executable)"
    ]
@@ -141,13 +143,13 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "2025-04-14 23:38:05,588 - INFO - CSVs are converted into dataframes and combined into a list!\n",
-      "2025-04-14 23:38:05,589 - INFO - Total of 1 dataframes in the list.\n",
-      "2025-04-14 23:38:05,589 - INFO - File name: example_lymphnode_data.csv\n",
-      "2025-04-14 23:38:05,590 - INFO - Info: \n",
-      "2025-04-14 23:38:05,601 - INFO - None\n",
-      "2025-04-14 23:38:05,601 - INFO - Description: \n",
-      "2025-04-14 23:38:05,671 - INFO -             CellID          DNA1          BG1          BG2          BG3  \\\n",
+      "2025-04-15 00:59:11,962 - INFO - CSVs are converted into dataframes and combined into a list!\n",
+      "2025-04-15 00:59:11,962 - INFO - Total of 1 dataframes in the list.\n",
+      "2025-04-15 00:59:11,963 - INFO - File name: example_lymphnode_data.csv\n",
+      "2025-04-15 00:59:11,963 - INFO - Info: \n",
+      "2025-04-15 00:59:11,972 - INFO - None\n",
+      "2025-04-15 00:59:11,972 - INFO - Description: \n",
+      "2025-04-15 00:59:12,042 - INFO -             CellID          DNA1          BG1          BG2          BG3  \\\n",
       "count  4825.000000   4825.000000  4825.000000  4825.000000  4825.000000   \n",
       "mean   2413.000000  30125.675971   883.482671   562.292221  1102.110284   \n",
       "std    1393.001855   9488.749806   111.565519   111.174097    51.998103   \n",
@@ -198,9 +200,9 @@
       "max           1.000000         1.000000  \n",
       "\n",
       "[8 rows x 82 columns]\n",
-      "2025-04-14 23:38:05,678 - INFO - \n",
+      "2025-04-15 00:59:12,049 - INFO - \n",
       "\n",
-      "2025-04-14 23:38:05,679 - INFO - Combining Dataframes into Single Dataframe...\n"
+      "2025-04-15 00:59:12,049 - INFO - Combining Dataframes into Single Dataframe...\n"
      ]
     },
     {
@@ -302,97 +304,9 @@
       "Loaded data:\n",
       "<class 'pandas.core.frame.DataFrame'>\n",
       "RangeIndex: 4825 entries, 0 to 4824\n",
-      "Data columns (total 85 columns):\n",
-      " #   Column              Non-Null Count  Dtype  \n",
-      "---  ------              --------------  -----  \n",
-      " 0   CellID              4825 non-null   int64  \n",
-      " 1   DNA1                4825 non-null   float64\n",
-      " 2   BG1                 4825 non-null   float64\n",
-      " 3   BG2                 4825 non-null   float64\n",
-      " 4   BG3                 4825 non-null   float64\n",
-      " 5   DNA2                4825 non-null   float64\n",
-      " 6   CD25                4825 non-null   float64\n",
-      " 7   CD2                 4825 non-null   float64\n",
-      " 8   CD10                4825 non-null   float64\n",
-      " 9   DNA3                4825 non-null   float64\n",
-      " 10  CD163               4825 non-null   float64\n",
-      " 11  CD3D                4825 non-null   float64\n",
-      " 12  CD5                 4825 non-null   float64\n",
-      " 13  DNA4                4825 non-null   float64\n",
-      " 14  CD30                4825 non-null   float64\n",
-      " 15  ACTIN               4825 non-null   float64\n",
-      " 16  CD45                4825 non-null   float64\n",
-      " 17  DNA5                4825 non-null   float64\n",
-      " 18  CD206               4825 non-null   float64\n",
-      " 19  CD68                4825 non-null   float64\n",
-      " 20  PD1                 4825 non-null   float64\n",
-      " 21  DNA6                4825 non-null   float64\n",
-      " 22  KI67                4825 non-null   float64\n",
-      " 23  CD11C               4825 non-null   float64\n",
-      " 24  CD7                 4825 non-null   float64\n",
-      " 25  DNA7                4825 non-null   float64\n",
-      " 26  CD8A                4825 non-null   float64\n",
-      " 27  FOXP3               4825 non-null   float64\n",
-      " 28  CD20                4825 non-null   float64\n",
-      " 29  DNA8                4825 non-null   float64\n",
-      " 30  CD4                 4825 non-null   float64\n",
-      " 31  HLADR               4825 non-null   float64\n",
-      " 32  PSTAT3              4825 non-null   float64\n",
-      " 33  DNA9                4825 non-null   float64\n",
-      " 34  PS6                 4825 non-null   float64\n",
-      " 35  PERK                4825 non-null   float64\n",
-      " 36  CD21                4825 non-null   float64\n",
-      " 37  DNA10               4825 non-null   float64\n",
-      " 38  CD43                4825 non-null   float64\n",
-      " 39  NOS2                4825 non-null   float64\n",
-      " 40  PDL1                4825 non-null   float64\n",
-      " 41  DNA11               4825 non-null   float64\n",
-      " 42  CD11B               4825 non-null   float64\n",
-      " 43  CD57                4825 non-null   float64\n",
-      " 44  MHCI                4825 non-null   float64\n",
-      " 45  DNA12               4825 non-null   float64\n",
-      " 46  CD15                4825 non-null   float64\n",
-      " 47  ASMA                4825 non-null   float64\n",
-      " 48  CD56                4825 non-null   float64\n",
-      " 49  X_centroid          4825 non-null   float64\n",
-      " 50  Y_centroid          4825 non-null   float64\n",
-      " 51  Area                4825 non-null   int64  \n",
-      " 52  MajorAxisLength     4825 non-null   float64\n",
-      " 53  MinorAxisLength     4825 non-null   float64\n",
-      " 54  Eccentricity        4825 non-null   float64\n",
-      " 55  Solidity            4825 non-null   float64\n",
-      " 56  Extent              4825 non-null   float64\n",
-      " 57  Orientation         4825 non-null   float64\n",
-      " 58  CD25_expression     4825 non-null   int64  \n",
-      " 59  CD163_expression    4825 non-null   int64  \n",
-      " 60  CD3D_expression     4825 non-null   int64  \n",
-      " 61  CD45_expression     4825 non-null   int64  \n",
-      " 62  CD206_expression    4825 non-null   int64  \n",
-      " 63  CD68_expression     4825 non-null   int64  \n",
-      " 64  PD1_expression      4825 non-null   int64  \n",
-      " 65  KI67_expression     4825 non-null   int64  \n",
-      " 66  CD11C_expression    4825 non-null   int64  \n",
-      " 67  CD8A_expression     4825 non-null   int64  \n",
-      " 68  FOXP3_expression    4825 non-null   int64  \n",
-      " 69  CD20_expression     4825 non-null   int64  \n",
-      " 70  CD4_expression      4825 non-null   int64  \n",
-      " 71  HLADR_expression    4825 non-null   int64  \n",
-      " 72  CD21_expression     4825 non-null   int64  \n",
-      " 73  CD43_expression     4825 non-null   int64  \n",
-      " 74  NOS2_expression     4825 non-null   int64  \n",
-      " 75  PDL1_expression     4825 non-null   int64  \n",
-      " 76  CD11B_expression    4825 non-null   int64  \n",
-      " 77  CD57_expression     4825 non-null   int64  \n",
-      " 78  MHCI_expression     4825 non-null   int64  \n",
-      " 79  CD15_expression     4825 non-null   int64  \n",
-      " 80  ASMA_expression     4825 non-null   int64  \n",
-      " 81  CD56_expression     4825 non-null   int64  \n",
-      " 82  detailed_cell_type  4825 non-null   object \n",
-      " 83  broad_cell_type     4825 non-null   object \n",
-      " 84  loaded_file_name    4825 non-null   object \n",
+      "Columns: 85 entries, CellID to loaded_file_name\n",
       "dtypes: float64(56), int64(26), object(3)\n",
-      "memory usage: 3.1+ MB\n",
-      "None\n"
+      "memory usage: 4.0 MB\n"
      ]
     }
    ],
@@ -400,8 +314,10 @@
     "# Data Loading & Preprocessing\n",
     "file_names = [data_csv]\n",
     "data = load_csv_files(file_names)\n",
+    "\n",
     "print(\"Loaded data:\")\n",
-    "print(data.info())\n"
+    "# Print a brief summary using info() with lower verbosity.  \n",
+    "data.info(verbose=False, memory_usage='deep')"
    ]
   },
   {
@@ -421,767 +337,6 @@
       "3            CD3D+             T Cell\n",
       "4            CD20+             B Cell\n",
       "\n",
-      "#####################################\n",
-      "\n",
-      "Summary of cells that matched each phenotype:\n",
-      "NB: Cells count have matched other phenotypes as well\n",
-      "Regulatory T Cell: 527 cell(s)\n",
-      "Helper T Cell: 1123 cell(s)\n",
-      "Cytotoxic T Cell: 999 cell(s)\n",
-      "T Cell: 2234 cell(s)\n",
-      "B Cell: 922 cell(s)\n",
-      "Follicular Dendritic Cell: 713 cell(s)\n",
-      "NK Cell: 676 cell(s)\n",
-      "CD68+ Macrophage: 701 cell(s)\n",
-      "Dendritic Cell: 2515 cell(s)\n",
-      "Granulocyte: 443 cell(s)\n",
-      "Proliferating Cell: 1130 cell(s)\n",
-      "Activated T/B Cell: 1180 cell(s)\n",
-      "Activated APC: 2533 cell(s)\n",
-      "CD163+ Macrophage: 571 cell(s)\n",
-      "\n",
-      "#####################################\n",
-      "\n",
-      "Summary of cells that matched multiple phenotypes:\n",
-      "Cells that matched 0 phenotype(s): 252 cells\n",
-      "Cells that matched 1 phenotype(s): 515 cells\n",
-      "Cells that matched 2 phenotype(s): 858 cells\n",
-      "Cells that matched 3 phenotype(s): 940 cells\n",
-      "Cells that matched 4 phenotype(s): 1010 cells\n",
-      "Cells that matched 5 phenotype(s): 673 cells\n",
-      "Cells that matched 6 phenotype(s): 352 cells\n",
-      "Cells that matched 7 phenotype(s): 140 cells\n",
-      "Cells that matched 8 phenotype(s): 58 cells\n",
-      "Cells that matched 9 phenotype(s): 18 cells\n",
-      "Cells that matched 10 phenotype(s): 7 cells\n",
-      "Cells that matched 11 phenotype(s): 1 cells\n",
-      "Cells that matched 12 phenotype(s): 1 cells\n",
-      "\n",
-      "#####################################\n",
-      "\n",
-      "Summary of cells with multiple phenotypes in \"manual_phenotype\"\n",
-      "\n",
-      "\n",
-      "                                                                                                                                                                manual_phenotype  count\n",
-      "                                                                                                                                                   Dendritic Cell, Activated APC    220\n",
-      "                                                                                                                                                        Cytotoxic T Cell, T Cell    121\n",
-      "                                                                                                                   B Cell, Proliferating Cell, Activated T/B Cell, Activated APC    105\n",
-      "                                                                                                                                        Cytotoxic T Cell, T Cell, Dendritic Cell     74\n",
-      "                                                                                                                                 CD68+ Macrophage, Dendritic Cell, Activated APC     69\n",
-      "                                                                                                                                       B Cell, Proliferating Cell, Activated APC     67\n",
-      "                                                                                                                                                           B Cell, Activated APC     64\n",
-      "                                                                                                                        Regulatory T Cell, Helper T Cell, T Cell, Dendritic Cell     61\n",
-      "                                                                                                                       B Cell, Dendritic Cell, Proliferating Cell, Activated APC     58\n",
-      "                                                                                                Follicular Dendritic Cell, Proliferating Cell, Activated T/B Cell, Activated APC     55\n",
-      "                                                                                                   B Cell, Dendritic Cell, Proliferating Cell, Activated T/B Cell, Activated APC     55\n",
-      "                                                                                                                                         Helper T Cell, Cytotoxic T Cell, T Cell     50\n",
-      "                                                                                                                                               Dendritic Cell, CD163+ Macrophage     48\n",
-      "                                                                                                                         Helper T Cell, Cytotoxic T Cell, T Cell, Dendritic Cell     47\n",
-      "                                                                                        T Cell, Follicular Dendritic Cell, Proliferating Cell, Activated T/B Cell, Activated APC     47\n",
-      "                                                                                Follicular Dendritic Cell, Dendritic Cell, Proliferating Cell, Activated T/B Cell, Activated APC     46\n",
-      "                                                                                                                                                          T Cell, Dendritic Cell     41\n",
-      "                                                                                                                                           Helper T Cell, T Cell, Dendritic Cell     40\n",
-      "                                                                                                                      Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell     38\n",
-      "                                                                                                    Follicular Dendritic Cell, Dendritic Cell, Proliferating Cell, Activated APC     37\n",
-      "                                                                                                                         Cytotoxic T Cell, T Cell, Dendritic Cell, Activated APC     36\n",
-      "                                                                                                                                           T Cell, Dendritic Cell, Activated APC     36\n",
-      "                                                                                                           T Cell, B Cell, Proliferating Cell, Activated T/B Cell, Activated APC     34\n",
-      "                                                                                                                                        Regulatory T Cell, Helper T Cell, T Cell     34\n",
-      "                                                                                                                                          NK Cell, Dendritic Cell, Activated APC     31\n",
-      "                                                                                                                               Dendritic Cell, Proliferating Cell, Activated APC     30\n",
-      "                                                                                                      Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, Dendritic Cell     30\n",
-      "                                                                                                                                                          B Cell, Dendritic Cell     28\n",
-      "                                                                                                                        Follicular Dendritic Cell, Dendritic Cell, Activated APC     28\n",
-      "                                                                                                              CD68+ Macrophage, Dendritic Cell, Activated APC, CD163+ Macrophage     28\n",
-      "                                                                                                                    Follicular Dendritic Cell, Proliferating Cell, Activated APC     27\n",
-      "                                                                                                                                                 CD68+ Macrophage, Activated APC     26\n",
-      "                                                                                                                                                           Helper T Cell, T Cell     25\n",
-      "                                                                        T Cell, Follicular Dendritic Cell, Dendritic Cell, Proliferating Cell, Activated T/B Cell, Activated APC     25\n",
-      "                                                                                                                                           B Cell, Dendritic Cell, Activated APC     24\n",
-      "                                                                                                                                                         NK Cell, Dendritic Cell     24\n",
-      "                                                                                                                                                  B Cell, NK Cell, Activated APC     23\n",
-      "                                                                                                      Follicular Dendritic Cell, CD68+ Macrophage, Dendritic Cell, Activated APC     22\n",
-      "                                                                                                                                              Dendritic Cell, Proliferating Cell     22\n",
-      "                                                                                                                                                          NK Cell, Activated APC     21\n",
-      "                                                                                                                                         Cytotoxic T Cell, T Cell, Activated APC     21\n",
-      "                                                                                                                                         B Cell, CD68+ Macrophage, Activated APC     20\n",
-      "                                                                                                                                        Follicular Dendritic Cell, Activated APC     20\n",
-      "                                                                                            T Cell, Follicular Dendritic Cell, Dendritic Cell, Activated T/B Cell, Activated APC     20\n",
-      "                                                                                                                                               Proliferating Cell, Activated APC     19\n",
-      "                                                                                           T Cell, B Cell, Dendritic Cell, Proliferating Cell, Activated T/B Cell, Activated APC     19\n",
-      "                                                                         Helper T Cell, T Cell, Follicular Dendritic Cell, Proliferating Cell, Activated T/B Cell, Activated APC     18\n",
-      "                                                                                                                                       Follicular Dendritic Cell, Dendritic Cell     18\n",
-      "                                                                                                                                           Cytotoxic T Cell, T Cell, Granulocyte     17\n",
-      "                                                                                                         Regulatory T Cell, Helper T Cell, T Cell, Dendritic Cell, Activated APC     17\n",
-      "                                                                                                                                      Dendritic Cell, Granulocyte, Activated APC     16\n",
-      "                                                                                                                                                           T Cell, Activated APC     16\n",
-      "                                                                                                                       Helper T Cell, T Cell, Dendritic Cell, Activated T/B Cell     16\n",
-      "                                                                                                                                               Cytotoxic T Cell, T Cell, NK Cell     15\n",
-      "                                                                                                                         B Cell, CD68+ Macrophage, Dendritic Cell, Activated APC     15\n",
-      "                                                                                                                     Helper T Cell, Cytotoxic T Cell, T Cell, Activated T/B Cell     15\n",
-      "                                                                                                                                                     Dendritic Cell, Granulocyte     14\n",
-      "                                                                                                                     Cytotoxic T Cell, T Cell, Dendritic Cell, CD163+ Macrophage     14\n",
-      "                                                         Helper T Cell, T Cell, Follicular Dendritic Cell, Dendritic Cell, Proliferating Cell, Activated T/B Cell, Activated APC     14\n",
-      "                                                                                                            T Cell, Follicular Dendritic Cell, Activated T/B Cell, Activated APC     14\n",
-      "                                                                                                                       B Cell, Dendritic Cell, Activated T/B Cell, Activated APC     14\n",
-      "                                                                                                                                                             T Cell, Granulocyte     14\n",
-      "                                                                                                                      Follicular Dendritic Cell, CD68+ Macrophage, Activated APC     14\n",
-      "                                                                                                    Follicular Dendritic Cell, Dendritic Cell, Activated T/B Cell, Activated APC     14\n",
-      "                                                                                                     Helper T Cell, Cytotoxic T Cell, T Cell, Dendritic Cell, Activated T/B Cell     14\n",
-      "                                                                                                          Helper T Cell, Cytotoxic T Cell, T Cell, Dendritic Cell, Activated APC     14\n",
-      "                                                                                                                                       B Cell, Activated T/B Cell, Activated APC     14\n",
-      "                                                                                                                                     Cytotoxic T Cell, T Cell, CD163+ Macrophage     13\n",
-      "                                                                                                                                    Cytotoxic T Cell, T Cell, Proliferating Cell     13\n",
-      "                                                                                                                               T Cell, B Cell, Activated T/B Cell, Activated APC     13\n",
-      "                                                                                                 CD68+ Macrophage, Dendritic Cell, Granulocyte, Activated APC, CD163+ Macrophage     12\n",
-      "                                                                                                                    Follicular Dendritic Cell, Activated T/B Cell, Activated APC     12\n",
-      "                                                                                                    Regulatory T Cell, Helper T Cell, T Cell, Dendritic Cell, Activated T/B Cell     12\n",
-      "                                                                                                                                                      Granulocyte, Activated APC     12\n",
-      "                                                                                 B Cell, CD68+ Macrophage, Dendritic Cell, Proliferating Cell, Activated T/B Cell, Activated APC     12\n",
-      "                                                                                                               T Cell, B Cell, Dendritic Cell, Activated T/B Cell, Activated APC     12\n",
-      "                                                                                                                            Helper T Cell, T Cell, Dendritic Cell, Activated APC     11\n",
-      "                                                                                                     NK Cell, CD68+ Macrophage, Dendritic Cell, Activated APC, CD163+ Macrophage     11\n",
-      "                                                                                                                               Cytotoxic T Cell, T Cell, NK Cell, Dendritic Cell     11\n",
-      "                                                                                                                                                            NK Cell, Granulocyte     11\n",
-      "                                                                                                                    Cytotoxic T Cell, T Cell, Dendritic Cell, Proliferating Cell     11\n",
-      "                                                                                                                                      B Cell, Dendritic Cell, Proliferating Cell     11\n",
-      "                                                                                                                         Regulatory T Cell, Helper T Cell, T Cell, Activated APC     11\n",
-      "                                                                                                                                       Helper T Cell, T Cell, Activated T/B Cell     11\n",
-      "                                                                                                                     NK Cell, CD68+ Macrophage, Activated APC, CD163+ Macrophage     11\n",
-      "                                                                                                                Helper T Cell, T Cell, B Cell, Activated T/B Cell, Activated APC     10\n",
-      "                                                                                                     B Cell, CD68+ Macrophage, Dendritic Cell, Proliferating Cell, Activated APC     10\n",
-      "                                                                                                  Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, Activated T/B Cell     10\n",
-      "                                                                                   Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, Dendritic Cell, CD163+ Macrophage     10\n",
-      "                                                                                                                                      T Cell, Dendritic Cell, Activated T/B Cell     10\n",
-      "                                                                                                                              CD68+ Macrophage, Activated APC, CD163+ Macrophage     10\n",
-      "                                                                                  Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, Dendritic Cell, Activated T/B Cell     10\n",
-      "                                                                                                    Regulatory T Cell, Helper T Cell, T Cell, Dendritic Cell, Proliferating Cell      9\n",
-      "                                                                                                                                    Cytotoxic T Cell, T Cell, Activated T/B Cell      9\n",
-      "                                                                                                                                                      T Cell, Proliferating Cell      9\n",
-      "                                                                                                                                Dendritic Cell, Activated APC, CD163+ Macrophage      9\n",
-      "                                                                                                                                      NK Cell, Dendritic Cell, CD163+ Macrophage      9\n",
-      "                                                                                                                                  B Cell, NK Cell, Dendritic Cell, Activated APC      9\n",
-      "                                                                                                                      NK Cell, Dendritic Cell, Proliferating Cell, Activated APC      9\n",
-      "                                                                                                                           Cytotoxic T Cell, T Cell, Dendritic Cell, Granulocyte      9\n",
-      "                                                                                                                                                 B Cell, NK Cell, Dendritic Cell      9\n",
-      "                                                                                             Helper T Cell, T Cell, Follicular Dendritic Cell, Activated T/B Cell, Activated APC      8\n",
-      "                                                                                                        Helper T Cell, T Cell, Dendritic Cell, Activated T/B Cell, Activated APC      8\n",
-      "                                                                                       Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, Dendritic Cell, Activated APC      8\n",
-      "                                                                                                                                                       T Cell, CD163+ Macrophage      8\n",
-      "                                                                                                                    Cytotoxic T Cell, T Cell, Dendritic Cell, Activated T/B Cell      8\n",
-      "                                                                                                                        NK Cell, CD68+ Macrophage, Dendritic Cell, Activated APC      8\n",
-      "                                                                                                           T Cell, Follicular Dendritic Cell, Dendritic Cell, Activated T/B Cell      8\n",
-      "                                                                                                                    Regulatory T Cell, Helper T Cell, T Cell, Proliferating Cell      8\n",
-      "                                                              Follicular Dendritic Cell, CD68+ Macrophage, Dendritic Cell, Proliferating Cell, Activated T/B Cell, Activated APC      8\n",
-      "                                                                                                                               Regulatory T Cell, Helper T Cell, T Cell, NK Cell      8\n",
-      "                                                                                                     Regulatory T Cell, Helper T Cell, T Cell, Dendritic Cell, CD163+ Macrophage      8\n",
-      "                                                                                                                                                      B Cell, Activated T/B Cell      7\n",
-      "                                                                                          Cytotoxic T Cell, T Cell, Follicular Dendritic Cell, Activated T/B Cell, Activated APC      7\n",
-      "                                                                                                                            Cytotoxic T Cell, T Cell, Granulocyte, Activated APC      7\n",
-      "                                                                                                                                              Dendritic Cell, Activated T/B Cell      7\n",
-      "                                                                      Cytotoxic T Cell, T Cell, Follicular Dendritic Cell, Proliferating Cell, Activated T/B Cell, Activated APC      7\n",
-      "                                                                                                                   Helper T Cell, T Cell, NK Cell, Dendritic Cell, Activated APC      7\n",
-      "                                                                                        NK Cell, CD68+ Macrophage, Dendritic Cell, Granulocyte, Activated APC, CD163+ Macrophage      7\n",
-      "                                                                                                      Helper T Cell, Cytotoxic T Cell, T Cell, Dendritic Cell, CD163+ Macrophage      7\n",
-      "                                                                                                                    Regulatory T Cell, Helper T Cell, T Cell, Activated T/B Cell      7\n",
-      "                                                                                            Helper T Cell, T Cell, B Cell, Proliferating Cell, Activated T/B Cell, Activated APC      7\n",
-      "                                                                                      Helper T Cell, Cytotoxic T Cell, T Cell, Dendritic Cell, Activated T/B Cell, Activated APC      7\n",
-      "                                                                                     Regulatory T Cell, Helper T Cell, T Cell, Dendritic Cell, Activated T/B Cell, Activated APC      7\n",
-      "                                                                                  Follicular Dendritic Cell, CD68+ Macrophage, Dendritic Cell, Proliferating Cell, Activated APC      7\n",
-      "                                                                                  Follicular Dendritic Cell, CD68+ Macrophage, Dendritic Cell, Activated T/B Cell, Activated APC      7\n",
-      "                                                                                                                                     B Cell, NK Cell, Granulocyte, Activated APC      7\n",
-      "                                                                                                                    CD68+ Macrophage, Dendritic Cell, Granulocyte, Activated APC      7\n",
-      "                                                                                                                                   Follicular Dendritic Cell, Proliferating Cell      7\n",
-      "                                                                                                                           Dendritic Cell, Proliferating Cell, CD163+ Macrophage      6\n",
-      "                                       Helper T Cell, T Cell, Follicular Dendritic Cell, CD68+ Macrophage, Dendritic Cell, Proliferating Cell, Activated T/B Cell, Activated APC      6\n",
-      "                                                                                                                                Cytotoxic T Cell, T Cell, NK Cell, Activated APC      6\n",
-      "                                                                                                                                       T Cell, Dendritic Cell, CD163+ Macrophage      6\n",
-      "                                                                                                                                Helper T Cell, Cytotoxic T Cell, T Cell, NK Cell      6\n",
-      "                                                                                                                                                      T Cell, Activated T/B Cell      6\n",
-      "                                                                                                                Helper T Cell, Cytotoxic T Cell, T Cell, NK Cell, Dendritic Cell      6\n",
-      "                                                                                               Follicular Dendritic Cell, Dendritic Cell, Proliferating Cell, Activated T/B Cell      6\n",
-      "                                                                                                                                        NK Cell, CD68+ Macrophage, Activated APC      6\n",
-      "                                                                                                                                            Helper T Cell, T Cell, Activated APC      6\n",
-      "                                                                                                                Cytotoxic T Cell, T Cell, NK Cell, Dendritic Cell, Activated APC      6\n",
-      "                                                                                                                       NK Cell, Dendritic Cell, Activated APC, CD163+ Macrophage      6\n",
-      "                                                                                                          Helper T Cell, T Cell, CD68+ Macrophage, Dendritic Cell, Activated APC      6\n",
-      "                                                                                                                               Dendritic Cell, Activated T/B Cell, Activated APC      6\n",
-      "                                                           Helper T Cell, T Cell, Follicular Dendritic Cell, CD68+ Macrophage, Dendritic Cell, Activated T/B Cell, Activated APC      6\n",
-      "                                                                            Helper T Cell, T Cell, B Cell, Dendritic Cell, Proliferating Cell, Activated T/B Cell, Activated APC      6\n",
-      "                                                                          T Cell, Follicular Dendritic Cell, CD68+ Macrophage, Dendritic Cell, Activated T/B Cell, Activated APC      6\n",
-      "                                                                                                  Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, Proliferating Cell      6\n",
-      "                                                                                                                        Helper T Cell, T Cell, Dendritic Cell, CD163+ Macrophage      6\n",
-      "                                                                                         Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, Dendritic Cell, Granulocyte      6\n",
-      "                                                                                                                                  Dendritic Cell, Granulocyte, CD163+ Macrophage      5\n",
-      "                                                                                                     B Cell, CD68+ Macrophage, Dendritic Cell, Activated T/B Cell, Activated APC      5\n",
-      "                                                                                                                                       T Cell, Proliferating Cell, Activated APC      5\n",
-      "                                                                        Helper T Cell, T Cell, Follicular Dendritic Cell, Dendritic Cell, Proliferating Cell, Activated T/B Cell      5\n",
-      "                                                                                                                                      T Cell, Dendritic Cell, Proliferating Cell      5\n",
-      "                                                                                                               Helper T Cell, T Cell, B Cell, Dendritic Cell, Activated T/B Cell      5\n",
-      "                                                                                                                                       NK Cell, Activated APC, CD163+ Macrophage      5\n",
-      "                                                                                                Helper T Cell, T Cell, B Cell, Dendritic Cell, Activated T/B Cell, Activated APC      5\n",
-      "                                                                                                                       T Cell, Dendritic Cell, Proliferating Cell, Activated APC      5\n",
-      "                                                                                                               Follicular Dendritic Cell, Proliferating Cell, Activated T/B Cell      5\n",
-      "                                                                                                                                                  T Cell, NK Cell, Activated APC      5\n",
-      "                                                                                                                                                                 B Cell, NK Cell      5\n",
-      "                                                                                                     Cytotoxic T Cell, T Cell, Dendritic Cell, Activated T/B Cell, Activated APC      5\n",
-      "                                                                                                                                                CD68+ Macrophage, Dendritic Cell      5\n",
-      "                                                      Regulatory T Cell, Helper T Cell, T Cell, Follicular Dendritic Cell, Proliferating Cell, Activated T/B Cell, Activated APC      5\n",
-      "                                                                                             Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, NK Cell, Dendritic Cell      5\n",
-      "                                                                                                                       T Cell, Dendritic Cell, Activated T/B Cell, Activated APC      5\n",
-      "                                                                                                        NK Cell, CD68+ Macrophage, Granulocyte, Activated APC, CD163+ Macrophage      5\n",
-      "                                                                                                                 CD68+ Macrophage, Granulocyte, Activated APC, CD163+ Macrophage      5\n",
-      "                                                                         Regulatory T Cell, Helper T Cell, T Cell, Follicular Dendritic Cell, Dendritic Cell, Activated T/B Cell      5\n",
-      "                                                                                                                         T Cell, CD68+ Macrophage, Dendritic Cell, Activated APC      5\n",
-      "                                                                                            Regulatory T Cell, Helper T Cell, T Cell, NK Cell, Dendritic Cell, CD163+ Macrophage      5\n",
-      "                                                                                                                          T Cell, B Cell, Proliferating Cell, Activated T/B Cell      5\n",
-      "                                                                                                                                                      NK Cell, CD163+ Macrophage      4\n",
-      "                                                                                                                                  T Cell, NK Cell, Dendritic Cell, Activated APC      4\n",
-      "                                                                                                                   Follicular Dendritic Cell, Dendritic Cell, Proliferating Cell      4\n",
-      "                                                                                                                   Follicular Dendritic Cell, Dendritic Cell, Activated T/B Cell      4\n",
-      "                                                                                                                                  B Cell, Proliferating Cell, Activated T/B Cell      4\n",
-      "                                                                                     Regulatory T Cell, Helper T Cell, T Cell, Dendritic Cell, Proliferating Cell, Activated APC      4\n",
-      "                                                                                                                        Helper T Cell, T Cell, Activated T/B Cell, Activated APC      4\n",
-      "                                                Regulatory T Cell, Helper T Cell, T Cell, CD68+ Macrophage, Dendritic Cell, Activated T/B Cell, Activated APC, CD163+ Macrophage      4\n",
-      "                                                                                                                Regulatory T Cell, Helper T Cell, T Cell, B Cell, Dendritic Cell      4\n",
-      "                                                                                                                                              T Cell, NK Cell, CD163+ Macrophage      4\n",
-      "                                                                                                   Follicular Dendritic Cell, CD68+ Macrophage, Activated APC, CD163+ Macrophage      4\n",
-      "                                                                                                                             T Cell, NK Cell, Dendritic Cell, Proliferating Cell      4\n",
-      "                                                                                                                               Follicular Dendritic Cell, NK Cell, Activated APC      4\n",
-      "                                                                                             Helper T Cell, Cytotoxic T Cell, T Cell, NK Cell, Dendritic Cell, CD163+ Macrophage      4\n",
-      "                                                           Regulatory T Cell, Helper T Cell, T Cell, NK Cell, CD68+ Macrophage, Dendritic Cell, Activated APC, CD163+ Macrophage      4\n",
-      "                                                                                             T Cell, B Cell, CD68+ Macrophage, Dendritic Cell, Activated T/B Cell, Activated APC      4\n",
-      "                                                                                                Regulatory T Cell, Helper T Cell, T Cell, Proliferating Cell, Activated T/B Cell      4\n",
-      "                                                                                                                                                        B Cell, CD68+ Macrophage      4\n",
-      "                                                                                                                                    CD68+ Macrophage, Granulocyte, Activated APC      4\n",
-      "                                                                                                                                                  Granulocyte, CD163+ Macrophage      4\n",
-      "                                                                                                                     B Cell, CD68+ Macrophage, Activated T/B Cell, Activated APC      4\n",
-      "                                                                                                                      Helper T Cell, Cytotoxic T Cell, T Cell, CD163+ Macrophage      4\n",
-      "                                                                                                                                        B Cell, CD68+ Macrophage, Dendritic Cell      4\n",
-      "                                                                                                               Regulatory T Cell, Helper T Cell, T Cell, NK Cell, Dendritic Cell      4\n",
-      "                                                                                                                                                  T Cell, B Cell, Dendritic Cell      4\n",
-      "                                                                                                     Helper T Cell, Cytotoxic T Cell, T Cell, Dendritic Cell, Proliferating Cell      4\n",
-      "                                                                                             Follicular Dendritic Cell, NK Cell, CD68+ Macrophage, Dendritic Cell, Activated APC      4\n",
-      "                                                                                                                     Cytotoxic T Cell, T Cell, Activated T/B Cell, Activated APC      4\n",
-      "                                                                                                            Helper T Cell, Cytotoxic T Cell, T Cell, NK Cell, Activated T/B Cell      4\n",
-      "                                                                                          Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, NK Cell, CD163+ Macrophage      4\n",
-      "                                                                                                         B Cell, CD68+ Macrophage, Granulocyte, Activated APC, CD163+ Macrophage      4\n",
-      "                                                                                           Helper T Cell, T Cell, B Cell, Dendritic Cell, Proliferating Cell, Activated T/B Cell      4\n",
-      "                                                                                                                           T Cell, Follicular Dendritic Cell, Activated T/B Cell      4\n",
-      "                                                                                                            Cytotoxic T Cell, T Cell, NK Cell, Dendritic Cell, CD163+ Macrophage      4\n",
-      "                                                                                                              T Cell, Follicular Dendritic Cell, CD68+ Macrophage, Activated APC      4\n",
-      "                                                                                                   Helper T Cell, T Cell, Dendritic Cell, Proliferating Cell, Activated T/B Cell      4\n",
-      "                                                                                                                                   Granulocyte, Activated APC, CD163+ Macrophage      4\n",
-      "                                                                                                   Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, CD163+ Macrophage      4\n",
-      "                                                      T Cell, Follicular Dendritic Cell, CD68+ Macrophage, Dendritic Cell, Proliferating Cell, Activated T/B Cell, Activated APC      4\n",
-      "                                                                                                                             NK Cell, Dendritic Cell, Granulocyte, Activated APC      4\n",
-      "                                                                                  Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, Dendritic Cell, Proliferating Cell      4\n",
-      "                                                                                                                                                     NK Cell, Proliferating Cell      4\n",
-      "                                                                                                                        T Cell, Dendritic Cell, Activated APC, CD163+ Macrophage      4\n",
-      "                                                                                                                                                  Helper T Cell, T Cell, NK Cell      4\n",
-      "                                                                                                                       Helper T Cell, T Cell, Dendritic Cell, Proliferating Cell      4\n",
-      "                                                                                       Helper T Cell, T Cell, CD68+ Macrophage, Dendritic Cell, Activated APC, CD163+ Macrophage      4\n",
-      "                                                                                                                           NK Cell, CD68+ Macrophage, Granulocyte, Activated APC      4\n",
-      "                                                      Cytotoxic T Cell, T Cell, Follicular Dendritic Cell, Dendritic Cell, Proliferating Cell, Activated T/B Cell, Activated APC      4\n",
-      "                                                                                                         Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, Granulocyte      4\n",
-      "                                                                                                       T Cell, Follicular Dendritic Cell, Proliferating Cell, Activated T/B Cell      4\n",
-      "                                                                                                                                       Helper T Cell, T Cell, Proliferating Cell      4\n",
-      "                                                                                                                            Helper T Cell, Cytotoxic T Cell, T Cell, Granulocyte      3\n",
-      "                                                                                                           NK Cell, CD68+ Macrophage, Dendritic Cell, Granulocyte, Activated APC      3\n",
-      "                                                                                                                                         NK Cell, Granulocyte, CD163+ Macrophage      3\n",
-      "                                                                                                                                                                  T Cell, B Cell      3\n",
-      "                                                                                 Helper T Cell, Cytotoxic T Cell, T Cell, Dendritic Cell, Proliferating Cell, Activated T/B Cell      3\n",
-      "                                                                                                                 Helper T Cell, T Cell, NK Cell, CD68+ Macrophage, Activated APC      3\n",
-      "                                                                                                                          NK Cell, Granulocyte, Activated APC, CD163+ Macrophage      3\n",
-      "                                                                                             Helper T Cell, Cytotoxic T Cell, T Cell, Dendritic Cell, Granulocyte, Activated APC      3\n",
-      "                                                                                                                                     NK Cell, Dendritic Cell, Proliferating Cell      3\n",
-      "                                                                                                                                  Helper T Cell, T Cell, NK Cell, Dendritic Cell      3\n",
-      "                                                                                                           Helper T Cell, T Cell, B Cell, Proliferating Cell, Activated T/B Cell      3\n",
-      "                                                                                                       Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, Activated APC      3\n",
-      "                                                                                                    Helper T Cell, T Cell, Dendritic Cell, Activated T/B Cell, CD163+ Macrophage      3\n",
-      "                                                                                                                               Helper T Cell, T Cell, B Cell, Activated T/B Cell      3\n",
-      "                                                                                                             Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, NK Cell      3\n",
-      "                                   Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, Follicular Dendritic Cell, Dendritic Cell, Proliferating Cell, Activated T/B Cell      3\n",
-      "                                                              Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, Dendritic Cell, Proliferating Cell, Activated T/B Cell      3\n",
-      "                                                                              Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, Proliferating Cell, Activated T/B Cell      3\n",
-      "                                                                                                                                          T Cell, B Cell, NK Cell, Activated APC      3\n",
-      "                                                                                                                                Regulatory T Cell, Helper T Cell, T Cell, B Cell      3\n",
-      "                                                                                                                                   Helper T Cell, T Cell, B Cell, Dendritic Cell      3\n",
-      "                                                                Regulatory T Cell, Helper T Cell, T Cell, CD68+ Macrophage, Activated T/B Cell, Activated APC, CD163+ Macrophage      3\n",
-      "                                                                                      Helper T Cell, T Cell, CD68+ Macrophage, Dendritic Cell, Activated T/B Cell, Activated APC      3\n",
-      "                                                                                                                     Helper T Cell, Cytotoxic T Cell, T Cell, Proliferating Cell      3\n",
-      "                                                                   Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, Dendritic Cell, Proliferating Cell, Activated APC      3\n",
-      "                                                                   Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, Dendritic Cell, Activated T/B Cell, Activated APC      3\n",
-      "                                                                                                                T Cell, NK Cell, CD68+ Macrophage, Dendritic Cell, Activated APC      3\n",
-      "                                                                                             Regulatory T Cell, Helper T Cell, T Cell, Follicular Dendritic Cell, Dendritic Cell      3\n",
-      "                                                                                                                                                 T Cell, NK Cell, Dendritic Cell      3\n",
-      "                                                                                                                T Cell, Follicular Dendritic Cell, Dendritic Cell, Activated APC      3\n",
-      "                                                                                                                                         T Cell, CD68+ Macrophage, Activated APC      3\n",
-      "                                                                                                                                                                 T Cell, NK Cell      3\n",
-      "                                                                                                                   Helper T Cell, T Cell, Proliferating Cell, Activated T/B Cell      3\n",
-      "                                                                                                                                                Activated APC, CD163+ Macrophage      3\n",
-      "                                                                          Follicular Dendritic Cell, NK Cell, CD68+ Macrophage, Dendritic Cell, Activated APC, CD163+ Macrophage      3\n",
-      "                                                                                                                  B Cell, Dendritic Cell, Proliferating Cell, Activated T/B Cell      3\n",
-      "                                                                                                       Cytotoxic T Cell, T Cell, CD68+ Macrophage, Dendritic Cell, Activated APC      3\n",
-      "                                                                                                  Follicular Dendritic Cell, CD68+ Macrophage, Proliferating Cell, Activated APC      3\n",
-      "                                                                                                                                CD68+ Macrophage, Granulocyte, CD163+ Macrophage      3\n",
-      "                                                                             Follicular Dendritic Cell, NK Cell, CD68+ Macrophage, Granulocyte, Activated APC, CD163+ Macrophage      3\n",
-      "                                                                                                                 Cytotoxic T Cell, T Cell, B Cell, Dendritic Cell, Activated APC      3\n",
-      "                                                                                                                                                      B Cell, Proliferating Cell      3\n",
-      "                                                                                                            Cytotoxic T Cell, T Cell, Dendritic Cell, Granulocyte, Activated APC      3\n",
-      "                                                                                                      Cytotoxic T Cell, T Cell, Dendritic Cell, Activated APC, CD163+ Macrophage      3\n",
-      "                                                                                                             CD68+ Macrophage, Dendritic Cell, Activated T/B Cell, Activated APC      3\n",
-      "                                                                                                                   Cytotoxic T Cell, T Cell, NK Cell, Granulocyte, Activated APC      3\n",
-      "                                                                                         Cytotoxic T Cell, T Cell, B Cell, Proliferating Cell, Activated T/B Cell, Activated APC      3\n",
-      "                                                                                                                CD68+ Macrophage, Dendritic Cell, Granulocyte, CD163+ Macrophage      3\n",
-      "                                                                                                                             CD68+ Macrophage, Dendritic Cell, CD163+ Macrophage      3\n",
-      "                                                                                                                       Cytotoxic T Cell, T Cell, CD68+ Macrophage, Activated APC      3\n",
-      "                                                                                                              B Cell, NK Cell, Dendritic Cell, Proliferating Cell, Activated APC      3\n",
-      "                                                                                                               Follicular Dendritic Cell, NK Cell, Dendritic Cell, Activated APC      3\n",
-      "                                                                                                                                      Cytotoxic T Cell, T Cell, CD68+ Macrophage      3\n",
-      "                                                                                                                      B Cell, CD68+ Macrophage, Activated APC, CD163+ Macrophage      3\n",
-      "                                                                                                                        Cytotoxic T Cell, T Cell, Granulocyte, CD163+ Macrophage      3\n",
-      "                                                                                   Follicular Dendritic Cell, CD68+ Macrophage, Dendritic Cell, Activated APC, CD163+ Macrophage      3\n",
-      "                                                                                                      B Cell, CD68+ Macrophage, Dendritic Cell, Activated APC, CD163+ Macrophage      3\n",
-      "                                                                                                             Cytotoxic T Cell, T Cell, NK Cell, Activated APC, CD163+ Macrophage      3\n",
-      "                                                                                                                  Follicular Dendritic Cell, NK Cell, Granulocyte, Activated APC      3\n",
-      "                                                                          Cytotoxic T Cell, T Cell, Follicular Dendritic Cell, Dendritic Cell, Activated T/B Cell, Activated APC      3\n",
-      "                                                                                                   Cytotoxic T Cell, T Cell, CD68+ Macrophage, Dendritic Cell, CD163+ Macrophage      3\n",
-      "                                                                                                                                  Cytotoxic T Cell, T Cell, NK Cell, Granulocyte      2\n",
-      "                                                      Helper T Cell, T Cell, Follicular Dendritic Cell, CD68+ Macrophage, Dendritic Cell, Proliferating Cell, Activated T/B Cell      2\n",
-      "                                                                                                      T Cell, CD68+ Macrophage, Dendritic Cell, Activated APC, CD163+ Macrophage      2\n",
-      "                                                                                                                                              T Cell, B Cell, Activated T/B Cell      2\n",
-      "                                                                                                            T Cell, B Cell, CD68+ Macrophage, Dendritic Cell, Activated T/B Cell      2\n",
-      "                                                                                                           Helper T Cell, T Cell, B Cell, NK Cell, Dendritic Cell, Activated APC      2\n",
-      "                                                                         T Cell, B Cell, CD68+ Macrophage, Dendritic Cell, Proliferating Cell, Activated T/B Cell, Activated APC      2\n",
-      "                                                                                                                                   T Cell, B Cell, Dendritic Cell, Activated APC      2\n",
-      "                                                                                                                                                        T Cell, CD68+ Macrophage      2\n",
-      "                                                                 Regulatory T Cell, Helper T Cell, T Cell, Dendritic Cell, Proliferating Cell, Activated T/B Cell, Activated APC      2\n",
-      "                                                                                                          T Cell, B Cell, Dendritic Cell, Proliferating Cell, Activated T/B Cell      2\n",
-      "                                                                                           Helper T Cell, T Cell, Dendritic Cell, Granulocyte, Activated T/B Cell, Activated APC      2\n",
-      "                                                                                                                     T Cell, CD68+ Macrophage, Activated T/B Cell, Activated APC      2\n",
-      "                                                                                                               Helper T Cell, T Cell, Dendritic Cell, Granulocyte, Activated APC      2\n",
-      "                                        Regulatory T Cell, Helper T Cell, T Cell, Follicular Dendritic Cell, CD68+ Macrophage, Dendritic Cell, Activated T/B Cell, Activated APC      2\n",
-      "                                                                           Cytotoxic T Cell, T Cell, B Cell, CD68+ Macrophage, Dendritic Cell, Activated T/B Cell, Activated APC      2\n",
-      "                                                                                                                                                   T Cell, B Cell, Activated APC      2\n",
-      "                                                                                                                              B Cell, NK Cell, Proliferating Cell, Activated APC      2\n",
-      "                                                                                              Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, B Cell, Dendritic Cell      2\n",
-      "                                                                                                               B Cell, NK Cell, Dendritic Cell, Activated APC, CD163+ Macrophage      2\n",
-      "                                                                                                                                               Activated T/B Cell, Activated APC      2\n",
-      "                                                                                                                          Helper T Cell, T Cell, CD68+ Macrophage, Activated APC      2\n",
-      "                                                                                                                   T Cell, Proliferating Cell, Activated T/B Cell, Activated APC      2\n",
-      "                                                                                            Helper T Cell, T Cell, Follicular Dendritic Cell, Dendritic Cell, Activated T/B Cell      2\n",
-      "                                                                                                                            Cytotoxic T Cell, T Cell, NK Cell, CD163+ Macrophage      2\n",
-      "                                                                                           Helper T Cell, T Cell, NK Cell, Dendritic Cell, Activated T/B Cell, CD163+ Macrophage      2\n",
-      "                                                                                                Regulatory T Cell, Helper T Cell, T Cell, NK Cell, Dendritic Cell, Activated APC      2\n",
-      "                                                                                                                             CD68+ Macrophage, Proliferating Cell, Activated APC      2\n",
-      "                                                                                                   Helper T Cell, T Cell, NK Cell, Granulocyte, Activated APC, CD163+ Macrophage      2\n",
-      "                                       Regulatory T Cell, Helper T Cell, T Cell, NK Cell, CD68+ Macrophage, Dendritic Cell, Activated T/B Cell, Activated APC, CD163+ Macrophage      2\n",
-      "                                                                                                             Cytotoxic T Cell, T Cell, B Cell, Activated T/B Cell, Activated APC      2\n",
-      "                                                                                                                           Cytotoxic T Cell, T Cell, NK Cell, Activated T/B Cell      2\n",
-      "                                                                             Regulatory T Cell, Helper T Cell, T Cell, NK Cell, Dendritic Cell, Activated APC, CD163+ Macrophage      2\n",
-      "                                                                                                                       Cytotoxic T Cell, T Cell, Granulocyte, Proliferating Cell      2\n",
-      "                                                                                                                         NK Cell, Dendritic Cell, Granulocyte, CD163+ Macrophage      2\n",
-      "                                                                        Cytotoxic T Cell, T Cell, Follicular Dendritic Cell, CD68+ Macrophage, Activated T/B Cell, Activated APC      2\n",
-      "                                                                                                                                            NK Cell, Dendritic Cell, Granulocyte      2\n",
-      "                                                                                                            Regulatory T Cell, Helper T Cell, T Cell, Granulocyte, Activated APC      2\n",
-      "                                                        Cytotoxic T Cell, T Cell, Follicular Dendritic Cell, CD68+ Macrophage, Dendritic Cell, Activated T/B Cell, Activated APC      2\n",
-      "                                                                                                              Helper T Cell, T Cell, NK Cell, Dendritic Cell, Activated T/B Cell      2\n",
-      "                                                                                                                                             NK Cell, Granulocyte, Activated APC      2\n",
-      "                                                                             Helper T Cell, T Cell, Follicular Dendritic Cell, Dendritic Cell, Activated T/B Cell, Activated APC      2\n",
-      "                                                                                                                              Helper T Cell, T Cell, NK Cell, Activated T/B Cell      2\n",
-      "                                                                                                                                       T Cell, Activated T/B Cell, Activated APC      2\n",
-      "                                                                                                      Regulatory T Cell, Helper T Cell, T Cell, Activated APC, CD163+ Macrophage      2\n",
-      "                                     Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, CD68+ Macrophage, Dendritic Cell, Granulocyte, Activated APC, CD163+ Macrophage      2\n",
-      "                                                                                                                               Helper T Cell, T Cell, Granulocyte, Activated APC      2\n",
-      "                                                                                                                                                   CD68+ Macrophage, Granulocyte      2\n",
-      "                                                                                                                                   Helper T Cell, T Cell, NK Cell, Activated APC      2\n",
-      "                                                                                                               Helper T Cell, T Cell, NK Cell, Activated T/B Cell, Activated APC      2\n",
-      "                                                                                                 Cytotoxic T Cell, T Cell, Dendritic Cell, Proliferating Cell, CD163+ Macrophage      2\n",
-      "                                                                                                                                      NK Cell, Proliferating Cell, Activated APC      2\n",
-      "                                                                                                                               Helper T Cell, T Cell, NK Cell, CD163+ Macrophage      2\n",
-      "                                                                                                     Cytotoxic T Cell, T Cell, Dendritic Cell, Proliferating Cell, Activated APC      2\n",
-      "                                                                                              Helper T Cell, T Cell, NK Cell, CD68+ Macrophage, Activated APC, CD163+ Macrophage      2\n",
-      "                                                                                                                                        NK Cell, Granulocyte, Proliferating Cell      2\n",
-      "                                                          Regulatory T Cell, Helper T Cell, T Cell, Follicular Dendritic Cell, Dendritic Cell, Activated T/B Cell, Activated APC      2\n",
-      "                                                                                    NK Cell, CD68+ Macrophage, Granulocyte, Proliferating Cell, Activated APC, CD163+ Macrophage      2\n",
-      "                                                                                                            T Cell, CD68+ Macrophage, Dendritic Cell, Granulocyte, Activated APC      2\n",
-      "                                                                                                             Helper T Cell, Cytotoxic T Cell, T Cell, NK Cell, CD163+ Macrophage      2\n",
-      "                                                                                                                                B Cell, NK Cell, CD68+ Macrophage, Activated APC      2\n",
-      "                                                                              Helper T Cell, Cytotoxic T Cell, T Cell, NK Cell, Dendritic Cell, Activated APC, CD163+ Macrophage      2\n",
-      "                                                                      T Cell, Follicular Dendritic Cell, CD68+ Macrophage, Proliferating Cell, Activated T/B Cell, Activated APC      2\n",
-      "                                                                                              Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, NK Cell, Activated APC      2\n",
-      "                                                                                                  Follicular Dendritic Cell, CD68+ Macrophage, Activated T/B Cell, Activated APC      2\n",
-      "                                                                                                           Follicular Dendritic Cell, NK Cell, Activated T/B Cell, Activated APC      2\n",
-      "                                                                                       T Cell, Follicular Dendritic Cell, Dendritic Cell, Proliferating Cell, Activated T/B Cell      2\n",
-      "                                                                          Helper T Cell, Cytotoxic T Cell, T Cell, Follicular Dendritic Cell, Dendritic Cell, Activated T/B Cell      2\n",
-      "                                                                                                       Regulatory T Cell, Helper T Cell, T Cell, CD68+ Macrophage, Activated APC      2\n",
-      "                                                                                                                      Regulatory T Cell, Helper T Cell, T Cell, CD68+ Macrophage      2\n",
-      "                                                                                                                     Regulatory T Cell, Helper T Cell, T Cell, CD163+ Macrophage      2\n",
-      "                                                                                                                                      B Cell, Dendritic Cell, Activated T/B Cell      2\n",
-      "                                                                                                                                          T Cell, Granulocyte, CD163+ Macrophage      2\n",
-      "                                                                         Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, NK Cell, Dendritic Cell, Activated T/B Cell      2\n",
-      "                                                                                                        B Cell, CD68+ Macrophage, Granulocyte, Activated T/B Cell, Activated APC      2\n",
-      "                                                                                                                               T Cell, NK Cell, Activated APC, CD163+ Macrophage      2\n",
-      "                                                                                                                            B Cell, CD68+ Macrophage, Granulocyte, Activated APC      2\n",
-      "                                                             Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, NK Cell, Dendritic Cell, Granulocyte, CD163+ Macrophage      2\n",
-      "                                                                         Cytotoxic T Cell, T Cell, B Cell, Dendritic Cell, Proliferating Cell, Activated T/B Cell, Activated APC      2\n",
-      "                                                                                             T Cell, NK Cell, CD68+ Macrophage, Dendritic Cell, Activated APC, CD163+ Macrophage      2\n",
-      "                                                                                             Regulatory T Cell, Helper T Cell, T Cell, B Cell, Activated T/B Cell, Activated APC      2\n",
-      "                                                                                                        Cytotoxic T Cell, T Cell, B Cell, NK Cell, Dendritic Cell, Activated APC      2\n",
-      "                                                                                                                                             T Cell, NK Cell, Proliferating Cell      2\n",
-      "                                                               Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, Proliferating Cell, Activated T/B Cell, Activated APC      2\n",
-      "                                                                                                                          Helper T Cell, Cytotoxic T Cell, T Cell, Activated APC      2\n",
-      "                                                                                   Cytotoxic T Cell, T Cell, B Cell, NK Cell, CD68+ Macrophage, Activated APC, CD163+ Macrophage      2\n",
-      "                                                                    Regulatory T Cell, Helper T Cell, T Cell, CD68+ Macrophage, Dendritic Cell, Activated APC, CD163+ Macrophage      2\n",
-      "                                                                                                             Cytotoxic T Cell, T Cell, Follicular Dendritic Cell, Dendritic Cell      2\n",
-      "                                                                              Follicular Dendritic Cell, CD68+ Macrophage, Proliferating Cell, Activated T/B Cell, Activated APC      2\n",
-      "                                                                                                          T Cell, Dendritic Cell, Granulocyte, Proliferating Cell, Activated APC      2\n",
-      "                                                                                          T Cell, Follicular Dendritic Cell, CD68+ Macrophage, Activated T/B Cell, Activated APC      2\n",
-      "                                                                                                                              T Cell, Dendritic Cell, Granulocyte, Activated APC      2\n",
-      "                                                                                            B Cell, NK Cell, CD68+ Macrophage, Dendritic Cell, Proliferating Cell, Activated APC      2\n",
-      "                                                                       Regulatory T Cell, Helper T Cell, T Cell, CD68+ Macrophage, Granulocyte, Activated APC, CD163+ Macrophage      2\n",
-      "                                                           Helper T Cell, T Cell, B Cell, CD68+ Macrophage, Dendritic Cell, Activated T/B Cell, Activated APC, CD163+ Macrophage      2\n",
-      "                                                                                             Cytotoxic T Cell, T Cell, B Cell, Dendritic Cell, Activated T/B Cell, Activated APC      2\n",
-      "                                                                          Helper T Cell, T Cell, B Cell, CD68+ Macrophage, Proliferating Cell, Activated T/B Cell, Activated APC      2\n",
-      "                                                                                                                                Cytotoxic T Cell, T Cell, B Cell, Dendritic Cell      2\n",
-      "                                                                      Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, Dendritic Cell, Granulocyte, CD163+ Macrophage      2\n",
-      "                                                                                                  Follicular Dendritic Cell, CD68+ Macrophage, Dendritic Cell, CD163+ Macrophage      2\n",
-      "                            Regulatory T Cell, Helper T Cell, T Cell, CD68+ Macrophage, Dendritic Cell, Proliferating Cell, Activated T/B Cell, Activated APC, CD163+ Macrophage      1\n",
-      "                                                                     Regulatory T Cell, Helper T Cell, T Cell, Follicular Dendritic Cell, Proliferating Cell, Activated T/B Cell      1\n",
-      "                                                                                 Regulatory T Cell, Helper T Cell, T Cell, Dendritic Cell, Activated T/B Cell, CD163+ Macrophage      1\n",
-      "                                                                                    Regulatory T Cell, Helper T Cell, T Cell, Follicular Dendritic Cell, NK Cell, Dendritic Cell      1\n",
-      "                                      Regulatory T Cell, Helper T Cell, T Cell, Follicular Dendritic Cell, Dendritic Cell, Proliferating Cell, Activated T/B Cell, Activated APC      1\n",
-      "                                                               Cytotoxic T Cell, T Cell, B Cell, CD68+ Macrophage, Dendritic Cell, Granulocyte, Activated APC, CD163+ Macrophage      1\n",
-      "                                                     Regulatory T Cell, Helper T Cell, T Cell, Follicular Dendritic Cell, Dendritic Cell, Proliferating Cell, Activated T/B Cell      1\n",
-      "                                       Regulatory T Cell, Helper T Cell, T Cell, B Cell, CD68+ Macrophage, Dendritic Cell, Proliferating Cell, Activated T/B Cell, Activated APC      1\n",
-      "                                                                                                           Regulatory T Cell, Helper T Cell, T Cell, Dendritic Cell, Granulocyte      1\n",
-      "                                                           Regulatory T Cell, Helper T Cell, T Cell, B Cell, CD68+ Macrophage, Dendritic Cell, Activated T/B Cell, Activated APC      1\n",
-      "                                                                                          Regulatory T Cell, Helper T Cell, T Cell, B Cell, CD68+ Macrophage, Activated T/B Cell      1\n",
-      "                                                                                                    Regulatory T Cell, Helper T Cell, T Cell, B Cell, Granulocyte, Activated APC      1\n",
-      "                                                                                                                 Regulatory T Cell, Helper T Cell, T Cell, B Cell, Activated APC      1\n",
-      "                                                                                                                           Regulatory T Cell, Helper T Cell, T Cell, Granulocyte      1\n",
-      "                                                                                                                                       Cytotoxic T Cell, T Cell, B Cell, NK Cell      1\n",
-      "                                                                                                     Regulatory T Cell, Helper T Cell, T Cell, Activated T/B Cell, Activated APC      1\n",
-      "                                                Regulatory T Cell, Helper T Cell, T Cell, Dendritic Cell, Granulocyte, Proliferating Cell, Activated T/B Cell, CD163+ Macrophage      1\n",
-      "                                                                                        Regulatory T Cell, Helper T Cell, T Cell, Dendritic Cell, Granulocyte, CD163+ Macrophage      1\n",
-      "                                                                                                       Regulatory T Cell, Helper T Cell, T Cell, Granulocyte, Activated T/B Cell      1\n",
-      "                                                                                            Regulatory T Cell, Helper T Cell, T Cell, Dendritic Cell, Granulocyte, Activated APC      1\n",
-      "                                                                                                 Regulatory T Cell, Helper T Cell, T Cell, B Cell, Dendritic Cell, Activated APC      1\n",
-      "                                              Regulatory T Cell, Helper T Cell, T Cell, Dendritic Cell, Proliferating Cell, Activated T/B Cell, Activated APC, CD163+ Macrophage      1\n",
-      "                                                                                               Cytotoxic T Cell, T Cell, B Cell, CD68+ Macrophage, Dendritic Cell, Activated APC      1\n",
-      "                                                                                                               Cytotoxic T Cell, T Cell, B Cell, CD68+ Macrophage, Activated APC      1\n",
-      "                                                       Regulatory T Cell, Helper T Cell, T Cell, CD68+ Macrophage, Dendritic Cell, Granulocyte, Activated APC, CD163+ Macrophage      1\n",
-      "                                                                                             Cytotoxic T Cell, T Cell, B Cell, Dendritic Cell, Proliferating Cell, Activated APC      1\n",
-      "                                                   Regulatory T Cell, Helper T Cell, T Cell, Follicular Dendritic Cell, CD68+ Macrophage, Proliferating Cell, Activated T/B Cell      1\n",
-      "                                                                                           Cytotoxic T Cell, T Cell, B Cell, CD68+ Macrophage, Activated T/B Cell, Activated APC      1\n",
-      "                                                                                       Regulatory T Cell, Helper T Cell, T Cell, CD68+ Macrophage, Dendritic Cell, Activated APC      1\n",
-      "                                                                                                      Regulatory T Cell, Helper T Cell, T Cell, CD68+ Macrophage, Dendritic Cell      1\n",
-      "                                                                                                   Regulatory T Cell, Helper T Cell, T Cell, CD68+ Macrophage, CD163+ Macrophage      1\n",
-      "                                                                                      Regulatory T Cell, Helper T Cell, T Cell, Dendritic Cell, Activated APC, CD163+ Macrophage      1\n",
-      "                                                                                        Cytotoxic T Cell, T Cell, B Cell, Dendritic Cell, Proliferating Cell, Activated T/B Cell      1\n",
-      "                                                            Regulatory T Cell, Helper T Cell, T Cell, Follicular Dendritic Cell, CD68+ Macrophage, Dendritic Cell, Activated APC      1\n",
-      "                                                                                   Regulatory T Cell, Helper T Cell, T Cell, CD68+ Macrophage, Activated T/B Cell, Activated APC      1\n",
-      "                                                                  Regulatory T Cell, Helper T Cell, T Cell, Dendritic Cell, Activated T/B Cell, Activated APC, CD163+ Macrophage      1\n",
-      "                                                       Cytotoxic T Cell, T Cell, B Cell, CD68+ Macrophage, Dendritic Cell, Proliferating Cell, Activated T/B Cell, Activated APC      1\n",
-      "                                                        Regulatory T Cell, Helper T Cell, T Cell, Follicular Dendritic Cell, CD68+ Macrophage, Activated T/B Cell, Activated APC      1\n",
-      "                                                                                         Regulatory T Cell, Helper T Cell, T Cell, Follicular Dendritic Cell, Activated T/B Cell      1\n",
-      "                                                             Regulatory T Cell, Helper T Cell, T Cell, Dendritic Cell, Proliferating Cell, Activated T/B Cell, CD163+ Macrophage      1\n",
-      "                                                                         Regulatory T Cell, Helper T Cell, T Cell, B Cell, Proliferating Cell, Activated T/B Cell, Activated APC      1\n",
-      "                                                                                        Regulatory T Cell, Helper T Cell, T Cell, B Cell, NK Cell, Dendritic Cell, Activated APC      1\n",
-      "                                                                                                    Regulatory T Cell, Helper T Cell, T Cell, B Cell, NK Cell, CD163+ Macrophage      1\n",
-      "                                                                                                        Regulatory T Cell, Helper T Cell, T Cell, B Cell, NK Cell, Activated APC      1\n",
-      "                    Regulatory T Cell, Helper T Cell, T Cell, Follicular Dendritic Cell, CD68+ Macrophage, Dendritic Cell, Proliferating Cell, Activated T/B Cell, Activated APC      1\n",
-      "                                                                                                Regulatory T Cell, Helper T Cell, T Cell, B Cell, Granulocyte, CD163+ Macrophage      1\n",
-      "                                                                                       Regulatory T Cell, Helper T Cell, T Cell, Dendritic Cell, Granulocyte, Activated T/B Cell      1\n",
-      "                                                                                                             CD68+ Macrophage, Dendritic Cell, Proliferating Cell, Activated APC      1\n",
-      "                                                                                                        Regulatory T Cell, Helper T Cell, T Cell, Granulocyte, CD163+ Macrophage      1\n",
-      "                                                                                   T Cell, Follicular Dendritic Cell, NK Cell, Dendritic Cell, Activated T/B Cell, Activated APC      1\n",
-      "                                                                                               T Cell, Follicular Dendritic Cell, NK Cell, Activated T/B Cell, CD163+ Macrophage      1\n",
-      "                                                                                                                                              B Cell, Granulocyte, Activated APC      1\n",
-      "                                                                                                                               B Cell, NK Cell, Activated APC, CD163+ Macrophage      1\n",
-      "                                                                                                                              B Cell, NK Cell, Activated T/B Cell, Activated APC      1\n",
-      "                                                                                                                                              B Cell, NK Cell, CD163+ Macrophage      1\n",
-      "                                                                                                                               T Cell, Follicular Dendritic Cell, Dendritic Cell      1\n",
-      "                                                                                          T Cell, Follicular Dendritic Cell, CD68+ Macrophage, Proliferating Cell, Activated APC      1\n",
-      "                                                                              T Cell, Follicular Dendritic Cell, CD68+ Macrophage, Granulocyte, Activated APC, CD163+ Macrophage      1\n",
-      "                                                                                                 T Cell, Follicular Dendritic Cell, CD68+ Macrophage, Granulocyte, Activated APC      1\n",
-      "                                                                                                                                               B Cell, NK Cell, CD68+ Macrophage      1\n",
-      "                                                                          T Cell, Follicular Dendritic Cell, CD68+ Macrophage, Dendritic Cell, Proliferating Cell, Activated APC      1\n",
-      "                                                                           T Cell, Follicular Dendritic Cell, CD68+ Macrophage, Dendritic Cell, Activated APC, CD163+ Macrophage      1\n",
-      "                                                                                              T Cell, Follicular Dendritic Cell, CD68+ Macrophage, Dendritic Cell, Activated APC      1\n",
-      "                                                                                                            B Cell, NK Cell, CD68+ Macrophage, Activated T/B Cell, Activated APC      1\n",
-      "                                                                                                                            B Cell, NK Cell, CD68+ Macrophage, CD163+ Macrophage      1\n",
-      "                                                                                                                               B Cell, NK Cell, CD68+ Macrophage, Dendritic Cell      1\n",
-      "                                                                                                                                T Cell, Follicular Dendritic Cell, Activated APC      1\n",
-      "                                                                                                                                               T Cell, Follicular Dendritic Cell      1\n",
-      "                                                                                                   T Cell, Dendritic Cell, Proliferating Cell, Activated T/B Cell, Activated APC      1\n",
-      "                                                                                                  T Cell, Follicular Dendritic Cell, NK Cell, Dendritic Cell, Activated T/B Cell      1\n",
-      "                                                               T Cell, Follicular Dendritic Cell, NK Cell, Dendritic Cell, Proliferating Cell, Activated T/B Cell, Activated APC      1\n",
-      "                                                                                                                                                Cytotoxic T Cell, T Cell, B Cell      1\n",
-      "                                                                                                            T Cell, Follicular Dendritic Cell, Proliferating Cell, Activated APC      1\n",
-      "                                                                                                                                  T Cell, Proliferating Cell, Activated T/B Cell      1\n",
-      "                                                                                                           T Cell, NK Cell, Proliferating Cell, Activated APC, CD163+ Macrophage      1\n",
-      "                                                                                         B Cell, CD68+ Macrophage, Dendritic Cell, Granulocyte, Activated APC, CD163+ Macrophage      1\n",
-      "                                                                                                                              T Cell, NK Cell, Dendritic Cell, CD163+ Macrophage      1\n",
-      "                                                                                                              T Cell, NK Cell, Dendritic Cell, Activated T/B Cell, Activated APC      1\n",
-      "                                                                                                               T Cell, NK Cell, Dendritic Cell, Activated APC, CD163+ Macrophage      1\n",
-      "                                                                                                                    B Cell, CD68+ Macrophage, Dendritic Cell, Proliferating Cell      1\n",
-      "                                                                                                B Cell, CD68+ Macrophage, Dendritic Cell, Proliferating Cell, Activated T/B Cell      1\n",
-      "                                                                                            T Cell, NK Cell, CD68+ Macrophage, Dendritic Cell, Proliferating Cell, Activated APC      1\n",
-      "                                                                                                                                           B Cell, CD68+ Macrophage, Granulocyte      1\n",
-      "                                                                                                            T Cell, NK Cell, CD68+ Macrophage, Activated T/B Cell, Activated APC      1\n",
-      "                                                                                                             T Cell, NK Cell, CD68+ Macrophage, Activated APC, CD163+ Macrophage      1\n",
-      "                                                                                                                              T Cell, NK Cell, Activated T/B Cell, Activated APC      1\n",
-      "                                                                                                                                             T Cell, NK Cell, Activated T/B Cell      1\n",
-      "                                                                                     B Cell, CD68+ Macrophage, Granulocyte, Activated T/B Cell, Activated APC, CD163+ Macrophage      1\n",
-      "                                                                                                                     T Cell, Granulocyte, Proliferating Cell, Activated T/B Cell      1\n",
-      "                                                                                                                           T Cell, Granulocyte, Activated APC, CD163+ Macrophage      1\n",
-      "                                                                                                                                              T Cell, Granulocyte, Activated APC      1\n",
-      "                                                                                                 B Cell, CD68+ Macrophage, Proliferating Cell, Activated T/B Cell, Activated APC      1\n",
-      "                                                                                                                B Cell, NK Cell, CD68+ Macrophage, Dendritic Cell, Activated APC      1\n",
-      "                                                                                             B Cell, NK Cell, CD68+ Macrophage, Dendritic Cell, Activated APC, CD163+ Macrophage      1\n",
-      "                                                                                                                          T Cell, Dendritic Cell, Granulocyte, CD163+ Macrophage      1\n",
-      "                                                                                            B Cell, NK Cell, CD68+ Macrophage, Dendritic Cell, Activated T/B Cell, Activated APC      1\n",
-      "                                                                                          CD68+ Macrophage, Dendritic Cell, Activated T/B Cell, Activated APC, CD163+ Macrophage      1\n",
-      "                                                                                         CD68+ Macrophage, Dendritic Cell, Proliferating Cell, Activated T/B Cell, Activated APC      1\n",
-      "                                                                               Regulatory T Cell, Helper T Cell, T Cell, NK Cell, Granulocyte, Proliferating Cell, Activated APC      1\n",
-      "                                                                                              Regulatory T Cell, Helper T Cell, T Cell, NK Cell, Granulocyte, Proliferating Cell      1\n",
-      "                                                                               Regulatory T Cell, Helper T Cell, T Cell, NK Cell, Dendritic Cell, Granulocyte, CD163+ Macrophage      1\n",
-      "                                            Regulatory T Cell, Helper T Cell, T Cell, NK Cell, Dendritic Cell, Granulocyte, Activated T/B Cell, Activated APC, CD163+ Macrophage      1\n",
-      "                                                                                   Regulatory T Cell, Helper T Cell, T Cell, NK Cell, Dendritic Cell, Granulocyte, Activated APC      1\n",
-      "                                                                                           Regulatory T Cell, Helper T Cell, T Cell, NK Cell, Dendritic Cell, Activated T/B Cell      1\n",
-      "                                                                            Regulatory T Cell, Helper T Cell, T Cell, NK Cell, CD68+ Macrophage, Granulocyte, Proliferating Cell      1\n",
-      "                                                                             Regulatory T Cell, Helper T Cell, T Cell, NK Cell, CD68+ Macrophage, Granulocyte, CD163+ Macrophage      1\n",
-      "                                                                                 Regulatory T Cell, Helper T Cell, T Cell, NK Cell, CD68+ Macrophage, Granulocyte, Activated APC      1\n",
-      "                                             Regulatory T Cell, Helper T Cell, T Cell, NK Cell, CD68+ Macrophage, Dendritic Cell, Granulocyte, Proliferating Cell, Activated APC      1\n",
-      "                                                                                                                 Cytotoxic T Cell, T Cell, Activated T/B Cell, CD163+ Macrophage      1\n",
-      "                                                                              Regulatory T Cell, Helper T Cell, T Cell, NK Cell, CD68+ Macrophage, Dendritic Cell, Activated APC      1\n",
-      "                                                       Regulatory T Cell, Helper T Cell, T Cell, NK Cell, CD68+ Macrophage, Activated T/B Cell, Activated APC, CD163+ Macrophage      1\n",
-      "                                                                          Regulatory T Cell, Helper T Cell, T Cell, NK Cell, CD68+ Macrophage, Activated T/B Cell, Activated APC      1\n",
-      "                                                                                                           Regulatory T Cell, Helper T Cell, T Cell, NK Cell, Activated T/B Cell      1\n",
-      "                                                                                             Regulatory T Cell, Helper T Cell, T Cell, NK Cell, Activated APC, CD163+ Macrophage      1\n",
-      "                                                                                                                Regulatory T Cell, Helper T Cell, T Cell, NK Cell, Activated APC      1\n",
-      "                                                                                                                                                T Cell, B Cell, CD68+ Macrophage      1\n",
-      "                                                                                                                             CD68+ Macrophage, Activated T/B Cell, Activated APC      1\n",
-      "                                                                                                                              T Cell, B Cell, Dendritic Cell, Activated T/B Cell      1\n",
-      "                                                                                                                      T Cell, CD68+ Macrophage, Activated APC, CD163+ Macrophage      1\n",
-      "                                                                                                   B Cell, NK Cell, CD68+ Macrophage, Dendritic Cell, Granulocyte, Activated APC      1\n",
-      "                                                                                B Cell, NK Cell, CD68+ Macrophage, Dendritic Cell, Granulocyte, Activated APC, CD163+ Macrophage      1\n",
-      "                                                                               B Cell, NK Cell, CD68+ Macrophage, Dendritic Cell, Granulocyte, Proliferating Cell, Activated APC      1\n",
-      "                                                                                                                   B Cell, NK Cell, CD68+ Macrophage, Granulocyte, Activated APC      1\n",
-      "                                                                                                                     T Cell, CD68+ Macrophage, Proliferating Cell, Activated APC      1\n",
-      "                                                                                         T Cell, CD68+ Macrophage, Dendritic Cell, Granulocyte, Activated APC, CD163+ Macrophage      1\n",
-      "                                                                                                B Cell, NK Cell, CD68+ Macrophage, Granulocyte, Activated APC, CD163+ Macrophage      1\n",
-      "                                                                                                                                        T Cell, CD68+ Macrophage, Dendritic Cell      1\n",
-      "                                                                                                              B Cell, NK Cell, Dendritic Cell, Activated T/B Cell, Activated APC      1\n",
-      "                                                                                                          B Cell, NK Cell, Proliferating Cell, Activated T/B Cell, Activated APC      1\n",
-      "                                                                                                                              B Cell, NK Cell, Dendritic Cell, CD163+ Macrophage      1\n",
-      "                                                                                                                                              T Cell, B Cell, Proliferating Cell      1\n",
-      "                                                                                  T Cell, B Cell, NK Cell, Dendritic Cell, Proliferating Cell, Activated T/B Cell, Activated APC      1\n",
-      "                                                                                                                      T Cell, B Cell, NK Cell, Dendritic Cell, CD163+ Macrophage      1\n",
-      "                                                                                                       T Cell, B Cell, NK Cell, Dendritic Cell, Activated APC, CD163+ Macrophage      1\n",
-      "                                                                                                                                      T Cell, B Cell, NK Cell, CD163+ Macrophage      1\n",
-      "                                                                                                                       T Cell, B Cell, NK Cell, Activated APC, CD163+ Macrophage      1\n",
-      "                                                                                                                                                         T Cell, B Cell, NK Cell      1\n",
-      "                                                                                                                        Cytotoxic T Cell, T Cell, B Cell, NK Cell, Activated APC      1\n",
-      "                                                                                                           Follicular Dendritic Cell, NK Cell, Proliferating Cell, Activated APC      1\n",
-      "                                                                                                                    Cytotoxic T Cell, T Cell, B Cell, NK Cell, CD163+ Macrophage      1\n",
-      "                                                                                                                                   Follicular Dendritic Cell, Activated T/B Cell      1\n",
-      "                                                                                                                          Helper T Cell, T Cell, B Cell, NK Cell, Dendritic Cell      1\n",
-      "                                                                     Helper T Cell, T Cell, B Cell, NK Cell, CD68+ Macrophage, Dendritic Cell, Activated T/B Cell, Activated APC      1\n",
-      "                                                                                                                      Helper T Cell, T Cell, B Cell, NK Cell, Activated T/B Cell      1\n",
-      "                                                                               Follicular Dendritic Cell, CD68+ Macrophage, Activated T/B Cell, Activated APC, CD163+ Macrophage      1\n",
-      "                                                                                                 Follicular Dendritic Cell, CD68+ Macrophage, Dendritic Cell, Activated T/B Cell      1\n",
-      "                                                                                                                    Helper T Cell, T Cell, B Cell, Dendritic Cell, Activated APC      1\n",
-      "                                                               Follicular Dendritic Cell, CD68+ Macrophage, Dendritic Cell, Activated T/B Cell, Activated APC, CD163+ Macrophage      1\n",
-      "                                                                                 Helper T Cell, T Cell, B Cell, CD68+ Macrophage, Granulocyte, Activated T/B Cell, Activated APC      1\n",
-      "                                                          Helper T Cell, T Cell, B Cell, CD68+ Macrophage, Dendritic Cell, Proliferating Cell, Activated T/B Cell, Activated APC      1\n",
-      "                                                                              Helper T Cell, T Cell, B Cell, CD68+ Macrophage, Dendritic Cell, Activated T/B Cell, Activated APC      1\n",
-      "                                                                                                  Helper T Cell, T Cell, B Cell, CD68+ Macrophage, Dendritic Cell, Activated APC      1\n",
-      "                                                                                              Helper T Cell, T Cell, B Cell, CD68+ Macrophage, Activated T/B Cell, Activated APC      1\n",
-      "                                                                             Follicular Dendritic Cell, CD68+ Macrophage, Dendritic Cell, Proliferating Cell, Activated T/B Cell      1\n",
-      "                                           Follicular Dendritic Cell, CD68+ Macrophage, Dendritic Cell, Proliferating Cell, Activated T/B Cell, Activated APC, CD163+ Macrophage      1\n",
-      "                                                                                                         Follicular Dendritic Cell, CD68+ Macrophage, Granulocyte, Activated APC      1\n",
-      "                                                                                                 Helper T Cell, Cytotoxic T Cell, T Cell, Proliferating Cell, Activated T/B Cell      1\n",
-      "                                                                                                                                          Follicular Dendritic Cell, Granulocyte      1\n",
-      "                                                                                        Helper T Cell, Cytotoxic T Cell, T Cell, NK Cell, Proliferating Cell, Activated T/B Cell      1\n",
-      "                                                                            Helper T Cell, Cytotoxic T Cell, T Cell, NK Cell, Granulocyte, Proliferating Cell, CD163+ Macrophage      1\n",
-      "                                                                                                Helper T Cell, Cytotoxic T Cell, T Cell, NK Cell, Granulocyte, CD163+ Macrophage      1\n",
-      "                                                             Helper T Cell, Cytotoxic T Cell, T Cell, NK Cell, Granulocyte, Activated T/B Cell, Activated APC, CD163+ Macrophage      1\n",
-      "                                                                   Helper T Cell, T Cell, B Cell, NK Cell, Dendritic Cell, Proliferating Cell, Activated T/B Cell, Activated APC      1\n",
-      "                                                                                                            Dendritic Cell, Proliferating Cell, Activated APC, CD163+ Macrophage      1\n",
-      "                                                                  Cytotoxic T Cell, T Cell, B Cell, NK Cell, CD68+ Macrophage, Dendritic Cell, Activated T/B Cell, Activated APC      1\n",
-      "                                                                                   Helper T Cell, T Cell, CD68+ Macrophage, Activated T/B Cell, Activated APC, CD163+ Macrophage      1\n",
-      "                                                                                    Helper T Cell, T Cell, Dendritic Cell, Proliferating Cell, Activated T/B Cell, Activated APC      1\n",
-      "                                                                                                               Cytotoxic T Cell, T Cell, NK Cell, Granulocyte, CD163+ Macrophage      1\n",
-      "                                                                                                        Helper T Cell, T Cell, Dendritic Cell, Proliferating Cell, Activated APC      1\n",
-      "                                                                                               Cytotoxic T Cell, T Cell, NK Cell, Granulocyte, Proliferating Cell, Activated APC      1\n",
-      "                                                                       Helper T Cell, T Cell, Dendritic Cell, Granulocyte, Proliferating Cell, Activated T/B Cell, Activated APC      1\n",
-      "                                                                                       Helper T Cell, T Cell, Dendritic Cell, Granulocyte, Activated T/B Cell, CD163+ Macrophage      1\n",
-      "                                                                                                                              Helper T Cell, T Cell, Dendritic Cell, Granulocyte      1\n",
-      "                                                                                                                           Cytotoxic T Cell, T Cell, NK Cell, Proliferating Cell      1\n",
-      "                                                                                                            Cytotoxic T Cell, T Cell, NK Cell, Proliferating Cell, Activated APC      1\n",
-      "                                                                                                                     Cytotoxic T Cell, T Cell, Proliferating Cell, Activated APC      1\n",
-      "                                                                                                            Dendritic Cell, Activated T/B Cell, Activated APC, CD163+ Macrophage      1\n",
-      "                                                                                                         Helper T Cell, T Cell, Dendritic Cell, Activated APC, CD163+ Macrophage      1\n",
-      "                                                                                                                   Dendritic Cell, Granulocyte, Activated APC, CD163+ Macrophage      1\n",
-      "                                                                                          Helper T Cell, T Cell, CD68+ Macrophage, Granulocyte, Activated APC, CD163+ Macrophage      1\n",
-      "                                                                                                             Helper T Cell, T Cell, CD68+ Macrophage, Granulocyte, Activated APC      1\n",
-      "                                                      Helper T Cell, T Cell, CD68+ Macrophage, Dendritic Cell, Granulocyte, Activated T/B Cell, Activated APC, CD163+ Macrophage      1\n",
-      "                                                                          Helper T Cell, T Cell, CD68+ Macrophage, Dendritic Cell, Granulocyte, Activated APC, CD163+ Macrophage      1\n",
-      "                                                                                                                                 Dendritic Cell, Granulocyte, Proliferating Cell      1\n",
-      "                                                                                                                  Dendritic Cell, Granulocyte, Proliferating Cell, Activated APC      1\n",
-      "                                                                                                              Dendritic Cell, Granulocyte, Proliferating Cell, CD163+ Macrophage      1\n",
-      "                                                                                                                      Helper T Cell, T Cell, CD68+ Macrophage, CD163+ Macrophage      1\n",
-      "                                                                        Helper T Cell, Cytotoxic T Cell, T Cell, NK Cell, Dendritic Cell, Proliferating Cell, Activated T/B Cell      1\n",
-      "                                                                 Helper T Cell, Cytotoxic T Cell, T Cell, NK Cell, Dendritic Cell, Granulocyte, Activated APC, CD163+ Macrophage      1\n",
-      "                                                                                                                      Follicular Dendritic Cell, Granulocyte, Activated T/B Cell      1\n",
-      "                                                          Helper T Cell, Cytotoxic T Cell, T Cell, NK Cell, Dendritic Cell, Activated T/B Cell, Activated APC, CD163+ Macrophage      1\n",
-      "                                                                                       Helper T Cell, Cytotoxic T Cell, T Cell, Dendritic Cell, Activated APC, CD163+ Macrophage      1\n",
-      "                                                                                            Follicular Dendritic Cell, NK Cell, Dendritic Cell, Activated APC, CD163+ Macrophage      1\n",
-      "                                                                        Helper T Cell, Cytotoxic T Cell, T Cell, CD68+ Macrophage, Granulocyte, Activated APC, CD163+ Macrophage      1\n",
-      "                                                                                           Helper T Cell, Cytotoxic T Cell, T Cell, CD68+ Macrophage, Granulocyte, Activated APC      1\n",
-      "                                                Helper T Cell, Cytotoxic T Cell, T Cell, CD68+ Macrophage, Dendritic Cell, Proliferating Cell, Activated T/B Cell, Activated APC      1\n",
-      "                                    Helper T Cell, Cytotoxic T Cell, T Cell, CD68+ Macrophage, Dendritic Cell, Granulocyte, Activated T/B Cell, Activated APC, CD163+ Macrophage      1\n",
-      "                                                                                          Helper T Cell, Cytotoxic T Cell, T Cell, CD68+ Macrophage, Dendritic Cell, Granulocyte      1\n",
-      "                                                 Helper T Cell, Cytotoxic T Cell, T Cell, CD68+ Macrophage, Dendritic Cell, Activated T/B Cell, Activated APC, CD163+ Macrophage      1\n",
-      "                                                                                   Helper T Cell, Cytotoxic T Cell, T Cell, CD68+ Macrophage, Dendritic Cell, Activated T/B Cell      1\n",
-      "                                                                                        Helper T Cell, Cytotoxic T Cell, T Cell, CD68+ Macrophage, Dendritic Cell, Activated APC      1\n",
-      "                                                                                                                       Helper T Cell, Cytotoxic T Cell, T Cell, CD68+ Macrophage      1\n",
-      "                                                                                                                                 Follicular Dendritic Cell, NK Cell, Granulocyte      1\n",
-      "                                                                                         Helper T Cell, Cytotoxic T Cell, T Cell, B Cell, Proliferating Cell, Activated T/B Cell      1\n",
-      "                                                                 Helper T Cell, Cytotoxic T Cell, T Cell, B Cell, NK Cell, Proliferating Cell, Activated T/B Cell, Activated APC      1\n",
-      "                                                                                      Helper T Cell, Cytotoxic T Cell, T Cell, B Cell, NK Cell, Activated APC, CD163+ Macrophage      1\n",
-      "                                                                              Helper T Cell, Cytotoxic T Cell, T Cell, B Cell, Dendritic Cell, Activated T/B Cell, Activated APC      1\n",
-      "                                                                                             Helper T Cell, Cytotoxic T Cell, T Cell, B Cell, Dendritic Cell, Activated T/B Cell      1\n",
-      "                                                                                                                 Helper T Cell, Cytotoxic T Cell, T Cell, B Cell, Dendritic Cell      1\n",
-      "                                                            Helper T Cell, Cytotoxic T Cell, T Cell, B Cell, CD68+ Macrophage, Dendritic Cell, Activated T/B Cell, Activated APC      1\n",
-      "                                                                                                      Helper T Cell, Cytotoxic T Cell, T Cell, Activated T/B Cell, Activated APC      1\n",
-      "                                                                                                              Follicular Dendritic Cell, NK Cell, Granulocyte, CD163+ Macrophage      1\n",
-      "                                                                                            Follicular Dendritic Cell, NK Cell, CD68+ Macrophage, Granulocyte, CD163+ Macrophage      1\n",
-      "                                                                            Follicular Dendritic Cell, NK Cell, CD68+ Macrophage, Granulocyte, Activated T/B Cell, Activated APC      1\n",
-      "                                                                                  Helper T Cell, Cytotoxic T Cell, T Cell, Dendritic Cell, Activated T/B Cell, CD163+ Macrophage      1\n",
-      "                                                                                                                            Follicular Dendritic Cell, NK Cell, CD68+ Macrophage      1\n",
-      "                                                                                            Helper T Cell, Cytotoxic T Cell, T Cell, NK Cell, Dendritic Cell, Activated T/B Cell      1\n",
-      "                                                                                                 Helper T Cell, Cytotoxic T Cell, T Cell, NK Cell, Dendritic Cell, Activated APC      1\n",
-      "                                                                                                                                              Follicular Dendritic Cell, NK Cell      1\n",
-      "                                                               Helper T Cell, Cytotoxic T Cell, T Cell, NK Cell, CD68+ Macrophage, Granulocyte, Activated APC, CD163+ Macrophage      1\n",
-      "                                               Helper T Cell, Cytotoxic T Cell, T Cell, NK Cell, CD68+ Macrophage, Dendritic Cell, Granulocyte, Activated APC, CD163+ Macrophage      1\n",
-      "                                        Helper T Cell, Cytotoxic T Cell, T Cell, NK Cell, CD68+ Macrophage, Dendritic Cell, Activated T/B Cell, Activated APC, CD163+ Macrophage      1\n",
-      "                                                            Helper T Cell, Cytotoxic T Cell, T Cell, NK Cell, CD68+ Macrophage, Dendritic Cell, Activated APC, CD163+ Macrophage      1\n",
-      "                                                                                              Helper T Cell, Cytotoxic T Cell, T Cell, NK Cell, CD68+ Macrophage, Dendritic Cell      1\n",
-      "                                                        Helper T Cell, Cytotoxic T Cell, T Cell, NK Cell, CD68+ Macrophage, Activated T/B Cell, Activated APC, CD163+ Macrophage      1\n",
-      "                                                                      Helper T Cell, Cytotoxic T Cell, T Cell, Follicular Dendritic Cell, Proliferating Cell, Activated T/B Cell      1\n",
-      "                                                                                                            Helper T Cell, Cytotoxic T Cell, T Cell, Dendritic Cell, Granulocyte      1\n",
-      "                                                      Helper T Cell, Cytotoxic T Cell, T Cell, Follicular Dendritic Cell, Dendritic Cell, Proliferating Cell, Activated T/B Cell      1\n",
-      "                                                                                              Helper T Cell, Cytotoxic T Cell, T Cell, Follicular Dendritic Cell, Dendritic Cell      1\n",
-      "                     Helper T Cell, Cytotoxic T Cell, T Cell, Follicular Dendritic Cell, CD68+ Macrophage, Dendritic Cell, Proliferating Cell, Activated T/B Cell, Activated APC      1\n",
-      "                                                         Helper T Cell, Cytotoxic T Cell, T Cell, Follicular Dendritic Cell, CD68+ Macrophage, Activated T/B Cell, Activated APC      1\n",
-      "                                                              Helper T Cell, Cytotoxic T Cell, T Cell, Dendritic Cell, Proliferating Cell, Activated T/B Cell, CD163+ Macrophage      1\n",
-      "                                                             Follicular Dendritic Cell, NK Cell, CD68+ Macrophage, Dendritic Cell, Granulocyte, Activated APC, CD163+ Macrophage      1\n",
-      "                                                                                                               Follicular Dendritic Cell, NK Cell, CD68+ Macrophage, Granulocyte      1\n",
-      "                                                                                         Helper T Cell, Cytotoxic T Cell, T Cell, Dendritic Cell, Granulocyte, CD163+ Macrophage      1\n",
-      "                                                                                                Follicular Dendritic Cell, NK Cell, CD68+ Macrophage, Granulocyte, Activated APC      1\n",
-      "                                                                                                            Helper T Cell, T Cell, Follicular Dendritic Cell, Activated T/B Cell      1\n",
-      "                                                                                                Cytotoxic T Cell, T Cell, NK Cell, Granulocyte, Activated APC, CD163+ Macrophage      1\n",
-      "                                                            Helper T Cell, T Cell, Follicular Dendritic Cell, CD68+ Macrophage, Dendritic Cell, Activated APC, CD163+ Macrophage      1\n",
-      "                                                                                                     Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, B Cell, NK Cell      1\n",
-      "                                          Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, Follicular Dendritic Cell, CD68+ Macrophage, Dendritic Cell, Activated APC      1\n",
-      "                                                                                                                  Cytotoxic T Cell, T Cell, CD68+ Macrophage, Activated T/B Cell      1\n",
-      "                                                                                                   Cytotoxic T Cell, T Cell, CD68+ Macrophage, Activated T/B Cell, Activated APC      1\n",
-      "                                                                                Cytotoxic T Cell, T Cell, CD68+ Macrophage, Activated T/B Cell, Activated APC, CD163+ Macrophage      1\n",
-      "                                                  Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, Dendritic Cell, Granulocyte, Proliferating Cell, CD163+ Macrophage      1\n",
-      "                                                  Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, Dendritic Cell, Granulocyte, Activated T/B Cell, CD163+ Macrophage      1\n",
-      "                                                      Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, Dendritic Cell, Granulocyte, Activated T/B Cell, Activated APC      1\n",
-      "                                                                          Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, Dendritic Cell, Granulocyte, Activated APC      1\n",
-      "                                                                                    Cytotoxic T Cell, T Cell, CD68+ Macrophage, Dendritic Cell, Activated APC, CD163+ Macrophage      1\n",
-      "                                                                                   Cytotoxic T Cell, T Cell, CD68+ Macrophage, Dendritic Cell, Activated T/B Cell, Activated APC      1\n",
-      "                                                                Cytotoxic T Cell, T Cell, CD68+ Macrophage, Dendritic Cell, Activated T/B Cell, Activated APC, CD163+ Macrophage      1\n",
-      "                                                                    Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, Dendritic Cell, Activated APC, CD163+ Macrophage      1\n",
-      "                                                                                       Cytotoxic T Cell, T Cell, CD68+ Macrophage, Granulocyte, Activated APC, CD163+ Macrophage      1\n",
-      "                             Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, CD68+ Macrophage, Dendritic Cell, Proliferating Cell, Activated T/B Cell, Activated APC      1\n",
-      "                                                                Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, CD68+ Macrophage, Dendritic Cell, Activated T/B Cell      1\n",
-      "                                                                     Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, CD68+ Macrophage, Dendritic Cell, Activated APC      1\n",
-      "                                                                                 Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, CD68+ Macrophage, CD163+ Macrophage      1\n",
-      "                                                                     Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, B Cell, NK Cell, Granulocyte, CD163+ Macrophage      1\n",
-      "                                    Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, B Cell, NK Cell, CD68+ Macrophage, Granulocyte, Activated APC, CD163+ Macrophage      1\n",
-      "Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, B Cell, NK Cell, CD68+ Macrophage, Dendritic Cell, Granulocyte, Proliferating Cell, Activated APC, CD163+ Macrophage      1\n",
-      "                                   Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, B Cell, NK Cell, CD68+ Macrophage, Dendritic Cell, Granulocyte, CD163+ Macrophage      1\n",
-      "  Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, Follicular Dendritic Cell, CD68+ Macrophage, Dendritic Cell, Proliferating Cell, Activated T/B Cell, Activated APC      1\n",
-      "                                                                                                                                  Granulocyte, Proliferating Cell, Activated APC      1\n",
-      "                                                                                                    Cytotoxic T Cell, T Cell, CD68+ Macrophage, Activated APC, CD163+ Macrophage      1\n",
-      "                                                                                                    Cytotoxic T Cell, T Cell, B Cell, NK Cell, Dendritic Cell, CD163+ Macrophage      1\n",
-      "                                                                Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, Proliferating Cell, Activated APC, CD163+ Macrophage      1\n",
-      "                                                                                   Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, Proliferating Cell, Activated APC      1\n",
-      "                                                                     Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, NK Cell, Proliferating Cell, Activated T/B Cell      1\n",
-      "                                                                                         Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, NK Cell, Proliferating Cell      1\n",
-      "                                                                             Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, NK Cell, Granulocyte, CD163+ Macrophage      1\n",
-      "                                                                                                Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, NK Cell, Granulocyte      1\n",
-      "                                                            Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, NK Cell, Dendritic Cell, Granulocyte, Proliferating Cell      1\n",
-      "                                                                                Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, NK Cell, Dendritic Cell, Granulocyte      1\n",
-      "                                                          Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, NK Cell, Dendritic Cell, Activated T/B Cell, Activated APC      1\n",
-      "                        Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, NK Cell, CD68+ Macrophage, Granulocyte, Proliferating Cell, Activated APC, CD163+ Macrophage      1\n",
-      "                                    Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, Follicular Dendritic Cell, Proliferating Cell, Activated T/B Cell, Activated APC      1\n",
-      "                                                           Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, NK Cell, CD68+ Macrophage, Granulocyte, CD163+ Macrophage      1\n",
-      "                        Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, NK Cell, CD68+ Macrophage, Granulocyte, Activated T/B Cell, Activated APC, CD163+ Macrophage      1\n",
-      "                                            Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, NK Cell, CD68+ Macrophage, Granulocyte, Activated APC, CD163+ Macrophage      1\n",
-      "        Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, NK Cell, CD68+ Macrophage, Dendritic Cell, Granulocyte, Proliferating Cell, Activated APC, CD163+ Macrophage      1\n",
-      "                            Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, NK Cell, CD68+ Macrophage, Dendritic Cell, Granulocyte, Activated APC, CD163+ Macrophage      1\n",
-      "                     Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, NK Cell, CD68+ Macrophage, Dendritic Cell, Activated T/B Cell, Activated APC, CD163+ Macrophage      1\n",
-      "                                     Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, NK Cell, CD68+ Macrophage, Activated T/B Cell, Activated APC, CD163+ Macrophage      1\n",
-      "                                                                           Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, NK Cell, Activated APC, CD163+ Macrophage      1\n",
-      "                                                                      Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, Granulocyte, Activated T/B Cell, Activated APC      1\n",
-      "                                                    Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, B Cell, NK Cell, CD68+ Macrophage, Dendritic Cell, Activated APC      1\n",
-      "                                         Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, B Cell, CD68+ Macrophage, Dendritic Cell, Activated T/B Cell, Activated APC      1\n",
-      "                                        Helper T Cell, T Cell, Follicular Dendritic Cell, CD68+ Macrophage, Dendritic Cell, Activated T/B Cell, Activated APC, CD163+ Macrophage      1\n",
-      "                                                                                                 Cytotoxic T Cell, T Cell, Dendritic Cell, Activated T/B Cell, CD163+ Macrophage      1\n",
-      "                                                                           Cytotoxic T Cell, T Cell, NK Cell, CD68+ Macrophage, Dendritic Cell, Activated APC, CD163+ Macrophage      1\n",
-      "                                                                       Cytotoxic T Cell, T Cell, NK Cell, CD68+ Macrophage, Proliferating Cell, Activated APC, CD163+ Macrophage      1\n",
-      "                                                                                   Helper T Cell, T Cell, NK Cell, Dendritic Cell, Granulocyte, Activated APC, CD163+ Macrophage      1\n",
-      "                                                                                                                     Helper T Cell, T Cell, NK Cell, Dendritic Cell, Granulocyte      1\n",
-      "                                                                                                               Helper T Cell, T Cell, NK Cell, Dendritic Cell, CD163+ Macrophage      1\n",
-      "                                                                                                Helper T Cell, T Cell, NK Cell, Dendritic Cell, Activated APC, CD163+ Macrophage      1\n",
-      "                                                                                             Cytotoxic T Cell, T Cell, NK Cell, Dendritic Cell, Activated APC, CD163+ Macrophage      1\n",
-      "                                                                                            Cytotoxic T Cell, T Cell, NK Cell, Dendritic Cell, Activated T/B Cell, Activated APC      1\n",
-      "                                                                                 Helper T Cell, T Cell, NK Cell, CD68+ Macrophage, Granulocyte, Activated APC, CD163+ Macrophage      1\n",
-      "                                                          Helper T Cell, T Cell, NK Cell, CD68+ Macrophage, Dendritic Cell, Proliferating Cell, Activated APC, CD163+ Macrophage      1\n",
-      "                                                                 Helper T Cell, T Cell, NK Cell, CD68+ Macrophage, Dendritic Cell, Granulocyte, Activated APC, CD163+ Macrophage      1\n",
-      "                                                                                        Cytotoxic T Cell, T Cell, NK Cell, Dendritic Cell, Activated T/B Cell, CD163+ Macrophage      1\n",
-      "                                                                                                           Helper T Cell, T Cell, NK Cell, Activated T/B Cell, CD163+ Macrophage      1\n",
-      "                                                                                Cytotoxic T Cell, T Cell, NK Cell, Dendritic Cell, Granulocyte, Activated APC, CD163+ Macrophage      1\n",
-      "                                                                                                                                              Helper T Cell, T Cell, Granulocyte      1\n",
-      "                                                                               Cytotoxic T Cell, T Cell, NK Cell, Dendritic Cell, Granulocyte, Activated T/B Cell, Activated APC      1\n",
-      "                                                                    Helper T Cell, T Cell, Follicular Dendritic Cell, NK Cell, Dendritic Cell, Activated T/B Cell, Activated APC      1\n",
-      "                                                                                                           Cytotoxic T Cell, T Cell, NK Cell, Dendritic Cell, Proliferating Cell      1\n",
-      "                                                                                       Cytotoxic T Cell, T Cell, NK Cell, Dendritic Cell, Proliferating Cell, Activated T/B Cell      1\n",
-      "                                                                                                                Helper T Cell, T Cell, Follicular Dendritic Cell, Dendritic Cell      1\n",
-      "                                                       Helper T Cell, T Cell, Follicular Dendritic Cell, CD68+ Macrophage, Proliferating Cell, Activated T/B Cell, Activated APC      1\n",
-      "                                                                                           Cytotoxic T Cell, T Cell, NK Cell, CD68+ Macrophage, Activated APC, CD163+ Macrophage      1\n",
-      "                                                                                                                             Cytotoxic T Cell, T Cell, NK Cell, CD68+ Macrophage      1\n",
-      "                                                                                                                                                     NK Cell, Activated T/B Cell      1\n",
-      "                                                                                            Cytotoxic T Cell, T Cell, Follicular Dendritic Cell, CD68+ Macrophage, Activated APC      1\n",
-      "                                                                                         Cytotoxic T Cell, T Cell, Dendritic Cell, Granulocyte, Activated APC, CD163+ Macrophage      1\n",
-      "                                                                                                                                          Proliferating Cell, Activated T/B Cell      1\n",
-      "                                                                                                        Cytotoxic T Cell, T Cell, Dendritic Cell, Granulocyte, CD163+ Macrophage      1\n",
-      "                                                                                                                                  NK Cell, Proliferating Cell, CD163+ Macrophage      1\n",
-      "                                                                                  Cytotoxic T Cell, T Cell, Dendritic Cell, Proliferating Cell, Activated APC, CD163+ Macrophage      1\n",
-      "                                                                                                              Cytotoxic T Cell, T Cell, Follicular Dendritic Cell, Activated APC      1\n",
-      "                                                                                                                  NK Cell, Dendritic Cell, Proliferating Cell, CD163+ Macrophage      1\n",
-      "                                                                                                   NK Cell, Dendritic Cell, Proliferating Cell, Activated APC, CD163+ Macrophage      1\n",
-      "                                                                                                         Cytotoxic T Cell, T Cell, Follicular Dendritic Cell, Activated T/B Cell      1\n",
-      "                                                                                                         NK Cell, Dendritic Cell, Granulocyte, Proliferating Cell, Activated APC      1\n",
-      "                                                                                 NK Cell, CD68+ Macrophage, Dendritic Cell, Activated T/B Cell, Activated APC, CD163+ Macrophage      1\n",
-      "                                                     Cytotoxic T Cell, T Cell, Follicular Dendritic Cell, CD68+ Macrophage, Activated T/B Cell, Activated APC, CD163+ Macrophage      1\n",
-      "                                                                        Cytotoxic T Cell, T Cell, Follicular Dendritic Cell, CD68+ Macrophage, Proliferating Cell, Activated APC      1\n",
-      "                                                                                         Cytotoxic T Cell, T Cell, Follicular Dendritic Cell, Dendritic Cell, Activated T/B Cell      1\n",
-      "                                                                                                                                          NK Cell, CD68+ Macrophage, Granulocyte      1\n",
-      "                                                                                                    NK Cell, CD68+ Macrophage, Dendritic Cell, Proliferating Cell, Activated APC      1\n",
-      "                                                                                   NK Cell, CD68+ Macrophage, Dendritic Cell, Granulocyte, Proliferating Cell, CD163+ Macrophage      1\n",
-      "                                                                                                       NK Cell, CD68+ Macrophage, Dendritic Cell, Granulocyte, CD163+ Macrophage      1\n",
-      "                                                              Cytotoxic T Cell, T Cell, Follicular Dendritic Cell, NK Cell, Activated T/B Cell, Activated APC, CD163+ Macrophage      1\n",
-      "                                                                                  Cytotoxic T Cell, T Cell, Follicular Dendritic Cell, NK Cell, CD68+ Macrophage, Dendritic Cell      1\n",
-      "                                                       Regulatory T Cell, Helper T Cell, Cytotoxic T Cell, T Cell, Follicular Dendritic Cell, Dendritic Cell, Activated T/B Cell      1\n",
       "Data with manual phenotypes (top rows):\n",
       "   CellID         DNA1         BG1         BG2          BG3         DNA2  \\\n",
       "0       1  16640.56410  719.632479  527.709402  1100.273504  14726.17094   \n",
@@ -1242,15 +397,17 @@
     "    {\"phenotype_code\": \"CD163+\",          \"phenotype_name\": \"CD163+ Macrophage\"}\n",
     "])\n",
     "\n",
-    "# (Optional) Preview the phenotype definitions (trimmed to the top rows)\n",
+    "# Display only the first few rows of phenotype definitions\n",
     "print(\"Phenotype definitions (top rows):\")\n",
     "print(phenotype_definitions.head())\n",
     "\n",
-    "# Assign manual phenotypes to each cell (adds a 'manual_phenotype' column to the DataFrame)\n",
-    "assign_manual_phenotypes(data, phenotype_definitions, suffix=\"_expression\")\n",
+    "# Suppress any verbose output inside assign_manual_phenotypes,\n",
+    "# so that only the processed data remains visible.\n",
+    "with io.StringIO() as buf, contextlib.redirect_stdout(buf):\n",
+    "    assign_manual_phenotypes(data, phenotype_definitions, suffix=\"_expression\")\n",
     "\n",
-    "# Print the top rows of the updated DataFrame\n",
-    "print(\"Data with manual phenotypes (top rows):\")\n",
+    "# Display only the top rows of the processed DataFrame\n",
+    "print(\"\\nData with manual phenotypes (top rows):\")\n",
     "print(data.head())\n",
     "\n",
     "# Save the DataFrame with the new 'manual_phenotype' column to a pickle file\n",
@@ -1301,8 +458,7 @@
       "^CD56$\n",
       "AnnData object with n_obs × n_vars = 4825 × 33\n",
       "    obs: 'broad_cell_type', 'detailed_cell_type', 'manual_phenotype'\n",
-      "    obsm: 'spatial'\n",
-      "Saved processed object to Lymph_Node_Tissue.pickle\n"
+      "    obsm: 'spatial'\n"
      ]
     },
     {
@@ -1314,6 +470,13 @@
       "/Users/liuf9/opt/anaconda3/envs/spac-3913/lib/python3.9/site-packages/anndata/_core/aligned_df.py:68: ImplicitModificationWarning: Transforming to str index.\n",
       "  warnings.warn(\"Transforming to str index.\", ImplicitModificationWarning)\n"
      ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Saved processed object to Lymph_Node_Tissue.pickle\n"
+     ]
     }
    ],
    "source": [
@@ -1687,8 +850,8 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "2025-04-14 23:38:06,945 - INFO - Using the table:\"arcsinh_z_scores\"\n",
-      "2025-04-14 23:38:06,946 - INFO - Using features:\"['CD25', 'CD2', 'CD10', 'CD163', 'CD3D', 'CD5', 'CD30', 'ACTIN', 'CD45', 'CD206', 'CD68', 'PD1', 'KI67', 'CD11C', 'CD7', 'CD8A', 'FOXP3', 'CD20', 'CD4', 'HLADR', 'PSTAT3', 'PS6', 'PERK', 'CD21', 'CD43', 'NOS2', 'PDL1', 'CD11B', 'CD57', 'MHCI', 'CD15', 'ASMA', 'CD56']\"\n"
+      "2025-04-15 00:59:13,402 - INFO - Using the table:\"arcsinh_z_scores\"\n",
+      "2025-04-15 00:59:13,403 - INFO - Using features:\"['CD25', 'CD2', 'CD10', 'CD163', 'CD3D', 'CD5', 'CD30', 'ACTIN', 'CD45', 'CD206', 'CD68', 'PD1', 'KI67', 'CD11C', 'CD7', 'CD8A', 'FOXP3', 'CD20', 'CD4', 'HLADR', 'PSTAT3', 'PS6', 'PERK', 'CD21', 'CD43', 'NOS2', 'PDL1', 'CD11B', 'CD57', 'MHCI', 'CD15', 'ASMA', 'CD56']\"\n"
      ]
     },
     {
@@ -1696,12 +859,12 @@
      "output_type": "stream",
      "text": [
       "Finding 60 nearest neighbors using minkowski metric and 'auto' algorithm\n",
-      "Neighbors computed in 0.2887089252471924 seconds\n",
-      "Jaccard graph constructed in 6.233572006225586 seconds\n",
+      "Neighbors computed in 0.2260279655456543 seconds\n",
+      "Jaccard graph constructed in 6.4912190437316895 seconds\n",
       "Running Leiden optimization\n",
-      "Leiden completed in 0.46156907081604004 seconds\n",
+      "Leiden completed in 0.4735078811645508 seconds\n",
       "Sorting communities by size, please wait ...\n",
-      "PhenoGraph completed in 10.92943000793457 seconds\n",
+      "PhenoGraph completed in 11.04197382926941 seconds\n",
       "\n",
       "Number of clusters identified in \"phenograph_k60_1\": 10\n",
       "AnnData object with n_obs × n_vars = 4825 × 33\n",
@@ -1837,7 +1000,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "2025-04-14 23:38:17,955 - INFO - Using the table:\"arcsinh_z_scores\"\n",
+      "2025-04-15 00:59:24,493 - INFO - Using the table:\"arcsinh_z_scores\"\n",
       "/Users/liuf9/opt/anaconda3/envs/spac-3913/lib/python3.9/site-packages/umap/umap_.py:1952: UserWarning: n_jobs value 1 overridden to 1 by setting random_state. Use no seed for parallelism.\n",
       "  warn(\n"
      ]
@@ -2113,9 +1276,9 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "2025-04-14 23:38:51,206 - INFO - Source: phenograph_k60_1\n",
-      "2025-04-14 23:38:51,207 - INFO - Target: renamed_clusters\n",
-      "2025-04-14 23:38:51,208 - INFO - Source and Target are the same\n",
+      "2025-04-15 00:59:56,579 - INFO - Source: phenograph_k60_1\n",
+      "2025-04-15 00:59:56,580 - INFO - Target: renamed_clusters\n",
+      "2025-04-15 00:59:56,581 - INFO - Source and Target are the same\n",
       "/Users/liuf9/Projects/SCSAWorkflow/src/spac/utils.py:532: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
       "  relationships = adata.obs.groupby(\n",
       "/Users/liuf9/Projects/SCSAWorkflow/src/spac/utils.py:540: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
@@ -2560,8 +1723,8 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████| 1000/1000 [00:08<00:00, 114.89/s]\n",
-      "100%|██████████| 1000/1000 [00:08<00:00, 122.96/s]\n",
+      "100%|██████████| 1000/1000 [00:08<00:00, 115.60/s]\n",
+      "100%|██████████| 1000/1000 [00:08<00:00, 120.21/s]\n",
       "/Users/liuf9/opt/anaconda3/envs/spac-3913/lib/python3.9/site-packages/anndata/_core/anndata.py:402: FutureWarning:\n",
       "\n",
       "The dtype argument is deprecated and will be removed in late 2024.\n",
@@ -2574,7 +1737,7 @@
     },
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 640x480 with 4 Axes>"
       ]