diff --git a/AustCities.png b/AustCities.png
new file mode 100644
index 0000000..70aa46d
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diff --git a/Data_wide_to_long.py b/Data_wide_to_long.py
new file mode 100644
index 0000000..a3a928f
--- /dev/null
+++ b/Data_wide_to_long.py
@@ -0,0 +1,53 @@
+import pandas as pd
+import numpy as np
+import sys
+
+
+path = r'C:\Users\andre\Desktop\FFR_data\Pressure_tracing-deID.csv'
+df = pd.read_csv(path)
+
+
+# create a unique ID
+df['id'] = df.index
+
+# rename columns
+col = ['ID', 'Pos_Neg', 'Def']
+for i in range(0, len(df.iloc[0, 3:-1])):
+ col.append('index{var}'.format(var=i))
+col.append('id')
+df.columns = col
+
+# convert data into long format
+df = pd.wide_to_long(df, stubnames='index', i='id', j='col')
+
+# create separate col for each observation
+df_final = pd.DataFrame()
+df_id = df.groupby(['ID'])
+for i, row in enumerate(df_id):
+ df_def = row[1].groupby(['Def'])
+ if i == 0:
+ for j, col in enumerate(df_def):
+ if j == 0:
+ cols_new = pd.DataFrame({'ID': list(col[1].loc[:, 'ID']), 'Pos_Neg': list(col[1].loc[:, 'Pos_Neg'])}, columns=['ID', 'Pos_Neg'])
+ df_final = pd.concat([df_final, cols_new], axis=1)
+ HR = pd.DataFrame(list(col[1].iloc[:, 3]), columns=[str(col[0])])
+ df_final = pd.concat([df_final, HR], axis=1)
+ else:
+ new_obs = (pd.DataFrame(list(col[1].iloc[:, 3]), columns=[str(col[0])]))
+ df_final = pd.concat([df_final, new_obs], axis=1)
+ else:
+ df_hold = pd.DataFrame()
+ for j, col in enumerate(df_def):
+ if j == 0:
+ cols_new = pd.DataFrame({'ID': list(col[1].loc[:, 'ID']), 'Pos_Neg': list(col[1].loc[:, 'Pos_Neg'])}, columns=['ID', 'Pos_Neg'])
+ df_hold = pd.concat([df_hold, cols_new], axis=1)
+ HR = pd.DataFrame(list(col[1].iloc[:, 3]), columns=[str(col[0])])
+ df_hold = pd.concat([df_hold, HR], axis=1)
+ else:
+ new_obs = (pd.DataFrame(list(col[1].iloc[:, 3]), columns=[str(col[0])]))
+ df_hold = pd.concat([df_hold, new_obs], axis=1)
+ df_final = pd.concat([df_final, df_hold], axis=0)
+df_final = df_final.dropna()
+df_final.to_csv(r'C:\Users\andre\Desktop\FFR_data\Tracing_long_AC.csv')
+
+
diff --git a/README.md b/README.md
index bd23a9c..566339d 100644
--- a/README.md
+++ b/README.md
@@ -1,2 +1,25 @@
# python_journey
learning python
+These codes are part of my journey learning python.
+
+The first part focusses on geospatial analysis and use the osmnx library. The tutorial paper is available [here](https://www.frontiersin.org/articles/10.3389/fneur.2019.00743/full). The [Brisbane.ipynb](./Brisbane.ipynb) python notebook deals with journey from Westin Hotel to surrounding building within 500 metres radius. A second example uses codes provided from osmnx for examining street network orientation in Australian Capital Cities. The AustCities-Copy1.ipynb note book is available in gh-pages. [](./AustCities-Copy1.ipynb)
+
+The second part focusses on machine learning and use sklearn. Random forest is , a supervised machine learning method related to decision tree analysis, which employed random selection of covariates and patients from the dataset to create multiple trees. This form of ensemble learning utilises ‘wisdom of the crowd’ to create the model. This example illustrates the use of regression with random forest and a plot of observed vs predicted is provided in RFstandfirm.ipynb notebook. An example with random forest classification is provided in the DrivingReg.ipynb notebook. This example comes with demo of creation of GUI for testing new data using the model created by random forest.
+
+[](./RFstandfirm.ipynb)
+
+The third part focusses on manifold learning and uses sklearn manifold tsne. The T-distributed Stochastic Neighbor Embedding example is provided below. This is a low dimensional representation of the thrombectomy trial data. The file also contains illustration about merging pandas data frame and provides 3 types of plot: seaborn, matplotlib and plotnine-ggplot style.
+
+The seaborn plot is shown.
+
+[](./TSNEecr.ipynb)
+
+The matplotlib plot is shown.
+
+
+
+The plotnine plot is shown.
+
+
+
+
diff --git a/RFstandfirm_regression.png b/RFstandfirm_regression.png
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diff --git a/TSNEecr_matplotlib.png b/TSNEecr_matplotlib.png
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diff --git a/TSNEecr_plotnine.png b/TSNEecr_plotnine.png
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diff --git a/TSNEecr_sns.png b/TSNEecr_sns.png
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diff --git a/Tsne.ipynb b/Tsne.ipynb
new file mode 100644
index 0000000..1f0ff7a
--- /dev/null
+++ b/Tsne.ipynb
@@ -0,0 +1,690 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {
+ "pycharm": {
+ "is_executing": true,
+ "name": "#%%\n"
+ }
+ },
+ "outputs": [],
+ "source": [
+ "#remove na from data for tsne\n",
+ "\n",
+ "from time import time\n",
+ "import numpy as np\n",
+ "import pandas as pd\n",
+ "#plotting library\n",
+ "import matplotlib.pyplot as plt\n",
+ "from matplotlib import offsetbox\n",
+ "#plotting library\n",
+ "import seaborn as sns\n",
+ "#plotting library\n",
+ "from plotnine import *\n",
+ "from sklearn import (manifold,datasets, decomposition, ensemble,\n",
+ " discriminant_analysis, random_projection)\n",
+ "from sklearn.manifold import TSNE\n",
+ "from mpl_toolkits.mplot3d import Axes3D\n",
+ "from sklearn.decomposition import PCA\n",
+ "from sklearn.preprocessing import StandardScaler\n",
+ "#import pyreadr\n",
+ "#import fbprophet\n",
+ "from collections import OrderedDict, defaultdict\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {
+ "pycharm": {
+ "is_executing": true,
+ "name": "#%%\n"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
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+ ]
+ },
+ "execution_count": 2,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "#open csv file with pandas\n",
+ "angio=pd.read_csv('Tracing_long_AC2.csv')\n",
+ "\n",
+ "#Time - time between points\n",
+ "#Pa - Aortic pressure\n",
+ "#Pa mean - cycle MAP\n",
+ "#Pd - distal pressure\n",
+ "#Pd mean - average cycle Pd\n",
+ "#Pd/Pa - ratio b/w Pa mean and Pd mean. the \"/\" sometimes causes some problems if you want I can substitute it with \"_\"\n",
+ "#Hear Rate\n",
+ "#ECG - ecg does not actually have any significant value in it because the cath lab does not use this system to get the ecg. So to split the cycles I find that what works best is smoothing the curve (I use savitzky golay filter) and then use the derivative to find where the cycle ends. To identify diastole I use the second derivative to find the diacritic notch in the aortic trace.\n",
+ "\n",
+ "\n",
+ "#create data frame\n",
+ "angio_df=pd.DataFrame(angio)\n",
+ "\n",
+ "#note that a rows have no data\n",
+ "angio_df\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {
+ "pycharm": {
+ "is_executing": true,
+ "name": "#%%\n"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
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+ ]
+ },
+ "execution_count": 3,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "#preparing data for tsne\n",
+ "#select columns-note difference with selecting one and multiple columns\n",
+ "X = angio_df [['FFR_Pa','FFR_Pd']]\n",
+ "y = angio_df['Pos_Neg']\n",
+ "X"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {
+ "pycharm": {
+ "is_executing": true,
+ "name": "#%%\n"
+ }
+ },
+ "outputs": [],
+ "source": [
+ "#initialise tsne\n",
+ "tsne = TSNE(n_components=2, random_state=0)\n",
+ "#perform tsne\n",
+ "tsne_obj= tsne.fit_transform(X)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {
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+ },
+ "execution_count": 5,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "#create data frame from results\n",
+ "#first dimension label X\n",
+ "#second dimension label Y\n",
+ "#outcome variable label Outcome\n",
+ "tsne_df = pd.DataFrame({'X':tsne_obj[:,0],\n",
+ " 'Y':tsne_obj[:,1],\n",
+ " 'Positive':y})\n",
+ "tsne_df"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {
+ "pycharm": {
+ "is_executing": true,
+ "name": "#%%\n"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "#plot with seaborn\n",
+ "sns.scatterplot(x=\"X\", y=\"Y\",\n",
+ " data=tsne_df);\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "metadata": {
+ "pycharm": {
+ "is_executing": true,
+ "name": "#%%\n"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sns.scatterplot(x=\"X\", y=\"Y\",\n",
+ " hue=\"Positive\",\n",
+ " palette=['blue','red'],\n",
+ " legend='full',\n",
+ " data=tsne_df);"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "metadata": {
+ "pycharm": {
+ "is_executing": true,
+ "name": "#%%\n"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 8,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "#ggplot style\n",
+ "#note the use of data merged from tsne output\n",
+ "(ggplot (tsne_df)\n",
+ " + geom_point(aes('X ', 'Y',color='factor(Positive)')))+labs(color=\"Disease\")\n"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3",
+ "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": "3.8.2"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 1
+}
\ No newline at end of file