diff --git a/inspect.ipynb b/inspect.ipynb
new file mode 100644
index 0000000000..e010acc2f9
--- /dev/null
+++ b/inspect.ipynb
@@ -0,0 +1,63 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 2000x2000 with 16 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import matplotlib.pyplot as plt \n",
+    "import numpy as np\n",
+    "\n",
+    "images_npz = np.load('./orig_samples/samples_16x32x32x3.npz')\n",
+    "images_fn = images_npz.files[0]\n",
+    "\n",
+    "images_arr = images_npz[images_fn]\n",
+    "\n",
+    "fig, ax = plt.subplots(4,4, figsize=(20, 20))\n",
+    "for i in range(16):\n",
+    "    r = int(i / 4)\n",
+    "    c = int(i % 4)\n",
+    "    ax[r, c].imshow(images_arr[i])"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "iddpm",
+   "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": "3.8.16"
+  },
+  "orig_nbformat": 4,
+  "vscode": {
+   "interpreter": {
+    "hash": "4ebce6fd8bd340b8d3e87bbfb48578ae04f9525f748d4146701b37bec1c180f5"
+   }
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/orig_samples/log.txt b/orig_samples/log.txt
new file mode 100644
index 0000000000..a6ed5660c5
--- /dev/null
+++ b/orig_samples/log.txt
@@ -0,0 +1,6 @@
+Logging to /tmp/openai-2023-01-28-13-02-27-174508
+creating model and diffusion...
+sampling...
+created 16 samples
+saving to /tmp/openai-2023-01-28-13-02-27-174508/samples_16x32x32x3.npz
+sampling complete
diff --git a/orig_samples/progress.csv b/orig_samples/progress.csv
new file mode 100644
index 0000000000..e69de29bb2
diff --git a/orig_samples/samples_16x32x32x3.npz b/orig_samples/samples_16x32x32x3.npz
new file mode 100644
index 0000000000..1aaab4a651
Binary files /dev/null and b/orig_samples/samples_16x32x32x3.npz differ
diff --git a/orig_samples/viz.png b/orig_samples/viz.png
new file mode 100644
index 0000000000..0f3c184ca8
Binary files /dev/null and b/orig_samples/viz.png differ
diff --git a/samples_to_neg_1/log.txt b/samples_to_neg_1/log.txt
new file mode 100644
index 0000000000..0a3c721569
--- /dev/null
+++ b/samples_to_neg_1/log.txt
@@ -0,0 +1,6 @@
+Logging to /tmp/openai-2023-01-28-13-28-13-426618
+creating model and diffusion...
+sampling...
+created 16 samples
+saving to /tmp/openai-2023-01-28-13-28-13-426618/samples_4x32x32x3.npz
+sampling complete
diff --git a/samples_to_neg_1/progress.csv b/samples_to_neg_1/progress.csv
new file mode 100644
index 0000000000..e69de29bb2
diff --git a/samples_to_neg_1/samples_4x32x32x3.npz b/samples_to_neg_1/samples_4x32x32x3.npz
new file mode 100644
index 0000000000..71a82855d4
Binary files /dev/null and b/samples_to_neg_1/samples_4x32x32x3.npz differ
diff --git a/samples_to_neg_1/viz.png b/samples_to_neg_1/viz.png
new file mode 100644
index 0000000000..50438d9740
Binary files /dev/null and b/samples_to_neg_1/viz.png differ