From 48d1cff0977735261da510f6affad861446a42d1 Mon Sep 17 00:00:00 2001 From: Thomas Athey Date: Thu, 2 Dec 2021 14:56:19 -0500 Subject: [PATCH 1/4] kdes --- experiments/voxel_classifier/kdes.ipynb | 438 ++++++++++++++++++ .../voxel_classifier/view_results.ipynb | 93 ++++ 2 files changed, 531 insertions(+) create mode 100644 experiments/voxel_classifier/kdes.ipynb create mode 100644 experiments/voxel_classifier/view_results.ipynb diff --git a/experiments/voxel_classifier/kdes.ipynb b/experiments/voxel_classifier/kdes.ipynb new file mode 100644 index 000000000..ede1a193f --- /dev/null +++ b/experiments/voxel_classifier/kdes.ipynb @@ -0,0 +1,438 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/thomasathey/Documents/mimlab/mouselight/docs_env/lib/python3.8/site-packages/nilearn/datasets/__init__.py:86: FutureWarning: Fetchers from the nilearn.datasets module will be updated in version 0.9 to return python strings instead of bytes and Pandas dataframes instead of Numpy arrays.\n", + " warn(\"Fetchers from the nilearn.datasets module will be \"\n" + ] + } + ], + "source": [ + "from cloudvolume import CloudVolume\n", + "from skimage.transform import downscale_local_mean\n", + "import napari\n", + "from skimage import io\n", + "import random\n", + "import h5py\n", + "from skimage import measure\n", + "from brainlit.preprocessing import removeSmallCCs\n", + "import numpy as np \n", + "import matplotlib.pyplot as plt\n", + "from matplotlib import ticker\n", + "import subprocess\n", + "import tables\n", + "from scipy.stats import gaussian_kde, kstest\n", + "from scipy import stats\n", + "from tqdm import tqdm\n", + "%gui qt5" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "\n", + "(1555,)\n", + "(1480,)\n", + "\n", + "\n", + "(1876,)\n", + "(4465,)\n", + "\n", + "\n", + "(973,)\n", + "(1440,)\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "fig, axs = plt.subplots(2,3)\n", + "for i in range(10,13):\n", + " ax1 = axs[0, i-10]\n", + " ax2 = axs[1, i-10]\n", + "\n", + " fname = \"/Users/thomasathey/Documents/mimlab/mouselight/octopus_experiment/ilastik_training/2018-08-01_\" + str(i) + \"_octopus.tif\"\n", + " im = io.imread(fname)\n", + "\n", + " fname = \"/Users/thomasathey/Documents/mimlab/mouselight/octopus_experiment/ilastik_training/2018-08-01_\" + str(i) + \"_octopus_Labels.h5\"\n", + " with h5py.File(fname, 'r') as f:\n", + " print(f.keys())\n", + " labels = f['exported_data']\n", + " labels = labels[:,:,:,0]\n", + "\n", + " fname = \"/Users/thomasathey/Documents/mimlab/mouselight/octopus_experiment/ilastik_training/2018-08-01_\" + str(i) + \"_octopus_Simple Segmentation.h5\"\n", + " with h5py.File(fname, 'r') as f:\n", + " print(f.keys())\n", + " pred = f['exported_data']\n", + " pred = pred[:,:,:,0]\n", + "\n", + " fg_lab = im[labels == 2]\n", + " print(fg_lab.shape)\n", + " bg_lab = im[labels == 1]\n", + " print(bg_lab.shape)\n", + " fg_pred = im[pred == 2]\n", + " bg_pred = im[pred == 1]\n", + "\n", + " _, bs1, _ = ax1.hist(fg_lab, bins=100, label='Foreground', alpha=0.5, density=True)\n", + " ax2.hist(fg_pred, bins=100, label= 'Foreground', alpha=0.5, density=True)\n", + " _, bs2, _ = ax1.hist(bg_lab, bins=100, label='Background', alpha=0.5, density=True)\n", + " ax2.hist(bg_pred, bins=100, label='Background', alpha=0.5, density=True)\n", + " \n", + " ax2.set_xlabel(\"Raw Intensity\", fontsize=20)\n", + " ax1.set_xlim([10000,45000])\n", + " ax1.set_xticklabels([])\n", + " ax1.tick_params(axis='both', which='major', labelsize=14)\n", + " ax2.tick_params(axis='both', which='major', labelsize=14)\n", + " ax2.set_xlim([10000,45000])\n", + "\n", + " ax1.set_ylabel(\"Density\", fontsize=20)\n", + " ax2.set_ylabel(\"Density\", fontsize=20)\n", + "\n", + " ax1.set_title(\"Subvolume \" + str(i-9) + \" - Manual Labels\", fontsize=20)\n", + " ax2.set_title(\"Predictions\", fontsize=20)\n", + "axs[0,0].legend()\n", + "fig.set_figheight(15)\n", + "fig.set_figwidth(25)\n", + "fig.tight_layout()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "\n", + "Labeled Foreground p-val norm: 0.0, p-val poisson: 1.8276984180389393e-245\n", + "Labeled Background p-val norm: 0.0, p-val poisson: 7.460554771206806e-100\n", + "Predicted Foreground p-val norm: 0.0, p-val poisson: 0.0\n", + "Predicted Background p-val norm: 0.0, p-val poisson: 4.141736530192356e-07\n", + "\n", + "\n", + "Labeled Foreground p-val norm: 0.0, p-val poisson: 1.7516428586759357e-162\n", + "Labeled Background p-val norm: 0.0, p-val poisson: 1.63672353836749e-75\n", + "Predicted Foreground p-val norm: 0.0, p-val poisson: 2.2777539288403857e-181\n", + "Predicted Background p-val norm: 0.0, p-val poisson: 2.0433966954060784e-06\n", + "\n", + "\n", + "Labeled Foreground p-val norm: 0.0, p-val poisson: 0.0\n", + "Labeled Background p-val norm: 0.0, p-val poisson: 4.620954487701326e-74\n", + "Predicted Foreground p-val norm: 0.0, p-val poisson: 0.0\n", + "Predicted Background p-val norm: 0.0, p-val poisson: 7.918310053776313e-14\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "fig, axs = plt.subplots(1,3)\n", + "for i in range(10,13):\n", + " ax1 = axs[i-10]\n", + " #ax2 = axs[1, i-10]\n", + "\n", + " fname = \"/Users/thomasathey/Documents/mimlab/mouselight/octopus_experiment/ilastik_training/2018-08-01_\" + str(i) + \"_octopus.tif\"\n", + " im = io.imread(fname)\n", + "\n", + " fname = \"/Users/thomasathey/Documents/mimlab/mouselight/octopus_experiment/ilastik_training/2018-08-01_\" + str(i) + \"_octopus_Labels.h5\"\n", + " with h5py.File(fname, 'r') as f:\n", + " print(f.keys())\n", + " labels = f['exported_data']\n", + " labels = labels[:,:,:,0]\n", + "\n", + " fname = \"/Users/thomasathey/Documents/mimlab/mouselight/octopus_experiment/ilastik_training/2018-08-01_\" + str(i) + \"_octopus_Simple Segmentation.h5\"\n", + " with h5py.File(fname, 'r') as f:\n", + " print(f.keys())\n", + " pred = f['exported_data']\n", + " pred = pred[:,:,:,0]\n", + "\n", + " fg_lab = im[labels == 2].flatten()\n", + " np.random.shuffle(fg_lab)\n", + " fg_lab = fg_lab[:900]\n", + " _, p_norm = kstest(fg_lab, \"norm\")\n", + " _, p_poisson = kstest(fg_lab, \"poisson\", args = (np.mean(fg_lab),))\n", + " print(f\"Labeled Foreground p-val norm: {p_norm}, p-val poisson: {p_poisson}\")\n", + " bg_lab = im[labels == 1].flatten()\n", + " np.random.shuffle(bg_lab)\n", + " bg_lab = bg_lab[:900]\n", + " _, p_norm = kstest(bg_lab, \"norm\")\n", + " _, p_poisson = kstest(bg_lab, \"poisson\", args = (np.mean(bg_lab),))\n", + " print(f\"Labeled Background p-val norm: {p_norm}, p-val poisson: {p_poisson}\")\n", + "\n", + " fg_pred = im[pred == 2].flatten()\n", + " np.random.shuffle(fg_pred)\n", + " fg_pred = fg_pred[:900]\n", + " _, p_norm = kstest(fg_pred, \"norm\")\n", + " _, p_poisson = kstest(fg_pred, \"poisson\", args = (np.mean(fg_pred),))\n", + " print(f\"Predicted Foreground p-val norm: {p_norm}, p-val poisson: {p_poisson}\")\n", + " bg_pred = im[pred == 1].flatten()\n", + " np.random.shuffle(bg_pred)\n", + " bg_pred = bg_pred[:900]\n", + " _, p_norm = kstest(bg_pred, \"norm\")\n", + " _, p_poisson = kstest(bg_pred, \"poisson\", args = (np.mean(bg_pred),))\n", + " print(f\"Predicted Background p-val norm: {p_norm}, p-val poisson: {p_poisson}\")\n", + "\n", + " ts = np.arange(10000, 40000, 1)\n", + "\n", + " kde_fg = gaussian_kde(fg_lab)\n", + " ax1.plot(ts, kde_fg.evaluate(ts), 'r--', label=\"Manual Foreground\")\n", + "\n", + " kde_bg = gaussian_kde(bg_lab)\n", + " ax1.plot(ts, kde_bg.evaluate(ts), 'b--', label=\"Manual Background\")\n", + "\n", + " kl_div_lab = np.sum(np.multiply(kde_fg.pdf(ts), kde_fg.logpdf(ts) - kde_bg.logpdf(ts)))\n", + "\n", + " kde_fg = gaussian_kde(fg_pred)\n", + " ax1.plot(ts, kde_fg.evaluate(ts), 'r-', label=\"Predicted Foreground\")\n", + "\n", + " kde_bg = gaussian_kde(bg_pred)\n", + " ax1.plot(ts, kde_bg.evaluate(ts), 'b-', label=\"Predicted Background\")\n", + "\n", + " kl_div_pred = np.sum(np.multiply(kde_fg.pdf(ts), kde_fg.logpdf(ts) - kde_bg.logpdf(ts)))\n", + " \n", + " ax1.set_xlabel(\"Image Intensity\", fontsize=24)\n", + "\n", + " # if i == 10:\n", + " # xmax = 40000\n", + " # elif i == 11:\n", + " # xmax = 20000\n", + " # elif i == 12:\n", + " xmax = 20000\n", + "\n", + "\n", + " ax1.tick_params(axis='both', which='major', labelsize=14)\n", + " ax1.set_xlim([10000,xmax])\n", + " ax1.set_xticks([10000, (xmax+10000)/2, xmax])\n", + " ax1.set_xticklabels([])\n", + " ax1.set_yticklabels([])\n", + "\n", + " # ax2.tick_params(axis='both', which='major', labelsize=14)\n", + " # ax2.set_xlim([10000,xmax])\n", + " # ax2.set_xticks([10000, (xmax+10000)/2, xmax])\n", + " # ax2.set_xticklabels([])\n", + " # ax2.set_yticklabels([])\n", + " if i == 10:\n", + " ax1.set_ylabel(\"Density\", fontsize=24)\n", + " #ax2.set_ylabel(\"Density\", fontsize=24)\n", + " else:\n", + " ax1.set_ylabel(\"\")\n", + " #ax2.set_ylabel(\"\")\n", + "\n", + "\n", + " ax1.set_title(f\"Subvolume {i-9} \\n Manual Labels \\n KL Divergence {kl_div_lab:.1f}\", fontsize=24)\n", + " #ax2.set_title(f\"Predictions \\n KL Divergence: {kl_div_pred:.1f}\", fontsize=24)\n", + "axs[0].legend(prop={'size': 24})\n", + "fig.set_figheight(10)\n", + "fig.set_figwidth(20)\n", + "fig.tight_layout()" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "\n", + "Labeled Foreground p-val norm: 0.0, p-val poisson: 3.6582717028514424e-244\n", + "Labeled Background p-val norm: 0.0, p-val poisson: 6.100907284369952e-107\n", + "Predicted Foreground p-val norm: 0.0, p-val poisson: 0.0\n", + "Predicted Background p-val norm: 0.0, p-val poisson: 0.004609720938493507\n", + "\n", + "\n", + "Labeled Foreground p-val norm: 0.0, p-val poisson: 9.910136068346562e-157\n", + "Labeled Background p-val norm: 0.0, p-val poisson: 1.3065644672133711e-86\n", + "Predicted Foreground p-val norm: 0.0, p-val poisson: 1.3748589599294025e-185\n", + "Predicted Background p-val norm: 0.0, p-val poisson: 0.0004827052028950583\n", + "\n", + "\n", + "Labeled Foreground p-val norm: 0.0, p-val poisson: 0.0\n", + "Labeled Background p-val norm: 0.0, p-val poisson: 7.339806544143e-69\n", + "Predicted Foreground p-val norm: 0.0, p-val poisson: 0.0\n", + "Predicted Background p-val norm: 0.0, p-val poisson: 1.119352149413531e-14\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "fig, axs = plt.subplots(1,2)\n", + "ax_fg = axs[0]\n", + "ax_bg = axs[1]\n", + "\n", + "colors = ['r', 'b', 'g']\n", + "\n", + "for i in range(10,13):\n", + " #ax2 = axs[1, i-10]\n", + "\n", + " fname = \"/Users/thomasathey/Documents/mimlab/mouselight/octopus_experiment/ilastik_training/2018-08-01_\" + str(i) + \"_octopus.tif\"\n", + " im = io.imread(fname)\n", + "\n", + " fname = \"/Users/thomasathey/Documents/mimlab/mouselight/octopus_experiment/ilastik_training/2018-08-01_\" + str(i) + \"_octopus_Labels.h5\"\n", + " with h5py.File(fname, 'r') as f:\n", + " print(f.keys())\n", + " labels = f['exported_data']\n", + " labels = labels[:,:,:,0]\n", + "\n", + " fname = \"/Users/thomasathey/Documents/mimlab/mouselight/octopus_experiment/ilastik_training/2018-08-01_\" + str(i) + \"_octopus_Simple Segmentation.h5\"\n", + " with h5py.File(fname, 'r') as f:\n", + " print(f.keys())\n", + " pred = f['exported_data']\n", + " pred = pred[:,:,:,0]\n", + "\n", + " fg_lab = im[labels == 2].flatten()\n", + " np.random.shuffle(fg_lab)\n", + " fg_lab = fg_lab[:900]\n", + " _, p_norm = kstest(fg_lab, \"norm\")\n", + " _, p_poisson = kstest(fg_lab, \"poisson\", args = (np.mean(fg_lab),))\n", + " print(f\"Labeled Foreground p-val norm: {p_norm}, p-val poisson: {p_poisson}\")\n", + " bg_lab = im[labels == 1].flatten()\n", + " np.random.shuffle(bg_lab)\n", + " bg_lab = bg_lab[:900]\n", + " _, p_norm = kstest(bg_lab, \"norm\")\n", + " _, p_poisson = kstest(bg_lab, \"poisson\", args = (np.mean(bg_lab),))\n", + " print(f\"Labeled Background p-val norm: {p_norm}, p-val poisson: {p_poisson}\")\n", + "\n", + " fg_pred = im[pred == 2].flatten()\n", + " np.random.shuffle(fg_pred)\n", + " fg_pred = fg_pred[:900]\n", + " _, p_norm = kstest(fg_pred, \"norm\")\n", + " _, p_poisson = kstest(fg_pred, \"poisson\", args = (np.mean(fg_pred),))\n", + " print(f\"Predicted Foreground p-val norm: {p_norm}, p-val poisson: {p_poisson}\")\n", + " bg_pred = im[pred == 1].flatten()\n", + " np.random.shuffle(bg_pred)\n", + " bg_pred = bg_pred[:900]\n", + " _, p_norm = kstest(bg_pred, \"norm\")\n", + " _, p_poisson = kstest(bg_pred, \"poisson\", args = (np.mean(bg_pred),))\n", + " print(f\"Predicted Background p-val norm: {p_norm}, p-val poisson: {p_poisson}\")\n", + "\n", + " ts = np.arange(10000, 40000, 1)\n", + "\n", + "\n", + " kl_div_lab = np.sum(np.multiply(kde_fg.pdf(ts), kde_fg.logpdf(ts) - kde_bg.logpdf(ts)))\n", + "\n", + " kde_fg = gaussian_kde(fg_pred)\n", + " ax_fg.plot(ts, kde_fg.evaluate(ts), label=f\"Subvolume {i-10}\")\n", + "\n", + " kde_bg = gaussian_kde(bg_pred)\n", + " ax_bg.plot(ts, kde_bg.evaluate(ts))\n", + "\n", + " kl_div_pred = np.sum(np.multiply(kde_fg.pdf(ts), kde_fg.logpdf(ts) - kde_bg.logpdf(ts)))\n", + " \n", + "\n", + "\n", + "xmax = 20000\n", + "ax_fg.tick_params(axis='both', which='major', labelsize=14)\n", + "ax_fg.set_xlim([10000,xmax])\n", + "ax_fg.set_xticks([10000, (xmax+10000)/2, xmax])\n", + "ax_fg.set_xticklabels([10000, int((xmax+10000)/2), xmax], fontdict={'fontsize': 24})\n", + "ax_fg.set_yticklabels([])\n", + "ax_fg.set_ylabel(\"Density\", fontsize=24)\n", + "ax_fg.set_xlabel(\"Image Intensity\", fontsize=24)\n", + "ax_fg.set_title(f\"Foreground Intensity Kernel Density Estimates\", fontsize=24)\n", + "\n", + "xmax = 14000\n", + "xmin = 11000\n", + "ax_bg.tick_params(axis='both', which='major', labelsize=14)\n", + "ax_bg.set_xlim([xmin,xmax])\n", + "ax_bg.set_xticks([xmin, (xmax+xmin)/2, xmax])\n", + "ax_bg.set_xticklabels([xmin, int((xmax+xmin)/2), xmax], fontdict={'fontsize': 24})\n", + "ax_bg.set_yticklabels([])\n", + "ax_bg.set_xlabel(\"Image Intensity\", fontsize=24)\n", + "ax_bg.set_title(f\"Background Intensity Kernel Density Estimates\", fontsize=24)\n", + "\n", + "ax_fg.legend(prop={'size': 24})\n", + "fig.set_figheight(7)\n", + "fig.set_figwidth(20)\n", + "fig.tight_layout()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "interpreter": { + "hash": "5dc00d68ff54f8375e99934614da4863299fb9e10af4294c095b7f517546ff26" + }, + "kernelspec": { + "display_name": "Python 3.8.10 64-bit ('docs_env': venv)", + "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": "3.8.10" + }, + "orig_nbformat": 4 + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/experiments/voxel_classifier/view_results.ipynb b/experiments/voxel_classifier/view_results.ipynb new file mode 100644 index 000000000..87580c175 --- /dev/null +++ b/experiments/voxel_classifier/view_results.ipynb @@ -0,0 +1,93 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [], + "source": [ + "import napari\n", + "from skimage import io, measure\n", + "import h5py\n", + "from napari_animation import AnimationWidget\n" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [], + "source": [ + "im = io.imread(\"/Users/thomasathey/Documents/mimlab/mouselight/input/images/first10_quantitative/images/2018-08-01_1_first10_quantitative.tif\")\n", + "\n", + "f = h5py.File(\"/Users/thomasathey/Documents/mimlab/mouselight/input/images/first10_quantitative/2018-08-01_1_first10_quantitative_Probabilities.h5\", 'r')\n", + "pred = f.get('exported_data')\n", + "pred = pred[:,:,:,1]\n", + "probs = pred\n", + "\n", + "thresh = 0.5\n", + "mask = probs > thresh\n", + "labs = measure.label(mask)\n", + "\n", + "res = [0.3,0.3,1]" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/thomasathey/Documents/mimlab/mouselight/docs_env/lib/python3.8/site-packages/napari_animation/_qt/keyframeslist_widget.py:156: FutureWarning: Themes were changed to use evented model with Pydantic's color type rather than the `rgb(x, y, z)`. You can get the old color by calling `color.as_rgb()`. The `as_dict=True` option will be removed in 0.X.X\n", + " self.setStyleSheet(template(qss_template, **get_theme(theme_name)))\n" + ] + } + ], + "source": [ + "viewer = napari.Viewer(ndisplay=3)\n", + "viewer.add_image(im, scale=res)\n", + "viewer.add_labels(mask, scale=res)\n", + "viewer.add_labels(labs, scale=res)\n", + "animation_widget = AnimationWidget(viewer)\n", + "viewer.window.add_dock_widget(animation_widget, area=\"right\")\n", + "viewer.camera.angles = [90, 90, 0]\n", + "viewer.scale_bar.visible = True\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "interpreter": { + "hash": "5dc00d68ff54f8375e99934614da4863299fb9e10af4294c095b7f517546ff26" + }, + "kernelspec": { + "display_name": "Python 3.8.10 64-bit ('docs_env': venv)", + "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": "3.8.10" + }, + "orig_nbformat": 4 + }, + "nbformat": 4, + "nbformat_minor": 2 +} From 87ce7116d231b2e4c3387062146c5f0ddbf8612c Mon Sep 17 00:00:00 2001 From: Thomas Athey Date: Tue, 7 Dec 2021 09:30:46 -0500 Subject: [PATCH 2/4] notebooks --- experiments/make_state_check.ipynb | 2 +- experiments/voxel_classifier/kdes.ipynb | 437 +++++++++++++++++++++--- 2 files changed, 393 insertions(+), 46 deletions(-) diff --git a/experiments/make_state_check.ipynb b/experiments/make_state_check.ipynb index 22c78f097..4140448c5 100644 --- a/experiments/make_state_check.ipynb +++ b/experiments/make_state_check.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 11, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ diff --git a/experiments/voxel_classifier/kdes.ipynb b/experiments/voxel_classifier/kdes.ipynb index ede1a193f..93bd19359 100644 --- a/experiments/voxel_classifier/kdes.ipynb +++ b/experiments/voxel_classifier/kdes.ipynb @@ -2,18 +2,9 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": 23, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/thomasathey/Documents/mimlab/mouselight/docs_env/lib/python3.8/site-packages/nilearn/datasets/__init__.py:86: FutureWarning: Fetchers from the nilearn.datasets module will be updated in version 0.9 to return python strings instead of bytes and Pandas dataframes instead of Numpy arrays.\n", - " warn(\"Fetchers from the nilearn.datasets module will be \"\n" - ] - } - ], + "outputs": [], "source": [ "from cloudvolume import CloudVolume\n", "from skimage.transform import downscale_local_mean\n", @@ -269,7 +260,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 66, "metadata": {}, "outputs": [ { @@ -278,29 +269,23 @@ "text": [ "\n", "\n", - "Labeled Foreground p-val norm: 0.0, p-val poisson: 3.6582717028514424e-244\n", - "Labeled Background p-val norm: 0.0, p-val poisson: 6.100907284369952e-107\n", "Predicted Foreground p-val norm: 0.0, p-val poisson: 0.0\n", - "Predicted Background p-val norm: 0.0, p-val poisson: 0.004609720938493507\n", + "Predicted Background p-val norm: 0.0, p-val poisson: 8.00775260144324e-14\n", "\n", "\n", - "Labeled Foreground p-val norm: 0.0, p-val poisson: 9.910136068346562e-157\n", - "Labeled Background p-val norm: 0.0, p-val poisson: 1.3065644672133711e-86\n", - "Predicted Foreground p-val norm: 0.0, p-val poisson: 1.3748589599294025e-185\n", - "Predicted Background p-val norm: 0.0, p-val poisson: 0.0004827052028950583\n", + "Predicted Foreground p-val norm: 0.0, p-val poisson: 0.0\n", + "Predicted Background p-val norm: 0.0, p-val poisson: 1.3327205916065592e-21\n", "\n", "\n", - "Labeled Foreground p-val norm: 0.0, p-val poisson: 0.0\n", - "Labeled Background p-val norm: 0.0, p-val poisson: 7.339806544143e-69\n", "Predicted Foreground p-val norm: 0.0, p-val poisson: 0.0\n", - "Predicted Background p-val norm: 0.0, p-val poisson: 1.119352149413531e-14\n" + "Predicted Background p-val norm: 0.0, p-val poisson: 1.7431415013491221e-96\n" ] }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ - "
" + "
" ] }, "metadata": { @@ -335,28 +320,28 @@ " pred = f['exported_data']\n", " pred = pred[:,:,:,0]\n", "\n", - " fg_lab = im[labels == 2].flatten()\n", - " np.random.shuffle(fg_lab)\n", - " fg_lab = fg_lab[:900]\n", - " _, p_norm = kstest(fg_lab, \"norm\")\n", - " _, p_poisson = kstest(fg_lab, \"poisson\", args = (np.mean(fg_lab),))\n", - " print(f\"Labeled Foreground p-val norm: {p_norm}, p-val poisson: {p_poisson}\")\n", - " bg_lab = im[labels == 1].flatten()\n", - " np.random.shuffle(bg_lab)\n", - " bg_lab = bg_lab[:900]\n", - " _, p_norm = kstest(bg_lab, \"norm\")\n", - " _, p_poisson = kstest(bg_lab, \"poisson\", args = (np.mean(bg_lab),))\n", - " print(f\"Labeled Background p-val norm: {p_norm}, p-val poisson: {p_poisson}\")\n", + " # fg_lab = im[labels == 2].flatten()\n", + " # np.random.shuffle(fg_lab)\n", + " # fg_lab = fg_lab[:900]\n", + " # _, p_norm = kstest(fg_lab, \"norm\")\n", + " # _, p_poisson = kstest(fg_lab, \"poisson\", args = (np.mean(fg_lab),))\n", + " # print(f\"Labeled Foreground p-val norm: {p_norm}, p-val poisson: {p_poisson}\")\n", + " # bg_lab = im[labels == 1].flatten()\n", + " # np.random.shuffle(bg_lab)\n", + " # bg_lab = bg_lab[:900]\n", + " # _, p_norm = kstest(bg_lab, \"norm\")\n", + " # _, p_poisson = kstest(bg_lab, \"poisson\", args = (np.mean(bg_lab),))\n", + " # print(f\"Labeled Background p-val norm: {p_norm}, p-val poisson: {p_poisson}\")\n", "\n", " fg_pred = im[pred == 2].flatten()\n", " np.random.shuffle(fg_pred)\n", - " fg_pred = fg_pred[:900]\n", + " fg_pred = fg_pred[:5000]\n", " _, p_norm = kstest(fg_pred, \"norm\")\n", " _, p_poisson = kstest(fg_pred, \"poisson\", args = (np.mean(fg_pred),))\n", " print(f\"Predicted Foreground p-val norm: {p_norm}, p-val poisson: {p_poisson}\")\n", " bg_pred = im[pred == 1].flatten()\n", " np.random.shuffle(bg_pred)\n", - " bg_pred = bg_pred[:900]\n", + " bg_pred = bg_pred[:5000]\n", " _, p_norm = kstest(bg_pred, \"norm\")\n", " _, p_poisson = kstest(bg_pred, \"poisson\", args = (np.mean(bg_pred),))\n", " print(f\"Predicted Background p-val norm: {p_norm}, p-val poisson: {p_poisson}\")\n", @@ -364,15 +349,15 @@ " ts = np.arange(10000, 40000, 1)\n", "\n", "\n", - " kl_div_lab = np.sum(np.multiply(kde_fg.pdf(ts), kde_fg.logpdf(ts) - kde_bg.logpdf(ts)))\n", "\n", - " kde_fg = gaussian_kde(fg_pred)\n", + " kde_fg = gaussian_kde(fg_pred, bw_method=\"scott\")\n", " ax_fg.plot(ts, kde_fg.evaluate(ts), label=f\"Subvolume {i-10}\")\n", "\n", - " kde_bg = gaussian_kde(bg_pred)\n", + " kde_bg = gaussian_kde(bg_pred, bw_method=\"scott\")\n", " ax_bg.plot(ts, kde_bg.evaluate(ts))\n", "\n", " kl_div_pred = np.sum(np.multiply(kde_fg.pdf(ts), kde_fg.logpdf(ts) - kde_bg.logpdf(ts)))\n", + " kl_div_lab = np.sum(np.multiply(kde_fg.pdf(ts), kde_fg.logpdf(ts) - kde_bg.logpdf(ts)))\n", " \n", "\n", "\n", @@ -384,24 +369,386 @@ "ax_fg.set_yticklabels([])\n", "ax_fg.set_ylabel(\"Density\", fontsize=24)\n", "ax_fg.set_xlabel(\"Image Intensity\", fontsize=24)\n", - "ax_fg.set_title(f\"Foreground Intensity Kernel Density Estimates\", fontsize=24)\n", + "ax_fg.set_title(f\"Foreground Intensity KDEs\", fontsize=24)\n", "\n", - "xmax = 14000\n", - "xmin = 11000\n", + "xmax = 13000\n", + "xmin = 11500\n", "ax_bg.tick_params(axis='both', which='major', labelsize=14)\n", "ax_bg.set_xlim([xmin,xmax])\n", "ax_bg.set_xticks([xmin, (xmax+xmin)/2, xmax])\n", "ax_bg.set_xticklabels([xmin, int((xmax+xmin)/2), xmax], fontdict={'fontsize': 24})\n", "ax_bg.set_yticklabels([])\n", "ax_bg.set_xlabel(\"Image Intensity\", fontsize=24)\n", - "ax_bg.set_title(f\"Background Intensity Kernel Density Estimates\", fontsize=24)\n", + "ax_bg.set_title(f\"Background Intensity KDEs\", fontsize=24)\n", "\n", "ax_fg.legend(prop={'size': 24})\n", "fig.set_figheight(7)\n", + "fig.set_figwidth(16)\n", + "fig.tight_layout()" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Loading data...\n", + "\n", + "\n", + "Finding coordinates...\n", + "Finding Intensities...\n", + "Mean intensity: 11965.3548 variance: 16957.43091696 of 5000 Background voxels\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Computing Correlations: 100%|██████████| 12502500/12502500 [03:35<00:00, 57883.23it/s]\n", + "100%|██████████| 21/21 [00:00<00:00, 34.65it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Finding coordinates...\n", + "Finding Intensities...\n", + "Mean intensity: 12637.2498 variance: 302217.66339996003 of 5000 Foreground voxels\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Computing Correlations: 100%|██████████| 12502500/12502500 [03:37<00:00, 57598.33it/s]\n", + "100%|██████████| 21/21 [00:00<00:00, 32.76it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Loading data...\n", + "\n", + "\n", + "Finding coordinates...\n", + "Finding Intensities...\n", + "Mean intensity: 11954.8526 variance: 12372.75687324 of 5000 Background voxels\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Computing Correlations: 100%|██████████| 12502500/12502500 [03:09<00:00, 66127.75it/s]\n", + "100%|██████████| 21/21 [00:00<00:00, 37.45it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Finding coordinates...\n", + "Finding Intensities...\n", + "Mean intensity: 12239.1804 variance: 84855.93985583998 of 5000 Foreground voxels\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Computing Correlations: 100%|██████████| 12502500/12502500 [03:26<00:00, 60607.41it/s]\n", + "100%|██████████| 21/21 [00:00<00:00, 34.99it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Loading data...\n", + "\n", + "\n", + "Finding coordinates...\n", + "Finding Intensities...\n", + "Mean intensity: 12306.5244 variance: 33926.01460464 of 5000 Background voxels\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Computing Correlations: 100%|██████████| 12502500/12502500 [03:36<00:00, 57759.57it/s]\n", + "100%|██████████| 21/21 [00:00<00:00, 35.88it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Finding coordinates...\n", + "Finding Intensities...\n", + "Mean intensity: 13311.5842 variance: 299729.19131036 of 5000 Foreground voxels\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Computing Correlations: 100%|██████████| 12502500/12502500 [03:12<00:00, 64885.47it/s]\n", + "100%|██████████| 21/21 [00:00<00:00, 34.01it/s]\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "num_samples = 5000\n", + "\n", + "fig, axs = plt.subplots(1,2)\n", + "ax_fg = axs[0]\n", + "ax_bg = axs[1]\n", + "\n", + "min_cor = 0\n", + "\n", + "data = np.zeros((3,2,3,21)) #subvolume, voxel type, cor/error, data\n", + "\n", + "for i in range(10,13):\n", + " print(\"Loading data...\")\n", + " fname = \"/Users/thomasathey/Documents/mimlab/mouselight/octopus_experiment/ilastik_training/2018-08-01_\" + str(i) + \"_octopus.tif\"\n", + " im = io.imread(fname)\n", + "\n", + " fname = \"/Users/thomasathey/Documents/mimlab/mouselight/octopus_experiment/ilastik_training/2018-08-01_\" + str(i) + \"_octopus_Labels.h5\"\n", + " with h5py.File(fname, 'r') as f:\n", + " print(f.keys())\n", + " labels = f['exported_data']\n", + " labels = labels[:,:,:,0]\n", + "\n", + " \n", + " fname = \"/Users/thomasathey/Documents/mimlab/mouselight/octopus_experiment/ilastik_training/2018-08-01_\" + str(i) + \"_octopus_Simple Segmentation.h5\"\n", + " with h5py.File(fname, 'r') as f:\n", + " print(f.keys())\n", + " pred = f['exported_data']\n", + " pred = pred[:,:,:,0]\n", + "\n", + " labels = pred[:125,:125,:125]\n", + "\n", + " for val, type in zip([1, 2],[\"Background\", \"Foreground\"]):\n", + " \n", + " print(\"Finding coordinates...\")\n", + " coords = np.argwhere(labels == val)\n", + " coords = [coord for coord in coords]\n", + " random.shuffle(coords)\n", + " coords = coords[:num_samples]\n", + "\n", + " print(\"Finding Intensities...\")\n", + " ints = []\n", + " for coord in coords:\n", + " ints.append(im[coord[0],coord[1],coord[2]])\n", + " mean_int = np.mean(ints)\n", + " var_int = np.var(ints)\n", + " print(f\"Mean intensity: {mean_int} variance: {var_int} of {len(coords)} {type} voxels\")\n", + "\n", + " pairs_bg = [(c1, c2) for idx, c1 in enumerate(coords) for c2 in coords[idx:]]\n", + "\n", + "\n", + " dists = []\n", + " diffs = []\n", + " for pair in tqdm(pairs_bg, desc=\"Computing Correlations\"):\n", + " dist = np.linalg.norm(np.multiply(pair[0]-pair[1], [0.3,0.3,1]))\n", + " dists.append(dist)\n", + " a = float(im[pair[0][0],pair[0][1],pair[0][2]]) - mean_int\n", + " b = float(im[pair[1][0],pair[1][1],pair[1][2]]) - mean_int\n", + " diffs.append(a*b)\n", + "\n", + " diffs = np.array(diffs)\n", + " dists = np.array(dists)\n", + "\n", + " cor = []\n", + " errors = []\n", + " for dist in tqdm(np.arange(0,21,1)):\n", + " idxs = np.logical_and(dists <= dist, dists > dist-1)\n", + " dif_select = diffs[idxs]\n", + " mn = np.mean(dif_select)\n", + " correlation = mn/var_int\n", + " z_plus = 0.5*np.log((1+correlation)/(1-correlation))+1/np.sqrt(len(dif_select)-3)\n", + " z_minus = 0.5*np.log((1+correlation)/(1-correlation))-1/np.sqrt(len(dif_select)-3)\n", + " e_plus = (np.exp(2*z_plus)-1)/(np.exp(2*z_plus)+1) - correlation\n", + " e_minus = correlation - (np.exp(2*z_minus)-1)/(np.exp(2*z_minus)+1)\n", + " errors.append([e_minus, e_plus])\n", + " cor.append(correlation)\n", + " #print(f\"Distance {dist}, samples: {len(dif_select)} cor: {correlation}\")\n", + "\n", + " if np.amin(cor) < min_cor:\n", + " min_cor = np.amin(cor)\n", + " \n", + " errors = np.array(errors).T\n", + "\n", + " data[i-10, val-1, 0, :] = cor\n", + " data[i-10, val-1, 1:, :] = errors\n", + "\n", + " if val == 1:\n", + " ax_bg.errorbar(np.arange(0,21,1), cor, yerr=errors, label=f\"Subvolume {i-10}\")\n", + " else:\n", + " ax_fg.errorbar(np.arange(0,21,1), cor, yerr=errors, label=f\"Subvolume {i-10}\")\n", + "\n", + "min_y = round(min_cor,1)\n", + "if min_y > min_cor:\n", + " min_y -= 0.1\n", + "\n", + "#y axis\n", + "ax_fg.set_ylim([min_y,1.1])\n", + "ax_fg.set_yticks(np.arange(0,1.2,0.2))\n", + "ax_fg.set_yticklabels(np.arange(0,1.2,0.2), fontdict={'fontsize': 24})\n", + "ax_fg.set_ylabel(\"Correlation\", fontsize=24)\n", + "\n", + "#x axis\n", + "ax_fg.set_xlabel(\"Distance (microns)\", fontsize=24)\n", + "ax_fg.set_xlim([-1,21])\n", + "ax_fg.set_xticks(np.arange(0,22,2), minor=False)\n", + "ax_fg.set_xticks(np.arange(1,21,2), minor=True)\n", + "ax_fg.set_xticklabels(np.arange(0,22,2), fontdict={'fontsize': 24})\n", + "\n", + "#other\n", + "ax_fg.set_title(f\"Correlation of Foreground Voxels Intensity vs. Distance\", fontsize=24)\n", + "ax_fg.legend(prop={'size': 24})\n", + "ax_fg.axhline(0, linestyle='--', color='k') # horizontal lines\n", + "\n", + "#y axis\n", + "ax_bg.set_ylim([min_y,1.1])\n", + "ax_bg.set_yticks(np.arange(0,1.2,0.2))\n", + "ax_bg.set_yticklabels(np.arange(0,1.2,0.2), fontdict={'fontsize': 24})\n", + "\n", + "#x axis\n", + "ax_bg.set_xlabel(\"Distance (microns)\", fontsize=24)\n", + "ax_bg.set_xlim([-1,21])\n", + "ax_bg.set_xticks(np.arange(0,22,2), minor=False)\n", + "ax_bg.set_xticks(np.arange(1,21,2), minor=True)\n", + "ax_bg.set_xticklabels(np.arange(0,22,2), fontdict={'fontsize': 24})\n", + "\n", + "#other\n", + "ax_bg.set_title(f\"Correlation of Background Voxels Intensity vs. Distance\", fontsize=24)\n", + "ax_bg.axhline(0, linestyle='--', color='k') # horizontal lines\n", + "\n", + "fig.set_figheight(7)\n", "fig.set_figwidth(20)\n", "fig.tight_layout()" ] }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 42, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "viewer = napari.Viewer(ndisplay=3)\n", + "viewer.add_image(im[:125,:125,:125], scale=[0.3,0.3,1])\n" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "num_samples = 5000\n", + "\n", + "fig, axs = plt.subplots(1,2)\n", + "ax_fg = axs[0]\n", + "ax_bg = axs[1]\n", + "\n", + "min_cor = np.amin(data[:,:,0,:])\n", + "\n", + "for i in range(10,13):\n", + " for val, type in zip([1, 2],[\"Background\", \"Foreground\"]):\n", + " cor = data[i-10, val-1, 0, :]\n", + " errors = data[i-10, val-1, 1:, :]\n", + " if val == 1:\n", + " ax_bg.errorbar(np.arange(0,21,1), cor, yerr=errors, label=f\"Subvolume {i-10}\")\n", + " else:\n", + " ax_fg.errorbar(np.arange(0,21,1), cor, yerr=errors, label=f\"Subvolume {i-10}\")\n", + "\n", + "min_y = round(min_cor,1)\n", + "if min_y > min_cor:\n", + " min_y -= 0.1\n", + " \n", + "#y axis\n", + "ax_fg.set_ylim([min_y,1.1])\n", + "ax_fg.set_yticks(np.arange(0,1.2,0.2))\n", + "ax_fg.set_yticklabels([0, 0.2, 0.4, 0.6, 0.8, 1.0], fontdict={'fontsize': 24})\n", + "ax_fg.set_ylabel(\"Correlation\", fontsize=24)\n", + "\n", + "#x axis\n", + "ax_fg.set_xlabel(\"Distance (microns)\", fontsize=24)\n", + "ax_fg.set_xlim([-1,21])\n", + "ax_fg.set_xticks(np.arange(0,22,2), minor=False)\n", + "ax_fg.set_xticks(np.arange(1,21,2), minor=True)\n", + "ax_fg.set_xticklabels(np.arange(0,22,2), fontdict={'fontsize': 24})\n", + "\n", + "#other\n", + "ax_fg.set_title(f\"Foreground Intensity Autocorrelation\", fontsize=24)\n", + "ax_fg.legend(prop={'size': 24})\n", + "ax_fg.axhline(0, linestyle='--', color='k') # horizontal lines\n", + "\n", + "#y axis\n", + "ax_bg.set_ylim([min_y,1.1])\n", + "ax_bg.set_yticks(np.arange(0,1.2,0.2))\n", + "ax_bg.set_yticklabels([0, 0.2, 0.4, 0.6, 0.8, 1.0], fontdict={'fontsize': 24})\n", + "\n", + "#x axis\n", + "ax_bg.set_xlabel(\"Distance (microns)\", fontsize=24)\n", + "ax_bg.set_xlim([-1,21])\n", + "ax_bg.set_xticks(np.arange(0,22,2), minor=False)\n", + "ax_bg.set_xticks(np.arange(1,21,2), minor=True)\n", + "ax_bg.set_xticklabels(np.arange(0,22,2), fontdict={'fontsize': 24})\n", + "\n", + "#other\n", + "ax_bg.set_title(f\"Background Intensity Autocorrelation\", fontsize=24)\n", + "ax_bg.axhline(0, linestyle='--', color='k') # horizontal lines\n", + "\n", + "fig.set_figheight(7)\n", + "fig.set_figwidth(16)\n", + "fig.tight_layout()" + ] + }, { "cell_type": "code", "execution_count": null, From 6b4f6e467c056a45a084acb757b4e96942c69fd1 Mon Sep 17 00:00:00 2001 From: Thomas Athey Date: Mon, 24 Jan 2022 15:20:38 -0500 Subject: [PATCH 3/4] exps --- experiments/ViterBrain/notebooks/kdes.ipynb | 417 +++--------------- .../ViterBrain/notebooks/results_plots.ipynb | 23 +- 2 files changed, 71 insertions(+), 369 deletions(-) diff --git a/experiments/ViterBrain/notebooks/kdes.ipynb b/experiments/ViterBrain/notebooks/kdes.ipynb index 93bd19359..9c223bcd7 100644 --- a/experiments/ViterBrain/notebooks/kdes.ipynb +++ b/experiments/ViterBrain/notebooks/kdes.ipynb @@ -2,9 +2,18 @@ "cells": [ { "cell_type": "code", - "execution_count": 23, + "execution_count": 1, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/thomasathey/Documents/mimlab/mouselight/docs_env/lib/python3.8/site-packages/nilearn/datasets/__init__.py:86: FutureWarning: Fetchers from the nilearn.datasets module will be updated in version 0.9 to return python strings instead of bytes and Pandas dataframes instead of Numpy arrays.\n", + " warn(\"Fetchers from the nilearn.datasets module will be \"\n" + ] + } + ], "source": [ "from cloudvolume import CloudVolume\n", "from skimage.transform import downscale_local_mean\n", @@ -26,96 +35,15 @@ ] }, { - "cell_type": "code", - "execution_count": 3, + "cell_type": "markdown", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "\n", - "(1555,)\n", - "(1480,)\n", - "\n", - "\n", - "(1876,)\n", - "(4465,)\n", - "\n", - "\n", - "(973,)\n", - "(1440,)\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], "source": [ - "\n", - "fig, axs = plt.subplots(2,3)\n", - "for i in range(10,13):\n", - " ax1 = axs[0, i-10]\n", - " ax2 = axs[1, i-10]\n", - "\n", - " fname = \"/Users/thomasathey/Documents/mimlab/mouselight/octopus_experiment/ilastik_training/2018-08-01_\" + str(i) + \"_octopus.tif\"\n", - " im = io.imread(fname)\n", - "\n", - " fname = \"/Users/thomasathey/Documents/mimlab/mouselight/octopus_experiment/ilastik_training/2018-08-01_\" + str(i) + \"_octopus_Labels.h5\"\n", - " with h5py.File(fname, 'r') as f:\n", - " print(f.keys())\n", - " labels = f['exported_data']\n", - " labels = labels[:,:,:,0]\n", - "\n", - " fname = \"/Users/thomasathey/Documents/mimlab/mouselight/octopus_experiment/ilastik_training/2018-08-01_\" + str(i) + \"_octopus_Simple Segmentation.h5\"\n", - " with h5py.File(fname, 'r') as f:\n", - " print(f.keys())\n", - " pred = f['exported_data']\n", - " pred = pred[:,:,:,0]\n", - "\n", - " fg_lab = im[labels == 2]\n", - " print(fg_lab.shape)\n", - " bg_lab = im[labels == 1]\n", - " print(bg_lab.shape)\n", - " fg_pred = im[pred == 2]\n", - " bg_pred = im[pred == 1]\n", - "\n", - " _, bs1, _ = ax1.hist(fg_lab, bins=100, label='Foreground', alpha=0.5, density=True)\n", - " ax2.hist(fg_pred, bins=100, label= 'Foreground', alpha=0.5, density=True)\n", - " _, bs2, _ = ax1.hist(bg_lab, bins=100, label='Background', alpha=0.5, density=True)\n", - " ax2.hist(bg_pred, bins=100, label='Background', alpha=0.5, density=True)\n", - " \n", - " ax2.set_xlabel(\"Raw Intensity\", fontsize=20)\n", - " ax1.set_xlim([10000,45000])\n", - " ax1.set_xticklabels([])\n", - " ax1.tick_params(axis='both', which='major', labelsize=14)\n", - " ax2.tick_params(axis='both', which='major', labelsize=14)\n", - " ax2.set_xlim([10000,45000])\n", - "\n", - " ax1.set_ylabel(\"Density\", fontsize=20)\n", - " ax2.set_ylabel(\"Density\", fontsize=20)\n", - "\n", - " ax1.set_title(\"Subvolume \" + str(i-9) + \" - Manual Labels\", fontsize=20)\n", - " ax2.set_title(\"Predictions\", fontsize=20)\n", - "axs[0,0].legend()\n", - "fig.set_figheight(15)\n", - "fig.set_figwidth(25)\n", - "fig.tight_layout()" + "# KDEs" ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 2, "metadata": {}, "outputs": [ { @@ -124,166 +52,21 @@ "text": [ "\n", "\n", - "Labeled Foreground p-val norm: 0.0, p-val poisson: 1.8276984180389393e-245\n", - "Labeled Background p-val norm: 0.0, p-val poisson: 7.460554771206806e-100\n", "Predicted Foreground p-val norm: 0.0, p-val poisson: 0.0\n", - "Predicted Background p-val norm: 0.0, p-val poisson: 4.141736530192356e-07\n", - "\n", + "Predicted Background p-val norm: 0.0, p-val poisson: 1.2114465892878338e-14\n", "\n", - "Labeled Foreground p-val norm: 0.0, p-val poisson: 1.7516428586759357e-162\n", - "Labeled Background p-val norm: 0.0, p-val poisson: 1.63672353836749e-75\n", - "Predicted Foreground p-val norm: 0.0, p-val poisson: 2.2777539288403857e-181\n", - "Predicted Background p-val norm: 0.0, p-val poisson: 2.0433966954060784e-06\n", "\n", - "\n", - "Labeled Foreground p-val norm: 0.0, p-val poisson: 0.0\n", - "Labeled Background p-val norm: 0.0, p-val poisson: 4.620954487701326e-74\n", "Predicted Foreground p-val norm: 0.0, p-val poisson: 0.0\n", - "Predicted Background p-val norm: 0.0, p-val poisson: 7.918310053776313e-14\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "\n", - "fig, axs = plt.subplots(1,3)\n", - "for i in range(10,13):\n", - " ax1 = axs[i-10]\n", - " #ax2 = axs[1, i-10]\n", - "\n", - " fname = \"/Users/thomasathey/Documents/mimlab/mouselight/octopus_experiment/ilastik_training/2018-08-01_\" + str(i) + \"_octopus.tif\"\n", - " im = io.imread(fname)\n", - "\n", - " fname = \"/Users/thomasathey/Documents/mimlab/mouselight/octopus_experiment/ilastik_training/2018-08-01_\" + str(i) + \"_octopus_Labels.h5\"\n", - " with h5py.File(fname, 'r') as f:\n", - " print(f.keys())\n", - " labels = f['exported_data']\n", - " labels = labels[:,:,:,0]\n", - "\n", - " fname = \"/Users/thomasathey/Documents/mimlab/mouselight/octopus_experiment/ilastik_training/2018-08-01_\" + str(i) + \"_octopus_Simple Segmentation.h5\"\n", - " with h5py.File(fname, 'r') as f:\n", - " print(f.keys())\n", - " pred = f['exported_data']\n", - " pred = pred[:,:,:,0]\n", - "\n", - " fg_lab = im[labels == 2].flatten()\n", - " np.random.shuffle(fg_lab)\n", - " fg_lab = fg_lab[:900]\n", - " _, p_norm = kstest(fg_lab, \"norm\")\n", - " _, p_poisson = kstest(fg_lab, \"poisson\", args = (np.mean(fg_lab),))\n", - " print(f\"Labeled Foreground p-val norm: {p_norm}, p-val poisson: {p_poisson}\")\n", - " bg_lab = im[labels == 1].flatten()\n", - " np.random.shuffle(bg_lab)\n", - " bg_lab = bg_lab[:900]\n", - " _, p_norm = kstest(bg_lab, \"norm\")\n", - " _, p_poisson = kstest(bg_lab, \"poisson\", args = (np.mean(bg_lab),))\n", - " print(f\"Labeled Background p-val norm: {p_norm}, p-val poisson: {p_poisson}\")\n", - "\n", - " fg_pred = im[pred == 2].flatten()\n", - " np.random.shuffle(fg_pred)\n", - " fg_pred = fg_pred[:900]\n", - " _, p_norm = kstest(fg_pred, \"norm\")\n", - " _, p_poisson = kstest(fg_pred, \"poisson\", args = (np.mean(fg_pred),))\n", - " print(f\"Predicted Foreground p-val norm: {p_norm}, p-val poisson: {p_poisson}\")\n", - " bg_pred = im[pred == 1].flatten()\n", - " np.random.shuffle(bg_pred)\n", - " bg_pred = bg_pred[:900]\n", - " _, p_norm = kstest(bg_pred, \"norm\")\n", - " _, p_poisson = kstest(bg_pred, \"poisson\", args = (np.mean(bg_pred),))\n", - " print(f\"Predicted Background p-val norm: {p_norm}, p-val poisson: {p_poisson}\")\n", - "\n", - " ts = np.arange(10000, 40000, 1)\n", - "\n", - " kde_fg = gaussian_kde(fg_lab)\n", - " ax1.plot(ts, kde_fg.evaluate(ts), 'r--', label=\"Manual Foreground\")\n", - "\n", - " kde_bg = gaussian_kde(bg_lab)\n", - " ax1.plot(ts, kde_bg.evaluate(ts), 'b--', label=\"Manual Background\")\n", - "\n", - " kl_div_lab = np.sum(np.multiply(kde_fg.pdf(ts), kde_fg.logpdf(ts) - kde_bg.logpdf(ts)))\n", - "\n", - " kde_fg = gaussian_kde(fg_pred)\n", - " ax1.plot(ts, kde_fg.evaluate(ts), 'r-', label=\"Predicted Foreground\")\n", - "\n", - " kde_bg = gaussian_kde(bg_pred)\n", - " ax1.plot(ts, kde_bg.evaluate(ts), 'b-', label=\"Predicted Background\")\n", - "\n", - " kl_div_pred = np.sum(np.multiply(kde_fg.pdf(ts), kde_fg.logpdf(ts) - kde_bg.logpdf(ts)))\n", - " \n", - " ax1.set_xlabel(\"Image Intensity\", fontsize=24)\n", - "\n", - " # if i == 10:\n", - " # xmax = 40000\n", - " # elif i == 11:\n", - " # xmax = 20000\n", - " # elif i == 12:\n", - " xmax = 20000\n", - "\n", - "\n", - " ax1.tick_params(axis='both', which='major', labelsize=14)\n", - " ax1.set_xlim([10000,xmax])\n", - " ax1.set_xticks([10000, (xmax+10000)/2, xmax])\n", - " ax1.set_xticklabels([])\n", - " ax1.set_yticklabels([])\n", - "\n", - " # ax2.tick_params(axis='both', which='major', labelsize=14)\n", - " # ax2.set_xlim([10000,xmax])\n", - " # ax2.set_xticks([10000, (xmax+10000)/2, xmax])\n", - " # ax2.set_xticklabels([])\n", - " # ax2.set_yticklabels([])\n", - " if i == 10:\n", - " ax1.set_ylabel(\"Density\", fontsize=24)\n", - " #ax2.set_ylabel(\"Density\", fontsize=24)\n", - " else:\n", - " ax1.set_ylabel(\"\")\n", - " #ax2.set_ylabel(\"\")\n", - "\n", - "\n", - " ax1.set_title(f\"Subvolume {i-9} \\n Manual Labels \\n KL Divergence {kl_div_lab:.1f}\", fontsize=24)\n", - " #ax2.set_title(f\"Predictions \\n KL Divergence: {kl_div_pred:.1f}\", fontsize=24)\n", - "axs[0].legend(prop={'size': 24})\n", - "fig.set_figheight(10)\n", - "fig.set_figwidth(20)\n", - "fig.tight_layout()" - ] - }, - { - "cell_type": "code", - "execution_count": 66, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ + "Predicted Background p-val norm: 0.0, p-val poisson: 2.180975182979957e-21\n", "\n", "\n", "Predicted Foreground p-val norm: 0.0, p-val poisson: 0.0\n", - "Predicted Background p-val norm: 0.0, p-val poisson: 8.00775260144324e-14\n", - "\n", - "\n", - "Predicted Foreground p-val norm: 0.0, p-val poisson: 0.0\n", - "Predicted Background p-val norm: 0.0, p-val poisson: 1.3327205916065592e-21\n", - "\n", - "\n", - "Predicted Foreground p-val norm: 0.0, p-val poisson: 0.0\n", - "Predicted Background p-val norm: 0.0, p-val poisson: 1.7431415013491221e-96\n" + "Predicted Background p-val norm: 0.0, p-val poisson: 1.2839004629221358e-82\n" ] }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -295,7 +78,6 @@ } ], "source": [ - "\n", "fig, axs = plt.subplots(1,2)\n", "ax_fg = axs[0]\n", "ax_bg = axs[1]\n", @@ -303,8 +85,6 @@ "colors = ['r', 'b', 'g']\n", "\n", "for i in range(10,13):\n", - " #ax2 = axs[1, i-10]\n", - "\n", " fname = \"/Users/thomasathey/Documents/mimlab/mouselight/octopus_experiment/ilastik_training/2018-08-01_\" + str(i) + \"_octopus.tif\"\n", " im = io.imread(fname)\n", "\n", @@ -320,19 +100,6 @@ " pred = f['exported_data']\n", " pred = pred[:,:,:,0]\n", "\n", - " # fg_lab = im[labels == 2].flatten()\n", - " # np.random.shuffle(fg_lab)\n", - " # fg_lab = fg_lab[:900]\n", - " # _, p_norm = kstest(fg_lab, \"norm\")\n", - " # _, p_poisson = kstest(fg_lab, \"poisson\", args = (np.mean(fg_lab),))\n", - " # print(f\"Labeled Foreground p-val norm: {p_norm}, p-val poisson: {p_poisson}\")\n", - " # bg_lab = im[labels == 1].flatten()\n", - " # np.random.shuffle(bg_lab)\n", - " # bg_lab = bg_lab[:900]\n", - " # _, p_norm = kstest(bg_lab, \"norm\")\n", - " # _, p_poisson = kstest(bg_lab, \"poisson\", args = (np.mean(bg_lab),))\n", - " # print(f\"Labeled Background p-val norm: {p_norm}, p-val poisson: {p_poisson}\")\n", - "\n", " fg_pred = im[pred == 2].flatten()\n", " np.random.shuffle(fg_pred)\n", " fg_pred = fg_pred[:5000]\n", @@ -348,8 +115,6 @@ "\n", " ts = np.arange(10000, 40000, 1)\n", "\n", - "\n", - "\n", " kde_fg = gaussian_kde(fg_pred, bw_method=\"scott\")\n", " ax_fg.plot(ts, kde_fg.evaluate(ts), label=f\"Subvolume {i-10}\")\n", "\n", @@ -387,9 +152,23 @@ "fig.tight_layout()" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Autocorrelation" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Collect Data" + ] + }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -401,15 +180,15 @@ "\n", "Finding coordinates...\n", "Finding Intensities...\n", - "Mean intensity: 11965.3548 variance: 16957.43091696 of 5000 Background voxels\n" + "Mean intensity: 11961.3246 variance: 16291.15043484 of 5000 Background voxels\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ - "Computing Correlations: 100%|██████████| 12502500/12502500 [03:35<00:00, 57883.23it/s]\n", - "100%|██████████| 21/21 [00:00<00:00, 34.65it/s]\n" + "Computing Correlations: 100%|██████████| 12502500/12502500 [03:11<00:00, 65234.23it/s]\n", + "100%|██████████| 21/21 [00:00<00:00, 36.70it/s]\n" ] }, { @@ -418,15 +197,15 @@ "text": [ "Finding coordinates...\n", "Finding Intensities...\n", - "Mean intensity: 12637.2498 variance: 302217.66339996003 of 5000 Foreground voxels\n" + "Mean intensity: 12627.66 variance: 295463.6252 of 5000 Foreground voxels\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ - "Computing Correlations: 100%|██████████| 12502500/12502500 [03:37<00:00, 57598.33it/s]\n", - "100%|██████████| 21/21 [00:00<00:00, 32.76it/s]\n" + "Computing Correlations: 100%|██████████| 12502500/12502500 [02:55<00:00, 71351.87it/s]\n", + "100%|██████████| 21/21 [00:00<00:00, 35.88it/s]\n" ] }, { @@ -438,15 +217,15 @@ "\n", "Finding coordinates...\n", "Finding Intensities...\n", - "Mean intensity: 11954.8526 variance: 12372.75687324 of 5000 Background voxels\n" + "Mean intensity: 11955.7504 variance: 13384.29249984 of 5000 Background voxels\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ - "Computing Correlations: 100%|██████████| 12502500/12502500 [03:09<00:00, 66127.75it/s]\n", - "100%|██████████| 21/21 [00:00<00:00, 37.45it/s]\n" + "Computing Correlations: 100%|██████████| 12502500/12502500 [03:01<00:00, 68943.34it/s]\n", + "100%|██████████| 21/21 [00:00<00:00, 37.01it/s]\n" ] }, { @@ -455,15 +234,15 @@ "text": [ "Finding coordinates...\n", "Finding Intensities...\n", - "Mean intensity: 12239.1804 variance: 84855.93985583998 of 5000 Foreground voxels\n" + "Mean intensity: 12245.6146 variance: 86162.93006684 of 5000 Foreground voxels\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ - "Computing Correlations: 100%|██████████| 12502500/12502500 [03:26<00:00, 60607.41it/s]\n", - "100%|██████████| 21/21 [00:00<00:00, 34.99it/s]\n" + "Computing Correlations: 100%|██████████| 12502500/12502500 [02:54<00:00, 71812.90it/s]\n", + "100%|██████████| 21/21 [00:00<00:00, 36.86it/s]\n" ] }, { @@ -475,15 +254,15 @@ "\n", "Finding coordinates...\n", "Finding Intensities...\n", - "Mean intensity: 12306.5244 variance: 33926.01460464 of 5000 Background voxels\n" + "Mean intensity: 12307.1526 variance: 33232.109713239995 of 5000 Background voxels\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ - "Computing Correlations: 100%|██████████| 12502500/12502500 [03:36<00:00, 57759.57it/s]\n", - "100%|██████████| 21/21 [00:00<00:00, 35.88it/s]\n" + "Computing Correlations: 100%|██████████| 12502500/12502500 [02:57<00:00, 70256.86it/s]\n", + "100%|██████████| 21/21 [00:00<00:00, 37.27it/s]\n" ] }, { @@ -492,39 +271,21 @@ "text": [ "Finding coordinates...\n", "Finding Intensities...\n", - "Mean intensity: 13311.5842 variance: 299729.19131036 of 5000 Foreground voxels\n" + "Mean intensity: 13313.1426 variance: 304416.60146524 of 5000 Foreground voxels\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ - "Computing Correlations: 100%|██████████| 12502500/12502500 [03:12<00:00, 64885.47it/s]\n", - "100%|██████████| 21/21 [00:00<00:00, 34.01it/s]\n" + "Computing Correlations: 100%|██████████| 12502500/12502500 [02:52<00:00, 72562.46it/s]\n", + "100%|██████████| 21/21 [00:00<00:00, 35.36it/s]\n" ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" } ], "source": [ "num_samples = 5000\n", "\n", - "fig, axs = plt.subplots(1,2)\n", - "ax_fg = axs[0]\n", - "ax_bg = axs[1]\n", - "\n", - "min_cor = 0\n", - "\n", "data = np.zeros((3,2,3,21)) #subvolume, voxel type, cor/error, data\n", "\n", "for i in range(10,13):\n", @@ -592,92 +353,28 @@ " errors.append([e_minus, e_plus])\n", " cor.append(correlation)\n", " #print(f\"Distance {dist}, samples: {len(dif_select)} cor: {correlation}\")\n", - "\n", - " if np.amin(cor) < min_cor:\n", - " min_cor = np.amin(cor)\n", " \n", " errors = np.array(errors).T\n", "\n", " data[i-10, val-1, 0, :] = cor\n", - " data[i-10, val-1, 1:, :] = errors\n", - "\n", - " if val == 1:\n", - " ax_bg.errorbar(np.arange(0,21,1), cor, yerr=errors, label=f\"Subvolume {i-10}\")\n", - " else:\n", - " ax_fg.errorbar(np.arange(0,21,1), cor, yerr=errors, label=f\"Subvolume {i-10}\")\n", - "\n", - "min_y = round(min_cor,1)\n", - "if min_y > min_cor:\n", - " min_y -= 0.1\n", - "\n", - "#y axis\n", - "ax_fg.set_ylim([min_y,1.1])\n", - "ax_fg.set_yticks(np.arange(0,1.2,0.2))\n", - "ax_fg.set_yticklabels(np.arange(0,1.2,0.2), fontdict={'fontsize': 24})\n", - "ax_fg.set_ylabel(\"Correlation\", fontsize=24)\n", - "\n", - "#x axis\n", - "ax_fg.set_xlabel(\"Distance (microns)\", fontsize=24)\n", - "ax_fg.set_xlim([-1,21])\n", - "ax_fg.set_xticks(np.arange(0,22,2), minor=False)\n", - "ax_fg.set_xticks(np.arange(1,21,2), minor=True)\n", - "ax_fg.set_xticklabels(np.arange(0,22,2), fontdict={'fontsize': 24})\n", - "\n", - "#other\n", - "ax_fg.set_title(f\"Correlation of Foreground Voxels Intensity vs. Distance\", fontsize=24)\n", - "ax_fg.legend(prop={'size': 24})\n", - "ax_fg.axhline(0, linestyle='--', color='k') # horizontal lines\n", - "\n", - "#y axis\n", - "ax_bg.set_ylim([min_y,1.1])\n", - "ax_bg.set_yticks(np.arange(0,1.2,0.2))\n", - "ax_bg.set_yticklabels(np.arange(0,1.2,0.2), fontdict={'fontsize': 24})\n", - "\n", - "#x axis\n", - "ax_bg.set_xlabel(\"Distance (microns)\", fontsize=24)\n", - "ax_bg.set_xlim([-1,21])\n", - "ax_bg.set_xticks(np.arange(0,22,2), minor=False)\n", - "ax_bg.set_xticks(np.arange(1,21,2), minor=True)\n", - "ax_bg.set_xticklabels(np.arange(0,22,2), fontdict={'fontsize': 24})\n", - "\n", - "#other\n", - "ax_bg.set_title(f\"Correlation of Background Voxels Intensity vs. Distance\", fontsize=24)\n", - "ax_bg.axhline(0, linestyle='--', color='k') # horizontal lines\n", - "\n", - "fig.set_figheight(7)\n", - "fig.set_figwidth(20)\n", - "fig.tight_layout()" + " data[i-10, val-1, 1:, :] = errors" ] }, { - "cell_type": "code", - "execution_count": 42, + "cell_type": "markdown", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 42, - "metadata": {}, - "output_type": "execute_result" - } - ], "source": [ - "viewer = napari.Viewer(ndisplay=3)\n", - "viewer.add_image(im[:125,:125,:125], scale=[0.3,0.3,1])\n" + "## Plot" ] }, { "cell_type": "code", - "execution_count": 60, + "execution_count": 4, "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -689,8 +386,6 @@ } ], "source": [ - "num_samples = 5000\n", - "\n", "fig, axs = plt.subplots(1,2)\n", "ax_fg = axs[0]\n", "ax_bg = axs[1]\n", diff --git a/experiments/ViterBrain/notebooks/results_plots.ipynb b/experiments/ViterBrain/notebooks/results_plots.ipynb index 2e8b032aa..ebbf9c65b 100644 --- a/experiments/ViterBrain/notebooks/results_plots.ipynb +++ b/experiments/ViterBrain/notebooks/results_plots.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 4, + "execution_count": 2, "metadata": {}, "outputs": [ { @@ -50,7 +50,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -89,24 +89,31 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Viterbrain vs App2: 5.491012510881023e-09\n", - "APP2 vs Advantra: 0.039425832629443\n" + "P values for 2 Proportion Z Tests\n", + "Viterbrain vs App2: 0.041448687457663176\n", + "Viterbrain vs Snake: 0.041397618661288514\n", + "APP2 vs Advantra: 0.039425832629443\n", + "APP2 vs GTree: 0.393153437674003\n", + "APP2 vs Snake: 0.26272224684071965\n" ] } ], "source": [ "from statsmodels.stats.proportion import proportions_ztest\n", "\n", - "print(f\"Viterbrain vs App2: {proportions_ztest(count=[data[0][0], data[1][0]], nobs=[10, 35])[1]}\")\n", - "\n", - "print(f\"APP2 vs Advantra: {proportions_ztest(count=[data[1][0], data[3][0]], nobs=[35, 35])[1]}\")" + "print(\"P values for 2 Proportion Z Tests\")\n", + "print(f\"Viterbrain vs App2: {proportions_ztest(count=[data[0][0], data[1][0]], nobs=[35, 35])[1]}\")\n", + "print(f\"Viterbrain vs Snake: {proportions_ztest(count=[data[0][0], data[4][0]], nobs=[35, 10])[1]}\")\n", + "print(f\"APP2 vs Advantra: {proportions_ztest(count=[data[1][0], data[3][0]], nobs=[35, 35])[1]}\")\n", + "print(f\"APP2 vs GTree: {proportions_ztest(count=[data[1][0], data[2][0]], nobs=[35, 35])[1]}\")\n", + "print(f\"APP2 vs Snake: {proportions_ztest(count=[data[1][0], data[4][0]], nobs=[35, 10])[1]}\")" ] }, { From d1a8d07e8f87a3e345d574ac3bc3bfdc803da487 Mon Sep 17 00:00:00 2001 From: Thomas Athey Date: Mon, 24 Jan 2022 15:25:03 -0500 Subject: [PATCH 4/4] figure notebooks --- .../notebooks/{view_results.ipynb => fig1-fragments.ipynb} | 6 +++--- .../ViterBrain/notebooks/{kdes.ipynb => fig3-voxels.ipynb} | 0 .../notebooks/{results_plots.ipynb => fig7-results.ipynb} | 0 3 files changed, 3 insertions(+), 3 deletions(-) rename experiments/ViterBrain/notebooks/{view_results.ipynb => fig1-fragments.ipynb} (97%) rename experiments/ViterBrain/notebooks/{kdes.ipynb => fig3-voxels.ipynb} (100%) rename experiments/ViterBrain/notebooks/{results_plots.ipynb => fig7-results.ipynb} (100%) diff --git a/experiments/ViterBrain/notebooks/view_results.ipynb b/experiments/ViterBrain/notebooks/fig1-fragments.ipynb similarity index 97% rename from experiments/ViterBrain/notebooks/view_results.ipynb rename to experiments/ViterBrain/notebooks/fig1-fragments.ipynb index 87580c175..f583d72e4 100644 --- a/experiments/ViterBrain/notebooks/view_results.ipynb +++ b/experiments/ViterBrain/notebooks/fig1-fragments.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 17, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -14,7 +14,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -34,7 +34,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 3, "metadata": {}, "outputs": [ { diff --git a/experiments/ViterBrain/notebooks/kdes.ipynb b/experiments/ViterBrain/notebooks/fig3-voxels.ipynb similarity index 100% rename from experiments/ViterBrain/notebooks/kdes.ipynb rename to experiments/ViterBrain/notebooks/fig3-voxels.ipynb diff --git a/experiments/ViterBrain/notebooks/results_plots.ipynb b/experiments/ViterBrain/notebooks/fig7-results.ipynb similarity index 100% rename from experiments/ViterBrain/notebooks/results_plots.ipynb rename to experiments/ViterBrain/notebooks/fig7-results.ipynb