diff --git a/segment_dars_chip_wells_plots.ipynb b/segment_dars_chip_wells_plots.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..028e03720baf7370b1b9603f2c6dd23369717925 --- /dev/null +++ b/segment_dars_chip_wells_plots.ipynb @@ -0,0 +1,604 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 63, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import seaborn as sns" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(521, 13)" + ] + }, + "execution_count": 68, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "paths = '/home/aaristov/Multicell/Sebastien/Dars/combined_results_chips_96w_1_2.csv'\n", + "data = pd.read_csv(paths)\n", + "(data).shape" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " 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<td>Chips/11062020/GFAP-GFP_her-dRFP_P4_12¬µl_10X_...</td>\n", + " <td>187.147473</td>\n", + " <td>16746.210000</td>\n", + " <td>575.075869</td>\n", + " <td>0.636321</td>\n", + " <td>18671.120000</td>\n", + " <td>0.507528</td>\n", + " <td>546.557049</td>\n", + " <td>0.785433</td>\n", + " <td>1021.056413</td>\n", + " <td>7105.799760</td>\n", + " <td>11062020</td>\n", + " <td>chip</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "<p>521 rows × 13 columns</p>\n", + "</div>" + ], + "text/plain": [ + " path size_um \\\n", + "0 24092020/Chip_3.nd2 119.716246 \n", + "1 24092020/Chip_3.nd2 85.651427 \n", + "2 24092020/Chip_3.nd2 83.096603 \n", + "3 24092020/Chip_3.nd2 82.626312 \n", + "4 24092020/Chip_3.nd2 142.300151 \n", + ".. ... ... \n", + "516 Chips/11062020/GFAP-GFP_her-dRFP_P4_12¬µl_10X_... 155.358588 \n", + "517 Chips/11062020/GFAP-GFP_her-dRFP_P4_12¬µl_10X_... 136.552723 \n", + "518 Chips/11062020/GFAP-GFP_her-dRFP_P4_12¬µl_10X_... 149.928234 \n", + "519 Chips/11062020/GFAP-GFP_her-dRFP_P4_12¬µl_10X_... 180.606038 \n", + "520 Chips/11062020/GFAP-GFP_her-dRFP_P4_12¬µl_10X_... 187.147473 \n", + "\n", + " area perimeter circularity convex_area convex_eccentricity \\\n", + "0 7245.875000 358.790151 0.707326 8040.703125 1.178842 \n", + "1 3158.187500 224.385299 0.788241 3240.046875 1.337830 \n", + "2 4475.859375 263.452949 0.810364 4710.875000 0.889001 \n", + "3 4261.968750 254.818173 0.824820 4460.015625 0.862863 \n", + "4 8708.781250 387.414890 0.729146 9062.625000 1.333553 \n", + ".. ... ... ... ... ... \n", + "516 12160.817500 498.909704 0.613944 13768.852500 0.474797 \n", + "517 12743.445000 459.132330 0.759663 13538.167500 0.313764 \n", + "518 13324.382500 563.975712 0.526425 15984.020000 0.286664 \n", + "519 15162.680000 682.364817 0.409216 18761.957500 0.492178 \n", + "520 16746.210000 575.075869 0.636321 18671.120000 0.507528 \n", + "\n", + " convex_perimeter convex_circularity tritc fitc id \\\n", + "0 358.790151 0.784915 135.300493 484.284729 24092020 \n", + "1 224.385299 0.808672 133.409128 464.078240 24092020 \n", + "2 263.452949 0.852914 136.314462 560.348655 24092020 \n", + "3 254.818173 0.863148 135.027235 469.208999 24092020 \n", + "4 387.414890 0.758772 133.686772 584.959207 24092020 \n", + ".. ... ... ... ... ... \n", + "516 464.147554 0.803148 757.804996 4178.919421 11062020 \n", + "517 448.455166 0.845925 1317.232968 8895.130512 11062020 \n", + "518 483.124928 0.860552 761.084214 5411.559368 11062020 \n", + "519 542.440570 0.801279 714.571261 3981.163871 11062020 \n", + "520 546.557049 0.785433 1021.056413 7105.799760 11062020 \n", + "\n", + " device \n", + "0 chip \n", + "1 chip \n", + "2 chip \n", + "3 chip \n", + "4 chip \n", + ".. ... \n", + "516 chip \n", + "517 chip \n", + "518 chip \n", + "519 chip \n", + "520 chip \n", + "\n", + "[521 rows x 13 columns]" + ] + }, + "execution_count": 69, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data" + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "metadata": {}, + "outputs": [], + "source": [ + "data['mean_size'] = list(map(lambda path: data[data.id == path].size_um.mean(), data.id))\n", + "data['median_size'] = list(map(lambda path: data[data.id == path].size_um.mean(), data.id))\n", + "data['norm_size_um'] = data.size_um / data.mean_size\n", + "data['normd_size_um'] = data.size_um / data.median_size\n", + "data['TRITC/FITC'] = data.tritc / data.fitc" + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<seaborn.axisgrid.FacetGrid at 0x7fcbc57c8430>" + ] + }, + "execution_count": 71, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 428.875x360 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.relplot(data=data, x='size_um', y='TRITC/FITC', hue='device')" + ] + }, + { + "cell_type": "code", + "execution_count": 72, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<seaborn.axisgrid.FacetGrid at 0x7fcbbdc1b970>" + ] + }, + "execution_count": 72, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 428.875x360 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.relplot(data=data, x='size_um', y='tritc', hue='device')" + ] + }, + { + "cell_type": "code", + "execution_count": 73, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<seaborn.axisgrid.FacetGrid at 0x7fcbbdb8c0a0>" + ] + }, + "execution_count": 73, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 428.875x360 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.relplot(data=data, x='size_um', y='fitc', hue='device')" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['24092020', '4092020', '26082020', '18092020', '200225', '2',\n", + " 'w11062020', '11062020'], dtype=object)" + ] + }, + "execution_count": 44, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.id.unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['chip', 'wells'], dtype=object)" + ] + }, + "execution_count": 51, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.device.unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.axes._subplots.AxesSubplot at 0x7fcbc04a0ac0>" + ] + }, + "execution_count": 59, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "ax = data[data.device == 'chip'].normd_size_um.hist(bins=100, density=False)\n", + "\n", + "data[data.device == 'wells'].normd_size_um.hist(bins=100, density=False, ax=ax)" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.axes._subplots.AxesSubplot at 0x7fcbc0285a90>" + ] + }, + "execution_count": 60, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "ax = data[data.device == 'chip'].size_um.hist(bins=100, density=False)\n", + "\n", + "data[data.device == 'wells'].size_um.hist(bins=100, density=False, ax=ax)" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.axes._subplots.AxesSubplot at 0x7fcbc0091190>" + ] + }, + "execution_count": 61, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "ax = data[data.device == 'chip'].circularity.hist(bins=100, density=False)\n", + "\n", + "data[data.device == 'wells'].circularity.hist(bins=100, density=False, ax=ax)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "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": "3.8.3" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +}