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{
"cells": [
{
"cell_type": "markdown",
"id": "ee33e8e8",
"metadata": {},
"source": [
"This notebook demonstrates a first attempt at getting labels from outlines."
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "0cbed2e9",
"metadata": {},
"outputs": [],
"source": [
"from pathlib import Path\n",
"\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"import pandas as pd\n",
"import skimage"
]
},
{
"cell_type": "markdown",
"id": "463ec72e",
"metadata": {},
"source": [
"The data in `BR00116991-A01-1` was retrieved with the command:\n",
"\n",
"```\n",
"aws s3 cp --recursive \"s3://cellpainting-gallery/cpg0000-jump-pilot/source_4/workspace/analysis/2020_11_04_CPJUMP1/BR00116991/analysis/BR00116991-A01-1/\" \"./BR00116991-A01-1\"\n",
"```\n",
"\n",
"from the `orig` directory"
]
},
{
"cell_type": "markdown",
"id": "6d642714",
"metadata": {},
"source": [
"## Using cell centroids to convert from outlines to labels (does not work)"
]
},
{
"cell_type": "markdown",
"id": "09a883ec",
"metadata": {},
"source": [
"Cellpainting has exported segmentations in an odd format, where we only have boundaries around cells and not labels. We also have some additional information about the cells, so we will try to combine these to produce labels."
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "a510e56b",
"metadata": {},
"outputs": [],
"source": [
"ROOT_PATH = Path(\"/Users/ivirshup/notebooks/imaging/data/jumpcp-pilot-subset/orig/BR00116991-A01-1\")"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "2ee78e7d",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
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],
"text/plain": [
" ImageNumber AreaShape_Area AreaShape_BoundingBoxArea \\\n",
"ObjectNumber \n",
"1 1 1834 2464 \n",
"2 1 4808 6386 \n",
"3 1 4274 7920 \n",
"4 1 9510 14605 \n",
"5 1 7919 11644 \n",
"\n",
" AreaShape_BoundingBoxMaximum_X AreaShape_BoundingBoxMaximum_Y \\\n",
"ObjectNumber \n",
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"2 1058 62 \n",
"3 280 102 \n",
"4 966 115 \n",
"5 351 142 \n",
"\n",
" AreaShape_BoundingBoxMinimum_X AreaShape_BoundingBoxMinimum_Y \\\n",
"ObjectNumber \n",
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"2 955 0 \n",
"3 200 3 \n",
"4 839 0 \n",
"5 269 0 \n",
"\n",
" AreaShape_Center_X AreaShape_Center_Y AreaShape_Compactness \\\n",
"ObjectNumber \n",
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"2 1007.803661 29.248544 1.309486 \n",
"3 246.671502 54.219701 1.895264 \n",
"4 895.859832 51.441956 1.882212 \n",
"5 306.717767 56.793029 2.005861 \n",
"\n",
" ... Texture_Variance_RNA_10_02_256 \\\n",
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"1 ... 147.255399 \n",
"2 ... 221.602144 \n",
"3 ... 45.044602 \n",
"4 ... 99.497074 \n",
"5 ... 94.847745 \n",
"\n",
" Texture_Variance_RNA_10_03_256 Texture_Variance_RNA_3_00_256 \\\n",
"ObjectNumber \n",
"1 151.782533 164.783547 \n",
"2 229.829795 209.246179 \n",
"3 49.697043 44.796783 \n",
"4 102.390836 91.943509 \n",
"5 100.607697 93.259798 \n",
"\n",
" Texture_Variance_RNA_3_01_256 Texture_Variance_RNA_3_02_256 \\\n",
"ObjectNumber \n",
"1 157.673994 159.758863 \n",
"2 210.898976 211.154497 \n",
"3 44.472828 44.292483 \n",
"4 93.593273 93.004898 \n",
"5 93.833051 93.084008 \n",
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" Texture_Variance_RNA_3_03_256 Texture_Variance_RNA_5_00_256 \\\n",
"ObjectNumber \n",
"1 160.663670 164.541613 \n",
"2 211.361926 208.812846 \n",
"3 45.082537 45.317305 \n",
"4 93.436252 92.644306 \n",
"5 94.067810 94.226012 \n",
"\n",
" Texture_Variance_RNA_5_01_256 Texture_Variance_RNA_5_02_256 \\\n",
"ObjectNumber \n",
"1 155.780611 154.535859 \n",
"2 212.769787 212.604465 \n",
"3 45.013340 44.392656 \n",
"4 95.924668 94.488928 \n",
"5 95.204466 93.601934 \n",
"\n",
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"ObjectNumber \n",
"1 157.297191 \n",
"2 214.217267 \n",
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]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"cells = pd.read_csv(ROOT_PATH/ \"Cells.csv\")\n",
"cells.set_index(\"ObjectNumber\", inplace=True)\n",
"display(cells.shape)\n",
"display(cells.head())"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "88fcd276",
"metadata": {},
"outputs": [],
"source": [
"outlines = skimage.io.imread(ROOT_PATH / \"outlines\" / \"A01_s1--cell_outlines.png\")"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "8668e5f8",
"metadata": {},
"outputs": [],
"source": [
"labels = np.zeros_like(outlines)\n",
"for i, row in enumerate(cells.itertuples()):\n",
" mask = skimage.segmentation.flood(outlines, (int(row.AreaShape_Center_Y), int(row.AreaShape_Center_X)), connectivity=1)\n",
" labels[mask] = i + 1"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "a19034df",
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 1000x500 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"skimage.color.label2rgb(labels, bg_label=0)\n",
"fig, ax = plt.subplots(ncols=2, figsize=(10, 5))\n",
"ax[0].imshow(outlines)\n",
"ax[0].plot(\n",
" cells[\"AreaShape_Center_X\"],\n",
" cells[\"AreaShape_Center_Y\"],\n",
" \"o\",\n",
" markersize=1,\n",
" color=\"red\",\n",
")\n",
"ax[1].imshow(skimage.color.label2rgb(labels, bg_label=0))\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "4433cf00",
"metadata": {},
"source": [
"### This failed\n",
"\n",
"The bottom leftmost cell has it's centroid outside of the cell boundary, causing this approach to fail."
]
},
{
"cell_type": "markdown",
"id": "acf0b02f",
"metadata": {},
"source": [
"## Using nuclei centroids as seeds"
]
},
{
"cell_type": "markdown",
"id": "0a9d3dad",
"metadata": {},
"source": [
"Since cell segmentations were seeded with nuclei segmentations ([see CellProfiler command here](https://github.com/jump-cellpainting/pilot-cpjump1-data/blob/635a1beeea0e5dedf9dea6d216eb40fd47f08d06/pipelines/2020_11_04_CPJUMP1/analysis_without_batchfile.cppipe#L400-L427)), we can probably use the nuclei as a seed that is more likely to be convex and with the cell body.\n",
"\n",
"Here I am assuming that there is a 1-to-1 cell to nuclei relationship in this data, but have not yet confirmed this."
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "a22f8788",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(109, 1932)"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>ImageNumber</th>\n",
" <th>AreaShape_Area</th>\n",
" <th>AreaShape_BoundingBoxArea</th>\n",
" <th>AreaShape_BoundingBoxMaximum_X</th>\n",
" <th>AreaShape_BoundingBoxMaximum_Y</th>\n",
" <th>AreaShape_BoundingBoxMinimum_X</th>\n",
" <th>AreaShape_BoundingBoxMinimum_Y</th>\n",
" <th>AreaShape_Center_X</th>\n",
" <th>AreaShape_Center_Y</th>\n",
" <th>AreaShape_Compactness</th>\n",
" <th>...</th>\n",
" <th>Texture_Variance_RNA_10_02_256</th>\n",
" <th>Texture_Variance_RNA_10_03_256</th>\n",
" <th>Texture_Variance_RNA_3_00_256</th>\n",
" <th>Texture_Variance_RNA_3_01_256</th>\n",
" <th>Texture_Variance_RNA_3_02_256</th>\n",
" <th>Texture_Variance_RNA_3_03_256</th>\n",
" <th>Texture_Variance_RNA_5_00_256</th>\n",
" <th>Texture_Variance_RNA_5_01_256</th>\n",
" <th>Texture_Variance_RNA_5_02_256</th>\n",
" <th>Texture_Variance_RNA_5_03_256</th>\n",
" </tr>\n",
" <tr>\n",
" <th>ObjectNumber</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>1</td>\n",
" <td>563</td>\n",
" <td>700</td>\n",
" <td>160</td>\n",
" <td>34</td>\n",
" <td>135</td>\n",
" <td>6</td>\n",
" <td>147.111901</td>\n",
" <td>19.536412</td>\n",
" <td>1.035640</td>\n",
" <td>...</td>\n",
" <td>123.254311</td>\n",
" <td>97.515432</td>\n",
" <td>104.416086</td>\n",
" <td>102.542736</td>\n",
" <td>97.846168</td>\n",
" <td>103.858206</td>\n",
" <td>106.430977</td>\n",
" <td>108.100381</td>\n",
" <td>103.027255</td>\n",
" <td>114.144057</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>1</td>\n",
" <td>746</td>\n",
" <td>952</td>\n",
" <td>1011</td>\n",
" <td>44</td>\n",
" <td>983</td>\n",
" <td>10</td>\n",
" <td>997.022788</td>\n",
" <td>27.207775</td>\n",
" <td>1.068499</td>\n",
" <td>...</td>\n",
" <td>113.730092</td>\n",
" <td>124.395062</td>\n",
" <td>110.407805</td>\n",
" <td>112.069085</td>\n",
" <td>118.502086</td>\n",
" <td>110.968525</td>\n",
" <td>109.129278</td>\n",
" <td>112.849919</td>\n",
" <td>118.488473</td>\n",
" <td>109.671296</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>1</td>\n",
" <td>848</td>\n",
" <td>1148</td>\n",
" <td>270</td>\n",
" <td>75</td>\n",
" <td>242</td>\n",
" <td>34</td>\n",
" <td>255.073113</td>\n",
" <td>54.468160</td>\n",
" <td>1.159437</td>\n",
" <td>...</td>\n",
" <td>32.055903</td>\n",
" <td>33.261607</td>\n",
" <td>29.508841</td>\n",
" <td>29.782456</td>\n",
" <td>31.286135</td>\n",
" <td>30.040329</td>\n",
" <td>30.164875</td>\n",
" <td>29.909890</td>\n",
" <td>30.905352</td>\n",
" <td>31.879207</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>1</td>\n",
" <td>972</td>\n",
" <td>1292</td>\n",
" <td>917</td>\n",
" <td>73</td>\n",
" <td>879</td>\n",
" <td>39</td>\n",
" <td>897.411523</td>\n",
" <td>55.072016</td>\n",
" <td>1.090216</td>\n",
" <td>...</td>\n",
" <td>98.994943</td>\n",
" <td>93.852921</td>\n",
" <td>86.758957</td>\n",
" <td>89.990907</td>\n",
" <td>84.579607</td>\n",
" <td>84.336410</td>\n",
" <td>87.629213</td>\n",
" <td>91.608659</td>\n",
" <td>85.393601</td>\n",
" <td>90.367573</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>1</td>\n",
" <td>874</td>\n",
" <td>1144</td>\n",
" <td>319</td>\n",
" <td>80</td>\n",
" <td>293</td>\n",
" <td>36</td>\n",
" <td>304.770023</td>\n",
" <td>57.805492</td>\n",
" <td>1.214573</td>\n",
" <td>...</td>\n",
" <td>63.190325</td>\n",
" <td>75.623413</td>\n",
" <td>69.075226</td>\n",
" <td>71.936792</td>\n",
" <td>68.527792</td>\n",
" <td>65.938826</td>\n",
" <td>68.118131</td>\n",
" <td>64.434855</td>\n",
" <td>65.367477</td>\n",
" <td>69.311713</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>5 rows × 1932 columns</p>\n",
"</div>"
],
"text/plain": [
" ImageNumber AreaShape_Area AreaShape_BoundingBoxArea \\\n",
"ObjectNumber \n",
"1 1 563 700 \n",
"2 1 746 952 \n",
"3 1 848 1148 \n",
"4 1 972 1292 \n",
"5 1 874 1144 \n",
"\n",
" AreaShape_BoundingBoxMaximum_X AreaShape_BoundingBoxMaximum_Y \\\n",
"ObjectNumber \n",
"1 160 34 \n",
"2 1011 44 \n",
"3 270 75 \n",
"4 917 73 \n",
"5 319 80 \n",
"\n",
" AreaShape_BoundingBoxMinimum_X AreaShape_BoundingBoxMinimum_Y \\\n",
"ObjectNumber \n",
"1 135 6 \n",
"2 983 10 \n",
"3 242 34 \n",
"4 879 39 \n",
"5 293 36 \n",
"\n",
" AreaShape_Center_X AreaShape_Center_Y AreaShape_Compactness \\\n",
"ObjectNumber \n",
"1 147.111901 19.536412 1.035640 \n",
"2 997.022788 27.207775 1.068499 \n",
"3 255.073113 54.468160 1.159437 \n",
"4 897.411523 55.072016 1.090216 \n",
"5 304.770023 57.805492 1.214573 \n",
"\n",
" ... Texture_Variance_RNA_10_02_256 \\\n",
"ObjectNumber ... \n",
"1 ... 123.254311 \n",
"2 ... 113.730092 \n",
"3 ... 32.055903 \n",
"4 ... 98.994943 \n",
"5 ... 63.190325 \n",
"\n",
" Texture_Variance_RNA_10_03_256 Texture_Variance_RNA_3_00_256 \\\n",
"ObjectNumber \n",
"1 97.515432 104.416086 \n",
"2 124.395062 110.407805 \n",
"3 33.261607 29.508841 \n",
"4 93.852921 86.758957 \n",
"5 75.623413 69.075226 \n",
"\n",
" Texture_Variance_RNA_3_01_256 Texture_Variance_RNA_3_02_256 \\\n",
"ObjectNumber \n",
"1 102.542736 97.846168 \n",
"2 112.069085 118.502086 \n",
"3 29.782456 31.286135 \n",
"4 89.990907 84.579607 \n",
"5 71.936792 68.527792 \n",
"\n",
" Texture_Variance_RNA_3_03_256 Texture_Variance_RNA_5_00_256 \\\n",
"ObjectNumber \n",
"1 103.858206 106.430977 \n",
"2 110.968525 109.129278 \n",
"3 30.040329 30.164875 \n",
"4 84.336410 87.629213 \n",
"5 65.938826 68.118131 \n",
"\n",
" Texture_Variance_RNA_5_01_256 Texture_Variance_RNA_5_02_256 \\\n",
"ObjectNumber \n",
"1 108.100381 103.027255 \n",
"2 112.849919 118.488473 \n",
"3 29.909890 30.905352 \n",
"4 91.608659 85.393601 \n",
"5 64.434855 65.367477 \n",
"\n",
" Texture_Variance_RNA_5_03_256 \n",
"ObjectNumber \n",
"1 114.144057 \n",
"2 109.671296 \n",
"3 31.879207 \n",
"4 90.367573 \n",
"5 69.311713 \n",
"\n",
"[5 rows x 1932 columns]"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"nuclei = pd.read_csv(ROOT_PATH / \"Nuclei.csv\")\n",
"nuclei.set_index(\"ObjectNumber\", inplace=True)\n",
"display(nuclei.shape)\n",
"display(nuclei.head())"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "1c12200f",
"metadata": {},
"outputs": [],
"source": [
"labels_from_nuclei = np.zeros_like(outlines)\n",
"for i, row in enumerate(nuclei.itertuples()):\n",
" mask = skimage.segmentation.flood(\n",
" outlines,\n",
" (int(row.AreaShape_Center_Y), int(row.AreaShape_Center_X)),\n",
" connectivity=1,\n",
" )\n",
" labels_from_nuclei[mask] = i + 1"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "8f372627",
"metadata": {},
"outputs": [],
"source": [
"# Expand labels, but only onto outlines\n",
"labels_from_nuclei_expanded = labels_from_nuclei + np.where(\n",
" outlines.astype(bool),\n",
" skimage.segmentation.expand_labels(labels_from_nuclei, distance=1.5),\n",
" 0,\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "d2231812",
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 500x1500 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(nrows=3, figsize=(5, 15))\n",
"ax[0].imshow(outlines)\n",
"ax[0].plot(\n",
" cells[\"AreaShape_Center_X\"],\n",
" cells[\"AreaShape_Center_Y\"],\n",
" \"o\",\n",
" markersize=1,\n",
" color=\"red\",\n",
")\n",
"ax[1].imshow(skimage.color.label2rgb(labels_from_nuclei, bg_label=0))\n",
"ax[2].imshow(skimage.color.label2rgb(labels_from_nuclei_expanded, bg_label=0))\n",
"\n",
"plt.show()\n"
]
},
{
"cell_type": "markdown",
"id": "998425ba",
"metadata": {},
"source": [
"### Doing some confirmation that the segments make sense"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "61418db1",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"ObjectNumber\n",
"1 1721\n",
"2 4613\n",
"3 4003\n",
"4 9204\n",
"5 7590\n",
" ... \n",
"105 3211\n",
"106 4512\n",
"107 3159\n",
"108 6573\n",
"109 2487\n",
"Name: AreaShape_Area, Length: 109, dtype: int64"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pixel_counts = (\n",
" pd.Series(labels_from_nuclei.flatten())\n",
" .value_counts()\n",
" .sort_index()\n",
" .iloc[1:]\n",
" .rename_axis(\"ObjectNumber\")\n",
")\n",
"pixel_counts.name = \"AreaShape_Area\"\n",
"pixel_counts"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "8591737f",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"ObjectNumber\n",
"1 1835\n",
"2 4808\n",
"3 4273\n",
"4 9509\n",
"5 7921\n",
" ... \n",
"105 3470\n",
"106 4759\n",
"107 3380\n",
"108 6948\n",
"109 2646\n",
"Name: AreaShape_Area, Length: 109, dtype: int64"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pixel_counts_expanded = (\n",
" pd.Series(labels_from_nuclei_expanded.flatten())\n",
" .value_counts()\n",
" .sort_index()\n",
" .iloc[1:]\n",
" .rename_axis(\"ObjectNumber\")\n",
")\n",
"pixel_counts_expanded.name = \"AreaShape_Area\"\n",
"pixel_counts_expanded\n"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "a171ab66",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"ObjectNumber\n",
"1 1834\n",
"2 4808\n",
"3 4274\n",
"4 9510\n",
"5 7919\n",
" ... \n",
"105 3474\n",
"106 4759\n",
"107 3382\n",
"108 6948\n",
"109 2646\n",
"Name: AreaShape_Area, Length: 109, dtype: int64"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"cells[\"AreaShape_Area\"]"
]
},
{
"cell_type": "markdown",
"id": "e6e98499",
"metadata": {},
"source": [
"We can see that these numbers roughly line up, but it looks like the segments need to be expanded a little."
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "04c5a90c",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<Axes: >"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"(pixel_counts - cells[\"AreaShape_Area\"]).hist()"
]
},
{
"cell_type": "markdown",
"id": "be3b4f04",
"metadata": {},
"source": [
"Expanding isn't perfect, but it is pretty close:"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "42523c84",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<Axes: >"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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dLqDjMfMBAGQlPgCArMQHAJCV+AAAshIfAEBW4gMAyEp8AABZiQ8AICvxAQBkJT4AgKzEBwCQlfgAALISHwBAVuIDAMiqa96ng47x9vQt9fbxfPI4A+Vk5gMAyEp8AABZiQ8AICvxAQBkJT4AgKzEBwCQlfgAALJynQ+ATqqtrqnyv1wn5+0F57XadtF+mPkAALISHwBA+46P1atXx/nnnx+DBw+OqqqqeOyxxxp8vlKpxI033hjHHHNMHH744TFhwoT429/+1pLbDACUKT527NgRp5xySixcuLDJz996661x5513xj333BN/+tOf4ogjjojJkyfHrl27WmJ7AYCyHXB67rnnFrempFmPO+64I66//vq44IILimUPPfRQDBw4sJgh+cY3vvG/bzEA0KG16Nkub731VmzatKnY1VKvb9++ccYZZ8SaNWuajI/a2triVq+mpqa4r6urK24tqX59Lb3ejsyYNDxCf99/V1ca3GNMmmJMWn5cOutrURlea+ua8bVVVdJ0xSFKx3wsXbo0LrzwwuLj559/Ps4888zYuHFjccxHvYsvvrh47COPPNJoHXPnzo158+Y1Wr548eLo2bPnoW4aAJDRzp07Y+rUqbFt27bo06dP+77Ox5w5c2L27NkNZj6GDh0akyZNOuDGH0qVrVixIiZOnBjdunVr0XV3VMbk/0vXJKiX/mL70Wl744aXqqN2b/OuU9BZGZPGjEnLj8vrcydHZ1SG19qaf++5OBgtGh+DBg0q7jdv3txg5iN9fOqppzb5/3Tv3r247S99c1rrG9Sa6+6ojEk0eTGk9MLZ3IskdXbGpDFj0nLj0tlfhzrza223ZnxdLXqdj+HDhxcBsnLlygYllM56GTt2bEs+FQDQQTV75uPjjz+ON998s8FBpq+++mr0798/hg0bFrNmzYqbb745TjjhhCJGbrjhhuKaIPXHhQAA5dbs+HjppZdi3Lhx+z6uP17jsssuiwcffDCuueaa4log3/72t2Pr1q1x1llnxdNPPx09evRo2S0HAMoRH2effXZxPY//Jp3V8sMf/rC4AQDsz3u7AABZiQ8AICvxAQBkJT4AgKzEBwCQlfgAALISHwBAVuIDAMhKfAAAWYkPACAr8QEAZCU+AICsxAcAkJX4AACyEh8AQFbiAwDISnwAAFmJDwAgK/EBAGQlPgCArMQHAJCV+AAAshIfAEBW4gMAyEp8AABZiQ8AICvxAQBkJT4AgKzEBwCQlfgAALISHwBAVl3zPh0AdC7HXffkAR/TvUslbh0dMXLu8qjdUxVt7e0F57Xp85v5AACyEh8AQFbiAwDISnwAAFmJDwAgK/EBAGQlPgCArMQHAJCV+AAAshIfAEBW4gMAyEp8AABZiQ8AICvxAQBk1TXv0wHA//b29HR8Zj4AgKzEBwCQlfgAALISHwBAVuIDAMhKfAAAWZXyVNuRc5dH7Z6q6CjeXnBedDROlwPgvzHzAQBkJT4AgKzEBwCQlfgAALISHwBAVuIDAMhKfAAAWZXyOh8dTWteM6N7l0rcOrrjXfsEgI7LzAcAkJX4AAA6R3wsXLgwjjvuuOjRo0ecccYZ8cILL7TWUwEAZY+PRx55JGbPnh033XRTvPzyy3HKKafE5MmTY8uWLa3xdABA2ePjtttuiyuuuCKmTZsWJ510Utxzzz3Rs2fP+PnPf94aTwcAlPlsl927d8e6detizpw5+5ZVV1fHhAkTYs2aNY0eX1tbW9zqbdu2rbj/xz/+EXV1dS26bWl9O3fujK511bFnrzM7kq57K7Fz515jsh/j0pgxacyYNM24tP8x+fDDD1t8ndu3by/uK5XKgR9caWHvvvtuetbK888/32D59773vcro0aMbPf6mm24qHu/m5ubm5uYWHf62YcOGA7ZCm1/nI82QpOND6u3du7eY9RgwYEBUVbVsHdbU1MTQoUNjw4YN0adPnxZdd0dlTJpmXBozJo0Zk6YZl3KOSaVSKWY/Bg8efMDHtnh8HHXUUdGlS5fYvHlzg+Xp40GDBjV6fPfu3Yvbf+rXr1+0pvSN76zf/ENlTJpmXBozJo0Zk6YZl/KNSd++fdvmgNPDDjssRo0aFStXrmwwm5E+Hjt2bEs/HQDQwbTKbpe0G+Wyyy6L0047LUaPHh133HFH7Nixozj7BQAot1aJj0suuSTef//9uPHGG2PTpk1x6qmnxtNPPx0DBw6MtpR276Rrj+y/m6fMjEnTjEtjxqQxY9I049KYMWmoKh11ut8yAIBW471dAICsxAcAkJX4AACyEh8AQFaljY+//vWvccEFFxQXRUsXfDnrrLPid7/7XZTdk08+GWeccUYcfvjhceSRR8aFF17Y1pvUbqT3IEpnbqUr77766qtRVm+//XZMnz49hg8fXvycHH/88cVR/Ol9ncpm4cKFcdxxx0WPHj2KfzcvvPBClNX8+fPj9NNPj969e8fRRx9dvHasX7++rTerXVmwYEHx+jFr1qwou9LGx1e+8pX417/+Fc8++2zxRninnHJKsSydGlxWv/71r+Ob3/xmcT2WP//5z/HHP/4xpk6d2tab1W5cc801B3XZ4M7uL3/5S3HhwHvvvTfeeOONuP3224t3rv7+978fZfLII48U1zRK4fXyyy8XryGTJ0+OLVu2RBmtWrUqZsyYEWvXro0VK1YUb+Q5adKk4hpPRLz44ovFv5mTTz65rTelfaiU0Pvvv1+8+c3q1av3LaupqSmWrVixolJGdXV1lU9/+tOV+++/v603pV166qmnKiNGjKi88cYbxc/JK6+80tab1K7ceuutleHDh1fKJL1R5owZM/Z9vGfPnsrgwYMr8+fPb9Ptai+2bNlS/FtZtWpVpey2b99eOeGEE4rfL1/60pcqV111VaXsSjnzkd607rOf/Ww89NBDRZWnGZBUpGmqMF0avozSX27vvvtuVFdXx+c///k45phj4txzz43XX389yi69L9EVV1wRv/zlL6Nnz55tvTnt0rZt26J///5RFmkXU5oxnTBhwr5l6d9O+njNmjVtum3t6WciKdPPxX+TZoTOO++8Bj8vZVfK+Ej73H7729/GK6+8UuyfTPtrb7vttuIqrOk4hzL6+9//XtzPnTs3rr/++njiiSeKsTj77LOLdxkuq3QNvssvvzy++93vFm8XQGNvvvlm/PSnP43vfOc7URYffPBB7Nmzp9FVm9PHZd51Wy/tlkvHNZx55pkxcuTIKLOHH364+OMuHRNDJ42P6667rgiLT7ql/dXpF0oq0TTT8fvf/744SCwdHHX++efHe++9F2Uck/RikfzgBz+IKVOmFDNAixYtKj6/ZMmS6GwOdlzSL9X0FtFz5syJzu5gx+Q/pdmyL3/5y/H1r3+9mB2CJL2+plnT9Iu3zDZs2BBXXXVV/OpXvyr+yKWTXl49vZ/Mhx9++ImP+cxnPlMERzoQ6qOPPmrw1sYnnHBCcRR/ehEu25ikg0vHjx9fjE0686deOoI/TRXecsst0Zkc7LhcfPHFsWzZsuIXb730F2+XLl3i0ksvjV/84hdRtjFJ71ydbNy4sZgZGzNmTDz44IPFbocy7XZJu+AeffTRBmeEpTfU3Lp1azz++ONRVldeeWXx9a9evbo4I6rMHnvssfja175WvF785+tHVVVV8e8lnUH3n58rk1Z5Y7m28qlPfaq4HcjOnTuL+/1fLNPH9TMAZRuTNNOR3vAonRpXHx/paPV0WuWxxx4bnc3Bjsudd94ZN998876P0y/cdEZDOtMhhVkZx6R+xmPcuHH7ZsjKFB5JCrD0ta9cuXJffKTXjvRx+uVbRunv2JkzZ8bSpUvjueeeK314JOecc0689tprDZalswlHjBgR1157bWnDo9PFx8EaO3ZscTxD+islvfNuulbBfffdF2+99VZxUFAZpRmgdFxDOm1w6NChRXD85Cc/KT6XptTLatiwYQ0+7tWrV3Gfrm0xZMiQKKMUHmnGI/2M/N///V8xY1Jv0KBBURbpNNv0GpKOBRo9enTccccdxQHs6ZdLWXe1LF68uJj1SMfS1R/70rdv3+I1tozSOOx/zMsRRxxRnPRQ9mNhShkf6cJi6eDSdHxD2tWQ/sL/3Oc+V/yjSefql1WKja5duxbX+vjnP/9Z/GWfroNS1oNwaVq6hkM6yDTd9g+wTrQX94AuueSSIrzSHzDpF226AF16Xdn/INSyuPvuu4v7FKb/Kc2MpYO2odMe8wEAtH/l2lELALQ58QEAZCU+AICsxAcAkJX4AACyEh8AQFbiAwDISnwAAFmJDwAgK/EBAGQlPgCArMQHABA5/T/K5+eqQndT3wAAAABJRU5ErkJggg==",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"(pixel_counts_expanded - cells[\"AreaShape_Area\"]).hist()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "imaging",
"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": "3.12.10"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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