{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "d05ac3d5",
   "metadata": {},
   "source": [
    "# Tutorial Hierarchy analysis\n",
    "\n",
    "This tutorial describes how to use the hierarchy function. This allows an user to identify for an expansions object to which \"parent\" object of the original mask."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "1cafb041",
   "metadata": {},
   "outputs": [],
   "source": [
    "%load_ext autoreload\n",
    "\n",
    "import os \n",
    "import sys\n",
    "import time\n",
    "import logging\n",
    "import re\n",
    "from tqdm import tqdm\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "import json\n",
    "import anndata as ad\n",
    "import scanpy as sc\n",
    "from natsort import natsorted\n",
    "import numpy as np\n",
    "np.random.seed(42)\n",
    "\n",
    "sys.path.append(os.path.dirname(os.getcwd()))\n",
    "import seaborn as sns\n",
    "from gridgene import get_arrays as ga\n",
    "from gridgene import contours, get_masks\n",
    "from gridgene.mask_properties import MaskAnalysisPipeline, MaskDefinition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "f9243717",
   "metadata": {},
   "outputs": [],
   "source": [
    "# define the logger :  can be None, and is set to INFO\n",
    "# Custom logger setup\n",
    "logger = logging.getLogger('contour_logger')\n",
    "handler = logging.StreamHandler()\n",
    "formatter = logging.Formatter('%(asctime)s - %(name)s - %(levelname)s - %(message)s')\n",
    "handler.setFormatter(formatter)\n",
    "logger.addHandler(handler)\n",
    "logger.setLevel(logging.INFO)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0ee192ec",
   "metadata": {},
   "source": [
    "***Hierarchy using Constrained Mask Expansion***\n",
    "\n",
    "We will use Cancer Stroma Interface analysis in Xenium. "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d08eed1a",
   "metadata": {},
   "source": [
    "Get the files for Xenium"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "e5a184d7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "20\n"
     ]
    }
   ],
   "source": [
    "tma1_path = '../../xenium_data/HLA/GD_TMA1_S3/fov_filtered'\n",
    "files_tma1 = os.listdir(tma1_path)\n",
    "\n",
    "\n",
    "to_exclude = [\n",
    "    'TMA1_Selection14_filtered.csv' , # little tumour\n",
    "    'TMA1_Selection15_filtered.csv', # tonsil\n",
    "    'TMA1_Selection18_filtered.csv' , # normal\n",
    "    'TMA1_Selection24_filtered.csv', # tonsl \n",
    "    'TMA1_Selection27_filtered.csv', # low quality\n",
    "    'TMA1_Selection32_filtered.csv', # low quality\n",
    "    'TMA1_Selection33_filtered.csv', # low quality\n",
    "             ]\n",
    "\n",
    "files = [os.path.join(tma1_path, file) for file in files_tma1 if file not in to_exclude]\n",
    "print(len(files))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d711e5fe",
   "metadata": {},
   "source": [
    "***Derive cancer and stroma masks***\n",
    "\n",
    "Apply GRIDGEN to Xenium to derive cancer and stroma masks (similar to the previous notebook: \"Cancer Stroma in Xenium\").\n",
    "\n",
    "After this, expansions from the cancer mask inside the stroma mask are derived, and mask information is retrieved. We will expand 10 and 20 um."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "0cad8103",
   "metadata": {},
   "outputs": [],
   "source": [
    "# param tum\n",
    "target_tum = ['EPCAM', 'SMIM22','CLDN3', 'KRT18','LGALS4', 'KRT8', 'ELF3','TSPAN8', 'STMN1', 'CD47', 'MYC', 'LGALS3'] \n",
    "density_th_tum = 10    \n",
    "min_area_th_tum =  700 \n",
    "kernel_size_tum = 10  \n",
    "# param empty\n",
    "density_th_empty = 40\n",
    "min_area_th_empty = 400 \n",
    "kernel_size_empty = 10"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "469c5102",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-06-19 23:51:29,534 - gridgen.contours.tum - INFO - Initialized GetContour\n",
      "2025-06-19 23:51:29,623 - gridgen.contours.tum - INFO - get_conv_sum took 0.0886 seconds\n",
      "2025-06-19 23:51:29,706 - gridgen.contours.tum - INFO - Number of contours after filtering no counts: 7\n",
      "2025-06-19 23:51:29,707 - gridgen.contours.tum - INFO - contours_from_sum took 0.0829 seconds\n",
      "2025-06-19 23:51:29,707 - gridgen.contours.empty - INFO - Initialized GetContour\n",
      "2025-06-19 23:51:30,277 - gridgen.contours.empty - INFO - get_conv_sum took 0.5697 seconds\n",
      "2025-06-19 23:51:30,843 - gridgen.contours.empty - INFO - Number of contours after filtering no counts: 29\n",
      "2025-06-19 23:51:30,844 - gridgen.contours.empty - INFO - contours_from_sum took 0.5662 seconds\n",
      "2025-06-19 23:51:30,844 - gridgen.get_masks.GetMasks - INFO - Initialized GetMasks\n",
      "2025-06-19 23:51:30,859 - gridgen.get_masks.GetMasks - INFO - Subtracted masks from base mask.\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-06-19 23:51:31,143 - gridgen.get_masks.GetMasks - INFO - Initialized GetMasks\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "file_csv = files[9]\n",
    "df_total = pd.read_csv(file_csv)\n",
    "df_total = df_total[['x_location', 'y_location', 'feature_name']]\n",
    "df_total = df_total.rename(columns={'feature_name': 'target'})\n",
    "df_total = df_total[~df_total['target'].str.contains('System|egative')]\n",
    "df_total['X'] = df_total['x_location'] - min(df_total['x_location'])\n",
    "df_total['Y'] = df_total['y_location'] - min(df_total['y_location'])\n",
    "\n",
    "n_genes = len(df_total['target'].unique())\n",
    "height = int(max(df_total['X'])) + 1\n",
    "width = int(max(df_total['Y'])) + 1\n",
    "\n",
    "# this makes the sparse df to an array with the spatial information \n",
    "target_dict_total = {target: index for index, target in enumerate(df_total['target'].unique())}\n",
    "array_total = ga.transform_df_to_array(df = df_total, target_dict=target_dict_total, array_shape = (height, width,len(target_dict_total))).astype(np.int8)\n",
    "\n",
    "# creating subsets \n",
    "df_subset_tum, array_subset_tum, target_indices_subset_tum = ga.get_subset_arrays(df_total, array_total,target_dict_total,\n",
    "                                                                     target_list=target_tum, target_col = 'target')\n",
    "\n",
    "# obtain contours \n",
    "CTum = contours.ConvolutionContours(array_subset_tum, contour_name='tum')\n",
    "CTum.get_conv_sum(kernel_size=kernel_size_tum, kernel_shape='square')\n",
    "CTum.contours_from_sum(density_threshold = density_th_tum,\n",
    "                       min_area_threshold = min_area_th_tum , directionality = 'higher')\n",
    "\n",
    "CEmpty = contours.ConvolutionContours(array_total, contour_name='empty')\n",
    "CEmpty.get_conv_sum(kernel_size=kernel_size_empty, kernel_shape='square')\n",
    "CEmpty.contours_from_sum(density_threshold = density_th_empty,\n",
    "                       min_area_threshold = min_area_th_empty, directionality = 'lower') # attention that directionality is lower here \n",
    "\n",
    "#### obtain masks\n",
    "GM = get_masks.GetMasks(image_shape = (height, width))\n",
    "\n",
    "mask_empty = GM.create_mask(CEmpty.contours)\n",
    "mask_tum = GM.create_mask(CTum.contours)\n",
    "mask_tum = GM.fill_holes(mask_tum)\n",
    "mask_stroma = GM.subtract_masks(np.ones((height, width), dtype=np.uint8), mask_tum, mask_empty)          \n",
    "mask_stroma = GM.filter_binary_mask_by_area(mask_stroma, min_area=700)\n",
    "\n",
    "GM.plot_masks(masks=[mask_stroma, mask_tum], mask_names=['Stroma', 'Tumour'],\n",
    "              background_color=(1, 1, 1), mask_colors={'Stroma': (65, 105, 225), 'Tumour': (255, 165, 0)},\n",
    "              path=None, show=True, ax=None, figsize=(8, 6)) \n",
    "\n",
    "TA = get_masks.ConstrainedMaskExpansion(mask_tum, mask_stroma)\n",
    "TA.expand_mask(expansion_pixels=[10,20], min_area=1000)\n",
    "GM.plot_masks(masks=TA.binary_expansions.values(),\n",
    "              mask_names=TA.binary_expansions.keys(),\n",
    "              background_color=(1, 1, 1), mask_colors=None, path=None, show=True, ax=None,\n",
    "             figsize=(8, 6))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e8282c46",
   "metadata": {},
   "source": [
    "We can extract the information from the masks\n",
    "Pipeline run will extract counts and morphology"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "7ccc4d70",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-06-19 23:51:31,890 - gridgen.mask_properties.GetMasks - INFO - Initialized MaskAnalysisPipeline with 4 masks.\n",
      "2025-06-19 23:51:31,890 - gridgen.mask_properties.GetMasks - INFO - Processing mask: Stroma_remaining (bulk)\n",
      "2025-06-19 23:51:32,825 - gridgen.mask_properties.GetMasks - INFO - Processing mask: Cancer (per_object)\n",
      "2025-06-19 23:51:33,356 - gridgen.mask_properties.GetMasks - INFO - Processing mask: CI_10um (per_object)\n",
      "2025-06-19 23:51:33,823 - gridgen.mask_properties.GetMasks - INFO - Processing mask: CI_20um (per_object)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "run took 2.3947 seconds\n"
     ]
    },
    {
     "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>area</th>\n",
       "      <th>object_id</th>\n",
       "      <th>IL6ST</th>\n",
       "      <th>IGHG1</th>\n",
       "      <th>COL1A1</th>\n",
       "      <th>CTSH</th>\n",
       "      <th>SIRPA</th>\n",
       "      <th>TIMP2</th>\n",
       "      <th>SPARC</th>\n",
       "      <th>LMO2</th>\n",
       "      <th>...</th>\n",
       "      <th>analysis_type</th>\n",
       "      <th>perimeter</th>\n",
       "      <th>eccentricity</th>\n",
       "      <th>solidity</th>\n",
       "      <th>centroid_y</th>\n",
       "      <th>centroid_x</th>\n",
       "      <th>min_row</th>\n",
       "      <th>min_col</th>\n",
       "      <th>max_row</th>\n",
       "      <th>max_col</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1749628.0</td>\n",
       "      <td>bulk</td>\n",
       "      <td>5880</td>\n",
       "      <td>2682</td>\n",
       "      <td>20626</td>\n",
       "      <td>1271</td>\n",
       "      <td>1022</td>\n",
       "      <td>13634</td>\n",
       "      <td>31112</td>\n",
       "      <td>461</td>\n",
       "      <td>...</td>\n",
       "      <td>bulk</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>9614.0</td>\n",
       "      <td>1</td>\n",
       "      <td>50</td>\n",
       "      <td>11</td>\n",
       "      <td>95</td>\n",
       "      <td>81</td>\n",
       "      <td>29</td>\n",
       "      <td>29</td>\n",
       "      <td>90</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>per_object</td>\n",
       "      <td>556.060967</td>\n",
       "      <td>0.954892</td>\n",
       "      <td>0.929607</td>\n",
       "      <td>104.747764</td>\n",
       "      <td>977.762118</td>\n",
       "      <td>74.0</td>\n",
       "      <td>865.0</td>\n",
       "      <td>145.0</td>\n",
       "      <td>1088.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>9459.0</td>\n",
       "      <td>2</td>\n",
       "      <td>68</td>\n",
       "      <td>22</td>\n",
       "      <td>59</td>\n",
       "      <td>96</td>\n",
       "      <td>44</td>\n",
       "      <td>24</td>\n",
       "      <td>56</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>per_object</td>\n",
       "      <td>617.961508</td>\n",
       "      <td>0.981762</td>\n",
       "      <td>0.908122</td>\n",
       "      <td>397.413046</td>\n",
       "      <td>1533.974627</td>\n",
       "      <td>294.0</td>\n",
       "      <td>1455.0</td>\n",
       "      <td>500.0</td>\n",
       "      <td>1621.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>136753.0</td>\n",
       "      <td>3</td>\n",
       "      <td>741</td>\n",
       "      <td>98</td>\n",
       "      <td>484</td>\n",
       "      <td>1649</td>\n",
       "      <td>499</td>\n",
       "      <td>586</td>\n",
       "      <td>796</td>\n",
       "      <td>66</td>\n",
       "      <td>...</td>\n",
       "      <td>per_object</td>\n",
       "      <td>2205.493650</td>\n",
       "      <td>0.734512</td>\n",
       "      <td>0.846480</td>\n",
       "      <td>749.492940</td>\n",
       "      <td>1472.664453</td>\n",
       "      <td>446.0</td>\n",
       "      <td>1316.0</td>\n",
       "      <td>1054.0</td>\n",
       "      <td>1713.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>7150.0</td>\n",
       "      <td>4</td>\n",
       "      <td>54</td>\n",
       "      <td>37</td>\n",
       "      <td>76</td>\n",
       "      <td>106</td>\n",
       "      <td>47</td>\n",
       "      <td>29</td>\n",
       "      <td>109</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>per_object</td>\n",
       "      <td>481.203102</td>\n",
       "      <td>0.965569</td>\n",
       "      <td>0.906555</td>\n",
       "      <td>568.757063</td>\n",
       "      <td>152.850629</td>\n",
       "      <td>485.0</td>\n",
       "      <td>103.0</td>\n",
       "      <td>659.0</td>\n",
       "      <td>202.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 493 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        area object_id  IL6ST  IGHG1  COL1A1  CTSH  SIRPA  TIMP2  SPARC  LMO2  \\\n",
       "0  1749628.0      bulk   5880   2682   20626  1271   1022  13634  31112   461   \n",
       "1     9614.0         1     50     11      95    81     29     29     90     0   \n",
       "2     9459.0         2     68     22      59    96     44     24     56     0   \n",
       "3   136753.0         3    741     98     484  1649    499    586    796    66   \n",
       "4     7150.0         4     54     37      76   106     47     29    109     1   \n",
       "\n",
       "   ...  analysis_type    perimeter  eccentricity  solidity  centroid_y  \\\n",
       "0  ...           bulk          NaN           NaN       NaN         NaN   \n",
       "1  ...     per_object   556.060967      0.954892  0.929607  104.747764   \n",
       "2  ...     per_object   617.961508      0.981762  0.908122  397.413046   \n",
       "3  ...     per_object  2205.493650      0.734512  0.846480  749.492940   \n",
       "4  ...     per_object   481.203102      0.965569  0.906555  568.757063   \n",
       "\n",
       "    centroid_x  min_row  min_col  max_row  max_col  \n",
       "0          NaN      NaN      NaN      NaN      NaN  \n",
       "1   977.762118     74.0    865.0    145.0   1088.0  \n",
       "2  1533.974627    294.0   1455.0    500.0   1621.0  \n",
       "3  1472.664453    446.0   1316.0   1054.0   1713.0  \n",
       "4   152.850629    485.0    103.0    659.0    202.0  \n",
       "\n",
       "[5 rows x 493 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#  1. Define your masks using MaskDefinition\n",
    "mask_definitions = [\n",
    "    MaskDefinition(mask=TA.binary_expansions['constraint_remaining'], mask_name='Stroma_remaining', analysis_type='bulk'),\n",
    "    MaskDefinition(mask=TA.binary_expansions['seed_mask'], mask_name='Cancer', analysis_type='per_object'),\n",
    "    MaskDefinition(mask=TA.binary_expansions['expansion_10'], mask_name='CI_10um', analysis_type='per_object'),\n",
    "    MaskDefinition(mask=TA.binary_expansions['expansion_20'], mask_name='CI_20um', analysis_type='per_object'),\n",
    "]\n",
    "\n",
    "# 2. Initialize and run the analysis pipeline\n",
    "pipeline = MaskAnalysisPipeline(mask_definitions=mask_definitions, \n",
    "                                array_counts = array_total,\n",
    "                        target_dict = target_dict_total,\n",
    "  )\n",
    "results = pipeline.run()\n",
    "df = pipeline.get_results_df()\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5e0ef75d",
   "metadata": {},
   "source": [
    " pipeline.map_hierarchies will map the hierarchy objects"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "6b54fff9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "map_hierarchies took 0.0556 seconds\n"
     ]
    },
    {
     "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>mask_name</th>\n",
       "      <th>object_id</th>\n",
       "      <th>parent_mask</th>\n",
       "      <th>parent_ids</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>CI_10um</td>\n",
       "      <td>1</td>\n",
       "      <td>Cancer</td>\n",
       "      <td>[1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>CI_10um</td>\n",
       "      <td>2</td>\n",
       "      <td>Cancer</td>\n",
       "      <td>[2]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>CI_10um</td>\n",
       "      <td>3</td>\n",
       "      <td>Cancer</td>\n",
       "      <td>[3]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>CI_10um</td>\n",
       "      <td>4</td>\n",
       "      <td>Cancer</td>\n",
       "      <td>[4]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>CI_10um</td>\n",
       "      <td>5</td>\n",
       "      <td>Cancer</td>\n",
       "      <td>[5]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>CI_20um</td>\n",
       "      <td>1</td>\n",
       "      <td>Cancer</td>\n",
       "      <td>[1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>CI_20um</td>\n",
       "      <td>2</td>\n",
       "      <td>Cancer</td>\n",
       "      <td>[2]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>CI_20um</td>\n",
       "      <td>3</td>\n",
       "      <td>Cancer</td>\n",
       "      <td>[3]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>CI_20um</td>\n",
       "      <td>4</td>\n",
       "      <td>Cancer</td>\n",
       "      <td>[4]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>CI_20um</td>\n",
       "      <td>5</td>\n",
       "      <td>Cancer</td>\n",
       "      <td>[3, 5]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Cancer</td>\n",
       "      <td>1</td>\n",
       "      <td>Cancer</td>\n",
       "      <td>[1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Cancer</td>\n",
       "      <td>2</td>\n",
       "      <td>Cancer</td>\n",
       "      <td>[2]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Cancer</td>\n",
       "      <td>3</td>\n",
       "      <td>Cancer</td>\n",
       "      <td>[3]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Cancer</td>\n",
       "      <td>4</td>\n",
       "      <td>Cancer</td>\n",
       "      <td>[4]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Cancer</td>\n",
       "      <td>5</td>\n",
       "      <td>Cancer</td>\n",
       "      <td>[5]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   mask_name  object_id parent_mask parent_ids\n",
       "0    CI_10um          1      Cancer        [1]\n",
       "1    CI_10um          2      Cancer        [2]\n",
       "2    CI_10um          3      Cancer        [3]\n",
       "3    CI_10um          4      Cancer        [4]\n",
       "4    CI_10um          5      Cancer        [5]\n",
       "5    CI_20um          1      Cancer        [1]\n",
       "6    CI_20um          2      Cancer        [2]\n",
       "7    CI_20um          3      Cancer        [3]\n",
       "8    CI_20um          4      Cancer        [4]\n",
       "9    CI_20um          5      Cancer     [3, 5]\n",
       "10    Cancer          1      Cancer        [1]\n",
       "11    Cancer          2      Cancer        [2]\n",
       "12    Cancer          3      Cancer        [3]\n",
       "13    Cancer          4      Cancer        [4]\n",
       "14    Cancer          5      Cancer        [5]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hierarchy_defs = {\n",
    "    \"CI_10um\": {\n",
    "        \"labels\": TA.referenced_expansions['expansion_10'],\n",
    "        \"level_hierarchy\": \"Cancer\"\n",
    "    },\n",
    "    \"CI_20um\": {\n",
    "        \"labels\": TA.referenced_expansions['expansion_20'],\n",
    "        \"level_hierarchy\": \"Cancer\"\n",
    "    },\n",
    "        \"Cancer\": {\n",
    "        \"labels\": TA.referenced_expansions['seed_mask'],\n",
    "        \"level_hierarchy\": \"Cancer\"\n",
    "    }\n",
    "}\n",
    "\n",
    "\n",
    "df_hierarchy = pipeline.map_hierarchies(hierarchy_defs, save_dir=None)\n",
    "df_hierarchy"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8271b927",
   "metadata": {},
   "source": [
    "Lets check another example"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "8e315524",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-06-19 23:51:40,419 - gridgen.contours.tum - INFO - Initialized GetContour\n",
      "2025-06-19 23:51:40,497 - gridgen.contours.tum - INFO - get_conv_sum took 0.0771 seconds\n",
      "2025-06-19 23:51:40,569 - gridgen.contours.tum - INFO - Number of contours after filtering no counts: 25\n",
      "2025-06-19 23:51:40,569 - gridgen.contours.tum - INFO - contours_from_sum took 0.0721 seconds\n",
      "2025-06-19 23:51:40,570 - gridgen.contours.empty - INFO - Initialized GetContour\n",
      "2025-06-19 23:51:41,128 - gridgen.contours.empty - INFO - get_conv_sum took 0.5579 seconds\n",
      "2025-06-19 23:51:41,673 - gridgen.contours.empty - INFO - Number of contours after filtering no counts: 39\n",
      "2025-06-19 23:51:41,674 - gridgen.contours.empty - INFO - contours_from_sum took 0.5453 seconds\n",
      "2025-06-19 23:51:41,674 - gridgen.get_masks.GetMasks - INFO - Initialized GetMasks\n",
      "2025-06-19 23:51:41,692 - gridgen.get_masks.GetMasks - INFO - Subtracted masks from base mask.\n",
      "2025-06-19 23:51:41,766 - gridgen.get_masks.GetMasks - INFO - Initialized GetMasks\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-06-19 23:51:42,491 - gridgen.mask_properties.GetMasks - INFO - Initialized MaskAnalysisPipeline with 4 masks.\n",
      "2025-06-19 23:51:42,494 - gridgen.mask_properties.GetMasks - INFO - Processing mask: Stroma_remaining (bulk)\n",
      "2025-06-19 23:51:43,017 - gridgen.mask_properties.GetMasks - INFO - Processing mask: Cancer (per_object)\n",
      "2025-06-19 23:51:44,098 - gridgen.mask_properties.GetMasks - INFO - Processing mask: CI_10um (per_object)\n",
      "2025-06-19 23:51:45,018 - gridgen.mask_properties.GetMasks - INFO - Processing mask: CI_20um (per_object)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "run took 3.5887 seconds\n",
      "map_hierarchies took 0.2382 seconds\n"
     ]
    },
    {
     "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>mask_name</th>\n",
       "      <th>object_id</th>\n",
       "      <th>parent_mask</th>\n",
       "      <th>parent_ids</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Cancer</td>\n",
       "      <td>1</td>\n",
       "      <td>Cancer</td>\n",
       "      <td>[1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Cancer</td>\n",
       "      <td>2</td>\n",
       "      <td>Cancer</td>\n",
       "      <td>[2]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Cancer</td>\n",
       "      <td>3</td>\n",
       "      <td>Cancer</td>\n",
       "      <td>[3]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Cancer</td>\n",
       "      <td>4</td>\n",
       "      <td>Cancer</td>\n",
       "      <td>[4]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Cancer</td>\n",
       "      <td>5</td>\n",
       "      <td>Cancer</td>\n",
       "      <td>[5]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114</th>\n",
       "      <td>CI_20um</td>\n",
       "      <td>68</td>\n",
       "      <td>Cancer</td>\n",
       "      <td>[7]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115</th>\n",
       "      <td>CI_20um</td>\n",
       "      <td>69</td>\n",
       "      <td>Cancer</td>\n",
       "      <td>[4]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>CI_20um</td>\n",
       "      <td>70</td>\n",
       "      <td>Cancer</td>\n",
       "      <td>[3]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117</th>\n",
       "      <td>CI_20um</td>\n",
       "      <td>71</td>\n",
       "      <td>Cancer</td>\n",
       "      <td>[3]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>CI_20um</td>\n",
       "      <td>72</td>\n",
       "      <td>Cancer</td>\n",
       "      <td>[4, 15]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>119 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    mask_name  object_id parent_mask parent_ids\n",
       "0      Cancer          1      Cancer        [1]\n",
       "1      Cancer          2      Cancer        [2]\n",
       "2      Cancer          3      Cancer        [3]\n",
       "3      Cancer          4      Cancer        [4]\n",
       "4      Cancer          5      Cancer        [5]\n",
       "..        ...        ...         ...        ...\n",
       "114   CI_20um         68      Cancer        [7]\n",
       "115   CI_20um         69      Cancer        [4]\n",
       "116   CI_20um         70      Cancer        [3]\n",
       "117   CI_20um         71      Cancer        [3]\n",
       "118   CI_20um         72      Cancer    [4, 15]\n",
       "\n",
       "[119 rows x 4 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "file_csv = files[15]\n",
    "df_total = pd.read_csv(file_csv)\n",
    "df_total = df_total[['x_location', 'y_location', 'feature_name']]\n",
    "df_total = df_total.rename(columns={'feature_name': 'target'})\n",
    "df_total = df_total[~df_total['target'].str.contains('System|egative')]\n",
    "df_total['X'] = df_total['x_location'] - min(df_total['x_location'])\n",
    "df_total['Y'] = df_total['y_location'] - min(df_total['y_location'])\n",
    "\n",
    "n_genes = len(df_total['target'].unique())\n",
    "height = int(max(df_total['X'])) + 1\n",
    "width = int(max(df_total['Y'])) + 1\n",
    "\n",
    "# this makes the sparse df to an array with the spatial information \n",
    "target_dict_total = {target: index for index, target in enumerate(df_total['target'].unique())}\n",
    "array_total = ga.transform_df_to_array(df = df_total, target_dict=target_dict_total, array_shape = (height, width,len(target_dict_total))).astype(np.int8)\n",
    "\n",
    "# creating subsets \n",
    "df_subset_tum, array_subset_tum, target_indices_subset_tum = ga.get_subset_arrays(df_total, array_total,target_dict_total,\n",
    "                                                                     target_list=target_tum, target_col = 'target')\n",
    "\n",
    "# obtain contours \n",
    "CTum = contours.ConvolutionContours(array_subset_tum, contour_name='tum')\n",
    "CTum.get_conv_sum(kernel_size=kernel_size_tum, kernel_shape='square')\n",
    "CTum.contours_from_sum(density_threshold = density_th_tum,\n",
    "                       min_area_threshold = min_area_th_tum , directionality = 'higher')\n",
    "\n",
    "CEmpty = contours.ConvolutionContours(array_total, contour_name='empty')\n",
    "CEmpty.get_conv_sum(kernel_size=kernel_size_empty, kernel_shape='square')\n",
    "CEmpty.contours_from_sum(density_threshold = density_th_empty,\n",
    "                       min_area_threshold = min_area_th_empty, directionality = 'lower') # attention that directionality is lower here \n",
    "\n",
    "#### obtain masks\n",
    "GM = get_masks.GetMasks(image_shape = (height, width))\n",
    "\n",
    "mask_empty = GM.create_mask(CEmpty.contours)\n",
    "mask_tum = GM.create_mask(CTum.contours)\n",
    "mask_tum = GM.fill_holes(mask_tum)\n",
    "mask_stroma = GM.subtract_masks(np.ones((height, width), dtype=np.uint8), mask_tum, mask_empty)          \n",
    "mask_stroma = GM.filter_binary_mask_by_area(mask_stroma, min_area=700)\n",
    "\n",
    "TA = get_masks.ConstrainedMaskExpansion(mask_tum, mask_stroma)\n",
    "TA.expand_mask(expansion_pixels=[10,20], min_area=None)\n",
    "GM.plot_masks(masks=TA.binary_expansions.values(),\n",
    "              mask_names=TA.binary_expansions.keys(),\n",
    "              background_color=(1, 1, 1), mask_colors=None, path=None, show=True, ax=None,\n",
    "             figsize=(8, 6))\n",
    "\n",
    "#  1. Define your masks using MaskDefinition\n",
    "mask_definitions = [\n",
    "    MaskDefinition(mask=TA.binary_expansions['constraint_remaining'], mask_name='Stroma_remaining', analysis_type='bulk'),\n",
    "    MaskDefinition(mask=TA.binary_expansions['seed_mask'], mask_name='Cancer', analysis_type='per_object'),\n",
    "    MaskDefinition(mask=TA.binary_expansions['expansion_10'], mask_name='CI_10um', analysis_type='per_object'),\n",
    "    MaskDefinition(mask=TA.binary_expansions['expansion_20'], mask_name='CI_20um', analysis_type='per_object'),\n",
    "]\n",
    "\n",
    "# 2. Initialize and run the analysis pipeline\n",
    "pipeline = MaskAnalysisPipeline(mask_definitions=mask_definitions, \n",
    "                                array_counts = array_total,\n",
    "                        target_dict = target_dict_total,\n",
    "  )\n",
    "results = pipeline.run()\n",
    "df = pipeline.get_results_df()\n",
    "df\n",
    "\n",
    "\n",
    "hierarchy_defs = {\n",
    "        \"Cancer\": {\n",
    "        \"labels\": TA.referenced_expansions['seed_mask'],\n",
    "        \"level_hierarchy\": \"Cancer\"\n",
    "    }, \n",
    "    \"CI_10um\": {\n",
    "        \"labels\": TA.referenced_expansions['expansion_10'],\n",
    "        \"level_hierarchy\": \"Cancer\"\n",
    "    },\n",
    "    \"CI_20um\": {\n",
    "        \"labels\": TA.referenced_expansions['expansion_20'],\n",
    "        \"level_hierarchy\": \"Cancer\"\n",
    "    },\n",
    "\n",
    "}\n",
    "\n",
    "df_hierarchy = pipeline.map_hierarchies(hierarchy_defs, save_dir=None)\n",
    "df_hierarchy"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6e790734",
   "metadata": {},
   "source": [
    "Lets visualize the masks and expansions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "26653a88",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_784325/143693451.py:19: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed in 3.11. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap()`` or ``pyplot.get_cmap()`` instead.\n",
      "  cmap = cm.get_cmap('tab20', 20)\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1200x1200 with 9 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "from matplotlib import cm\n",
    "from matplotlib.patches import Patch\n",
    "\n",
    "# Mask dictionaries from your object\n",
    "dicts = {\n",
    "    \"Binary Masks\": TA.binary_expansions,\n",
    "    \"Labeled Masks\": TA.labeled_expansions,\n",
    "    \"Referenced Masks\": TA.referenced_expansions,\n",
    "}\n",
    "\n",
    "# Keys to display\n",
    "keys = ['seed_mask', 'expansion_10', 'expansion_20']\n",
    "seed_labels = np.unique(dicts[\"Labeled Masks\"][\"expansion_10\"])\n",
    "seed_labels = seed_labels[seed_labels != 0]  # Remove background\n",
    "all_labels = sorted(seed_labels)\n",
    "\n",
    "cmap = cm.get_cmap('tab20', 20)\n",
    "label_to_color = {label: cmap((label - 1) % 20) for label in all_labels}\n",
    "\n",
    "# STEP 3 — Color mapping function\n",
    "def map_labels_to_rgb(mask):\n",
    "    rgb = np.ones(mask.shape + (4,), dtype=np.float32)  # white background\n",
    "    for label, color in label_to_color.items():\n",
    "        rgb[mask == label] = color\n",
    "    return rgb\n",
    "\n",
    "# STEP 4 — Plotting\n",
    "n_rows = len(dicts)\n",
    "n_cols = len(keys)\n",
    "fig, axs = plt.subplots(n_rows, n_cols, figsize=(4 * n_cols, 4 * n_rows))\n",
    "if axs.ndim == 1:\n",
    "    axs = axs.reshape((n_rows, n_cols))\n",
    "\n",
    "for row_idx, (row_name, d) in enumerate(dicts.items()):\n",
    "    for col_idx, key in enumerate(keys):\n",
    "        mask = d[key]\n",
    "        rgb_img = map_labels_to_rgb(mask)\n",
    "        ax = axs[row_idx, col_idx]\n",
    "        ax.imshow(rgb_img)\n",
    "        ax.set_title(f\"{row_name}\\n{key}\", fontsize=10)\n",
    "        ax.axis('off')\n",
    "\n",
    "# STEP 5 — Legend (for seed labels only)\n",
    "legend_patches = [\n",
    "    Patch(facecolor=label_to_color[label], edgecolor='black', label=str(label))\n",
    "    for label in all_labels\n",
    "]\n",
    "\n",
    "fig.legend(\n",
    "    handles=legend_patches,\n",
    "    loc='lower center',\n",
    "    bbox_to_anchor=(0.5, -0.05),\n",
    "    ncol=min(len(legend_patches), 10),\n",
    "    fontsize=8,\n",
    "    title=\"Global Label Colors\"\n",
    ")\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.subplots_adjust(bottom=0.2)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d72edddb",
   "metadata": {},
   "source": [
    "***Hierarchy using Single Object Mask Expansion***\n",
    "\n",
    "We will use putative γδ T cell areas iin CosMx"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "e7aac382",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "20"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cosmx_path_s3 =  '../../cosmx_data/S3/S3/20230628_151317_S3/AnalysisResults/yxyz3r7ufm'\n",
    "\n",
    "folder_names_s3 = [folder_name for folder_name in os.listdir(cosmx_path_s3) if\n",
    "                os.path.isdir(os.path.join(cosmx_path_s3, folder_name))]\n",
    "\n",
    "\n",
    "target_files_s3 = [\n",
    "    os.path.join(cosmx_path_s3, folder, file)\n",
    "    for folder in os.listdir(cosmx_path_s3)\n",
    "    if os.path.isdir(os.path.join(cosmx_path_s3, folder))\n",
    "    for file in os.listdir(os.path.join(cosmx_path_s3, folder))\n",
    "    if '__target_call_coord.csv' in file\n",
    "]\n",
    "\n",
    "files_cosmx = natsorted(target_files_s3)\n",
    "len(files_cosmx)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "a6326a85",
   "metadata": {},
   "outputs": [],
   "source": [
    "target_gd = ['TRGC1/TRGC2', 'TRDC']\n",
    "target_ab = ['TRBC1/TRBC2', 'TRAC']\n",
    "\n",
    "target_cd8 = ['CD8A','CD8B', 'TRBC1/TRBC2', 'TRAC']\n",
    "target_cd4 = ['CD4']\n",
    "\n",
    "target_tum = ['EPCAM', 'CEACAM6', 'CLDN4', 'CDH1', 'RNF43', 'SPINK1', 'SOX9', 'CD24', 'KRT19', 'AREG',\n",
    "              'REG1A', 'AGR2', 'PLAC8', 'CALB1', 'S100P', 'ITGA6', 'DMBT1', 'DUSP4',\n",
    "              'KRT8', 'S100A6', 'RPL37', 'RPL32', 'KRT18', 'OLFM4',\n",
    "              'PRSS2', 'CD55', 'EPHB4', 'ADGRL1', 'KRT17', 'ITGB8', 'ADGRE5', 'GDF15', 'IL27RA', 'AZGP1'\n",
    "              ]  # cadherin 'PIGR',  'LYZ','SERPINA1'\n",
    "\n",
    "density_th_gd = 2\n",
    "min_area_th_gd = 5  # 40\n",
    "kernel_size_gd = 45 #90 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "624b06cf",
   "metadata": {},
   "outputs": [],
   "source": [
    "fov = 'FOV010'\n",
    "file_csv = [file for file in files_cosmx if fov in file][0]  \n",
    "    \n",
    "df_total = pd.read_csv(file_csv)\n",
    "df_total = df_total.rename(columns={'x': 'X', 'y': 'Y'})\n",
    "df_total = df_total[~df_total['target'].str.contains('System|egative')]\n",
    "\n",
    "n_genes = len(df_total['target'].unique())\n",
    "height = int(max(df_total['X'])) + 1\n",
    "width = int(max(df_total['Y'])) + 1\n",
    "\n",
    "target_dict_total = {target: index for index, target in enumerate(df_total['target'].unique())}\n",
    "array_total = ga.transform_df_to_array(df = df_total, target_dict=target_dict_total, array_shape = (height, width,len(target_dict_total))).astype(np.int8)\n",
    "\n",
    "# creating subsets \n",
    "df_subset_gd, array_subset_gd, target_indices_subset_gd = ga.get_subset_arrays(df_total, array_total,\n",
    "                                                                                   target_dict_total,\n",
    "                                                                                   target_list=target_gd,\n",
    "                                                                           target_col='target')\n",
    "\n",
    "df_subset_ab, array_subset_ab, target_indices_subset_ab = ga.get_subset_arrays(df_total, array_total,\n",
    "                                                                                       target_dict_total,\n",
    "                                                                                       target_list=target_ab,\n",
    "                                                                                       target_col='target')\n",
    "    \n",
    "    \n",
    "df_subset_g, array_subset_g, target_indices_subset_g = ga.get_subset_arrays(df_total, array_total,\n",
    "                                                                                       target_dict_total,\n",
    "                                                                                       target_list=['TRGC1/TRGC2'],\n",
    "                                                                                       target_col='target')\n",
    "    \n",
    "df_subset_d, array_subset_d, target_indices_subset_d = ga.get_subset_arrays(df_total, array_total,\n",
    "                                                                                       target_dict_total,\n",
    "                                                                                       target_list=['TRDC'],\n",
    "                                                                                       target_col='target')\n",
    "\n",
    "\n",
    "df_subset_cd8, array_subset_cd8, target_indices_subset_cd8 = ga.get_subset_arrays(df_total, array_total,\n",
    "                                                                                      target_dict_total,\n",
    "                                                                                      target_list=target_cd8,\n",
    "                                                                                      target_col='target')\n",
    "                                                                               \n",
    "\n",
    "df_subset_TRAC_gene, array_subset_TRAC_gene, target_indices_subset_TRAC_gene = ga.get_subset_arrays(df_total, \n",
    "                                                                                                 array_total,\n",
    "                                                                                      target_dict_total,\n",
    "                                                                                      target_list= ['TRAC'],\n",
    "                                                                                      target_col='target')\n",
    "\n",
    "df_subset_TRBC_gene, array_subset_TRBC_gene, target_indices_subset_TRBC_gene = ga.get_subset_arrays(df_total, \n",
    "                                                                                                 array_total,\n",
    "                                                                                      target_dict_total,\n",
    "                                                                                      target_list= ['TRBC1/TRBC2'],\n",
    "                                                                                      target_col='target')\n",
    "\n",
    "\n",
    "df_subset_cd8_gene, array_subset_cd8_gene, target_indices_subset_cd8_gene = ga.get_subset_arrays(df_total, \n",
    "                                                                                                 array_total,\n",
    "                                                                                      target_dict_total,\n",
    "                                                                                      target_list= ['CD8A', 'CD8B'],\n",
    "                                                                                      target_col='target')\n",
    "\n",
    "df_subset_cd4_gene, array_subset_cd4_gene, target_indices_subset_cd4_gene = ga.get_subset_arrays(df_total, \n",
    "                                                                                                 array_total,\n",
    "                                                                                      target_dict_total,\n",
    "                                                                                      target_list= ['CD4'],\n",
    "                                                                                      target_col='target')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "ba5a26f4",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-06-19 23:51:57,741 - contour_logger - INFO - Initialized GetContour\n",
      "2025-06-19 23:51:58,156 - contour_logger - INFO - get_conv_sum took 0.4139 seconds\n",
      "2025-06-19 23:51:58,374 - contour_logger - INFO - Number of contours after filtering no counts: 26\n",
      "2025-06-19 23:51:58,374 - contour_logger - INFO - contours_from_sum took 0.2178 seconds\n",
      "2025-06-19 23:51:59,317 - contour_logger - INFO - Excluding contour 7. gd count 3.00 ≤ ab count 4.00\n",
      "2025-06-19 23:51:59,719 - contour_logger - INFO - Excluding contour 13. gd count 1.00 ≤ ab count 2.00\n",
      "2025-06-19 23:51:59,785 - contour_logger - INFO - Excluding contour 14. gd count 3.00 ≤ ab count 3.00\n",
      "2025-06-19 23:52:00,514 - contour_logger - INFO - Contours remaining after gene comparison: 23\n",
      "2025-06-19 23:52:00,580 - contour_logger - INFO - Excluding contour 1. Gene TRDC count  0.0 is below threshold 1\n",
      "2025-06-19 23:52:00,613 - contour_logger - INFO - Excluding contour 2. Gene TRDC count  0.0 is below threshold 1\n",
      "2025-06-19 23:52:01,004 - contour_logger - INFO - Excluding contour 14. Gene TRDC count  0.0 is below threshold 1\n",
      "2025-06-19 23:52:01,268 - contour_logger - INFO - Excluding contour 22. Gene TRDC count  0.0 is below threshold 1\n",
      "2025-06-19 23:52:01,268 - contour_logger - INFO - Number of contours remaining: 19\n",
      "2025-06-19 23:52:01,396 - contour_logger - INFO - Excluding contour 2. Gene TRGC1_2 count  0.0 is below threshold 1\n",
      "2025-06-19 23:52:01,430 - contour_logger - INFO - Excluding contour 3. Gene TRGC1_2 count  0.0 is below threshold 1\n",
      "2025-06-19 23:52:01,498 - contour_logger - INFO - Excluding contour 5. Gene TRGC1_2 count  0.0 is below threshold 1\n",
      "2025-06-19 23:52:01,532 - contour_logger - INFO - Excluding contour 6. Gene TRGC1_2 count  0.0 is below threshold 1\n",
      "2025-06-19 23:52:01,599 - contour_logger - INFO - Excluding contour 8. Gene TRGC1_2 count  0.0 is below threshold 1\n",
      "2025-06-19 23:52:01,667 - contour_logger - INFO - Excluding contour 10. Gene TRGC1_2 count  0.0 is below threshold 1\n",
      "2025-06-19 23:52:01,734 - contour_logger - INFO - Excluding contour 12. Gene TRGC1_2 count  0.0 is below threshold 1\n",
      "2025-06-19 23:52:01,835 - contour_logger - INFO - Excluding contour 15. Gene TRGC1_2 count  0.0 is below threshold 1\n",
      "2025-06-19 23:52:01,869 - contour_logger - INFO - Excluding contour 16. Gene TRGC1_2 count  0.0 is below threshold 1\n",
      "2025-06-19 23:52:01,903 - contour_logger - INFO - Excluding contour 17. Gene TRGC1_2 count  0.0 is below threshold 1\n",
      "2025-06-19 23:52:01,937 - contour_logger - INFO - Excluding contour 18. Gene TRGC1_2 count  0.0 is below threshold 1\n",
      "2025-06-19 23:52:01,937 - contour_logger - INFO - Number of contours remaining: 8\n"
     ]
    }
   ],
   "source": [
    "CGD = contours.ConvolutionContours(array_subset_gd, contour_name='GD', logger=logger)\n",
    "CGD.get_conv_sum(kernel_size=kernel_size_gd, kernel_shape='square')  #\n",
    "CGD.contours_from_sum(density_threshold=density_th_gd,\n",
    "                      min_area_threshold=min_area_th_gd, directionality='higher')\n",
    "\n",
    "### Filtering \n",
    "CGD.filter_contours_by_gene_comparison(gene_array1 = array_subset_gd, gene_array2 = array_subset_ab,\n",
    "                                       gene_name1 = \"gd\", gene_name2 = \"ab\") # gene 1 > gene2 --> valid contour \n",
    "# G>0 D>0\n",
    "CGD.filter_contours_by_gene_threshold(gene_array = array_subset_d.squeeze(), threshold = 1, gene_name = 'TRDC')# >= 1\n",
    "CGD.filter_contours_by_gene_threshold(gene_array = np.sum(array_subset_g, axis=-1), threshold = 1, gene_name = 'TRGC1_2')# >= 1\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "23d0e611",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-06-19 23:52:01,941 - gridgen.get_masks.GetMasks - INFO - Initialized GetMasks\n",
      "2025-06-19 23:52:01,943 - gridgen.get_masks.GetMasks - INFO - Mask for objects created.\n"
     ]
    }
   ],
   "source": [
    "GM = get_masks.GetMasks(image_shape=(height, width))\n",
    "\n",
    "SA = get_masks.SingleClassObjectAnalysis(GM,contours_object=CGD.contours)\n",
    "SA.get_mask_objects(exclude_masks=None)  # Not excluding any tum or empty \n",
    "\n",
    "SA.get_objects_expansion(expansions_pixels=[10, 20, 30],)  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "c926f295",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-06-19 23:52:05,112 - gridgen.mask_properties.GetMasks - INFO - Initialized MaskAnalysisPipeline with 4 masks.\n",
      "2025-06-19 23:52:05,113 - gridgen.mask_properties.GetMasks - INFO - Processing mask: GD (per_object)\n",
      "2025-06-19 23:52:21,889 - gridgen.mask_properties.GetMasks - INFO - Processing mask: GD_10um (per_object)\n",
      "2025-06-19 23:52:39,244 - gridgen.mask_properties.GetMasks - INFO - Processing mask: GD_20um (per_object)\n",
      "2025-06-19 23:52:57,697 - gridgen.mask_properties.GetMasks - INFO - Processing mask: GD_30um (per_object)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "run took 70.1832 seconds\n",
      "map_hierarchies took 0.5748 seconds\n"
     ]
    },
    {
     "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>mask_name</th>\n",
       "      <th>object_id</th>\n",
       "      <th>parent_mask</th>\n",
       "      <th>parent_ids</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>GD</td>\n",
       "      <td>1</td>\n",
       "      <td>GD</td>\n",
       "      <td>[1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>GD</td>\n",
       "      <td>2</td>\n",
       "      <td>GD</td>\n",
       "      <td>[2]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>GD</td>\n",
       "      <td>3</td>\n",
       "      <td>GD</td>\n",
       "      <td>[3]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>GD</td>\n",
       "      <td>4</td>\n",
       "      <td>GD</td>\n",
       "      <td>[4]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>GD</td>\n",
       "      <td>5</td>\n",
       "      <td>GD</td>\n",
       "      <td>[5]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>GD</td>\n",
       "      <td>6</td>\n",
       "      <td>GD</td>\n",
       "      <td>[6]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>GD</td>\n",
       "      <td>7</td>\n",
       "      <td>GD</td>\n",
       "      <td>[7]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>GD</td>\n",
       "      <td>8</td>\n",
       "      <td>GD</td>\n",
       "      <td>[8]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>GD_10um</td>\n",
       "      <td>1</td>\n",
       "      <td>GD</td>\n",
       "      <td>[1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>GD_10um</td>\n",
       "      <td>2</td>\n",
       "      <td>GD</td>\n",
       "      <td>[2]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>GD_10um</td>\n",
       "      <td>3</td>\n",
       "      <td>GD</td>\n",
       "      <td>[3]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>GD_10um</td>\n",
       "      <td>4</td>\n",
       "      <td>GD</td>\n",
       "      <td>[4]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>GD_10um</td>\n",
       "      <td>5</td>\n",
       "      <td>GD</td>\n",
       "      <td>[5]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>GD_10um</td>\n",
       "      <td>6</td>\n",
       "      <td>GD</td>\n",
       "      <td>[6]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>GD_10um</td>\n",
       "      <td>7</td>\n",
       "      <td>GD</td>\n",
       "      <td>[7]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>GD_10um</td>\n",
       "      <td>8</td>\n",
       "      <td>GD</td>\n",
       "      <td>[8]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>GD_20um</td>\n",
       "      <td>1</td>\n",
       "      <td>GD</td>\n",
       "      <td>[1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>GD_20um</td>\n",
       "      <td>2</td>\n",
       "      <td>GD</td>\n",
       "      <td>[2]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>GD_20um</td>\n",
       "      <td>3</td>\n",
       "      <td>GD</td>\n",
       "      <td>[3]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>GD_20um</td>\n",
       "      <td>4</td>\n",
       "      <td>GD</td>\n",
       "      <td>[4]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>GD_20um</td>\n",
       "      <td>5</td>\n",
       "      <td>GD</td>\n",
       "      <td>[5]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>GD_20um</td>\n",
       "      <td>6</td>\n",
       "      <td>GD</td>\n",
       "      <td>[6]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>GD_20um</td>\n",
       "      <td>7</td>\n",
       "      <td>GD</td>\n",
       "      <td>[7]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>GD_20um</td>\n",
       "      <td>8</td>\n",
       "      <td>GD</td>\n",
       "      <td>[8]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>GD_30um</td>\n",
       "      <td>1</td>\n",
       "      <td>GD</td>\n",
       "      <td>[1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>GD_30um</td>\n",
       "      <td>2</td>\n",
       "      <td>GD</td>\n",
       "      <td>[2]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>GD_30um</td>\n",
       "      <td>3</td>\n",
       "      <td>GD</td>\n",
       "      <td>[3]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>GD_30um</td>\n",
       "      <td>4</td>\n",
       "      <td>GD</td>\n",
       "      <td>[4]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>GD_30um</td>\n",
       "      <td>5</td>\n",
       "      <td>GD</td>\n",
       "      <td>[5]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>GD_30um</td>\n",
       "      <td>6</td>\n",
       "      <td>GD</td>\n",
       "      <td>[6]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>GD_30um</td>\n",
       "      <td>7</td>\n",
       "      <td>GD</td>\n",
       "      <td>[7]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>GD_30um</td>\n",
       "      <td>8</td>\n",
       "      <td>GD</td>\n",
       "      <td>[8]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   mask_name  object_id parent_mask parent_ids\n",
       "0         GD          1          GD        [1]\n",
       "1         GD          2          GD        [2]\n",
       "2         GD          3          GD        [3]\n",
       "3         GD          4          GD        [4]\n",
       "4         GD          5          GD        [5]\n",
       "5         GD          6          GD        [6]\n",
       "6         GD          7          GD        [7]\n",
       "7         GD          8          GD        [8]\n",
       "8    GD_10um          1          GD        [1]\n",
       "9    GD_10um          2          GD        [2]\n",
       "10   GD_10um          3          GD        [3]\n",
       "11   GD_10um          4          GD        [4]\n",
       "12   GD_10um          5          GD        [5]\n",
       "13   GD_10um          6          GD        [6]\n",
       "14   GD_10um          7          GD        [7]\n",
       "15   GD_10um          8          GD        [8]\n",
       "16   GD_20um          1          GD        [1]\n",
       "17   GD_20um          2          GD        [2]\n",
       "18   GD_20um          3          GD        [3]\n",
       "19   GD_20um          4          GD        [4]\n",
       "20   GD_20um          5          GD        [5]\n",
       "21   GD_20um          6          GD        [6]\n",
       "22   GD_20um          7          GD        [7]\n",
       "23   GD_20um          8          GD        [8]\n",
       "24   GD_30um          1          GD        [1]\n",
       "25   GD_30um          2          GD        [2]\n",
       "26   GD_30um          3          GD        [3]\n",
       "27   GD_30um          4          GD        [4]\n",
       "28   GD_30um          5          GD        [5]\n",
       "29   GD_30um          6          GD        [6]\n",
       "30   GD_30um          7          GD        [7]\n",
       "31   GD_30um          8          GD        [8]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#  1. Define your masks using MaskDefinition\n",
    "mask_definitions = [\n",
    "    MaskDefinition(mask=SA.binary_expansions['seed_mask'], mask_name='GD', analysis_type='per_object'),\n",
    "    MaskDefinition(mask=SA.binary_expansions['expansion_10'], mask_name='GD_10um', analysis_type='per_object'),\n",
    "    MaskDefinition(mask=SA.binary_expansions['expansion_20'], mask_name='GD_20um', analysis_type='per_object'),\n",
    "    MaskDefinition(mask=SA.binary_expansions['expansion_30'], mask_name='GD_30um', analysis_type='per_object'),\n",
    "\n",
    "]\n",
    "\n",
    "# 2. Initialize and run the analysis pipeline\n",
    "pipeline = MaskAnalysisPipeline(mask_definitions=mask_definitions, \n",
    "                                array_counts = array_total,\n",
    "                        target_dict = target_dict_total,\n",
    "  )\n",
    "results = pipeline.run()\n",
    "df = pipeline.get_results_df()\n",
    "df\n",
    "\n",
    "\n",
    "hierarchy_defs = {\n",
    "        \"GD\": {\n",
    "        \"labels\": SA.referenced_expansions['seed_mask'],\n",
    "        \"level_hierarchy\": \"GD\"\n",
    "    }, \n",
    "    \"GD_10um\": {\n",
    "        \"labels\": SA.referenced_expansions['expansion_10'],\n",
    "        \"level_hierarchy\": \"GD\"\n",
    "    },\n",
    "    \"GD_20um\": {\n",
    "        \"labels\": SA.referenced_expansions['expansion_20'],\n",
    "        \"level_hierarchy\": \"GD\"\n",
    "    },\n",
    "    \"GD_30um\": {\n",
    "    \"labels\": SA.referenced_expansions['expansion_30'],\n",
    "    \"level_hierarchy\": \"GD\"\n",
    "    }\n",
    "}\n",
    "    \n",
    "df_hierarchy = pipeline.map_hierarchies(hierarchy_defs, save_dir=None)\n",
    "df_hierarchy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "f4dc5524",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_784325/1730548250.py:14: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed in 3.11. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap()`` or ``pyplot.get_cmap()`` instead.\n",
      "  cmap = cm.get_cmap('tab20', 20)\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1600x1200 with 12 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Mask dictionaries from your object\n",
    "dicts = {\n",
    "    \"Binary Masks\": SA.binary_expansions,\n",
    "    \"Labeled Masks\": SA.labeled_expansions,\n",
    "    \"Referenced Masks\": SA.referenced_expansions,\n",
    "}\n",
    "\n",
    "# Keys to display\n",
    "keys = ['seed_mask', 'expansion_10', 'expansion_20', 'expansion_30']\n",
    "seed_labels = np.unique(dicts[\"Labeled Masks\"][\"expansion_10\"])\n",
    "seed_labels = seed_labels[seed_labels != 0]  # Remove background\n",
    "all_labels = sorted(seed_labels)\n",
    "\n",
    "cmap = cm.get_cmap('tab20', 20)\n",
    "label_to_color = {label: cmap((label - 1) % 20) for label in all_labels}\n",
    "\n",
    "# STEP 3 — Color mapping function\n",
    "def map_labels_to_rgb(mask):\n",
    "    rgb = np.ones(mask.shape + (4,), dtype=np.float32)  # white background\n",
    "    for label, color in label_to_color.items():\n",
    "        rgb[mask == label] = color\n",
    "    return rgb\n",
    "\n",
    "# STEP 4 — Plotting\n",
    "n_rows = len(dicts)\n",
    "n_cols = len(keys)\n",
    "fig, axs = plt.subplots(n_rows, n_cols, figsize=(4 * n_cols, 4 * n_rows))\n",
    "if axs.ndim == 1:\n",
    "    axs = axs.reshape((n_rows, n_cols))\n",
    "\n",
    "for row_idx, (row_name, d) in enumerate(dicts.items()):\n",
    "    for col_idx, key in enumerate(keys):\n",
    "        mask = d[key]\n",
    "        rgb_img = map_labels_to_rgb(mask)\n",
    "        ax = axs[row_idx, col_idx]\n",
    "        ax.imshow(rgb_img)\n",
    "        ax.set_title(f\"{row_name}\\n{key}\", fontsize=10)\n",
    "        ax.axis('off')\n",
    "\n",
    "# STEP 5 — Legend (for seed labels only)\n",
    "legend_patches = [\n",
    "    Patch(facecolor=label_to_color[label], edgecolor='black', label=str(label))\n",
    "    for label in all_labels\n",
    "]\n",
    "\n",
    "fig.legend(\n",
    "    handles=legend_patches,\n",
    "    loc='lower center',\n",
    "    bbox_to_anchor=(0.5, -0.05),\n",
    "    ncol=min(len(legend_patches), 10),\n",
    "    fontsize=8,\n",
    "    title=\"Global Label Colors\"\n",
    ")\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.subplots_adjust(bottom=0.2)\n",
    "plt.show()\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python (GRIDGEN)",
   "language": "python",
   "name": "gridgen"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}