tutorial/tutorial_liver.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "source": [
    "## Demonstration of scNiche on the mouse liver Seq-Scope data"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "In this tutorial, we will show you the downstream analytical framework of scNiche for r characterizing the identified cell niches more comprehensively.\n",
    "\n",
    "The [mouse liver Seq-Scope dataset (*Cell, 2021*)](https://doi.org/10.1016/j.cell.2021.05.010) from 6 normal donors and 4 early-onset liver failure induced by excessive mTORC1 signaling (TD model) donors contains a total of 37,505 cells, and the cell niches have been identified by scNiche.\n"
   ],
   "metadata": {
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   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "### Import modules"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 1,
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     "shell.execute_reply": "2024-06-21T11:25:28.591784Z",
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    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/slurm/home/yrd/fanlab/qianjingyang/.conda/envs/test/lib/python3.9/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
      "  from .autonotebook import tqdm as notebook_tqdm\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Last run with scNiche version: 1.0.0\n"
     ]
    }
   ],
   "source": [
    "import scniche as sn\n",
    "import numpy as np\n",
    "import scanpy as sc\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "from scniche.pl import *\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "\n",
    "print(\"Last run with scNiche version:\", sn.__version__)\n",
    "\n",
    "# set seed\n",
    "sn.pp.set_seed()"
   ]
  },
  {
   "cell_type": "markdown",
   "source": [
    "### Load data"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "We can download the dataset from figshare, and load it by the `read_h5ad()` function of `scanpy`, or directly download and load the dataset by the `mouse_liver_seq_scope()` of `scniche`"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 2,
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   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-06-21T11:25:28.596798Z",
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   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "AnnData object with n_obs × n_vars = 37505 × 20423\n",
       "    obs: 'tile', 'x', 'y', 'condition', 'celltype', 'cell', 'scNiche', 'group'\n",
       "    uns: 'log1p'\n",
       "    obsm: 'X_cn', 'X_cn_norm', 'X_data', 'X_data_nbr', 'X_scVI', 'X_scniche', 'spatial'"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# download data from figshare (https://figshare.com/ndownloader/files/47153125)\n",
    "# adata = sn.datasets.mouse_liver_seq_scope()\n",
    "adata = sc.read_h5ad('liver.h5ad.gz')\n",
    "\n",
    "# normalize first\n",
    "sc.pp.normalize_total(adata, target_sum=1e4)\n",
    "sc.pp.log1p(adata)\n",
    "adata"
   ]
  },
  {
   "cell_type": "markdown",
   "source": [
    "### Some visualizations"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "Visualizing the cellular composition of each cell niche by the `stacked_barplot()` function of `scniche`"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 3,
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     "iopub.status.idle": "2024-06-21T11:25:48.447626Z",
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   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 500x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "kwargs = {'figsize': (5, 3)}\n",
    "sn.pl.stacked_barplot(adata, x_axis='scNiche', y_axis='celltype', mode='proportion', palette=palettes.default_20, kwargs=kwargs)\n",
    "palette_use = [\"#1e40af\", \"#1d4ed8\", \"#2563eb\", \"#3b82f6\", \"#60a5fa\", \"#93c5fd\", \"#fdba74\", \"#fb923c\", \"#f97316\", \"#ea580c\"]\n",
    "sn.pl.stacked_barplot(adata, x_axis='scNiche', y_axis='tile', mode='proportion', palette=palette_use, kwargs=kwargs)"
   ]
  },
  {
   "cell_type": "markdown",
   "source": [
    "Visualizing the spatial distribution of cell populations or cell niches for each slice"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "6b1e13a0-ab90-4e30-8cc4-4b0299eafd39",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-06-21T11:25:48.448540Z",
     "iopub.status.busy": "2024-06-21T11:25:48.448383Z",
     "iopub.status.idle": "2024-06-21T11:25:49.552286Z",
     "shell.execute_reply": "2024-06-21T11:25:49.551664Z",
     "shell.execute_reply.started": "2024-06-21T11:25:48.448523Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot: title={'center': 'celltype'}, xlabel='spatial1', ylabel='spatial2'>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 300x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 300x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams[\"figure.figsize\"] = (3, 3)\n",
    "# niches\n",
    "palette_use = [palettes.default_57[0], palettes.default_57[1], '#dcdddd', palettes.default_57[3], palettes.default_57[5], '#dcdddd', \n",
    "               '#dcdddd', '#dcdddd', '#dcdddd', palettes.default_57[11], palettes.default_57[12], '#dcdddd', palettes.default_57[14], ]\n",
    "sc.pl.embedding(adata[(adata.obs['tile'] == 2103)], basis=\"spatial\", color=['scNiche', ],s=15, show=False, palette=palette_use)\n",
    "\n",
    "# celltypes\n",
    "select_niche = ['Niche0', 'Niche3', 'Niche12', 'Niche5', 'Niche14', 'Niche11', 'Niche1']\n",
    "palette_use = [palettes.default_20[i] for i in [0, 3, 4, 5, 6, 7, 8, 9, 10, 11, 13, 14]]\n",
    "sc.pl.embedding(adata[(adata.obs['tile'] == 2103)], basis=\"spatial\", color=['celltype', ],s=15, show=False, palette=palette_use)"
   ]
  },
  {
   "cell_type": "markdown",
   "source": [
    "### Enrichment analysis framework"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "`scniche` implements a general enrichment analysis framework that can characterize the identified cell niches from various perspectives (including cellular compositions, conditions, and samples, etc.) and compute the corresponding enrichment scores.\n",
    "We can perform the enrichment analysis from different perspectives by setting the values of the `id_key` and `val_key` parameters. The result is stored in `adata.uns[f\"{val_key}_{id_key}_fc\"]` and `adata.uns[f\"{val_key}_{id_key}_pval\"]`.\n",
    "\n",
    "It is worth noting that the p-value is calculated by the one-sided Mann-Whitney U test.\n",
    "If the sample size in the dataset is too small (`library_key`),a valid test cannot be implemented.\n",
    "In this case, we can consider only the enrichment scores and set the parameter `show_pval` to False in the `enrichment_heatmap` function of `scniche` during visualization."
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "8e4cce42-5424-4f7c-a7ab-72b3782e3738",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-06-21T11:25:49.553141Z",
     "iopub.status.busy": "2024-06-21T11:25:49.552986Z",
     "iopub.status.idle": "2024-06-21T11:25:51.710873Z",
     "shell.execute_reply": "2024-06-21T11:25:51.710222Z",
     "shell.execute_reply.started": "2024-06-21T11:25:49.553124Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Calculating the enrichment of each cluster (celltype) in group (scNiche)...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Cluster: ENDO: 100%|██████████| 15/15 [00:00<00:00, 157.73it/s]\n",
      "Cluster: HPC: 100%|██████████| 15/15 [00:00<00:00, 104.28it/s]\n",
      "Cluster: HSC-A: 100%|██████████| 15/15 [00:00<00:00, 178.81it/s]\n",
      "Cluster: HSC-N: 100%|██████████| 15/15 [00:00<00:00, 174.79it/s]\n",
      "Cluster: Hep_Eef1a1: 100%|██████████| 15/15 [00:00<00:00, 174.21it/s]\n",
      "Cluster: Hep_Gstp: 100%|██████████| 15/15 [00:00<00:00, 176.05it/s]\n",
      "Cluster: Hep_Injured: 100%|██████████| 15/15 [00:00<00:00, 180.73it/s]\n",
      "Cluster: Hep_MT: 100%|██████████| 15/15 [00:00<00:00, 179.53it/s]\n",
      "Cluster: Hep_Mup10: 100%|██████████| 15/15 [00:00<00:00, 179.08it/s]\n",
      "Cluster: Hep_Nuc: 100%|██████████| 15/15 [00:00<00:00, 180.25it/s]\n",
      "Cluster: Hep_PC: 100%|██████████| 15/15 [00:00<00:00, 179.86it/s]\n",
      "Cluster: Hep_PP: 100%|██████████| 15/15 [00:00<00:00, 181.28it/s]\n",
      "Cluster: Macrophage_Inflamed: 100%|██████████| 15/15 [00:00<00:00, 180.35it/s]\n",
      "Cluster: Macrophage_Kupffer: 100%|██████████| 15/15 [00:00<00:00, 180.35it/s]\n",
      "Cluster: RBC: 100%|██████████| 15/15 [00:00<00:00, 180.27it/s]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x800 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# cell type enrichment\n",
    "sn.al.enrichment(adata, id_key='celltype', val_key='scNiche', library_key='tile')\n",
    "\n",
    "# plot\n",
    "kwargs = {'figsize': (8, 8), 'vmax': 4, 'cmap': 'YlOrBr', 'linewidths': 0, 'linecolor': 'white', }\n",
    "row_order =[ 'Niche0', 'Niche3', 'Niche12', 'Niche5', 'Niche14', 'Niche11', 'Niche1', 'Niche10',  'Niche2', 'Niche6', 'Niche8', 'Niche13', 'Niche7', 'Niche9', 'Niche4', ]\n",
    "col_order = ['Macrophage_Inflamed', 'HPC', 'HSC-A', 'Hep_Injured', 'RBC', 'Macrophage_Kupffer', 'HSC-N', 'ENDO', 'Hep_MT', 'Hep_Nuc', 'Hep_PP', 'Hep_Mup10','Hep_Gstp', 'Hep_Eef1a1', 'Hep_PC', ]\n",
    "adata.uns['scNiche_colors'] = palettes.default_57\n",
    "colors1 = adata.uns['scNiche_colors']\n",
    "categories1 = adata.obs['scNiche'].cat.categories\n",
    "palette_use = [colors1[list(categories1).index(cat)] for cat in row_order]\n",
    "sn.pl.enrichment_heatmap(adata=adata, id_key='celltype', val_key='scNiche', binarized=False, show_pval=True, col_order=col_order, row_order=row_order, \n",
    "                         anno_key=None, anno_palette=palette_use, kwargs=kwargs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "0f82272d-09e6-4a0c-8230-04055d9e61f5",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-06-21T11:25:51.711822Z",
     "iopub.status.busy": "2024-06-21T11:25:51.711628Z",
     "iopub.status.idle": "2024-06-21T11:25:52.341009Z",
     "shell.execute_reply": "2024-06-21T11:25:52.340362Z",
     "shell.execute_reply.started": "2024-06-21T11:25:51.711804Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Calculating the enrichment of each cluster (scNiche) in group (group)...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Cluster: Niche0: 100%|██████████| 2/2 [00:00<00:00, 158.61it/s]\n",
      "Cluster: Niche1: 100%|██████████| 2/2 [00:00<00:00, 182.65it/s]\n",
      "Cluster: Niche10: 100%|██████████| 2/2 [00:00<00:00, 183.26it/s]\n",
      "Cluster: Niche11: 100%|██████████| 2/2 [00:00<00:00, 184.40it/s]\n",
      "Cluster: Niche12: 100%|██████████| 2/2 [00:00<00:00, 179.12it/s]\n",
      "Cluster: Niche13: 100%|██████████| 2/2 [00:00<00:00, 183.64it/s]\n",
      "Cluster: Niche14: 100%|██████████| 2/2 [00:00<00:00, 178.20it/s]\n",
      "Cluster: Niche2: 100%|██████████| 2/2 [00:00<00:00, 183.40it/s]\n",
      "Cluster: Niche3: 100%|██████████| 2/2 [00:00<00:00, 180.64it/s]\n",
      "Cluster: Niche4: 100%|██████████| 2/2 [00:00<00:00, 185.22it/s]\n",
      "Cluster: Niche5: 100%|██████████| 2/2 [00:00<00:00, 183.36it/s]\n",
      "Cluster: Niche6: 100%|██████████| 2/2 [00:00<00:00, 193.25it/s]\n",
      "Cluster: Niche7: 100%|██████████| 2/2 [00:00<00:00, 191.63it/s]\n",
      "Cluster: Niche8: 100%|██████████| 2/2 [00:00<00:00, 184.89it/s]\n",
      "Cluster: Niche9: 100%|██████████| 2/2 [00:00<00:00, 185.26it/s]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x200 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# condition enrichment\n",
    "sn.al.enrichment(adata, id_key='scNiche', val_key='group', library_key='tile')\n",
    "\n",
    "# plot\n",
    "kwargs = {'figsize': (12, 2), 'vmax': 1, 'linewidths': 0, 'linecolor': 'white', }\n",
    "palette_use = ['#2166AC', '#B2182B', ]\n",
    "col_order = [ 'Niche0', 'Niche3', 'Niche12', 'Niche5', 'Niche14', 'Niche11', 'Niche1', 'Niche10',  'Niche2', 'Niche6', 'Niche8', 'Niche13', 'Niche7', 'Niche9', 'Niche4', ]\n",
    "sn.pl.enrichment_heatmap(adata=adata, id_key='scNiche', val_key='group', anno_palette=palette_use, binarized=True, col_order=col_order, show_pval=True,\n",
    "                         anno_key='group', kwargs=kwargs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "0e659852-3959-4b38-b26c-4b9934afdaa1",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-06-21T11:25:52.341951Z",
     "iopub.status.busy": "2024-06-21T11:25:52.341755Z",
     "iopub.status.idle": "2024-06-21T11:25:53.048822Z",
     "shell.execute_reply": "2024-06-21T11:25:53.048263Z",
     "shell.execute_reply.started": "2024-06-21T11:25:52.341932Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Calculating the enrichment of each cluster (scNiche) in group (tile)...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Cluster: Niche0: 100%|██████████| 10/10 [00:00<00:00, 560.14it/s]\n",
      "Cluster: Niche1: 100%|██████████| 10/10 [00:00<00:00, 612.65it/s]\n",
      "Cluster: Niche10: 100%|██████████| 10/10 [00:00<00:00, 597.72it/s]\n",
      "Cluster: Niche11: 100%|██████████| 10/10 [00:00<00:00, 639.02it/s]\n",
      "Cluster: Niche12: 100%|██████████| 10/10 [00:00<00:00, 638.53it/s]\n",
      "Cluster: Niche13: 100%|██████████| 10/10 [00:00<00:00, 648.80it/s]\n",
      "Cluster: Niche14: 100%|██████████| 10/10 [00:00<00:00, 704.72it/s]\n",
      "Cluster: Niche2: 100%|██████████| 10/10 [00:00<00:00, 711.13it/s]\n",
      "Cluster: Niche3: 100%|██████████| 10/10 [00:00<00:00, 705.96it/s]\n",
      "Cluster: Niche4: 100%|██████████| 10/10 [00:00<00:00, 704.70it/s]\n",
      "Cluster: Niche5: 100%|██████████| 10/10 [00:00<00:00, 709.00it/s]\n",
      "Cluster: Niche6: 100%|██████████| 10/10 [00:00<00:00, 712.25it/s]\n",
      "Cluster: Niche7: 100%|██████████| 10/10 [00:00<00:00, 711.08it/s]\n",
      "Cluster: Niche8: 100%|██████████| 10/10 [00:00<00:00, 718.98it/s]\n",
      "Cluster: Niche9: 100%|██████████| 10/10 [00:00<00:00, 724.50it/s]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# sample enrichment\n",
    "sn.al.enrichment(adata, id_key='scNiche', val_key='tile', library_key=None)\n",
    "\n",
    "# plot\n",
    "kwargs = {'figsize': (5, 5), 'vmax': 3, 'cmap': 'magma'}\n",
    "col_order = [ 'Niche0', 'Niche3', 'Niche12', 'Niche5', 'Niche14', 'Niche11', 'Niche1', 'Niche10',  'Niche2', 'Niche6', 'Niche8', 'Niche13', 'Niche7', 'Niche9', 'Niche4', ]\n",
    "palette_use = ['#2166AC', '#B2182B', ]\n",
    "sn.pl.enrichment_heatmap(adata=adata, id_key='scNiche', val_key='tile', binarized=False, col_order=col_order, row_order=None, \n",
    "                         anno_key='group', anno_palette=palette_use, kwargs=kwargs)"
   ]
  },
  {
   "cell_type": "markdown",
   "source": [
    "### Differential expression gene analysis"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "We can calculate the differential expression genes within cell niches by the `rank_genes_groups` function of `scanpy`.\n",
    "Subsequently, the average expression values of this differential expression genes in each niche can be calculated using the `average_exp` function of `scniche`.\n",
    "\n",
    "In this example, we found that the 7 cell niches (Niche 0, 3, 12, 5, 14, 11, and 1) enriched in normal livers exhibited spatial continuity,\n",
    "encompassing the zonation patterns from the central vein to the portal node, and differentially expressed genes (adjusted p-value < 0.05) within these 7 niches also showed a pronounced spatial expression pattern of zones."
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "7a4cdab7-c0f8-4b82-9d24-a320c4bd8604",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-06-21T11:25:53.049897Z",
     "iopub.status.busy": "2024-06-21T11:25:53.049526Z",
     "iopub.status.idle": "2024-06-21T11:26:15.390764Z",
     "shell.execute_reply": "2024-06-21T11:26:15.389940Z",
     "shell.execute_reply.started": "2024-06-21T11:25:53.049863Z"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "select_niche = ['Niche0', 'Niche3', 'Niche12', 'Niche5', 'Niche14', 'Niche11', 'Niche1']\n",
    "adata2 = adata[adata.obs['scNiche'].isin(select_niche)].copy()\n",
    "sc.tl.rank_genes_groups(adata2, \"scNiche\", method=\"wilcoxon\")\n",
    "\n",
    "result = adata2.uns['rank_genes_groups']\n",
    "groups = result['names'].dtype.names\n",
    "\n",
    "df_results = pd.DataFrame()\n",
    "for i in groups:\n",
    "    df_tmp = pd.DataFrame({'gene': result['names'][i], 'pvals_adj': result['pvals_adj'][i], 'logfoldchanges': result['logfoldchanges'][i], 'niche': i})\n",
    "    df_results = pd.concat([df_results, df_tmp])\n",
    "    \n",
    "df_results = df_results[df_results['pvals_adj'] < 0.05]\n",
    "df_results = df_results[df_results['logfoldchanges'] > 0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "9062387e-3ea0-4506-894f-8ada05356c1a",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-06-21T11:26:15.393436Z",
     "iopub.status.busy": "2024-06-21T11:26:15.393189Z",
     "iopub.status.idle": "2024-06-21T11:26:15.401927Z",
     "shell.execute_reply": "2024-06-21T11:26:15.401329Z",
     "shell.execute_reply.started": "2024-06-21T11:26:15.393418Z"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "def merge_lists(*lists):\n",
    "    merged_list = []\n",
    "    seen = set()\n",
    "\n",
    "    for lst in lists:\n",
    "        for element in lst:\n",
    "            if element not in seen:\n",
    "                merged_list.append(element)\n",
    "                seen.add(element)\n",
    "\n",
    "    return merged_list\n",
    "\n",
    "\n",
    "list1 = df_results.loc[df_results['niche'] == 'Niche0']['gene'].tolist()\n",
    "list2 = df_results.loc[df_results['niche'] == 'Niche3']['gene'].tolist()\n",
    "list3 = df_results.loc[df_results['niche'] == 'Niche12']['gene'].tolist()\n",
    "gene_list1 = merge_lists(list1, list2, list3, )\n",
    "\n",
    "list4 = df_results.loc[df_results['niche'] == 'Niche1']['gene'].tolist()\n",
    "list5 = df_results.loc[df_results['niche'] == 'Niche11']['gene'].tolist()\n",
    "list6 = df_results.loc[df_results['niche'] == 'Niche14']['gene'].tolist()\n",
    "list7 = df_results.loc[df_results['niche'] == 'Niche5']['gene'].tolist()\n",
    "gene_list2 = merge_lists(list4, list5, list6, list7)\n",
    "gene_list2 = gene_list2[::-1]\n",
    "\n",
    "gene_list1 = [x for x in gene_list1 if x not in gene_list2]\n",
    "gene_list = gene_list1 + gene_list2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "1b6cc919-6ff2-454d-9d82-188352777b58",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-06-21T11:26:15.402745Z",
     "iopub.status.busy": "2024-06-21T11:26:15.402592Z",
     "iopub.status.idle": "2024-06-21T11:26:17.385845Z",
     "shell.execute_reply": "2024-06-21T11:26:17.385233Z",
     "shell.execute_reply.started": "2024-06-21T11:26:15.402728Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.matrix.ClusterGrid at 0x2b71ff0229a0>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x400 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "select_niche = ['Niche0', 'Niche3', 'Niche12', 'Niche5', 'Niche14', 'Niche11', 'Niche1']\n",
    "df = sn.al.average_exp(adata2, layer_key='data', id_key='scNiche', val_key='scNiche', select_idx=None, select_val=select_niche)\n",
    "\n",
    "sns.clustermap(df.loc[select_niche, gene_list], cmap='RdBu_r',linewidths=0, linecolor='white', figsize=(8, 4), row_cluster=False, col_cluster=False, \n",
    "               vmax=1.08, vmin=-0.08, standard_scale=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "source": [
    "### Multi-sample analysis framework"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "For large-scale datasets containing multiple samples under different conditions, `scniche` implements a multi-sample analysis framework that enables differential analyses at the sample scale,\n",
    "such as the comparison of specific niches across different conditions, or the comparison of specific cell populations across different niches,\n",
    "which holds the promise of identifying clinically relevant key niches or cell populations from large-scale datasets while avoiding the influence of individual outliers."
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "#### Calculate the cellular composition\n",
    "We can calculate the cellular composition for each niche within each sample by the `calculate_composition_multi` function of `scNiche`,\n",
    "and the result is stored in `adata.uns[\"composition_multi\"]`.\n",
    "\n",
    "By default, to avoid the effect of outliers, for each niche, only samples with a proportion of that niche exceeding 5% are considered.\n",
    "We can set the value of `cutoff` parameter to change the threshold."
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "ca84d074-773d-4d16-999e-f7dd2c6d99b0",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-06-21T11:26:17.386765Z",
     "iopub.status.busy": "2024-06-21T11:26:17.386573Z",
     "iopub.status.idle": "2024-06-21T11:26:17.532724Z",
     "shell.execute_reply": "2024-06-21T11:26:17.532113Z",
     "shell.execute_reply.started": "2024-06-21T11:26:17.386748Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "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>tile</th>\n",
       "      <th>scNiche</th>\n",
       "      <th>Niche_ratio</th>\n",
       "      <th>Hep_PC_ratio</th>\n",
       "      <th>Hep_MT_ratio</th>\n",
       "      <th>Hep_Mup10_ratio</th>\n",
       "      <th>ENDO_ratio</th>\n",
       "      <th>Hep_Eef1a1_ratio</th>\n",
       "      <th>Hep_PP_ratio</th>\n",
       "      <th>HSC-N_ratio</th>\n",
       "      <th>Hep_Gstp_ratio</th>\n",
       "      <th>Macrophage_Kupffer_ratio</th>\n",
       "      <th>Hep_Nuc_ratio</th>\n",
       "      <th>Hep_Injured_ratio</th>\n",
       "      <th>RBC_ratio</th>\n",
       "      <th>HSC-A_ratio</th>\n",
       "      <th>Macrophage_Inflamed_ratio</th>\n",
       "      <th>HPC_ratio</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2102</td>\n",
       "      <td>Niche0</td>\n",
       "      <td>0.251397</td>\n",
       "      <td>0.753968</td>\n",
       "      <td>0.109524</td>\n",
       "      <td>0.039683</td>\n",
       "      <td>0.022222</td>\n",
       "      <td>0.015873</td>\n",
       "      <td>0.012698</td>\n",
       "      <td>0.011111</td>\n",
       "      <td>0.011111</td>\n",
       "      <td>0.009524</td>\n",
       "      <td>0.009524</td>\n",
       "      <td>0.003175</td>\n",
       "      <td>0.001587</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2102</td>\n",
       "      <td>Niche1</td>\n",
       "      <td>0.227055</td>\n",
       "      <td>0.001757</td>\n",
       "      <td>0.107206</td>\n",
       "      <td>0.024605</td>\n",
       "      <td>0.014060</td>\n",
       "      <td>0.026362</td>\n",
       "      <td>0.755712</td>\n",
       "      <td>0.012302</td>\n",
       "      <td>0.031634</td>\n",
       "      <td>0.014060</td>\n",
       "      <td>0.001757</td>\n",
       "      <td>0.010545</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2102</td>\n",
       "      <td>Niche3</td>\n",
       "      <td>0.161213</td>\n",
       "      <td>0.539604</td>\n",
       "      <td>0.274752</td>\n",
       "      <td>0.032178</td>\n",
       "      <td>0.022277</td>\n",
       "      <td>0.034653</td>\n",
       "      <td>0.022277</td>\n",
       "      <td>0.019802</td>\n",
       "      <td>0.014851</td>\n",
       "      <td>0.017327</td>\n",
       "      <td>0.009901</td>\n",
       "      <td>0.007426</td>\n",
       "      <td>0.004950</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2102</td>\n",
       "      <td>Niche12</td>\n",
       "      <td>0.102953</td>\n",
       "      <td>0.368217</td>\n",
       "      <td>0.399225</td>\n",
       "      <td>0.031008</td>\n",
       "      <td>0.019380</td>\n",
       "      <td>0.034884</td>\n",
       "      <td>0.089147</td>\n",
       "      <td>0.011628</td>\n",
       "      <td>0.003876</td>\n",
       "      <td>0.027132</td>\n",
       "      <td>0.011628</td>\n",
       "      <td>0.003876</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2102</td>\n",
       "      <td>Niche11</td>\n",
       "      <td>0.090583</td>\n",
       "      <td>0.022026</td>\n",
       "      <td>0.242291</td>\n",
       "      <td>0.008811</td>\n",
       "      <td>0.013216</td>\n",
       "      <td>0.022026</td>\n",
       "      <td>0.621145</td>\n",
       "      <td>0.008811</td>\n",
       "      <td>0.039648</td>\n",
       "      <td>0.013216</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.004405</td>\n",
       "      <td>0.004405</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   tile  scNiche  Niche_ratio  Hep_PC_ratio  Hep_MT_ratio  Hep_Mup10_ratio  \\\n",
       "0  2102   Niche0     0.251397      0.753968      0.109524         0.039683   \n",
       "1  2102   Niche1     0.227055      0.001757      0.107206         0.024605   \n",
       "2  2102   Niche3     0.161213      0.539604      0.274752         0.032178   \n",
       "3  2102  Niche12     0.102953      0.368217      0.399225         0.031008   \n",
       "4  2102  Niche11     0.090583      0.022026      0.242291         0.008811   \n",
       "\n",
       "   ENDO_ratio  Hep_Eef1a1_ratio  Hep_PP_ratio  HSC-N_ratio  Hep_Gstp_ratio  \\\n",
       "0    0.022222          0.015873      0.012698     0.011111        0.011111   \n",
       "1    0.014060          0.026362      0.755712     0.012302        0.031634   \n",
       "2    0.022277          0.034653      0.022277     0.019802        0.014851   \n",
       "3    0.019380          0.034884      0.089147     0.011628        0.003876   \n",
       "4    0.013216          0.022026      0.621145     0.008811        0.039648   \n",
       "\n",
       "   Macrophage_Kupffer_ratio  Hep_Nuc_ratio  Hep_Injured_ratio  RBC_ratio  \\\n",
       "0                  0.009524       0.009524           0.003175   0.001587   \n",
       "1                  0.014060       0.001757           0.010545        NaN   \n",
       "2                  0.017327       0.009901           0.007426   0.004950   \n",
       "3                  0.027132       0.011628           0.003876        NaN   \n",
       "4                  0.013216            NaN           0.004405   0.004405   \n",
       "\n",
       "   HSC-A_ratio  Macrophage_Inflamed_ratio  HPC_ratio  \n",
       "0          NaN                        NaN        NaN  \n",
       "1          NaN                        NaN        NaN  \n",
       "2          NaN                        NaN        NaN  \n",
       "3          NaN                        NaN        NaN  \n",
       "4          NaN                        NaN        NaN  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "library_key = 'tile'\n",
    "niche_key = 'scNiche'\n",
    "celltype_key = 'celltype'\n",
    "\n",
    "sn.al.calculate_composition_multi(adata2, library_key=library_key, niche_key=niche_key, celltype_key=celltype_key, cutoff=0.05)\n",
    "adata2.uns[\"composition_multi\"].head()"
   ]
  },
  {
   "cell_type": "markdown",
   "source": [
    "We can visualize the proportion of any cell populations for each niche within each sample by the `multi_boxplot` function of `scniche`.\n",
    "For example, we found that the proportion of periportal hepatocytes (Hep_PP) and pericentral hepatocytes (Hep_PC) showed a monotonous increase or decrease in 7 niches."
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "1b7fdb3e-d485-4380-a53c-ce7e056a13ec",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-06-21T11:26:17.533636Z",
     "iopub.status.busy": "2024-06-21T11:26:17.533447Z",
     "iopub.status.idle": "2024-06-21T11:26:17.866514Z",
     "shell.execute_reply": "2024-06-21T11:26:17.865893Z",
     "shell.execute_reply.started": "2024-06-21T11:26:17.533619Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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ciZMnT+LYsWNYsGBBla8RFxcHT09PDBo0CHv37sX58+eRmpqKSZMmGSbTTJ48GTt27MDixYtx6tQpvP/++zh8+DAmTJhQ6/dYVXz03ITZBQ2C45h0lKV9BrEkF5ckbRG7YiW2vdyw60ARETUVolaD8h1fQcz6+38lAiRBwZCG/x8EidSqsTVWHh4ekMlkKC0tbbBrymQyeHh41Oocs2fPRlJSksX6fv36YdOmTZgzZw7mz58PFxcX9OnTp8rnd3R0xJ49e5CQkIAhQ4agqKgIvr6+CA8Ph4uLCwCgV69e2LhxI6ZPn4533nkHgYGB2LJlS4OtoQgAgiiKYoNdrREoLCyEq6srCgoKDP8QzYFYehMZB77B868m4NNvdnNhbSKiGij/5Xvoj/1qUi4Ni4S0a18rRNSwanoPbQpb+DVX7FFsBrR750B7IBGtykvx80hAdXAM9K03QeLW2tqhERE1are2Q73lwRNHYK7fUJV2EOfs3LgVqgV+fn5M3GwUxyg2ceWnNkO7ZwZQfrvL3zHvd6hWPoDSpKehL8iyYnRERI3bre1QIyIi8EREBMQyrdl213MvISIiwiipJGoK+Oi5ibDUre/z62twurbf4nFapwBk9/sWEEy/I7Prnoiauzt7FF2uZKLV379CMNPu5n1tkdsutMn3KDbVeyhZZvVHzytXrsTChQuRm5uL4OBgrFixwmQLnDvl5+fj3XffxebNm3Hjxg20bt0ay5YtQ3R0dANG3bjk5OSgV1hPlKo1JnXfxuajy32Wj3UoycS8Vx7Hz+cdTOoUchkOHDzEZJGImi1HR0cEBwdD1JWj7PCP5hvJHeEV9Sy8nZwbNjiiBmDVRDEpKQlTpkzBqlWr0KNHDyxbtgyRkZE4ffo0vLy8TNprtVo88cQT8PLywjfffANfX19cuHDBZJPu5iYvLw+lag2mD3BAa3fj0QRuSgWAyhfYfrOfBM91lxuVXbipxwe7NMjLy2OiSETNnnjjKlBaYrZO8PKFwCSRmiirJopLlizBmDFjMGrUKADAqlWrsG3bNnz++ed4++23Tdp//vnnuHHjBg4cOGBY7TwgIKAhQ27UWrtL8KCXcaIowBVaUQ0HoczicW5KGRyVHK5KRGRpGI+dRoV2gPnHzpoyXE5Pt3hODuMhW2a1RFGr1eLIkSNGG2hLJBJERERYXAn9hx9+QFhYGF577TV8//33aNmyJYYPH46EhARIpebXr9JoNNBobj+SLSwsrNs30siJkOCK3htOQhFchSJIBeOFSFWiAlrIrBQdEVHjUTGMJwylarXZ+i+HR6F/oPGOV3pRxIh5y3Ek56rF8yrkchw4eJDJItkkqyWK169fh06ng7e3t1G5t7c3Tp06ZfaYc+fO4eeff0ZcXBy2b9+OM2fOYPz48SgrK8PMmTPNHpOYmIhZs2bVefy2Q4SzUATn/yWJ5aIEIiTQQwKV6IgikY9LiIiAW8N41Fgw7Cm08TJerLmdox08HSqevIiiCEEQUKYXkVlajreHRFk857mreUj4ehuH8ZDNsvpklurQ6/Xw8vLC6tWrIZVK0bVrV1y8eBELFy60mChOmzYNU6ZMMbwuLCyEv7/5PZCbIlehAK6S272odoIeoqhHgeiCYlEJ8w9SiIiarzZeHnjY93YnhlJdBDu9zvBaECo+N7UyR7RUytCywSO0PVxw23ZZLVH09PSEVCrFlStXjMqvXLkCHx8fs8fcd999sLe3N3rM3L59e+Tm5kKr1cLBwXTmrkwmg0zWPB6tXrhh/FhZAhF9vE0nsggC4CYUQqkvwp83PXBDKzdpc/e5iIiaIztdmVGSeCdZuRZl9s3j/lIbla3MUV/qY9WOdevWIT4+Hvn5+VVqHxAQgPj4eMTHx9dZDNZgtUTRwcEBXbt2RUpKCgYPHgygoscwJSXF4mbXjz76KDZu3Ai9Xg+JpOIRwN9//4377rvPbJLY3Hzwk/FCsD5KHQ6+bHmZTDuJiDZOeYj7qgXU5exZJCICKh4X3/KAwg5Kufkx8KKuHCcuXjFbZ+5czVVlK3PUh5qs2jFy5EisX78eiYmJRpNpt2zZgpiYGIiiiNjY2AZfim/z5s2YN28ezpw5g7KyMgQGBuKNN97ACy+80GAxWPXR85QpU/Diiy8iNDQU3bt3x7Jly1BSUmKYBT1ixAj4+voiMTERADBu3Dh8/PHHmDx5MiZOnIiMjAzMmzcPkyZNsubbaDSmP+GA1i1u/xIKEKHWFUAutdw76CYX8fVw4JrmruVxbuhNEk8iouYg4etthj/PHNATr4R1NNvucNZlDF2/zWwdmTK3MkdjIpfLsWDBAowdOxbu7u4m9QqFAgqFokFjatGiBd5991089NBDcHBwwI8//ohRo0bBy8sLkZGRDRKDVRPF2NhYXLt2DTNmzEBubi5CQkKwY8cOwwSXrKwsQ88hAPj7+2Pnzp14/fXX0alTJ/j6+mLy5MlISEiw1ltoVFq3uPuXUES5oABgfu2vW3zdAHex8f7yEhE1pDsnszhJzT9tEUURCndPbJo0otJz3ZrMQo1fREQEzpw5g8TERHz44Ycm9eYePW/duhWzZ8/GsWPHoFQq0bt3b3z33XeGepVKhdGjR2PTpk1wd3fH9OnT8corrxjqs7Oz8cYbb2DXrl2QSCTo3bs3li9fblj6r1+/fkYxTJ48GevXr8e+ffuaR6IIABMmTLD4qDk1NdWkLCwsDIcOHarnqGyfFOXwklyFvVBeaTu9KKBUbNhvSEREjdndk1lKy9SQl6kNU/9EACUyJwTcxyFPTYlUKsW8efMwfPhwTJo06Z6Prbdt24aYmBi8++67+OKLL6DVarF9+3ajNosXL8acOXPwzjvv4JtvvsG4cePQt29fBAUFoaysDJGRkQgLC8PevXthZ2eHDz74AFFRUfjzzz9NhtSJooiff/4Zp0+fxoIFC+r8/Vti9USR6oebkH/PJFEUgRtiC4hgbyIRkSUaezm0dg6w05VDotdBFCQQBX5uNkUxMTEICQnBzJkz8dlnn1Xadu7cuRg2bJjREnzBwcFGbaKjozF+/HgAQEJCApYuXYrdu3cjKCgISUlJ0Ov1WLNmjWEm/dq1a+Hm5obU1FQMGDAAAFBQUABfX19oNBpIpVL885//xBNPPFGXb7tSTBSbkAs3b49FfNxHZbFdabkUl0odcUnlBI3eDoDpGMY7z0VE1JyYm4AiARCktIe7/e0E8WaZHqeLy8x8glZ+LmrcFixYgP79+2Pq1KmVtktLS8OYMWMqbdOpUyfDnwVBgI+PD65erVicPT09HWfOnIGzs/F6xmq1GmfPnjW8dnZ2RlpaGoqLi5GSkoIpU6agTZs2Jo+l6wsTxSbAw8MDCrkMH+y6vfTAsfEClA7mZzwr7HTIuq7G6O9lACz3OirkMnh4eFisJyJqSio+S+VmxxTOGNADPcM6GZW520uQdvI05vz0a6XnVcjl/Cy1IX369EFkZCSmTZuGkSNHWmxXlYktt7YbvkUQBOj1FV8tiouL0bVrV2zYsMHkuJYtb6/OKZFI0K5dOwBASEgITp48icTERCaKVHV+fn44cPCQ0WKm+vRZQPZ3Fo/p90A5dv/4NXRyT4ttuGApETUnFZ+lB80uDB146HugzHRrv5f7dkffhLmVnpefpbZn/vz5CAkJQVBQkMU2nTp1QkpKimGllurq0qULkpKS4OXlBRcXlyofp9frjbYmrm9MFJsIPz8/ow8i8cE1KP36IvSXfjPbXoCIh9v5Q+LxYEOFSETU6N39WXqL9rfvzba3k5iOSyPzGmpIU11cp2PHjoiLi8NHH31ksc3MmTMRHh6Otm3bYtiwYSgvL8f27durvBJLXFwcFi5ciEGDBmH27Nnw8/PDhQsXsHnzZrz11lvw8/NDYmIiQkND0bZtW2g0Gmzfvh1ffvklPvnkk1q/x6piothECYoWUIw8BM1/X0X50dWm9U4+EFoEWiEyIiLbI3ngYehP/WG2nCpnbnhUfauLoVOzZ89GUlKSxfp+/fph06ZNmDNnDubPnw8XFxf06dOnyud3dHTEnj17kJCQgCFDhqCoqAi+vr4IDw839DCWlJRg/PjxyMnJgUKhwEMPPYR///vfiI2NrdV7qw5BFEXLW3c0QYWFhXB1dUVBQUG1unptlagtRsmK+wH1TeMKQQLFqN8hva+LdQIjIrIhYnEhyr77FCi4/VhaK1fCadgECMqmfy+5pab3UO71bLvYo9hEqVQqZGRkQKq+htbqfJgsGSvqcSV5Lq51mmEoCgwMhKOjY4PGSURkCwSlC+yfmwR9xjFcOf0XPvh4FV79cAU6NaMksTYsPdKnxo+JYhOVkZGBiIgIPNKyHD/Gme80PvzLVrw0ZY/hdXJyMsfaEBFZINjZQ9q+C65ppdiUnoGxUt5Cqenj//ImKjAwEMnJyRB0auiSIyEtKzBpExw1FskTXzY6hoiIiOgWJopNlKOjo6F3UKufC+1O420SBfe2uP+pWWitaGGN8IiIiMgGMFFsBhxCX4PEvS3K/vgXxJIrkAb0h0O3yRCYJBIREVElmCg2E3Zto2DXNsraYRAREZENYaJIRERUBWKZFvrMU3DNPQcfZ64QQc0DE0UiIqJ70F88j/Lt/wY0pWgF4NDk53Aj5xTAlSKoiWOiSEREVAlRV47ynV8BmlJDmb1UAu/z6dBffQwSL18rRmcbuOC27WKiSEREZIFKpcKlX/fgflWx2forB1Jw9YHbvYrcuMBUTk4OwsLCoFarG+yacrkcBw8erNNkcd26dYiPj0d+fn6V2gcEBCA+Ph7x8fF1FoM1MFEkIiKbVnAmGzdPZkLh5Q6v0IchSCV1du6MjAzMf/ddrB8eabZ+8zeb8P7ONwyvuXGBqby8PKjVaoQ+8gycHT3r/XpFqus4fPwH5OXlVTlRHDlyJNavX4/ExES8/fbbhvItW7YgJiYGoigiNjYW0dHR9RW2WcePH8eMGTNw5MgRXLhwAUuXLjVJPBMTE7F582acOnUKCoUCvXr1woIFCxAUFFQnMTBRJCIim6TX6XA0cT0u/3LUUKb090aP+eOh8Kqb5b8CAwMx7ePV0P36A6S6MpP6J16ZhMfe/MCoPZnn7OgJNxcfa4dhkVwux4IFCzB27Fi4u7ub1CsUCigUigaNSaVSoU2bNhg6dChef/11s21++eUXvPbaa+jWrRvKy8vxzjvvYMCAAThx4gScnJxqHUPdfe0iIiJqQBe27jNKEgGgOPsKji1PqrNrODo6olOXrpA9MRSQSI3qJMG98GCfJxAcHGz44WNn2xUREQEfHx8kJiaarV+3bh3c3NyMyrZu3Ypu3bpBLpfD09MTMTExRvUqlQqjR4+Gs7Mz7r//fqxevdqoPjs7G88++yzc3NzQokULDBo0CJmZmYb6bt26YeHChRg2bBhkMpnZuHbs2IGRI0fikUceQXBwMNatW4esrCwcOXKk+n8JZjBRJCIim6JSqZCeno6MH/eYrb/6+0kcPfQb0tPTDT8qlapW15S06wD7EVMhffRJSLuHw+7Z12DX++lanZMaF6lUinnz5mHFihXIycm5Z/tt27YhJiYG0dHROHr0KFJSUtC9e3ejNosXL0ZoaCiOHj2K8ePHY9y4cTh9+jQAoKysDJGRkXB2dsbevXuxf/9+KJVKREVFQavV1vh9FBRUbNnbokXd9Krz0TMREdmUjIwMREREYHrgE2jr5GHaQBQRMzgGJbrbN9u6GDsoKF0h7dy7Vuegxi0mJgYhISGYOXMmPvvss0rbzp07F8OGDcOsWbMMZXf/H4uOjsb48eMBAAkJCVi6dCl2796NoKAgJCUlQa/XY82aNRAEAQCwdu1auLm5ITU1FQMGDKh2/Hq9HvHx8Xj00UfRoUOHah9vDhNFIiKyKYGBgUhOTkbhz+ko2P67Sb2ulSu+X7Td5BiiqliwYAH69++PqVOnVtouLS0NY8aMqbRNp06dDH8WBAE+Pj64evUqACA9PR1nzpyBs7Oz0TFqtRpnz56tUeyvvfYa/vrrL+zbt69Gx5vDRJGIiGyKo6MjgoODoXuoPX67lI+8tAxD3c2yUrSP+z/OPKYa69OnDyIjIzFt2jSMHDnSYruqTGyxt7c3ei0IAvR6PQCguLgYXbt2xYYNG0yOa9myZfWCBjBhwgT8+OOP2LNnT50uC8REkYiIbJJU5oCeH07EtcOnkH8qE9c1xRj77kRs955o7dDIxs2fPx8hISGVLjHTqVMnpKSkYNSoUTW6RpcuXZCUlAQvLy+4uLjUNFSIooiJEyfiu+++Q2pqKh544IEan8scJopERGSzBEGAV7f28OrWHqXp6dDqddYOiSwoUl23met07NgRcXFx+Oijjyy2mTlzJsLDw9G2bVsMGzYM5eXl2L59OxISEqp0jbi4OCxcuBCDBg3C7Nmz4efnhwsXLmDz5s1466234OfnB61WixMnTgAAtFotLl68iLS0NCiVSrRr1w5AxePmjRs34vvvv4ezszNyc3MBAK6urnWynA8TRSIiIqo3Hh4ekMvlOHz8hwa7plwuh4eHmYlO1TB79mwkJVleaqlfv37YtGkT5syZg/nz58PFxQV9+vSp8vkdHR2xZ88eJCQkYMiQISgqKoKvry/Cw8MNPYyXLl1C586dDccsWrQIixYtQt++fZGamgoA+OSTTwzx3Gnt2rWVPjqvKkEURbEmB545cwZnz55Fnz59oFAoIIqiYdZOY1ZYWAhXV1cUFBTUqquXiIgal9+3/4w3XpuI5Unr0bl7qLXDaZJqeg/lXs+2q9qJYl5eHmJjY/Hzzz9DEARkZGSgTZs2GD16NNzd3bF48eL6irVOMFEkImpaSq/ewOHZn6HgdBYAQJDbo8Or/4fWTz1q5ciaHt5Dm59qL7j9+uuvw87ODllZWUYr0MfGxmLHjh11GhwREdG9HPlgrSFJBABRXYZjy5Nw82Sm9YIiaiKqPUZx165d2Llzp0mXbmBgIC5cuFBngZHtKi5S4/f951BaooGTixxymT3atfeBR0ultUMjoiam6EIu8s0lhKKI7J2H4N4+oKFDImpSqp0olpSUmN3L8saNGxb3IaTm43haNlYk7oRGXW5ULpEIiBocjKEv9rRSZETUFJUVW96ar6yodtv2EVENHj337t0bX3zxheH1rcUjP/zwQzz++ON1GhzZlvJyHT5dttskSQQAvV7E9s1p+OPQeStERkRNlWugPxxczT+taNmtfQNHQ9T0VLtH8cMPP0R4eDgOHz4MrVaLt956C8ePH8eNGzewf//++oiRGjmVSoWMjAxknytAwc3Kv8H/9/vf8VAnb7O90kRE1SV1sEf7Vwbjz8UbIf5vxwsAaNGxLXz7c+YzUW1Vu0exQ4cO+Pvvv/HYY49h0KBBKCkpwZAhQ3D06FG0bdu2PmKkRi4jIwMRERGYOvWNe7Y9sP8QMjIy7tmOiOhe9OU6nPjXdzi+8hujJBEACs9fwo0/z1gpMqKmo8brKNoqTu2ve7d6FPU6ESvn/gpdueX/Uv0HPoD/G96bPYpEVGWW1uC7uXk/ig+ctHicILdHq+nPQSJ3MKnjOns1w3to81PtR8979uyptL46q5KT7als0dSCm+pKk0QPLwUe7uxltkeRH9pEZE5OTg56hYWhVK02KldI7LGswyA4SCzfxkR1GWa+MA4Hb5quyKGQy3Hg4EF+7jQQLrhtu6qdKN69RQwAox1ZdDrus9lU5eTkICwsDOq7PrBv8XILRPeHR1g8/szZDERFTTVbJ5fLcZAf2kR0l7y8PJSq1Xgh6FF4O97uwXIQJXCowi3s6dbBeDTgYaOyK6pCfHl6P/Ly8viZ0wBycnLQq2dPlGo0DXZNhUyGA4cO1em/77p16xAfH4/8/PwqtQ8ICEB8fDzi4+PrLAZrqHaiePPmTaPXZWVlOHr0KN577z3MnTu3zgKjxicvLw9qtRqhjzwDZ0dPk3oB0kq3cnRV+uDxbqNNyotU13H4+A/80CYii7wdXeDvfMfevaIIfbEOkkoGT4kAnJXOUEoa//ayTVleXh5KNRq8IGkFH8F0GEBdyxW1+FJzqVr3lJEjR2L9+vVITEzE22+/bSjfsmULYmJiIIoiYmNjER0dXV9hm7Vu3TqMGjXKqEwmk1nssKkP1U4UXV1dTcqeeOIJODg4YMqUKThy5EidBEaNl7OjJ9xcfMzWlWl0gN78fyupVICbo/njiIiqRRCgkUmgUOstNtHIJBCZJDYaPoID/AWFtcOwSC6XY8GCBRg7dizc3d1N6hUKBRSKho/fxcUFp0+fNry21BlTX6o969kSb29vozdCzY+uzA7QSy3UipDalzVoPETUtJU5SKBSSFAuFaCTAGVSQGMvQOMgoNhJCq2szm5x1AxERETAx8cHiYmJZuvXrVsHNzc3o7KtW7eiW7dukMvl8PT0RExMjFG9SqXC6NGj4ezsjPvvvx+rV682qs/Ozsazzz4LNzc3tGjRAoMGDUJmZqZRG0EQ4OPjY/jx9vau9Xutjmr/Fv35559GP+np6dixYwdeffVVhISE1CiIlStXIiAgAHK5HD169MBvv/1WpeO+/vprCIKAwYMH1+i6VHf0Ogn05fYA7v6mI0KQlsNOpoFQ2TMiIqIaKLeXQOUkRYnSDqVOdtAopNDIpdBL2ZNI1SOVSjFv3jysWLECOTk592y/bds2xMTEIDo6GkePHkVKSgq6d+9u1Gbx4sUIDQ3F0aNHMX78eIwbN87QqVZWVobIyEg4Oztj79692L9/P5RKJaKioqDVag3nKC4uRuvWreHv749Bgwbh+PHjdfvG76Haj55DQkIgCALuXlWnZ8+e+Pzzz6sdQFJSEqZMmYJVq1ahR48eWLZsGSIjI3H69Gl4eXlZPC4zMxNTp05F7969q31Nqp2ikusmZQ5ST9hLzG3hKECjLUKZOr9a5yMiutMVVUGjPBc1LTExMQgJCcHMmTPx2WefVdp27ty5GDZsGGbNmmUoCw4ONmoTHR2N8ePHAwASEhKwdOlS7N69G0FBQUhKSoJer8eaNWsMj5PXrl0LNzc3pKamYsCAAQgKCsLnn3+OTp06oaCgAIsWLUKvXr1w/PjxBhvTX+1E8fx54y3YJBIJWrZsCblcXqMAlixZgjFjxhgGa65atQrbtm3D559/bjSg9E46nQ5xcXGYNWsW9u7dW+UZSFQ3Dp/4waSsc+BQ+LbsZLa9g9Qdl66exl/nt9V3aETURH15+oC1Q6BmYsGCBejfvz+mTjW/SsctaWlpGDNmTKVtOnW6fV+89Qj56tWrAID09HScOXMGzs7ORseo1WqcPXsWABAWFoawsDBDXa9evdC+fXv861//wpw5c6r1vmqq2oli69at6+ziWq0WR44cwbRp0wxlEokEEREROHjwoMXjZs+eDS8vL7z00kvYu3dvpdfQaDTQ3DElv7CwsPaBN3OhDz8DZyfjWc9SwanSY1r79ICXZyuIMF0+qajkutnkk4jolheCesHb0XQyZU1cURUw8SSL+vTpg8jISEybNg0jR4602K4qE1vs7e2NXguCAP3/dhEqLi5G165dsWHDBpPjWrZsafF8nTt3xpkzDbfrUJUSxY8++qjKJ5w0aVKV216/fh06nc5kYKa3tzdOnTpl9ph9+/bhs88+Q1paWpWukZiYaNQtTLXn7GQ661kUAV1ZOUSd+f9SgiDA2ckbEqnlGYpERJZ4O7oaL49zB2m5Hnb/W+y/zF7C8YlUa/Pnz0dISAiCgoIstunUqRNSUlJMlq+pqi5duiApKQleXl5V3uVGp9Ph2LFjDbpMT5USxaVLl1bpZIIgVCtRrK6ioiK88MIL+PTTT+HpabqOnznTpk3DlClTDK8LCwvh7+9fXyE2W4IA2DmUoVwDiBaWxxH1EoCJIhHVIXmpDg5lt8fMO2h10MgknPHcCOWK2ns3aiTX6dixI+Li4irtKJs5cybCw8PRtm1bDBs2DOXl5di+fTsSEhKqdI24uDgsXLgQgwYNwuzZs+Hn54cLFy5g8+bNeOutt+Dn54fZs2ejZ8+eaNeuHfLz87Fw4UJcuHABL7/8cq3fY1VVKVG8e1xiXfH09IRUKsWVK1eMyq9cuQIfH9P19s6ePYvMzEwMHDjQUHarC9fOzg6nT59G27ZtjY6RyWSQycxNsqCaKlJZnnwiQAqFnb/ZdZ7KtHoUleZW63xERJZIy0WjJBGoWHdBptGjzF7gGoqNhIeHBxQyGb7UXGqwaypkMnh4mO+BrqrZs2cjKSnJYn2/fv2wadMmzJkzB/Pnz4eLi0u1tjF2dHTEnj17kJCQgCFDhqCoqAi+vr4IDw839DDevHkTY8aMQW5uLtzd3dG1a1ccOHAADz/88D3OXncE8e7pyw2sR48e6N69O1asWAGgIvG7//77MWHCBJPJLGq12uS5/PTp01FUVITly5fjwQcfhIND5au+c0PzmrvXFn4AIECCp3qZf9RfqslHypHFZuu4hR8RmZOeno6IiAhM7fykyaNnmVoHmdb8LaxULkGZg/lexeyiPCw6+l8kJyebzFKlytX0Hsq9nm1XtSezABX/4D/88AOysrKM1voBKmYxV8eUKVPw4osvIjQ0FN27d8eyZctQUlJieOY/YsQI+Pr6IjExEXK5HB06dDA6/tbil3eXU93z8/PDwYMHzf6yi3oRZ0/fRNbZfJw7dRPFhaZd/126t8O0Bclmz81faiKqLlEQULFRnym7cj0EEexZbCT8/Pz4GW+jqp0opqSk4JlnnkGbNm1w6tQpdOjQAZmZmRBFEV26dKl2ALGxsbh27RpmzJiB3NxchISEYMeOHYYJLllZWZBIONaksTD3y67T6fFx4k6k/X7B4nFKFzlGvBoBn1Zu9RwhETULogiIIkSYLvMPAPblgH25HjINoK6kd5GIKlftRHHatGmYOnUqZs2aBWdnZ3z77bfw8vJCXFwcoqKiahTEhAkTMGHCBLN1qamplR67bt26Gl2T6s7v+8+aTRJ1Oi0CAluiY8gDCH+qA1p4Kq0QHRE1NYJehFOJDlXZ7EkAIFdXjFlEA++RS9QUVDtRPHnyJL766quKg+3sUFpaCqVSidmzZ2PQoEEYN25cnQdJjVv64Syz5VKpA3r280P0oJ4NHBERNTVXVLfXwL1PlEMC00mKZdDD3szOtAKA/KJCFAnlJuciospVO1F0cnIyjEu87777cPbsWTzyyCMAKtZFpOZHLre3WGcvkzZgJETU1Hh4eEAhl+PL0/sNZQsfHgg4mCaKdqJg/jk0gG/PHcafhZcNrxVyea1nxRI1B9VOFHv27Il9+/ahffv2iI6OxhtvvIFjx45h8+bN6NmTPUfNUa/HH0TqzhMm5YUlufC6L8zMEUREVePn54cDd02iuzDvK+BGiUlbjb4cDhI7SO56xFxQVopx86Yj8KHbiydzAh1R1VQ7UVyyZAmKi4sBALNmzUJxcTGSkpIQGBhY7RnP1DQEtvfBcy/3wrdf/AattuLRjrunHLv/SAIQY93giMjm3T2JTj7kCjLWbDVp59k3BPbebsj//hDE8ortQiVOcgSOfBodBvSGo6Njg8VM1FRUO1GcN28enn/+eQAVj6FXrVpV50GR7RkwsBN69XsQf5+4DKVSDlXZFXz5A4ciEFHde3BoBLRX85G1bT9EnR4QBNz3WDBC3noBUrkDtMMH4trhk5DKHdAytD2kDpaHxxBR5aqdKF67dg1RUVFo2bIlhg0bhueff54LlhIAQOksR5ceDwAA0tOvWjkaImqqBIkEHSc+i8DnIlGUeQmOrTzh1Kqlod7BxQm+/UOtGCHdrSksuL1u3TrEx8cjPz+/Su0DAgIQHx+P+Pj4Oo2joVU7Ufz+++9x8+ZNbNq0CRs3bsSSJUvw0EMPIS4uDsOHD0dAQEA9hElERGRM7ukKuaertcOge8jJyUGvsDCUVrKrV11TyOU4UI3dvkaOHIn169cjMTHRaFe4LVu2ICYmBqIoIjY2FtHR0fUVslnHjx/HjBkzcOTIEVy4cAFLly6tNPGcP38+pk2bhsmTJ2PZsmV1EkONdmZxd3fHK6+8gldeeQU5OTn46quv8Pnnn2PGjBkoLy+vk8CIiIjI9uXl5aFUrcYLQY/C27H+t869oirEl6f3Iy8vr1q9inK5HAsWLMDYsWPh7u5uUq9QKKBQKOoy1HtSqVRo06YNhg4ditdff73Str///jv+9a9/oVOnTnUaQ62Wqi8rK8Phw4fx66+/IjMz07CbClHBTTV8PYORfa4AVt5OnIiIGgFvRxf4O3vU+09Nk9GIiAj4+PggMTHRbP26desM2wbfsnXrVnTr1g1yuRyenp6IiTGewKlSqTB69Gg4Ozvj/vvvx+rVq43qs7Oz8eyzz8LNzQ0tWrTAoEGDkJmZaajv1q0bFi5ciGHDhkEmM10S6pbi4mLExcXh008/NZvk1kaNEsXdu3djzJgx8Pb2xsiRI+Hi4oIff/wROTk5dRoc2aYNn+7DumVH0fnBf+DbdSfw3qT/4PrVImuHRUREZJFUKsW8efOwYsWKKuUz27ZtQ0xMDKKjo3H06FGkpKSge/fuRm0WL16M0NBQHD16FOPHj8e4ceNw+vRpABWdbZGRkXB2dsbevXuxf/9+KJVKREVFGdarrqrXXnsNTz31FCIiIqp1XFVU+9Gzr68vbty4gaioKKxevRoDBw6sNMul5uXgLxlI/vEvo7KLWTexdkUq3pwz0DpBEVGDE0UR6sxLkCod4dCybns4iOpLTEwMQkJCMHPmTHz22WeVtp07dy6GDRuGWbNmGcruntwbHR2N8ePHAwASEhKwdOlS7N69G0FBQUhKSoJer8eaNWsg/G/tz7Vr18LNzQ2pqakYMGBAlWL++uuv8ccff+D333+vzlutsmoniu+//z6GDh1q0v1KzZdKpUJGRgYAYNfWk2bbnPjzIg7s+x1Ozg4IDAys9Xpmol6P3HVbceWrndBry+A5qC98xw+FVM4vLUTWduOnQ8iY+CFUpy8AEgk8B/ZG0Jr34ODJhJEavwULFqB///6YOnVqpe3S0tIwZsyYStvcOV5QEAT4+Pjg6tWKVUHS09Nx5swZODs7Gx2jVqtx9uzZKsWanZ2NyZMn46effoJcLq/SMdVV7UTxXn8p1PxkZGQYurt7PjIKnq5tzLYbNmw4SjX5SE5OrvWSSqdf+QCXP/ve8Lpgzx+4sX0/gnethCCp1dBbIqqF0rPZOPbMFOjVmooCvR7Xv/8F5QXF6Lx7deUHEzUCffr0QWRkJKZNm4aRI0dabFeViS329sZreAqCAL1eD6BiXGHXrl2xYcMGk+NatmxpUmbOkSNHcPXqVXTp0sVQptPpsGfPHnz88cfQaDSQSmu3lW6NZj0T3SkwMBDJyckAgD8OXMaeHZkmbTy9HbF12zeG9rVRcuq8UZJ4y82U33BjxwF4RD9Wq/MTUc2oVCqkz/v0dpJ4h/zUIzjy7TbYtbs9C7Uuni4Q1Yf58+cjJCQEQUFBFtt06tQJKSkpGDVqVI2u0aVLFyQlJcHLywsuLjWbgBMeHo5jx44ZlY0aNQoPPfQQEhISap0kAkwUqQ44Ojoaeggfbv8Irl7cjlPHLhnqFU4OGDtlANo95FOr69x6xK3Zstdim78374Kj7+1ufN6IiBpORkYGdm5IQl8ozda/NfpV/Olwey29uni6QFQfOnbsiLi4OHz00UcW28ycORPh4eFo27Ythg0bhvLycmzfvh0JCQlVukZcXBwWLlyIQYMGYfbs2fDz88OFCxewefNmvPXWW/Dz84NWq8WJEycAAFqtFhcvXkRaWhqUSiXatWsHZ2dndOjQwei8Tk5O8PDwMCmvKSaKVKfsHezw5qynkX44C3+fuAy3Fo4I6/cgXFxrv/bUrUfcwVo53oWX2TYff/0ldn3/ieE1b0REDScwMBBPvvUaVHPWm9SJABZ+vR7SVh5G7an5uKIqtKnrzJ49G0lJSRbr+/Xrh02bNmHOnDmYP38+XFxc0KdPnyqf39HREXv27EFCQgKGDBmCoqIi+Pr6Ijw83NDDeOnSJXTu3NlwzKJFi7Bo0SL07dsXqampNX5v1SGIzWyRu8LCQri6uqKgoKDGXb1kHbd6FEW9HgX/9x705y8b1eudFWixbSEkLrd7ENmjSNSwyvILsM+9v9m61jPHoM37rzZwRFSXanIPtYWdWcgy9iiSzbjzEbd696c49fIc3Ez5DRBFnLHToMunM9G5d5iVoyRqHizt3av+JtXiMdlrf0BRTOW/o/WxRy9Zl5+fHw4cPGjzez03V+xRJJumvXoDx9P+xIC4oXzMTNRAcnJy0KtnT5RqTCetRJUqMbqkhdnjSqDH2+65uCK1vNWrQibDgUOHeJNvpHgPbX7Yo0g2zcGrBSTeXJuNqCHl5eWhVKPBC5JW8BEcjOocFCLEEhGCmeOcIMGS/FY44SFAKzVtkStq8aXmUrX36CWi+sNEkYiIasRHcIC/cNdENTtA5aiBk8p8r6G9CLRTSVHkwsXxiWwBVyYmIqI6VeQiQ76Lg8V6+zJ9A0ZDRLXBRJGIiOqcRm4HvbnnzwB0Zh47E1HjxESRbFr+vqMomroS82/6oGT2OqgysqwdEhEBECUCShWmo5tEACpHe9MDiKhR4hhFslnXtuzGX//3FqDXow0coNm8B0d+PoouB9fC6aEHrB0eUZN3RTSd9WxEKcIPQMtSwE4ESqVAjlJAvr22ImOs7vmIqMExUSSbUl5UgouffIMbOw6g6PAJQG881qk8vwhZiWvRfv1sK0VI1Hx8ob98zzYtZVKEi0p46KX4y16DA3YlKNM1QHBEVCeYKJLN0JWqkfb4WBQdOVlpu4JDfzVQRETN2wjJffAWLM9edtGICMwXDWOc+mqUeFHtgdPuAvQS03GKV0RNlZJPsj2WFmivL/Wx4Pa6desQHx+P/Pz8KrUPCAhAfHw84uPj6zSOhsZEkRqtuz9Y1N/+AtU9kkQAKHN3RHp6utk6rtZPVHe8BZnp8ji3iCI8i0pNBsIry4FAtR1UTpZnRVPTYgtb+I0cORLr169HYmIi3n77bUP5li1bEBMTA1EUERsbi+jo6PoK2azjx49jxowZOHLkCC5cuIClS5eaJJ579uzBwoULceTIEVy+fBnfffcdBg8eXGcxMFGkRsnczg+vFXmgL5zueezcE3twJGKn2Tru+kDUMKQ6EXY68xt/yTQ6qO79q0xNRF5eHkrVaiwY9hTaeHnU+/XOXc1Dwtfbqr1wu1wux4IFCzB27Fi4u5tu5KBQKKBQWPhiVE9UKhXatGmDoUOH4vXXXzfbpqSkBMHBwRg9ejSGDBlS5zEwUaRGydzOD37Sytde00qAi0oB/RXe6G+mnrs+EDUcURAgAmZ3aBEFLo/THLXx8sDDvt7WDsOiiIgInDlzBomJifjwww9N6s09et66dStmz56NY8eOQalUonfv3vjuu+8M9SqVCqNHj8amTZvg7u6O6dOn45VXXjHUZ2dn44033sCuXbsgkUjQu3dvLF++HAEBAQCAbt26oVu3bgBg1NN5pyeffBJPPvlkHfwNmMflcahRu7Xzg7+ggJ2jwtxESWjtJbjaUoEbLR2hcHQ0tL/75+6txoio/uilAjQyqdk6c8vmEFmbVCrFvHnzsGLFCuTk5Nyz/bZt2xATE4Po6GgcPXoUKSkp6N69u1GbxYsXIzQ0FEePHsX48eMxbtw4nD59GgBQVlaGyMhIODs7Y+/evdi/fz+USiWioqKg1Wrr5T3WBBNFshk6OwluustQ/r/FekUA5RIBGgdpRQ8FeymIGpVCFxm09rdvMyKAIqU9NHImitQ4xcTEICQkBDNnzrxn27lz52LYsGGYNWsW2rdvj+DgYEybNs2oTXR0NMaPH4927dohISEBnp6e2L17NwAgKSkJer0ea9asQceOHdG+fXusXbsWWVlZSE1NrY+3VyNMFMmmaGV2yGshR5lUgADATi/CuaQMntdVsOO2YESNilSnh04qoMxOgFomwXUPOUqU7Nmnxm3BggVYv349Tp6sfPJkWloawsPDK23TqVMnw58FQYCPjw+uXr0KAEhPT8eZM2fg7OwMpVIJpVKJFi1aQK1W4+zZs7V/I3WEX+vI5jipymF/1yB5qR5wLtLgZouGHWhMRObJ1OVwy9cYxijal4tw0KqR56GAzo59FNR49enTB5GRkZg2bRpGjhxpsV1VJrbY2xvvQiQIAvT/W/+3uLgYXbt2xYYNG0yOa9myZfWCrkdMFMnmyDTlZssdtHoIehGimfXZiKhhORdpTSaySETAqaQMha6W114kagzmz5+PkJAQBAUFWWzTqVMnpKSkYNSoUTW6RpcuXZCUlAQvLy+4uLjUNNR6x691ZHvMr7hRUcUckcjqBL3lpXEctNyWhRq/jh07Ii4uDh999JHFNjNnzsRXX32FmTNn4uTJkzh27BgWLFhQ5WvExcXB09MTgwYNwt69e3H+/HmkpqZi0qRJhsk0Wq0WaWlpSEtLg1arxcWLF5GWloYzZ84YzlNcXGxoAwDnz59HWloasrKyavbm78IeRWrUTPZ+FUV46M3fgG44ANlQW0wkuY8sUd3KFc3PzBQgwkOo2N/5bnpRxNUyFTR2pt/qLJ2PmoZzVxtmZ5a6us7s2bORlJRksb5fv37YtGkT5syZg/nz58PFxQV9+vSp8vkdHR2xZ88eJCQkYMiQISgqKoKvry/Cw8MNPYyXLl1C586dDccsWrQIixYtQt++fQ0TXg4fPozHH3/c0GbKlCkAgBdffBHr1q2rxjs2TxBFsZL+maansLAQrq6uKCgoaNRdvc1deno6IiIiTMqjVc4YqTJdCBUAvnC8iR8di+557uTkZAQHB9c6RqLmytyC+Hd7rsQVMaWuZusKBR0S3HKRJzXtXeSi+I1bTe6htrAzC1nGHkVq1O7eS7a91vLM5qd17mgvtbzqP/eRJaobfn5+OHDoUKV794rlOqiWJkG9IdlkrKKLKMXap0fB8Y1hJsdxm82mx8/PDwcOHrT5vZ6bKyaK1KjdvZesvVAKwHyyKJPawV/gIHmihuDn52dyI1apVMjIyAAACHZSyP/xODQbks0eX37iAgIDA+Ho6FjvsZL1mfv/QrahUUxmWblyJQICAiCXy9GjRw/89ttvFtt++umn6N27N9zd3eHu7o6IiIhK25NtyxW1yBZLDT8XFeZHSogA/nbUGbW9+4fjn4jqV0ZGBiIiIgw/g18aAa2FL3Y//XXEkFQSUeNl9R7FpKQkTJkyBatWrUKPHj2wbNkyREZG4vTp0/Dy8jJpn5qaiueeew69evUybOA9YMAAHD9+HL6+vlZ4B1QfPDw8oJDJ8KXmklG5YA9McGiB3lqloawMIlYor+MQSoF7TKhUyGTw8Kj/TemJmqPAwEAkJxv3IJYs2ADNVynGDe3tMGj9QgQGBjZgdERUE1afzNKjRw9069YNH3/8MQBAr9fD398fEydOtLgB9p10Oh3c3d3x8ccfY8SIEfdsz8kstiMnJ8fimJbyUxdQ9usJCO7OyG7rgXGTJ+KTTz65542H41aIGpa+rAznZ6zCpVXfojy/CMrOQWg7fyJaDAizdmhUA7yHNj9W7VHUarU4cuSI0d6IEokEEREROHjwYJXOoVKpUFZWhhYtWtRXmGQllY5pCQ6GKqQTclYkQfvjQYwqdkcbmQtnMxM1MhJ7e7RNnIg2H4yHXq2F1Im7JxHZEqsmitevX4dOp4O3t7dRube3N06dOlWlcyQkJKBVq1Zml1IBAI1GA80dSzgUFhbWPGBqNAoPn0Bav1egKykFADwJZxQOn43ifQFQBj9o5eiI6G6CVFrvSaIqNw9Z/z0I9bWbcH/4AfiGd4OdghPciGqjUUxmqan58+fj66+/xnfffQe5XG62TWJiIlxdXQ0//v7+DRwl1Ydz7640JIm3iMWlOD9jlZUiIiJrykvPwC9j5uHMxp3I+ek3HFuehP2Tl6CsWGXt0IhsmlUTRU9PT0ilUly5csWo/MqVK/Dx8an02EWLFmH+/PnYtWsXOnXqZLHdtGnTUFBQYPjJzs6uk9jJugr2HDVbnv/LkQaOhIgag7/++Q10auOVDYrOX8K5zanWCYioibDqo2cHBwd07doVKSkpGDx4MICKySwpKSmYMGGCxeM+/PBDzJ07Fzt37kRoaGil15DJZJDJ+OihqXHw8YA685Jp+X2eVoiGiKxJnVeAonOmnwcAcO33EwgaEd3AEdHdKpucWB/qY+LiunXrEB8fj/z8/Cq1DwgIQHx8POLj4+s0joZm9eVxpkyZghdffBGhoaHo3r07li1bhpKSEowaNQoAMGLECPj6+iIxMREAsGDBAsyYMQMbN25EQEAAcnNzAQBKpRJKpdLidahp8R0/FGffWm62nIiaF6ncAYJUAlFnumajnSMnz1hbTk4OevXqidJSy1s+1jWFQoYDB6q+FeTIkSOxfv16JCYmGq24smXLFsTExEAURcTGxiI6umG/dBw/fhwzZszAkSNHcOHCBSxdurTBE0+rJ4qxsbG4du0aZsyYgdzcXISEhGDHjh2GCS5ZWVmQSG4/If/kk0+g1Wrxj3/8w+g8M2fOxPvvv9+QoZMV+U99AWV5+cj5KAn6UjVUgh4txgyC74RYa4dGRA3M3kkBn8eCcfkX0yEp/lE9rRAR3SkvLw+lpRpMH+OA1vfV/4i3C5f1+OBTDfLy8qrVq3hrbeaxY8fC3d3dpF6hUEChaNgvHiqVCm3atMHQoUPx+uuvN+i1b7F6oggAEyZMsPioOTU11eh1ZmZm/QdEjZ7qdCZu7DoEfWnFJvMl0MO7axAE4e5dZYmoOeg4KRZlhSW4fvRvAIDE3g5thobD9/GuVo6Mbml9nwQPtm68c2gjIiJw5swZJCYm4sMPPzSpN/foeevWrZg9ezaOHTsGpVKJ3r1747vvvjPUq1QqjB49Gps2bYK7uzumT5+OV155xVCfnZ2NN954A7t27YJEIkHv3r2xfPlyBAQEAAC6deuGbt26AUCV1pauD433X4zIAlGnw59PTUbx0dOGspaiHYomfwRN7nUrRkZE1uLg4oSeH05E30/fQfd54xC+cTYeGvW0tcMiGyKVSjFv3jysWLECOTk592y/bds2xMTEIDo6GkePHkVKSgq6d+9u1Gbx4sUIDQ3F0aNHMX78eIwbNw6nT1fcu8rKyhAZGQlnZ2fs3bsX+/fvh1KpRFRUFLTaxrPlbKPoUSSqCpVKhYyMDGj3H4P63EXTBmotjn74GRQvRhmKAgMD4ejo2IBREpE1OQfcB+eA+6wdBtmomJgYhISEYObMmfjss88qbTt37lwMGzYMs2bNMpTdvelDdHQ0xo8fD6Bi3eelS5di9+7dCAoKQlJSEvR6PdasWWN4GrZ27Vq4ubkhNTUVAwYMqON3VzNMFMlmZGRkICIiAr3VjpgI87Obv161Bhu+XGR4nZyczN1aiIioyhYsWID+/ftj6tSplbZLS0vDmDFjKm1z5/J9giDAx8cHV69eBQCkp6fjzJkzcHZ2NjpGrVbj7NmzNYy+7jFRJJsRGBiI5ORk6C7noeDpBMDMDMe4xe9jVK8ORscQERFVVZ8+fRAZGYlp06Zh5MiRFttVZWKLvb290WtBEKDXV9y7iouL0bVrV2zYsMHkuJYtW1Yv6HrERJFshqOjY0XvYDBwLmEkLsz73Kjec1BfdHh1OCe0EBFRrcyfPx8hISEICgqy2KZTp05ISUkxLOdXXV26dEFSUhK8vLzg4uJS01DrHRNFsklt5r4G18dCcOXf26FXa+E5uB+8notkkkhERLXWsWNHxMXF4aOPPrLYZubMmQgPD0fbtm0xbNgwlJeXY/v27UhISKjSNeLi4rBw4UIMGjQIs2fPhp+fHy5cuIDNmzfjrbfegp+fH7RaLU6cOAEA0Gq1uHjxItLS0qBUKtGuXbs6ea/3wkSRbJbHk4/C48lHrR0GERFVwYXLpsOFGvN1Zs+ejaSkJIv1/fr1w6ZNmzBnzhzMnz8fLi4u6NOnT5XP7+joiD179iAhIQFDhgxBUVERfH19ER4ebuhhvHTpEjp37mw4ZtGiRVi0aBH69u1rsnxgfRFEURQb5EqNRGFhIVxdXVFQUNCou3qJiIgam5rcQ21hZxayjD2KREREVG/8/Pxw4MAhm9/rubliokhERET1ys/Pj4mbjeLOLERERERkFhNFIiIiIjKLiSIRERERmcUxikREVK/Ki0pw8eMk5G3fD6mzE3xefBresY1jH1siqhwTRSKiZkyrKYcIETKZ/b0b14Beo0Va/1dRdPiEoezGf/ejOO002iZOrJdrElHdYaJIRNTM6PUidv/3OH785g/k31ABAhAc2hpxYx5FS++6XV/2atIuoyTxluzF/4bf5Ocg8/Gs0+sRUd3iGEUiombgxvViZJ27jvJyHf61OBn/Xr2vIkkEABFI//0CFr63FeVlujq9bv6+NLPlYlk5in43TSCJqHFhjyIRURN2NfcGVi3ehfMZ+YAIyBR20JSWm2177UoRNiel4ukhYXB0dKyT68v8vCzX+bask2sQUf1hjyIRURP2yaJdOP93PvC/zVotJYm3LFm0EhkZGXV2/ftGPQOpk8Kk3CWsE5y7tK+z6xBR/WCPItE95P15Bn9/+V8U/J0FRx8PtPnH4/B7ooe1wyIyKycnx7BVWsFNNTIz8qt1/MiX/gG1Wo309HRDWW22Q5P7+6DT9o/w92vzUfLXWUAigefTvRH06fQanY+IGpYgiqJo7SAaUk02NKfm6+bJTByYsgxiufG4rY6TYtF64GNWiorIvJycHISFhUGtVgMAXJW+6N3p1Soff73gHA4dX2tSLpfLcfDgwVpvwaa+cBkSJzkcPN1rdR6yHt5Dmx/2KBJV4mzSTyZJIgBkfLUL9z/9KARBsEJURObl5eVBrVajfZs+cJK7ARAginoIwr1HGZWVl6JcvIHQh58xKi9R5+PkuT3Iy8urdaIob31frY4noobHRJGoEkWZl82Wq6/dRLlKDXszY6+IrO3kuT2GP/fu1Aquylb3PKawJBeHT3xfn2ERkQ1iokhUCWVrH5RcvGZSLm/pBjuFzAoREd1b6MPPwNmpYn1Ce4m8Ssc4K93weLfRJuVFJddx+MQPdRofEdkOJopElWj7bASu/nocok5vUi5IuGgANU7OTp5wc/EBAIgiUK7RA2Il/18FPRyd5BAEnwaKkIhsBRNFIgs0N4tw/ejfcH/4Aahy86DJL4bCyx2tBz6GBwb3tXZ4RFUiCICdTAN9mT30egkEQYQg6CFCAEQBgkQPiV05ONyWiMxhokhkRsnl6zgQvxSaG4VG5aqL13By1Xe4eugvBL8RB0cfDytFSFR1ggBIHcogtXYgRGRz+OyMyIy/v9hukiTeKS8tA/snL4Emv6gBoyKqGVEEdGV2KCuVo6xUjnKNA0Q9uxCJ6N7Yo0jN3p0LFN9y+de/7nmc5kYhdsW+i/I+D6JVRDfI5caTBmqzSDFRXdKV2UPU3f64F/VSlGsksJOr+ciZiCrFRJGatZycHIT17Am1RmNUPicoCn4Kt3seL+hFSHafxIsrFyKvTGVUJ5fJcPDQISaLVC36gixAXw6Je5s6OZ+oFyDqzD10FqAvt4PUvvIt/YioeWOiSM1aXl6eSZIIAHtunMNw3y5VOodUkKCb2/3Yce2UUblao6mTRYqp6dJl70fZsS+A8lJIvLtAeyIJuHQIACA4+0E2eCPs7u9dq2uIogDAfLdhRR0RkWVMFIkARLcOhofcyajshq4ULaRVW1A71CsALVu0MLzOU5dg+4X0So6g5k57aBG0KW/eLjj2pVG9WJQD9Zd9oRj1K6StutX4OoJED0CE+WSxWe3gSkQ1wESRmjUPDw8o5HKzSV2SRIr3H4zEffJ772f6+ZkDuKQxnvyikMvh4cFZ0WRKLLkGbeq7VWmJgv8MRfbj3yMwMBCOjo5VOn+R6rrhzxI4QGHva7adRluCYvXNKp+LiJofJorUrPn5+eHAwYMmk1lu0ZWoUfRzOlR/ZaKsuBQSjel4LmkLZ3yxbbNJOSez0C13T5hyuvQTfHTaKh3rUHIBQ57qjwXL/oXAwECjurv/j3l4eEAul+Pw8ds7qXi5B6F7++fNnvvytQwcO3fvXVfk/NJD1GwxUaRmz8/PzyShU6lUyMjIgEQhg16the5GESQWntLpbhTh/hZecPe/rwGiJVuTk5ODXmE9Uaq+PRa2l78WG/6vasfrxYqfcePGmdQp5DIcOHh7wpSfnx8O3vXFp6RIi8+W/AG9zvQ/8DNDHsfSqEn3jIFfeoiaLyaKRGZkZGQgIiIC/T3b4QW/0Hu2P3vqb4QyUSQz8vLyUKrWYPoAB7R2v7V0rQyq8mI42ukrPRYA8jRyLI0xfeR84aYeH+wynTBl7ovPxXN6bP/2qFGZSn0TPve1Q/uHHoGDjLcCIjKPnw5EZgQGBiI5ORlXln8Pbfa1Stvaebqgfa97J5P3IqqKoD9xBGL+dQgePhACO0HM+BP6zJOA1B6SoBBIg0JqfR2qmuLiYnz11Vc4cOAAWrRogUcffRQ3b96Eq6srIiMj4ezsXK3ztXaX4EGv23sclAlOACpfsL1clEJr7250XE0MHdEDrdt4YN/Pp3Ex6yZuXC+Go9wdO789gwPJOZj87pNoG+Rdq2sQUdPERJHIDEdHRwQHB+MX6TZUNpJMKndA6Jsj4OTkVEmrexNvXEHZ5k8B9R1rMR7aCeh0hpe6rL8hXs2BXe+na3UtureSkhIMGzYMJ0+eNJRt2bLF8Oe5c+fi008/RWhozb8gSHHv3kQ7QYcWkpu4pm8JS0vcVFX3x9rB3cMJ897+3qi8qECNf374ExauHg6JlJt1EZExJopElfDq8QiKMi+blMs8XNH6qUfhH9kDCq8WZo6snvL9O4yTRMAoSbxF/+dBiMGPQnBxr/U1ybL//Oc/Rkni3QoLC/H6668jNTUVUmnVdlC+cMM4MfR3tEOQ672PUwhq5BeW4Kra+PHz3eerikN7zpgtv3G9GBmnchH0SKtqn5OImjYmikSVaBv7BK7+fgJF5y4ZyuxdnNBj7qtwaVv7wf23Js08dOF01fqLRBHqCxlQdOxe62sDgE5zEbrr30KQ+cHOYxAEoWpJT1N1699j69at92x76dIlfPPNNxg4cGCVlq354CfjvmlnByn++7wEvi73TvhO5JRgWkrte/vMTWi5RVde/cSTiJo+JopElXBwdsRjK6biUuofKPg7CwrvFvAf0AMOrsoane/uZVIyMjIwbtw4nH93NBzsqpakHTp2HC30MsPrmsxIFUU91Cf/D7obWwxlGokj5O1/gJ17eLXOZcss/Xs4OztDqMImyJMnT4ZUKjVatsbskjUyB6g1xolikVaCSf9VYs0zhXC/x7ru+RrzSaJc5lCtZWu69HwAqTtPmJQ7u8oR+DAnYxGRKUEURasvzb9y5UosXLgQubm5CA4OxooVK9C9u+Uek02bNuG9995DZmYmAgMDsWDBAkRHR1fpWoWFhXB1dUVBQQFcXO69kDJRXalYJiUMpWq1UXlXPy/88NKgKp3j1NUbCP/kW6MyhVyOAwcPVilZFEU9dDd+hDZnAfRFB8y0kEAR/DukzlXbvtCW5eTkoEePHtBqjRM4Ozu7KvUQ6vV6FBcXm5Q7ODjg119/Nfr3uDshvcVv73OQFVh+xA0AomCH7D7/QZmz6d7PNfmSkPjO9/j7uPFwis49AjDpnahqnYeaJ95Dmx+r9ygmJSVhypQpWLVqFXr06IFly5YhMjISp0+fhpeXl0n7AwcO4LnnnkNiYiKefvppbNy4EYMHD8Yff/yBDh06WOEdEFVNxTIpagzp1hEtnW/3SPZoVfUeocsqLcb2DzO8vlZUjM2/HzO7p/TdyYmmtBBeJRPgKfuzkivoUZzWEweuL0CJzh/+/v6Qy+WG2qa0nl5eXp5JkgigSmMORVFEaWmp2TqtVlulJWtKzu+HeI8kUWenxPWO01Hm3KZaO7NYUlyoxvmMqyblR3/NxLmMq2gTaPqZS0TNm9UTxSVLlmDMmDEYNWoUAGDVqlXYtm0bPv/8c7z99tsm7ZcvX46oqCi8+WbFHqlz5szBTz/9hI8//hirVq1q0NiJqsPDwwN2Uik2/37MqDy7fQAi21btsd+Z3Gv418+HjMrspFKTx485OTkIC+sBtfp2IhQXWYoPXi255zWkQhnyTkzD68tMl3+Ryx1w8OCvTSZZBACZTFalx8x3k0qlkEqlkEhuPxYWRREajaaSo267ePYvWJo6crlIwLw9Tth1TgatbhGARUhOTkZwcHC147w17hIATv15DWVa00lSALDjh1/xaMT9AFAnSSkRNQ1WTRS1Wi2OHDmCadOmGcokEgkiIiJw8OBBs8ccPHgQU6ZMMSqLjIw0WrqCqDHy8/PD9v/+F2fPnjWUaTQaXLuSi0LxJlyEe08maB0ahmVPDoNMdnuMYtu2bU0St7y8PKMkEQDCu1VtyzgACHmwzGy5Wm3aW2arPDw8IJPJzCZ2dnZ2Rgng3URRNNsbCVQknlUZN+gbOhi6I29AUm6avEt6f4D4555C/B1ld2/fV1W3Fo8HAJ8WDyP0oefMtvvy3+sxc/4vAFDjpJSImh6rJorXr1+HTqeDt7fxQq/e3t44deqU2WNyc3PNts/NzTXbXqPRGN0ICgsLaxk1Uc117twZnTt3NrxOT09HRHw8vnRzxi8ThsKhkseeJ67kYeynn2H7zl33vIlX7PnrYJQsasqq3mt2+br5OOTy6k2eaMz8/Pxw6NAho8fzarUa2dnZKCwsRGJiIvR688l7VFQUwsMrJv3U9PG8k5s3yp5YDM1/xwG4PVRcGtAfbaLehCC1r+E7M3Zr8XgAKC/TYc3iP6BWGe9ZLgjA/MVT4ebxnuEYIiKgETx6rm+JiYmYNWuWtcMgMuvOm3jRuTR4XDxt0kYntUO+T1tIe7bH9n+Mr9JNvGLP31+NkiB71X8B3bRKjrpN5hePTz7p3qTHKALmxw726NEDQMWi6++++67JMYGBgfjnP/9Zo8fVd7PvMhYS7xCUpa8FNPmQtomCXYfhdZYkArcXj7/F6R1vrFzwE4qLKiZVOTjY4fmxj6F3/4fq7JpE1HRYNVH09PSEVCrFlStXjMqvXLkCHx8fs8f4+PhUq/20adOMHlUXFhbC39+/lpET1Y07b+LiQ0Eo//5ziFdzbjdw9YA85mXcp3RFdRcvMU2CgqE5fwNlF5cAMD9OTXDwhcP976OPz8vVvFrTM2zYMDg6OmLx4sW4cuUKHB0d8cILL+D111+v0+tIfXtA6tujTs9ZmYc6+mLJ58/j2B/ZKNPq0KGLP5yUsnsfSETNktWXx+nRowe6d++OFStWAKhYcuL+++/HhAkTzE5miY2NhUqlMloQt1evXujUqVOVJrNwaj81ZqKoh5h5GuL1y4CbJyRtHoYgrdvvc3pNNnSF+yBInKBTZwKaCxCcukDq+hgkMr9mv+g2EVnGe2jzY/VHz1OmTMGLL76I0NBQdO/eHcuWLUNJSYlhFvSIESPg6+uLxMREABUL3Pbt2xeLFy/GU089ha+//hqHDx/G6tWrrfk2iOqEIEggPNAeeKB9vV1DIvOHpGXFhAarfwAQEVGjZvX7RGxsLK5du4YZM2YgNzcXISEh2LFjh2HCSlZWltHsw169emHjxo2YPn063nnnHQQGBmLLli1cQ5GIiIiojln90XNDY7c5ERFRzfAe2vzUfpd5IiIiImqSmCgSERERkVlMFImIiIjILKtPZmlot4ZkcocWIiKi6rl172xm0xuatWaXKBYVFQEAF90mIiKqoaKiIri6ulo7DGoAzW7Ws16vx6VLl+Ds7FwnW3CR9d3abSc7O5uz8IgaGf5+Ni2iKKKoqAitWrUyWrqOmq5m16MokUia1F61dJuLiwtvRESNFH8/mw72JDYv/DpARERERGYxUSQiIiIis5goks2TyWSYOXMmZDKZtUMhorvw95PItjW7ySxEREREVDXsUSQiIiIis5goEhEREZFZTBSJiIiIyCwmikRERERkFhNFIiIiIjKLiSIRERERmcVEkWzatWvXsG/fPuzbtw/Xrl2zdjhE9D+//PILBg4ciHbt2qFdu3Z45plnsHfvXmuHRUTVxESRbFJJSQlGjx6NVq1aoU+fPujTpw9atWqFl156CSqVytrhETVr//73vxEREQFHR0dMmjQJkyZNgkKhQHh4ODZu3Gjt8IioGrjgNtmksWPHIjk5GR9//DEeffRRAMC+ffswadIkPPHEE/jkk0+sHCFR89W+fXu88soreP31143KlyxZgk8//RQnT560UmREVF1MFMkmeXp64ptvvkG/fv2Mynfv3o1nn32Wj6GJrEgmk+H48eNo166dUfmZM2fQoUMHqNVqK0VGRNXFR89kk1QqFby9vU3Kvby8+OiZyMr8/f2RkpJiUp6cnAx/f38rRERENWVn7QCIaiIsLAwzZ87EF198AblcDgAoLS3FrFmzEBYWZuXoiJq3N954A5MmTUJaWhp69eoFANi/fz/WrVuH5cuXWzk6IqoOPnomm/TXX38hMjISGo0GwcHBAID09HTI5XLs3LkTjzzyiJUjJGrevvvuOyxevNgwHrF9+/Z48803MWjQICtHRkTVwUSRbJZKpcKGDRtw6tQpABU3ori4OCgUCitHRkRE1DQwUSQiIiIiszhGkWzGDz/8gCeffBL29vb44YcfKm37zDPPNFBURAQALVq0wN9//w1PT0+4u7tDEASLbW/cuNGAkRFRbbBHkWyGRCJBbm4uvLy8IJFYnrAvCAJ0Ol0DRkZE69evx7BhwyCTybBu3bpKE8UXX3yxASMjotpgokhEREREZnEdRbJJX3zxBTQajUm5VqvFF198YYWIiOgWqVSKq1evmpTn5eVBKpVaISIiqin2KJJNkkqluHz5Mry8vIzK8/Ly4OXlxUfPRFZ05zCRO126dAlt27ZFaWmplSIjouriZBaySaIomh0DlZOTA1dXVytEREQfffQRgIpxwmvWrIFSqTTU6XQ67NmzBw899JC1wiOiGmCiSDalc+fOEAQBgiAgPDwcdna3/wvrdDqcP38eUVFRVoyQqPlaunQpgIovcqtWrTJ6zOzg4ICAgACsWrXKWuERUQ0wUSSbMnjwYABAWloaIiMjjXosbt2I/u///s9K0RE1b+fPnwcAPP7449i8eTPc3d2tHBER1RbHKJJNWr9+PWJjYw37PBMREVHdY6JIRER1LicnBz/88AOysrKg1WqN6pYsWWKlqIiouvjomWySTqfD0qVL8Z///MfsjYg7PxBZT0pKCp555hm0adMGp06dQocOHZCZmQlRFNGlSxdrh0dE1cB1FMkmzZo1C0uWLEFsbCwKCgowZcoUDBkyBBKJBO+//761wyNq1qZNm4apU6fi2LFjkMvl+Pbbb5GdnY2+ffti6NCh1g6PiKqBj57JJrVt2xYfffQRnnrqKTg7OyMtLc1QdujQIWzcuNHaIRI1W3f+Trq7u2Pfvn145JFHkJ6ejkGDBiEzM9PaIRJRFbFHkWxSbm4uOnbsCABQKpUoKCgAADz99NPYtm2bNUMjavacnJwMw0Huu+8+nD171lB3/fp1a4VFRDXARJFskp+fHy5fvgygondx165dAIDff/8dMpnMmqERNXs9e/bEvn37AADR0dF44403MHfuXIwePRo9e/a0cnREVB2czEI2KSYmBikpKejRowcmTpyI559/Hp999hmysrLw+uuvWzs8omZtyZIlKC4uBlAxnri4uBhJSUkIDAzkjGciG8MxitQkHDp0CAcOHEBgYCAGDhxo7XCImi2dTof9+/ejU6dOcHNzs3Y4RFRLTBTJ5pSVlWHs2LF477338MADD1g7HCK6i1wux8mTJ/n7SdQEcIwi2Rx7e3t8++231g6DiCzo0KEDzp07Z+0wiKgOMFEkmzR48GBs2bLF2mEQkRkffPABpk6dih9//BGXL19GYWGh0Q8R2Q4+eiab9MEHH2Dx4sUIDw9H165d4eTkZFQ/adIkK0VGRBLJ7T4IQRAMfxZFEYIgQKfTWSMsIqoBJopkkyob+yQIAh97EVnRL7/8Uml93759GygSIqotJopERGQV48ePx+zZs+Hp6WntUIjIAo5RpCbNxcWFvYtEjdS///1vjlkkauSYKFKTxg5zosaLv59EjR8TRSIiIiIyi4kiEREREZnFRJGIiIiIzGKiSE3anWu4ERERUfUwUaQmjYPliRqv559/Hi4uLtYOg4gqwUSRbE5hYSH0er1JuU6nM1lq47///S98fX0bKjSiZq2kpATjxo2Dr68vWrZsiWHDhuHatWsW23/yySdcQ5GokWOiSDblu+++Q2hoKNRqtUmdWq1Gt27dsHXrVkPZY489BplM1pAhEjVb7733Hr788ks8/fTTiIuLw88//4xXXnnF2mERUS1wZxayKQMGDMCzzz6Ll19+2Wz9559/jqSkJOzcubOBIyOiBx54AB9++CGGDh0KADhy5Ah69uyJ0tJS2NnZWTk6IqoJ9iiSTfnrr7/Qr18/i/V9+vTBsWPHGi4gIjLIycnBo48+anjdtWtX2Nvb49KlS1aMiohqg4ki2ZSbN2+ivLzcYn1ZWRlu3rzZgBER0S16vR729vZGZXZ2dtDpdFaKiIhqi88CyKYEBATg8OHDeOihh8zWHz58GK1bt27gqIgIqFhlIDw83Ogxs0qlwsCBA+Hg4GAo++OPP6wRHhHVABNFsilDhgzBu+++iyeeeALe3t5Gdbm5uZg+fTqef/55K0VH1LzNnDnTpGzQoEFWiISI6gons5BNKSoqQlhYGLKysvD8888jKCgIAHDq1Cls2LAB/v7+OHToEJydna0cKRERke1jokg2p6CgANOmTUNSUpJhPKKbmxuGDRuGuXPnwt3d3coREjVfhw4dwtatW6HVahEeHo6oqChrh0REtcBEkWyWKIq4fv06RFFEy5YtuV0fkZV98803iI2NhUKhgL29PQoLC7FgwQJMnTrV2qERUQ0xUSSbc6vHoqysDP3792ePBVEj0bVrV3Tr1g0rV66EVCpFYmIiFi5ciBs3blg7NCKqISaKZFPYY0HUeCmVSqSlpaFdu3YAAK1WCycnJ1y8eBFeXl5Wjo6IaoLrKJJNSUxMxJgxY1BQUICbN2/igw8+wLx586wdFhGhYikcFxcXw2sHBwfI5XIUFxdbMSoiqg32KJJNYY8FUeMlkUjwwQcfQKlUGsoSEhLw5ptvwtPT01A2adIka4RHRDXARJFsikQiQW5urlFS6OzsjPT0dLRp08aKkRFRQEDAPSeVCYKAc+fONVBERFRbXHCbbM6aNWuMeizKy8uxbt069lgQWVlmZqa1QyCiOsYeRbIp7LEgajo6duyI7du3w9/f39qhEJEF7FEkm8IeC6KmIzMzE2VlZdYOg4gqwVnP1KR17NgR2dnZ1g6DiIjIJjFRpCaNPRZEREQ1x0SRiIiIiMxiokhEREREZjFRJCIiIiKzmCgSEZFV/Otf/4K3t7e1wyCiSjBRJCKiOpeSkoKnn34abdu2Rdu2bfH0008jOTnZqM3w4cPh5ORkpQiJqCqYKFKTxh4Loob3z3/+E1FRUXB2dsbkyZMxefJkuLi4IDo6GitXrrR2eERUDdyZhWxWSkoKli5dipMnTwIA2rdvj/j4eERERFg5MqLmzc/PD2+//TYmTJhgVL5y5UrMmzcPFy9etFJkRFRd7FEkm8QeC6LGKz8/H1FRUSblAwYMQEFBgRUiIqKaYo8i2ST2WBA1XsOHD0fnzp3x5ptvGpUvWrQIhw8fxtdff22lyIioupgokk1SKpVIS0tDu3btjMozMjLQuXNnFBcXWykyIvrggw+waNEiPProowgLCwMAHDp0CPv378cbb7wBFxcXQ9tJkyZZK0wiqgImimST2GNB1Hg98MADVWonCALOnTtXz9EQUW0wUSSbxB4LIiKi+sdEkWwSeyyIGj+tVovz58+jbdu2sLOzs3Y4RFQDTBSJiKhOqVQqTJw4EevXrwcA/P3332jTpg0mTpwIX19fvP3221aOkIiqisvjkE3TarU4ffo0ysvLrR0KEf3PtGnTkJ6ejtTUVMjlckN5REQEkpKSrBgZEVUXE0WySSqVCi+99BIcHR3xyCOPICsrCwAwceJEzJ8/38rRETVvW7Zswccff4zHHnsMgiAYyh955BGcPXvWipERUXUxUSSbxB4Losbr2rVr8PLyMikvKSkxShyJqPFjokg2iT0WRI1XaGgotm3bZnh963d0zZo1hlUKiMg2cBoa2ST2WBA1XvPmzcOTTz6JEydOoLy8HMuXL8eJEydw4MAB/PLLL9YOj4iqgT2KZJPYY0HUeD322GNIS0tDeXk5OnbsiF27dsHLywsHDx5E165drR0eEVUDl8chm7Rv3z48+eSTeP7557Fu3TqMHTvWqMeCNyOihldYWFildncuiE9EjRsTRbJZZ8+exfz585Geno7i4mJ06dIFCQkJ6Nixo7VDI2qWJBJJpUM/RFGEIAjQ6XQNGBUR1QYTRbIp7LEgarzuHH8oiiKio6OxZs0a+Pr6GrXr27dvQ4dGRDXERJFsCnssiGyHs7Mz0tPT0aZNG2uHQkQ1xFnPZFN2795t+HNlPRZERERUe0wUyabc/chKKpWiZ8+e7LEgIiKqB1weh4iI6g3XNSWybexRJCKiOjFkyBCj12q1Gq+++iqcnJyMyjdv3tyQYRFRLTBRJJvHHguixsHV1dXo9fPPP2+lSIiornDWM9mUu3sstm7div79+7PHgoiIqB6wR5FsCnssiIiIGg57FImIiIjILM56JiIiIiKzmCgSERERkVlMFImIiIjILCaKRGQ1mZmZEAQBaWlpVT5m5MiRGDx4cKVt+vXrh/j4+FrFRkREnPVMRFbk7++Py5cvw9PT09qhEBGRGUwUicgqtFotHBwc4OPjY+1QiIjIAj56JqJ7Wr16NVq1agW9Xm9UPmjQIIwePRpnz57FoEGD4O3tDaVSiW7duiE5OdmobUBAAObMmYMRI0bAxcUFr7zyismjZ51Oh5deegkPPPAAFAoFgoKCsHz5crMxzZo1Cy1btoSLiwteffVVaLVai/FrNBpMnToVvr6+cHJyQo8ePZCamlqrvxMiouaAiSIR3dPQoUORl5eH3bt3G8pu3LiBHTt2IC4uDsXFxYiOjkZKSgqOHj2KqKgoDBw4EFlZWUbnWbRoEYKDg3H06FG89957JtfR6/Xw8/PDpk2bcOLECcyYMQPvvPMO/vOf/xi1S0lJwcmTJ5GamoqvvvoKmzdvxqxZsyzGP2HCBBw8eBBff/01/vzzTwwdOhRRUVHIyMio5d8MEVHTxgW3iahKBg8eDA8PD3z22WcAKnoZZ82ahezsbEgkpt85O3TogFdffRUTJkwAUNGj2LlzZ3z33XeGNpmZmXjggQdw9OhRhISEmL3uhAkTkJubi2+++QZAxWSWrVu3Ijs7G46OjgCAVatW4c0330RBQQEkEgn69euHkJAQLFu2DFlZWWjTpg2ysrLQqlUrw3kjIiLQvXt3zJs3r07+foiImiL2KBJRlcTFxeHbb7+FRqMBAGzYsAHDhg2DRCJBcXExpk6divbt28PNzQ1KpRInT5406VEMDQ2953VWrlyJrl27omXLllAqlVi9erXJeYKDgw1JIgCEhYWhuLgY2dnZJuc7duwYdDodHnzwQSiVSsPPL7/8grNnz9bkr4KIqNngZBYiqpKBAwdCFEVs27YN3bp1w969e7F06VIAwNSpU/HTTz9h0aJFaNeuHRQKBf7xj3+YjBt0cnKq9Bpff/01pk6disWLFyMsLAzOzs5YuHAhfv311xrHXVxcDKlUiiNHjkAqlRrVKZXKGp+XiKg5YKJIRFUil8sxZMgQbNiwAWfOnEFQUBC6dOkCANi/fz9GjhyJmJgYABXJWWZmZrWvsX//fvTq1Qvjx483lJnr9UtPT0dpaSkUCgUA4NChQ1AqlfD39zdp27lzZ+h0Oly9ehW9e/eudkxERM0ZHz0TUZXFxcVh27Zt+PzzzxEXF2coDwwMxObNm5GWlob09HQMHz7cZIZ0VQQGBuLw4cPYuXMn/v77b7z33nv4/fffTdpptVq89NJLOHHiBLZv346ZM2diwoQJZsdKPvjgg4iLi8OIESOwefNmnD9/Hr/99hsSExOxbdu2asdIRNScMFEkoirr378/WrRogdOnT2P48OGG8iVLlsDd3R29evXCwIEDERkZaehtrI6xY8diyJAhiI2NRY8ePZCXl2fUu3hLeHg4AgMD0adPH8TGxuKZZ57B+++/b/G8a9euxYgRI/DGG28gKCgIgwcPxu+//47777+/2jESETUnnPVMRERERGaxR5GIiIiIzGKiSERERERmMVEkIiIiIrOYKBIRERGRWUwUiYiIiMgsJopEREREZBYTRSIiIiIyi4kiEREREZnFRJGIiIiIzGKiSERERERmMVEkIiIiIrOYKBIRERGRWf8PIiOLDK+8lwYAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams[\"figure.figsize\"] = (6, 3)\n",
    "niche_list = ['Niche0', 'Niche3', 'Niche12', 'Niche5', 'Niche14', 'Niche11', 'Niche1']\n",
    "sn.pl.multi_boxplot(adata=adata2, library_key='tile', show_list=['Hep_PC', 'Hep_PP', ], mode='composition', \n",
    "                    show_scatter=True, order=niche_list, palette=[palettes.default_57[i] for i in [0, 3, 12, 5, 14, 11, 1]])"
   ]
  },
  {
   "cell_type": "markdown",
   "source": [
    "To illustrate the changes in cell proportions across multiple niches (typically >= 3), we can use the `multi_lineplot` function of `scniche`,\n",
    "which provides a more intuitive visualization."
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "3e99422a-7c9c-4a2b-9f97-252691dd9c35",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-06-21T11:26:17.867420Z",
     "iopub.status.busy": "2024-06-21T11:26:17.867230Z",
     "iopub.status.idle": "2024-06-21T11:26:18.268253Z",
     "shell.execute_reply": "2024-06-21T11:26:18.267638Z",
     "shell.execute_reply.started": "2024-06-21T11:26:17.867403Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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71K73MSuG1/ARkIU0og+SgJhvnhB4+x3aBipbBDwKm/+qkvl1Q80xRmtU3VMhOihmRqlP1+LS3WhorKhfioVFuXswI31jADDtNLZtEXIUY2hGnlssRPfLe0B84oknqKiowOPxMHPmTN5///02z6+rq+MHP/gBgwYNwu12M3bsWP785z93U2u7gKarDYVdARXsDNehIuCNe1QRcFCpGroBkWqZTxQdksrMG9rYuHQ3n4Y/pi51EKfmYkpoVnaesGkhjVcW0og+Kq8BcdGiRSxYsIA777yTVatWMWnSJObNm8f+/ftznp9MJvn85z/P9u3b+d///V8+/fRTnn76aYYMGdLNLe9khlMNnWq62hvR2w9Gnq2OHV4E3F2k0jKikp8o2seyLepSNSTMGF7dR23qIBvCawCYHJqB1/ABkLDiOHUnRc4SWUgj+qy8Jhg9/PDDXHHFFVx++eUAPPXUU7z66qs888wz3HLLLS3Of+aZZ6ipqWHZsmU4nWq37oqKiu5sctdx+VVPMVypeoelYyC8Dxr3qcf9/dXiG3+ZGl5NRVSvUog2NKbqaUzX4zP8WFisqFuKjc0Qz3CGeioAFTRTVpJ+zv64dFd+GyxEHuWth5hMJlm5ciVz58491BhdZ+7cuSxfvjznc1555RVmzZrFD37wA8rLyxk/fjz33nsvptn66stEIkFDQ0OzW8HyloCnGJINqgc44kyYdhU07IK374F37lX/7l0BukvqnYo2Rc0Ideka3LpH7XHYuJrGdD1u3cPk0MxsTzBuRvEafllII/q8vAXE6upqTNOkvLy82ePl5eVUVlbmfM7WrVv53//9X0zT5M9//jO33347Dz30ED/72c9afZ+FCxcSCoWyt2HDhnXq99GpNF31BB0+1QN0B2HXUtj2DzWUCurfbf+AHW+p+zJ0KnJIWUlqk9VoaLh0F9XJKjZF1gEwJTQLt65qk6atFGgQcspCGiHyvqimIyzLYsCAAfzqV79i6tSpzJ8/n9tuu42nnnqq1efceuut1NfXZ2+7du3qxhYfA8N1aD7R6VU5ibnsWqaOJ8Pd2z5R8EzbpDZ5kLRl4jeCWJbJyjr1/2iEdxSDPEMBlZcYt2IEHCE8ui+fTRaiIORtDrGsrAzDMKiqqmr2eFVVFQMHDsz5nEGDBuF0OjGMQ3/JnnzyyVRWVpJMJnG5Ws5/uN1u3O4elmDsDoKZVqkXTT3DI6Xjak4xXqfqoxrObm2iKEy2bdOYasBjeCl19ydhJnA5i5lTOpc19SuYWDQte27SSuDUXRQ5QrKQRgjy2EN0uVxMnTqVxYsXZx+zLIvFixcza9asnM+ZM2cOmzdvxrKs7GMbN25k0KBBOYNhj+YpUqXbHK1su+PwqB5iIiy7YoisqBnB7/Dzafhjntv17/z37n/nv3c/SXWiii+Wfw2P4QXUQpqknSTkLMEpC2mEAPI8ZLpgwQKefvppfvOb37B+/Xq+973vEYlEsqtOL7nkEm699dbs+d/73veoqanh2muvZePGjbz66qvce++9/OAHP8jXt9B1dEP1EofNzn182GzVQ3R6IVYrQ6eChBnP7Gv4Pqvql5O0EoDqCa6qX85H9R/g0VVAjJkxfEYAvxHMZ5OFKCh5TbuYP38+Bw4c4I477qCyspLJkyfz2muvZRfa7Ny5E10/FLOHDRvGX//6V66//nomTpzIkCFDuPbaa7n55pvz9S10LacHKj6r7u9apoZJHR4VDIfNhsgBNVRqJlRZNxk67bPSVpq6VA1l7gF83Lgq5zkfN65iSvFpNKTq0TILaXStRy0jEKJLabbdt8baGhoaCIVC1NfXU1TUA5aZ27ZacWp4IJ3pEdZug0//qPIQx3xJnRevU4tx/ANU/VPRZ1i2RU3yADEzSqmrP/+9+8lWz/32sO9TkziAz+Gnn6t/N7ay/Xrcz6joNeTPw0KnaeDwQqQKwvtVrzAVVfOGddvg4KeZAuB+iNXI0GkfpJLvG3DpHtyGB1cru1S4dDdu3Y2hGQQdxd3bSCF6AAmIPYFuqP0TsVTA85XBkBnq2I631WOGS6VqRKslYb8PaUq+d+kudE0jbsYZH5yS89zxwSlE0mGCzhBOXYbWhTiSBMSewuHJbBWVVPsiDpoC/nL19bZ/qKFVp18Nr8ZqZNVpH5CyktQlDwJke4Wbw+sZXzSFKaFZ2cdcupspoVlMDs0gZaXwGVLyT4hc8rqoRnSQuwg8ETVf6A7BCZ+DjxdB/U44sA4GnKKCYqxGpWy4ZQVhb9WUfJ+wEvgzAS6cbuCD+nfYEFnD58r+iSnFp5GwErh1NzEzyoFEFf1cZbKQRohWyE9GT9K0VZThVgtsvP1g6Gnq2M4lkGhQQ6doaujUSue1uaJr2LZNfaqWsNmIz/CjaRqWrQp3m7aJU3Nh2Ra1yYPEzRg1iYPsT1TiNXzZPEQhREsSEHsah1vteGEmVcAbOAkCg8BKHRo6dQXU0Gn0YL5bK7pAxAzTkKrDq3uzvb2N4U+oSVXj1JxMLZ6NpmnY2Jh2mpgVwaN7CDpCeW65EIVNAmJP5C4CT4naUBhNDZ3qDmjYDfvXqlWnTj/EJWG/t0mYcWpT1RiagSOzMKY2dZD14Y8AmFQ0A99hG/yatolpm4ScJTh0mSERoi0SEHsiTVe9RMOjUjA8xYcq2uxapuYYDRfYQESGTnuLtJWmNlWNaZnZoU/TNrN7HA72DGeYd2Sz58TNKAFHUBbSCNEOEhB7qqZdMay0ug2YAMEh6v7WxWBbmaHTsFpkI3o027apSx0kakaa9QA/afwwu8fhqYftcQhqFaquOShyFEvxbiHaQQJiT+YOZjYUzgyLnvA50J0Q3geVHx0aOpWE/R6vIVVHY7oenxHIBrcDiUo2R9YDzfc4hKatneIUOUK4jVYKxAshmpGA2JM1DZ06MkOn7iIYPkcd2/2uKvotQ6c9XsyMUJeuxZWpMgOq97eibikAFb4x2T0OmySsOG7dTcAhqTdCtJcExJ4uO3Rqqgo1/U+B0HCwTdj698zQqV+GTnuolJWkNnkQsJuVZPuo4QNiVhS/EWRicGqz51i2RdpOU+QsyS68EUIcnQTE3sAVBG/xoWHRkWerQBmpgn0fqp6kDJ32OIeS7+N4D9vRfk9sJztjWwGNacWzWwS9uBnFa/iyCftCiPaRgNgbaJqqder0qfxDVwCGn6GO7XlP5SMaLpWjKEOnPYJt2zSk6jLJ94fmDeNmjA/r3wVgrP8USl0Dmj0vbavPVrZ2EqLj5CemtzBcaj7Rzgydlp0ExRVqyHTr39WQqqw67TEiZpj6VG2z5HvbttXGv3aCkKOEccGJLZ4XN6P4HUE8h/UohRDtIwGxN3EFVTm3pmHRirNUmbfoAdi38rCh01pIRvLbVtGqhBmn7ojke4Dtsc1UJvagozOteA56ZoFNk6SVwKE5KXJKmoUQx0ICYm+iaeAtzSyiiah/K85Ux/augMj+zNCpJbVOC5RKvj9I+rDke4BwupE1DSsAOCV4KiFnSbPn2bZN0koQdIRa3Q9RCNE2CYi9jeFUBcBtS9U77TcGSka1HDpNNKqeoigYh5Lvw/gM32GPW6ysW4pppylzlTPaf3KL56o0Cw8Bh+wwL8SxkoDYG7kCaug0lRkWrfgsOLxq7nDP+5mhU19m1akMnRaK5sn3h340N0bWcTB1AIfmZGpodovhUJVmkcqkWUi9UiGOlQTE3kjTVEB0+tV8otOrgiLAvlUQrlS7ZmSHTs28NlfkTr4HqEvVsK5RFe6eWDQNv6NlKkXMjOIzAs1KugkhOk4CYm9lOFXCvkZm6HQUlI4FbFXr1ErL0GmBaC35/lDhbotB7qGM8I5q8dy0lULToEjSLIQ4bvIT1Ju5AmqbqFRE9QZHfEYNlcZrVWm37NDpQVX6TXS71pLvAdY1rqYhXZcp3H1azpWjMStGwAjh0WXjXyGOlwTE3s5XCs6Amit0eFQqBkDlamjce2joNHJAhk67WWvJ9wDViSo2RdYBcGrotJw73SetBE7dSdAZkjQLITqBBMTeTneohP2modOSkSppH9TQqZmSodM8ieZIvodM4e56Vbh7hHcUgz3DWjy3Kc2iyCjGpbu6rc1C9GYSEPuCw1ed2pYq6+YKQKJebSgsQ6fdLmG23Pm+yZqGFdl9DycWTcv5/LgVw214CThlNwshOosExL7C2y8zdBpWw6Qjz1aP718LDbvVY5Ypq067QWvJ9wB747vYEdsCwLTiOThz9P4s28SyTUKOYgxN0iyE6CwSEPsK3ZFZdapDOqG2iOp/ijq2dbEaTnUHId4A8bq8NrU3U8n3NS2S76GpcPdyAMb4x1HmKs/5GjEzhs8I4JU0CyE6lQTEvsTlzwydRjNDp3NU/dNkI+xcmhk69apeYiqW79b2Sir5vg6f4W+WfG/bNh/Wv0vCSlDkKGZccHLO56s0C42gMyRpFkJ0MvmJ6mu8/VRPMBlWdU1P+Jx6/MAnULdDrUSVodMuETOjhyXfNx/q3BHbwr7EbrRM4W7jiMLdTeJWjICjCK8hu1kI0dkkIPY1uqFqnTYNnRYNhfLMNkLb/qEecwUgIUOnnUkl31dzZPI9QCQdzhbuHhecRLGzX87XSGTSLIocoa5urhB9kgTEvsjlV7tiNA2dDp0F7pBahbrzHRU0HR4ZOu0klm21mnxv2xYr65eStlOUOgcw1j8u52vYtqV2szCKcy60EUIcPwmIfZW3BDxFKv/QcMIJc9Xj1RugdpsMnXYS27apT9USyZF8D7Apsp7q5H4MzcG04tnN5hUPF7fieA0vAafsZiFEV5GA2FfpBvj6q3/TcQgOgoGnqmPb31A9w6ZcRRk6PWZNyffuI5LvAepTtaxrXA00Fe7OnVNo2iambVLkKGl1blGI3kzTNH7/+993+fscc0DcvHkzf/3rX4nF1JCabdud1ijRTZxeNZ+Yjqte4NCZmdqnUdjxtgqWhgeiB2Xo9BgcnnzvPCL5vqlwt4XFQPcQKryjW32dmBnD75DdLHq6yy67jPPPP7/F42+++SaaplFXV9ct7aioqEDTNDRNw+/3M2XKFF588cVm5zQ0NHDbbbdx0kkn4fF4GDhwIHPnzuWll17q0t/1P/nJT5g8eXKLx/ft28cXv/jFLnvfJh0OiAcPHmTu3LmMHTuWL33pS+zbtw+Af/mXf+GGG27o9AaKLuYpBneRWnWqOzJDpxrUbIKazSpoWikZOu0g01bJ96kcyfcA6xvXUJ+uxaW5mRKa1Wot0pSVQtd0ihzFUq+0M5lJteNLMqz+NZP5blG3uvvuu9m3bx8ffvgh06dPZ/78+SxbtgyAuro6Zs+ezXPPPcett97KqlWrePvtt5k/fz433XQT9fX1HX6/ZPL4ru/AgQNxu91HP/E4dTggXn/99TgcDnbu3InPd2iBwPz583nttdc6tXGiGzStOtUdqhcYKIfBU9Wx7W+q3qIrmBk67fgPQl9k2zZ1yVqiZhh/jvSIg8n9bIx8ArReuLvpdRJWjKAj2Oo54hiYKdj+Nrx9z6Hb9rfV4wVgyZIlnHHGGXi9XoYNG8Y111xDJHJoI++Kigp++tOfcuGFF+L3+xkyZAhPPPFEh94jGAwycOBAxo4dyxNPPIHX6+WPf/wjAD/60Y/Yvn077733Hpdeeinjxo1j7NixXHHFFaxevZpAoOWenEdqauMll1xCUVERV155JQA333wzY8eOxefzccIJJ3D77beTSqnr/uyzz3LXXXfx0UcfZXuwzz77LNByyHTt2rWcffbZeL1eSktLufLKKwmHwx26Brl0OCD+7W9/4/7772fo0KHNHh8zZgw7duw47gaJPHB61a4YZmbodPB0tQo1HVdBUdMzQ6fV6jHRpoZUHQ3p2hbJ96AS61fULQVshntPYIh3eKuvo3azcBGUNIvW2bbq3bX3lo7D9rdg2+JD/5fTcfX19rfU/fa+VhcMHW7ZsoVzzjmHCy64gDVr1rBo0SKWLFnC1Vdf3ey8n//850yaNIkPP/yQW265hWuvvZbXX3/9mN7T4XDgdDpJJpNYlsULL7zAxRdfzODBg1ucGwgEcDjaVy7wwQcfzLbx9ttvB1QgfvbZZ1m3bh2/+MUvePrpp3nkkUcA1am64YYbOOWUU9i3bx/79u1j/vz5LV43Eokwb948SkpK+OCDD3jxxRf5+9//3uIaHYsOF0KMRCLNeoZNampquqVLK7qIp1j1BhON4AmpodN1L0LtVji4EcpOVD3EyAEoGqKCpGghZkbUUGiO5HuANY0riZhhvIafSUXTW30d27ZI2UnKnOWSZtEWKwVv3Nm+c51+OP0m2LU09/FdS6HiM7DkAZWCdDRn3aWKW3TAn/70pxY9LNM8NBWxcOFCLr74Yq677jpAdTQee+wxzjzzTJ588kk8Hg8Ac+bM4ZZbbgFg7NixLF26lEceeYTPf/7zHWpPMpnkoYceor6+nrPPPpvq6mpqa2s56aSTOvQ6uZx99tktptF+/OMfZ+9XVFRw44038sILL3DTTTfh9XqzAXfgwIGtvu7zzz9PPB7nueeew+9X8+qPP/445557Lvfffz/l5blLHrZHh3+rnXHGGTz33HPZrzVNw7IsHnjgAc4666xjbojIM91QtU6bhk79/WFwZqeFHW+ruZZswr4MneaSMOMcTB7AzpF8D7Avvpvt0U0ATAvNbjPQxawYHsOHz3H04SnRTq5McfvWRjnScbVvqKvrrvlZZ53F6tWrm93+8z//M3v8o48+4tlnnyUQCGRv8+bNw7Istm3blj1v1qxZzV531qxZrF+/vt3tuPnmmwkEAvh8Pu6//37uu+8+vvzlL3fqgplp01ru1LJo0SLmzJnDwIEDCQQC/PjHP2bnzp0det3169czadKkbDAE9QeCZVl8+umnx9XmDvcQH3jgAT73uc+xYsUKkskkN910E5988gk1NTUsXdrKX16iZ3B4VCBs3Kv+8h00VeUkRg/Atjdg7D+B4Va9RKdXnS8ASFpJDib3k7bS+HMEsYQVZ1WmcPdo/8n0d7f+F7Bpm1i2RZGjWNIsjkZ3qp5ae2m6+n+bKyg6PKqs4Yzvt/+9O8jv9zN6dPMVxbt3787eD4fDfPe73+Waa65p8dzhw1sfXu+oH/7wh1x22WUEAgHKy8uzC7b69+9PcXExGzZsOO73ODxgASxfvpyLL76Yu+66i3nz5hEKhXjhhRd46KGHjvu9OkuHe4jjx49n48aNnH766Zx33nlEIhG+9rWv8eGHHzJq1KiuaKPoTp6QuiUaVa/xhLnql0j9Dqhen1l1mlbzibaV79YWhLSVoiZ5gISVyJkaoQp3v0fCihN0hDgleGqbrxczowQcQUmzaA9NU3+8tfdmWzBsTu7XGjZHHW/va3XBqt8pU6awbt06Ro8e3eLmch0aUXj33XebPe/dd9/l5JNPbvf7lJWVMXr0aAYOHNhs9bKu6/zzP/8zv/3tb9m7d2+L54XDYdLp9DF8Z7Bs2TJGjBjBbbfdxrRp03KuO3G5XM2GkHM5+eST+eijj5otNFq6dCm6rnPiiSceU9uaHNNEUCgU4rbbbuP//b//x5///Gd+9rOfMWjQoONqiCgQmq5WnTpcaujUVwpDZqpjO5eoQOkKqGHTWG1+21oATNukJllNzIzgN/w5UyN2xbaxN74TDY3pxae32etLWUkMzZA0i65iuKDiTBj5uUMjHA6P+rrizA7PCXa2m2++mWXLlnH11VezevVqNm3axB/+8IcWC0aWLl3KAw88wMaNG3niiSd48cUXufbaazulDffccw/Dhg1j5syZPPfcc6xbt45NmzbxzDPPcOqppx7zas4xY8awc+dOXnjhBbZs2cJjjz3Gyy+/3OyciooKtm3bxurVq6muriaRSLR4nYsvvhiPx8Oll17Kxx9/zBtvvMG//du/8e1vf/u45g/hGIZM33777TaPf+YznznmxogC0TR02rAnM3R6qlpcE6lSBcBPOl/lLsZqVNk3d98sJ6ZqlFYTNhvxG4GcZdeiZoTVDe8DcHKg9cLdoHqScStGibMMtyHD0V3GcKrFMyM/q4rZO9yZnmHHh0A728SJE3nrrbe47bbbOOOMM7Btm1GjRrVYbXnDDTewYsUK7rrrLoqKinj44YeZN29ep7ShX79+vPvuu9x333387Gc/Y8eOHZSUlDBhwgR+/vOfEwod26rnr3zlK1x//fVcffXVJBIJvvzlL3P77bfzk5/8JHvOBRdcwEsvvcRZZ51FXV0dv/71r7nsssuavY7P5+Ovf/0r1157LdOnT8fn83HBBRfw8MMPH8d3rWh2B2dRdb3lD/3hf8kerbubyxNPPMHPf/5zKisrmTRpEr/85S+ZMWPGUZ/3wgsvcOGFF3Leeee1u6xPQ0MDoVCI+vp6ior65i/ydrEtNZcYr1crUGO1aiPh0Z+HfmPUHIzTC4mwCqDOvvUL3LZtalMHqU/V4DX8OXt9tm2zpOZ1DiSr6Ocs4zOl89rcwzBuxtA1nQHuwS0q2/Ql8jPatoqKCq677rrsSlTReTo8ZFpbW9vstn//fl577TWmT5/O3/72tw43YNGiRSxYsIA777yTVatWMWnSJObNm8f+/fvbfN727du58cYbOeOMMzr8nqIdNF3VOjXcKh3D3x+mXal6je/cq25v3wN7PwBd71OVPmzbpiFVR32qBo/ubXUIdEt0AweSVRiawbTiOW0GQ8u2SNkpipzFfToYCpFPHQ6IoVCo2a2srIzPf/7z3H///dx0000dbsDDDz/MFVdcweWXX864ceN46qmn8Pl8PPPMM60+xzTN7GqlE044ocPvKdrJ4QZ/mQp2Dq+aQ9z2jyMSmv9xKKG5j5R2C5uN1KYO4tY9OI4IXhoahuYgnGrk44ZVAEwITiXgaLunE7di+Aw/PkPSLMSx++1vf9ssZePw2ymnnNIp7/HOO++0+h7tqWJTyDo8h9ia8vLyDueAJJNJVq5cya233pp9TNd15s6dy/Lly1t93t13382AAQP4l3/5F95555023yORSDSbmG1oaOhQG/s8dxF4Y+Dywa5luc/ZtQxGnqVWnvr79+qk/Ug6TE2yGofubJZHaGgGHt2L2/CQMOMEfRXMHfAVtkQ2MNI3ts3XNO00tm1T5JQ0C3F027dvb/XYV77yFWbOnJnzmNPZOSMP06ZNY/Xq1Z3yWoWmwwFxzZo1zb62bZt9+/Zx33335axS3pbq6mpM02yxMqi8vLzVPJglS5bwX//1X+3+QBYuXMhdd3UgT0k0p+mZzYRjbSc0p2KZVA2HWpnaC8XMKDWpA2iA+7DEe0MzCDqKWV3/Hh83riJpJXDpbsYHp3Bm6Twa0/WYduu955gZI+AoarF5sBAdFQwGCQZzbyPWWbxeb4tcyt6iwwFx8uTJaJrWoqLBaaed1uYwZ2dobGzk29/+Nk8//TRlZWXtes6tt97KggULsl83NDQwbNiwrmpi7+RwqXnCthKanV6Vtxg90CtXniasBDXJA1i21SI/0KN7WV3/XjbxHlQd0qavTwlOJmLmXqqu0iwcFDlCkmYhRJ51OCAeXj4I1BBn//79szX2OqKsrAzDMKiqqmr2eFVVVc5adlu2bGH79u2ce+652ccsSyWHOxwOPv300xbFAdxut9RY7QyWqRKXty1ueWzYbFXyynCpHQPCVaqKh7N37NCQspLUJA+QtFL4jwiGGhpuw8PHjatyPvfjxlVMKT6NqBnBpvkfkSrNIk4/SbMQoiB0OCCOGDGi097c5XIxdepUFi9enN0407IsFi9enLNy+UknncTatWubPfbjH/+YxsZGfvGLX0jPrys53CpxGVvNGabjqmc4bDYMmwVb/q5qn7r8qt5puFIVAc9zovPxSltpDiariZtR/EawRS9O1wwSZoKk1TKBGFRPMWEl0DUD025e4SNhxXHrbgKOrh3iEkK0T7sC4mOPPdbuF8xVg68tCxYs4NJLL2XatGnMmDGDRx99lEgkwuWXXw7AJZdcwpAhQ1i4cCEej4fx48c3e35xcTFAi8dFFzCcMHyOWkCTiqkeYKwWVjwN0f3q6wHjM/sn1qmeYnCwGkrtgUzbpDZVTdRszBkMASzbxG24cenunEHRpbtx626i6fARz7NI22nKXOUtVqoKIfKjXQGxab+qo9E0rcMBcf78+Rw4cIA77riDyspKJk+ezGuvvZZdaLNz586cxQBEnji8ENmveoFOP2BD6WgVEHe8rRbgBAeBqwjidSqI+gf0uJWnlm1Rl6qhMd2A3wi0mkOYttNUxfcyPjil2Rxik/HBKSTMeIvh0rgZxWv48EuahRAFo8OVano6qYLRCcwk1O9We9G5Amqj1M2vQe0WFSTHzwenT80npiIQGNijVp7atk1dqoba1EF8hi/nvoagepDv1r5FworxlYEX8nHDqharTCeHZtKYrmu2yjRtp0macQZ4BuGVAt4tyM+oaPLss89y3XXXUVdX1y3v17P+bBeFwXCpfENsVQtS0+CEz4GnRAXAza+pRTiGU80zRg+oHmUP0ZCqoy5bhSZ3MLRsk/dr36YqsYfGVD17Yzs5JTiZS4Z9n28P+z6XDPs+44KTWwRDUCXa/I4gHkmz6FMuu+yy7FqJw7355ptomtZtv/QrKirQNA1N0/D7/UyZMoUXX3wxe/wnP/lJ9rjD4aCiooLrr7/+mIt6d6Rdjz76aLPH5s+fz8aNG7v0fQ93TIn5u3fv5pVXXmHnzp0kk81LdnVGgVXRA7iDkC6DSKXKPTRcMOZL8Mn/UzVQdy2DEWeogJg0e8zK03C6kbr0QVy6q9USapZt8X7dEvYldqNjMKvfWRQ5i4mYYaJmBF0ziKbDLYZJQS2ycWgOipyym0U+pawUuqZne/OWbfWpknl33303V1xxBQ0NDTz00EPMnz+fIUOGMHv2bABOOeUU/v73v5NOp1m6dCnf+c53iEaj/Md//EeH3se2bUzTxOE4thowXq8Xr7f7fmd0uIe4ePFiTjzxRJ588kkeeugh3njjDX7961/zzDPP9NrqBaIV3hJV+DvZoIZNvSVq/0SAqo/gYOYvO5df7aEYrizomqcxM0JNshodI+eO96CC4Yq6peyN70RHZ1a/zzLAfWjrMxtbVZ7JEQxt2yZpJQg6Qq2+vuh6aTvN6vr3eG7XE9nbR/Xvk7aPbZ+/zrZkyRLOOOMMvF4vw4YN45prrmm2919FRQU//elPufDCC/H7/QwZMoQnnniiQ+8RDAYZOHAgY8eO5YknnsDr9fLHP/4xe9zhcDBw4ECGDh3K/Pnzufjii3nllVeO+rpNvd2//OUvTJ06FbfbzZIlS9iyZQvnnXce5eXlBAIBpk+fzt///vfs8z772c+yY8cOrr/++mzvFNSQadPCySZPPvkko0aNwuVyceKJJ/Lf//3fHfre29LhgHjrrbdy4403snbtWjweD//3f//Hrl27OPPMM/nGN77RaQ0TPYBuqAUzDh8kM8Mp/UbBoCnq/rZ/QPSguu8KquHUcFVB1jxNmHEOJg8ANh4j91+ktm2xqn45u+Pb0dCZWXIm5e7B7X8PK45b9xy1rqloP9u2SVnJdt+SVoIP695lVf3y7KrgpJVgZf0yPqx7j6SVaPdrdcXyiy1btnDOOedwwQUXsGbNGhYtWsSSJUtapKH9/Oc/Z9KkSXz44YfccsstXHvttbz++uvH9J4OhwOn09litO9wXq+3zeNHuuWWW7jvvvtYv349EydOJBwO86UvfYnFixfz4Ycfcs4553Duueeyc+dOAF566SWGDh3K3Xffzb59+9i3b1/O13355Ze59tprueGGG/j444/57ne/y+WXX84bb7zRsW+6FR3ux65fv57f/e536skOB7FYjEAgwN133815553H9773vU5pmOghDBcEBqhdMJr2lht6GkQOQMMu2PRnOOWb6nFXkdpOqmkOskBWniatJAeT+0lbafyO3Ks+bdtmVf277IxtRUNjZskZDPIMbfd7qDSLFCWuMhx6p5UQ7vPSdopndv6iXed6dC8XDb2yjSIKK5kcms7zu39F3Iod9fW+M/xanFrH8mz/9Kc/tSiAffiWeQsXLuTiiy/Obu00ZswYHnvsMc4880yefPLJbAGUOXPmcMsttwAwduxYli5dyiOPPMLnP//5DrUnmUzy0EMPUV9fz9lnn53znJUrV/L888+3ejyXu+++u1lb+vXrx6RJk7Jf//SnP+Xll1/mlVde4eqrr6Zfv34YhpHtubbmwQcf5LLLLuP73/8+oNL23n33XR588EHOOuusdrevNR3+jeT3+7N/KQwaNIgtW7Zkj1VXVx93g0QP5AqArwzSUdX703QY9YVMPmI9bH1dDanqhjo3Wq3yFwtA2kpRkzxAwkq0KMnWxLZtVje8x47YFkBjevEZDPYM79D7xMwoXiPQ6nuIrucz/MTMaJtFFJp2HekqZ511FqtXr252+8///M/s8Y8++ohnn3222e4R8+bNw7KsZlXCZs2a1ex1Z82axfr169vdjptvvplAIIDP5+P+++/nvvvu48tf/nL2+Nq1awkEAni9XmbMmMGsWbN4/PHH2/3606ZNa/Z1OBzmxhtv5OSTT6a4uJhAIMD69euzPcT2Wr9+PXPmzGn22Jw5czr0vbelw3+qnnbaaSxZsoSTTz6ZL33pS9xwww2sXbuWl156idNOO61TGiV6IG+Jql4TrwN3SC2eGfNFWPd/ULcd9q6AIdPVylPbUxA1T03bpCZZTcyMZHa8b7nIxbZt1jR8wLboJgCmF89hqLdj1ZrSVgpNg5CzuM09EUXHOTQn3xl+bbvP1zWjzSIKPiPA+YMubvd7d5Tf729RGHv37t3Z++FwmO9+97s587mHD+/YH2Ft+eEPf8hll11GIBCgvLy8xf/9E088kVdeeQWHw8HgwYNxuTrWE/b7m/9RceONN/L666/z4IMPMnr0aLxeL1//+tc7NAzbHTocEB9++OHs8tu77rqLcDjMokWLGDNmjKww7cs0XQ2Dmkk1n+gOqvnFijPVXOKe99TXxSMKYuWpZVvUJqsJm42ZYNgyUNm2zdrGlWyJqm3NpoZmM8w7ssPvFbNihBwlePTCXmHbE2ma1qFhy5SVYkJwKivrW25lNiE4NbPaNH/lBqdMmcK6deuOupvEu+++2+Lrk08+ud3vU1ZW1uZ7uFyuTt3RYunSpVx22WV89atfBVTgP3IbK5fL1Wz4OJeTTz6ZpUuXcumllzZ77XHjxnVKOzscEO+9916+9a1vAeqvgKeeeqpTGiJ6AcOlgl7D7kO1TvuPU4HvwCew5W9qPtETUitP4/XqWNHgbq15qhLvD9KYrsdn+HP22mzb5pPGD9kcUUMxp4ZOY4RvVIvzjiZpJXDqToJO2c2iEDh1J5OL1X6BaxtXZtMuJgSnMrl4Jo5W8k67y80338xpp53G1Vdfzb/+67/i9/tZt24dr7/+erMhy6VLl/LAAw9w/vnn8/rrr/Piiy/y6quv5rHlbRszZgwvvfQS5557Lpqmcfvtt2c3ZmhSUVHB22+/zT//8z/jdrtz7mj0wx/+kG9+85uceuqpzJ07lz/+8Y+89NJLzVasHo8Of/oHDhzgnHPOoX///vzzP/8z3/rWt5pNloo+zuVX84nhTH6i7oARn1HzhpEq2PwXOPmCQ8OliTpVCi4wqFtqntq2TUOqjvpUbSbxPvd7rg+vYWPkEwAmF81gpG/MMb1X0krQz9kfVx57HaI5h+ZgUmgGpxafdlgeopn3YAgwceJE3nrrLW677TbOOOMMbNtm1KhRzJ8/v9l5N9xwAytWrOCuu+6iqKiIhx9+mHnz5uWp1Uf38MMP853vfIfZs2dTVlbGzTff3GKz9rvvvpvvfve7jBo1ikQikXMV7/nnn88vfvELHnzwQa699lpGjhzJr3/9az772c92SjuPqXRbbW0tL774Is8//zzvvPMOJ510EhdffDEXXXQRFRUVndKwriJlobqBbUFjJcRqVJ6ipqlh1I8XQToGpSeqfEVNU4twEg1quLUbVp42pus5mDiQSbzPHaQ2NK5hXfgjACYWTWO0v/1DUYeLmVEcupNy96BWK96IluRntG0VFRVcd9112ZWoovMc02+fkpISrrzySt5880127NjBZZddxn//93/32l2URQc1zSe6ApBsVI+5AjB6HqDBwU9hf2Ybr25ceRpJh6lJVuPQna0Gw43hT7LBcHxwyjEHQ8s2sWyTkKNYgqEQPcRx/TmeSqVYsWIF7733Htu3b8/uUCGE2uUi0+NLZXK6ioaq/RMBdi6Bxn2Hzu3imqcxM0pN6oDa0LeVKjGbI+uzOWrjgpMZGzjlON4vhs8ISPFu0a1++9vfNkvZOPx2yinH/v+5yVVXXdXq61911VWd8B3k1zENmb7xxhs8//zz/N///R+WZfG1r32Niy++mLPPPrvgFw7IcEw3i9Wq2qaugJpPtG3Y8leo2ax2xDhlvpp3BEhG1DBq0dBOXXmasBJUJypJ2+lWc8y2RD7lo4b3ATgpMJFxwWOfF09bKZJ2knL34Far3ojWyc/osWtsbKSqqirnMafTedwbvO/fv7/F3F+ToqIiBgwYcFyvn28dHssZMmQINTU1nHPOOfzqV7/i3HPPxe2WuoyiFZ6QWnEaPajuazqMPFvNL8ZqVHA88bzM0GnnrzxNWUlqkvtJWin8rQTDbdGN2WA41j+ekwMTj+s941aMImeJBEPR7YLBIMFgsMtef8CAAT0+6LWlwwHxJz/5Cd/4xjdaFFwVIidNz1SxSWTyE4tUoBv9RVj3YvOdMaBTV56mrTQHk9Vqu6VWdrzfHt3Mh/XvATDGP45TgpOPa5QjZkZx6i6KHKFjfg0hRH50eA7xiiuukGAoOsZwQqAcNOPQfOKRO2NUq+R3NE3VPI3VqYU2tpXzJY/GtE1qU9VEs4n3LYPczujW7C73o3wnMj445biCYdSMoKFR4izLa3K3EOLYSB0p0T2cXlUE3EyAmVKPlZwAgzM1D7e/oQIgHPfKU8u2qEvW0JhuaLUKze7YdlZkqpWM9I1lYtH0Yw6Gtm0TSYdxaA7K3OWtFggXQhQ2CYii+7hD4CuFVPhQz2/IDAgNV/slbvqLmm+EY155ats29ala6tO1+Awfeo7E+z3xnXxQtwSwGeEdzeSiGccRDC0iZhiX4abMVY7X8B3T6wgh8k8Coug+mqbmE11BSGTyE4/cGWNLZmcMUAERTS2ySR19Ox6AhlQddamaTBWallPk++K7eL/2HWxshntPYErotGMOhlYmGHoNH/1d5bgNzzG9jhCiMEhAFN1Ld6h6p4YTUlH1mMMDY76k5hjrd8DeDw6d7wqoIdZwlSoc3oZwupG69MFMFZqWOxFUxvfwXu3b2FgM9VQwNTTrmIOhaZtEzTABRxFlrnKZMxSiF5CAKLqf06uCopk+NJ/o7w8Vn1X397yvtoxq4i6CVEStPLVyV8OPmhFqktXoqO19jrQ/sY93a9/EwmKwZzjTiufknFtsj7SVImpGKHKU0M/VXzb8FaKXkIAo8sNdBL5+zecT+58MAyao+1teVzmJkFl5Gmx15WnCjFOTPADYOXP/DiQqWV7zBhYWg9xDmVF8xjHvS5i0kiSsOCXOUkpcpa0WBxdC9DwSEEV+aJpaYOMuOjSfCDD8dAgMVKtRN/35UA+ylZWnKr3iIGkrnXNBS3VyP8tq38DEpNw9hBklnznmYJgw46StJCXOMoqd/WSzXyF6GfmJFvmTnU90qbJtoALf6HNUWbfYQZWO0bTIptnKUxVEw6kGomYEX45gWJM8wLKaf2DaaQa4BnFayZnH3KOLmVEsLErdAyhyFhd8iUIhRMdJQBT55fCo/EQ7fWjRjCsAo5p2xtgIVWuan59ZeZpI1FKfrsOte1rMB9YmD7K0ZjFpO0V/Vzmn9fvsMQVD27aJpsPomk6ZawABR5EEQyF6KQmIIv9cQZWOkYwcWjRTNASGz1H3dy1VJd6y5wew0nHqGrZimYkWm+/WpWpYUvN3UnaKUtcAZpWcdUybv9q2TcQM49RdlLnK8UnCvRC9mgREkX+aBt5SVfw70XhoiLR8EvQboxbRbH7t0LAq0OgwiKTq8CbjaDYYmgMNjfpULUsO/p2UnaSfsz+zS87GkSMF42gs2yJsNuI1vJS5y6VQtxB9gAREURh0Q80nOtwqxQJUoBx5tgqWqagKipZJwkrSYIfxefoT9A2hxFWGR/dQ7CrFqbvwOfyUOEuZ0+/snPmIR2PaJhEzjN8IUOoqz5nGIYTofSSBShQOh1vNJzbsUfOJhkstpBnzRfjk/0F4H/bOJdQPGY+mOyktPonV9e/z8YFVJK0ELt3N+OAUzht4EfWpmpxl244mbaeJm1GCjhD9XKWy270QfYj0EEVhcRepdIzD5xM9xXDC5wHQ9q+Fg59S4h/O6vr3WVW/nKSVACBpJVhVv5y1DSsJHsP2SykrSdyMEnKWUOrqL8FQiD5GAqIoPN5S8BZD8rD5xJKRmIOnAFBWuQmPs4iPG1flfPrHjatwGx402r8aNGklSGZyDEucZZJjKEQfJD/1ovDoBvj6g8ObnU+0bZua8rFEg+XoTh/JdDjbMzxS0kqQsBLtHjKNmzHSdppSV39CzhJJqxCij5KAKAqTw63qm2JDOkHEjhG2YzRWzMbExmX4Wl3s4tLduHU3lp277unhoqYKuGWucoLOkARDIfowCYiicLmD4C0jlWqgPlWHAwe600v9sKnEG3cyPjgl59PGB6eSMBPY2K2+tGzqK4Q4kgREUdBsbwkNToNkqh43KoUi4Q3yZvQDxhdNYUrotGxP0aW7mRo6jVOLpuJoZVcMOLSpr1s29RVCHEaW0YmCFrViNLqceNNFaOkYuPysTWxkd3I3r+9+nnn+2UwZchVJM4rL8GHVbMax8r+wp12JFm/ANpr/F7dsi6gZxmv4KXX1l30MhRBZEhBFwUpbKZVPqLswfP0hsp+9iT1sS+4EYOruHbhjW8Dpx+sKQDKM0ZTUn4qhp6KYelAl+KMS7mNmhICjiBJnmexjKIRoRoZMRUGybZuGdB1xK4ZH94LTS9zlYVViPQATg1MZksoEtFQEIlWHKtw4POD0YsXr1H6LyKa+Qoijk4AoClLMitKYqser+9A0Ddu2WRn/mCRpQpqPyd4J2MNm53yuPWw2qWQjtqZBrI5kKiKb+gohjkoCoig4pp2mPlUDmpYtzL01upGqxF50dKZ5JhCL7MEe8RnskWdntoQCHB7skWdjj/gM4Xg1ODwk0lHS8QOUOPvJpr5CiDbJuJEoOA2pemJmjIARzH69tmElAOOLphByDcOM7KeuYROBIVNxjjxLFf92eNAObiL18e8wh51KzE6C001p2kHAMrJziUIIkYsERFFQYmaUhnQdHt2DpmlYtsmKuiVYmAxwDWKU7yQV2DwlmLFq6q0UmuFG1x0Qq6N43R9xWWmchkZi0Cn0c5bh022IHFCVbxyyc4UQIreCGD964oknqKiowOPxMHPmTN5///1Wz3366ac544wzKCkpoaSkhLlz57Z5vug5TNukPlULtp1Nh1jXuIa6dA0uzcXU4tmHKsm4g2pj4VQU20pjmglMl5fGYdMBCFVtYEA0jk/3gtMH6SREq9XeikIIkUPeA+KiRYtYsGABd955J6tWrWLSpEnMmzeP/fv35zz/zTff5MILL+SNN95g+fLlDBs2jC984Qvs2bOnm1suOltjqp6oGckmylcnq9gY+RiAU0OzmifQaxp4S1Swy6wutWyLg8UDiPYbiQa4tr0JqZg63x2EeB0kGrrvGxJC9Ciabdut17fqBjNnzmT69Ok8/vjjAFiWxbBhw/i3f/s3brnllqM+3zRNSkpKePzxx7nkkkuOen5DQwOhUIj6+nqKioqOu/2ic8TNGPsT+zA0By7dRcpKsrj6T0TNCCO8o5hanHtFKek4hKswgahuE9B9lGg+nOtegngtFFfAmC+rAJqKqueEhsvQaQGTn1GRL3ntISaTSVauXMncuXOzj+m6zty5c1m+fHm7XiMajZJKpejXr1/O44lEgoaGhmY3UVgs26IuVYtlW7gyQ6WrG94nakbwGwEmFk1v/ckOD2lPETEzTBA3pY5inA4vjJ4HmgF126FqjTrX6VMbD8vQqRAih7wGxOrqakzTpLy8vNnj5eXlVFZWtus1br75ZgYPHtwsqB5u4cKFhEKh7G3YsGHH3W7RuRpT9cTMcHZIdFdsG7ti2wCNacVzcGZSL3IxbZO4oRPyDaHUNDCaxjt8ZTD8dHV/11KIZIbgXTJ0KoTILe9ziMfjvvvu44UXXuDll1/G4/HkPOfWW2+lvr4+e9u1a1c3t1K0JWHGaUjX4dLd6JpO1Iywul4tkjopMJ5S14BWn2tn6pIGnMUUB0eh+/o131R4wHgoOUH1Bjf/VfUOdQMMF0SqIZ17P0UhRN+U14BYVlaGYRhUVVU1e7yqqoqBAwe2+dwHH3yQ++67j7/97W9MnDix1fPcbjdFRUXNbqIwWLZFfaoW007j0t2qGk3dUlJ2khJnKScFWv9cbdsmYkbwGQFKnKXohhP8A8DpV0ER1LzhyLNVrzBRD9vfVMHS4QUzLkOnQohm8hoQXS4XU6dOZfHixdnHLMti8eLFzJo1q9XnPfDAA/z0pz/ltddeY9q0ad3RVNEFImYjkcOGSjdF1nEgWYWhGUwvPr3NqjIxK4pbd9PPdViRbsMFgXLQHZA8rK7pqC8AGhzcCNUbVKDMDp02du03KYToMfI+ZLpgwQKefvppfvOb37B+/Xq+973vEYlEuPzyywG45JJLuPXWW7Pn33///dx+++0888wzVFRUUFlZSWVlJeFwOF/fgjgGSStJfaoGp+ZE1wzqUjV80rgagIlF0wk4Wu/Jx80YGjolrrLsXohZTq8KirZ5aEg0OAiGzlT3d7wFsVoVNA2XStiXoVMhBAUQEOfPn8+DDz7IHXfcweTJk1m9ejWvvfZadqHNzp072bdvX/b8J598kmQyyde//nUGDRqUvT344IP5+hZEB9m2TX2qlpSVxm14MO00K+qWYGMxyD2UCu/oVp+bspKYdpp+rtLWN/Z1F4GvP6RjYKXVY4OmQNFQ9fWWv6p/s0OnB2XoVAiR/zzE7iY5TvkXTjdSnajEY/gwNIOP6j9gS3QDbt3D3LJzcRu5F0iZdpqYGaPEWUrIWXKoak0utgXhKogdBHcINF0No378ggqU5RNhxGdUYEyGVbD0hLroOxYdIT+jIl/y3kMUfUsqM1RqaA4MzaAqsZct0Q0ATA3NbjUYqp3uoxQ5iilyFrcdDEEFQH9/1VuMN6jFNC4/nJBJz6laA7Vb1dCp7lRDp2ayM79VIUQPIwFRdJumodKEGcete0hYCVbWLQPgBN+JDPQMafV5UTNMwAhQ7OrAFk66A/zlal4xmZljLh4BA09V97cuVotqnD41dBqRVadC9GUSEEW3iZoRGtMN+Bx+AD6sf5e4FSNoFDG+aEqbz3MbXkpcZR3f3NfhhsCATOm2TF3ToaepFA0zAVv+BtiZVae1supUiD5MAqLoFmkrlRkqNTA0BztiW9gb34mGxrSS03FouXcii5lRHLpBqbN/dgeMDnMF1MpTM3koOX/UPLXKNLwP9nxwaOg0Wi1Dp0L0URIQRZezbZv6dB0JK45H9xJON7Km4QMAxgUnU+Iszfm8pJXAxqbE2b/VucV2c4fAV6oW1limWkBTcZY6tvcDaNid2SaqadVpn1prJoRAAqLoBjErSjhVj0f3YmOzom4paTtNqWsAY/3jcj4nbaVIWUmKHf3wOwLH3whNU/VNvcWHyruVjoH+mfff8jcVDF0BlaeYlKFTIfoaCYiiS6WtNPWpGtA0HLqTT8MfU5M6gENzMj00By3HAhnLNolZMYqcakVpp9GNzCIb/6Hi3sPPAE+J2hpq69/VDhm6Q1adCtEHSUAUXaoxXU/MjOHVfdQkq9kQVlsxTQ7NwJej56cKdkcIOooIOfsdPb2iowynmk80nGr41HAe2iqqfgdUrpahUyH6KAmIosvEzCgN6To8uhfTTvNB3RJsbIZ6KhjmGdni/KaC3V7DT4mztOMrSturqbwblirb5iuDEWeoY7uXq62iXAGI1cnQqRB9iARE0SVM21RDpbaNU3eypmEFEbMRr+5jcmhGzp5fzIri0l2UuMpwtLEHYqc4srxb/1OgZJTKQ9zyN/WvrqvcRBk6FaJPkIAoukRjqp6oGcVr+Ngb38X22GYAphXPaVmQG0hYcTR0+rnKcOc43iW8JeDN7KGIDSPPOrRV1LY3wOFTc4sydCpEnyABUXS6uBnLDJWqajSr6pcDMMY/jv7ulvtcpqwUaStNiasUr+HvvoZmy7uFVHk3w31oq6iaTXBwgwydCtGHSEAUncq0TepStVi2hUNzsrJ+GUkrQchRwrjg5Jznx60Yxc5+BIxg9zdYd2Q2Fs6UdwsOUpVsAHa8rQJhdug01f3tE0J0GwmIolOFUw3EMpv+bo1upCqxFx2d6cWnt1gkY2VWlBY5Qu0r2N1VHG61yKapvNugKVA0TM0tbv6r6jmmoqqKjQydCtFrSUAUnSZhxqlP1+HS3YTTjaxtWAnA+KIpLfIJVcHuCH4jQImrtP0Fu7uKy58p75YCK6V2xXB41fZRu5apodN4nQydCtGLSUAUncKyLepTtZh2Gofm4IO6JViYDHANYpTvpBbnx8wIbt1NP1cZRit1TLudOwT+THk3hwdGfV49vn8t1O9Uc44ydCpEryUBUXSKiNlI2GzEZ/hY1/gR9ekaXJqLqcWzWwyFxs0Yum7Qz3UcBbu7gqaBt1StPk00qGHTQZldOLb9Q9VAlaFTIXotCYjiuCWtBPWpGly6i5pkNRsjnwBwamgWXsN3xLlJLEz6OfvjMbz5aG7bdEMtsnEFVFAcMlOVezMTsPV1VcUmXntof0UhRK8hAVEcl6ZNf1NWGh2dD+qXAjDCO4oh3uHNzk3baZJWnGJHaecU7O4q2fJuLlXCbXTTVlGVUPmhKvMWlaFTIXobCYjiuETMRiLpRryGj9UN7xPLLJSZWDS92XmWbREzoxQ5Szq3YHdXcXrVxsJYKhiOPFs9vncFxGrUPGOsRoZOhehFJCCKY5ayktSlajA0B3vjO9kV2wZoTCs+HedhpdfUitIwQUcRxV1RsLurZMu7xaG4QpV3g0O7YsRqZOhUiF5EAqI4Jk1DpUkriWmbrK5/D4CTAhModfVvdm7EjOAxfBR3ZcHurnJ4ebdhs9X9VBR2vAloMnQqRC8iAVF0mNqVopHGdANe3cvK+mWk7BQlzlJOCkxodm7MjOLUHfRzljXrNfYYh5d3S8VUaTfNUGkYBzfJ0KkQvYgERNFuaStFON1AVWIvB5P7cWgOtkY3Up2swtAcTC8+vVmCfcJKYAP9XP1xG578Nfx4HV7ezXAd2ipqz7uQisjQqRC9hARE0aamxTAHkweoTOzmQKKStJXCbwRJWUk+aVwNwMSiaQQcRdnnpa0UKStJP1cpvu4s2N1VsuXddCg+AfqNVltEbfuHKvEmQ6dC9HgFUiJEFJqklSRhxgibDSTMBDY2PsNPibs/HsNDwowTcvbj8wO+wrbIRiq8o7PPPVSwu5SAUdTGu/QwTeXdGvbBsDkQrlK5invehyEzVE/RP0Al+AshehwJiCLLtE0SZoyIGSFmRknbKZyaE6/hw6k7CTqKWV3/Hh83riJpJXDpbsYHp3BG6edpTNdj2ia2bWVWlBYTcpb0nBWl7eUOgT8JkQOq3umnf4CazRAcrIZWnX5wF3COpRCiVRIQ+zjbtklaCWJmlIgZJmUlAA2X7sZ7WCUZj+5ldf172b0NQVWoafr6lOBkwulGImYEnxGgxFkABbu7QlN5NzOlFtIMmQm7l6sFNoOngdOj5hMdHjWkahRQaTohRJskIPZRaStN3IoRTTcSs2JYtolTc+Ez/GiHBTLbtomkI5Q4S/m4cVXO1/q4cRVTik/jYPJApmB3fxx6L/6v1VTezUxBySi10vSkc2HXcrUzRjquAuKwOVBxpqp8I4QoeL34t5Y4km3bJKw4UTNC1AyTspLomoFbdzfbccK0TaqTVVTG91CZ2I1b91DqLiNpJXK+btJKkDATODUnIVc/XIVUsLurGE4IDoT63TD6CyoYbvvHoePpOGxbrO6POEMtyhFCFDQJiH1AykoSt2KE040kzTgWNi7dhd8IZuf44maMysQeKhN72J/YS9pOZ59v22pBjUt35wyKLt2N23AToLhFMe9ezeGBwEA1TLprWe5zdi2FkZ9Vc46ugHpOb5tXFaKXkIDYS1m2lRkSDWcXyBiaA4/hRdcMVWkmXcu++G4qE7upTR1s9ny37mWgewiDPEMY4BpE0kowPjil2Rxik/HBKSTNJP7ekF7RUe4AJBpVjzCXdFwl9Mfr1WbDTp8qCef0y1CqEAVGAmIvYts2STtJPB0lYjaSsBJoaLh0F27dg4lJVWIv+xJ7qIzvJm7Fmj2/2FnKIPcQBnqGUuxoXnM0bsWYHJoJ0GKV6eTQTByao/etKG0vp1f1/HIFRYdHDZfuXQFFQ8FXCvEG9Zi7SPUanV6V3yiEyCsJiL2AaaeJm3Ei6TAxK4plp3FoTnyGn7gZZWdsG5WJPRxIVGJhZp9naAYDXIMZ5BlCuXtIm8Odpm3SmK7jlOBkphSfRsJK4NbdxM04uqb33WAIajXpsDmH5gwPN2y2WoFa9ZG6OTxQMhpKKiCdVL1Ghw88IdV7lLlGIfJGAmIP1bRAJmZGiZphklYSXdNx4qDBCrM9voXKxG4a0nXNnucz/Ax0D2WQZyhlrvIOFdtOWynqzThW0sICXLqDfq4BPa9gd2czXGo1Kag5w2arTD8D1RthwASVr5iOwYGP1c0VUKtUQ8NV8XDDBa4guIMqOOp9/LoK0c002+5bVYkbGhoIhULU19dTVNQzqqikrBS6pmeHKVNWksZ0A1GzEcu2AI3a5EGqkmpRTPOFLxqlzv4M9AxhkHsoQUeoXb05y7Yw7TSmbWLaaWxsNDQMzYGhO3DpboKOEG5dejRZZlINfaZiahg03gDxWkDL5CPa0LAbDm6E2q3q/CaeYig5AYqGqYDo8KohVXcADHefWojTE39GRe8gPcQCZtkWlm3lrA4zKTSdnbEt7Ihupjq5H5tDf9c4NSfl7iEMzAyFHi1oNQU99a8aUtU1DUMzcOou/HoQl+7CoTlxaA6Mvjxf2JamJHxXQAU7XVc9xVQUEvXqmK8/BIdAxWehbgfUbILabRCvg32r1M1XpvZfDA4Fb7FagOMpyvQa5UdWiK4iP10FwLZtTDtNuulmpUhacXyOAOsb17RaHabMXc6KuqUABI0iBnqGMtA9lFJX/5xVYmzbxsTMBkDLNgENXdNxaA48ugeX7sGpu3BoDhy6o1l+omgnTVNzgQ636vmZqcxq06iqYpOKqHnHQLkaLh1pq6B4cCM07FKFwqPVwArwD4TiERAapsrGeYoOS9+QhThCdCb5bdfNTNskbacxrRRpO03SSpK0E5hWOlNHNEzUimJaJqf1+0yb1WG+HfoeU0KzKHMNaLbTBIBtW4feyzaxUUOrhmZgaA78hh+X7skEPicOzdk7S60VAsOpbu4gWGVgJlSAjDeo+2YKgoNUr9AyoW6rCo6NeyFSqW573lf1UkPDVYD0lkj6hhCdTAJiF2mag2vq9aWsJAkzTsQME043EDEbiWaKaMfMCFEzQtI+NPfXz1mmHmujOkzSTjLKfxIpK0kqs3O9mu8DDbLzfV7dj1t3Z4c8HZpThjzzRTdA96nhT0+JGlpNxzM9xyhYSZWeUTJKHavdqoZVI/uhcY+67Xkfioao4Fhygnodd0C9pvxRI8Qxk4DYiiMXsli2lXPHdzXcaWaCX4qEmaA+VUt9upaw2UA43ZgNeDErkp2ja41b9+A3gpQ4+x29Oozu5kC8CjQrO98X0ItwZnp8Mt9X4JoNrYYODa2mY5AIq+MlI6F0DKTiULdNBcdYDdTvVLfd76ngWDJSBVFvP9Vr1FDBsWnFqxQaF+KoJCDmkLbTLRayTAhOZXJoJhYWcTNGfaqG2vRB6lN1RNINRNJhopaqCnP4ApeWNHyGD78RxO8IEjCC+I0AvszN0HQsbGzbImbGjlodpsw9QOb7eovDh1a9pYeGVhON6ni/0VA6VhUTr9uugmOyUd2v2w47l0H5eBj7T7D9HSk0LkQHyW/QI6SsVM5tjlbWL8PGZoB7EK/tf6nN19DR8TtUoPM3BTxHAK/uy2yppGFhYdtWJnSqQU6TFJZtoGsaum6QtBKtVIeZyqnFqjqM6KXaGlo1nOAaB/1PVqtX63ZA7RY15Np/HOx4p5VC4zYMnal6orpDvYemZ26H3+/kEYWmdBTprYoCVxC/UZ944gl+/vOfU1lZyaRJk/jlL3/JjBkzWj3/xRdf5Pbbb2f79u2MGTOG+++/ny996Uud0hZd09tcyPKt0FV4dC+mncZvBPE5Apkenh+v4cOj+3Brbuym3ykaaDZomo6u6ejoGJoDh2bg0FwYmoGuGeqYZmSOG80WuEwOzWRK8azDhm9NCYZ9SVtDq06fGiYtn6DqpfYbDZ+8mPt1di1TvcR3H1PPN1yZXqkLdKd6fcOl8h4dnkxJOq8qXu7wqPsOT6aiTua+brQdQM0UbH87R8EC6a2KwpP336qLFi1iwYIFPPXUU8ycOZNHH32UefPm8emnnzJgwIAW5y9btowLL7yQhQsX8k//9E88//zznH/++axatYrx48cfd3uSVqLthSxWks+UzsO2bXRNQ0ND04zMfZW+YOgOnJoTXTMwyAS6w4JdR+f0muYum0qr9fnKMH3d4UOrvrJMcIyrYdam+7mk42q41RVQqR/pmLodMy3TlkwgdbgP1W41PDB8DhxY1/q2WBWfkZ6iKCh5r1Qzc+ZMpk+fzuOPPw6AZVkMGzaMf/u3f+OWW25pcf78+fOJRCL86U9/yj522mmnMXnyZJ566qmjvt/RqmCYtslzu55odSHLJcO+TzQdQdN0DE1Hp3nvThawiLyxbbBNePue1guNn3GbClKpKFgp1YM72r9mMnM/eejrNufJUQt7Tr8J3lnYels+c1vOQgNSqUbkS157iMlkkpUrV3LrrbdmH9N1nblz57J8ecuFJADLly9nwYIFzR6bN28ev//973Oen0gkSCQOBbeGhoY222TZFhOCU1lZ33J/uwnBqVi2TdAZavM1hMgLTQOrrULjc1RaR/FwFTyxM3HNUvN6tq3+xVavQ9Nj9qH7oI7ZaUgnDuVRNgXMdELdd3hV0G2rt5pOgCvvg1RCZOX1f2N1dTWmaVJeXt7s8fLycjZs2JDzOZWVlTnPr6yszHn+woULueuuu9rdJqfuZHKxWsiytnFl81WmspBFFLo2C41n5u2cx7iJczaIHv4vOR7L/Ns0hNrWtlhCFJBe/9v91ltvbdajbGhoYNiwYW0+x6E5mBSawanFp8lCFtHzGE41Pzfys6oX5nBnVnYe5yIWTUOtEmvn+Way7d6qbR1fe4ToZHn9DV9WVoZhGFRVVTV7vKqqioEDB+Z8zsCBAzt0vtvtxu3u+F+ispBF9GjZQuN5/BFvT29ViAKS1zpPLpeLqVOnsnjxob8gLcti8eLFzJo1K+dzZs2a1ex8gNdff73V84UQedTUW/3MbfCZH6t/Kz4jwVAUpLyPAS5YsIBLL72UadOmMWPGDB599FEikQiXX345AJdccglDhgxh4cKFAFx77bWceeaZPPTQQ3z5y1/mhRdeYMWKFfzqV7/K57chhGhNIfRWhWiHvP8PnT9/PgcOHOCOO+6gsrKSyZMn89prr2UXzuzcuRNdP9SRnT17Ns8//zw//vGP+dGPfsSYMWP4/e9/3yk5iEIIIfquvOchdjfJcRKisMnPqMgX2StGCCGEQAKiEEIIARTAHGJ3axohPlrFGiFEfjT9bPax2RxRAPpcQGxsVHvLHS05XwiRX42NjYRCUiZRdJ8+t6jGsiz27t1LMBg8aiHupqo2u3btyvvkvrSlZ7RH2nL8bbFtm8bGRgYPHtxshbkQXa3P9RB1XWfo0KEdek5RUVHef6E0kba0rpDaI23Jrb1tkZ6hyAf580sIIYRAAqIQQggBSEBsk9vt5s477zym4uDSlu5TSO2RthR+W4RoTZ9bVCOEEELkIj1EIYQQAgmIQgghBCABUQghhAAkIAohhBCABEQhhBACkIAohBBCABIQheh0kskkRM8kAfEw69at4/vf/z6nnnoqgwYNYtCgQZx66ql8//vfZ926dd3altdff50777yTf/zjHwC8/fbbfPGLX+Tss8/m17/+dbe2BSAWi7FkyZKc1yEej/Pcc891e5sA9u7dy5133snFF1/MjTfeyIYNG/LSjsO53W7Wr1+f72Y0s2vXLr7zne/kuxlZW7Zs4eyzz853M4RoRhLzM/7yl79w/vnnM2XKFObNm0d5eTkAVVVVvP7666xcuZI//OEPzJs3r8vb8j//8z9cfvnlTJw4kY0bN/LLX/6S66+/nq9//etYlsX//M//8Nvf/pavf/3rXd4WgI0bN/KFL3yBnTt3omkap59+Oi+88AKDBg0C1DUaPHgwpml2eVt8Ph87duygf//+rFu3jtmzZ9O/f39OPfVU1q5dy86dO1m+fDkTJ07s8rYsWLAg5+O/+MUv+Na3vkVpaSkADz/8cJe35Wg++ugjpkyZ0i2fUXsUWnuEAAmIWZMmTeK8887j7rvvznn8Jz/5CS+99BJr1qzp8raceuqpXH755VxzzTUsXryYc889l3vuuYfrr78egIceeoiXX36ZJUuWdHlbAL761a+SSqV49tlnqaur47rrrmPdunW8+eabDB8+vFsDoq7rVFZWMmDAAM4//3wsy+Kll17C4XBgWRYXX3wx4XCYP/7xj93SlkmTJlFcXNzs8bfeeotp06bh9/vRNC3by+9Kr7zySpvHt27dyg033NBtAeixxx5r8/iePXt48MEHJSCKwmIL27Zt2+Px2Bs2bGj1+IYNG2yPx9MtbfH7/fbWrVuzXzudTvujjz7Kfr1+/Xq7tLS0W9pi27Y9YMAAe82aNdmvLcuyr7rqKnv48OH2li1b7MrKSlvX9W5pi6ZpdlVVlW3btj1s2DD77bffbnZ81apV9qBBg7qlLQsXLrRHjhxpL168uNnjDofD/uSTT7qlDU00TbN1Xbc1TWv11l2fUVN7Bg8ebFdUVOS8DR48uFvbI0R7yBxiRkVFBa+++mqrx1999VVGjBjRLW1xOp0kk8ns1263m0Ag0OzrWCzWLW0BNX/ocBzaOlPTNJ588knOPfdczjzzTDZu3NhtbdE0Lbuxs67rLfbNKy4upra2tlvacsstt7Bo0SK+973vceONN5JKpbrlfXMZNGgQL730EpZl5bytWrWqW9szYsQIHnnkEbZt25bz1tbPmhD50uc2CG7N3XffzUUXXcSbb77J3Llzm80hLl68mNdee43nn3++W9oyevRoNmzYwIknngio4aVgMJg9vmXLlg5vcnw8TjrpJFasWMHJJ5/c7PHHH38cgK985Svd1hbbthk7diyaphEOh1mzZk2z+cLNmzczcODAbmvP9OnTWblyJT/4wQ+YNm0av/3tb7MBuztNnTqVlStXct555+U8rmlat65+bWrPN7/5zYJojxDtIQEx4xvf+AZDhgzhscce46GHHqKyshKAgQMHMmvWLN58801mzZrVLW350Y9+RElJSfbrI3cYX7FiRau/aLrCV7/6VX73u9/x7W9/u8Wxxx9/HMuyeOqpp7qlLUeusB09enSzr999912++tWvdktbmgQCAX7zm9/wwgsvMHfu3LzMi/3whz8kEom0enz06NG88cYb3daeu+++m2g02urxcePGsW3btm5rjxDtIYtqhOhEu3fvZuXKlcydOxe/35/v5gghOkDmEHNIp9P8/e9/5z/+4z9obGwEVL5bOBzu020pNIV4bYYOHcp5550nwfAwhfg5CZFTXpf0FKDt27fbJ510ku3z+WzDMOwtW7bYtm3b11xzjf3d7363z7alLZs3b7bPOuusbn3PnnBt8nFdWpOvtvSEz0mIJtJDPMK1117LtGnTqK2txev1Zh//6le/yuLFi/tsW9oSDod56623uvU9e8K1ycd1aU2+2tITPichmsiimiO88847LFu2DJfL1ezxiooK9uzZ0yfb0p4k6+5WCNemkK5LIbXlcIXwOQnRXhIQj2BZVs5Vgrt3726W+tCX2nLdddcxaNCgFr/UmhyeM9ldCuHaFNJ1KaS2HK4QPich2i3fY7aF5pvf/KZ9xRVX2LZt24FAwN66davd2Nhon3322fZll13WJ9tSUVFhL1q0qNXjH374YbdXHSmEa1NI16WQ2nK4QvichGgvmUM8wkMPPcTSpUsZN24c8Xiciy66KDu8c//99/fJtjQlWbcmH0nWhXBtCum6FFJbDlcIn5MQ7SV5iDmk02leeOEF1qxZQzgcZsqUKVx88cXNFgX0pbasW7eOaDTKtGnTch5PpVLs3bu320rbNcn3tSmk61JIbTlSvj8nIdpLAqIQQgiBLKrJadOmTbzxxhvs378fy7KaHbvjjjv6bFtA/bX/5ptvsmXLFi666CKCwSB79+6lqKioWQHy7lBI16aQrkshtQUK63MSoi3SQzzC008/zfe+9z3KysoYOHBgs0LNmqZ1664BhdQWgB07dnDOOeewc+dOEokEGzdu5IQTTuDaa68lkUh0Wz1TKKxrU0jXpZDaAoX1OQlxVHlbzlOghg8fbt933335boZt24XVFtu27fPOO8/+1re+ZScSCTsQCGSrjrzxxhv26NGju7UthXRtCum6FFJbbLuwPichjkaGTI9QW1vLN77xjXw3AyistkBhJVkX0rUppOtSSG2BwvqchDgaSbs4wje+8Q3+9re/5bsZQGG1BQorybqQrk0hXZdCagsU1uckxNHIHCLNy15FIhEefvhhvvzlLzNhwgScTmezc6+55po+05YjzZ8/n1AoxK9+9SuCwSBr1qyhf//+nHfeeQwfPrzFXoWdrVCvTb6vS6G1pVA/JyGORgIiMHLkyHadp2kaW7du7TNtOdLu3buZN28etm2zadMmpk2bxqZNmygrK+Ptt99mwIABXfr+hXpt8n1dCq0thfo5CXE0EhBFh0iSdW6FdF0KqS1C9CQSEIUQQggkMb+FCy64gBkzZnDzzTc3e/yBBx7ggw8+4MUXX+yTbWlSKEnWhXZtCuW6FFpbCu1zEqIt0kM8Qv/+/fnHP/7BhAkTmj2+du1a5s6dS1VVVZ9sCxRWknUhXZtCui6F1BYorM9JiKORHuIRwuFwzj3lnE4nDQ0NfbYtAD/72c+45557Wvy1nw+FdG0K6boUUlugsD4nIY5G8hCPMGHCBBYtWtTi8RdeeIFx48b12bZAYSVZF9K1KaTrUkhtgcL6nIQ4GukhHuH222/na1/7Glu2bOHss88GYPHixfzud7/r9vmOQmoLHEqyvuqqq7r9vY9USNemkK5LIbUFCutzEuJoZA4xh1dffZV7772X1atX4/V6mThxInfeeSdnnnlmn2tLISdZ5/PaFNJ1KaS25JLv/8NCtJcERNEmSbLOrZCuSyG1RYieTAKiEEIIgcwhAtCvXz82btxIWVkZJSUlzZaqH6mmpqbPtKXQyLXpGeRzEj2VBETgkUceye4E8Mgjj7T5A9yX2nKkfCdZF+q1yfd1KbS2FOrnJMTRyJCpaDdJss6tkK5LIbVFiJ5GeogZuq4f9S9ZTdNIp9N9qi2HK4Qk60K8NoVwXQqtLYX4OQlxNBIQM15++eVWjy1fvpzHHnusRV3IvtCWwzUlWR9ZD7M7k6wL8doUwnUptLYU4uckxFHZolUbNmywzz//fNswDPuSSy6xt2/f3qfb8sorr9gOh8O+5JJL7GeffdZ+9tln7W9/+9u2w+GwX3755W5vT5N8X5tCui6F1JYj5ftzEuJoJCDmsGfPHvtf//VfbafTaf/TP/2TvXbtWmlLxp/+9Cd79uzZts/ns0tLS+2zzjrLfvPNN/PSlkK6NoV0XQqpLbZdWJ+TEG2RgHiYuro6+6abbrK9Xq89a9Ys++2335a2FCC5Nj2DfE6ip5GAmHH//ffb/fr1s8eNG2f//ve/l7YUKLk2PYN8TqInkrSLDF3X8Xq9zJ07F8MwWj3vpZde6lNtKbQk60K5NoV0XQqpLU0K5XMSoiNklWnGJZdcUjAJxIXUlkJLsi6Ua1NI16WQ2tKkUD4nITpCeohCCCEE0kMU7SBJ1rkV0nUppLYI0VNJQBRHJUnWuRXSdSmktgjRY+V3TY/oqSTJOrdCui6F1BYhegI93wFZ9Cx79+7liiuuYMKECaTTaVavXs1vfvMbRowYke+m5VUhXZdCaosQPYkERNEu9fX13HzzzYwePZpPPvmExYsX88c//pHx48fnu2l5VUjXpZDaIkRPJHOI4qgeeOAB7r//fgYOHMjvfvc7zjvvvHw3qSAU0nUppLYI0VNJ2oU4Kkmyzq2QrkshtUWInkp6iOKoJMk6t0K6LoXUFiF6KukhCiGEEMiiGiGEEAKQgCiEEEIAEhCFEEIIQAKi6OEuu+wyzj///Hadu337djRNY/Xq1V3aJiFEzyQBURSkiooKNE3j3Xffbfb4ddddx2c/+9ns17/4xS949tlnu7dxQoheSQKiKFgej4ebb765zXNCoRDFxcXd0yAhRK8mAVF0qf/93/9lwoQJeL1eSktLmTt3LpFIBIBnnnmGU045BbfbzaBBg7j66qubPffKK6/k3Xff5c9//nOrr3/kkKllWTzwwAOMHj0at9vN8OHDueeee5o9Z+vWrZx11ln4fD4mTZrE8uXLmx1fsmQJZ5xxBl6vl2HDhnHNNddk2yyE6L0kIIous2/fPi688EK+853vsH79et58802+9rWvYds2Tz75JD/4wQ+48sorWbt2La+88gqjR49u9vyRI0dy1VVXceutt7Z766Jbb72V++67j9tvv51169bx/PPPU15e3uyc2267jRtvvJHVq1czduxYLrzwwuw+gVu2bOGcc87hggsuYM2aNSxatIglS5a0CNZCiF4or3ttiF5t5cqVNpBz26HBgwfbt912W6vPHTFihP3II4/Y+/fvt4PBoP3cc8/Ztm3b1157rX3mmWdmz7v00kvt8847z7Zt225oaLDdbrf99NNP53zNbdu22YD9n//5n9nHPvnkExuw169fb9u2bf/Lv/yLfeWVVzZ73jvvvGPrum7HYrF2fd9CiJ5Jeoiiy0yaNInPfe5zTJgwgW984xs8/fTT1NbWsn//fvbu3cvnPve5o75G//79ufHGG7njjjtIJpNtnrt+/XoSicRRX3fixInZ+4MGDQJg//79AHz00Uc8++yzBAKB7G3evHlYlsW2bduO2l4hRM8lAVF0GcMweP311/nLX/7CuHHj+OUvf8mJJ55IVVVVh15nwYIFxGIx/v3f/73N87xeb7tez+l0Zu831f9sGpINh8N897vfZfXq1dnbRx99xKZNmxg1alSH2i2E6FkkIIoupWkac+bM4a677uLDDz/E5XLx+uuvU1FRweLFi9v1GoFAgNtvv5177rmHxsbGVs8bM2YMXq+33a+by5QpU1i3bh2jR49ucXO5XMf8ukKIwicBUXSZ9957j3vvvZcVK1awc+dOXnrpJQ4cOMDJJ5/MT37yEx566CEee+wxNm3axKpVq/jlL3/Z6mtdeeWVhEIhnn/++VbPaUrTuOmmm3juuefYsmUL7777Lv/1X//V7jbffPPNLFu2jKuvvprVq1ezadMm/vCHP8iiGiH6ANn+SXSZoqIi3n77bR599FEaGhoYMWIEDz30EF/84hcBiMfjPPLII9x4442UlZXx9a9/vdXXcjqd/PSnP+Wiiy5q8z1vv/12HA4Hd9xxB3v37mXQoEFcddVV7W7zxIkTeeutt7jttts444wzsG2bUaNGMX/+/Ha/hhCiZ5Ltn4QQQghkyFQIIYQAJCAKIYQQgAREIYQQApCAKIQQQgASEIUQQghAAqIQQggBSEAUQgghAAmIQgghBCABUQghhAAkIAohhBCABEQhhBACkIAohBBCAPD/AfbQwDRsDL8ZAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 300x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams[\"figure.figsize\"] = (3, 3)\n",
    "niche_list = ['Niche0', 'Niche3', 'Niche12', 'Niche5', 'Niche14', 'Niche11', 'Niche1']\n",
    "sn.pl.multi_lineplot(adata=adata2, library_key='tile', show_list=['Hep_PC', 'Hep_PP', ], mode='composition', \n",
    "                    order=niche_list, palette=[palettes.default_20[i] for i in [10, 11]])"
   ]
  },
  {
   "cell_type": "markdown",
   "source": [
    "#### Calculate the phenotypic characteristics\n",
    "We can calculate the phenotypic characteristics for each niche within each sample by the `calculate_average_exp_multi` function of `scNiche`,\n",
    "and the result is stored in `adata.uns[\"expression_multi\"]`.\n",
    "\n",
    "By default, to avoid the effect of outliers, for each niche, only samples with a proportion of that niche exceeding 5% are considered.\n",
    "We can set the value of `cutoff` parameter to change the threshold. Besides, we can set the value of `selected_celltype` parameter to\n",
    "calculate the average phenotypic characteristics of all cells belonging to the selected cell populations, otherwise `selected_celltype=None`, `scniche`\n",
    "will calculate the average phenotypic characteristics of all cells belonging to niches.\n",
    "\n",
    "In this example, from Niche 0 to Niche 1, we observed a gradual decrease in the expression of the pericentral genes such as Cyp2e1.\n",
    "Conversely, the expression of the periportal genes such as Cyp2f2 exhibited a gradual increase."
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "bbfe0d2d-9ac5-4c32-a644-2bf54d6a40a2",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-06-21T11:26:18.269182Z",
     "iopub.status.busy": "2024-06-21T11:26:18.268989Z",
     "iopub.status.idle": "2024-06-21T11:26:24.194861Z",
     "shell.execute_reply": "2024-06-21T11:26:24.194078Z",
     "shell.execute_reply.started": "2024-06-21T11:26:18.269164Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "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>tile</th>\n",
       "      <th>scNiche</th>\n",
       "      <th>Niche_ratio</th>\n",
       "      <th>Mup17</th>\n",
       "      <th>Cyp2c29</th>\n",
       "      <th>Cyp1a2</th>\n",
       "      <th>Mup9</th>\n",
       "      <th>Cyp2a5</th>\n",
       "      <th>Cyp3a11</th>\n",
       "      <th>Apoe</th>\n",
       "      <th>...</th>\n",
       "      <th>Hsd17b13</th>\n",
       "      <th>Fgb</th>\n",
       "      <th>Pck1</th>\n",
       "      <th>Fga</th>\n",
       "      <th>Serpina1c</th>\n",
       "      <th>Serpina1e</th>\n",
       "      <th>Cyp2f2</th>\n",
       "      <th>Mup3</th>\n",
       "      <th>Mup20</th>\n",
       "      <th>Alb</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2102</td>\n",
       "      <td>Niche0</td>\n",
       "      <td>0.251397</td>\n",
       "      <td>3.016366</td>\n",
       "      <td>3.165441</td>\n",
       "      <td>2.024903</td>\n",
       "      <td>2.247860</td>\n",
       "      <td>1.308051</td>\n",
       "      <td>4.309904</td>\n",
       "      <td>5.381613</td>\n",
       "      <td>...</td>\n",
       "      <td>0.562137</td>\n",
       "      <td>2.718228</td>\n",
       "      <td>1.646722</td>\n",
       "      <td>2.957385</td>\n",
       "      <td>3.768360</td>\n",
       "      <td>2.324869</td>\n",
       "      <td>1.676095</td>\n",
       "      <td>4.626377</td>\n",
       "      <td>3.572437</td>\n",
       "      <td>6.472378</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2102</td>\n",
       "      <td>Niche1</td>\n",
       "      <td>0.227055</td>\n",
       "      <td>1.347065</td>\n",
       "      <td>1.470073</td>\n",
       "      <td>0.681930</td>\n",
       "      <td>1.185563</td>\n",
       "      <td>0.313638</td>\n",
       "      <td>3.863366</td>\n",
       "      <td>5.227324</td>\n",
       "      <td>...</td>\n",
       "      <td>1.267154</td>\n",
       "      <td>3.397107</td>\n",
       "      <td>2.259360</td>\n",
       "      <td>3.496953</td>\n",
       "      <td>4.161448</td>\n",
       "      <td>3.602183</td>\n",
       "      <td>3.137612</td>\n",
       "      <td>5.154489</td>\n",
       "      <td>4.778705</td>\n",
       "      <td>6.980240</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2102</td>\n",
       "      <td>Niche3</td>\n",
       "      <td>0.161213</td>\n",
       "      <td>2.100547</td>\n",
       "      <td>2.969939</td>\n",
       "      <td>1.636240</td>\n",
       "      <td>1.522429</td>\n",
       "      <td>0.730871</td>\n",
       "      <td>4.046980</td>\n",
       "      <td>5.320291</td>\n",
       "      <td>...</td>\n",
       "      <td>0.590693</td>\n",
       "      <td>2.803703</td>\n",
       "      <td>1.675360</td>\n",
       "      <td>3.159718</td>\n",
       "      <td>3.877545</td>\n",
       "      <td>2.707876</td>\n",
       "      <td>1.823318</td>\n",
       "      <td>4.623589</td>\n",
       "      <td>3.641318</td>\n",
       "      <td>6.468164</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2102</td>\n",
       "      <td>Niche12</td>\n",
       "      <td>0.102953</td>\n",
       "      <td>1.446319</td>\n",
       "      <td>2.602856</td>\n",
       "      <td>1.442304</td>\n",
       "      <td>1.273879</td>\n",
       "      <td>0.381993</td>\n",
       "      <td>3.918025</td>\n",
       "      <td>5.284259</td>\n",
       "      <td>...</td>\n",
       "      <td>0.680457</td>\n",
       "      <td>2.996247</td>\n",
       "      <td>1.821346</td>\n",
       "      <td>3.173913</td>\n",
       "      <td>3.995923</td>\n",
       "      <td>2.949590</td>\n",
       "      <td>2.093962</td>\n",
       "      <td>4.696248</td>\n",
       "      <td>3.682534</td>\n",
       "      <td>6.556813</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2102</td>\n",
       "      <td>Niche11</td>\n",
       "      <td>0.090583</td>\n",
       "      <td>1.360826</td>\n",
       "      <td>1.652809</td>\n",
       "      <td>0.893462</td>\n",
       "      <td>1.295120</td>\n",
       "      <td>0.296913</td>\n",
       "      <td>3.805506</td>\n",
       "      <td>5.219395</td>\n",
       "      <td>...</td>\n",
       "      <td>1.361616</td>\n",
       "      <td>3.253701</td>\n",
       "      <td>2.062467</td>\n",
       "      <td>3.546352</td>\n",
       "      <td>4.100798</td>\n",
       "      <td>3.601937</td>\n",
       "      <td>3.000446</td>\n",
       "      <td>5.039079</td>\n",
       "      <td>4.499286</td>\n",
       "      <td>6.853433</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 219 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   tile  scNiche  Niche_ratio     Mup17   Cyp2c29    Cyp1a2      Mup9  \\\n",
       "0  2102   Niche0     0.251397  3.016366  3.165441  2.024903  2.247860   \n",
       "1  2102   Niche1     0.227055  1.347065  1.470073  0.681930  1.185563   \n",
       "2  2102   Niche3     0.161213  2.100547  2.969939  1.636240  1.522429   \n",
       "3  2102  Niche12     0.102953  1.446319  2.602856  1.442304  1.273879   \n",
       "4  2102  Niche11     0.090583  1.360826  1.652809  0.893462  1.295120   \n",
       "\n",
       "     Cyp2a5   Cyp3a11      Apoe  ...  Hsd17b13       Fgb      Pck1       Fga  \\\n",
       "0  1.308051  4.309904  5.381613  ...  0.562137  2.718228  1.646722  2.957385   \n",
       "1  0.313638  3.863366  5.227324  ...  1.267154  3.397107  2.259360  3.496953   \n",
       "2  0.730871  4.046980  5.320291  ...  0.590693  2.803703  1.675360  3.159718   \n",
       "3  0.381993  3.918025  5.284259  ...  0.680457  2.996247  1.821346  3.173913   \n",
       "4  0.296913  3.805506  5.219395  ...  1.361616  3.253701  2.062467  3.546352   \n",
       "\n",
       "   Serpina1c  Serpina1e    Cyp2f2      Mup3     Mup20       Alb  \n",
       "0   3.768360   2.324869  1.676095  4.626377  3.572437  6.472378  \n",
       "1   4.161448   3.602183  3.137612  5.154489  4.778705  6.980240  \n",
       "2   3.877545   2.707876  1.823318  4.623589  3.641318  6.468164  \n",
       "3   3.995923   2.949590  2.093962  4.696248  3.682534  6.556813  \n",
       "4   4.100798   3.601937  3.000446  5.039079  4.499286  6.853433  \n",
       "\n",
       "[5 rows x 219 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "library_key = 'tile'\n",
    "niche_key = 'scNiche'\n",
    "celltype_key = 'celltype'\n",
    "\n",
    "sn.al.calculate_average_exp_multi(adata2, layer_key='data', library_key=library_key, niche_key=niche_key, celltype_key=celltype_key, \n",
    "                                  gene_list=gene_list, selected_celltype=None, cutoff=0.05)\n",
    "adata2.uns['expression_multi'].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "29395664-2b87-4d34-8e54-a2db245d6361",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-06-21T11:26:24.196147Z",
     "iopub.status.busy": "2024-06-21T11:26:24.195840Z",
     "iopub.status.idle": "2024-06-21T11:26:24.619050Z",
     "shell.execute_reply": "2024-06-21T11:26:24.618402Z",
     "shell.execute_reply.started": "2024-06-21T11:26:24.196120Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 300x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "show_genes = ['Cyp2e1', 'Cyp2f2', ]\n",
    "niche_list = ['Niche0', 'Niche3', 'Niche12', 'Niche5', 'Niche14', 'Niche11', 'Niche1']\n",
    "plt.rcParams[\"figure.figsize\"] = (3, 3)\n",
    "sn.pl.multi_lineplot(adata=adata2, library_key='tile', show_list=show_genes, mode='expression', order=niche_list,)"
   ]
  },
  {
   "cell_type": "markdown",
   "source": [
    "Visually, we can observe the partial remodeling of the zonation patterns from the central vein to the portal node in TD livers compared to normal livers.\n",
    "We can therefore perform further analysis by calculating the spatial connectivity between niches of different groups.\n",
    "\n",
    "The `spatial_link` function of `scniche` is developed based on the `spatial_neighbors` function of `squidpy`.\n",
    "We can first calculate the spatial connectivity between niches on each slice, then group the results and calculate the average spatial connectivity."
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "1be501bf-e989-433e-871d-fb2bb6056132",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-06-21T11:26:24.619993Z",
     "iopub.status.busy": "2024-06-21T11:26:24.619766Z",
     "iopub.status.idle": "2024-06-21T11:26:25.709119Z",
     "shell.execute_reply": "2024-06-21T11:26:25.708453Z",
     "shell.execute_reply.started": "2024-06-21T11:26:24.619975Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot: title={'center': 'scNiche'}, xlabel='spatial1', ylabel='spatial2'>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 300x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 300x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams[\"figure.figsize\"] = (3, 3)\n",
    "# normal\n",
    "palette_use = [palettes.default_57[i] for i in [0, 1, 2, 3, 5, 6, 7, 8, 10, 11, 12, 13, 14]]\n",
    "sc.pl.embedding(adata[(adata.obs['tile'] == 2103)], basis=\"spatial\", color=['scNiche', ],s=15, show=False, palette=palette_use)\n",
    "\n",
    "# td\n",
    "palette_use = [palettes.default_57[i] for i in [0, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14]]\n",
    "sc.pl.embedding(adata[(adata.obs['tile'] == 2117)], basis=\"spatial\", color=['scNiche', ],s=15, show=False, palette=palette_use)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "e1119172-e991-4288-a9f7-738c12b8325d",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-06-21T11:26:25.711570Z",
     "iopub.status.busy": "2024-06-21T11:26:25.711426Z",
     "iopub.status.idle": "2024-06-21T11:26:32.891993Z",
     "shell.execute_reply": "2024-06-21T11:26:32.891368Z",
     "shell.execute_reply.started": "2024-06-21T11:26:25.711553Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 10/10 [00:07<00:00,  1.40it/s]\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>to</th>\n",
       "      <th>link_number</th>\n",
       "      <th>from</th>\n",
       "      <th>tile</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Niche0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Niche0</td>\n",
       "      <td>2116</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Niche0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Niche1</td>\n",
       "      <td>2116</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Niche0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Niche2</td>\n",
       "      <td>2116</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Niche0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>Niche3</td>\n",
       "      <td>2116</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Niche0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Niche5</td>\n",
       "      <td>2116</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       to  link_number    from  tile\n",
       "0  Niche0          NaN  Niche0  2116\n",
       "1  Niche0          0.0  Niche1  2116\n",
       "2  Niche0          0.0  Niche2  2116\n",
       "3  Niche0         17.0  Niche3  2116\n",
       "4  Niche0          0.0  Niche5  2116"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from tqdm import tqdm\n",
    "df = pd.DataFrame()\n",
    "for i in tqdm(list(set(adata.obs['tile']))):\n",
    "    adata_tmp = adata[adata.obs['tile'] == i].copy()\n",
    "    sn.al.spatial_link(adata_tmp, cluster_key='scNiche')\n",
    "    \n",
    "    # row: from; columns: to\n",
    "    a = adata_tmp.uns['scNiche_spatial_link']\n",
    "    np.fill_diagonal(a.values, np.nan)\n",
    "    b = pd.melt(a, var_name='to', value_name='link_number')\n",
    "    b['from'] = list(a.index) * a.shape[1]\n",
    "    b['tile'] = i\n",
    "    df = pd.concat([df, b], axis=0)\n",
    "    \n",
    "df['tile'] = df['tile'].astype('category')\n",
    "df['to'] = df['to'].astype('str')\n",
    "\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "a92677d2-373b-4ad3-95fe-99fe1fd69e76",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-06-21T11:26:32.892838Z",
     "iopub.status.busy": "2024-06-21T11:26:32.892686Z",
     "iopub.status.idle": "2024-06-21T11:26:32.936741Z",
     "shell.execute_reply": "2024-06-21T11:26:32.936199Z",
     "shell.execute_reply.started": "2024-06-21T11:26:32.892821Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "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>Niche10</th>\n",
       "      <th>Niche9</th>\n",
       "      <th>Niche3</th>\n",
       "      <th>Niche12</th>\n",
       "      <th>Niche2</th>\n",
       "      <th>Niche7</th>\n",
       "      <th>Niche14</th>\n",
       "      <th>Niche11</th>\n",
       "      <th>Niche4</th>\n",
       "      <th>Niche8</th>\n",
       "      <th>Niche5</th>\n",
       "      <th>Niche6</th>\n",
       "      <th>Niche13</th>\n",
       "      <th>Niche1</th>\n",
       "      <th>Niche0</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Niche0</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>470.600000</td>\n",
       "      <td>29.600000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.600000</td>\n",
       "      <td>1.200000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.200000</td>\n",
       "      <td>2.600000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Niche1</th>\n",
       "      <td>72.833333</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.666667</td>\n",
       "      <td>2.500000</td>\n",
       "      <td>3.666667</td>\n",
       "      <td>7.166667</td>\n",
       "      <td>57.166667</td>\n",
       "      <td>601.833333</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>3.500000</td>\n",
       "      <td>0.166667</td>\n",
       "      <td>0.166667</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Niche10</th>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>6.333333</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>23.666667</td>\n",
       "      <td>47.666667</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.166667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>72.833333</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Niche11</th>\n",
       "      <td>47.666667</td>\n",
       "      <td>1.5</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>2.666667</td>\n",
       "      <td>15.000000</td>\n",
       "      <td>65.666667</td>\n",
       "      <td>422.333333</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.833333</td>\n",
       "      <td>25.666667</td>\n",
       "      <td>3.500000</td>\n",
       "      <td>28.833333</td>\n",
       "      <td>601.833333</td>\n",
       "      <td>1.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Niche12</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>420.333333</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>14.833333</td>\n",
       "      <td>2.666667</td>\n",
       "      <td>0.0</td>\n",
       "      <td>114.833333</td>\n",
       "      <td>315.333333</td>\n",
       "      <td>2.500000</td>\n",
       "      <td>1.166667</td>\n",
       "      <td>2.500000</td>\n",
       "      <td>29.6</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           Niche10  Niche9      Niche3    Niche12     Niche2     Niche7  \\\n",
       "Niche0    0.000000     1.0  470.600000  29.600000   0.000000   0.000000   \n",
       "Niche1   72.833333     0.0    2.666667   2.500000   3.666667   7.166667   \n",
       "Niche10        NaN     0.0    0.000000   0.000000   6.333333   1.000000   \n",
       "Niche11  47.666667     1.5    2.000000   2.666667  15.000000  65.666667   \n",
       "Niche12   0.000000     0.0  420.333333        NaN   0.000000   0.000000   \n",
       "\n",
       "            Niche14     Niche11  Niche4      Niche8      Niche5    Niche6  \\\n",
       "Niche0     1.600000    1.200000     NaN    3.200000    2.600000  0.000000   \n",
       "Niche1    57.166667  601.833333     0.0    0.666667    3.500000  0.166667   \n",
       "Niche10   23.666667   47.666667     0.0    0.166667    0.000000  0.000000   \n",
       "Niche11  422.333333         NaN     0.0    1.833333   25.666667  3.500000   \n",
       "Niche12   14.833333    2.666667     0.0  114.833333  315.333333  2.500000   \n",
       "\n",
       "           Niche13      Niche1  Niche0  \n",
       "Niche0    0.000000    1.000000     NaN  \n",
       "Niche1    0.166667         NaN     1.0  \n",
       "Niche10   0.000000   72.833333     0.0  \n",
       "Niche11  28.833333  601.833333     1.2  \n",
       "Niche12   1.166667    2.500000    29.6  "
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1 = df.loc[df['tile'].isin([2102, 2103, 2104, 2105, 2106, 2107])]\n",
    "df2 = df.loc[df['tile'].isin([2116, 2117, 2118, 2119])]\n",
    "\n",
    "def norm_link(df):\n",
    "    df_new = pd.DataFrame()\n",
    "    df_group = df.groupby(['from', 'to']).mean()\n",
    "    for i in list(set(adata.obs['scNiche'])):\n",
    "        tmp = pd.DataFrame({i: list(df_group.loc[i]['link_number'].values)})\n",
    "        tmp.index = list(df_group.loc[i]['link_number'].index)\n",
    "        df_new = pd.concat([df_new, tmp], axis=1)\n",
    "    \n",
    "    return df_new\n",
    "\n",
    "df_normal = norm_link(df1)\n",
    "df_td = norm_link(df2)\n",
    "\n",
    "df_normal.head(5)"
   ]
  },
  {
   "cell_type": "markdown",
   "source": [
    "Specifically, we found that niches proximal to the central vein observed in normal livers (Niche 0, 3 and 12) were also present in TD liver,\n",
    "whereas niches proximal to the portal node were altered, despite no significant changes in their cellular composition"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "77bb3860-f18c-47cd-818b-0038f8730b3a",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-06-21T11:26:32.937525Z",
     "iopub.status.busy": "2024-06-21T11:26:32.937379Z",
     "iopub.status.idle": "2024-06-21T11:26:33.353356Z",
     "shell.execute_reply": "2024-06-21T11:26:33.352739Z",
     "shell.execute_reply.started": "2024-06-21T11:26:32.937510Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.matrix.ClusterGrid at 0x2b71ffd235e0>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x400 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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L1tZW1+vUajXsdjs+/fRTrFy5EoWFhaitrRU6F09wpEFEfqu4uBiFhYVu6643yrhs+vTpMBqNKC4uRl5e3qDtQkJCrruvoKAgt58lSYLT6QQAdHd3Y+rUqdi0adM1r4uKinL9ecyYMYiLiwMAGAwGNDU1obS0FDNmzBA4G3EsGkTkt0QuRQ2lrKwMBoMB8fHxg7ZJTEyEzWZDfn7+sI6RkpKCyspKREdHIzw8XPh1TqfzmktvI4GXp4iIhikhIQG5ublYu3btoG0sFgs2b94Mi8WCpqYmNDY2wmq1Ch8jNzcXWq0WJpMJ9fX1OHbsGGpra7F06VLXjfjS0lLs2LEDR48eRVNTE8rLy/Hb3/4Wjz322A2f49VYNIiIbkBJSYnrUtJAZsyYga1bt2L79u0wGAzIyMjAnj17hPcfGhqKuro6xMTEYPbs2dDr9ViwYAF6e3tdI48LFy6goKAAd911F77zne/gv//7v/HWW29h4cKFN3x+V5NkWZZHfK9+QJIkXCx/ytcxAACBP1mHmpoaX8dAVlYWLq5e5usYAIDAZ16BfOGsr2NAGqdRRA6AWQYUGuHrBDcdjjSIiEgYiwYREQlj0SAiImEsGkREJIxFg4iIhLFoEBGRMBYNIiISxqJBRETCWDSIiEgYiwYREQlj0SAiImGce2qYLn+DFhHdvPjPn+f4fRo3QP7qT76OAACQ1OMVMVFg4DOvKGLiRODS5InyH9t9HQOS9nZlTMwHBU0SCGVlIc/w8hQREQlj0SAiImEsGkREJIxFg4iIhLFoEBGRMBYNIiISxqJBRETCWDSIiEgYiwYREQlj0SAiImEsGkREI6iiogIajUa4fWxsLNasWTNqeUYaiwYRkaC8vDxIkoSysjK39du2bXNNYjpv3jw0Nzd7NdeBAwcwZ84cxMbGQpKkAYtQaWkp0tLSoFarER0djVmzZuHw4cMeH4tFg4jIA8HBwbBarejq6hpwe0hICKKjo72aqaenB5MmTUJZWRl0Ot2AbT788EMsWbIEn3zyCXbs2IH+/n5kZWXhwoULHh2LRYOIyAOZmZnQ6XQoLS0dcPtAl6eqqqqQlpaG4OBgaLVamM1mt+09PT2YP38+1Go1YmJisH79erft7e3tmDt3LjQaDSIjI2EymXD8+HHX9rS0NLz00kvIycmBSqUaMNf777+PvLw83HXXXUhKSkJFRQXa2tqwd+9ej86fRYOIyAMBAQFYtWoV1q1bh46Ojuu2r66uhtlsRnZ2NhoaGmCz2TBt2jS3NuXl5UhNTUVDQwMKCgqwePFi16Wj/v5+GI1GqNVq1NfXY9euXQgLC8PMmTPR19c37PM4d+4cACAyMtKj1/H7NIjIbzkcDjgcDrd1KpVq0P+tX2Y2m2EwGGCxWPDGG28M2XblypXIycnBihUrXOuSkpLc2mRnZ6OgoAAAUFRUhNWrV2Pnzp2Ij49HZWUlnE4nNmzY4LpvsnHjRmg0GtTW1iIrK0v4fC9zOp14+umn8Z3vfAd33323R6/lSIOI/FZpaSkiIiLclsEuO13NarXizTffRFNT05Dt7HY77r///iHbJCYmuv4sSRJ0Oh3OnDkDANi3bx9aWlqgVqsRFhaGsLAwREZGore3F62trUJZr7ZkyRJ88cUX2LJli8ev5UiDiPxWcXExCgsL3dZdb5Rx2fTp02E0GlFcXIy8vLxB24WEhFx3X0FBQW4/S5IEp9MJAOju7sbUqVOxadOma14XFRUllPVKTz75JN577z3U1dXhtttu8/j1LBpE5LdELkUNpaysDAaDAfHx8YO2SUxMhM1mQ35+/rCOkZKSgsrKSkRHRyM8PHy4USHLMp566im8++67qK2txZ133jms/fDyFBHRMCUkJCA3Nxdr164dtI3FYsHmzZthsVjQ1NSExsZGWK1W4WPk5uZCq9XCZDKhvr4ex44dQ21tLZYuXeq6Ed/X1we73Q673Y6+vj6cOHECdrsdLS0trv0sWbIEb731Ft5++22o1Wp0dnais7MTX3/9tUfnzKJBRHQDSkpKXJeSBjJjxgxs3boV27dvh8FgQEZGBvbs2SO8/9DQUNTV1SEmJgazZ8+GXq/HggUL0Nvb6xp5nDx5EsnJyUhOTsapU6fw8ssvIzk5GQsXLnTt51e/+hXOnTuHGTNmYOLEia6lsrLSo/OVZFmWPXoFAbh0zVH+6k++jgEAkNTjcXH1Ml/HQOAzr6CmpsbXMQAAWVlZkP/Y7usYkLS3Q75w1tcxAADSOA2zXC00wtcJbjocaRARkTAWDSIiEsaiQUREwlg0iIhIGIsGEREJY9EgIiJhLBpERCSMRYOIiISxaBARkTAWDSIiEsaiQUREwjj31DBd/gYtIrp58Z8/z/H7NG6AIiZcg3Imf5PGaRQxSSBwaaJAJUyemJWVBfnPp3wdAwAgRU5UxO8JoJzfWfIcL08REZEwFg0iIhLGokFERMJYNIiISBiLBhERCWPRICIiYSwaREQkjEWDiIiEsWgQEZEwFg0iIhLGokFENIIqKiqg0WiE28fGxmLNmjWjlmeksWgQEQnKy8uDJEkoKytzW79t2zbXJKbz5s1Dc3OzV3NVVFRAkiS3JTg4eFSOxaJBROSB4OBgWK1WdHV1Dbg9JCQE0dHRXk4FhIeH49SpU67lyy+/HJXjsGgQEXkgMzMTOp0OpaWlA24f6PJUVVUV0tLSEBwcDK1WC7PZ7La9p6cH8+fPh1qtRkxMDNavX++2vb29HXPnzoVGo0FkZCRMJhOOHz/u1kaSJOh0OtcyYcKEGz7XgbBoEJHfcjgcOH/+vNvicDiGfE1AQABWrVqFdevWoaOj47rHqK6uhtlsRnZ2NhoaGmCz2TBt2jS3NuXl5UhNTUVDQwMKCgqwePFiHD58GADQ398Po9EItVqN+vp67Nq1C2FhYZg5cyb6+vpc++ju7sYdd9yB22+/HSaTCQcOHBhGj1wfiwYR+a3S0lJERES4LYONIK5kNpthMBhgsViu23blypXIycnBihUroNfrkZSUhOLiYrc22dnZKCgoQFxcHIqKiqDVarFz504AQGVlJZxOJzZs2ICEhATo9Xps3LgRbW1tqK2tBQDEx8fj3//93/G73/0Ob731FpxOJ+677z6houYpfgkTEfmt4uJiFBYWuq1TqVRCr7VarcjIyMDy5cuHbGe327Fo0aIh2yQmJrr+fPky05kzZwAA+/btQ0tLC9Rqtdtrent70draCgBIT09Henq6a9t9990HvV6P119/HS+88ILQ+Yhi0SAiv6VSqYSLxNWmT58Oo9GI4uJi5OXlDdouJCTkuvsKCgpy+1mSJDidTgCXLjtNnToVmzZtuuZ1UVFRg+4vOTkZLS0t1z22p3h5iohomMrKylBVVYXdu3cP2iYxMRE2m23Yx0hJScGRI0cQHR2NuLg4tyUiImLA13zzzTdobGzExIkTh33cwbBoEBENU0JCAnJzc7F27dpB21gsFmzevBkWiwVNTU1obGyE1WoVPkZubi60Wi1MJhPq6+tx7Ngx1NbWYunSpa57FiUlJaipqcHRo0fx+eef47HHHsOXX36JhQsX3vA5Xo1Fg4joBpSUlLguJQ1kxowZ2Lp1K7Zv3w6DwYCMjAzs2bNHeP+hoaGoq6tDTEwMZs+eDb1ejwULFqC3txfh4eEAgK6uLixatAh6vR7Z2dk4f/48Pv74Y0yZMuWGz+9qkizL8ojv1Q9IkgT5wllfxwAASOM0isgijdNA/mO7r2MAACTt7aipqfF1DGRlZUH+8ylfxwAASJETFfF7AijndxahA1/eocFxpEFERMJYNIiISBiLBhERCWPRICIiYSwaREQkjEWDiIiEsWgQEZEwFg0iIhLGokFERMJYNIiISBinERmmy18iT0Q3L/7z5zl+n8YNUMTcOVDOPD5KyQH8JYsC5nySIicqYg4s4C/zYCnp/VFIFvIML08REZEwFg0iIhLGokFERMJYNIiISBiLBhERCWPRICIiYSwaREQkjEWDiIiEsWgQEZEwFg0iIhLGokFENIIqKiqg0WiE28fGxmLNmjWjlmeksWgQEQnKy8uDJEkoKytzW79t2zbXJKbz5s1Dc3OzV3MdOHAAc+bMQWxsLCRJum4RKisrgyRJePrppz0+FosGEZEHgoODYbVa0dXVNeD2kJAQREdHezVTT08PJk2ahLKyMuh0uiHbfvrpp3j99deRmJg4rGOxaBAReSAzMxM6nQ6lpaUDbh/o8lRVVRXS0tIQHBwMrVYLs9nstr2npwfz58+HWq1GTEwM1q9f77a9vb0dc+fOhUajQWRkJEwmE44fP+7anpaWhpdeegk5OTlQqVSDZu/u7kZubi5+85vf4JZbbvHsxP+CRYOIyAMBAQFYtWoV1q1bh46Ojuu2r66uhtlsRnZ2NhoaGmCz2TBt2jS3NuXl5UhNTUVDQwMKCgqwePFiHD58GADQ398Po9EItVqN+vp67Nq1C2FhYZg5cyb6+vo8yr5kyRI89NBDyMzM9Oh1V+L3aRCR33I4HHA4HG7rVCrVkP9bBwCz2QyDwQCLxYI33nhjyLYrV65ETk4OVqxY4VqXlJTk1iY7OxsFBQUAgKKiIqxevRo7d+5EfHw8Kisr4XQ6sWHDBtd9k40bN0Kj0aC2thZZWVlC57plyxZ8/vnn+PTTT4XaD4YjDSLyW6WlpYiIiHBbBrvsdDWr1Yo333wTTU1NQ7az2+24//77h2xz5f0FSZKg0+lw5swZAMC+ffvQ0tICtVqNsLAwhIWFITIyEr29vWhtbRXK2t7ejmXLlmHTpk0IDg4Wes1gONIgIr9VXFyMwsJCt3XXG2VcNn36dBiNRhQXFyMvL2/QdiEhIdfdV1BQkNvPkiTB6XQCuHQfYurUqdi0adM1r4uKihLKunfvXpw5cwYpKSmudd988w3q6urw6quvwuFwICAgQGhfLBpE5LdELkUNpaysDAaDAfHx8YO2SUxMhM1mQ35+/rCOkZKSgsrKSkRHRyM8PHxY+7j//vvR2Njoti4/Px+TJ09GUVGRcMEAeHmKiGjYEhISkJubi7Vr1w7axmKxYPPmzbBYLGhqakJjYyOsVqvwMXJzc6HVamEymVBfX49jx46htrYWS5cudd2I7+vrg91uh91uR19fH06cOAG73Y6WlhYAgFqtxt133+22jBs3DuPHj8fdd9/t0TmzaBAR3YCSkhLXpaSBzJgxA1u3bsX27dthMBiQkZGBPXv2CO8/NDQUdXV1iImJwezZs6HX67FgwQL09va6Rh4nT55EcnIykpOTcerUKbz88stITk7GwoULb/j8ribJsiyP+F79gCRJkC+c9XUMAIA0TqOILErJAfwly59P+ToGpMiJqKmp8XUMAEBWVpay3h8lZAmN8HWCmw5HGkREJIxFg4iIhLFoEBGRMBYNIiISxqJBRETCWDSIiEgYiwYREQlj0SAiImEsGkREJIxFg4iIhLFoEBGRMM49NUyXv0GLiG5e/OfPc/w+jRugiAnXoJzJ35SSA1BOFqXkAC5l4eSJdKN4eYqIiISxaBARkTAWDSIiEsaiQUREwlg0iIhIGIsGEREJY9EgIiJhLBpERCSMRYOIiISxaBARkTAWDSKiEVRRUQGNRiPcPjY2FmvWrBm1PCONRYOISFBeXh4kSUJZWZnb+m3btrkmMZ03bx6am5u9muvAgQOYM2cOYmNjIUnSgEWorq4ODz/8MG699VZIkoRt27YN61gsGkREHggODobVakVXV9eA20NCQhAdHe3VTD09PZg0aRLKysqg0+kGbHPhwgUkJSXhl7/85Q0di0WDiMgDmZmZ0Ol0KC0tHXD7QJenqqqqkJaWhuDgYGi1WpjNZrftPT09mD9/PtRqNWJiYrB+/Xq37e3t7Zg7dy40Gg0iIyNhMplw/Phx1/a0tDS89NJLyMnJgUqlGjDXgw8+iJ///OfXHNtTLBpE5LccDgfOnz/vtjgcjiFfExAQgFWrVmHdunXo6Oi47jGqq6thNpuRnZ2NhoYG2Gw2TJs2za1NeXk5UlNT0dDQgIKCAixevBiHDx8GAPT398NoNEKtVqO+vh67du1CWFgYZs6cib6+vuGf/DCxaBCR3yotLUVERITbMtgI4kpmsxkGgwEWi+W6bVeuXImcnBysWLECer0eSUlJKC4udmuTnZ2NgoICxMXFoaioCFqtFjt37gQAVFZWwul0YsOGDUhISIBer8fGjRvR1taG2traYZ33jeCXMBGR3youLkZhYaHbusEu71zNarUiIyMDy5cvH7Kd3W7HokWLhmyTmJjo+rMkSdDpdDhz5gwAYN++fWhpaYFarXZ7TW9vL1pbW4WyjiQWDSLyWyqVSrhIXG369OkwGo0oLi5GXl7eoO1CQkKuu6+goCC3nyVJgtPpBAB0d3dj6tSp2LRp0zWvi4qK8iz0CGDRICIaprKyMhgMBsTHxw/aJjExETabDfn5+cM6RkpKCiorKxEdHY3w8PDhRh0xvKdBRDRMCQkJyM3Nxdq1awdtY7FYsHnzZlgsFjQ1NaGxsRFWq1X4GLm5udBqtTCZTKivr8exY8dQW1uLpUuXum7E9/X1wW63w263o6+vDydOnIDdbkdLS4trP93d3a42AHDs2DHY7Xa0tbV5dM4sGkREN6CkpMR1KWkgM2bMwNatW7F9+3YYDAZkZGRgz549wvsPDQ1FXV0dYmJiMHv2bOj1eixYsAC9vb2ukcfJkyeRnJyM5ORknDp1Ci+//DKSk5OxcOFC134+++wzVxsAKCwsRHJyMp577jmPzleSZVn26BUE4NI1R/nCWV/HAABI4zSKyKKUHIBysiglB3ApS01Nja9jAACysrKU0S+hEb5OcNPhSIOIiISxaBARkTAWDSIiEsaiQUREwlg0iIhIGIsGEREJY9EgIiJhLBpERCSMRYOIiISxaBARkTAWDSIiEsa5p4ZJkiRfRyCiG8R//jzH79O4AYqYcA3KmRRPKTkA5WRRSg5AeVmUMnkieYaXp4iISBiLBhERCWPRICIiYSwaREQkjEWDiIiEsWgQEZEwFg0iIhLGokFERMJYNIiISBiLBhERCWPRICIaQRUVFdBoNMLtY2NjsWbNmlHLM9JYNIiIBOXl5UGSJJSVlbmt37Ztm2sS03nz5qG5udmruQ4cOIA5c+YgNjYWkiSNahFi0SAi8kBwcDCsViu6uroG3B4SEoLo6GivZurp6cGkSZNQVlYGnU43qsdi0SAi8kBmZiZ0Oh1KS0sH3D7Q5amqqiqkpaUhODgYWq0WZrPZbXtPTw/mz58PtVqNmJgYrF+/3m17e3s75s6dC41Gg8jISJhMJhw/fty1PS0tDS+99BJycnKgUqlG5DwHw6JBRH7L4XDg/PnzbovD4RjyNQEBAVi1ahXWrVuHjo6O6x6juroaZrMZ2dnZaGhogM1mw7Rp09zalJeXIzU1FQ0NDSgoKMDixYtx+PBhAEB/fz+MRiPUajXq6+uxa9cuhIWFYebMmejr6xv+yQ8TiwYR+a3S0lJERES4LYONIK5kNpthMBhgsViu23blypXIycnBihUroNfrkZSUhOLiYrc22dnZKCgoQFxcHIqKiqDVarFz504AQGVlJZxOJzZs2ICEhATo9Xps3LgRbW1tqK2tHdZ53wh+CRMR+a3i4mIUFha6rRO9vGO1WpGRkYHly5cP2c5ut2PRokVDtklMTHT9WZIk6HQ6nDlzBgCwb98+tLS0QK1Wu72mt7cXra2tQllHEosGEfktlUo17HsA06dPh9FoRHFxMfLy8gZtFxISct19BQUFuf0sSRKcTicAoLu7G1OnTsWmTZuueV1UVJRnoUcAiwYR0TCVlZXBYDAgPj5+0DaJiYmw2WzIz88f1jFSUlJQWVmJ6OhohIeHDzfqiOE9DSKiYUpISEBubi7Wrl07aBuLxYLNmzfDYrGgqakJjY2NsFqtwsfIzc2FVquFyWRCfX09jh07htraWixdutR1I76vrw92ux12ux19fX04ceIE7HY7Wlpabvgcr8aiQUR0A0pKSlyXkgYyY8YMbN26Fdu3b4fBYEBGRgb27NkjvP/Q0FDU1dUhJiYGs2fPhl6vx4IFC9Db2+saeZw8eRLJyclITk7GqVOn8PLLLyM5ORkLFy684fO7miTLsjzie/UDkiRBvnDW1zEAANI4jSKyKCUHoJwsSskBKC9LTU2Nr2PggQce8HWEmw5HGkREJIxFg4iIhLFoEBGRMBYNIiISxqJBRETCWDSIiEgYiwYREQlj0SAiImEsGkREJIxFg4iIxMnkE729vbLFYpF7e3t9HYVZFJxDSVmUkkNpWfwN557ykfPnzyMiIgLnzp3z+XTHzKLcHErKopQcSsvib3h5ioiIhLFoEBGRMBYNIiISxqLhIyqVChaLZdjfT8ws/pFDSVmUkkNpWfwNb4QTEZEwjjSIiEgYiwYREQlj0SAiImEsGkREJIxFg4iIhLFoEBGRMBYNopsAPxlPSsGi4UUHDx5EQUEBkpOTMXHiREycOBHJyckoKCjAwYMHvZZjx44dsFgs+MMf/gAAqKurw4MPPoiMjAxs3LjRazkA4Ouvv8ZHH3004Pn39vbiP/7jP7ya57KTJ0/CYrEgNzcXy5cvx6FDh3yS4zKVSoWmpiafZrhae3s75s+f7+sYaG1tRUZGhq9j+A0+3Ocl//M//4NZs2YhJSUFRqMREyZMAACcPn0aO3bswN69e/G73/0ORqNxVHO89dZbyM/PR2JiIpqbm7Fu3To888wz+MEPfgCn04m33noLmzZtwg9+8INRzQEAzc3NyMrKQltbGyRJwne/+11s2bIFEydOBHCpb2699VZ88803o54lNDQUX375JaKionDw4EHcd999iIqKQnJyMhobG9HW1obdu3cjMTFxVHMUFhYOuP6VV17BY489hvHjxwMAfvGLX4xqDhH79u1DSkqKV96fmyGHv2DR8JKkpCSYTCaUlJQMuP3555/HO++8g/37949qjuTkZOTn52Pp0qWw2Wx4+OGHsXLlSjzzzDMAgPLycrz77rv46KOPRjUHAJjNZvT396OiogJnz57F008/jYMHD6K2thYxMTFeLRpjxoxBZ2cnoqOjMWvWLDidTrzzzjsIDAyE0+lEbm4uuru7UVVVNeo5kpKSoNFo3NZ/+OGHSE1Nxbhx4yBJkmuUOJq2b98+5PajR4/iJz/5yai/P2vXrh1y+4kTJ/Dyyy+zaHiLz77Jw88EBwfLhw4dGnT7oUOH5ODg4FHPMW7cOPno0aOun4OCguR9+/a5fm5qapLHjx8/6jlkWZajo6Pl/fv3u352Op3yj3/8YzkmJkZubW2VOzs75TFjxngliyRJ8unTp2VZluXbb79drqurc9v++eefyxMnThz1HKWlpfKdd94p22w2t/WBgYHygQMHRv34V5IkSR4zZowsSdKgizfeH0mS5FtvvVWOjY0dcLn11lu99ntCssx7Gl4SGxuL6urqQbdXV1fjjjvuGPUcQUFB6Ovrc/2sUqkQFhbm9vPXX3896jmAS/czAgMDXT9LkoRf/epXePjhh/G9730Pzc3NXslx+diSJAG49L/9iIgIt+0ajQZdXV2jnuNnP/sZKisrsXjxYixfvhz9/f2jfszBTJw4Ee+88w6cTueAy+eff+6VHHfccQdWr16NY8eODbgM9feKRl7g9ZvQSCgpKcEPf/hD1NbWIjMz0+2ehs1mw/vvv4+333571HPExcXh0KFDiI+PB3BpaK9Wq13bW1tbcdttt416DgCYPHkyPvvsM+j1erf1r776KgDgH//xH72SA7j06aRvf/vbkCQJ3d3d2L9/v9v9i5aWFuh0Oq9kSUtLw969e7FkyRKkpqZi06ZNroLmTVOnTsXevXthMpkG3C5Jklc+1XU5x9y5c32agy5h0fCSRx55BN/61rewdu1alJeXo7OzEwCg0+mQnp6O2tpapKenj3qOf/7nf8Ytt9zi+vnqr8r87LPPBv3LOdLMZjM2b96Mxx9//Jptr776KpxOJ3796197JcvVnxqLi4tz+/mTTz6B2Wz2ShYACAsLw5tvvoktW7YgMzPTJ9frn332WVy4cGHQ7XFxcdi5c+eo5ygpKUFPT8+g26dMmYJjx46Neg66hDfCiRSuo6MDe/fuRWZmJsaNG+frOOTneE/DBy5evIgPPvgAr7/+Or766isAl54L6O7u9sscSqO0frnttttgMplYMKC898Yv+fQ2vB86fvy4PHnyZDk0NFQOCAiQW1tbZVmW5aVLl8r/9E//5Hc5htLS0iJ///vf9+oxld4vvuiTwXg7i9LfG3/BkYaXLVu2DKmpqejq6kJISIhrvdlshs1m87scQ+nu7saHH37o1WMqvV980SeD8XYWpb83/oI3wr2svr4eH3/8McaOHeu2PjY2FidOnPCrHCIPbXmbr/tFSX2ipCyA798buoRFw8ucTueAn4Tp6Ohw++irP+R4+umnMXHixGv+EbjsyudJvMXX/aKkPlFSFsD37w39ha+vj/mbuXPnyosWLZJlWZbDwsLko0ePyl999ZWckZEh5+Xl+VWO2NhYubKyctDtDQ0NXn/S19f9oqQ+UVIWWfb9e0OXsGh4WXt7uzxlyhRZr9fLgYGB8r333iuPHz9ejo+Pd01j4S855syZI//0pz8ddLvdbpclSfJKlst83S9K6hMlZZFl3783dAmf0/CBixcvYsuWLdi/fz+6u7uRkpKC3Nxct5t7/pDj4MGD6OnpQWpq6oDb+/v7cfLkSa9Mr3IlX/aLkvpESVku8/XvLPHhPiIi8gBvhPvAkSNHsHPnTpw5cwZOp9Nt23PPPed3OYBL/4Osra1Fa2srfvjDH0KtVuPkyZMIDw93m1DRG5TSL0rqE6VkUcp748840vCy3/zmN1i8eDG0Wi10Op3bRHSSJHlt5lCl5ACAL7/8EjNnzkRbWxscDgeam5sxadIkLFu2DA6Hw2vzTwHK6Rcl9YlSsijlvfF7vryh4o9iYmLksrIyX8dQTA5ZlmWTySQ/9thjssPhkMPCwlxP+u7cuVOOi4vzahal9IuS+kQpWZTy3vg7Xp7ysq6uLjzyyCO+jqGYHICyHtpSSr8oqU+UkkUp742/4zQiXvbII4+gpqbG1zEUkwNQ1kNbSukXJfWJUrIo5b3xd7yn4QVXTsdw4cIF/OIXv8BDDz2EhIQEBAUFubVdunTp33yOq82bNw8RERFYv3491Go19u/fj6ioKJhMJsTExFzzXRcjTYn94us+UUoWJb43/o5FwwvuvPNOoXaSJOHo0aN/8zmu1tHRAaPRCFmWceTIEaSmpuLIkSPQarWoq6tDdHT0qB5fif3i6z5RShYlvjf+jkWDFIEPbV1LSX2ipCzkWywaREQkjJ+e8rI5c+Zg2rRpKCoqclv/4osv4tNPP8XWrVv9KsdlSnloS0n9opQ+UUoWJb03/owjDS+LiorCH/7wByQkJLitb2xsRGZmJk6fPu1XOQBlPbSllH5RUp8oJYtS3ht/x5GGl3V3dw/4/QRBQUE4f/683+UAgJ///OdYuXLlNf+D9AWl9IuS+kQpWZTy3vg7PqfhZQkJCaisrLxm/ZYtWzBlyhS/ywEo66EtpfSLkvpEKVmU8t74O440vOzf/u3fMHv2bLS2tiIjIwMAYLPZsHnzZq9ek1VKDuCvD239+Mc/9upxB6KUflFSnygli1LeG3/Hexo+UF1djVWrVsFutyMkJASJiYmwWCz43ve+5zc5lPzQlq/6RUl9oqQsV1LK3x1/xqJBPsGHtq6lpD5RUhZSFhYNIiISxnsaXhAZGYnm5mZotVrccsstbh9ZvNqf//znv/kcSsN+US6+N8rDouEFq1evds0Gunr16iF/8f0hx9V8/dCWEvvF132ilCxKfG/8HS9Pkc/xoa1rKalPlJSFfI8jDS8ZM2bMdf+XJEkSLl686Bc5rqSEh7aU1i9K6BOlZFHae+PvWDS85N133x102+7du7F27dpr5vT5W85xpcsPbV09h5E3H9pSWr8ooU+UkkVp743f8+qXy5KbQ4cOybNmzZIDAgLkJ554Qj5+/Lhf5ti+fbscGBgoP/HEE3JFRYVcUVEhP/7443JgYKD87rvvejXLlXzZL0rqEyVluczXv7P+jEXDB06cOCEvXLhQDgoKkv/hH/5Bbmxs9OscsizL7733nnzffffJoaGh8vjx4+Xvf//7cm1trU+yKKVflNQnSsmilPfGn7FoeNHZs2fln/70p3JISIicnp4u19XV+XUOpWG/KBffG+Vg0fASq9UqR0ZGylOmTJG3bdvm9zmUhv2iXHxvlIUfufWSMWPGICQkBJmZmQgICBi03TvvvOMXOZT20JYS+kVJfaKkLEp4b+iv+OkpL3niiScU8WCSUnIo7aEtJfSLkvpESVmU8N7QX3GkQUREwjjSIJ/hQ1vXUlKfKCkLKQeLBvkMH9q6lpL6RElZSEF8ex+eyB0f2rqWkvpESVnIN/gd4aQIJ0+exKJFi5CQkICLFy/CbrfjzTffxB133OHraD6jpD5RUhbyLRYN8qlz586hqKgIcXFxOHDgAGw2G6qqqnD33Xf7OprPKKlPlJSFlIH3NMhnXnzxRVitVuh0OmzevBkmk8nXkXxOSX2ipCykHPzILfkMH9q6lpL6RElZSDk40iCf4UNb11JSnygpCykHRxpERCSMN8KJiEgYiwYREQlj0SAiImEsGkREJIxFg4iIhLFoEBGRMBYNIiISxqJBRETC/h9ZNlhg/NaLjwAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 400x400 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "niche_normal = ['Niche0', 'Niche3', 'Niche12', 'Niche5', 'Niche14', 'Niche11', 'Niche1', ]\n",
    "niche_td = ['Niche0', 'Niche3', 'Niche12', 'Niche8', 'Niche6', 'Niche2', 'Niche10', ]\n",
    "\n",
    "cmap1 = plt.get_cmap(\"Blues\")\n",
    "cmap1.set_bad(color=\"#bababa\")\n",
    "cmap2 = plt.get_cmap(\"Reds\")\n",
    "cmap2.set_bad(color=\"#bababa\")\n",
    "\n",
    "sns.clustermap(df_normal.loc[niche_normal, niche_normal], cmap=cmap1, linewidths=0.5, linecolor='black', figsize=(4, 4), \n",
    "               row_cluster=False, col_cluster=False, vmin=0, vmax=600)\n",
    "\n",
    "sns.clustermap(df_td.loc[niche_normal, niche_normal], cmap=cmap2, linewidths=0.5, linecolor='black', figsize=(4, 4), \n",
    "               row_cluster=False, col_cluster=False, vmin=0, vmax=600)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "5f47aa4d-54cf-42bc-bc51-223373431a40",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-06-21T11:26:33.354291Z",
     "iopub.status.busy": "2024-06-21T11:26:33.354081Z",
     "iopub.status.idle": "2024-06-21T11:26:33.930062Z",
     "shell.execute_reply": "2024-06-21T11:26:33.929430Z",
     "shell.execute_reply.started": "2024-06-21T11:26:33.354273Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.matrix.ClusterGrid at 0x2b71fef124c0>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x400 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x400 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.clustermap(df_normal.loc[niche_td, niche_td], cmap=cmap1, linewidths=0.5, linecolor='black', figsize=(4, 4), \n",
    "               row_cluster=False, col_cluster=False, vmin=0, vmax=600)\n",
    "\n",
    "sns.clustermap(df_td.loc[niche_td, niche_td], cmap=cmap2, linewidths=0.5, linecolor='black', figsize=(4, 4), \n",
    "               row_cluster=False, col_cluster=False, vmin=0, vmax=600)"
   ]
  },
  {
   "cell_type": "markdown",
   "source": [
    "We can further perform the differential expression analysis between Niche 1 and Niche 10, which were located at the portal node in normal and TD livers, respectively."
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "e2b64dca-57d1-4d83-a95c-e05f5391ebd1",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-06-21T11:26:33.930932Z",
     "iopub.status.busy": "2024-06-21T11:26:33.930765Z",
     "iopub.status.idle": "2024-06-21T11:26:40.598293Z",
     "shell.execute_reply": "2024-06-21T11:26:40.597597Z",
     "shell.execute_reply.started": "2024-06-21T11:26:33.930914Z"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "select_niche = ['Niche1', 'Niche10']\n",
    "adata3 = adata[adata.obs['scNiche'].isin(select_niche)].copy()\n",
    "sc.tl.rank_genes_groups(adata3, \"scNiche\", method=\"wilcoxon\")\n",
    "\n",
    "result = adata3.uns['rank_genes_groups']\n",
    "groups = result['names'].dtype.names\n",
    "\n",
    "df_results = pd.DataFrame()\n",
    "for i in groups:\n",
    "    df_tmp = pd.DataFrame({'gene': result['names'][i], 'pvals_adj': result['pvals_adj'][i], 'logfoldchanges': result['logfoldchanges'][i], 'niche': i})\n",
    "    df_results = pd.concat([df_results, df_tmp])\n",
    "    \n",
    "df_results = df_results[df_results['pvals_adj'] < 0.05]\n",
    "df_results = df_results[df_results['logfoldchanges'] > 0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "32aa5540-25d1-4bfd-9a91-ae1fd1e81e34",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-06-21T11:26:40.599187Z",
     "iopub.status.busy": "2024-06-21T11:26:40.599029Z",
     "iopub.status.idle": "2024-06-21T11:26:40.608482Z",
     "shell.execute_reply": "2024-06-21T11:26:40.607962Z",
     "shell.execute_reply.started": "2024-06-21T11:26:40.599171Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "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>gene</th>\n",
       "      <th>pvals_adj</th>\n",
       "      <th>logfoldchanges</th>\n",
       "      <th>niche</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>Mup14</td>\n",
       "      <td>6.180940e-04</td>\n",
       "      <td>3.696288</td>\n",
       "      <td>Niche1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Gpx3</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>3.250658</td>\n",
       "      <td>Niche10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>Mup4</td>\n",
       "      <td>1.185283e-16</td>\n",
       "      <td>3.218637</td>\n",
       "      <td>Niche1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Mup20</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>2.964389</td>\n",
       "      <td>Niche1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>Mup7</td>\n",
       "      <td>4.077942e-20</td>\n",
       "      <td>2.956424</td>\n",
       "      <td>Niche1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203</th>\n",
       "      <td>Wfdc15b</td>\n",
       "      <td>1.959192e-02</td>\n",
       "      <td>2.888614</td>\n",
       "      <td>Niche10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Serpina1e</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>2.837774</td>\n",
       "      <td>Niche1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Traf5</td>\n",
       "      <td>4.128467e-43</td>\n",
       "      <td>2.837365</td>\n",
       "      <td>Niche1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>Slpi</td>\n",
       "      <td>5.920689e-05</td>\n",
       "      <td>2.684009</td>\n",
       "      <td>Niche10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>158</th>\n",
       "      <td>Wfdc12</td>\n",
       "      <td>2.654800e-04</td>\n",
       "      <td>2.625314</td>\n",
       "      <td>Niche10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>Mup5</td>\n",
       "      <td>3.142087e-02</td>\n",
       "      <td>2.619192</td>\n",
       "      <td>Niche1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Cyp17a1</td>\n",
       "      <td>3.864741e-78</td>\n",
       "      <td>2.569613</td>\n",
       "      <td>Niche10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>Mup6</td>\n",
       "      <td>2.816945e-20</td>\n",
       "      <td>2.459872</td>\n",
       "      <td>Niche1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>Mup21</td>\n",
       "      <td>5.269284e-08</td>\n",
       "      <td>2.446497</td>\n",
       "      <td>Niche1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Ces3a</td>\n",
       "      <td>1.477320e-266</td>\n",
       "      <td>2.359535</td>\n",
       "      <td>Niche1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Col5a2</td>\n",
       "      <td>5.304469e-42</td>\n",
       "      <td>2.276357</td>\n",
       "      <td>Niche10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Cyp2b9</td>\n",
       "      <td>2.633859e-74</td>\n",
       "      <td>2.230700</td>\n",
       "      <td>Niche10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>Cyp2b10</td>\n",
       "      <td>1.888536e-25</td>\n",
       "      <td>2.145913</td>\n",
       "      <td>Niche10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Apoa4</td>\n",
       "      <td>1.197057e-38</td>\n",
       "      <td>2.104349</td>\n",
       "      <td>Niche10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>174</th>\n",
       "      <td>Scd2</td>\n",
       "      <td>2.459437e-03</td>\n",
       "      <td>2.006219</td>\n",
       "      <td>Niche10</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          gene      pvals_adj  logfoldchanges    niche\n",
       "94       Mup14   6.180940e-04        3.696288   Niche1\n",
       "0         Gpx3   0.000000e+00        3.250658  Niche10\n",
       "50        Mup4   1.185283e-16        3.218637   Niche1\n",
       "1        Mup20   0.000000e+00        2.964389   Niche1\n",
       "43        Mup7   4.077942e-20        2.956424   Niche1\n",
       "203    Wfdc15b   1.959192e-02        2.888614  Niche10\n",
       "2    Serpina1e   0.000000e+00        2.837774   Niche1\n",
       "22       Traf5   4.128467e-43        2.837365   Niche1\n",
       "144       Slpi   5.920689e-05        2.684009  Niche10\n",
       "158     Wfdc12   2.654800e-04        2.625314  Niche10\n",
       "119       Mup5   3.142087e-02        2.619192   Niche1\n",
       "20     Cyp17a1   3.864741e-78        2.569613  Niche10\n",
       "42        Mup6   2.816945e-20        2.459872   Niche1\n",
       "71       Mup21   5.269284e-08        2.446497   Niche1\n",
       "5        Ces3a  1.477320e-266        2.359535   Niche1\n",
       "36      Col5a2   5.304469e-42        2.276357  Niche10\n",
       "23      Cyp2b9   2.633859e-74        2.230700  Niche10\n",
       "55     Cyp2b10   1.888536e-25        2.145913  Niche10\n",
       "39       Apoa4   1.197057e-38        2.104349  Niche10\n",
       "174       Scd2   2.459437e-03        2.006219  Niche10"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_results.sort_values('logfoldchanges', ascending=False).groupby('niche').head(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "source": [
    "`scniche` provides the `multi_linrplot_group` function to visualize the spatial variation trends of niches from different groups.\n",
    "In this example, we found that these differential expression genes reflecting phenotypic changes during liver injury between Niche 1 and Niche 10 exhibited spatial expression gradients similar to those of pericentral or periportal markers."
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "21242c59-9a35-448a-9acd-daf4f9bcb043",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-06-21T11:26:40.609221Z",
     "iopub.status.busy": "2024-06-21T11:26:40.609075Z",
     "iopub.status.idle": "2024-06-21T11:26:50.103322Z",
     "shell.execute_reply": "2024-06-21T11:26:50.102338Z",
     "shell.execute_reply.started": "2024-06-21T11:26:40.609206Z"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "select_niche = ['Niche0', 'Niche3', 'Niche12', 'Niche5', 'Niche14', 'Niche11', 'Niche1', 'Niche8', 'Niche6', 'Niche2', 'Niche10']\n",
    "library_key = 'tile'\n",
    "niche_key = 'scNiche'\n",
    "celltype_key = 'celltype'\n",
    "gene_list = list(set(df_results['gene']))\n",
    "\n",
    "adata4 = adata[adata.obs['scNiche'].isin(select_niche)].copy()\n",
    "sn.al.calculate_average_exp_multi(adata4, layer_key='data', library_key=library_key, niche_key=niche_key, celltype_key=celltype_key, \n",
    "                                  gene_list=gene_list, selected_celltype=None, cutoff=0.05)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "ac520f3f-1370-4723-8859-bf774c645079",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-06-21T11:26:50.104978Z",
     "iopub.status.busy": "2024-06-21T11:26:50.104559Z",
     "iopub.status.idle": "2024-06-21T11:26:50.750604Z",
     "shell.execute_reply": "2024-06-21T11:26:50.750004Z",
     "shell.execute_reply.started": "2024-06-21T11:26:50.104941Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 300x300 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "group_normal = [2102, 2103, 2104, 2105, 2106, 2107]\n",
    "group_td = [2116, 2117, 2118, 2119]\n",
    "group_normal_niche = ['Niche0', 'Niche3', 'Niche12', 'Niche5', 'Niche14', 'Niche11', 'Niche1']\n",
    "group_td_niche = ['Niche0', 'Niche3', 'Niche12', 'Niche8', 'Niche6', 'Niche2', 'Niche10']\n",
    "\n",
    "show_gene = 'Gpx3'\n",
    "plt.rcParams[\"figure.figsize\"] = (3, 3)\n",
    "sn.pl.multi_linrplot_group(\n",
    "    adata4, \n",
    "    library_key='tile', \n",
    "    show=show_gene, \n",
    "    group1=group_normal, \n",
    "    group2=group_td, \n",
    "    group1_niche=group_normal_niche, \n",
    "    group2_niche=group_td_niche,\n",
    "    mode='expression',\n",
    "    group_name_list=['Normal', 'TD'],\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "ac44d077-5978-42a1-9758-a85ce469c253",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-06-21T11:26:50.751475Z",
     "iopub.status.busy": "2024-06-21T11:26:50.751319Z",
     "iopub.status.idle": "2024-06-21T11:26:51.402274Z",
     "shell.execute_reply": "2024-06-21T11:26:51.401667Z",
     "shell.execute_reply.started": "2024-06-21T11:26:50.751458Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 300x300 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "show_gene = 'Traf5'\n",
    "plt.rcParams[\"figure.figsize\"] = (3, 3)\n",
    "sn.pl.multi_linrplot_group(\n",
    "    adata4, \n",
    "    library_key='tile', \n",
    "    show=show_gene, \n",
    "    group1=group_normal, \n",
    "    group2=group_td, \n",
    "    group1_niche=group_normal_niche, \n",
    "    group2_niche=group_td_niche,\n",
    "    mode='expression',\n",
    "    group_name_list=['Normal', 'TD'],\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0e420584-6306-4901-a760-f7a5d50a2e45",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "test",
   "language": "python",
   "name": "test"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.19"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}