{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "1a8ddfeb-0bb3-4398-aacd-e83b5ed42065", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/nomura/miniconda3/envs/sc-test310/lib/python3.10/site-packages/louvain/__init__.py:54: UserWarning: pkg_resources is deprecated as an API. See https://setuptools.pypa.io/en/latest/pkg_resources.html. The pkg_resources package is slated for removal as early as 2025-11-30. Refrain from using this package or pin to Setuptools<81.\n", " from pkg_resources import get_distribution, DistributionNotFound\n", "/Users/nomura/miniconda3/envs/sc-test310/lib/python3.10/site-packages/numba/core/decorators.py:282: RuntimeWarning: nopython is set for njit and is ignored\n", " warnings.warn('nopython is set for njit and is ignored', RuntimeWarning)\n", "/Users/nomura/miniconda3/envs/sc-test310/lib/python3.10/site-packages/stlearn/tl/cci/het.py:206: NumbaDeprecationWarning: The keyword argument 'nopython=False' was supplied. From Numba 0.59.0 the default is being changed to True and use of 'nopython=False' will raise a warning as the argument will have no effect. See https://numba.readthedocs.io/en/stable/reference/deprecation.html#deprecation-of-object-mode-fall-back-behaviour-when-using-jit for details.\n", " @jit(parallel=True, nopython=False)\n" ] } ], "source": [ "import scomv\n", "import stlearn as st\n", "import matplotlib.pyplot as plt\n", "import matplotlib.patches as mpatches\n", "import cv2\n", "import pandas as pd\n", "import numpy as np\n", "import anndata\n", "import scanpy as sc" ] }, { "cell_type": "code", "execution_count": 2, "id": "df570c67-f885-4016-9f40-b7e280ecc4bf", "metadata": {}, "outputs": [], "source": [ "# Download tutorial dataset\n", "#!mkdir tutorial_data\n", "#!mkdir tutorial_data/xenium_data\n", "#!wget -P tutorial_data/xenium_data/ https://cf.10xgenomics.com/samples/xenium/preview/Xenium_FFPE_Human_Breast_Cancer_Rep1/Xenium_FFPE_Human_Breast_Cancer_Rep1_cell_feature_matrix.h5\n", "#!wget -P tutorial_data/xenium_data/ https://cf.10xgenomics.com/samples/xenium/preview/Xenium_FFPE_Human_Breast_Cancer_Rep1/Xenium_FFPE_Human_Breast_Cancer_Rep1_cells.csv.gz" ] }, { "cell_type": "code", "execution_count": 3, "id": "32d550cc-bec8-4fd4-b262-ad7317c69619", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Warning: Using default pixel size of 0.2125 microns. Consider providing experiment_xenium_file for accurate pixel size.\n" ] } ], "source": [ "# Load Xenium data using stlearn\n", "adata = st.ReadXenium(\n", " feature_cell_matrix_file=\"../tutorial_data/xenium_data/cell_feature_matrix.h5\",\n", " cell_summary_file=\"../tutorial_data/xenium_data/cells.csv.gz\",\n", " library_id=\"example data\",\n", " image_path=None,\n", " scale=1,\n", " spot_diameter_fullres=10\n", ")" ] }, { "cell_type": "code", "execution_count": 4, "id": "df948da7-ff01-4d3f-9ac1-ef87a845c1e4", "metadata": {}, "outputs": [], "source": [ "# Gridding at 10μm interval using stlearn\n", "N_COL = int((adata.obs.imagecol.max() - adata.obs.imagecol.min()) / 10)\n", "N_ROW = int((adata.obs.imagerow.max() - adata.obs.imagerow.min()) / 10)\n", "grid = st.tl.cci.grid(adata, n_row=N_ROW, n_col=N_COL, n_cpus=10, verbose=False)" ] }, { "cell_type": "code", "execution_count": 5, "id": "4366fc9f-3a0a-49a5-81ea-1e1c0bc8970f", "metadata": {}, "outputs": [], "source": [ "from scomv.preparation.skny_calc_distance import calculate_distance" ] }, { "cell_type": "code", "execution_count": 6, "id": "781598ac-97cf-497c-9b49-bc3394bb8835", "metadata": {}, "outputs": [], "source": [ "## apply SKNY\n", "grid = calculate_distance(\n", " grid, pos_marker_ls=['CDH1',\"EPCAM\"],\n", ")" ] }, { "cell_type": "code", "execution_count": 7, "id": "4598b7ca-d6fb-4695-953f-88e0bda2bc70", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Figure 2B\n", "fig, ax = plt.subplots(figsize=(8, 6), dpi=150)\n", "ax.imshow(cv2.cvtColor(grid.uns[\"marker_median_delineation\"], cv2.COLOR_BGR2RGB),\n", " interpolation=\"nearest\")\n", "ax.axis(\"off\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 8, "id": "581d4737-2e2c-4c7f-97bb-7716c55d585f", "metadata": {}, "outputs": [ { "data": { "text/html": [ " \n", " \n", " " ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
\n", "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import plotly.express as px\n", "import plotly.io as pio\n", "import cv2\n", "import numpy as np\n", "\n", "# Convert BGR (OpenCV) image to RGB for Plotly display\n", "img = cv2.cvtColor(grid.uns[\"marker_median_delineation\"], cv2.COLOR_BGR2RGB)\n", "\n", "scale = 10 # spatial scaling factor\n", "\n", "fig = px.imshow(img)\n", "\n", "h, w = img.shape[:2]\n", "\n", "# ---- Scale axis tick labels by a factor of 10 ----\n", "step = 200\n", "fig.update_xaxes(\n", " tickmode=\"array\",\n", " tickvals=list(range(0, w, step)),\n", " ticktext=[str(v * scale) for v in range(0, w, step)]\n", ")\n", "fig.update_yaxes(\n", " tickmode=\"array\",\n", " tickvals=list(range(0, h, step)),\n", " ticktext=[str(v * scale) for v in range(0, h, step)]\n", ")\n", "\n", "# ---- Create a full-resolution coordinate grid for hover display ----\n", "# xx: scaled x-coordinates for each pixel (shape: h × w)\n", "# yy: scaled y-coordinates for each pixel (shape: h × w)\n", "xx = (np.arange(w)[None, :] * scale).repeat(h, axis=0)\n", "yy = (np.arange(h)[:, None] * scale).repeat(w, axis=1)\n", "\n", "# Stack into (h, w, 2) so hover can access scaled x and y\n", "custom = np.dstack([xx, yy])\n", "\n", "# ---- Override hover text to show scaled spatial coordinates ----\n", "fig.update_traces(\n", " customdata=custom,\n", " hovertemplate=\"x: %{customdata[0]}
y: %{customdata[1]}\"\n", ")\n", "\n", "fig.update_layout(\n", " title=\"Figure 2B\",\n", " xaxis_title=\"x\",\n", " yaxis_title=\"y\",\n", " height=700\n", ")\n", "\n", "# Use the notebook-connected renderer for interactive display\n", "pio.renderers.default = \"notebook_connected\"\n", "\n", "fig.show()\n", "\n", "# ↓↓ Zooming and cropping are supported interactively ↓↓" ] }, { "cell_type": "code", "execution_count": 9, "id": "0078f868-fa91-4b5e-9bf8-5d815f5bd986", "metadata": {}, "outputs": [], "source": [ "# annotation each section to obs object\n", "df_shotest = getattr(grid, \"shortest\")\n", "df_grid = grid.to_df()\n", "\n", "# extract grid info\n", "df_grid = pd.merge(\n", " pd.DataFrame(index=[\"grid_\" + str(i+1) for i in range(N_ROW * N_COL)]),\n", " df_grid, right_index=True, left_index=True, how=\"left\"\n", ").fillna(np.nan)\n", "\n", "# extract section info\n", "df_region = pd.DataFrame(\n", " np.array(df_shotest[\"region\"]).reshape(N_ROW, N_COL).T.reshape(N_ROW * N_COL),\n", " index=[\"grid_\" + str(i+1) for i in range(N_ROW * N_COL)], columns=[\"region\"]\n", ")\n", "\n", "# marge\n", "df_grid_region = pd.merge(\n", " df_grid, df_region,\n", " right_index=True, left_index=True, how=\"left\"\n", ")\n", "df_grid_region = df_grid_region.dropna()\n", "\n", "# add to obs\n", "grid.obs = pd.merge(\n", " grid.obs, df_grid_region[[\"region\"]],\n", " right_index=True, left_index=True, how=\"left\"\n", ")\n", "\n", "# shaping\n", "grid.obs[\"region_10\"] = [str(i*10) for i in grid.obs[\"region\"]]\n", "grid.obs[\"region_10\"] = [\"(\"+str(int(float(i.split(\", \")[0][1:])))+\", \"+str(int(float(i.split(\", \")[-1][:-1])))+\"]\" if i != \"nan\" else np.nan for i in grid.obs[\"region_10\"]]\n", "# exclude because of small number\n", "grid.obs[\"region_10\"] = grid.obs[\"region_10\"].replace(\n", " {\"(-150, -120]\": np.nan}\n", ")" ] }, { "cell_type": "code", "execution_count": 10, "id": "3b3b1060-2df9-4c8d-839c-677bc5d1a75a", "metadata": {}, "outputs": [], "source": [ "from scomv.preparation.choose_roi import extract_roi, contour_regions" ] }, { "cell_type": "code", "execution_count": 11, "id": "d3817826-2da4-4210-aba0-a38f6f1c9bc7", "metadata": {}, "outputs": [], "source": [ "# select ROI\n", "roi = (2400, 3400, 2400, 3800)\n", "\n", "subset_grid, filtered_shortest, xy_list = extract_roi(\n", " grid=grid,\n", " roi=roi,\n", " bin_size=10,\n", " region_col=\"region_10\",\n", ")" ] }, { "cell_type": "code", "execution_count": 12, "id": "589705d7-3843-4066-ba6f-b42b5e3bae8c", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "g_x_cont, g_y_cont, g_x_inside, g_y_inside = contour_regions(\n", " filtered_shortest, adata,\n", " min_x=0, max_x=4000, min_y=0, max_y=4000,\n", " show=True,\n", ")" ] }, { "cell_type": "code", "execution_count": 13, "id": "7e538eb5-7df1-4ef7-a6b3-a7224ea836a0", "metadata": {}, "outputs": [], "source": [ "from scomv.preparation.scomv_calc_vector import compute_min_vectors_polar\n", "\n", "outline_points = list(zip(g_x_cont, g_y_cont))\n", "inside_points = list(zip(g_x_inside, g_y_inside))\n", "\n", "min_vector_df = compute_min_vectors_polar(\n", " xy_list=xy_list,\n", " outline_points=outline_points,\n", " inside_points=inside_points,\n", " invert_y=True,\n", " make_inside_negative=True,\n", ")" ] }, { "cell_type": "code", "execution_count": 14, "id": "0cd47335-cbba-4ebe-9ca4-207ae777da15", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Barcode Cluster\n", "0 1 DCIS_2\n", "1 2 DCIS_2\n", "2 3 Unlabeled\n", "3 4 Invasive_Tumor\n", "4 5 DCIS_2\n" ] }, { "data": { "text/plain": [ "array(['DCIS_2', 'Unlabeled', 'Invasive_Tumor', 'Macrophages_1',\n", " 'Stromal', 'DCIS_1', 'Myoepi_ACTA2+', 'CD8+_T_Cells',\n", " 'Endothelial', 'Prolif_Invasive_Tumor', 'T_Cell_&_Tumor_Hybrid',\n", " 'Mast_Cells', 'CD4+_T_Cells', 'B_Cells', 'Macrophages_2',\n", " 'Stromal_&_T_Cell_Hybrid', 'Perivascular-Like', 'LAMP3+_DCs',\n", " 'IRF7+_DCs', 'Myoepi_KRT15+'], dtype=object)" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# load cell_annotation file\n", "file_path = \"../tutorial_data/Cell_Barcode_Type_Matrices.xlsx\"\n", "xls = pd.ExcelFile(file_path)\n", "cell_ann_df = pd.read_excel(file_path, sheet_name=xls.sheet_names[3])\n", "print(cell_ann_df.head())\n", "\n", "adata_obs = adata.obs\n", "cell_ann_df.index = cell_ann_df.index + 1\n", "adata_obs = adata_obs[[\"imagecol\", \"imagerow\"]]\n", "adata_obs.index = adata_obs.index.astype(int)\n", "\n", "\n", "cell_df = pd.concat([adata_obs, cell_ann_df], axis=1)\n", "cell_df = cell_df[[\"imagecol\", \"imagerow\", \"Cluster\"]]\n", "cell_df[\"Cluster\"].unique()\n", "#cell_df.to_csv(\"cell_annotation_df.csv\")" ] }, { "cell_type": "code", "execution_count": 15, "id": "32e9a452-d439-4c12-9b7a-32c37874d48b", "metadata": {}, "outputs": [ { "data": { "image/png": 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eElKQAECQSuqyVACQ2PNY3IxORjZ16lSb4EsnStPJ5HQSMS1POmDAAOfAgQOxXqNlMxs1amRzF+jkbSVKlHAGDRrknD9/3r3Pv//973iXYtXJ3mKWo/W13KzOs6F0MrgCBQrYpIA7duyIdazJkyfb/q1bt45Vbnb37t3OqFGjnGLFitnnK1SokJWIjTn3QlzlZo8fP25zVuh8CVrmt2zZss6ECRNsXgVv+9+s3Kz+jOs8aJnVmLZv324Twmmbte06IZu+v5Y89Zwk0PM8lClTxvbVeU20RLFOLJjQcrOe83VoyWPXZHPe6HwiOvlcZGSkzTGic0oMHz7cvove3tfb+YlPuVl9rt8t/T7rd1XboyV/ve1/s3N6s7LCu3btsvOt507/7eTKlctKGnsr+6vnXycu1O+F7qvlf/XfmU6st23btjg/H4DkI4X+J6mDGwBA0tO7xlrFSoeARUZGJnVzAADJDDkWAAAAAPxGYAEAAADAbwQWAAAAAPxGjgUAAAAAv9FjAQAAAMBvBBYAAAAA/MYEefGgs6MeOXLEJtTynEEVAAAACGWO49iElvny5ZOUKW/eJ0FgEQ8aVBQoUCCpmwEAAAAkiYMHD8pdd911030ILOJBeypcJzQiIiKpmwMAAADcFmfPnrUb7K7r4ZshsIgH1/AnDSoILAAAABBuUsQjHYDkbQAAAAB+I7AAAAAA4DcCCwAAAAB+I7AAAAAA4DcCCwAAAAB+I7AAAAAA4DcCCwAAAAB+I7AAAAAA4DcCCwAAAAB+I7AAAAAA4DcCCwAAAAB+I7AAAAAA4DcCCwAAAAB+I7AAAAAA4DcCCwAAAAB+I7AAAAAA4DcCCwAAAAB+I7AAAAAA4DcCCwAAAAB+I7AAAAAA4DcCCwAAAAB+I7AAAAAAEJqBxYQJEyQyMlLSpUsn1apVk9WrV8frdXPnzpUUKVJIixYtoq13HEcGDx4sefPmlfTp00u9evVk586didR6AAAAIPwEXWAxb9486d27twwZMkTWrVsn5cuXlwYNGsjx48dv+rp9+/ZJnz59pFatWrG2vfXWW/Lee+/JpEmTZNWqVZIxY0Y75qVLlyScJSSAmz9/vlSuXFmyZs1q569ChQoya9asaPscO3ZMOnbsKPny5ZMMGTJIw4YNCeAAAADCRNAFFmPGjJGuXbtKp06dpEyZMhYM6EXq1KlT43zN9evX5fHHH5ehQ4dKkSJFYvVWjB07Vl599VVp3ry5lCtXTmbOnClHjhyRBQsWSLhKaACXPXt2GThwoKxYsUI2btxovx9dvv32W/d51p6iPXv2yJdffinr16+XQoUKWe/QhQsXbvOnAwAAQFgHFleuXJG1a9faxahLypQp7ble0MZl2LBhkitXLunSpUusbXv37pWjR49GO2aWLFnsDv3NjhnqEhrA1alTR1q2bCmlS5eWokWLygsvvGBB2vLly2279kysXLlSJk6cKFWqVJGSJUva43/++UfmzJlzmz8dAAAAwjqwOHnypPU+5M6dO9p6fa7BgTd6YTtlyhSZPHmy1+2u1yXkmJcvX5azZ89GW0KJrwGci/ZOLFmyRHbs2CG1a9d2nzOlw6o8j5k2bVp38AEAAIDQFVSBRUKdO3dOnnzySQsqcuTIEbDjjhw50no1XEuBAgUklPgSwKkzZ85IpkyZJE2aNNKkSRN5//335cEHH7RtpUqVkoIFC0r//v3l77//tuDlzTfflEOHDsmff/6Z6J8JAAAASSu1BBENDlKlSmVJwJ70eZ48eWLtv3v3bkvabtq0qXvdjRs37Gfq1KntjrrrdXoMrQrleUxNQPZGL441/8BFeyxCLbjwRebMmWXDhg1y/vx567HQc6Q5LTpM6o477rAEbx2OpvkY+nvUHpBGjRpZDwcAAABCW1AFFnonvFKlSnbR6ioZq4GCPu/Ro0es/fUu+aZNm6Kt0yRt7ckYN26cBQN6wavBhR7DFUhooKDVobp37+61HTp8R5dQldAAznNoU7Fixeyxnstt27ZZ744GFkp/dxp4aM+G9ljkzJnTclm0mhQAAABCW1AFFkrvgnfo0MEuRqtWrWoVnbSqkCYZq/bt20v+/PntglbH899zzz3RXq/lUJXn+hdffFFGjBghxYsXl8KFC8ugQYOsJGrM+S7CRUIDuLjoa1y5FZ50+JgroXvNmjUyfPjwALYeAAAAwSjoAos2bdrIiRMnbEI7He+vd8YXL17szgc4cOCA3TlPiL59+1pw0q1bNzl9+rTUrFnTjumZaBxuEhLAKf2p+2pFKA0mFi1aZPNYaOUnl08//dR6KTTXQnuStHKUBi7169dPss8JAACA2yOFwwD4W9KhU3oXXof4RERESKgYP368vP322+4ATicR1KFLSoc36eR506dPdw8x07kvNBlbZy/XYWgaOGgg6KKv1+O58lk0ONHeIe0hAQAAQGhfBxNYhHFgAQAAAATqOjhZl5sFAAAAEBwILAAAAACEXvI2vIvs93VSNyEo7BvVJKmbAAAAAC/osQAAAADgNwILAAAAAH4jsAAAAADgNwILAAAAAH4jsAAAAADgNwILAAAAAH4jsAAAAADgNwILAAAAAH4jsAAAAADgNwILAAAAAH4jsAAAAADgNwILAAAAAH4jsAAAAADgNwILAAAAAH4jsAAAAADgNwILAAAAAH4jsAAAAADgNwILAAAAAH4jsAAAAAAQmoHFhAkTJDIyUtKlSyfVqlWT1atXx7nv/PnzpXLlypI1a1bJmDGjVKhQQWbNmhVtn44dO0qKFCmiLQ0bNrwNnwQAAAAID6klyMybN0969+4tkyZNsqBi7Nix0qBBA9mxY4fkypUr1v7Zs2eXgQMHSqlSpSRNmjSycOFC6dSpk+2rr3PRQGLatGnu52nTpr1tnwkAAAAIdUHXYzFmzBjp2rWrBQdlypSxACNDhgwydepUr/vXqVNHWrZsKaVLl5aiRYvKCy+8IOXKlZPly5dH208DiTx58riXbNmy3aZPBAAAAIS+oAosrly5ImvXrpV69eq516VMmdKer1ix4pavdxxHlixZYr0btWvXjrZt6dKl1otRsmRJ6d69u5w6dSpRPgMAAAAQjoJqKNTJkyfl+vXrkjt37mjr9fn27dvjfN2ZM2ckf/78cvnyZUmVKpV88MEH8uCDD0YbBvXwww9L4cKFZffu3TJgwABp1KiRBSu6f0x6HF1czp49G7DPCAAAAISioAosfJU5c2bZsGGDnD9/3nosNEejSJEiNkxKtW3b1r1v2bJlbaiUDpvSXox//etfsY43cuRIGTp06G39DAAAAEByFlRDoXLkyGE9CMeOHYu2Xp9rXkRcdLhUsWLFrCLUSy+9JK1bt7bgIC4adOh77dq1y+v2/v37Wy+Iazl48KAfnwoAAAAIffHqsdAhRFqiNSF0fx12lBBa1alSpUrW69CiRQtbd+PGDXveo0ePeB9HX+M5lCmmQ4cOWY5F3rx5vW7XRG+qRgEAAAABDiyioqJiBRZr1qyRLVu2WOUmTYhWmjS9detWueeeeyxA8IUOY+rQoYPNTVG1alUrN3vhwgWrEqXat29v+RSuHgn9qfvq0CYNJhYtWmTzWEycONG26/AoHdbUqlUr6/XQYKdv377Ww+FZjhYAAABAIgcW06dPj/Z8wYIFtnz//fexchR03aOPPirDhw/3qUFt2rSREydOyODBg+Xo0aM2vGnx4sXuhO4DBw7Y0CcXDTqeffZZ64VInz69zWcxe/ZsO47SoVUbN26UGTNmyOnTpyVfvnxSv359ax+9EgAAAEBgpHC0RmsCafKzDlUaNmyY1+2DBg2ywGPTpk0SCrQqVJYsWSzfIiIiIknaENnv6yR532Czb1STpG4CAABA2DibgOtgn5K3d+7cKXfeeWec23VbQvMrAAAAACRfPgUWms8wbdo0y1+I6dy5czZLtlZeAgAAABAefJrHYsSIEVbSVfMZOnbsaInQrp4MzWXQ8rCffvppoNsKAAAAIJQCC82v0OpLr7zyirzxxhvRtmmy9ZQpU6i4BAAAAIQRn2fe1spKumjlpv3799u6QoUK3XQiOwAAAAChyefAwkUDCYIJAAAAILz5lLztmk/imWeescnxsmfPLj///LOtP3nypPTs2VPWr18fyHYCAAAACLUeC51du1atWnLjxg2pVq2a7Nq1S65du2bbcuTIIcuXL7eJ6zTXAgAAAEDo8ymw6Nu3r2TNmlVWrlwpKVKkkFy5ckXb3qRJE5k3b16g2ggAAAAgFIdC6bCn7t27S86cOS2wiKlgwYJy+PDhQLQPAAAAQKgGFjoEKkOGDHFuP3HihKRNm9afdgEAAABIRnwKLO699175+uuvvW7TXIu5c+fKfffd52/bAAAAAIRyYNG/f39ZvHixDYfavHmzrdPZtn/44Qeb22Lbtm3Sr1+/QLcVAAAAQCglbzdq1EimT58uL7zwgnz44Ye27oknnhDHcSQiIkJmzpwptWvXDnRbAQAAAITaBHlPPvmkPPzww/Ldd99ZuVnNuyhatKg0aNBAMmfOHNhWAgAAAAjdmbczZswoLVu2DFxrAAAAAIRfYHHu3DnZv3+//P333zYMKiaGQwEAAADhwafA4tSpU9KjRw/5/PPP5fr167ZOAwvXnBaux65tAAAAAEKbT4FF165d5b///a/07NlTatWqJdmyZQt8ywAAAACEdmChCdu9evWSt956K/AtAgAAABAe81jorNuRkZGBbw0AAACA8AksdM6KL774IvCtAQAAABA+Q6Fat24tP/30kzRs2FC6desmBQoUkFSpUsXa79577w1EGwEAAACEYo9FzZo1Zf369ZZr8cgjj8h9990nVapUcS+VK1e2n76aMGGCDbVKly6dVKtWTVavXh3nvvPnz7f3y5o1q82rUaFCBZk1a1a0fbRK1eDBgyVv3rySPn16qVevnuzcudPn9gEAAAAIQI/FtGnTJLHMmzdPevfuLZMmTbKgYuzYsTab944dOyRXrlyx9s+ePbsMHDhQSpUqJWnSpJGFCxdKp06dbF99ndIk8/fee09mzJghhQsXlkGDBtm2rVu3WvACAAAAwD8pHG8z2yUhDSa0t2P8+PH2/MaNGzbU6vnnn5d+/frF6xg6BKtJkyYyfPhw663Ily+fvPTSS9KnTx/bfubMGcmdO7dMnz5d2rZte8vjnT17VrJkyWKvi4iIkKQQ2e/rJHnfYLNvVJOkbgIAAEDYOJuA62CfhkIllitXrsjatWttqJJLypQp7fmKFStu+XoNIpYsWWK9G65Zv/fu3StHjx6Ndkw9ORrAxHXMy5cv20n0XAAAAAD4ORSqc+fONpP2hx9+aEna+vxWdP8pU6ZIQpw8edJm69beBE/6fPv27XG+TiOo/PnzW0Cg7fvggw/kwQcftG0aVLiOEfOYrm0xjRw5UoYOHZqgtgMAAADhLF6Bxf/+9z/rOdBhSXrhrs81cLiZW20PpMyZM8uGDRvk/Pnz1mOhORpFihSROnXq+HS8/v372zFctMdCh2MBAAAA8COw2Ldv302fB0qOHDkscDl27Fi09fo8T548cb5Og55ixYrZY60KtW3bNut10MDC9To9hlaF8jym7utN2rRpbQEAAAAQP0GVY6FVnSpVqmS9Di7aS6LPq1evHu/j6Gt0WJTSKlAaXHgeU3sgVq1alaBjAgAAAAhwudnEpEOQOnToYHNTVK1a1crNXrhwwUrIqvbt21s+hfZIKP2p+xYtWtSCiUWLFtk8FhMnTnQPyXrxxRdlxIgRUrx4cXe5Wa0U1aJFiyT9rAAAAICEe2DxzTffyJgxY2TdunWWPO2taq0mYidUmzZt5MSJEzahnSZX63ClxYsXu5OvDxw4YEOfXDToePbZZ+XQoUM2+Z3OZzF79mw7jkvfvn1tP50l/PTp0zbBnx6TOSwAAACAJJzH4vPPP5dHH31U7r77bqlVq5b1Djz22GMWXHz55ZfWM6C9AUOGDJFQwDwWwYN5LAAAAEJoHgsdfqTDlNavX+8uy6olaD/66CPZvHmz/PnnnzbkCAAAAEB48Cmw2Lp1q81YrRWcUqf+v9FUV69etZ+RkZE2NOnNN98MbEsBAAAAhFZgkSFDBqvgpLJmzWqlWbWXwkXzIXTGawAAAADhwafAomTJktZr4aIJ1lqJ6dq1a3Lp0iX5+OOPpWDBgoFsJwAAAIBQCyxatmxpSdquuSIGDhwoS5cutd6LnDlzyrJly6Rfv36BbisAAACAUKoK5Y0GE/Pnz7e8iyZNmkjdunUlVFAVKnhQFQoAACA4r4MDNkGelp3VBQAAAED48WkoFAAAAAAkuMdC56RIkSKFJITuv3v37gS9BgAAAEAIBxZRUVEJDiwAAAAAhI94BRbTp09P/JYAAAAASLbIsQAAAADgN5+rQukcFpMnT5ZFixbJvn37bF1kZKQ0btxYnnrqKUmXLp3/rQMAAAAQuj0Whw4dstm2e/bsKb///rtNiqeLPtZ1uk33AQAAABAefAosnnvuOdm/f7988skncvjwYfnpp59s0cfz5s2TAwcO2D4AAAAAwoNPQ6GWLFkivXr1ktatW8fa9sgjj8i6devk/fffD0T7AAAAAIRqj0XmzJklV65ccW7PkyeP7QMAAAAgPPgUWHTq1MlK0F68eDHWtvPnz8u0adOkS5cugWgfAAAAgFAdCqXJ2V9//bWUKlVKOnToIMWKFbP1O3fulJkzZ0r27NmlXLlyMn/+/Give/jhhwPTagAAAABBJYXjOE5CX5Qy5a07OnSmbs9D6/Pr169LcnT27FnJkiWLnDlzRiIiIpKkDZH9vk6S9w02+0Y1SeomAAAAhI2zCbgO9qnH4scff/S1bQAAAABCkE+BRVRUVOBbAgAAACC8krc3bdp0y30+++wzXw4NAAAAIFwCi8qVK8vIkSPlxo0bsbb99ddf0qZNG1t8NWHCBImMjJR06dJJtWrVZPXq1XHuO3nyZKlVq5Zky5bNlnr16sXav2PHjpbj4bk0bNjQ5/YBAAAACEBgoZWgBg4cKDVq1JAdO3a41y9YsEDuvvtuqxg1duxYXw5tM3f37t1bhgwZYhPtlS9fXho0aCDHjx/3uv/SpUulXbt2lvexYsUKKVCggNSvX99mAfekgcSff/7pXubMmeNT+wAAAAAEqCqU+vbbb22uCu2h0CBAh0d9/PHHFmzoHBeuErQJpT0UVapUkfHjx9tz7RXRYOH555+Xfv363fL1WnlKey709e3bt3f3WJw+fdoCH19QFSp4UBUKAADg9knIdbBPPRZKexG2bNli81UMGDDAegC0F2PZsmU+BxVXrlyRtWvX2nAmdwNTprTn2hsRHzpp39WrV20ujZg9GzpbeMmSJaV79+5y6tSpOI9x+fJlO4meCwAAAIBECCwuXLggffv2tXwGDS7Sp08vU6dOlW+++cbXQ8rJkyetxyF37tzR1uvzo0ePxusYr7zyiuTLly9acKLDoHTiviVLlsibb74pP/30kzRq1CjOeTU0f0QjM9eiPSYAAAAAAhxYaD5D2bJlZcaMGXYRrr0M69evt4Trpk2bylNPPSXnzp2T223UqFEyd+5c+eKLLyzx26Vt27bSrFkza3OLFi1k4cKF8ttvv1kvhjf9+/e37h7XcvDgwdv4KQAAAIAwCSy0N0DzGDSg0B4CHa5UvHhxWb58ufUIaK6FXsQnVI4cOSRVqlRy7NixaOv1eZ48eW762tGjR1tg8d1331kPys0UKVLE3mvXrl1et6dNm9bGkHkuAAAAAAIcWAwaNEhWrVplFaA8aRnXPn36WMARczhTfKRJk0YqVapkQ5ZcNHlbn1evXj3O17311lsyfPhwWbx4sZXCvZVDhw5ZjkXevHkT3EYAAAAAAQosXnvtNUmdOu5Ju0uXLh3vZOuYtNSszk2hw6y2bdtmidaaz9GpUyfbrpWedKiSi/aQaKCj+R06FEtzMXQ5f/68bdefL7/8sqxcuVL27dtnQUrz5s0twVwT0AEAAADcxsBCk7S1tGx87N27V2bPnu1Tg3RiPR3WNHjwYKlQoYJs2LDBeiJcPSAHDhyweShcJk6caNWkWrdubT0QrkWPoXRo1caNGy3HokSJElYiV3tFtHqVDnkCAAAAcBvnsdAL9FmzZsljjz1mzzXIuOuuu6wKVFRUVLR9P/roI+tZiKvqUnLDPBbBg3ksAAAAkvk8FjHjD31+6dKlkAkeAAAAACTBPBYAAAAA4EJgAQAAAMBvBBYAAAAA/BZ3zVgvtFzrunXr7LEmcKidO3dK1qxZY1WFAgAAABA+4l0VSmfX1gnwPOlLY67zXB8qid1UhQoeVIUCAAAIzuvgePdYTJs2LRBtAwAAABCC4h1YdOjQIXFbAgAAACDZInkbAAAAgN8ILAAAAAD4jcACAAAAgN8ILAAAAAD4jcACAAAAgN8ILAAAAADc3pm3Y9q6davs2bNH/v77b5sUL6b27dv7c3gAAAAAoRxY7N69W5544glZvXq114BC6czbBBYAAABAePApsHj66adl06ZNMnbsWKlVq5Zky5Yt8C0DAAAAENqBxS+//CIDBgyQ559/PvAtAgAAABAeyds5cuSQLFmyBL41AAAAAMInsHjmmWdk9uzZcv369cC3CAAAAEB4DIUqUaKEBRXly5eXzp07S4ECBSRVqlSx9nv44YcD0UYAAAAAoRhYtGnTxv24T58+cVaFokcDAAAACA8+BRY//vijJKYJEybI22+/LUePHrVekffff1+qVq3qdd/JkyfLzJkzZfPmzfa8UqVK8sYbb0TbX0viDhkyxPY9ffq03H///TJx4kQpXrx4on4OAAAAIFz4FFhERUVJYpk3b5707t1bJk2aJNWqVbOStg0aNJAdO3ZIrly5Yu2/dOlSadeundSoUUPSpUsnb775ptSvX1+2bNki+fPnt33eeustee+992TGjBlSuHBhGTRokB1TJ/jT1wAAAADwTwonrhnu4kkvzvfv32+PCxUqJGXKlPGrQRpMVKlSRcaPH2/Pb9y4YTkcWtq2X79+t3y9Dr/SeTX09TpBn368fPnyyUsvveQetnXmzBnJnTu3TJ8+Xdq2bXvLY549e9aqYOnrIiIiJClE9vs6Sd432Owb1SSpmwAAABA2zibgOtinqlDqyy+/lKJFi0rZsmXloYceskUfFytWTL766iufjnnlyhVZu3at1KtX7/83MGVKe75ixYp4HePixYty9epVyZ49uz3fu3evDanyPKaeHA1g4ntMAAAAAIkwFGrRokXSqlUr66HQfIbSpUvb+m3btsmHH35o1aAWLlwoDRs2TNBxT548aT0O2pvgSZ9v3749Xsd45ZVXrIfCFUhoUOE6RsxjurbFdPnyZVs8IzUAAAAAAQ4shg8fLuXKlZNly5ZJxowZ3eubNWsmPXr0kJo1a8rQoUMTHFj4a9SoUTJ37lzLu/And2LkyJHWfgAAAADx49NQqI0bN0qHDh2iBRUuuq5jx462jy8zeut8GMeOHYu2Xp/nyZPnpq8dPXq0BRbfffedBT0urtcl5Jj9+/e3cWSu5eDBgwn+LAAAAEA48Smw0N6Av/76K87tus2XHoM0adJYudglS5a412nytj6vXr16nK/Tqk/ai7J48WKpXLlytG1aBUoDCM9j6tCmVatWxXnMtGnTWnKK5wIAAAAgwIHFAw88IOPGjfOa/KwX7Fra1TNZOiG01KzON6GlYTVno3v37nLhwgXp1KmTbddKT9qj4KLlZbV87NSpUyUyMtLyJnQ5f/68e6K+F198UUaMGGFJ5Zs2bbJjaB5GixYtfGojEHPeFf3uaTCtRQFWr14d575aBlnzk3R//W5qOeWYNM9Iv9MaFKdPn96KJGjg7GcBNwAAgODLsdAeAr3br7kUOhFdyZIlbb3ONaEXVTrfhF7w+zqr94kTJ2Tw4MEWIFSoUMF6IlzJ1wcOHLBKUS460Z1Wk2rdunW04+iEeK+99po97tu3rwUn3bp1swnytN16TOawwO2ed0WrlhUpUkQeeeQR6dWrl9dj6r8d/V5rcH333XfLmjVrLLDWamY9e/a8DZ8KAADgNs5jcfz4cUty/uabb6LNY9G4cWObb8LbRVVyxTwWwSPY5rHwZ94V7bXQ3jRdPGnpZg2kp0yZ4l6nvRzaezF79uxE+iQAAABJNI+FBg7vvvuulYH9559/bNHHY8aMCamgAkjMeVe80VnkNSfojz/+sOe///67LF++XBo1ahSQdgMAAATNUCgAgZl3xRvt6dC7A6VKlbIqafoer7/+ujz++OMBaDUAAEASBhadO3e2RFOd/E4vdPT5rej+nkM5AMTPJ598Ih999JF8/PHHlmOxYcMGGy6lBQe0zDMAAECyDSz+97//2RAPHT+ugYU+18DhZm61HUju/Jl35WZefvll67Vo27atPS9btqzlMWlOE4EFAABI1oHFvn37bvocCEee8664She75l3RGeh9pZWjPCufKQ1g9NgAAAAhlWOhJV9z5sxpVWq80URuLRlbsGBBf9sHBDUtNau9CDoxo5Ze1nKzMeddyZ8/v/U2uBK+t27d6n58+PBhG+qUKVMmKVasmK1v2rSp5VTovx8dCrV+/XorihCfIYgAAADJKrDQibtmzZoljz32mNftOhGdbtOkUyCUJXTelSNHjkjFihXdz0ePHm1LVFSULF261Na9//77NkHes88+a2WdNbfi6aeftvcAAAAIqcDiVlNfXL16NdZQDiBU6bCnuIY+uYIFz7krbvXvJ3PmzNbz4W1WbgAAgGQfWGj5S5212uXUqVN2NzYm3Wfu3LmSN2/ewLUSAAAAQGgEFjoZ3rBhw9wVn7zNGOyid2RHjBgRuFYCAAAACI3Aon79+pZgqkFD3759pV27dnLvvfdG20cDjowZM1qlHE1mBYJNZL+vk7oJQWHfqCZJ3QQAABCugUX16tVtUVr1plWrVnLPPfckZtsAAAAAhGryttbYf++99yRDhgwEFgAAAABMgks3aUCROnVqG/IEAAAAAMqnmrA6DOqzzz67ZdlMAAAAAOHBp3ks2rZta5N31a1bV7p27Wq1+b3Nwh0zuRsAAABAaPIpsKhTp4778bJly2Jt154MrRDFzNsAAABAePApsJg2bVrgWwIAAAAgvAKLDh06BL4lAAAAAMIrsPB0/vx5OXjwoD0uUKCATaIHAAAAILz4VBVK/fbbb5a8nS1bNpvPQhd9/MADD8iaNWsC20oAAAAAoddjsWrVKkvgTpMmjTz11FNSunRpW79t2zaZM2eO1K5dW5YuXSpVq1YNdHsBAAAAhEpgMXDgQMmfP78sX75c8uTJE23ba6+9Jvfff7/t8/333weqnQAAAABCbSiU9lg8/fTTsYIKlTt3bunWrZusXLnSpwZNmDDB5sVIly6dVKtWTVavXh3nvlu2bLHJ+nR/LW87duzYWPtooKPbPJdSpUr51DYAAAAAAQwsUqZMKdeuXYtzu85fofsk1Lx586R3794yZMgQWbdunZQvX14aNGggx48f97r/xYsXpUiRIjJq1CivQY7L3XffLX/++ad70Z4WAAAAAEkcWNSoUcN6Fvbv3x9r24EDB+SDDz6w4VAJNWbMGJvJu1OnTlKmTBmZNGmSZMiQQaZOnep1/ypVqsjbb79tM4GnTZs2zuOmTp3aAg/XkiNHjgS3DQAAAECAcyzeeOMNS9DWIUUtW7aUEiVK2PodO3bIl19+aRfyI0eOTNAxr1y5ImvXrpX+/fu712mvR7169WTFihXij507d0q+fPlseFX16tWtbQULFvTrmAAAAAD8DCwqVqxoeRaaoP3VV1/ZkCSlvQsNGzaUESNGWI9DQpw8edKGUGmOhid9vn37dvGV5mlMnz5dSpYsacOghg4dKrVq1ZLNmzdL5syZvb7m8uXLtricPXvW5/cHAAAAwoHPE+Rp4PDFF1/IjRs35MSJE7YuZ86cPuVWJKZGjRq5H5crV84CjUKFCsknn3wiXbp08foa7dHQAAQAAABA/PgdBcSsuOQrzXtIlSqVHDt2LNp6fX6zxOyEypo1qw3d2rVrV5z76HCsM2fOuBfXzOIAAAAAAhxYbN26VVq3bi0RERGSN29eW/SxrtNhRgmlk+1VqlRJlixZ4l6nvSH6XPMiAuX8+fOye/dua29cNBFcP4vnAgAAACDAQ6GWLVtmQ4z0wr958+bRkrc15+Kbb76RxYsXWy5DQmip2Q4dOkjlypVt1m6dl+LChQtWJUq1b9/eJuZzJYZrwrcGOK7Hhw8flg0bNkimTJmkWLFitr5Pnz7StGlTG/505MgRK2WrPSPt2rXz5aMDAAAACFRg0atXL8mVK5f89NNPUqBAgWjbdNiQVozSIOG3335L0HHbtGlj+RqDBw+Wo0ePSoUKFSxAcSV0aylbzxwODRQ0kdxl9OjRtkRFRcnSpUtt3aFDhyyIOHXqlOWA1KxZ0ybv08cAAAAAkjCw0Bmvhw8fHiuoULque/fuNuO1L3r06GGLN65gwUVn3HYc56bHmzt3rk/tAAAAAJDIORY6rMizHGtMOizJW9ABAAAAIDT5FFjoUKX33nvP8hliWr9+vbz//vs+91gAAAAACJOhUJqjoHkPWsWpRo0a7kRpneFaZ8m+55577KfnjNlainbcuHGBazkAAACAoJHCuVWSghe+TIKngYXOrJ0c6czbWbJksTktkqr0bGS/r5PkfYPNvlFN/Ho95zEw5xEAAISHswm4Dvapx0LLzAIAAABAwGbeBgAAAACfeixc9u7da5Ph7d+/310tSifOK1y4cKDaBwAAACCUeyxeeuklKV68uM058fbbb9uij3WdznYNAAkxYcIEm5smXbp0Uq1aNVm9evVN59Jp1aqV7a/5W2PHjo21z88//yxNmzaVfPny2T4LFixI5E8AAEB48ymweOedd+Tdd9+Vhx9+2Co/nT592hZ93Lp1a9umCwDEx7x586R3794yZMgQWbdunZQvX14aNGggx48f97r/xYsXpUiRIjJq1CjJkyeP130uXLhgx9GABQAABGlVqFKlStkS1x3AFi1ayPbt220JBVSFCh5UhQrNqlDaQ1GlShUZP368u0CETrL5/PPPS79+/W76Wu21ePHFF22Ji/ZYfPHFF/b/JgAAkDjXwT71WOzbt8/uJsZFt+k+AHArV65ckbVr10q9evWilbTW555z4QAAgODmU2CRK1cu+f333+Pcrtty5szpT7sAhImTJ0/aHDc66aYnfX706NEkaxcAALgNgcUjjzwi//nPf2x8s45jdtHHb775pm1r06aNL4cGAAAAEC7lZocPHy4bNmyQAQMGyODBg63qijpy5Ihcu3ZN6tatK8OGDQt0WwGEoBw5ckiqVKnk2LFj0dbr87gSswEAQIj0WGTIkEGWLFliyZCdO3eW0qVL26KPNaH7hx9+sH0A4FbSpEkjlSpVsv+nuGjytj6vXr16krYNAAAkYo+Flnl84oknrIb8448/Ls2bN0/oIQAgGi0126FDB6lcubJUrVrV5qXQoZWdOnWy7e3bt5f8+fPLyJEj3QnfW7dudT8+fPiw9aJmypRJihUrZuvPnz8vu3btijahp+6TPXt2KViwYJJ8TgAAQlmCAwvtidAeCZ1hGwACQXOyTpw4YUMrNWG7QoUKsnjxYndC94EDB6xSlIsOu6xYsaL7+ejRo22JioqSpUuX2ro1a9bYsEzP4EVpADN9+vTb+OkAAAgPPuVY1KxZ08pAdu3aNfAtAhCWevToYYs3rmDBc+6KW03BU6dOnVvuAwAAkjjHQiexWrZsmbz66qty6NChADYHAAAAQNgEFuXLl7eAQsc7FypUSNKmTWsz8XkuOkMfAAAAgPDg01AoTdxOkSJF4FsDINmI7Pd1UjchKOwb1SSpmwAAQPINLEh8BIDgNGHCBHn77bctCV57l99//32rtBWXTz/9VAYNGiT79u2T4sWL2ySnjRs3jjafyCuvvCLfffednD59WmrXrm3H1H0BAPB5KNSlS5dk3rx5NuO2zq79559/JuTlAIBEpP9/1upXQ4YMkXXr1llg0aBBAzl+/LjX/X/99Vdp166ddOnSRdavXy8tWrSwZfPmzbZdk9/1+Z49e+TLL7+0fXT4a7169awcMAAAPgUW+ofpnnvukccee8xm3O7WrZvdsdLSs4G+26YVX9KlSyfVqlWT1atXx7nvli1bbFiW7q9Ds7T2vb/HBIDkasyYMVatT+f/KFOmjEyaNMlKhE+dOtXr/uPGjZOGDRvKyy+/bJOcDh8+XO69914r0KF27twpK1eulIkTJ0qVKlWkZMmS9viff/6ROXPm3OZPBwAImcBC/+BoV3mvXr1k4cKFdhGfPn16efrpp5PsbptO1lekSBHrQcmTJ09AjgkAyZFOFLh27VrrTXDRuT/0uZYH90bXe+6v9P+Prv0vX75sP/WmjOcxtWDH8uXLE+mTAABCPrDQ8bU6+61OQqXjb3v27Gl3tTTY2LFjR5LcbdM7aDqWuG3btvaHLhDHBIDk6OTJk3L9+nX3pIIu+lzzLbzR9Tfbv1SpUjZLef/+/eXvv/+24EVzMLQqIENhAQA+BxY6861OjOdJn+sYXE3uS4q7bYl1TL1Ld/bs2WgLAISbO+64Q+bPny9//PGHZM+e3W7K/Pjjj9KoUaNoM6EDAKDi/ZdBL7Y9u8OV6/m1a9eS5G5bYh1T5+fQeThcS4ECBXx6fwC4XXLkyCGpUqWKdaNHn8c1VFTX32r/SpUqyYYNG6wilPZSLF68WE6dOmXDUAEA8JSgW0467EnzFFzLxo0b3Ql+nutdS3Kl3f5nzpxxLwcPHkzqJgHATaVJk8aCgCVLlrjX3bhxw55Xr17d62t0vef+6vvvv/e6v95kyZkzp/3/fs2aNdK8efNE+BQAgLCZx0JrnesS07PPPhvtuQ6P0ipN2luQmHfbEuuYmq8RV84GAAQrLVTRoUMHqVy5ss1doUU2tCys5pgpzZPLnz+/9cqqF154QaKiouSdd96RJk2ayNy5cy1o+PDDD6PNc6EBheZabNq0yV6jJWjr16+fZJ8TAJDMA4tp06bdtrtt+kfL825bjx49guaYABCs2rRpIydOnJDBgwfbcM8KFSrY0CXXcFDNlfPMjahRo4Z8/PHH8uqrr1oZcS0hvmDBAist7qLDnzRg0RsyefPmteDE2w2mUBToyQbPnz8v/fr1s3Osw8kKFy5shVCeeeaZ2/SJACBIAgu9CxZsd9s0OXvr1q3ux4cPH7axwJkyZZJixYrF65gAEEr0pklcN06WLl0aa90jjzxiS1z0wleXcOMqVa6VBHX+I/3boaV4tQpirly54pxsUP8+PfTQQxaw6Q0tHRbsCtT0eP/73/9k9uzZNreSVlvUHv98+fJJs2bNkuBTAkBgpQy2u21azlbvtumdNg0SYt5t8yxxeOTIEalYsaItul5fq4+feuqpeB8TAIDEnmzQFXzoja46depYYKETzWpPCJO2AggVQRVYKL3Ttn//fqtCtWrVKrtT5Hm3bfr06e7n+j9mzeeIucS8K3ezYwIAkNiTDbqGnn311VfWu65/q7R0r5byJV8FQFgmbwMAAiuy39dJ3YSgsG9UEwkWNytVvn37dp8mG1Sao6G9FHfddZekTp3agpXJkydL7dq1E+mTAMDtRWABAMBtoIHFypUrrdeiUKFC8vPPP8tzzz1nORYxezsAIDkisAAAIJEnG/znn3+s8tYXX3xhpX1VuXLlLO9P8wAJLACEgqDLsQAAINQmG7x69aotnuV+lQYwemwACAX0WAAAkMiTDUZERNh2rRqVPn16Gwr1008/ycyZM60CFQCEAgILAABuw2SDGmz0799fHn/8cfnrr78suHj99deZIA9AyCCwAADgNkw2qPkW06ZNC2gbASCYkGMBAAAAwG8EFgAAINFMmDDBJrRNly6dTVB7q5nGP/30UylVqpTtX7ZsWVm0aFGsfbZt2ybNmjWTLFmySMaMGaVKlSo2PA1A0mIoFAAg2WOiweCbaFDNmzfPEuEnTZpkQYUmweuM5Dt27JBcuXLF2v/XX3+Vdu3aWVL8Qw89ZHkrLVq0kHXr1rnzVXbv3i01a9aULl26yNChQy0xfsuWLRaIAEha9FgAAIBEoRWvunbtatW0ypQpYwFGhgwZZOrUqV73HzdunDRs2NCqZ5UuXVqGDx8u9957r4wfP969z8CBA6Vx48by1ltvScWKFaVo0aLWe+EtUAFwexFYAACAgLty5YqsXbs22uR/WklLn69YscLra3R9zMkCtYfDtb/O+fH1119LiRIlbL0GE9oTohW4ACQ9AgsAABBwJ0+elOvXr7tL9Lrocy3h642uv9n+x48fl/Pnz8uoUaOsZ+O7776Tli1bysMPP2zzgoSyQOeqdOzYUVKkSBFt0XMK+IPAAgAAJAuuWcqbN28uvXr1svlF+vXrZ/kYOswqVLlyVYYMGWL5JuXLl7ceGw20vHHlqmgeyvr16y1PRZfNmzdH208DiT///NO9zJkz5zZ9IoQqAgsAABBwOXLkkFSpUsmxY8eirdfnOqeHN7r+ZvvrMVOnTm35Gp40HyOUq0IlRq6KSps2rZ1b15ItW7bb9IkQqggsAABAwKVJk0YqVaokS5YsidbjoM+rV6/u9TW63nN/9f3337v312NqaVmtKuXpjz/+sJnMQ1Fi5Kp4TvSoeSolS5aU7t27y6lTpxLpUyBcUG4WAAAkCh2+06FDB6lcubJUrVrVys1euHDB7ryr9u3bS/78+a28rHrhhRckKipK3nnnHWnSpInMnTtX1qxZIx9++KH7mHoXvk2bNlK7dm2pW7euLF68WP773/96nQ091HNVtm/f7lOuitIeDc1NKVy4sJXwHTBggDRq1MiCD+1pAnxBYAEAABKFBgAnTpyQwYMH20Wt5kRoIOC66NXhS3r33aVGjRo2d8Wrr75qF7rFixe3ik+uOSyUJmvrUCANRnr27Gl32z///HOb2wLx17ZtW/djTe4uV66cle7VAO1f//pXkrYNyReBBQAASDQ9evSwxRtvvQyPPPKILTfTuXNnW8JBYuSqeFOkSBF7r127dhFYwGfkWAAAAIRRroo3hw4dshyLvHnzBrD1CDcEFgAAAEGeqzJ58mSZMWOGbNu2zRKtY+aq9O/f372/5qrokDPNVdE8jNdee81yVVw9RzoXiOaqrFy5Uvbt22dBiJbwLVasmCV5A75iKBQAAHCL7Pe1hLt9o5pIKOeq6NCqjRs3WqBy+vRpyZcvn9SvX9/K0moJWiCkeiyYXRIAAOD/096G/fv3y+XLl2XVqlV2feSZqzJ9+vRo+2ueipbl1f11YrzGjRu7t6VPn16+/fZbm2BPy9lqr4VW3opZSQpI9oEFs0sCAAAAyU/QBRbMLgkAAAAkP6mDcXZJzwSk+MwuqT0cnrSHQ8cSeptdUgOKBx54QEaMGCF33nlnIn0SAAAQzshVCc58FYRRj8XNZpf0nC3Sl9klZ86caVUP3nzzTfnpp59sdkl9L290POLZs2ejLQAAAEj+Ap3Lq1W3dHvGjBntBrbeENc8mHAUVIFFYs4u2axZM/syaP7FwoUL5bfffvM6MY/S2TyzZMniXgoUKHDb2wwAAIDgz+UtUaKEDcHftGmTLF++3IIWrbKllbzCTcpwn13SGx2KdebMGfdy8OBBnz4PAAAAQjuX97HHHrNeiiJFisjdd99t76GjXbSkb7gJqsAiWGaX1ETviIiIaAsAAACSL1curwYBCcnl9dxfaQ9HXPtfuXLFSvfqiBftDQk3QRVYKGaXBAAAQHLJ5VU6zD5TpkyWh/Huu+/aTW4dHRNugqoqlGJ2SQAAACQndevWlQ0bNljwojfIH330UUvg1oqk4SToAgulvQ2uHoeYvCVc6+ySunjjml0SAAAA4Ssxc3m1IlSxYsVsue++++xG95QpU6KNsgkHQTcUCgAAAEiuubyu4+r0BeEmKHssAAAAgMTI5e3QoYNUrlxZqlatKmPHjo2Vy5s/f36besCVyxsVFWW5vE2aNJG5c+daLq8maCt97euvv27TGuTNm9eGQuk8GYcPH45zNE0oI7AAAABAWEiMXF4tHqS5vCdPnpQ777xTqlSpIsuWLbPSs+GGwAIAAABhI5C5vFoFav78+QFvY3JFjgUAAAAAvxFYAAAAAPAbQ6EAAAAQlCL7fZ3UTQgK+0Y1keSAHgsAAAAAfiOwAAAAAOA3AgsAAAAAfiOwAAAAAOA3AgsAAAAAfiOwAAAAAOA3AgsAAAAAfiOwAAAAAOA3AgsAAAAAfiOwAAAAAOA3AgsAAAAAfiOwAAAAAOA3AgsAAAAAfiOwAAAAAOA3AgsAAAAAfiOwAAAAABCagcWECRMkMjJS0qVLJ9WqVZPVq1ffdP9PP/1USpUqZfuXLVtWFi1aFG274zgyePBgyZs3r6RPn17q1asnO3fuTORPAQAAAISPoAss5s2bJ71795YhQ4bIunXrpHz58tKgQQM5fvy41/1//fVXadeunXTp0kXWr18vLVq0sGXz5s3ufd566y157733ZNKkSbJq1SrJmDGjHfPSpUu38ZMBAAAAoSvoAosxY8ZI165dpVOnTlKmTBkLBjJkyCBTp071uv+4ceOkYcOG8vLLL0vp0qVl+PDhcu+998r48ePdvRVjx46VV199VZo3by7lypWTmTNnypEjR2TBggW3+dMBAAAAoSmoAosrV67I2rVrbaiSS8qUKe35ihUrvL5G13vur7Q3wrX/3r175ejRo9H2yZIliw2xiuuYAAAAABImtQSRkydPyvXr1yV37tzR1uvz7du3e32NBg3e9tf1ru2udXHtE9Ply5dtcTlz5oz9PHv2rCSVG5cvJtl7BxN/fwecRwnYd5lz+X/4TgYG5zEw+LcdGJzHwOHfdmAk5TWo6711FFCyCiyCxciRI2Xo0KGx1hcoUCBJ2oP/L8vYpG5BaOA8Bg7nMjA4j4HBeQwMzmPgcC5D5zyeO3fORv0km8AiR44ckipVKjl27Fi09fo8T548Xl+j62+2v+unrtOqUJ77VKhQwesx+/fvbwnkLjdu3JC//vpL7rzzTkmRIoWEI41WNbA6ePCgREREJHVzki3OY+BwLgOD8xgYnMfA4DwGDucyMDiPYj0VGlTky5fvlvsGVWCRJk0aqVSpkixZssQqO7ku6vV5jx49vL6mevXqtv3FF190r/v+++9tvSpcuLAFF7qPK5DQL4lWh+revbvXY6ZNm9YWT1mzZg3Y50zO9B9VuP7DCiTOY+BwLgOD8xgYnMfA4DwGDucyMML9PGa5RU9FUAYWSnsKOnToIJUrV5aqVataRacLFy5YlSjVvn17yZ8/vw1XUi+88IJERUXJO++8I02aNJG5c+fKmjVr5MMPP7Tt2sOgQceIESOkePHiFmgMGjTIoi5X8AIAAADAP0EXWLRp00ZOnDhhE9ppcrX2MixevNidfH3gwAGrFOVSo0YN+fjjj62c7IABAyx40DKy99xzj3ufvn37WnDSrVs3OX36tNSsWdOOqRPqAQAAAAjBwELpsKe4hj4tXbo01rpHHnnElrhor8WwYcNsgW90aJhOWhhziBgShvMYOJzLwOA8BgbnMTA4j4HDuQwMzmPCpHDiUzsKAAAAAJLLBHkAAAAAkicCCwAAAAB+I7AAAAAA4DcCixDVsWNHS1rXRecHKVasmCWvX7t2zbZrao2W5K1WrZpkypTJ5unQEr9a3vfixYsJfr+nn37aJjf89NNPY23bsmWLtGrVSiIjI609+h7JRTCdx8mTJ0utWrUkW7ZsttSrV09Wr14tyUUwncv58+fbsfU9MmbMaNXnZs2aJclBMJ1HT1rqW9uUXMp4B9N5nD59urstriW5VC0MpvOotPLjc889ZxPiarJtiRIlZNGiRZIcBNO5rFOnTqzvpC5a1j/YBdN5VHrckiVLSvr06W2ivV69esmlS5ckZGnyNkJPhw4dnIYNGzp//vmns2/fPueDDz5wUqRI4bzxxhu2/fHHH3fSp0/vvP76687q1audvXv3OgsWLHDq1KnjfPHFFwl6rwsXLjgRERFOv3797D1j0uP36dPHmTNnjpMnTx7n3XffdZKLYDqPjz32mDNhwgRn/fr1zrZt25yOHTs6WbJkcQ4dOuQkB8F0Ln/88Udn/vz5ztatW51du3Y5Y8eOdVKlSuUsXrzYCXbBdB5d9D3y58/v1KpVy2nevLmTHATTeZw2bZpt17a4lqNHjzrJQTCdx8uXLzuVK1d2Gjdu7Cxfvtzea+nSpc6GDRuc5CCYzuWpU6eifR83b95s/4/U72qwC6bz+NFHHzlp06a1n/o+3377rZM3b16nV69eTqgisAhR+g8r5h/4Bx980LnvvvucefPmaSUw+4cU040bN5zTp0/b4+vXrztDhw61C4Y0adI45cuXd7755ptYr5k+fbodV1+XIUMG58CBA3G2q1ChQskusAjG86iuXbvmZM6c2ZkxY4aTHATzuVQVK1Z0Xn31VSfYBdt51O9hjRo1nP/85z9e2xasguk86sWa3iRIjoLpPE6cONEpUqSIc+XKFSc5CqZzGZP+3da/N+fPn3eCXTCdx+eee8554IEHoq3r3bu3c//99zuhiqFQYUS74a5cuSIfffSRdcs1b9481j7adeiatn3cuHE2o/no0aNl48aN0qBBA2nWrJns3Lkz2mumTJkiTzzxhL2uUaNG1q0fyoLlPGqX7dWrVyV79uySXAXDudQbLEuWLJEdO3ZI7dq1JTlKyvOoQwxy5colXbp0keQuKc/j+fPnpVChQjZUQt9Xh5AmV0l1Hr/66iupXr26DYXSSXV1otw33nhDrl+/LslVMPw/0rV/27ZtbehocpRU57FGjRqydu1a97DlPXv22NC8xo0bS8hK6sgGiR+xaxT+/fffW3ecDkkqXbq006xZs1seI1++fNZV6KlKlSrOs88+637+xx9/OHfccYdz4sQJe67diIULF7b3DLUei2A6j6p79+52d+6ff/5xkoNgO5d6hyljxoxO6tSprR1TpkxxkoNgOo/Lli2zO3qufZJrj0VSn8dff/3Veh51mKMO3XnooYdseMXBgwedYBdM57FkyZL23p07d3bWrFnjzJ0718mePbvz2muvOclBMJ1LT6tWrbK7/PozOQi28zhu3DjbT//W6Hl85plnnFBGYBGi9B+WjofUCyftxtMvdPv27a0bs1SpUrf8h3XmzBn7B6B/5Dy9+OKLTt26dd3PdVyh/hH0HOOq/yP/4YcfQiawCMbzOHLkSCdbtmzO77//7iQXwXYutat7586ddjE3evRoG4qiuRfBLljO49mzZ53IyEhn0aJF0dqWnAKLYDiP3uhQnqJFiyaboXnBch6LFy/uFChQwIbnubzzzjuW25ccBNO59NStWzenbNmyTnIRTOfxxx9/dHLnzu1MnjzZ2bhxo+X26Xd02LBhTqhKndQ9Jkg8devWlYkTJ1pVhHz58knq1P/369YqGdu3b/f7+Nq9PGPGDDl69Kj72K71U6dOlX/9618SCoLtPGrX7KhRo+SHH36QcuXKSXISTOcyZcqUVi1EaVWobdu2yciRI60aSrALhvO4e/du2bdvnzRt2tS9/caNG/ZTX6NDy4oWLSrBLBjOozd33HGHVKxYUXbt2iXJQbCcR60EpedOK/S4lC5d2l6nw2C0fcEuWM6ly4ULF6zimw55TE6C5TwOGjRInnzySXnqqafsedmyZe2cduvWTQYOHGh/h0JN6H0iuOlYSL1wKliwYLQv/mOPPSZ//PGHfPnll7Feo71YZ86ckYiICPvH+Msvv0Tbrs/LlCljj3Wc4Llz52T9+vWyYcMG9zJnzhwr56ll/0JBMJ3Ht956S4YPHy6LFy+28njJTTCdy5j0ovjy5cuSHATDeSxVqpRs2rQp2nYdg6x/0PWx5goEu2A4j97oxYmeW71QTg6C5Tzef//9Foy5Alyl76/nMTkEFcF0Ll20hKr+f1HzCJKTYDmPFy9ejBU8uAJffb+QlNRdJkgcNxuSoOP/2rRp4y639ttvv1lJtv/+979WvcBVbk2HLOk4Xx2nun37dueVV16xcYI6rlDp8fU4MekQE+16Hj9+vLt7UIeb6KJl1nScoz7WYSjBLpjO46hRo6xb97PPPotWBvDcuXNOchBM51LLDn733XfO7t27reSsDoXS7nLtrg52wXQeE9K2YBNM51Grz2gZSv0+rl271mnbtq2TLl06Z8uWLU6wC6bzqBV5tHJRjx49nB07djgLFy50cuXK5YwYMcJJDoLpXLrUrFnT6/7BLJjO45AhQ+w7qeX29+zZY393dJjjo48+6oQqAosQdas/8Prl19J8moykJdL0H1ClSpUsyejixYvufTTpTZMz9R+UZ7k1rbGuF2KffPJJnInFWr5Tae1mjWFjLlFRUU6wC6bzqPkp3s6j/o8rOQimczlw4ECnWLFidvGmuSrVq1e3PyDJQTCdx4S2LZgE03nUsdsFCxa0Gwc6HlvnYVi3bp2THATTeXQlwlerVs2SdbW4hV48euZcBLNgO5d6Qa1/Y/RiODkJpvN49epVO44GE/r3RvMrNAH877//dkJVCv1PUveaAAAAAEjeyLEAAAAA4DcCCwAAAAB+I7AAAAAA4DcCCwAAAAB+I7AAAAAA4DcCCwAAAAB+I7AAAAAA4DcCCwAAAAB+I7AAACAOderUsQUAcGsEFgAAmT59uqRIkcK9pEuXTkqUKCE9evSQY8eOxdpf1/Xp00dKlSolGTJkkIwZM0qlSpVkxIgRcvr0ab/a8uijj1obXnnlFZ9er++v7ddjbNu2za+2AADiL4XjOE4C9gcAhGhg0alTJxk2bJgULlxYLl26JMuXL5dZs2ZJoUKFZPPmzRZAqN9++00aN24s58+flyeeeMICCrVmzRqZO3eu1KhRQ7777juf2nH27FnJnTu35MmTR65fvy779++3ACEhJk+eLD179pSsWbNKly5dLNjx1ZUrV+xnmjRpfD4GAISL1EndAABA8GjUqJFUrlzZHj/11FNy5513ypgxY+TLL7+Udu3aWW9Ay5YtJVWqVLJ+/XrrsfD0+uuv24W9rz7//HMLKKZOnSoPPPCA/PzzzxIVFZWgY8yePdsCHw2IPv74Y78CCwIKAIg/hkIBAOKkF/dq79699vPf//63HD582IKNmEGF0t6GV199Ndq6Dz74QO6++25Jmzat5MuXT5577rk4h0t99NFH8uCDD0rdunWldOnS9jwhDhw4IMuWLZO2bdvaou3+9ddfo+2jw6PSp08v7du3j7Zee2g0YPIcguUtx+L999+3z6M9ONmyZbNATAMYAAh3BBYAgDjt3r3bfmrPhfrqq6/sorx169bxev1rr71mgYQGFO+88460atXKgpP69evL1atXo+175MgR+fHHH61nROnPzz77zD0cKT7mzJlj+R4PPfSQVK1aVYoWLRorONGAZfjw4TbMSz+PunDhgnTs2NGCJR0OdqthVmXKlJGxY8fK0KFDpUKFCrJq1ap4txEAQpbmWAAAwtu0adM038754YcfnBMnTjgHDx505s6d69x5551O+vTpnUOHDtl+2bJlc8qXLx+vYx4/ftxJkyaNU79+fef69evu9ePHj7f3mjp1arT9R48ebe919uxZe/7HH3/Yfl988UW8P0fZsmWdxx9/3P18wIABTo4cOZyrV69G20/bU7NmTSd37tzOyZMnneeee85JnTq189tvv0XbLyoqyhaX5s2bO3fffXe82wMA4YQeCwCAW7169SRnzpxSoEABG0qUKVMm+eKLLyR//vzu5OrMmTPH61g//PCD9Ta8+OKLkjLl//9z07VrV4mIiJCvv/462v7as9CkSRP38YsXL26J4fEdDrVx40bZtGmTu8dD6eOTJ0/Kt99+G21fbY8mrGsCuuaV6HCt/v37u/NL4qIJ4YcOHbIEdgBAdAQWAAC3CRMmyPfff29DkrZu3Sp79uyRBg0auLdrQHDu3Ll4HUsrOqmSJUvGSoguUqSIe7sr70GTwe+//37ZtWuXe9H8hoULF1pAE5+kbR0Gpcd2vV7LzkZGRnoNTnSYlA7V0iBBcyYGDRp0y/fQ/AsNtnSYlQY+Oszrl19+idf5AIBQR1UoAICbXjDf7K695iBs2LDBeiICWTFJgwLVq1cvW7xVi9JyuHHRyumaX6G5Epr/ENPx48etd0KDAk+usria33Hq1Ckrc3szmp+xY8cOC3YWL15s7dLejsGDB1u+BQCEM3osAADx1rRpU/nnn3/sgvpWtNyr0gtxTxqUaLUm13YNCrSqklaC+vTTT2Mt5cqVu+VwqJ9++smGKGnidczXf/jhh3Lx4kVZsGBBtNdMmjTJeme0RK626emnn47XOdBekTZt2si0adOsCpUO39Jj6NwfABDWkjrJAwAQPMnbMZOXY/rrr7+cvHnz2rJjx45Y248dO+YMHz48WvJ2w4YNnRs3brj3+eCDD6Ilby9btsyez5w50+t7vv76607KlCmdw4cPx9muLl26OBkzZnT++ecfr9uLFy9u7XDZs2ePkylTJqdVq1b2fNKkSdaGGTNm3DR5WxO9Y3r55Zetfa6kcwAIVwyFAgDEm87boMncOgGdlln1nHl73bp1NhypevXq9lyTwDUhWocINWzYUJo1a2a9Fzp0qEqVKvZapb0ROn+E3vn3Rl83cOBAm9W7d+/esbZfvnzZelB0/gvNqYjrGOPGjbMhUdquzp07W9nciRMn2nbtrdBjvPDCC5bAruVxvdEyuTpcSnNBdM4OzQ0ZP358tKRzAAhbSR3ZAACST4+Fy5EjR5xevXo5JUqUcNKlS+dkyJDBqVSpkvUunDlzJtq+Wl62VKlSzh133GHlXbt37+78/ffftu3KlStW0rZWrVo3fb/ChQs7FStW9Lrt888/t7ZPmTIlztcvXbrU9hk3bpwt+lhf5+nAgQNORESE07hx4zh7LP797387tWvXtjanTZvWKVq0qPVYxPzMABCOUuh/kjq4AQAAAJC8kbwNAAAAwG8EFgAAAAD8RmABAAAAwG8EFgAAAAD8RmABAAAAwG8EFgAAAAD8RmABAAAAwG8EFgAAAAD8RmABAAAAwG8EFgAAAAD8RmABAAAAwG8EFgAAAAD8RmABAAAAQPz1/wCCUIUOGd3dVgAAAABJRU5ErkJggg==", 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from scomv.cell_pipeline import CellPolarPipeline\n", "\n", "# Initialize the pipeline with cell-level data and precomputed minimum-distance vectors\n", "cell_pipe = CellPolarPipeline(\n", " cell_df=cell_df,\n", " min_vector_df=min_vector_df\n", ")\n", "\n", "# Run the pipeline for a specified ROI (xmin, xmax, ymin, ymax)\n", "# Disable histogram plotting during the run\n", "cell_out = cell_pipe.run(\n", " roi=(2400, 3400, 2400, 3800),\n", " plot_hist=False\n", ")\n", "\n", "# Distance matrix between cells based on polar-vector representations\n", "dist = cell_pipe.dist_df\n", "\n", "# Plot explained variance of PCoA components\n", "cell_pipe.plot_explained_variance(n_components=8)\n", "\n", "# Plot a heatmap of similarities (displayed as 1 - distance)\n", "cell_pipe.heatmap(font_size=14, figsize=(8, 8))\n" ] }, { "cell_type": "code", "execution_count": 23, "id": "420f09d4-a7bd-4772-8c1a-e75cc61fd769", "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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", 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", 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", 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", 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", 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", 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", 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", 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", 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from scomv.cell import compute_cluster_polar_distributions\n", "_ = compute_cluster_polar_distributions(cell_out[\"cell_df_filtered\"], min_vector_df)" ] }, { "cell_type": "code", "execution_count": 19, "id": "c7dbb4b0-d5b6-41a9-ac2c-fc0e3fbd8bc3", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/nomura/miniconda3/envs/sc-test310/lib/python3.10/site-packages/anndata/_core/anndata.py:859: UserWarning:\n", "\n", "\n", "AnnData expects .obs.index to contain strings, but got values like:\n", " [1, 2, 3, 4, 5]\n", "\n", " Inferred to be: integer\n", "\n", "\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "adata_2 = anndata.AnnData(X=np.zeros((len(cell_df), 0))) # Dummy X\n", "adata_2.obs = cell_df.copy()\n", "\n", "# Store the coordinates used as the basis in adata.obsm\n", "adata_2.obsm[\"spatial\"] = cell_df[[\"imagecol\", \"imagerow\"]].to_numpy()\n", "\n", "# draw\n", "sc.pl.embedding(\n", " adata_2,\n", " basis=\"spatial\",\n", " color=\"Cluster\",\n", " size=80,\n", " legend_loc=None,\n", " frameon=True,\n", " show=False,\n", ")\n", "\n", "ax = plt.gca()\n", "ax.set_xlabel(\"X coordinate\", fontsize=15)\n", "ax.set_ylabel(\"Y coordinate\", fontsize=15)\n", "ax.tick_params(axis=\"both\", labelsize=13)\n", "\n", "# limit the range\n", "ax.set_xlim(2400, 3400)\n", "ax.set_ylim(2400, 3800)\n", "\n", "# Align to the image coordinate system\n", "ax.invert_yaxis()\n", "ax.set_aspect(\"equal\", adjustable=\"box\")\n", "\n", "legend = ax.legend(\n", " *ax.get_legend_handles_labels(),\n", " loc=\"center left\",\n", " bbox_to_anchor=(1.02, 0.5),\n", " frameon=False,\n", " fontsize=12\n", ")\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 20, "id": "951f829a-f226-470f-8c02-7fa3b21ed08f", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sc.pl.embedding(\n", " adata_2,\n", " basis=\"spatial\",\n", " color=\"Cluster\",\n", " size=80,\n", " legend_loc=\"none\",\n", " frameon=True,\n", " show=False,\n", ")\n", "\n", "ax = plt.gca()\n", "ax.set_xlabel(\"X coordinate\", fontsize=15)\n", "ax.set_ylabel(\"Y coordinate\", fontsize=15)\n", "ax.tick_params(axis=\"both\", labelsize=13)\n", "ax.set_xlim(2400, 3400)\n", "ax.set_ylim(2400, 3800)\n", "ax.invert_yaxis()\n", "ax.set_aspect(\"equal\", adjustable=\"box\")\n", "\n", "# Retrieve category names and colors stored in adata\n", "cats = adata_2.obs[\"Cluster\"].astype(\"category\").cat.categories\n", "colors = adata_2.uns.get(\"Cluster_colors\")\n", "\n", "handles = [mpatches.Patch(color=c, label=str(cat)) for c, cat in zip(colors, cats)]\n", "ax.legend(handles=handles, loc=\"center left\", bbox_to_anchor=(1.02, 0.5), frameon=False, fontsize=12)\n", "\n", "plt.subplots_adjust(right=0.80)\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 21, "id": "42561362-dd90-4989-9cff-4a5f3d8eff61", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/nomura/miniconda3/envs/sc-test310/lib/python3.10/site-packages/anndata/_core/anndata.py:183: ImplicitModificationWarning:\n", "\n", "Transforming to str index.\n", "\n", "/var/folders/h5/02yhm93d3kn1__fczqjdr9cw0000gp/T/ipykernel_69162/3277719802.py:7: FutureWarning:\n", "\n", "The behavior of Series.replace (and DataFrame.replace) with CategoricalDtype is deprecated. In a future version, replace will only be used for cases that preserve the categories. To change the categories, use ser.cat.rename_categories instead.\n", "\n", "/var/folders/h5/02yhm93d3kn1__fczqjdr9cw0000gp/T/ipykernel_69162/3277719802.py:31: FutureWarning:\n", "\n", "Use `squidpy.pl.spatial_scatter` instead.\n", "\n" ] }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Figure: B_Cells + DCIS\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/var/folders/h5/02yhm93d3kn1__fczqjdr9cw0000gp/T/ipykernel_69162/3277719802.py:31: FutureWarning:\n", "\n", "Use `squidpy.pl.spatial_scatter` instead.\n", "\n" ] }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Figure: CD4+_T_Cells + DCIS\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/var/folders/h5/02yhm93d3kn1__fczqjdr9cw0000gp/T/ipykernel_69162/3277719802.py:31: FutureWarning:\n", "\n", "Use `squidpy.pl.spatial_scatter` instead.\n", "\n" ] }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Figure: CD8+_T_Cells + DCIS\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/var/folders/h5/02yhm93d3kn1__fczqjdr9cw0000gp/T/ipykernel_69162/3277719802.py:31: FutureWarning:\n", "\n", "Use `squidpy.pl.spatial_scatter` instead.\n", "\n" ] }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Figure: DCIS_1 + DCIS\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/var/folders/h5/02yhm93d3kn1__fczqjdr9cw0000gp/T/ipykernel_69162/3277719802.py:31: FutureWarning:\n", "\n", "Use `squidpy.pl.spatial_scatter` instead.\n", "\n" ] }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Figure: DCIS + DCIS\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/var/folders/h5/02yhm93d3kn1__fczqjdr9cw0000gp/T/ipykernel_69162/3277719802.py:31: FutureWarning:\n", "\n", "Use `squidpy.pl.spatial_scatter` instead.\n", "\n" ] }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Figure: Endothelial + DCIS\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/var/folders/h5/02yhm93d3kn1__fczqjdr9cw0000gp/T/ipykernel_69162/3277719802.py:31: FutureWarning:\n", "\n", "Use `squidpy.pl.spatial_scatter` instead.\n", "\n" ] }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Figure: IRF7+_DCs + DCIS\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/var/folders/h5/02yhm93d3kn1__fczqjdr9cw0000gp/T/ipykernel_69162/3277719802.py:31: FutureWarning:\n", "\n", "Use `squidpy.pl.spatial_scatter` instead.\n", "\n" ] }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Figure: Invasive_Tumor + DCIS\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/var/folders/h5/02yhm93d3kn1__fczqjdr9cw0000gp/T/ipykernel_69162/3277719802.py:31: FutureWarning:\n", "\n", "Use `squidpy.pl.spatial_scatter` instead.\n", "\n" ] }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Figure: LAMP3+_DCs + DCIS\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/var/folders/h5/02yhm93d3kn1__fczqjdr9cw0000gp/T/ipykernel_69162/3277719802.py:31: FutureWarning:\n", "\n", "Use `squidpy.pl.spatial_scatter` instead.\n", "\n" ] }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Figure: Macrophages_1 + DCIS\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/var/folders/h5/02yhm93d3kn1__fczqjdr9cw0000gp/T/ipykernel_69162/3277719802.py:31: FutureWarning:\n", "\n", "Use `squidpy.pl.spatial_scatter` instead.\n", "\n" ] }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Figure: Macrophages_2 + DCIS\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/var/folders/h5/02yhm93d3kn1__fczqjdr9cw0000gp/T/ipykernel_69162/3277719802.py:31: FutureWarning:\n", "\n", "Use `squidpy.pl.spatial_scatter` instead.\n", "\n" ] }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Figure: Mast_Cells + DCIS\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/var/folders/h5/02yhm93d3kn1__fczqjdr9cw0000gp/T/ipykernel_69162/3277719802.py:31: FutureWarning:\n", "\n", "Use `squidpy.pl.spatial_scatter` instead.\n", "\n" ] }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Figure: Myoepi_ACTA2+ + DCIS\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/var/folders/h5/02yhm93d3kn1__fczqjdr9cw0000gp/T/ipykernel_69162/3277719802.py:31: FutureWarning:\n", "\n", "Use `squidpy.pl.spatial_scatter` instead.\n", "\n" ] }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Figure: Myoepi_KRT15+ + DCIS\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/var/folders/h5/02yhm93d3kn1__fczqjdr9cw0000gp/T/ipykernel_69162/3277719802.py:31: FutureWarning:\n", "\n", "Use `squidpy.pl.spatial_scatter` instead.\n", "\n" ] }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Figure: Perivascular-Like + DCIS\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/var/folders/h5/02yhm93d3kn1__fczqjdr9cw0000gp/T/ipykernel_69162/3277719802.py:31: FutureWarning:\n", "\n", "Use `squidpy.pl.spatial_scatter` instead.\n", "\n" ] }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Figure: Prolif_Invasive_Tumor + DCIS\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/var/folders/h5/02yhm93d3kn1__fczqjdr9cw0000gp/T/ipykernel_69162/3277719802.py:31: FutureWarning:\n", "\n", "Use `squidpy.pl.spatial_scatter` instead.\n", "\n" ] }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Figure: Stromal + DCIS\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/var/folders/h5/02yhm93d3kn1__fczqjdr9cw0000gp/T/ipykernel_69162/3277719802.py:31: FutureWarning:\n", "\n", "Use `squidpy.pl.spatial_scatter` instead.\n", "\n" ] }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Figure: Stromal_&_T_Cell_Hybrid + DCIS\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/var/folders/h5/02yhm93d3kn1__fczqjdr9cw0000gp/T/ipykernel_69162/3277719802.py:31: FutureWarning:\n", "\n", "Use `squidpy.pl.spatial_scatter` instead.\n", "\n" ] }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Figure: T_Cell_&_Tumor_Hybrid + DCIS\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/var/folders/h5/02yhm93d3kn1__fczqjdr9cw0000gp/T/ipykernel_69162/3277719802.py:31: FutureWarning:\n", "\n", "Use `squidpy.pl.spatial_scatter` instead.\n", "\n" ] }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Figure: Unlabeled + DCIS\n" ] } ], "source": [ "# List of cluster categories\n", "clusters = adata_2.obs[\"Cluster\"].astype(\"category\").cat.categories\n", "\n", "# Create a copy of adata and rename DCIS_2 → DCIS\n", "adata_2_renamed = adata_2.copy()\n", "adata_2_renamed.obs[\"Cluster\"] = (\n", " adata_2_renamed.obs[\"Cluster\"].replace({\"DCIS_2\": \"DCIS\"}).astype(\"category\")\n", ")\n", "\n", "# Color settings: DCIS in yellow, others keep original colors\n", "orig_cats = adata_2.obs[\"Cluster\"].astype(\"category\").cat.categories\n", "orig_colors = adata_2.uns[\"Cluster_colors\"]\n", "color_dict = dict(zip(orig_cats, orig_colors))\n", "\n", "cats = list(adata_2_renamed.obs[\"Cluster\"].cat.categories)\n", "colors = []\n", "for c in cats:\n", " if c == \"DCIS\":\n", " colors.append(\"#FFD700\")\n", " else:\n", " orig_name = \"DCIS_2\" if c == \"DCIS\" and \"DCIS_2\" in orig_cats else c\n", " colors.append(color_dict.get(orig_name, \"gray\"))\n", "\n", "adata_2_renamed.uns[\"Cluster_colors\"] = colors\n", "\n", "# Plot \"DCIS + each cluster\" separately\n", "for cluster in clusters:\n", " cluster_name = \"DCIS\" if cluster == \"DCIS_2\" else cluster\n", "\n", " plt.figure(figsize=(10, 10))\n", " sc.pl.spatial(\n", " adata_2_renamed[adata_2_renamed.obs[\"Cluster\"].isin([cluster_name, \"DCIS\"])],\n", " img_key=\"hires\",\n", " color=\"Cluster\",\n", " size=1.5,\n", " spot_size=20,\n", " legend_loc=\"lower right\",\n", " frameon=True,\n", " show=False,\n", " )\n", "\n", " ax = plt.gca()\n", "\n", " # Remove axis titles and labels\n", " ax.set_title(\"\")\n", " ax.set_xlabel(\"\")\n", " ax.set_ylabel(\"\")\n", " ax.tick_params(axis=\"both\", labelsize=11)\n", "\n", " # Manually construct legend for selected clusters\n", " handle_map = {cat: col for cat, col in zip(cats, adata_2_renamed.uns[\"Cluster_colors\"])}\n", " show_labels = [cluster_name, \"DCIS\"]\n", " show_labels = list(dict.fromkeys(show_labels)) # Remove duplicates for DCIS plots\n", " handles = [\n", " mpatches.Patch(color=handle_map[label], label=label)\n", " for label in show_labels\n", " ]\n", " ax.legend(handles=handles, loc=\"lower right\", frameon=True, fontsize=12)\n", "\n", " ax.set_axis_on()\n", "\n", " # Set ROI limits\n", " ax.set_xlim(2400, 3400)\n", " # ax.set_xticks(range(2400, 3401, 200))\n", " ax.set_ylim(2400, 3800)\n", " # ax.set_yticks(range(2400, 3801, 200))\n", "\n", " # Align to image coordinate system\n", " ax.invert_yaxis()\n", " ax.set_aspect(\"equal\", adjustable=\"box\")\n", "\n", " # Save figure (optional)\n", " # plt.savefig(f\"{root}/cell_location_fig/{cluster_name}_no_tick.png\", dpi=300)\n", "\n", " plt.show()\n", " print(f\"Figure: {cluster_name} + DCIS\")\n" ] } ], "metadata": { "kernelspec": { "display_name": "Python (scomv)", "language": "python", "name": "sc-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": "3.10.19" } }, "nbformat": 4, "nbformat_minor": 5 }