{ "cells": [ { "cell_type": "markdown", "id": "0693b0ef", "metadata": {}, "source": [ "# BCC Multiple Samples" ] }, { "cell_type": "code", "execution_count": 1, "id": "8c4bc2ed", "metadata": {}, "outputs": [], "source": [ "import scanpy as sc\n", "import pandas as pd\n", "from scipy.sparse import csr_matrix\n", "from scipy import sparse\n", "import scipy.io\n", "import os\n", "import anndata as ad # Anndata version must > 0.8\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "sns.set_theme(style='white')\n", "\n", "import scATAnno\n", "from scATAnno.SnapATAC2_spectral import *\n", "from scATAnno.SnapATAC2_tools import *\n", "from scATAnno.SnapATAC2_utils import *\n", "from scATAnno import scATAnno_preprocess\n", "from scATAnno import scATAnno_assignment\n", "from scATAnno import scATAnno_integration\n", "from scATAnno import scATAnno_plotting\n", "\n", "import warnings\n", "warnings.simplefilter(action='ignore', category=FutureWarning)\n", "warnings.simplefilter(action='ignore', category=DeprecationWarning)\n", "\n", "default_28 = scATAnno_plotting.get_palettes(\"default28\")\n", "default_102 = scATAnno_plotting.get_palettes(\"default102\")" ] }, { "cell_type": "markdown", "id": "78279569", "metadata": {}, "source": [ "### Part I: First round annotation - Apply Healthy Adult reference atlas to BCC tumor samples" ] }, { "cell_type": "markdown", "id": "7e5c2fa2", "metadata": {}, "source": [ "We first apply healthy adult reference atlas to two BCC samples. We load reference atlas data and BCC query data with healthy adult reference peak as feature input. Reference atlas is stored as h5ad AnnData in the data directory; query data is imported as MTX and TSV files from QuickATAC output." ] }, { "cell_type": "markdown", "id": "d9a878e5", "metadata": {}, "source": [ "Download reference data" ] }, { "cell_type": "code", "execution_count": 2, "id": "5d7de1b3", "metadata": {}, "outputs": [], "source": [ "# !wget -O Healthy_Adult_reference_atlas.h5ad \"https://www.dropbox.com/s/3ezp2t6gw6hw21v/Healthy_Adult_reference_atlas.h5ad?dl=1\"" ] }, { "cell_type": "markdown", "id": "c6fd036f", "metadata": {}, "source": [ "Download query data. Each BCC sample has two features, one aligned with Healthy adult reference peak, and the other aligned with BCC TIL reference peak." ] }, { "cell_type": "code", "execution_count": 3, "id": "6e6c7296", "metadata": {}, "outputs": [], "source": [ "# !wget -O BCC_samples.zip \"https://www.dropbox.com/s/eqkmt5trp3350cj/BCC_samples.zip?dl=1\"" ] }, { "cell_type": "markdown", "id": "22d4c70d-49fa-4e16-af9e-331e24b6d242", "metadata": {}, "source": [ "Donwload palette file" ] }, { "cell_type": "code", "execution_count": 4, "id": "1025f2e7-3345-4791-9369-ba824c3249d9", "metadata": {}, "outputs": [], "source": [ "# !wget -O TIL_reference_palette.pickle \"https://www.dropbox.com/scl/fi/tswxdbzz47g97kduanbi6/TIL_reference_palette.pickle?rlkey=c2vibsg41exfxcqrhtiu32ikg&st=eyiyby6e&dl=0\"\n", "# !wget -O HealthyAdult_reference_palette.pickle \"https://www.dropbox.com/scl/fi/9nf09modjh9wc5bxhplr1/HealthyAdult_reference_palette.pickle?rlkey=huztqlg9axvj81oe9v6umso94&st=xk0srtmp&dl=0\"" ] }, { "cell_type": "code", "execution_count": 5, "id": "3ea8ef44", "metadata": {}, "outputs": [], "source": [ "os.chdir(\"scATAnno-main\") #change to your own directory\n", "\n", "output_name = \"BCC_samples\"\n", "out_dir = os.path.join(\"case_study\", output_name)\n", "os.makedirs(out_dir, exist_ok=True)\n", "reference_data_path = \"Healthy_Adult_reference_atlas.h5ad\"\n", "reference_data = scATAnno_preprocess.load_reference_data(reference_data_path)\n", "SU007_Total_Post = scATAnno_preprocess.import_query_data(path = 'BCC_samples/SU007_Total_Post_vHealthyAdult',\n", " mtx_file = 'matrix.mtx.gz',\n", " cells_file = 'barcodes.tsv.gz',\n", " features_file = 'features.tsv.gz', \n", " variable_prefix = \"SU007_Total_Post\", \n", " celltype_col = \"celltypes\",\n", " add_metrics=False)\n", "SU010_Total_Pre = scATAnno_preprocess.import_query_data(path = 'BCC_samples/SU010_Total_Pre_vHealthyAdult',\n", " mtx_file = 'matrix.mtx.gz',\n", " cells_file = 'barcodes.tsv',\n", " features_file = 'features.tsv.gz', \n", " variable_prefix = \"SU010_Total_Pre\", \n", " celltype_col = \"celltypes\",\n", " add_metrics=False)" ] }, { "cell_type": "code", "execution_count": 6, "id": "2c9a3628", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "View of AnnData object with n_obs × n_vars = 1071 × 890130\n", " obs: 'celltypes', 'tissue', 'dataset'\n", "View of AnnData object with n_obs × n_vars = 666 × 890130\n", " obs: 'celltypes', 'tissue', 'dataset'\n", "AnnData object with n_obs × n_vars = 100158 × 890130\n", " obs: 'celltypes', 'tissue', 'dataset'\n", " var: 'selected'\n", " uns: 'cell type_colors', 'major cell type_colors', 'spectral_eigenvalue', 'tissue_colors'\n", " obsm: 'X_umap'\n" ] } ], "source": [ "print(SU010_Total_Pre)\n", "print(SU007_Total_Post)\n", "print(reference_data)\n", "\n", "assert reference_data.var.shape[0] == SU010_Total_Pre.var.shape[0]\n", "assert reference_data.var.shape[0] == SU007_Total_Post.var.shape[0]" ] }, { "cell_type": "markdown", "id": "2db1ddb2", "metadata": {}, "source": [ "We first create a dictionary of reference and query datasets" ] }, { "cell_type": "code", "execution_count": 7, "id": "496efc83", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "total number of query cells: 1737\n" ] } ], "source": [ "data_list = [SU007_Total_Post, SU010_Total_Pre]\n", "print(\"total number of query cells: {}\".format(np.sum([i.obs.shape[0] for i in data_list])))" ] }, { "cell_type": "markdown", "id": "1c0dc24b", "metadata": {}, "source": [ "Before integration, we need to select features of datasets and prepare for integration" ] }, { "cell_type": "code", "execution_count": 8, "id": "c10d0875", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/francis/Desktop/scATAnno-main/scATAnno/SnapATAC2_spectral.py:162: ImplicitModificationWarning: Trying to modify attribute `.var` of view, initializing view as actual.\n", " adata.var[\"selected\"] = selected_features\n", "/Users/francis/Desktop/scATAnno-main/scATAnno/SnapATAC2_spectral.py:162: ImplicitModificationWarning: Trying to modify attribute `.var` of view, initializing view as actual.\n", " adata.var[\"selected\"] = selected_features\n" ] }, { "data": { "text/plain": [ "{'Atlas': AnnData object with n_obs × n_vars = 100158 × 890130\n", " obs: 'celltypes', 'tissue', 'dataset'\n", " var: 'selected'\n", " uns: 'cell type_colors', 'major cell type_colors', 'spectral_eigenvalue', 'tissue_colors'\n", " obsm: 'X_umap',\n", " 'SU007_Total_Post': AnnData object with n_obs × n_vars = 666 × 890130\n", " obs: 'celltypes', 'tissue', 'dataset'\n", " var: 'selected',\n", " 'SU010_Total_Pre': AnnData object with n_obs × n_vars = 1071 × 890130\n", " obs: 'celltypes', 'tissue', 'dataset'\n", " var: 'selected'}" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "select_features(reference_data)\n", "for anndata in data_list:\n", " select_features(anndata) \n", "\n", "datasets={}\n", "datasets[\"Atlas\"] = reference_data\n", "for anndata in data_list:\n", " key = (anndata.obs[\"dataset\"])[0]\n", " datasets[key] = anndata\n", "datasets" ] }, { "cell_type": "markdown", "id": "0df90617", "metadata": {}, "source": [ "We use SnapATAC2 to integrate the reference atlas and multiple query data" ] }, { "cell_type": "code", "execution_count": 9, "id": "9f2a1b7b", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Compute similarity matrix\n", "Normalization\n", "Perform decomposition\n", "Perform Nystrom extension\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 6/6 [04:35<00:00, 45.98s/it]\n" ] } ], "source": [ "# Integrate reference and query data\n", "integrated_adata = scATAnno_assignment.scATAnno_integrate_multiple(datasets, sample_size = 25000)" ] }, { "cell_type": "markdown", "id": "d0d40dd1", "metadata": {}, "source": [ "Apply harmony to remove batch effects of datasets" ] }, { "cell_type": "code", "execution_count": 10, "id": "381cee18", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2025-01-07 14:44:11,303 - harmonypy - INFO - Computing initial centroids with sklearn.KMeans...\n", "2025-01-07 14:44:11 - INFO - Computing initial centroids with sklearn.KMeans...\n", "2025-01-07 14:44:18,261 - harmonypy - INFO - sklearn.KMeans initialization complete.\n", "2025-01-07 14:44:18 - INFO - sklearn.KMeans initialization complete.\n", "2025-01-07 14:44:18,580 - harmonypy - INFO - Iteration 1 of 20\n", "2025-01-07 14:44:18 - INFO - Iteration 1 of 20\n", "2025-01-07 14:44:42,622 - harmonypy - INFO - Iteration 2 of 20\n", "2025-01-07 14:44:42 - INFO - Iteration 2 of 20\n", "2025-01-07 14:45:06,559 - harmonypy - INFO - Converged after 2 iterations\n", "2025-01-07 14:45:06 - INFO - Converged after 2 iterations\n" ] } ], "source": [ "# Apply harmony to remove batch effects\n", "integrated_adata_harmony = scATAnno_assignment.scATAnno_harmony(integrated_adata, batch_col = \"dataset\")" ] }, { "cell_type": "markdown", "id": "50e24efd", "metadata": {}, "source": [ "Plot UMAP using spectral embeddings" ] }, { "cell_type": "code", "execution_count": 11, "id": "26714a72", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/anaconda3/envs/scATAnno/lib/python3.11/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", "/opt/anaconda3/envs/scATAnno/lib/python3.11/site-packages/umap/umap_.py:1952: UserWarning: n_jobs value 1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", " warn(\n", "OMP: Info #276: omp_set_nested routine deprecated, please use omp_set_max_active_levels instead.\n", "... storing 'celltypes' as categorical\n", "... storing 'tissue' as categorical\n" ] } ], "source": [ "# Plot UMAP using spectral embeddings\n", "integrated_adata = scATAnno_assignment.scATAnno_umap(integrated_adata_harmony, out_dir, use_rep = \"X_spectral_harmony\", save = True)" ] }, { "cell_type": "code", "execution_count": 12, "id": "e9bd17b6", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "... storing 'celltypes' as categorical\n", "... storing 'tissue' as categorical\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Set plotting parameters\n", "scATAnno_plotting.defaultPlotting_umap()\n", "sc.pl.umap(integrated_adata, color=\"dataset\", palette = ['#cccccc', '#228833','#8c564b'], size=10, show=True, title = \"Integration\")" ] }, { "cell_type": "code", "execution_count": 13, "id": "2653047d", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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celltypestissuedataset
adipose_omentum_SM-CSSD4_1+AAGTCCTTAGGGCTGATATGCT_AtlasMesenchymaladipose_omentum_SM-CSSD4_1+AAGTCCTTAGGGCTGATATGCTAtlas
adipose_omentum_SM-CSSD4_1+AACGACCAAAGGCGTACTTCTA_AtlasMesenchymaladipose_omentum_SM-CSSD4_1+AACGACCAAAGGCGTACTTCTAAtlas
adipose_omentum_SM-IOBHJ_1+ATACTCGCTTAGCGGCTGAAAC_AtlasMesenchymaladipose_omentum_SM-IOBHJ_1+ATACTCGCTTAGCGGCTGAAACAtlas
adipose_omentum_SM-CSSD4_1+CAGGAAAGCAAAAGGGATGCCA_AtlasMesenchymaladipose_omentum_SM-CSSD4_1+CAGGAAAGCAAAAGGGATGCCAAtlas
adipose_omentum_SM-IOBHJ_1+ATGCAGGTAAATAGCTGTGTCT_AtlasMesenchymaladipose_omentum_SM-IOBHJ_1+ATGCAGGTAAATAGCTGTGTCTAtlas
............
SU010_Total_Pre#TGGGTTATCCCAGCAG-1_SU010_Total_PreSU010_Total_PreSU010_Total_PreSU010_Total_Pre
SU010_Total_Pre#GGGTGTCTCGGGACAA-1_SU010_Total_PreSU010_Total_PreSU010_Total_PreSU010_Total_Pre
SU010_Total_Pre#ACCGGGTCATCCCAAA-1_SU010_Total_PreSU010_Total_PreSU010_Total_PreSU010_Total_Pre
SU010_Total_Pre#CCCGTTATCTAGCAGT-1_SU010_Total_PreSU010_Total_PreSU010_Total_PreSU010_Total_Pre
SU010_Total_Pre#GAACGTTGTTAAGTCC-1_SU010_Total_PreSU010_Total_PreSU010_Total_PreSU010_Total_Pre
\n", "

101895 rows × 3 columns

\n", "
" ], "text/plain": [ " celltypes \\\n", "adipose_omentum_SM-CSSD4_1+AAGTCCTTAGGGCTGATATG... Mesenchymal \n", "adipose_omentum_SM-CSSD4_1+AACGACCAAAGGCGTACTTC... Mesenchymal \n", "adipose_omentum_SM-IOBHJ_1+ATACTCGCTTAGCGGCTGAA... Mesenchymal \n", "adipose_omentum_SM-CSSD4_1+CAGGAAAGCAAAAGGGATGC... Mesenchymal \n", "adipose_omentum_SM-IOBHJ_1+ATGCAGGTAAATAGCTGTGT... Mesenchymal \n", "... ... \n", "SU010_Total_Pre#TGGGTTATCCCAGCAG-1_SU010_Total_Pre SU010_Total_Pre \n", "SU010_Total_Pre#GGGTGTCTCGGGACAA-1_SU010_Total_Pre SU010_Total_Pre \n", "SU010_Total_Pre#ACCGGGTCATCCCAAA-1_SU010_Total_Pre SU010_Total_Pre \n", "SU010_Total_Pre#CCCGTTATCTAGCAGT-1_SU010_Total_Pre SU010_Total_Pre \n", "SU010_Total_Pre#GAACGTTGTTAAGTCC-1_SU010_Total_Pre SU010_Total_Pre \n", "\n", " tissue \\\n", "adipose_omentum_SM-CSSD4_1+AAGTCCTTAGGGCTGATATG... adipose_omentum_SM-CSSD4_1+AAGTCCTTAGGGCTGATATGCT \n", "adipose_omentum_SM-CSSD4_1+AACGACCAAAGGCGTACTTC... adipose_omentum_SM-CSSD4_1+AACGACCAAAGGCGTACTTCTA \n", "adipose_omentum_SM-IOBHJ_1+ATACTCGCTTAGCGGCTGAA... adipose_omentum_SM-IOBHJ_1+ATACTCGCTTAGCGGCTGAAAC \n", "adipose_omentum_SM-CSSD4_1+CAGGAAAGCAAAAGGGATGC... adipose_omentum_SM-CSSD4_1+CAGGAAAGCAAAAGGGATGCCA \n", "adipose_omentum_SM-IOBHJ_1+ATGCAGGTAAATAGCTGTGT... adipose_omentum_SM-IOBHJ_1+ATGCAGGTAAATAGCTGTGTCT \n", "... ... \n", "SU010_Total_Pre#TGGGTTATCCCAGCAG-1_SU010_Total_Pre SU010_Total_Pre \n", "SU010_Total_Pre#GGGTGTCTCGGGACAA-1_SU010_Total_Pre SU010_Total_Pre \n", "SU010_Total_Pre#ACCGGGTCATCCCAAA-1_SU010_Total_Pre SU010_Total_Pre \n", "SU010_Total_Pre#CCCGTTATCTAGCAGT-1_SU010_Total_Pre SU010_Total_Pre \n", "SU010_Total_Pre#GAACGTTGTTAAGTCC-1_SU010_Total_Pre SU010_Total_Pre \n", "\n", " dataset \n", "adipose_omentum_SM-CSSD4_1+AAGTCCTTAGGGCTGATATG... Atlas \n", "adipose_omentum_SM-CSSD4_1+AACGACCAAAGGCGTACTTC... Atlas \n", "adipose_omentum_SM-IOBHJ_1+ATACTCGCTTAGCGGCTGAA... Atlas \n", "adipose_omentum_SM-CSSD4_1+CAGGAAAGCAAAAGGGATGC... Atlas \n", "adipose_omentum_SM-IOBHJ_1+ATGCAGGTAAATAGCTGTGT... Atlas \n", "... ... \n", "SU010_Total_Pre#TGGGTTATCCCAGCAG-1_SU010_Total_Pre SU010_Total_Pre \n", "SU010_Total_Pre#GGGTGTCTCGGGACAA-1_SU010_Total_Pre SU010_Total_Pre \n", "SU010_Total_Pre#ACCGGGTCATCCCAAA-1_SU010_Total_Pre SU010_Total_Pre \n", "SU010_Total_Pre#CCCGTTATCTAGCAGT-1_SU010_Total_Pre SU010_Total_Pre \n", "SU010_Total_Pre#GAACGTTGTTAAGTCC-1_SU010_Total_Pre SU010_Total_Pre \n", "\n", "[101895 rows x 3 columns]" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "integrated_adata.obs" ] }, { "cell_type": "code", "execution_count": 14, "id": "949813e6", "metadata": {}, "outputs": [], "source": [ "reference = integrated_adata[integrated_adata.obs['dataset'] == \"Atlas\",:].copy()\n", "reference.obs[\"celltypes\"] = scATAnno_assignment.curate_celltype_names(reference.obs[\"celltypes\"], atlas = \"HealthyAdult\")" ] }, { "cell_type": "code", "execution_count": 15, "id": "627ffde8", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "... storing 'celltypes' as categorical\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import pickle\n", "with open('HealthyAdult_reference_palette.pickle', 'rb') as handle:\n", " celltype_palette = pickle.load(handle)\n", "\n", "scATAnno_plotting.defaultPlotting_umap()\n", "sc.pl.umap(reference, color=\"celltypes\", palette = celltype_palette, title = \"Healthy Adult Reference Atlas\")" ] }, { "cell_type": "markdown", "id": "fd50f3c6", "metadata": {}, "source": [ "After integration, we want to assign cell types to the query data. First, query cells are assigned labels using K-Nearest neighbors along with KNN-based uncertainty score. Second, query cell labels are corrected using weighted-distance-based uncertainty score. Third, query cells are clustered and annotated at the cluster level." ] }, { "cell_type": "code", "execution_count": 16, "id": "88abf835", "metadata": {}, "outputs": [], "source": [ "query = integrated_adata[integrated_adata.obs['dataset'] != \"Atlas\",:].copy()" ] }, { "cell_type": "markdown", "id": "f37f6bdf", "metadata": {}, "source": [ "Obtain UMAP coordinates and clusters provided by the original publication. Then Query cells are clustered and annotated at the cluster-level" ] }, { "cell_type": "code", "execution_count": 17, "id": "de3fe6ea", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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UMAP_1UMAP_2ClustersGroupdepthFRIPBarcodesInternal_NameGroup_Barcodetrue_label
SU007_Total_Post#GGACACCAGCGCACAA-1_SU007_Total_Post1.32069412.943564Cluster14SU007_Total_Post504270.676443GGACACCAGCGCACAA-1SU007_Total_Post_57SU007_Total_Post#GGACACCAGCGCACAA-1Myeloid
SU007_Total_Post#ACTAGGTGTACCCATA-1_SU007_Total_Post5.63148213.093065Cluster15SU007_Total_Post458890.580553ACTAGGTGTACCCATA-1SU007_Total_Post_59SU007_Total_Post#ACTAGGTGTACCCATA-1Endothelial
SU007_Total_Post#AGGACGATCGGTCTCT-1_SU007_Total_Post1.471412-7.473051Cluster4SU007_Total_Post215680.688590AGGACGATCGGTCTCT-1SU007_Total_Post_60SU007_Total_Post#AGGACGATCGGTCTCT-1Treg
SU007_Total_Post#GACCAATCATGGGTGA-1_SU007_Total_Post-4.9326622.046299Cluster7SU007_Total_Post254020.714097GACCAATCATGGGTGA-1SU007_Total_Post_61SU007_Total_Post#GACCAATCATGGGTGA-1Memory CD8 T
SU007_Total_Post#GCTCGAGAGTAATGTG-1_SU007_Total_Post-4.1718033.467478Cluster7SU007_Total_Post65440.714318GCTCGAGAGTAATGTG-1SU007_Total_Post_62SU007_Total_Post#GCTCGAGAGTAATGTG-1Memory CD8 T
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" ], "text/plain": [ " UMAP_1 UMAP_2 \\\n", "SU007_Total_Post#GGACACCAGCGCACAA-1_SU007_Total... 1.320694 12.943564 \n", "SU007_Total_Post#ACTAGGTGTACCCATA-1_SU007_Total... 5.631482 13.093065 \n", "SU007_Total_Post#AGGACGATCGGTCTCT-1_SU007_Total... 1.471412 -7.473051 \n", "SU007_Total_Post#GACCAATCATGGGTGA-1_SU007_Total... -4.932662 2.046299 \n", "SU007_Total_Post#GCTCGAGAGTAATGTG-1_SU007_Total... -4.171803 3.467478 \n", "\n", " Clusters \\\n", "SU007_Total_Post#GGACACCAGCGCACAA-1_SU007_Total... Cluster14 \n", "SU007_Total_Post#ACTAGGTGTACCCATA-1_SU007_Total... Cluster15 \n", "SU007_Total_Post#AGGACGATCGGTCTCT-1_SU007_Total... Cluster4 \n", "SU007_Total_Post#GACCAATCATGGGTGA-1_SU007_Total... Cluster7 \n", "SU007_Total_Post#GCTCGAGAGTAATGTG-1_SU007_Total... Cluster7 \n", "\n", " Group depth \\\n", "SU007_Total_Post#GGACACCAGCGCACAA-1_SU007_Total... SU007_Total_Post 50427 \n", "SU007_Total_Post#ACTAGGTGTACCCATA-1_SU007_Total... SU007_Total_Post 45889 \n", "SU007_Total_Post#AGGACGATCGGTCTCT-1_SU007_Total... SU007_Total_Post 21568 \n", "SU007_Total_Post#GACCAATCATGGGTGA-1_SU007_Total... SU007_Total_Post 25402 \n", "SU007_Total_Post#GCTCGAGAGTAATGTG-1_SU007_Total... SU007_Total_Post 6544 \n", "\n", " FRIP \\\n", "SU007_Total_Post#GGACACCAGCGCACAA-1_SU007_Total... 0.676443 \n", "SU007_Total_Post#ACTAGGTGTACCCATA-1_SU007_Total... 0.580553 \n", "SU007_Total_Post#AGGACGATCGGTCTCT-1_SU007_Total... 0.688590 \n", "SU007_Total_Post#GACCAATCATGGGTGA-1_SU007_Total... 0.714097 \n", "SU007_Total_Post#GCTCGAGAGTAATGTG-1_SU007_Total... 0.714318 \n", "\n", " Barcodes \\\n", "SU007_Total_Post#GGACACCAGCGCACAA-1_SU007_Total... GGACACCAGCGCACAA-1 \n", "SU007_Total_Post#ACTAGGTGTACCCATA-1_SU007_Total... ACTAGGTGTACCCATA-1 \n", "SU007_Total_Post#AGGACGATCGGTCTCT-1_SU007_Total... AGGACGATCGGTCTCT-1 \n", "SU007_Total_Post#GACCAATCATGGGTGA-1_SU007_Total... GACCAATCATGGGTGA-1 \n", "SU007_Total_Post#GCTCGAGAGTAATGTG-1_SU007_Total... GCTCGAGAGTAATGTG-1 \n", "\n", " Internal_Name \\\n", "SU007_Total_Post#GGACACCAGCGCACAA-1_SU007_Total... SU007_Total_Post_57 \n", "SU007_Total_Post#ACTAGGTGTACCCATA-1_SU007_Total... SU007_Total_Post_59 \n", "SU007_Total_Post#AGGACGATCGGTCTCT-1_SU007_Total... SU007_Total_Post_60 \n", "SU007_Total_Post#GACCAATCATGGGTGA-1_SU007_Total... SU007_Total_Post_61 \n", "SU007_Total_Post#GCTCGAGAGTAATGTG-1_SU007_Total... SU007_Total_Post_62 \n", "\n", " Group_Barcode \\\n", "SU007_Total_Post#GGACACCAGCGCACAA-1_SU007_Total... SU007_Total_Post#GGACACCAGCGCACAA-1 \n", "SU007_Total_Post#ACTAGGTGTACCCATA-1_SU007_Total... SU007_Total_Post#ACTAGGTGTACCCATA-1 \n", "SU007_Total_Post#AGGACGATCGGTCTCT-1_SU007_Total... SU007_Total_Post#AGGACGATCGGTCTCT-1 \n", "SU007_Total_Post#GACCAATCATGGGTGA-1_SU007_Total... SU007_Total_Post#GACCAATCATGGGTGA-1 \n", "SU007_Total_Post#GCTCGAGAGTAATGTG-1_SU007_Total... SU007_Total_Post#GCTCGAGAGTAATGTG-1 \n", "\n", " true_label \n", "SU007_Total_Post#GGACACCAGCGCACAA-1_SU007_Total... Myeloid \n", "SU007_Total_Post#ACTAGGTGTACCCATA-1_SU007_Total... Endothelial \n", "SU007_Total_Post#AGGACGATCGGTCTCT-1_SU007_Total... Treg \n", "SU007_Total_Post#GACCAATCATGGGTGA-1_SU007_Total... Memory CD8 T \n", "SU007_Total_Post#GCTCGAGAGTAATGTG-1_SU007_Total... Memory CD8 T " ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "projection_allcells = pd.read_table(\"BCC_samples/BCC_study_metadata.csv\", index_col = 0, sep = \",\")\n", "#projection_allcells.index = [projection_allcells.loc[i,\"Group\"] + \"#\" + i for i in projection_allcells.index]\n", "sample_names = [\"SU010_Total_Pre\", \"SU007_Total_Post\"]\n", "projection = projection_allcells[projection_allcells[\"Group\"].isin(sample_names)]\n", "query.obs = pd.merge(query.obs, projection, left_index=True, right_index=True)\n", "projection.head()" ] }, { "cell_type": "markdown", "id": "578a255d", "metadata": {}, "source": [ "We first assign cell types based on KNN and compute KNN-based uncertainty score" ] }, { "cell_type": "markdown", "id": "7c6c1956", "metadata": {}, "source": [ "Query cells are assigned high weighted distance-based uncertainty score if their distances to the assigned reference cell type centroid are greater than 90 percentile. Query cells with uncertainty score greater than 0.2 are annotated as unknown." ] }, { "cell_type": "code", "execution_count": 18, "id": "44fee6e1", "metadata": {}, "outputs": [], "source": [ "# Perform weighted-distance based assignment\n", "distance_threshold = 90\n", "uncertainty_threshold = 0.2\n", "reference_label_col = \"celltypes\"\n", "use_rep = \"X_spectral_harmony\"\n", "atlas = \"HealthyAdult\"\n" ] }, { "cell_type": "code", "execution_count": 19, "id": "ec1d7563", "metadata": {}, "outputs": [], "source": [ "# Perform KNN assignment\n", "query_KNN = scATAnno_assignment.scATAnno_KNN_assign(reference, query, reference_label_col=reference_label_col, low_dim_col=use_rep)\n", "query_distance = scATAnno_assignment.scATAnno_distance_assign(reference, query_KNN, reference_label_col=reference_label_col, distance_threshold=distance_threshold, atlas=atlas, uncertainty_threshold=uncertainty_threshold, use_rep = use_rep)" ] }, { "cell_type": "markdown", "id": "b89820a6", "metadata": {}, "source": [ "We then project query cells into the same UMAP coordinates as original publication for better comparisons, and perform cluster-level assignment." ] }, { "cell_type": "code", "execution_count": 20, "id": "a235104a", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "AnnData object with n_obs × n_vars = 1737 × 890130\n", " obs: 'celltypes', 'tissue', 'dataset', 'UMAP_1', 'UMAP_2', 'Clusters', 'Group', 'depth', 'FRIP', 'Barcodes', 'Internal_Name', 'Group_Barcode', 'true_label', 'uncertainty_score_step1', 'pred_y', 'uncertainty_score_step2', 'Uncertainty_Score', '1.knn-based_celltype', '2.corrected_celltype', 'cluster_annotation'\n", " uns: 'dataset_colors'\n", " obsm: 'X_spectral', 'X_spectral_harmony', 'X_umap', 'kernel_distance', 'distance', 'indices', 'neighbors_labels'" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "query_distance.obsm[\"X_umap\"] = np.array(query_distance.obs[[\"UMAP_1\", \"UMAP_2\"]])\n", "query_annotated = scATAnno_assignment.scATAnno_cluster_assign(query_distance, use_rep=use_rep, cluster_col = \"Clusters\", UMAP=False)\n", "query_annotated" ] }, { "cell_type": "markdown", "id": "5d746d45", "metadata": {}, "source": [ "Compare annotation results from scATAnno and the origional publication" ] }, { "cell_type": "code", "execution_count": 21, "id": "f8b15cf4", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "... storing 'Clusters' as categorical\n", "... storing 'Group' as categorical\n", "... storing 'Barcodes' as categorical\n", "... storing 'true_label' as categorical\n", "... storing 'pred_y' as categorical\n", "... storing '1.knn-based_celltype' as categorical\n", "... storing '2.corrected_celltype' as categorical\n", "... storing 'cluster_annotation' as categorical\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "WARNING: The title list is shorter than the number of panels. Using 'color' value instead for some plots.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sc.pl.umap(query_annotated, color = ['true_label', \"cluster_annotation\", 'Uncertainty_Score'], title = [\"Annotation Published in Satpathy et al.\",\"scATAnno Annotation\"], legend_loc = \"on data\")" ] }, { "cell_type": "code", "execution_count": 22, "id": "17df13ba", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " 0\n", "0 SU007_Total_Post#TCGTTCGAGGTTCTCA-1_SU007_Tota...\n", "1 SU007_Total_Post#GCAACCGAGAAGAGTG-1_SU007_Tota...\n", "2 SU007_Total_Post#GTGTCAAGTTAGTAGA-1_SU007_Tota...\n", "3 SU007_Total_Post#CTTGTCGAGCGAGCTA-1_SU007_Tota...\n", "4 SU007_Total_Post#GCAGCTGCATTCGTCC-1_SU007_Tota...\n" ] } ], "source": [ "immune_cells = pd.DataFrame(query_annotated[query_annotated.obs[\"cluster_annotation\"] == \"Immune Cells\"].obs.index)\n", "print(immune_cells.head())" ] }, { "cell_type": "markdown", "id": "7de2e5a0", "metadata": {}, "source": [ "### Part II: Second round annotation - Apply BCC TIL reference atlas to BCC immune cells" ] }, { "cell_type": "markdown", "id": "c00c7014", "metadata": {}, "source": [ "Download TIL reference data" ] }, { "cell_type": "code", "execution_count": 23, "id": "213236f3", "metadata": {}, "outputs": [], "source": [ "# !wget \"https://www.dropbox.com/s/ky4jezsj3pf2qwi/BCC_TIL_reference_atlas_final.h5ad?dl=1\"" ] }, { "cell_type": "markdown", "id": "c027f51a", "metadata": {}, "source": [ "In the second round annotation, we apply BCC TIL reference atlas to the immune cells identified from the first round. Repeat the integration process. This time we use BCC TIL as reference, and use BCC query data with TIL reference peak as feature input. Reference atlas is stored as h5ad AnnData in the data directory; query data is imported as MTX and TSV files from QuickATAC output." ] }, { "cell_type": "code", "execution_count": 24, "id": "181610fa", "metadata": {}, "outputs": [], "source": [ "reference_data_path = \"BCC_TIL_reference_atlas_final.h5ad\"\n", "reference_data = scATAnno_preprocess.load_reference_data(reference_data_path)\n", "SU007_Total_Post = scATAnno_preprocess.import_query_data(path = 'BCC_samples/SU007_Total_Post_vBCC',\n", " mtx_file = 'matrix.mtx.gz',\n", " cells_file = 'barcodes.tsv.gz',\n", " features_file = 'features.tsv.gz', \n", " variable_prefix = \"SU007_Total_Post\", \n", " celltype_col = \"celltypes\",\n", " add_metrics=False)\n", "SU010_Total_Pre = scATAnno_preprocess.import_query_data(path = 'BCC_samples/SU010_Total_Pre_vBCC',\n", " mtx_file = 'matrix.mtx.gz',\n", " cells_file = 'barcodes.tsv',\n", " features_file = 'features.tsv.gz', \n", " variable_prefix = \"SU010_Total_Pre\", \n", " celltype_col = \"celltypes\",\n", " add_metrics=False)" ] }, { "cell_type": "code", "execution_count": 25, "id": "a7e2586c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Total number of query cells: 1737\n" ] } ], "source": [ "data_list = [SU007_Total_Post, SU010_Total_Pre]\n", "print(\"Total number of query cells: {}\".format(np.sum([i.obs.shape[0] for i in data_list])))" ] }, { "cell_type": "markdown", "id": "89eb558b", "metadata": {}, "source": [ "Select the immune cells from first round annotation" ] }, { "cell_type": "code", "execution_count": 26, "id": "393fc1ac", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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SU007_Total_Post#TCGTTCGAGGTTCTCA-1SU007_Total_Post#TCGTTCGAGGTTCTCA-1_SU007_Tota...
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" ], "text/plain": [ " 0\n", "SU007_Total_Post#TCGTTCGAGGTTCTCA-1 SU007_Total_Post#TCGTTCGAGGTTCTCA-1_SU007_Tota...\n", "SU007_Total_Post#GCAACCGAGAAGAGTG-1 SU007_Total_Post#GCAACCGAGAAGAGTG-1_SU007_Tota...\n", "SU007_Total_Post#GTGTCAAGTTAGTAGA-1 SU007_Total_Post#GTGTCAAGTTAGTAGA-1_SU007_Tota...\n", "SU007_Total_Post#CTTGTCGAGCGAGCTA-1 SU007_Total_Post#CTTGTCGAGCGAGCTA-1_SU007_Tota...\n", "SU007_Total_Post#GCAGCTGCATTCGTCC-1 SU007_Total_Post#GCAGCTGCATTCGTCC-1_SU007_Tota..." ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "immune_cells.index = immune_cells[0]\n", "immune_cells.index = [i.split(\"_SU\")[0] for i in immune_cells.index]\n", "immune_cells.head()" ] }, { "cell_type": "code", "execution_count": 27, "id": "c81d3aae", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "SU007_Total_Post\n", "View of AnnData object with n_obs × n_vars = 618 × 344492\n", " obs: 'celltypes', 'tissue', 'dataset'\n", "SU010_Total_Pre\n", "View of AnnData object with n_obs × n_vars = 188 × 344492\n", " obs: 'celltypes', 'tissue', 'dataset'\n", "Total immune cells: 806\n" ] } ], "source": [ "data_list_use = data_list.copy()\n", "for i in range(len(data_list_use)):\n", " print(data_list_use[i].obs[\"dataset\"][0])\n", " data_list_use[i] = data_list_use[i][data_list_use[i].obs.index.isin(immune_cells.index)]\n", " print(data_list_use[i])\n", "\n", "print(\"Total immune cells: {}\".format(np.sum([i.obs.shape[0] for i in data_list_use])))" ] }, { "cell_type": "markdown", "id": "f27e802a", "metadata": {}, "source": [ "We use SnapATAC2 to integrate the reference atlas and multiple query data" ] }, { "cell_type": "code", "execution_count": 28, "id": "8c9c3cb1", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/francis/Desktop/scATAnno-main/scATAnno/SnapATAC2_spectral.py:162: ImplicitModificationWarning: Trying to modify attribute `.var` of view, initializing view as actual.\n", " adata.var[\"selected\"] = selected_features\n", "/Users/francis/Desktop/scATAnno-main/scATAnno/SnapATAC2_spectral.py:162: ImplicitModificationWarning: Trying to modify attribute `.var` of view, initializing view as actual.\n", " adata.var[\"selected\"] = selected_features\n" ] }, { "data": { "text/plain": [ "{'Atlas': AnnData object with n_obs × n_vars = 22008 × 344492\n", " obs: 'celltypes', 'tissue', 'dataset'\n", " var: 'selected'\n", " uns: 'Group_colors', 'celltypes_colors', 'spectral_eigenvalue', 'true_label_colors'\n", " obsm: 'X_spectral', 'X_umap',\n", " 'SU007_Total_Post': AnnData object with n_obs × n_vars = 618 × 344492\n", " obs: 'celltypes', 'tissue', 'dataset'\n", " var: 'selected',\n", " 'SU010_Total_Pre': AnnData object with n_obs × n_vars = 188 × 344492\n", " obs: 'celltypes', 'tissue', 'dataset'\n", " var: 'selected'}" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "for anndata in data_list_use:\n", " select_features(anndata) \n", "select_features(reference_data)\n", "\n", "datasets={}\n", "datasets[\"Atlas\"] = reference_data\n", "for anndata in data_list_use:\n", " key = (anndata.obs[\"dataset\"])[0]\n", " datasets[key] = anndata\n", "datasets" ] }, { "cell_type": "code", "execution_count": 29, "id": "b3a67072", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Compute similarity matrix\n", "Normalization\n", "Perform decomposition\n" ] } ], "source": [ "# Integrate reference and query data\n", "integrated_adata = scATAnno_assignment.scATAnno_integrate_multiple(datasets, sample_size = 25000)" ] }, { "cell_type": "code", "execution_count": 30, "id": "f093a013", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2025-01-07 14:51:26,614 - harmonypy - INFO - Computing initial centroids with sklearn.KMeans...\n", "2025-01-07 14:51:26 - INFO - Computing initial centroids with sklearn.KMeans...\n", "2025-01-07 14:51:30,730 - harmonypy - INFO - sklearn.KMeans initialization complete.\n", "2025-01-07 14:51:30 - INFO - sklearn.KMeans initialization complete.\n", "2025-01-07 14:51:30,789 - harmonypy - INFO - Iteration 1 of 20\n", "2025-01-07 14:51:30 - INFO - Iteration 1 of 20\n", "2025-01-07 14:51:35,185 - harmonypy - INFO - Iteration 2 of 20\n", "2025-01-07 14:51:35 - INFO - Iteration 2 of 20\n", "2025-01-07 14:51:38,977 - harmonypy - INFO - Iteration 3 of 20\n", "2025-01-07 14:51:38 - INFO - Iteration 3 of 20\n", "2025-01-07 14:51:42,478 - harmonypy - INFO - Iteration 4 of 20\n", "2025-01-07 14:51:42 - INFO - Iteration 4 of 20\n", "2025-01-07 14:51:46,096 - harmonypy - INFO - Iteration 5 of 20\n", "2025-01-07 14:51:46 - INFO - Iteration 5 of 20\n", "2025-01-07 14:51:49,609 - harmonypy - INFO - Iteration 6 of 20\n", "2025-01-07 14:51:49 - INFO - Iteration 6 of 20\n", "2025-01-07 14:51:53,197 - harmonypy - INFO - Iteration 7 of 20\n", "2025-01-07 14:51:53 - INFO - Iteration 7 of 20\n", "2025-01-07 14:51:57,241 - harmonypy - INFO - Iteration 8 of 20\n", "2025-01-07 14:51:57 - INFO - Iteration 8 of 20\n", "2025-01-07 14:52:01,240 - harmonypy - INFO - Iteration 9 of 20\n", "2025-01-07 14:52:01 - INFO - Iteration 9 of 20\n", "2025-01-07 14:52:04,683 - harmonypy - INFO - Iteration 10 of 20\n", "2025-01-07 14:52:04 - INFO - Iteration 10 of 20\n", "2025-01-07 14:52:08,226 - harmonypy - INFO - Iteration 11 of 20\n", "2025-01-07 14:52:08 - INFO - Iteration 11 of 20\n", "2025-01-07 14:52:11,693 - harmonypy - INFO - Iteration 12 of 20\n", "2025-01-07 14:52:11 - INFO - Iteration 12 of 20\n", "2025-01-07 14:52:15,079 - harmonypy - INFO - Converged after 12 iterations\n", "2025-01-07 14:52:15 - INFO - Converged after 12 iterations\n" ] } ], "source": [ "# Apply harmony to remove batch effects\n", "integrated_adata_harmony = scATAnno_assignment.scATAnno_harmony(integrated_adata, batch_col = \"dataset\")" ] }, { "cell_type": "code", "execution_count": 31, "id": "23512ca4", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/anaconda3/envs/scATAnno/lib/python3.11/site-packages/umap/umap_.py:1952: UserWarning: n_jobs value 1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", " warn(\n", "... storing 'celltypes' as categorical\n", "... storing 'tissue' as categorical\n" ] } ], "source": [ "# Plot UMAP using spectral embeddings\n", "integrated_adata = scATAnno_assignment.scATAnno_umap(integrated_adata_harmony, out_dir, use_rep = \"X_spectral_harmony\", save = True)" ] }, { "cell_type": "code", "execution_count": 32, "id": "74ff52b2", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "... storing 'celltypes' as categorical\n", "... storing 'tissue' as categorical\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Set plotting parameters\n", "scATAnno_plotting.defaultPlotting_umap()\n", "sc.pl.umap(integrated_adata, color=\"dataset\", palette = ['#cccccc', '#228833','#8c564b'], size=10, show=True, title = \"Integration\")" ] }, { "cell_type": "code", "execution_count": 33, "id": "d258729b", "metadata": {}, "outputs": [], "source": [ "reference = integrated_adata[integrated_adata.obs['dataset'] == \"Atlas\",:].copy()\n", "reference.obs[\"celltypes\"] = scATAnno_assignment.curate_celltype_names(reference.obs[\"celltypes\"], atlas = \"TIL\")" ] }, { "cell_type": "code", "execution_count": 34, "id": "dd1b14c7", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import pickle\n", "with open('TIL_reference_palette.pickle', 'rb') as handle:\n", " celltype_palette = pickle.load(handle)\n", "\n", "scATAnno_plotting.defaultPlotting_umap()\n", "sc.pl.umap(reference, color=\"celltypes\", palette = celltype_palette, title = \"TIL Reference Atlas\")" ] }, { "cell_type": "code", "execution_count": 35, "id": "c629ed21", "metadata": {}, "outputs": [], "source": [ "query = integrated_adata[integrated_adata.obs['dataset'] != \"Atlas\",:].copy()" ] }, { "cell_type": "code", "execution_count": 36, "id": "41dd279b", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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celltypestissuedatasetUMAP_1UMAP_2ClustersGroupdepthFRIPBarcodesInternal_NameGroup_Barcodetrue_label
SU007_Total_Post#TCGTTCGAGGTTCTCA-1_SU007_Total_PostSU007_Total_PostSU007_Total_PostSU007_Total_Post2.118399-6.020474Cluster4SU007_Total_Post101590.722758TCGTTCGAGGTTCTCA-1SU007_Total_Post_312SU007_Total_Post#TCGTTCGAGGTTCTCA-1Treg
SU007_Total_Post#GCAACCGAGAAGAGTG-1_SU007_Total_PostSU007_Total_PostSU007_Total_PostSU007_Total_Post2.138090-8.092027Cluster4SU007_Total_Post124550.715857GCAACCGAGAAGAGTG-1SU007_Total_Post_1SU007_Total_Post#GCAACCGAGAAGAGTG-1Treg
SU007_Total_Post#GTGTCAAGTTAGTAGA-1_SU007_Total_PostSU007_Total_PostSU007_Total_PostSU007_Total_Post0.018025-1.757976Cluster1SU007_Total_Post91010.621910GTGTCAAGTTAGTAGA-1SU007_Total_Post_468SU007_Total_Post#GTGTCAAGTTAGTAGA-1Naive CD4 T
SU007_Total_Post#CTTGTCGAGCGAGCTA-1_SU007_Total_PostSU007_Total_PostSU007_Total_PostSU007_Total_Post-1.3153121.582670Cluster5SU007_Total_Post222870.669695CTTGTCGAGCGAGCTA-1SU007_Total_Post_3SU007_Total_Post#CTTGTCGAGCGAGCTA-1Naive CD8 T
SU007_Total_Post#GCAGCTGCATTCGTCC-1_SU007_Total_PostSU007_Total_PostSU007_Total_PostSU007_Total_Post0.688227-1.430185Cluster1SU007_Total_Post224820.693866GCAGCTGCATTCGTCC-1SU007_Total_Post_4SU007_Total_Post#GCAGCTGCATTCGTCC-1Naive CD4 T
..........................................
SU010_Total_Pre#CCAGATAAGTACGCGA-1_SU010_Total_PreSU010_Total_PreSU010_Total_PreSU010_Total_Pre-3.6575522.379094Cluster7SU010_Total_Pre64280.583852CCAGATAAGTACGCGA-1SU010_Total_Pre_1057SU010_Total_Pre#CCAGATAAGTACGCGA-1Memory CD8 T
SU010_Total_Pre#ACAGGCCTCAAGAGAT-1_SU010_Total_PreSU010_Total_PreSU010_Total_PreSU010_Total_Pre-3.1179481.990111Cluster5SU010_Total_Pre38200.529188ACAGGCCTCAAGAGAT-1SU010_Total_Pre_1058SU010_Total_Pre#ACAGGCCTCAAGAGAT-1Naive CD8 T
SU010_Total_Pre#TGGGTTATCCCAGCAG-1_SU010_Total_PreSU010_Total_PreSU010_Total_PreSU010_Total_Pre-1.8756850.338385Cluster5SU010_Total_Pre47410.469099TGGGTTATCCCAGCAG-1SU010_Total_Pre_1061SU010_Total_Pre#TGGGTTATCCCAGCAG-1Naive CD8 T
SU010_Total_Pre#GGGTGTCTCGGGACAA-1_SU010_Total_PreSU010_Total_PreSU010_Total_PreSU010_Total_Pre-4.00899916.443800Cluster13SU010_Total_Pre66190.599940GGGTGTCTCGGGACAA-1SU010_Total_Pre_1064SU010_Total_Pre#GGGTGTCTCGGGACAA-1Plasma B
SU010_Total_Pre#CCCGTTATCTAGCAGT-1_SU010_Total_PreSU010_Total_PreSU010_Total_PreSU010_Total_Pre-4.0146871.344591Cluster10SU010_Total_Pre322300.209680CCCGTTATCTAGCAGT-1SU010_Total_Pre_1068SU010_Total_Pre#CCCGTTATCTAGCAGT-1NK1
\n", "

806 rows × 13 columns

\n", "
" ], "text/plain": [ " celltypes \\\n", "SU007_Total_Post#TCGTTCGAGGTTCTCA-1_SU007_Total... SU007_Total_Post \n", "SU007_Total_Post#GCAACCGAGAAGAGTG-1_SU007_Total... SU007_Total_Post \n", "SU007_Total_Post#GTGTCAAGTTAGTAGA-1_SU007_Total... SU007_Total_Post \n", "SU007_Total_Post#CTTGTCGAGCGAGCTA-1_SU007_Total... SU007_Total_Post \n", "SU007_Total_Post#GCAGCTGCATTCGTCC-1_SU007_Total... SU007_Total_Post \n", "... ... \n", "SU010_Total_Pre#CCAGATAAGTACGCGA-1_SU010_Total_Pre SU010_Total_Pre \n", "SU010_Total_Pre#ACAGGCCTCAAGAGAT-1_SU010_Total_Pre SU010_Total_Pre \n", "SU010_Total_Pre#TGGGTTATCCCAGCAG-1_SU010_Total_Pre SU010_Total_Pre \n", "SU010_Total_Pre#GGGTGTCTCGGGACAA-1_SU010_Total_Pre SU010_Total_Pre \n", "SU010_Total_Pre#CCCGTTATCTAGCAGT-1_SU010_Total_Pre SU010_Total_Pre \n", "\n", " tissue \\\n", "SU007_Total_Post#TCGTTCGAGGTTCTCA-1_SU007_Total... SU007_Total_Post \n", "SU007_Total_Post#GCAACCGAGAAGAGTG-1_SU007_Total... SU007_Total_Post \n", "SU007_Total_Post#GTGTCAAGTTAGTAGA-1_SU007_Total... SU007_Total_Post \n", "SU007_Total_Post#CTTGTCGAGCGAGCTA-1_SU007_Total... SU007_Total_Post \n", "SU007_Total_Post#GCAGCTGCATTCGTCC-1_SU007_Total... SU007_Total_Post \n", "... ... \n", "SU010_Total_Pre#CCAGATAAGTACGCGA-1_SU010_Total_Pre SU010_Total_Pre \n", "SU010_Total_Pre#ACAGGCCTCAAGAGAT-1_SU010_Total_Pre SU010_Total_Pre \n", "SU010_Total_Pre#TGGGTTATCCCAGCAG-1_SU010_Total_Pre SU010_Total_Pre \n", "SU010_Total_Pre#GGGTGTCTCGGGACAA-1_SU010_Total_Pre SU010_Total_Pre \n", "SU010_Total_Pre#CCCGTTATCTAGCAGT-1_SU010_Total_Pre SU010_Total_Pre \n", "\n", " dataset \\\n", "SU007_Total_Post#TCGTTCGAGGTTCTCA-1_SU007_Total... SU007_Total_Post \n", "SU007_Total_Post#GCAACCGAGAAGAGTG-1_SU007_Total... SU007_Total_Post \n", "SU007_Total_Post#GTGTCAAGTTAGTAGA-1_SU007_Total... SU007_Total_Post \n", "SU007_Total_Post#CTTGTCGAGCGAGCTA-1_SU007_Total... SU007_Total_Post \n", "SU007_Total_Post#GCAGCTGCATTCGTCC-1_SU007_Total... SU007_Total_Post \n", "... ... \n", "SU010_Total_Pre#CCAGATAAGTACGCGA-1_SU010_Total_Pre SU010_Total_Pre \n", "SU010_Total_Pre#ACAGGCCTCAAGAGAT-1_SU010_Total_Pre SU010_Total_Pre \n", "SU010_Total_Pre#TGGGTTATCCCAGCAG-1_SU010_Total_Pre SU010_Total_Pre \n", "SU010_Total_Pre#GGGTGTCTCGGGACAA-1_SU010_Total_Pre SU010_Total_Pre \n", "SU010_Total_Pre#CCCGTTATCTAGCAGT-1_SU010_Total_Pre SU010_Total_Pre \n", "\n", " UMAP_1 UMAP_2 \\\n", "SU007_Total_Post#TCGTTCGAGGTTCTCA-1_SU007_Total... 2.118399 -6.020474 \n", "SU007_Total_Post#GCAACCGAGAAGAGTG-1_SU007_Total... 2.138090 -8.092027 \n", "SU007_Total_Post#GTGTCAAGTTAGTAGA-1_SU007_Total... 0.018025 -1.757976 \n", "SU007_Total_Post#CTTGTCGAGCGAGCTA-1_SU007_Total... -1.315312 1.582670 \n", "SU007_Total_Post#GCAGCTGCATTCGTCC-1_SU007_Total... 0.688227 -1.430185 \n", "... ... ... \n", "SU010_Total_Pre#CCAGATAAGTACGCGA-1_SU010_Total_Pre -3.657552 2.379094 \n", "SU010_Total_Pre#ACAGGCCTCAAGAGAT-1_SU010_Total_Pre -3.117948 1.990111 \n", "SU010_Total_Pre#TGGGTTATCCCAGCAG-1_SU010_Total_Pre -1.875685 0.338385 \n", "SU010_Total_Pre#GGGTGTCTCGGGACAA-1_SU010_Total_Pre -4.008999 16.443800 \n", "SU010_Total_Pre#CCCGTTATCTAGCAGT-1_SU010_Total_Pre -4.014687 1.344591 \n", "\n", " Clusters \\\n", "SU007_Total_Post#TCGTTCGAGGTTCTCA-1_SU007_Total... Cluster4 \n", "SU007_Total_Post#GCAACCGAGAAGAGTG-1_SU007_Total... Cluster4 \n", "SU007_Total_Post#GTGTCAAGTTAGTAGA-1_SU007_Total... Cluster1 \n", "SU007_Total_Post#CTTGTCGAGCGAGCTA-1_SU007_Total... Cluster5 \n", "SU007_Total_Post#GCAGCTGCATTCGTCC-1_SU007_Total... Cluster1 \n", "... ... \n", "SU010_Total_Pre#CCAGATAAGTACGCGA-1_SU010_Total_Pre Cluster7 \n", "SU010_Total_Pre#ACAGGCCTCAAGAGAT-1_SU010_Total_Pre Cluster5 \n", "SU010_Total_Pre#TGGGTTATCCCAGCAG-1_SU010_Total_Pre Cluster5 \n", "SU010_Total_Pre#GGGTGTCTCGGGACAA-1_SU010_Total_Pre Cluster13 \n", "SU010_Total_Pre#CCCGTTATCTAGCAGT-1_SU010_Total_Pre Cluster10 \n", "\n", " Group depth \\\n", "SU007_Total_Post#TCGTTCGAGGTTCTCA-1_SU007_Total... SU007_Total_Post 10159 \n", "SU007_Total_Post#GCAACCGAGAAGAGTG-1_SU007_Total... SU007_Total_Post 12455 \n", "SU007_Total_Post#GTGTCAAGTTAGTAGA-1_SU007_Total... SU007_Total_Post 9101 \n", "SU007_Total_Post#CTTGTCGAGCGAGCTA-1_SU007_Total... SU007_Total_Post 22287 \n", "SU007_Total_Post#GCAGCTGCATTCGTCC-1_SU007_Total... SU007_Total_Post 22482 \n", "... ... ... \n", "SU010_Total_Pre#CCAGATAAGTACGCGA-1_SU010_Total_Pre SU010_Total_Pre 6428 \n", "SU010_Total_Pre#ACAGGCCTCAAGAGAT-1_SU010_Total_Pre SU010_Total_Pre 3820 \n", "SU010_Total_Pre#TGGGTTATCCCAGCAG-1_SU010_Total_Pre SU010_Total_Pre 4741 \n", "SU010_Total_Pre#GGGTGTCTCGGGACAA-1_SU010_Total_Pre SU010_Total_Pre 6619 \n", "SU010_Total_Pre#CCCGTTATCTAGCAGT-1_SU010_Total_Pre SU010_Total_Pre 32230 \n", "\n", " FRIP \\\n", "SU007_Total_Post#TCGTTCGAGGTTCTCA-1_SU007_Total... 0.722758 \n", "SU007_Total_Post#GCAACCGAGAAGAGTG-1_SU007_Total... 0.715857 \n", "SU007_Total_Post#GTGTCAAGTTAGTAGA-1_SU007_Total... 0.621910 \n", "SU007_Total_Post#CTTGTCGAGCGAGCTA-1_SU007_Total... 0.669695 \n", "SU007_Total_Post#GCAGCTGCATTCGTCC-1_SU007_Total... 0.693866 \n", "... ... \n", "SU010_Total_Pre#CCAGATAAGTACGCGA-1_SU010_Total_Pre 0.583852 \n", "SU010_Total_Pre#ACAGGCCTCAAGAGAT-1_SU010_Total_Pre 0.529188 \n", "SU010_Total_Pre#TGGGTTATCCCAGCAG-1_SU010_Total_Pre 0.469099 \n", "SU010_Total_Pre#GGGTGTCTCGGGACAA-1_SU010_Total_Pre 0.599940 \n", "SU010_Total_Pre#CCCGTTATCTAGCAGT-1_SU010_Total_Pre 0.209680 \n", "\n", " Barcodes \\\n", "SU007_Total_Post#TCGTTCGAGGTTCTCA-1_SU007_Total... TCGTTCGAGGTTCTCA-1 \n", "SU007_Total_Post#GCAACCGAGAAGAGTG-1_SU007_Total... GCAACCGAGAAGAGTG-1 \n", "SU007_Total_Post#GTGTCAAGTTAGTAGA-1_SU007_Total... GTGTCAAGTTAGTAGA-1 \n", "SU007_Total_Post#CTTGTCGAGCGAGCTA-1_SU007_Total... CTTGTCGAGCGAGCTA-1 \n", "SU007_Total_Post#GCAGCTGCATTCGTCC-1_SU007_Total... GCAGCTGCATTCGTCC-1 \n", "... ... \n", "SU010_Total_Pre#CCAGATAAGTACGCGA-1_SU010_Total_Pre CCAGATAAGTACGCGA-1 \n", "SU010_Total_Pre#ACAGGCCTCAAGAGAT-1_SU010_Total_Pre ACAGGCCTCAAGAGAT-1 \n", "SU010_Total_Pre#TGGGTTATCCCAGCAG-1_SU010_Total_Pre TGGGTTATCCCAGCAG-1 \n", "SU010_Total_Pre#GGGTGTCTCGGGACAA-1_SU010_Total_Pre GGGTGTCTCGGGACAA-1 \n", "SU010_Total_Pre#CCCGTTATCTAGCAGT-1_SU010_Total_Pre CCCGTTATCTAGCAGT-1 \n", "\n", " Internal_Name \\\n", "SU007_Total_Post#TCGTTCGAGGTTCTCA-1_SU007_Total... SU007_Total_Post_312 \n", "SU007_Total_Post#GCAACCGAGAAGAGTG-1_SU007_Total... SU007_Total_Post_1 \n", "SU007_Total_Post#GTGTCAAGTTAGTAGA-1_SU007_Total... SU007_Total_Post_468 \n", "SU007_Total_Post#CTTGTCGAGCGAGCTA-1_SU007_Total... SU007_Total_Post_3 \n", "SU007_Total_Post#GCAGCTGCATTCGTCC-1_SU007_Total... SU007_Total_Post_4 \n", "... ... \n", "SU010_Total_Pre#CCAGATAAGTACGCGA-1_SU010_Total_Pre SU010_Total_Pre_1057 \n", "SU010_Total_Pre#ACAGGCCTCAAGAGAT-1_SU010_Total_Pre SU010_Total_Pre_1058 \n", "SU010_Total_Pre#TGGGTTATCCCAGCAG-1_SU010_Total_Pre SU010_Total_Pre_1061 \n", "SU010_Total_Pre#GGGTGTCTCGGGACAA-1_SU010_Total_Pre SU010_Total_Pre_1064 \n", "SU010_Total_Pre#CCCGTTATCTAGCAGT-1_SU010_Total_Pre SU010_Total_Pre_1068 \n", "\n", " Group_Barcode \\\n", "SU007_Total_Post#TCGTTCGAGGTTCTCA-1_SU007_Total... SU007_Total_Post#TCGTTCGAGGTTCTCA-1 \n", "SU007_Total_Post#GCAACCGAGAAGAGTG-1_SU007_Total... SU007_Total_Post#GCAACCGAGAAGAGTG-1 \n", "SU007_Total_Post#GTGTCAAGTTAGTAGA-1_SU007_Total... SU007_Total_Post#GTGTCAAGTTAGTAGA-1 \n", "SU007_Total_Post#CTTGTCGAGCGAGCTA-1_SU007_Total... SU007_Total_Post#CTTGTCGAGCGAGCTA-1 \n", "SU007_Total_Post#GCAGCTGCATTCGTCC-1_SU007_Total... SU007_Total_Post#GCAGCTGCATTCGTCC-1 \n", "... ... \n", "SU010_Total_Pre#CCAGATAAGTACGCGA-1_SU010_Total_Pre SU010_Total_Pre#CCAGATAAGTACGCGA-1 \n", "SU010_Total_Pre#ACAGGCCTCAAGAGAT-1_SU010_Total_Pre SU010_Total_Pre#ACAGGCCTCAAGAGAT-1 \n", "SU010_Total_Pre#TGGGTTATCCCAGCAG-1_SU010_Total_Pre SU010_Total_Pre#TGGGTTATCCCAGCAG-1 \n", "SU010_Total_Pre#GGGTGTCTCGGGACAA-1_SU010_Total_Pre SU010_Total_Pre#GGGTGTCTCGGGACAA-1 \n", "SU010_Total_Pre#CCCGTTATCTAGCAGT-1_SU010_Total_Pre SU010_Total_Pre#CCCGTTATCTAGCAGT-1 \n", "\n", " true_label \n", "SU007_Total_Post#TCGTTCGAGGTTCTCA-1_SU007_Total... Treg \n", "SU007_Total_Post#GCAACCGAGAAGAGTG-1_SU007_Total... Treg \n", "SU007_Total_Post#GTGTCAAGTTAGTAGA-1_SU007_Total... Naive CD4 T \n", "SU007_Total_Post#CTTGTCGAGCGAGCTA-1_SU007_Total... Naive CD8 T \n", "SU007_Total_Post#GCAGCTGCATTCGTCC-1_SU007_Total... Naive CD4 T \n", "... ... \n", "SU010_Total_Pre#CCAGATAAGTACGCGA-1_SU010_Total_Pre Memory CD8 T \n", "SU010_Total_Pre#ACAGGCCTCAAGAGAT-1_SU010_Total_Pre Naive CD8 T \n", "SU010_Total_Pre#TGGGTTATCCCAGCAG-1_SU010_Total_Pre Naive CD8 T \n", "SU010_Total_Pre#GGGTGTCTCGGGACAA-1_SU010_Total_Pre Plasma B \n", "SU010_Total_Pre#CCCGTTATCTAGCAGT-1_SU010_Total_Pre NK1 \n", "\n", "[806 rows x 13 columns]" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "source": [ "projection_allcells = pd.read_table(\"BCC_samples/BCC_study_metadata.csv\", index_col = 0, sep = \",\")\n", "#projection_allcells.index = [projection_allcells.loc[i,\"Group\"] + \"#\" + i for i in projection_allcells.index]\n", "projection_allcells[\"true_label\"] = [i.strip() for i in projection_allcells[\"true_label\"]]\n", "sample_names = [\"SU010_Total_Pre\", \"SU007_Total_Post\"]\n", "projection = projection_allcells[projection_allcells[\"Group\"].isin(sample_names)]\n", "query.obs = pd.merge(query.obs, projection, left_index=True, right_index=True)\n", "query.obs" ] }, { "cell_type": "markdown", "id": "3702da05", "metadata": {}, "source": [ "We first assign cell types based on KNN and compute KNN-based uncertainty score" ] }, { "cell_type": "code", "execution_count": 37, "id": "e95e44dc", "metadata": {}, "outputs": [], "source": [ "# Perform KNN assignment\n", "reference_label_col = \"celltypes\"\n", "use_rep = \"X_spectral_harmony\"\n", "query_KNN = scATAnno_assignment.scATAnno_KNN_assign(reference, query, reference_label_col=reference_label_col, low_dim_col=use_rep)" ] }, { "cell_type": "markdown", "id": "ccf1bfda", "metadata": {}, "source": [ "Because we are annotating TIL subtypes, we adopt more loose threshold cutoffs to annotate query cells. Query cells are assigned high weighted distance-based uncertainty score if their distances to the assigned reference cell type centroid are greater than 95 percentile. Query cells with uncertainty score greater than 0.5 are annotated as unknown." ] }, { "cell_type": "code", "execution_count": 38, "id": "f9907cf7", "metadata": {}, "outputs": [], "source": [ "# Perform weighted-distance based assignment\n", "distance_threshold = 95\n", "uncertainty_threshold = 0.5\n", "\n", "atlas = \"HealthyAdult\"\n", "query_distance = scATAnno_assignment.scATAnno_distance_assign(reference, query_KNN, reference_label_col=reference_label_col, distance_threshold=distance_threshold, atlas=atlas, uncertainty_threshold=uncertainty_threshold, use_rep = use_rep)" ] }, { "cell_type": "markdown", "id": "883238a9", "metadata": {}, "source": [ "We then project query cells into the same UMAP coordinates as original publication for better comparisons, and perform cluster-level assignment." ] }, { "cell_type": "code", "execution_count": 39, "id": "2212d4fd", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "AnnData object with n_obs × n_vars = 806 × 344492\n", " obs: 'celltypes', 'tissue', 'dataset', 'UMAP_1', 'UMAP_2', 'Clusters', 'Group', 'depth', 'FRIP', 'Barcodes', 'Internal_Name', 'Group_Barcode', 'true_label', 'uncertainty_score_step1', 'pred_y', 'uncertainty_score_step2', 'Uncertainty_Score', '1.knn-based_celltype', '2.corrected_celltype', 'cluster_annotation'\n", " uns: 'dataset_colors'\n", " obsm: 'X_spectral', 'X_spectral_harmony', 'X_umap', 'kernel_distance', 'distance', 'indices', 'neighbors_labels'" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" } ], "source": [ "query_distance.obsm[\"X_umap\"] = np.array(query_distance.obs[[\"UMAP_1\", \"UMAP_2\"]])\n", "query_annotated = scATAnno_assignment.scATAnno_cluster_assign(query_distance, use_rep=use_rep, cluster_col = \"Clusters\", UMAP=False)\n", "query_annotated" ] }, { "cell_type": "code", "execution_count": 40, "id": "3c1f9e76", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "... storing 'Clusters' as categorical\n", "... storing 'Group' as categorical\n", "... storing 'Barcodes' as categorical\n", "... storing 'true_label' as categorical\n", "... storing 'pred_y' as categorical\n", "... storing '1.knn-based_celltype' as categorical\n", "... storing '2.corrected_celltype' as categorical\n", "... storing 'cluster_annotation' as categorical\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "WARNING: The title list is shorter than the number of panels. Using 'color' value instead for some plots.\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sc.pl.umap(query_annotated, color = ['true_label', \"cluster_annotation\", 'Uncertainty_Score'], title = [\"Annotation Published in Satpathy et al.\",\"scATAnno Annotation\"], legend_loc = \"on data\")" ] }, { "cell_type": "markdown", "id": "200ca6e5", "metadata": {}, "source": [ "Finally, compare the annotation results between scATAnno and original publication." ] }, { "cell_type": "code", "execution_count": 41, "id": "d177495e", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "... storing 'outcomes2' as categorical\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "outcomes2 = []\n", "for i in query_annotated.obs[\"cluster_annotation\"].index:\n", " if query_annotated.obs.loc[i,\"cluster_annotation\"] == query_annotated.obs.loc[i,\"true_label\"]:\n", " outcomes2.append(\"Consistent\")\n", " elif query_annotated.obs.loc[i,\"cluster_annotation\"] == \"unknown\":\n", " outcomes2.append(\"Unknown\")\n", " else: \n", " outcomes2.append(\"Inconsistent\")\n", " \n", "query_annotated.obs[\"outcomes2\"] = outcomes2\n", "sc.pl.umap(query_annotated, color = \"outcomes2\", palette = ['#ff7f0e','#279e68'], title = \"Comparison\")" ] }, { "cell_type": "code", "execution_count": 42, "id": "54993134", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/var/folders/dq/79h3g1bj0rjb4wvj5r5c3w1h0000gn/T/ipykernel_2486/2520740504.py:24: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.\n", " ax.set_xticklabels(ax.get_xticklabels(), fontsize=15)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "adata_query = query_annotated.copy()\n", "variable_col = \"true_label\"\n", "outcome_col = \"outcomes2\"\n", "listdict = []\n", "for ct in adata_query.obs[variable_col].unique():\n", " tmp_dict = {}\n", " for pt in np.unique(adata_query.obs[outcome_col]):\n", " tmp_dict[pt] = (\n", " np.sum(\n", " adata_query.obs[adata_query.obs[variable_col] == ct][outcome_col] == pt\n", " )\n", " )\n", " l = len(adata_query.obs[adata_query.obs[variable_col] == ct])\n", " tmp_dict['ct'] = f'{ct} ({l})'\n", " tmp_dict['n_cells'] = len(adata_query.obs[adata_query.obs[variable_col] == ct])\n", " listdict.append(tmp_dict)\n", "\n", "\n", "df = pd.DataFrame(listdict).set_index('ct').sort_values(by='ct')\n", "df = df.sort_values(\"n_cells\", ascending=True)\n", "\n", "fig, ax = plt.subplots(1, 1, figsize=(2, 6))\n", "df[df.columns[0:len(df.columns)-1]].plot(kind='barh', stacked=True, ax=ax, width=1.0, color = ['#ff7f0e','#279e68'])\n", "ax.set_xticklabels(ax.get_xticklabels(), fontsize=15)\n", "ax.set_xlabel('cell numbers')\n", "ax.set_ylabel('')\n", "ax.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0., frameon=False)\n", "ax.grid(False)\n", "sns.despine()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "e9774efa", "metadata": {}, "source": [ "Compute accuracy and F1 scores" ] }, { "cell_type": "code", "execution_count": 43, "id": "f23f8899", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/anaconda3/envs/scATAnno/lib/python3.11/site-packages/sklearn/metrics/_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n", " _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n", "/opt/anaconda3/envs/scATAnno/lib/python3.11/site-packages/sklearn/metrics/_classification.py:1565: UndefinedMetricWarning: Recall is ill-defined and being set to 0.0 in labels with no true samples. Use `zero_division` parameter to control this behavior.\n", " _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n", "/opt/anaconda3/envs/scATAnno/lib/python3.11/site-packages/sklearn/metrics/_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n", " _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n", "/opt/anaconda3/envs/scATAnno/lib/python3.11/site-packages/sklearn/metrics/_classification.py:1565: UndefinedMetricWarning: Recall is ill-defined and being set to 0.0 in labels with no true samples. Use `zero_division` parameter to control this behavior.\n", " _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n", "/opt/anaconda3/envs/scATAnno/lib/python3.11/site-packages/sklearn/metrics/_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n", " _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n", "/opt/anaconda3/envs/scATAnno/lib/python3.11/site-packages/sklearn/metrics/_classification.py:1565: UndefinedMetricWarning: Recall is ill-defined and being set to 0.0 in labels with no true samples. Use `zero_division` parameter to control this behavior.\n", " _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n" ] } ], "source": [ "query = query_annotated.copy()\n", "paper_anno_col=\"true_label\"\n", "cluster_anno_col = \"cluster_annotation\"\n", "from sklearn.metrics import f1_score, confusion_matrix, classification_report\n", "report = classification_report(y_true=query.obs[paper_anno_col],\n", " y_pred=query.obs[cluster_anno_col],\n", " output_dict=True)\n", "#Also generate a confusion matrix\n", "cm = confusion_matrix(y_true=query.obs[paper_anno_col],\n", " y_pred=query.obs[cluster_anno_col],)\n", "\n", "FP = cm.sum(axis=0)-np.diag(cm)\n", "FN = cm.sum(axis=1) - np.diag(cm)\n", "TP = np.diag(cm)\n", "TN = cm.sum() - (FP + FN + TP)\n", "class_spec = TN/(TN+FP)\n", "\n", "perfdf = pd.DataFrame(columns = ['class', \n", " 'precision', \n", " 'recall', \n", " 'f1_score', \n", " 'support', \n", " 'specificity'])\n", "\n", "i=0\n", "for key, val in report.items():\n", " # we don't use accuracy so skip it\n", " if key == 'accuracy':\n", " continue\n", " perflist = []\n", " perflist.append(key)\n", " for key2, val2 in val.items():\n", " perflist.append(val2)\n", " if i >= len(class_spec):\n", " perflist.append(0)\n", " else:\n", " perflist.append(class_spec[i])\n", " # Create a single-row DataFrame from perflist and concatenate\n", " new_row = pd.DataFrame([perflist], columns=perfdf.columns)\n", " perfdf = pd.concat([perfdf, new_row], ignore_index=True)\n", " i += 1" ] }, { "cell_type": "code", "execution_count": 44, "id": "d157eefe", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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classprecisionrecallf1_scoresupportspecificity
0B1.0000001.0000001.00000025.01.000000
1CD8 TEx1.0000001.0000001.00000023.01.000000
2Effector CD8 T1.0000001.0000001.00000048.01.000000
3Memory CD8 T1.0000001.0000001.000000147.01.000000
4Myeloid1.0000001.0000001.00000021.01.000000
5NK11.0000001.0000001.00000029.01.000000
6NK21.0000001.0000001.00000016.01.000000
7Naive CD4 T1.0000001.0000001.000000140.01.000000
8Naive CD8 T1.0000001.0000001.00000051.01.000000
9Plasma B1.0000001.0000001.000000118.01.000000
10Tfh1.0000001.0000001.00000044.01.000000
11Th10.0000000.0000000.00000023.01.000000
12Th171.0000001.0000001.00000019.01.000000
13Treg1.0000001.0000001.000000102.01.000000
14unknown0.0000000.0000000.0000000.00.971464
15macro avg0.8666670.8666670.866667806.00.000000
16weighted avg0.9714640.9714640.971464806.00.000000
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" ], "text/plain": [ " class precision recall f1_score support specificity\n", "0 B 1.000000 1.000000 1.000000 25.0 1.000000\n", "1 CD8 TEx 1.000000 1.000000 1.000000 23.0 1.000000\n", "2 Effector CD8 T 1.000000 1.000000 1.000000 48.0 1.000000\n", "3 Memory CD8 T 1.000000 1.000000 1.000000 147.0 1.000000\n", "4 Myeloid 1.000000 1.000000 1.000000 21.0 1.000000\n", "5 NK1 1.000000 1.000000 1.000000 29.0 1.000000\n", "6 NK2 1.000000 1.000000 1.000000 16.0 1.000000\n", "7 Naive CD4 T 1.000000 1.000000 1.000000 140.0 1.000000\n", "8 Naive CD8 T 1.000000 1.000000 1.000000 51.0 1.000000\n", "9 Plasma B 1.000000 1.000000 1.000000 118.0 1.000000\n", "10 Tfh 1.000000 1.000000 1.000000 44.0 1.000000\n", "11 Th1 0.000000 0.000000 0.000000 23.0 1.000000\n", "12 Th17 1.000000 1.000000 1.000000 19.0 1.000000\n", "13 Treg 1.000000 1.000000 1.000000 102.0 1.000000\n", "14 unknown 0.000000 0.000000 0.000000 0.0 0.971464\n", "15 macro avg 0.866667 0.866667 0.866667 806.0 0.000000\n", "16 weighted avg 0.971464 0.971464 0.971464 806.0 0.000000" ] }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" } ], "source": [ "perfdf" ] }, { "cell_type": "code", "execution_count": 45, "id": "67c96099", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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accuracy
B1.0
CD8 TEx1.0
Effector CD8 T1.0
Memory CD8 T1.0
Myeloid1.0
NK11.0
NK21.0
Naive CD4 T1.0
Naive CD8 T1.0
Plasma B1.0
Tfh1.0
Th10.0
Th171.0
Treg1.0
\n", "
" ], "text/plain": [ " accuracy\n", "B 1.0\n", "CD8 TEx 1.0\n", "Effector CD8 T 1.0\n", "Memory CD8 T 1.0\n", "Myeloid 1.0\n", "NK1 1.0\n", "NK2 1.0\n", "Naive CD4 T 1.0\n", "Naive CD8 T 1.0\n", "Plasma B 1.0\n", "Tfh 1.0\n", "Th1 0.0\n", "Th17 1.0\n", "Treg 1.0" ] }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Accuracy\n", "from scATAnno import scATAnno_evaluation\n", "df = query.obs.copy()\n", "cell_accr = {}\n", "for celltype_of_interest in np.unique(df[paper_anno_col]):\n", " true_cells = df[df[paper_anno_col]==celltype_of_interest].index\n", " accr = scATAnno_evaluation.compute_accuracy(df.loc[true_cells,paper_anno_col], df.loc[true_cells,cluster_anno_col])\n", " cell_accr[celltype_of_interest] = accr\n", "\n", "cell_level_df = pd.DataFrame([cell_accr], columns=cell_accr.keys())\n", "cell_level_df = cell_level_df.T\n", "cell_level_df.columns = [\"accuracy\"]\n", "cell_level_df" ] }, { "cell_type": "code", "execution_count": 46, "id": "1a8fbeda", "metadata": {}, "outputs": [], "source": [ "# Option 1: Using built-in float\n", "data = np.array([float(cell_level_df.mean()),\n", " float(perfdf[perfdf['class'] == \"weighted avg\"][\"f1_score\"])])\n", "\n", "# Option 2: Using np.float64 (if you specifically need numpy float type)\n", "data = np.array([np.float64(cell_level_df.mean()),\n", " np.float64(perfdf[perfdf['class'] == \"weighted avg\"][\"f1_score\"])])\n", "\n", "overallscore = pd.DataFrame(data.T, \n", " index=['Accuracy', 'Weighted F1'],\n", " columns=[\"value\"])" ] }, { "cell_type": "code", "execution_count": 47, "id": "b3a444a7", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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value
Accuracy0.928571
Weighted F10.971464
\n", "
" ], "text/plain": [ " value\n", "Accuracy 0.928571\n", "Weighted F1 0.971464" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" } ], "source": [ "overallscore" ] }, { "cell_type": "code", "execution_count": 48, "id": "9fda43c0", "metadata": {}, "outputs": [ { "data": { "image/png": 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6eG2+9SoqZFSLT6QzdA2BVheZzvJUGKmdYq4DmlqBVCD7yiuvhDNL1Xb4M3rVw6i+wM8Ro3XVTWelGsaslhYVbydbWXTWq64gtV6kdQdWBb8DL+8BWO8lWXSrM1bVm+jvq581P0+2rpRC8C09uXb2PkxlOxBnO8hXx0SRZfEHTBVBl9VKoCLfbCrbYqnPP7as6gCtE4a0z688QbY865RtDqGovJNr6iRMQ/xjC5RanzSgQ/NuqbZQ24tOgvINSOX9LlVme/TfDbWu6aStLLQeFR8BCSVop67+9Rgw4iRz2a4OrvCkkRixWV/D7lWQm89BRjuZ5GgNdWdpviG/TFm0jmp9UpGjbrEFSIFJo3ricGGNJNH7Ss6ArWZzNZ+rqFc7WhWNqltKZ6mqF9F7FwUNhbXqCkgqOtdBJDbrq9ha6+APPFrHd955J7QI6TNX4bMOcvocYzhSK5xa2pIHuLLOass6wJXFd0Hps0+rt9FBPNl6pG4ctdjUNv79qjXTbwNqyVPw1gGyrIBQ2ckCtT4xIGld1L2a9vn7oey5Ql0xJzDUhI7J+iUV86uwurrKASqzPSrwq/Uzts7pe6B9kG/5VPemgm22SVNR/RjmjxK0wfv6CXVhqXnb0w5C3U/JuYR0EM63K0pD7ZNF1+rGSNJZry8m9pM8ahZo7fg1uilZYK6uNE1w6WsvYlhSMaVajtRSpZaU5OvoQKBaAv855DOnUKFoh5ociaWdaqyPivTZaYesSfk0Ad/AgQMzZ9DJglIFDn8WW9acQ37HX966Hn+le62nv5Cxvj/JUUuSHElYm/gaK40Y859ZnAxTReWHHnpoiWHshQ6o/vNXS62/cLIChT8hydWqWNl1qozk9zmtlVFF2lXZJVWZ7VGfWzKc6mTOt2Rrol2NKtUAE9VNqvs/23xfqD60IKEUjRbRATSOvNCZm0acHHnkkaELTEFGoyy0kfudvIKKL77Mxh+0NaeJLheg0Rw6+9VBxk9cGXcamhpALVZxKLPO6LRTidP862xN3Uwq/I50xhaLM3WWlrwau0ZOqSVDRavqTtRza+6bpIrUWFWGRtGp9ik699xzw+euz0d/E61fciiydqyxWV6fbQxLWkZD/vX3032a6yk5J4v4nbHv/tEIPxW6qyYtttLlomXVnRf/fvEAoMJ4DWtW0aoOJsm/j+pW8ilurom0XailLtZ76YRCl7jRd1L366CZnM5A36+qmvFb9DfSQTqGBg1+0Lah9VHrkk5OdJmYZO2dTgr8bPM1hd9XKHxoZJ6+M2op1qVdknwYLPb2qO9+ctoLzfuk4nKdEChYKcDGbn19hxS4C1lbh4ohICG1f141FJqFN5656axHOyG/I0pSc3JybpiyKHCo6Tq2QOmM27coeLGZXa08qk3ShI6RZrjNNcutgl9spdK8R5qgLhYqq8sp12srMPjJE6uaWhkUGuOsy9qBqjUvjUJdcn4gzUOjx0YKRbplk+y+SBuFpCCjm14nn4AUDwJ6D/G5VUeSPMAkqftC7y1tlFptoM9FE/+pzi12baqrJdv2oAN8VXalqAVVlzRRl3FcH12rMM475Gldsk2JURPo+5xs5VVtpJ/ywddWpXWBFWt7VPmAaqRiSFJXnSaX1M1TF7nqB1F8dLEhlVqBNDGauqnK2sno9yqYVP1ReYofdVDUNZdynSmpyTlZ+5C8PIAKwjV5XD7XqNJQ/+TFKvWaKg5XF1tZFKrUJVeZeWkqQp+lRtjpM8hFZ9EaCZicykATMOa6cKtaEZJDnRUUk8OYVWuV1hKoM/N8uxoVfvUd0nxVueiAoM+3KovGq4O+j3//+9/LHOGkVjJNUVHV1DqhLrSyQqfqZTSRYXV/v8tD+6G0WbuTXfvJbix9T5NzYxV7exS1EpXVQqd9jf5m2S6ujepFCxJybugqclZLks6cNJ+Our5Uu6AWFe1Q1RSsM6t27dpV6DW001NLjnYKGn2mMz+9rlqXdPkAFYfrgKLXFk0MqW6DONpGwUxN3CpC1jLxivU6SGmEm7oNsu1cdeDQgUHdH7rFOVUUFFRzoCJL1TipeTw5PUB1Uq2Fhp1rGgP9DRQQ1SKjUKhCT62funL8iBf9X6ML9bnqrFWtNwqFeozOZlW/pcJXjT6MXWBqfYtXUdffQF2oalVQIa9aEPV5qX6mPGfl+gw1K/ALL7wQrkOl4neti+qiFNB0Vq2WucoOa68p9H1UuFQw1IhKzYysz07fH3U56r1mmxyyKujz1Xdbn72+Q+pSU8DV560DuCZX1fZR068gr/XTyC8N6tDcZ3ofaiHS5KMayaZ9lN5XspVXXZqF7sas6PYo+s7rPWgyTr0HtYKpq1knitqX6m+l4JxviQKqXp3VhZ4hDgAAoJajiw0AAMAhIAEAABQyIKk/VUNHc1FtgwpGNXxa9SoqYsx3tlMAAIBiqHBlngo8VZVfVsGhhmErEKmwTcW1mm9GRbQq/gUAAFgjApJGoFx00UVhEsG0KyInaXp7jYDRpINx2n0Ny9ZkgprngWvNAACANSIgaSi0hgtrmKLmhEheZsLTsG3NIpu8JpG62TRMWDPsam6a8lKLlea40PMCAADkSzOVa1oG5ZOCByTNoaJbvq1NfrI6rZgmw9L8IBWhadnLe10oAACAn3/+OTO7fFmqdHYw1R6lzXKsSfySFyktD03+J5psCwAAIF/luSB2lQ7z18yhaRcNVDjyF8MEAACoKao0IGka+Hi19UiBSVOzx5YgAACAtSogae6jOXPmhOtjRRrVJrouEQAAQE1U0ICk4mlViOvijLLTTjuFi1sOGjQoXJjvzTfftAsvvDBcHJEh/gAAYK0ISBqZpquBa94j0XD+G2+80dq2bRuuUjxw4EDbc8897eKLLy7kywIAABRUndX5jnerYRXojGIDAABVlSG4WC0AAIBDQAIAAHAISAAAAA4BCQAAwCEgAQAAOAQkAAAAh4AEAFijrVpVq2azWWutqmF/p3rFXgEAAKrSOuvUsasfnWJfzf+x2KuCLDbfqKmdc3Anq0kISACANZ7C0Yw5PxR7NVCL0MUGAADgEJAAAAAcAhIAAIBDQAIAAHAISAAAAA4BCQAAwCEgAQAAOAQkAAAAh4AEAADgEJAAAAAcAhIAAIBDQAIAAHAISAAAAA4BCQAAwCEgAQAAOAQkAAAAh4AEAADgEJByWL16dbFXAXng7wQAKLR6BX/GNUidOnXs3S/m2o9LVxR7VZBF00b1bectWxR7NQAAaxgCUhkUjhYuWV7s1QAAANWILjYAAACHgAQAAOAQkAAAABwCEgAAgENAAgAAcAhIAAAADgEJAADAISABAAA4BCQAAACHgAQAAOAQkAAAABwCEgAAgENAAgAAcAhIAAAADgEJAADAISABAAA4BCQAAACHgAQAAOAQkAAAABwCEgAAgENAAgAAcAhIAAAADgEJAADAISABAAA4BCQAAACHgAQAAOAQkAAAABwCEgAAgENAAgAAcAhIAAAADgEJAADAISABAAA4BCQAAACHgAQAAOAQkAAAABwCEgAAgENAAgAAcAhIAAAADgEJAADAISABAAA4BCQAAACHgAQAAOAQkAAAABwCEgAAgENAAgAAcAhIAAAADgEJAADAISABAAA4BCQAAACHgAQAAOAQkAAAABwCEgAAQGUD0qpVq2zkyJHWo0cP69ixo/Xv399mzpyZdfn58+fbWWedZbvttpt17drVBg0aZN9++215XxYAAKDmBqRRo0bZuHHjbOjQoTZ+/PgQmPr162fLly9PXX7gwIH2zTff2O233x5u+vnUU08txLoDAAAUPyApBI0dO9YGDBhgPXv2tPbt29uIESNszpw5NnHixFLLL1y40N56663QyrTddttZhw4d7MQTT7QPPvjAvv/++0K+DwAAgOIEpGnTptmiRYusW7dumfuaNWsWgs/kyZNLLd+oUSNbb7317NFHH7Wffvop3B577DHbaqutwuMAAABqonrlWVgtRdK6desS97do0SLzu6QGDRrYlVdeaRdeeKF16tTJ6tSpE5a95557bJ11qA8HAAA1U7lSypIlSzLBJ6lhw4a2bNmyUsuvXr3aPvroI9t5553t3nvvtTvvvNM23XRTO+WUU0JrEgAAQK1vQVKXWaxFij+LwlHjxo1LLf/UU0+F1qIXX3zRmjRpEu4bPXq07bXXXvbggw/ascceW/l3AAAAUMwWpNi1Nnfu3BL36/8tW7YstfyUKVNCvVEMR7L++uuH+7788suKrzUAAEBNCUgataawM2nSpBIj1aZOnWqdO3cutXyrVq1CEEp2vy1evNhmzZplW265ZWXXHQAAoPgBSbVHffv2teHDh9vzzz8fRrVp4kcFoV69etnKlStt3rx5tnTp0rD8wQcfnJkLScvqduaZZ4aapUMPPbRq3hEAAEAllXsomeZA6t27tw0ZMsT69OljdevWtTFjxlj9+vVt9uzZ1r17d5swYUJYViPWNKmkirWPOeYYO+6448Jyuq9p06aVXXcAAIDiF2mLAtHgwYPDzWvbtq1Nnz69xH1bb711KMwGAACoLZiMCAAAwCEgAQAAOAQkAAAAh4AEAADgEJAAAAAcAhIAAIBDQAIAAHAISAAAAA4BCQAAwCEgAQAAOAQkAAAAh4AEAADgEJAAAAAcAhIAAIBDQAIAAHAISAAAAA4BCQAAwCEgAQAAOAQkAAAAh4AEAADgEJAAAAAcAhIAAIBDQAIAAHAISAAAAA4BCQAAwCEgAQAAOAQkAAAAh4AEAADgEJAAAAAcAhIAAIBDQAIAAHAISAAAAA4BCQAAwCEgAQAAOAQkAAAAh4AEAADgEJAAAAAcAhIAAIBDQAIAAHAISAAAAA4BCQAAwCEgAQAAOAQkAAAAh4AEAADgEJAAAAAcAhIAAIBDQAIAAHAISAAAAA4BCQAAwCEgAQAAOAQkAAAAh4AEAADgEJAAAAAcAhIAAIBDQAIAAHAISAAAAA4BCQAAwCEgAQAAOAQkAAAAh4AEAADgEJAAAAAcAhIAAIBDQAIAAHAISAAAAA4BCQAAwCEgAQAAOAQkAAAAh4AEAADgEJAAAAAcAhIAAIBDQAIAAHAISAAAAA4BCQAAwCEgAQAAOAQkAAAAh4AEAADgEJAAAAAcAhIAAIBDQAIAAHAISAAAAA4BCQAAoLIBadWqVTZy5Ejr0aOHdezY0fr3728zZ87MuvyKFSvsmmuuySzft29f++ijj8r7sgAAADU3II0aNcrGjRtnQ4cOtfHjx4fA1K9fP1u+fHnq8hdffLE9/PDDdvnll9tDDz1kG264YQhVP/74YyHWHwAAoLgBSSFo7NixNmDAAOvZs6e1b9/eRowYYXPmzLGJEyeWWl4tSwpFl112WWhB2nrrre3SSy+1Bg0a2IcffljI9wEAAFCcgDRt2jRbtGiRdevWLXNfs2bNrEOHDjZ58uRSy7/22mvWtGlT23PPPUss/8ILL5R4DgAAgFobkNRSJK1bty5xf4sWLTK/S/r8889ts802C61Lhx56qO2xxx6he23GjBmVXW8AAICaEZCWLFkS/lUXWVLDhg1t2bJlpZb/6aef7Msvvwx1S2eeeabdfPPNVq9ePTvyyCNt/vz5lV13AACA4gekRo0ahX99QbbCUePGjUstrzCkkKQ6pe7du9uOO+4YfpZHHnmkcmsOAABQEwJS7FqbO3duifv1/5YtW5ZavlWrViEkqTg7GbLU7TZr1qyKrzUAAEBNCUgatdakSRObNGlS5r6FCxfa1KlTrXPnzqWW130///yzffDBB5n7li5dGka3bbHFFpVddwAAgCpRrzwLq/ZIEz0OHz48zGfUpk0bGzZsWGgp6tWrl61cudIWLFgQRq6ppahTp062++6727nnnmuXXHKJNW/ePEwyWbduXTvooIOq5h0BAABU90SRmgOpd+/eNmTIEOvTp08IO2PGjLH69evb7NmzQ63RhAkTMsvfcMMN1qVLFzvttNPC41STdNddd4WABQAAUOtbkESBaPDgweHmtW3b1qZPn17iPnXJaTZt3QAAAGoDLlYLAADgEJAAAAAcAhIAAIBDQAIAAHAISAAAAA4BCQAAwCEgAQAAOAQkAAAAh4AEAADgEJAAAAAcAhIAAIBDQAIAAHAISAAAAA4BCQAAwCEgAQAAOAQkAAAAh4AEAADgEJAAAAAcAhIAAIBDQAIAAHAISAAAAA4BCQAAwCEgAQAAOAQkAAAAh4AEAADgEJAAAAAcAhIAAIBDQAIAAHAISAAAAA4BCQAAwCEgAQAAOAQkAAAAh4AEAADgEJAAAAAcAhIAAIBDQAIAAHAISAAAAA4BCQAAwCEgAQAAOAQkAAAAh4AEAADgEJAAAAAcAhIAAIBDQAIAAHAISAAAAA4BCQAAwCEgAQAAOAQkAAAAh4AEAADgEJAAAAAcAhIAAIBDQAIAAHAISAAAAA4BCQAAwCEgAQAAOAQkAAAAh4AEAADgEJAAAAAcAhIAAIBDQAIAAHAISAAAAA4BCQAAwCEgAQAAOAQkAAAAh4AEAADgEJAAAAAcAhIAAIBDQAIAAHAISAAAAA4BCQAAwCEgAQAAOAQkAAAAh4AEAADgEJAAAAAcAhIAAIBDQAIAAHAISAAAAA4BCQAAwCEgAQAAOAQkAAAAh4AEAABQ2YC0atUqGzlypPXo0cM6duxo/fv3t5kzZ+b12Mcff9y23XZbmzVrVnlfFgAAoOYGpFGjRtm4ceNs6NChNn78+BCY+vXrZ8uXL8/5uK+//touueSSyqwrAABAzQtICkFjx461AQMGWM+ePa19+/Y2YsQImzNnjk2cODHr4xSiBg8ebNtvv30h1hkAAKDmBKRp06bZokWLrFu3bpn7mjVrZh06dLDJkydnfdzo0aNtxYoV9pe//KVyawsAAFAN6pVnYbUUSevWrUvc36JFi8zvvPfffz+0Oj344IP27bffVmZdAQAAal4L0pIlS8K/DRo0KHF/w4YNbdmyZaWWX7x4sZ199tnhtuWWW1Z2XQEAAGpeQGrUqFH41xdkKxw1bty41PKXXnqpbbXVVnbEEUdUdj0BAABqZhdb7FqbO3eubb755pn79X8N3/ceeuih0Nq08847h/+vXLky/HvggQfaSSedFG4AAAC1OiBp1FqTJk1s0qRJmYC0cOFCmzp1qvXt27fU8n5k23vvvRdGs916663Wrl27yq47AABA8QOSWoMUhIYPH24bbrihtWnTxoYNG2atWrWyXr16hRaiBQsWWNOmTUN33BZbbFHi8bGQe9NNN7XmzZsX9p0AAAAUa6JIzYHUu3dvGzJkiPXp08fq1q1rY8aMsfr169vs2bOte/fuNmHChEKtHwAAQM1uQRIFInWT6ea1bdvWpk+fnvWxXbt2zfl7AACAmoCL1QIAADgEJAAAAIeABAAA4BCQAAAAHAISAACAQ0ACAABwCEgAAAAOAQkAAMAhIAEAADgEJAAAAIeABAAA4BCQAAAAHAISAACAQ0ACAABwCEgAAAAOAQkAAMAhIAEAADgEJAAAAIeABAAA4BCQAAAAHAISAACAQ0ACAABwCEgAAAAOAQkAAMAhIAEAADgEJAAAAIeABAAA4BCQAAAAHAISAACAQ0ACAABwCEgAAAAOAQkAAMAhIAEAADgEJAAAAIeABAAA4BCQAAAAHAISAACAQ0ACAABwCEgAAAAOAQkAAMAhIAEAADgEJAAAAIeABAAA4BCQAAAAHAISAACAQ0ACAABwCEgAAAAOAQkAAMAhIAEAADgEJAAAAIeABAAA4BCQAAAAHAISAACAQ0ACAABwCEgAAAAOAQkAAMAhIAEAADgEJAAAAIeABAAA4BCQAAAAHAISAACAQ0ACAABwCEgAAAAOAQkAAMAhIAEAADgEJAAAAIeABAAA4BCQAAAAHAISAACAQ0ACAABwCEgAAAAOAQkAAMAhIAEAADgEJAAAAIeABAAA4BCQAAAAHAISAACAQ0ACAABwCEgAAAAOAQkAAMAhIAEAAFQ2IK1atcpGjhxpPXr0sI4dO1r//v1t5syZWZf/5JNP7MQTT7SuXbtat27dbMCAAfbNN9+U92UBAABqbkAaNWqUjRs3zoYOHWrjx48Pgalfv362fPnyUst+9913dtxxx1mjRo3s7rvvtttuu80WLFgQll+2bFmh3gMAAEDxApJC0NixY0MrUM+ePa19+/Y2YsQImzNnjk2cOLHU8s8995wtXrzYrr76amvXrp3tsMMONmzYMJsxY4a98847hXwfAAAAxQlI06ZNs0WLFoWusqhZs2bWoUMHmzx5cqnltZxanNSClHnBdf7vJRcuXFi5NQcAAKgi9cqzsFqKpHXr1iXub9GiReZ3SW3btg23pFtvvTUEps6dO1dsjQEAAGpSC9KSJUvCvw0aNChxf8OGDfOqKVId0j333GNnn322bbjhhuVdVwAAgJrXghS7ylSLlOw2Uzhq3Lhx1setXr3arr/+erv55pvt5JNPtqOPProy6wwAAFBzWpBi19rcuXNL3K//t2zZMvUxK1assMGDB9vo0aPtvPPOs4EDB1ZmfQEAAGpWQNKotSZNmtikSZMy96nYeurUqVlris455xx7+umn7ZprrrFjjz228msMAABQk7rYVHvUt29fGz58eKghatOmTRi236pVK+vVq5etXLkyzHPUtGnT0AX38MMP24QJE0JI6tKli82bNy/zXHEZAACAWj9RpOZA6t27tw0ZMsT69OljdevWtTFjxlj9+vVt9uzZ1r179xCK5Iknngj/ah4k3Z+8xWUAAABqdQuSKBCppkg3T0P6p0+fnvm/JpUEAACobbhYLQAAgENAAgAAcAhIAAAADgEJAADAISABAAA4BCQAAACHgAQAAOAQkAAAABwCEgAAgENAAgAAcAhIAAAADgEJAADAISABAAA4BCQAAACHgAQAAOAQkAAAABwCEgAAgENAAgAAcAhIAAAADgEJAADAISABAAA4BCQAAACHgAQAAOAQkAAAABwCEgAAgENAAgAAcAhIAAAADgEJAADAISABAAA4BCQAAACHgAQAAOAQkAAAABwCEgAAgENAAgAAcAhIAAAADgEJAADAISABAAA4BCQAAACHgAQAAOAQkAAAABwCEgAAgENAAgAAcAhIAAAADgEJAADAISABAAA4BCQAAACHgAQAAOAQkAAAABwCEgAAgENAAgAAcAhIAAAADgEJAADAISABAAA4BCQAAACHgAQAAOAQkAAAABwCEgAAgENAAgAAcAhIAAAADgEJAADAISABAAA4BCQAAACHgAQAAOAQkAAAABwCEgAAgENAAgAAcAhIAAAADgEJAADAISABAAA4BCQAAACHgAQAAOAQkAAAABwCEgAAgENAAgAAcAhIAAAADgEJAADAISABAAA4BCQAAACHgAQAAOAQkAAAABwCEgAAQGUD0qpVq2zkyJHWo0cP69ixo/Xv399mzpyZdfnvvvvOzjrrLOvcubN16dLF/v73v9uSJUvK+7IAAAA1NyCNGjXKxo0bZ0OHDrXx48eHwNSvXz9bvnx56vIDBgywL7/80u644w67/vrr7eWXX7aLL764EOsOAABQ/ICkEDR27NgQenr27Gnt27e3ESNG2Jw5c2zixImlln/33Xftrbfesquuusq2335769atm11yySX22GOP2bffflvI9wEAAFAw9cqz8LRp02zRokUh6ETNmjWzDh062OTJk+3AAw8ssfyUKVNsk002sa233jpzn7rZ6tSpY2+//bYdcMAB5V7huXPn2sqVK23vvfe26rD855W2anW1vBQqYJ06Zg3q1S32agCo4X5YvMx+XsnOvKaaV7eO7T2uYZW/zuzZs61u3bqFD0hqKZLWrVuXuL9FixaZ3yWplcgv26BBA2vevHlYyYpo2LBh1u68qsDBFwBqv/XXrfqDL2q+evXqhRyS17LleeJYXO2fXKHlhx9+SF0+bUW0/LJly6wi1CoFAABQY2qQGjVqFP71LTgKO40bN05dPq21R8uvu+665V9bAACAmhaQYneZ6oCS9P+WLVuWWr5Vq1alllVg+v7770O3HAAAQK0PSBq11qRJE5s0aVLmvoULF9rUqVPDPEee7lNtkob5RxrVJrvuumvl1hwAAKCKlKsGSfVEffv2teHDh9uGG25obdq0sWHDhoWWol69eoXRZQsWLLCmTZuG7rWddtrJdtllFxs0aFCY+2jx4sV24YUX2sEHH5za4gQAAFAT1Fm9enW5xj0qBF177bX28MMP29KlS0MrkUJP27ZtbdasWWH4/RVXXGGHHnpoWH7+/Plh9ux///vfoTh7v/32s/POOy/8DAAAsEYEJAAAgDUdF6sFAABwCEgAAAAOAQkAAMAhIAEAADgEJAAAAIeABABYa2iqGiAfBKS1nOaw2nbbbcPtr3/9a7FXB0AWmn8ubqtffPFFzmUvu+yyzLK//vWvy3zunj17hmWPOeaYgqxrfO0bbrjBCkVz78Xn1Zx7FfHhhx/an/70JysG7V+17kcffXS5HqcrV8T3XZ5bPp/RBx98YB06dCj3Oq0tCEhrMU30+eSTT2b+/9RTT9kPP/xQ1HUCkK5bt26Zn995552cy2pi3kiXe/rkk0+yLjtz5kybPXt2+HmPPfawNdUrr7xihx12mP33v/8t9qrUCLrqxeDBg2lRK9SlRrBmefrpp+2nn36yLbbYIgQjXUT4kUcesWOPPbbYqwbA0WWbdAWCZcuWhYAUr1bgqeXg888/tzp16tj6668ftmsFpl/+8pepy0+ZMiXzc/fu3Quyrptvvnn4V69fU/zvf/+r9WFAV6X4/e9/n9ey6667btbf6QoXJ5xwQvieIDtakNZiDz30UPhXl4v5zW9+E36+//77i7xWANIoHCkkydtvv511uVdffTX8u/XWW4euM9+i5E2ePDn8q+trbrfddgVZ12effTbc/vznPxfk+fD/r4e63nrr5XVTQM4WiHU91I8++qja17+2ISCtpdSsHneMOms84IADws+fffZZ6PMGUHO72XTm/91336UuE8OQlo1dZjooLlmyJGcL0u677571oIra79tvvw3XQVW90dy5c0Mg3nTTTYu9WjUaAWktpYJHXYZPZ6Uq4tTOcZNNNgm/Gz9+fJmPV9fcPffcY0cccUTYEe+www6hFUob4Keffpqz3/uWW24J3QNdunSxX/3qV7bvvvvapZdemqmDKG+xpzb4tOJHPUb39+nTJ7zuGWecYTvvvHM4C9frT58+PbPs8uXL7Z///KeddNJJtueee9qOO+5oHTt2tL322is8Lp6VV/bz0EFK65BPUfz5558flvvDH/6QczmsfQFJ2+67775b6vcrVqywN998M3Pio4Ck0KPvd9qJjw6UX375ZfhZ+wBPr/PEE09Y//79w+/1vdbznnrqqfbyyy9nXc+ytlsVS5955pm2zz77hH2AthXtA7Sdqi5Sj42t2rkKjAcOHBjWR+ulbVXb24wZM1KLnPU7v37aD3p6X6effnrmeXfbbbfQHaXPoaxLl+pvov2F1l37EO3brrvuOlu8eLEV24gRI8L7XbVqVXhPDz74YLjIPLKjBmktpA3k0UcfDT9rpxL7qg888EC7/fbbQ9O4+qg32mij1McrWJx22mn21Vdflbj/66+/Dhvgv/71L7viiitK9ZW/9dZbYYem507SiBzd9NhRo0aFjbeQdHDo169fieJMrbtqr2Jrmn6fNjJIgeabb74J9Vp6z9pxVubzaNy4cdhpqtbrueeeC+umZvO0ddbfQQhIiLbffntr1qyZLVy4MNQh+RDxn//8J4T1+vXrhxMQbdvqNps6dWpoWYpdbvnUH+k19L32wWrevHnhu6ubvpsaMZf2Hc7m7rvvDo9Jhg1tK7pfA0UOP/zwMp/j3nvvtTvuuCPsyyJtp9re9Bw6CevatauVh7Y5nbQkB66IWup0gqSbnn/kyJHWpEmTUo/Xvuv6668vcZ/2KTfffHPYljfbbDMrti233NIGDBhgv/vd74q9KrUCLUhroddffz3sTCRZ6Kl+6XgWGuuTPBVz62xKYUA7X42C0Mb/2muv2U033RRChx7vW04UQnQWGoOXig1ffPHFMLLkqquuso033tgWLVoUzr58gKosna0qHOm5dZB47LHHbOjQodaoUaNQtKmDgHZkej9ab+1gdRauM0b9v3nz5pkdoN5HZT+Pgw46KPz7448/Zj0L1/06QK2zzjp5F2VizVe3bt0QfLLVIcXuNbWSxhOf2M2WVocUu9m32WYba9myZeZ+bRdqJVI4qlevXth2tT3o/9p++vbtG1qmHn/88dDyk6/nn38+LK9wpLCnEzJta3oeDb9XIbW2s7KMHTvW2rRpY9dcc03Yh2ib1frq89FJzQUXXJAJT506dQphUvucSP/XLXnyocfEcKTRbgpDOqmbMGGCnXLKKSF0arseNGhQqZYkLRvDkV5Prcl6XzoRPeSQQ8K2r/1dMek96HMiHOWPgLQWiuFHXWrJs8b27duHWyzWTmtOVpO5ziC10xwzZkxoedGIFQUcNZdrx6WzK4UC/RxdfvnlYVoB/e6+++4LXVHq/9ZOWcFs9OjRIQxoxE0+XXzlpZChHUSLFi3Ce9x///3D/TornDZtWvhZO1CN4PvFL35hG2ywQRj1o//rbFe0w1W4rOznoTPbeDDyZ6uRWp1EB8PkgQuIXWEK/mr1SIohKLldx4CkrjQf8JP1R0lq4VQ4iF0zZ599dtgedLKg7edvf/ubnXvuuZl9RT5D53/++We78sorw89q1VKI0OtqW1N3l4LTX/7ylzK7sUTb8QMPPBBavbV9aJtVy0gsCtf7/Pjjj8PPCk0qWk62csVCZm238sYbb4SQJmpF0gmUApxG4anYXSdXmodKFMhi665ov6agJrvuumsIfRr4ovel96n3XKj5pfT31olkrptGOabRfkn7WOSPT2stoxYPNY3H0KCdR5LOduJQYX/GqYCgMxDRmVccUZOkPm2dfal+J7a8qCUkPtdxxx2X6dpKUh2CQot2MGrZKbQYiDztJLVT1VlVLFT3kk31qpGo7OeRbBV66aWXStUnqIsktizRvQYvdkHrYKmQFKn1JY5MSgYkbVOxNUkH90gnI3F+JN+9ppMY0YG+V69eqeuh7UatOKKwUha1eMVuaIWrtGHo6sKOtZC56MRFRcbeb3/728zPPgzmEt+v3k+2MKPPIW7jyferliJ99qIgmdbdqHordY1W1kUXXRTWIddNLVwoDGqQ1jJqJo9nnbFLLUkH7mHDhoWzPbXkqGA50hlZ3BH4WoakeGaZbMZXC0pZj4tnaFVBs8WmUXO4brkCZbJOIzmPSkU/j9jN9o9//CN0B6jbIdmNpgCrs1IFRdUrAUlq0VCriUYlqZsoHrTVGqrWF3VhJ4fr64CtoKPQrRbQo446KhNYtLy6jvT7ZEBXzVLcbtQqkY1ObFQ/VNbElXH9RC2q2eoMtS6qqypruhENdEiTDFe51jtbV6Peb7bRfqITHb1XFWPrs1M3YyyKb9q0aepJkmhbVghVdx1qDwLSWtq9ppYNbdyxGTpJIzdU7KnWDe2EYxePfk4W++Wroo8rpLSzzSS1Bmmnp5ExqkfS2aeGUqtWK9nkn/y5Mu+rXbt24SCmM351syUDUuxe04EirRgU0Gg21bco5KhbV2IrbdpwfR2cFZAUBPRdVytmDP4KG8nWHAWeWL9z5513hltZ0kagenpeUQtyrukE1F1WFnVfpUl2ISULuHNRIIwtw3H+pnweoxpCtQrF9x4nx8wVbCtLgz2yTRCKwiMgrUVUaxNrBdSFVlbxr1pL1JQcR24lL0Oi0Vj5qujjCknTGWSjM0Bdky4Od05SkNTBJa0uqrLvS61ICkg6s9Zzqd5BBerxjJTuNZQVkOJQfwX3WB+XNht2rEPS90yjLhXOY0Dyy+vgX175PEZdelJWF7q6vcuilqZCKU9Lk3/PCkgKSvm8L052ah8C0lpE816Ul+YGUnGzapWSZ5m5mqG9ZHjQ4wq9o1B3VEW9//774QxcXYDaMauGQd0GGtWjVh61PMXuRq+in0ekAlN1Z+q1J06cGEbxaDoBvZ7OkHv06FHh94W1Yz4kDUFXsNdBWq0gaplJC0hqvdCgCLWIaiSaWnFiN5ov0E5urxdffHGYR6wQYoAoa06g6p4zKBlsNFpPdUTlES+nUtY+wBfUo+ajSHstoY0zdt2o3kBnkblucdJFdSPF4amtWrXKqwBSO15NjqbuPIWX1q1b5/U4jSS58cYbwzBi32Qea5hynZlWhNZTz636Ab2uphzQEGbVSMRuuWwzFlf080jWS8QDneqQJBbQq2A8jrABvDhyS1SoHecq0mgwjaBME1uRtLy60BXENXBAo7Wyfa9jt1g2+Yw4i+LgDAW6XI9La8mtSmoFiidtFXm/cTZqdc3n6tZTqz1qFwLSWuKFF17IBIk4D08uvXv3LjXCQ8N700bDeApimhxNw3Z1kFeNQ6w5yHVNKL2Ohs3rsf5sNjl6LEldUn6CxvKIXRQ6i842kZuCW5TcAVb080iKfwt1q+m9xGJRutdQnuH+ycsGZRMDkk6AYlG1Arof+q0TA7Wgxv1GtjCjbUGjP9XSqfm/yhLnb1ILUZxCwNNr5ZqhuzKy1T3pfo30E3VT5moJUmuzPneNooufSxzIovflpwFJflZlzcaPmoeAtJYVZ6sWZ7/99itzeR3845mlJkdTC4kO7vHArXlS4vxBSWrCj115GoGlx2jOkrjj1lxAyeLmSMXR2hlLciKzWPysgvG0HZefuba84jQHKshOO/tTAebw4cMz/0+2ZFX080hSl55Clt6bXkfPrzNtjZYBcomtj9p2YuDJFZB0YFcY0vUWY6CKoclTd6/osh2a3yvNXXfdFX6vy5XEQJWLglRsTdZ3PW2+Hs2OXVUtLckpTXx3l6biEJ1Eqts7jYq3FXJ0IqOC7Bi41CIfW8fUAp1Wj6X3VVbrFGoeAtJaQIFEISeOjFJ3Uj7iTlJnSnHYrWad1jBi7WA0X8i4ceNCiNBraAiruuY075EO+lo2OdRdff3qrtIkkZqUTRMsameoOqcTTzwxhAN1HejszM9romW1zHvvvRdak9Tyo4nhtF6xBqAi4gFFo/lUe6Ciaa2jdvwahq+pEJKBzhd0VvTzSLaQxXlmFLKE1iPkQy0yOuhrJJuKr/Vdii0habSdqL5OXWuxBSdboDryyCMzU2MoMOi6gGqpUoBQC5RGU8VJH3US46+DmEYnB/F6aKr902PUOhu3Nz2nAkZVifOQxVZdbZdxe957770zU3XoMiaqu1QRu9ZNgVKz4p911lnh96oP1KzdkUKnJpmNo4JVs6VWsOT7uvrqq0vNOYeajyKHtYAOvHH+nrS5j3IVEWsnqLoZTaWvQKK6GQUHzXirM0ftGJJT+Mc+fV2vKHkhRM3Cq0sI6DnUqpLWJK9wdNttt5UIcJqMTmduGn2nnXo800sGKNVdqHapIhSKtCNUANNw+7SZrXW9Os13pDN1Xx9R0c/Dd7NpRFJssicgIR/6XqmVV2EjBqayrommFiOdZKi1dKuttipRH5ik57n11ltDUNDzqwU67fJDCkfaZtMmfUyjVlRdj1Etv1qP5MlQnKhRBeXqsi50DZ6mL9F6qitMgU+3eH1FhRvNhq0QpNZq1QTGusAk1Xepu9zPbq/WPO0rhwwZEkKSTub8+9K+Si1JqD1oQVoLxJYJ1RbkaoL3FFTiRIVqVo7zg+jMUjNIa/p97aA1+kvDbtXMrECjs7PY/O93zs8880zox1dg0s5KXX76+eSTTw6tSgo7SXpu1SYpyOh1dZasgkpNyKYzMwWjypyZKbTo89HZrJrN9T50cNCBQ2eVOnPUZVDiRUEVpnw9VEU/j0gF4XGHq661suZTAaLk9ypbd1lScvsva1+g8K/Rm2rVUfeYWkoVWrT9qa5Ql+TQwIbyfl+1revCtAoMChzaVhQgjj/++LAtxiLxXFNzVIT2f9qWd9ppp9CarfeRnKpD/9dFbrXNa91UGqB1035K27WClFqFd9xxx9Tn18mnPo8//vGPoZ5R+xEVcGvfohPMbBf/Rs1VZ3V5hiEAKDhtgmrenzNnTpiPKc50DKyNdKkMBRGdOOQzSSVQVWhBAopMXYcKRzpbzXY9OKC20yAGdWGp1TfbxJI6WYjzM+UzozZQlahBAopItWGq4RAVa2e7hAJQ26kLS9eCFHWjJacSidQdrfmE8u0yBKoSAQmoZqph0nQHCkMqCFULkkbCqAYDWFOp3k+1SxqBevnll4cRcRoAodogDXDQLPIa8BALzlUDCBQTNUhANdMoGn81co3miUOggTWVRoHqu66RrNlo29CEsSoSB4qJgAQUgeaC0tQFGsVz+OGHh2kCcl3hHFhTqP5I84XpsjqaJ0gTRmqEl4b3a4oLTRRbyIvRAhVFQAIAAHAYxQYAAOAQkAAAABwCEgAAgENAAgAAcAhIAAAADgEJQMHp4r668LCuoP7JJ5/k9Rhd1FOP0b8AUGwEJABVZsWKFeGq77qkCgDUJgQkAFXqww8/zFxCAgBqCwISgCqnK7h/+umnxV4NAMgbAQlAldHlI3QJleXLl4drzdHVBqC2ICABqDI77rij9e3bN/z8/vvv25gxYyr8XC+99JKdeuqp1r1791D83bVr11DQfd9994Vap1yF37r46apVq8KyuvZdp06drGPHjnbwwQfbrbfeakuXLs352i+//LKdfvrpmdfebbfd7IQTTrAnnnjCuFoTsGaqV+wVALBmO+uss0LA+Oqrr0JQ2XvvvUPLUr6WLFkSnuP5558vcf/3339vb731Vrjp4qejR4+2Nm3apD6HWrCOP/54e+ONN0rc/9FHH4XbU089Zffcc4+tt956pR6nIvMnn3yyxP3fffedvfrqq+H28MMP28iRI61JkyZ5vycANR8tSACqVOPGje3yyy+vcFfbmWeemQlH+++/v91///02adIkmzBhgp144olWr149+/jjj0MA0pXi09x9990hHB1yyCEh0OjxDzzwgO2+++7h91OnTrXbb7+91OMuuOCCTDg67LDDwmMVyPTap5xySrjq/GuvvWaDBg2iJQlYwxCQAFS5zp07Z7ra3nvvPRs7dmxej3vxxRfthRdeCD8rAF133XWha6x58+ahFUotS9dee234/RdffGGjRo3K2gqlx1955ZW2/fbbh8fvtNNOdsstt1jr1q3DMs8880yJxyhQPf744+FntSINHTo0PHb99dcPr33GGWdkXvuVV16xZ599tsKfD4Cah4AEoFoozGy22WbhZ3W1zZgxo8zHqJVHNtlkk9CSlGbfffe1ffbZJ7N8WuvUOuusE1qbvAYNGmRakWbNmlXid6pXEnXbHXPMMamv3atXL9tll11KrCuANQMBCUC1d7UtW7YsdF+pcDqXyZMnZ2bmVndWNgcccED498cff7Rp06aV+v3mm29uG2ywQepjN9poo0wrU9prd+jQIfxu0aJFqTe1aMm7775LNxuwBqFIG0C16dKlix111FGhIFqBQnU/Gg2WRvVECjxSVlF38vezZ88OXWFJ2cJRbEWSZLjRay9YsCD8rK6zfLrP4vo2a9aszGUB1Hy0IAEoWlfb9ddfb5999lnqcmqdidZdd90yW6fSHhflan0q67XLI1uROIDahxYkANVKYeeyyy4LdT3qajv//PPDMP205aLFixfnfM7yhKl8NGrUKPNz//797eyzz670cwKoXWhBAlDtNMljnz59ws/qarvjjjtKLaN5hWJ3VVkF3cnLmGy66aaVXj+9bpzX6Ouvv865LHVHwJqJgASgKNQq07Zt20xXmw8iKubeddddw88a6p9ttmx5+umnw7+a6LFdu3aVXrfka7/++uulCriT+vXrF0bCHXvssYQlYA1CQAJQFAoz6mpTGNGlPtJaajQ5o8ybNy8z55D33HPPZSaS1KVDyltvlE18bc3YPWzYsNRlVLyt2bTnz58fRsrpvQBYMxCQABSNrml2xBFHZP29hvfrJppcUjNWa6JJhRYVd2viyIEDB4bfq/A721xJFaFLovTs2TP8fO+994aZs6dMmRIuM6LXvummm0LBeRwlp+vEAVhzUKQNoKgGDx4cZqLOVuszfPjw0B2nbjZd4kM3T8P61U1XyOuhqTXommuuCSFIF8pVK5W/HpxsvPHGdvPNN1vLli0L9toAio+ABKBGdLUdd9xxqTU8+r0CiLrSdC20999/P7QgqdVmm222sYMOOihMFBnnMyokBS5djkSv/eijj4bWK7UgqRtvq622Cq1bRx99dLj8CIA1S53VVBUCAACUQA0SAACAQ0ACAABwCEgAAAAOAQkAAMAhIAEAADgEJAAAAIeABAAA4BCQAAAAHAISAACAQ0ACAABwCEgAAAAOAQkAAMAhIAEAADgEJAAAACvp/wEgiRTrYyAT/QAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = sns.barplot(x = overallscore.index, y= overallscore[\"value\"], capsize=.2, dodge=True, palette=\"Blues\",\n", ")\n", "ax.set_title(\"Classification Performance\")\n", "ax.set_ylim(0,1)\n", "ax.set_ylabel(\"\")\n", "fig = ax.get_figure()\n", "fig.tight_layout()\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.8" } }, "nbformat": 4, "nbformat_minor": 5 }