{ "cells": [ { "cell_type": "code", "execution_count": 2, "id": "4b7598b1", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "from scipy import stats, sparse\n", "import bottleneck\n", "from scipy.stats import mannwhitneyu" ] }, { "cell_type": "code", "execution_count": 3, "id": "3e16a3e7", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "from scipy import stats, sparse\n", "import bottleneck\n", "def run_egad(go, nw, **kwargs):\n", " \"\"\"EGAD running function\n", " \n", " Wrapper to lower level functions for EGAD\n", "\n", " EGAD measures modularity of gene lists in co-expression networks. \n", "\n", " This was translated from the MATLAB version, which does tiled Cross Validation\n", " \n", " The useful kwargs are:\n", " int - nFold : Number of CV folds to do, default is 3, \n", " int - {min,max}_count : limits for number of terms in each gene list, these are exclusive values\n", "\n", "\n", " Arguments:\n", " go {pd.DataFrame} -- dataframe of genes x terms of values [0,1], where 1 is included in gene lists\n", " nw {pd.DataFrame} -- dataframe of co-expression network, genes x genes\n", " **kwargs \n", " \n", " Returns:\n", " pd.DataFrame -- dataframe of terms x metrics where the metrics are \n", " ['AUC', 'AVG_NODE_DEGREE', 'DEGREE_NULL_AUC', 'P_Value']\n", " \"\"\"\n", " assert nw.shape[0] == nw.shape[1] , 'Network is not square'\n", " #print(nw.index)\n", " #nw.columns = nw.columns.astype(int)\n", " #print(nw.columns.astype(int))\n", " assert np.all(nw.index == nw.columns) , 'Network index and columns are not in the same order'\n", "\n", " #nw_mask = nw.isna().sum(axis=1) != nw.shape[1]\n", " #nw = nw.loc[nw_mask, nw_mask].astype('float')\n", " #np.fill_diagonal(nw.values, 1)\n", " return _runNV(go, nw, **kwargs)\n", "\n", "def _runNV(go, nw, nFold=3, min_count=5, max_count=1000000):\n", "\n", " #Make sure genes are same in go and nw\n", " #go.index = go.index.map(str) \n", " #nw.index = nw.index.map(str)\n", " #nw.index = nw.index.str.replace('_', '')\n", " #go.index = go.index.str.replace('_', '')\n", " #print (nw)\n", " genes_intersect = go.index.intersection(nw.index)\n", "\n", "\n", " #print (genes_intersect)\n", " go = go.loc[genes_intersect, :]\n", " nw = nw.loc[genes_intersect, genes_intersect]\n", " #print (go)\n", " print (nw.shape)\n", " print (go.shape)\n", " sparsity = 1.0 - np.count_nonzero(go) / go.size\n", " print (sparsity)\n", " sparsity = 1.0 - np.count_nonzero(nw) / nw.size\n", " print (sparsity)\n", " #print(nw\n", " #print(go\n", " nw_mask = nw.isna().sum(axis=1) != nw.shape[1]\n", " nw = nw.loc[nw_mask, nw_mask].astype('float')\n", " np.fill_diagonal(nw.values, 1)\n", " #Make sure there aren't duplicates\n", " duplicates = nw.index.duplicated(keep='first')\n", " nw = nw.loc[~duplicates, ~duplicates]\n", "\n", " go = go.loc[:, (go.sum(axis=0) > min_count) & (go.sum(axis=0) < max_count)]\n", " go = go.loc[~go.index.duplicated(keep='first'), :]\n", " #print(go)\n", "\n", " roc = _new_egad(go.values, nw.values, nFold)\n", "\n", " col_names = ['AUC', 'AVG_NODE_DEGREE', 'DEGREE_NULL_AUC', 'P_Value']\n", " #Put output in dataframe\n", " return pd.DataFrame(dict(zip(col_names, roc)), index=go.columns), go\n", "\n", "def _new_egad(go, nw, nFold):\n", "\n", " #Build Cross validated Positive\n", " x, y = np.where(go)\n", " #print(x, y)\n", " cvgo = {}\n", " for i in np.arange(nFold):\n", " a = x[i::nFold]\n", " #print(a)\n", " b = y[i::nFold]\n", " dat = np.ones_like(a)\n", " mask = sparse.coo_matrix((dat, (a, b)), shape=go.shape)\n", " cvgo[i] = go - mask.toarray()\n", "\n", " CVgo = np.concatenate(list(cvgo.values()), axis=1)\n", " #print(CVgo)\n", "\n", " sumin = np.matmul(nw.T, CVgo)\n", "\n", " degree = np.sum(nw, axis=0)\n", " #print(degree)\n", " #print(degree[:, None])\n", "\n", " predicts = sumin / degree[:, None]\n", " #print(predicts)\n", "\n", " np.place(predicts, CVgo > 0, np.nan)\n", "\n", " #print(predicts)\n", "\n", " #Calculate ranks of positives\n", " rank_abs = lambda x: stats.rankdata(np.abs(x))\n", " predicts2 = np.apply_along_axis(rank_abs, 0, predicts)\n", " #print(predicts2)\n", "\n", " #Masking Nans that were ranked (how tiedrank works in matlab)\n", " predicts2[np.isnan(predicts)] = np.nan\n", " #print(predicts2)\n", "\n", " filtering = np.tile(go, nFold)\n", " #print(filtering)\n", "\n", " #negatives :filtering == 0\n", " #Sets Ranks of negatives to 0\n", " np.place(predicts2, filtering == 0, 0)\n", "\n", " #Sum of ranks for each prediction\n", " p = bottleneck.nansum(predicts2, axis=0)\n", " n_p = np.sum(filtering, axis=0) - np.sum(CVgo, axis=0)\n", "\n", " #Number of negatives\n", " #Number of GO terms - number of postiive\n", " n_n = filtering.shape[0] - np.sum(filtering, axis=0)\n", "\n", " roc = (p / n_p - (n_p + 1) / 2) / n_n\n", " U = roc * n_p * n_n\n", " Z = (np.abs(U - (n_p * n_n / 2))) / np.sqrt(n_p * n_n *\n", " (n_p + n_n + 1) / 12)\n", " roc = roc.reshape(nFold, go.shape[1])\n", " Z = Z.reshape(nFold, go.shape[1])\n", " #Stouffer Z method\n", " Z = bottleneck.nansum(Z, axis=0) / np.sqrt(nFold)\n", " #Calc ROC of Neighbor Voting\n", " roc = bottleneck.nanmean(roc, axis=0)\n", " P = stats.norm.sf(Z)\n", "\n", " #Average degree for nodes in each go term\n", " avg_degree = degree.dot(go) / np.sum(go, axis=0)\n", "\n", " #Calc null auc for degree\n", " ranks = np.tile(stats.rankdata(degree), (go.shape[1], 1)).T\n", "\n", " np.place(ranks, go == 0, 0)\n", "\n", " n_p = bottleneck.nansum(go, axis=0)\n", " nn = go.shape[0] - n_p\n", " p = bottleneck.nansum(ranks, axis=0)\n", "\n", " roc_null = (p / n_p - ((n_p + 1) / 2)) / nn\n", " #print(roc)\n", " return roc, avg_degree, roc_null, P" ] }, { "cell_type": "code", "execution_count": 4, "id": "ab342589", "metadata": {}, "outputs": [], "source": [ "from hicmatrix import HiCMatrix as hm\n", "from hicmatrix.lib import MatrixFileHandler\n" ] }, { "cell_type": "code", "execution_count": 5, "id": "0239fe3e", "metadata": {}, "outputs": [], "source": [ "exp_file_path=f'/grid/gillis/data/lohia/hi_c_data_processing/software/CoCoCoNet/networks/human_prioAggNet.h5'\n", "\n", "jac_exp = hm.hiCMatrix(exp_file_path)\n", "all_genes = [x[3].decode() for x in jac_exp.cut_intervals]\n", "df_exp_corr = pd.DataFrame(jac_exp.matrix.toarray() , index=all_genes, columns = all_genes)\n" ] }, { "cell_type": "code", "execution_count": 472, "id": "fdf8044a", "metadata": {}, "outputs": [], "source": [ "resolution_human = 10000\n", "species = \"human\"\n", "SRP_name = \"aggregates\"\n", "resolution = \"10kbp_raw\"\n", "\n", "\n", "\n", "input_path=f'/grid/gillis/data/lohia/hi_c_data_processing/data_{species}/{SRP_name}/{resolution}/max/'\n", "bins_bed = pd.read_csv(f'{input_path}/all_bins.bed', names=['chr', 'start', 'end', 'bin_id'])\n" ] }, { "cell_type": "code", "execution_count": 612, "id": "a7a1cfe8", "metadata": {}, "outputs": [], "source": [ " if species == 'human':\n", "\n", " df_cre = pd.read_csv('/grid/gillis/data/lohia/hi_c_data_processing/data_human/aggregates/li2022/screen_v2/GRCh38-ccREs.bed', sep='\\t', names=['chr', 'start', 'end', 't1', 't2', 't3'])\n", "\n", " else:\n", "\n", " df_cre = pd.read_csv('/grid/gillis/data/lohia/ATAC_Risa/mm10-cCREs.bed', sep='\\t', names=['chr', 'start', 'end', 't1', 't2', 't3'])\n", "\n", " df_cre['start_bin'] = df_cre['start']/resolution_human\n", " df_cre['start_bin'] = df_cre['start_bin'].astype('int')\n", " df_cre['start_bin'] = df_cre['start_bin']*resolution_human\n", " df_cre['start_bin'] = df_cre['start_bin'].astype('str')\n", " df_cre['start_bin'] = df_cre['chr'] + '_' + df_cre['start_bin']\n", " #df_cre_1kb_encode = df_cre.drop_duplicates(subset=['start_bin'])\n", " df_cre['cre'] = 1\n", " df_cre = df_cre.groupby(['start_bin'])['cre'].sum().reset_index()\n", " input_path=f'/grid/gillis/data/lohia/hi_c_data_processing/data_{species}/{SRP_name}/{resolution}/max/'\n", " bins_bed = pd.read_csv(f'{input_path}/all_bins.bed', names=['chr', 'start', 'end', 'bin_id'])\n", " bins_bed['bin_id'] = bins_bed.index\n", " bins_bed['pos'] = bins_bed['chr'] + '_' + bins_bed['start'].astype('str')\n", " df_cre_1kb_encode = df_cre.merge(bins_bed, left_on='start_bin', right_on='pos')\n", " " ] }, { "cell_type": "code", "execution_count": 8, "id": "a2e5b9ff", "metadata": {}, "outputs": [], "source": [ "from hicmatrix import HiCMatrix as hm\n", "from hicmatrix.lib import MatrixFileHandler\n", "import numpy as np\n", "import pandas as pd\n", "from scipy import stats, sparse\n", "import bottleneck\n", "from scipy.stats import mannwhitneyu\n", "import h5py\n", "import h5py\n", "import logging\n", "import numpy as np\n", "import pandas as pd\n", "from hicmatrix import HiCMatrix as hm\n", "from hicmatrix.lib import MatrixFileHandler\n", "from scipy.sparse import csr_matrix, dia_matrix, triu, tril, coo_matrix\n", "import scipy.stats as stats\n", "import os.path" ] }, { "cell_type": "code", "execution_count": null, "id": "46a527f0", "metadata": {}, "outputs": [], "source": [ "with h5py.File(f'/grid/gillis/data/lohia/hi_c_data_processing/data_{species}/{SRP_name}/{resolution}/max/hic_gene_gw_none_by_allbins_none_ranked_inter.h5', 'r') as hf:\n", " my_data = hf['matrix'][:]\n", " gene_list = hf['gene_list'][:]\n", " bins_bed = hf['bins_bed'][:]" ] }, { "cell_type": "code", "execution_count": 473, "id": "39dbf6d6", "metadata": {}, "outputs": [], "source": [ "with h5py.File(f'/grid/gillis/data/lohia/hi_c_data_processing/data_{species}/{SRP_name}/{resolution}/max/hic_gene_gw_none_by_allbins_none_ranked_inter.h5', 'r') as hf:\n", " my_data = hf['matrix'][:]\n", " gene_list = hf['gene_list'][:]\n", " bins_bed = hf['bins_bed'][:]" ] }, { "cell_type": "code", "execution_count": 474, "id": "bcf66986", "metadata": {}, "outputs": [], "source": [ "my_percen = np.nanpercentile(my_data, 99, axis=1, keepdims=True)\n", "\n", "\n", "my_data_thresh = my_data > my_percen\n", "\n", "my_data_thresh = my_data_thresh.astype(int)\n", "\n", "\n", "df_gene_tp = pd.DataFrame(my_data_thresh , index=[x.decode() for x in gene_list.tolist()], columns = bins_bed.tolist())\n" ] }, { "cell_type": "code", "execution_count": 475, "id": "6d3d2a63", "metadata": {}, "outputs": [], "source": [ "exp_genes = pd.read_csv(\"/grid/gillis/data/lohia/hi_c_data_processing/software/CoCoCoNet/Homo_sapiens_average_rank.csv\")\n", "\n", "exp_genes['genes'] = [x.split('.')[0] for x in exp_genes['genes']]\n", "\n", "exp_genes.set_index('genes', inplace=True)\n", "\n", "exp_genes['avg_rank'] = exp_genes.sum(axis=1)\n", "\n", "exp_genes['avg_rank'] = [ x/ exp_genes.shape[1] for x in exp_genes['avg_rank']]\n", "\n", "exp_genes = exp_genes[['avg_rank']]\n", "\n", "exp_genes.reset_index(inplace=True)\n", "\n", "exp_genes.drop_duplicates(['genes'], inplace=True)\n", "\n", "high_auc_gene = exp_genes[exp_genes['avg_rank'] > 0.7]['genes'].tolist()\n", "\n", "df_gene_tp_sel = df_gene_tp[df_gene_tp.index.isin(high_auc_gene)]\n" ] }, { "cell_type": "code", "execution_count": 476, "id": "031b5220", "metadata": {}, "outputs": [], "source": [ "df_gene_tp_sel_sum = df_gene_tp.T.sum(axis=1).reset_index()\n", "\n", "df_gene_tp_sel_sum['score'] = df_gene_tp_sel_sum[0]\n", "\n" ] }, { "cell_type": "code", "execution_count": 477, "id": "a431c30b", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "50531" ] }, "execution_count": 477, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_gene_tp_sel_sum['score'].max()\n" ] }, { "cell_type": "code", "execution_count": 532, "id": "88d823b9", "metadata": {}, "outputs": [], "source": [ "high_depth = d2_depth[d2_depth['quintile_score'] > 8]['gene_id_exp_file'].tolist()" ] }, { "cell_type": "code", "execution_count": 533, "id": "21c50e2c", "metadata": {}, "outputs": [], "source": [ "df_gene_tp_sel = df_gene_tp[df_gene_tp.index.isin(high_depth)]\n" ] }, { "cell_type": "code", "execution_count": 537, "id": "614cfb7b", "metadata": {}, "outputs": [], "source": [ "df_gene_tp_sel_sum = df_gene_tp_sel.T.sum(axis=1).reset_index()\n", "\n", "df_gene_tp_sel_sum['score'] = df_gene_tp_sel_sum[0]" ] }, { "cell_type": "code", "execution_count": 538, "id": "8cc00ee0", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(0.0, 400.0)" ] }, "execution_count": 538, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = sns.histplot(df_gene_tp_sel_sum['score'], bins=1000)\n", "ax.set_xlim([0,400])" ] }, { "cell_type": "code", "execution_count": 535, "id": "30bfb344", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
0123456789...287499287500287501287502287503287504287505287506287507287508
ENSG000000004190000000000...0000000000
ENSG000000004570000000000...0000000000
ENSG000000004600000000000...0000000000
ENSG000000009380000000000...0000000000
ENSG000000010360000000000...0000000000
..................................................................
ENSG000002854920000000000...0000000000
ENSG000002854980000000000...0000000000
ENSG000002855080000000000...0000000000
ENSG000002855090000000000...0000000000
ENSG000002855130000000000...0000000000
\n", "

38783 rows × 287509 columns

\n", "
" ], "text/plain": [ " 0 1 2 3 4 5 6 \\\n", "ENSG00000000419 0 0 0 0 0 0 0 \n", "ENSG00000000457 0 0 0 0 0 0 0 \n", "ENSG00000000460 0 0 0 0 0 0 0 \n", "ENSG00000000938 0 0 0 0 0 0 0 \n", "ENSG00000001036 0 0 0 0 0 0 0 \n", "... ... ... ... ... ... ... ... \n", "ENSG00000285492 0 0 0 0 0 0 0 \n", "ENSG00000285498 0 0 0 0 0 0 0 \n", "ENSG00000285508 0 0 0 0 0 0 0 \n", "ENSG00000285509 0 0 0 0 0 0 0 \n", "ENSG00000285513 0 0 0 0 0 0 0 \n", "\n", " 7 8 9 ... 287499 287500 287501 287502 \\\n", "ENSG00000000419 0 0 0 ... 0 0 0 0 \n", "ENSG00000000457 0 0 0 ... 0 0 0 0 \n", "ENSG00000000460 0 0 0 ... 0 0 0 0 \n", "ENSG00000000938 0 0 0 ... 0 0 0 0 \n", "ENSG00000001036 0 0 0 ... 0 0 0 0 \n", "... ... ... ... ... ... ... ... ... \n", "ENSG00000285492 0 0 0 ... 0 0 0 0 \n", "ENSG00000285498 0 0 0 ... 0 0 0 0 \n", "ENSG00000285508 0 0 0 ... 0 0 0 0 \n", "ENSG00000285509 0 0 0 ... 0 0 0 0 \n", "ENSG00000285513 0 0 0 ... 0 0 0 0 \n", "\n", " 287503 287504 287505 287506 287507 287508 \n", "ENSG00000000419 0 0 0 0 0 0 \n", "ENSG00000000457 0 0 0 0 0 0 \n", "ENSG00000000460 0 0 0 0 0 0 \n", "ENSG00000000938 0 0 0 0 0 0 \n", "ENSG00000001036 0 0 0 0 0 0 \n", "... ... ... ... ... ... ... \n", "ENSG00000285492 0 0 0 0 0 0 \n", "ENSG00000285498 0 0 0 0 0 0 \n", "ENSG00000285508 0 0 0 0 0 0 \n", "ENSG00000285509 0 0 0 0 0 0 \n", "ENSG00000285513 0 0 0 0 0 0 \n", "\n", "[38783 rows x 287509 columns]" ] }, "execution_count": 535, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_gene_tp_sel" ] }, { "cell_type": "code", "execution_count": 502, "id": "68d0c7f3", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(0.0, 1000.0)" ] }, "execution_count": 502, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = sns.histplot(df_gene_tp_sel_sum['score'], bins=1000)\n", "ax.set_xlim([0,1000])\n" ] }, { "cell_type": "code", "execution_count": 461, "id": "d0341fe3", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(0.0, 1000.0)" ] }, "execution_count": 461, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = sns.histplot(df_gene_tp_sel_sum['score'], bins=1000)\n", "ax.set_xlim([0,1000])" ] }, { "cell_type": "code", "execution_count": 577, "id": "8e02ff98", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 577, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = sns.histplot(df_gene_tp_sel_sum['score'], bins=1000)\n", "ax.set_xlim([0,200])\n", "ax.axvline(30.8)\n", "ax.axvline(39, color='red')" ] }, { "cell_type": "code", "execution_count": 491, "id": "9004ee09", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(0.0, 10.0)" ] }, "execution_count": 491, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = sns.histplot(df_gene_tp_sel_sum['score'], bins=1000)\n", "ax.set_ylim([0,10])\n", "ax.set_xlim([0,10])" ] }, { "cell_type": "code", "execution_count": 499, "id": "5d631ff8", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
index0score
114343
557171
667171
774444
88105105
............
287492287492141141
287504287504105105
2875052875056161
2875062875067070
2875072875073333
\n", "

40667 rows × 3 columns

\n", "
" ], "text/plain": [ " index 0 score\n", "1 1 43 43\n", "5 5 71 71\n", "6 6 71 71\n", "7 7 44 44\n", "8 8 105 105\n", "... ... ... ...\n", "287492 287492 141 141\n", "287504 287504 105 105\n", "287505 287505 61 61\n", "287506 287506 70 70\n", "287507 287507 33 33\n", "\n", "[40667 rows x 3 columns]" ] }, "execution_count": 499, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_gene_tp_sel_sum[df_gene_tp_sel_sum['score'] > 14]" ] }, { "cell_type": "code", "execution_count": 501, "id": "1204bf63", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.14144600690760986" ] }, "execution_count": 501, "metadata": {}, "output_type": "execute_result" } ], "source": [ "40667/287509" ] }, { "cell_type": "code", "execution_count": 481, "id": "9d426f7f", "metadata": {}, "outputs": [], "source": [ "df_gene_tp_sel_sum = df_gene_tp_sel.T.sum(axis=1).reset_index()\n", "\n", "df_gene_tp_sel_sum['score'] = df_gene_tp_sel_sum[0]\n" ] }, { "cell_type": "code", "execution_count": 463, "id": "83a8a067", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "372.38418275601805" ] }, "execution_count": 463, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_gene_tp_sel_sum['score'].mean()" ] }, { "cell_type": "code", "execution_count": 480, "id": "65c3796c", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "42.41133321043863" ] }, "execution_count": 480, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_gene_tp_sel_sum['score'].mean()" ] }, { "cell_type": "code", "execution_count": 482, "id": "ec2e0eca", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "10.887700906754223" ] }, "execution_count": 482, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_gene_tp_sel_sum['score'].mean()" ] }, { "cell_type": "code", "execution_count": 570, "id": "9d2f6d17", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "30.806712137706995" ] }, "execution_count": 570, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_gene_tp_sel_sum['score'].mean()" ] }, { "cell_type": "code", "execution_count": 571, "id": "be76f5d5", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
0123456789...287499287500287501287502287503287504287505287506287507287508
ENSG000000004190000000000...0000000000
ENSG000000004570000000000...0000000000
ENSG000000004600000000000...0000000000
ENSG000000009380000000000...0000000000
ENSG000000010360000000000...0000000000
..................................................................
ENSG000002854920000000000...0000000000
ENSG000002854980000000000...0000000000
ENSG000002855080000000000...0000000000
ENSG000002855090000000000...0000000000
ENSG000002855130000000000...0000000000
\n", "

38783 rows × 287509 columns

\n", "
" ], "text/plain": [ " 0 1 2 3 4 5 6 \\\n", "ENSG00000000419 0 0 0 0 0 0 0 \n", "ENSG00000000457 0 0 0 0 0 0 0 \n", "ENSG00000000460 0 0 0 0 0 0 0 \n", "ENSG00000000938 0 0 0 0 0 0 0 \n", "ENSG00000001036 0 0 0 0 0 0 0 \n", "... ... ... ... ... ... ... ... \n", "ENSG00000285492 0 0 0 0 0 0 0 \n", "ENSG00000285498 0 0 0 0 0 0 0 \n", "ENSG00000285508 0 0 0 0 0 0 0 \n", "ENSG00000285509 0 0 0 0 0 0 0 \n", "ENSG00000285513 0 0 0 0 0 0 0 \n", "\n", " 7 8 9 ... 287499 287500 287501 287502 \\\n", "ENSG00000000419 0 0 0 ... 0 0 0 0 \n", "ENSG00000000457 0 0 0 ... 0 0 0 0 \n", "ENSG00000000460 0 0 0 ... 0 0 0 0 \n", "ENSG00000000938 0 0 0 ... 0 0 0 0 \n", "ENSG00000001036 0 0 0 ... 0 0 0 0 \n", "... ... ... ... ... ... ... ... ... \n", "ENSG00000285492 0 0 0 ... 0 0 0 0 \n", "ENSG00000285498 0 0 0 ... 0 0 0 0 \n", "ENSG00000285508 0 0 0 ... 0 0 0 0 \n", "ENSG00000285509 0 0 0 ... 0 0 0 0 \n", "ENSG00000285513 0 0 0 ... 0 0 0 0 \n", "\n", " 287503 287504 287505 287506 287507 287508 \n", "ENSG00000000419 0 0 0 0 0 0 \n", "ENSG00000000457 0 0 0 0 0 0 \n", "ENSG00000000460 0 0 0 0 0 0 \n", "ENSG00000000938 0 0 0 0 0 0 \n", "ENSG00000001036 0 0 0 0 0 0 \n", "... ... ... ... ... ... ... \n", "ENSG00000285492 0 0 0 0 0 0 \n", "ENSG00000285498 0 0 0 0 0 0 \n", "ENSG00000285508 0 0 0 0 0 0 \n", "ENSG00000285509 0 0 0 0 0 0 \n", "ENSG00000285513 0 0 0 0 0 0 \n", "\n", "[38783 rows x 287509 columns]" ] }, "execution_count": 571, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_gene_tp_sel" ] }, { "cell_type": "code", "execution_count": 464, "id": "32249229", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
index0scoretrue_posscore2true_neg
0000001.0
1136636603661.0
2262620621.0
3315115101511.0
4411211201121.0
.....................
28750428750414571457014571.0
28750528750577877807781.0
28750628750677177107711.0
28750728750720020002001.0
28750828750800001.0
\n", "

287509 rows × 6 columns

\n", "
" ], "text/plain": [ " index 0 score true_pos score2 true_neg\n", "0 0 0 0 0 0 1.0\n", "1 1 366 366 0 366 1.0\n", "2 2 62 62 0 62 1.0\n", "3 3 151 151 0 151 1.0\n", "4 4 112 112 0 112 1.0\n", "... ... ... ... ... ... ...\n", "287504 287504 1457 1457 0 1457 1.0\n", "287505 287505 778 778 0 778 1.0\n", "287506 287506 771 771 0 771 1.0\n", "287507 287507 200 200 0 200 1.0\n", "287508 287508 0 0 0 0 1.0\n", "\n", "[287509 rows x 6 columns]" ] }, "execution_count": 464, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_gene_tp_sel_sum" ] }, { "cell_type": "code", "execution_count": 465, "id": "d6f73137", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
0123456789...287499287500287501287502287503287504287505287506287507287508
ENSG000000004190000000000...0000000000
ENSG000000004570000000000...0000000000
ENSG000000004600000000000...0000000000
ENSG000000009380000000000...0000000000
ENSG000000009710000000000...0000000000
..................................................................
ENSG000002854980000000000...0000000000
ENSG000002855050000000000...0000000000
ENSG000002855080000000000...0000000000
ENSG000002855090000000000...0000000000
ENSG000002855130000000000...0000000000
\n", "

55411 rows × 287509 columns

\n", "
" ], "text/plain": [ " 0 1 2 3 4 5 6 \\\n", "ENSG00000000419 0 0 0 0 0 0 0 \n", "ENSG00000000457 0 0 0 0 0 0 0 \n", "ENSG00000000460 0 0 0 0 0 0 0 \n", "ENSG00000000938 0 0 0 0 0 0 0 \n", "ENSG00000000971 0 0 0 0 0 0 0 \n", "... ... ... ... ... ... ... ... \n", "ENSG00000285498 0 0 0 0 0 0 0 \n", "ENSG00000285505 0 0 0 0 0 0 0 \n", "ENSG00000285508 0 0 0 0 0 0 0 \n", "ENSG00000285509 0 0 0 0 0 0 0 \n", "ENSG00000285513 0 0 0 0 0 0 0 \n", "\n", " 7 8 9 ... 287499 287500 287501 287502 \\\n", "ENSG00000000419 0 0 0 ... 0 0 0 0 \n", "ENSG00000000457 0 0 0 ... 0 0 0 0 \n", "ENSG00000000460 0 0 0 ... 0 0 0 0 \n", "ENSG00000000938 0 0 0 ... 0 0 0 0 \n", "ENSG00000000971 0 0 0 ... 0 0 0 0 \n", "... ... ... ... ... ... ... ... ... \n", "ENSG00000285498 0 0 0 ... 0 0 0 0 \n", "ENSG00000285505 0 0 0 ... 0 0 0 0 \n", "ENSG00000285508 0 0 0 ... 0 0 0 0 \n", "ENSG00000285509 0 0 0 ... 0 0 0 0 \n", "ENSG00000285513 0 0 0 ... 0 0 0 0 \n", "\n", " 287503 287504 287505 287506 287507 287508 \n", "ENSG00000000419 0 0 0 0 0 0 \n", "ENSG00000000457 0 0 0 0 0 0 \n", "ENSG00000000460 0 0 0 0 0 0 \n", "ENSG00000000938 0 0 0 0 0 0 \n", "ENSG00000000971 0 0 0 0 0 0 \n", "... ... ... ... ... ... ... \n", "ENSG00000285498 0 0 0 0 0 0 \n", "ENSG00000285505 0 0 0 0 0 0 \n", "ENSG00000285508 0 0 0 0 0 0 \n", "ENSG00000285509 0 0 0 0 0 0 \n", "ENSG00000285513 0 0 0 0 0 0 \n", "\n", "[55411 rows x 287509 columns]" ] }, "execution_count": 465, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_gene_tp" ] }, { "cell_type": "code", "execution_count": 466, "id": "818f09d3", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "554.11" ] }, "execution_count": 466, "metadata": {}, "output_type": "execute_result" } ], "source": [ "55411 /100" ] }, { "cell_type": "code", "execution_count": 18, "id": "dc414d1a", "metadata": {}, "outputs": [], "source": [ "def calc_auroc (df_trial,predicted_score='predicted_score'):\n", " df_trial = df_trial.sort_values(by=[predicted_score], ascending=False)\n", " rank_abs = lambda x: stats.rankdata(x)\n", " predicts2 = np.apply_along_axis(rank_abs, 0, df_trial[predicted_score].values)\n", " df_trial['p'] = [y if x==1 else 0 for x,y in zip(df_trial['true_pos'], predicts2)]\n", " #print (df_trial['p'].sum())\n", " if df_trial['true_neg'].sum() == 0 or df_trial['true_pos'].sum() == 0:\n", " return np.nan\n", " else:\n", " return (((df_trial['p'].sum() /df_trial['true_pos'].sum() )- (df_trial['true_pos'].sum() + 1)/2)) / df_trial['true_neg'].sum()\n" ] }, { "cell_type": "code", "execution_count": 615, "id": "d0952fdc", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.712231432217127" ] }, "execution_count": 615, "metadata": {}, "output_type": "execute_result" } ], "source": [ " df_cre_tog = df_cre_1kb_encode.merge(df_gene_tp_sel_sum, left_on='bin_id', right_on='index', how='right')\n", "\n", " df_cre_tog['cre'] = df_cre_tog['cre'].fillna(0)\n", "\n", "\n", " df_cre_tog['true_pos'] = [1.0 if x>0 else 0 for x in df_cre_tog['cre']]\n", "\n", " df_cre_tog['true_neg'] = [0 if x == 1.0 else 1.0 for x in df_cre_tog['true_pos']]\n", " calc_auroc (df_cre_tog,predicted_score='score')\n", "\n", " " ] }, { "cell_type": "code", "execution_count": 626, "id": "2ff7099a", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
chrstartendt1t2t3Groupn1n2phylopdistance_to_tsste
0ChromStartStoprDHScCREcCRE classGroupN (>90%)N (>50%)phyloPDistance to TSS (bp)TE
1chr1181251181601EH38D2115304EH38E1310153pELS,CTCF-boundgroup-3130.081095Satellite
2chr1190865191071EH38D2115305EH38E1310154dELS,CTCF-boundgroup-1128219-0.202907other
3chr1778562778912EH38D2115324EH38E1310158PLS,CTCF-boundgroup-301-2.150None
4chr1779086779355EH38D2115325EH38E1310159PLS,CTCF-boundgroup-2221742.47115SINE/Alu
.......................................
926531chrY5684237456842545EH38D4327456EH38E2776491dELS,CTCF-boundgroup-3000.012699Satellite
926532chrY5684443156844674EH38D4327461EH38E2776496dELS,CTCF-boundgroup-3000.010570Satellite
926533chrY5685741056857680EH38D4327481EH38E2776512CTCF-only,CTCF-boundgroup-328290.382167LTR
926534chrY5685791756858119EH38D4327482EH38E2776513CTCF-only,CTCF-boundgroup-33131-0.222674LINE/L1
926535chrY5686818356868435EH38D4327485EH38E2776514CTCF-only,CTCF-boundgroup-23554-0.3212940LTR
\n", "

926536 rows × 12 columns

\n", "
" ], "text/plain": [ " chr start end t1 t2 \\\n", "0 Chrom Start Stop rDHS cCRE \n", "1 chr1 181251 181601 EH38D2115304 EH38E1310153 \n", "2 chr1 190865 191071 EH38D2115305 EH38E1310154 \n", "3 chr1 778562 778912 EH38D2115324 EH38E1310158 \n", "4 chr1 779086 779355 EH38D2115325 EH38E1310159 \n", "... ... ... ... ... ... \n", "926531 chrY 56842374 56842545 EH38D4327456 EH38E2776491 \n", "926532 chrY 56844431 56844674 EH38D4327461 EH38E2776496 \n", "926533 chrY 56857410 56857680 EH38D4327481 EH38E2776512 \n", "926534 chrY 56857917 56858119 EH38D4327482 EH38E2776513 \n", "926535 chrY 56868183 56868435 EH38D4327485 EH38E2776514 \n", "\n", " t3 Group n1 n2 phylop \\\n", "0 cCRE class Group N (>90%) N (>50%) phyloP \n", "1 pELS,CTCF-bound group-3 1 3 0.08 \n", "2 dELS,CTCF-bound group-1 128 219 -0.20 \n", "3 PLS,CTCF-bound group-3 0 1 -2.15 \n", "4 PLS,CTCF-bound group-2 22 174 2.47 \n", "... ... ... ... ... ... \n", "926531 dELS,CTCF-bound group-3 0 0 0.0 \n", "926532 dELS,CTCF-bound group-3 0 0 0.0 \n", "926533 CTCF-only,CTCF-bound group-3 28 29 0.38 \n", "926534 CTCF-only,CTCF-bound group-3 31 31 -0.22 \n", "926535 CTCF-only,CTCF-bound group-2 35 54 -0.32 \n", "\n", " distance_to_tss te \n", "0 Distance to TSS (bp) TE \n", "1 1095 Satellite \n", "2 2907 other \n", "3 0 None \n", "4 115 SINE/Alu \n", "... ... ... \n", "926531 12699 Satellite \n", "926532 10570 Satellite \n", "926533 2167 LTR \n", "926534 2674 LINE/L1 \n", "926535 12940 LTR \n", "\n", "[926536 rows x 12 columns]" ] }, "execution_count": 626, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_cre" ] }, { "cell_type": "code", "execution_count": 1, "id": "309e183d", "metadata": {}, "outputs": [ { "ename": "NameError", "evalue": "name 'species' is not defined", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0;32mif\u001b[0m \u001b[0mspecies\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;34m'human'\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 2\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0mdf_cre\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mread_csv\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'/grid/gillis/data/lohia/hi_c_data_processing/data_human/aggregates/li2022/andrew2023/datas1.tsv'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msep\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'\\t'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnames\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'chr'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'start'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'end'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m't1'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m't2'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m't3'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'Group'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'n1'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'n2'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'phylop'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'distance_to_tss'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'te'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mskiprows\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mNameError\u001b[0m: name 'species' is not defined" ] } ], "source": [ " if species == 'human':\n", "\n", " df_cre = pd.read_csv('/grid/gillis/data/lohia/hi_c_data_processing/data_human/aggregates/li2022/andrew2023/datas1.tsv', sep='\\t', names=['chr', 'start', 'end', 't1', 't2', 't3', 'Group', 'n1', 'n2', 'phylop', 'distance_to_tss', 'te'], skiprows=1)\n", "\n", " else:\n", " print (\"m\")\n", "\n", " df_cre = pd.read_csv('/grid/gillis/data/lohia/ATAC_Risa/mm10-cCREs.bed', sep='\\t', names=['chr', 'start', 'end', 't1', 't2', 't3'])\n", "\n", " df_cre['start_bin'] = df_cre['start']/resolution_human\n", " df_cre['start_bin'] = df_cre['start_bin'].astype('int')\n", " df_cre['start_bin'] = df_cre['start_bin']*resolution_human\n", " df_cre['start_bin'] = df_cre['start_bin'].astype('str')\n", " df_cre['start_bin'] = df_cre['chr'] + '_' + df_cre['start_bin']\n", " #df_cre_1kb_encode = df_cre.drop_duplicates(subset=['start_bin'])\n", " df_cre['cre'] = 1\n", " df_cre['g'] = [x.split('-')[1] if x !='other' else 0 for x in df_cre['Group']]\n", " df_cre = df_cre.groupby(['start_bin'])['g'].max().reset_index()\n", " input_path=f'/grid/gillis/data/lohia/hi_c_data_processing/data_{species}/{SRP_name}/{resolution}/max/'\n", " bins_bed = pd.read_csv(f'{input_path}/all_bins.bed', names=['chr', 'start', 'end', 'bin_id'])\n", " bins_bed['bin_id'] = bins_bed.index\n", " bins_bed['pos'] = bins_bed['chr'] + '_' + bins_bed['start'].astype('str')\n", " df_cre_1kb_encode = df_cre.merge(bins_bed, left_on='start_bin', right_on='pos')\n", "\n", "#pd.read_csv('/grid/gillis/data/lohia/hi_c_data_processing/data_human/aggregates/li2022/andrew2023/datas1.tsv', sep='\\t')" ] }, { "cell_type": "code", "execution_count": null, "id": "09bd396d", "metadata": {}, "outputs": [], "source": [ "df_cre_1kb_encode" ] }, { "cell_type": "code", "execution_count": 650, "id": "34ce548e", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Group\n", "group-1 0.608314\n", "group-2 -0.018311\n", "group-3 -0.003476\n", "other 0.002012\n", "Name: phylop, dtype: float64" ] }, "execution_count": 650, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_cre.groupby('Group')['phylop'].mean()" ] }, { "cell_type": "code", "execution_count": 635, "id": "cc8df66f", "metadata": {}, "outputs": [ { "ename": "KeyError", "evalue": "'cre'", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mKeyError\u001b[0m Traceback (most recent call last)", "\u001b[0;32m~/.conda/envs/hicexplorer/lib/python3.8/site-packages/pandas/core/indexes/base.py\u001b[0m in \u001b[0;36mget_loc\u001b[0;34m(self, key, method, tolerance)\u001b[0m\n\u001b[1;32m 3079\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 3080\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_engine\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcasted_key\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 3081\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0mKeyError\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0merr\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32mpandas/_libs/index.pyx\u001b[0m in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[0;34m()\u001b[0m\n", "\u001b[0;32mpandas/_libs/index.pyx\u001b[0m in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[0;34m()\u001b[0m\n", "\u001b[0;32mpandas/_libs/hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[0;34m()\u001b[0m\n", "\u001b[0;32mpandas/_libs/hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[0;34m()\u001b[0m\n", "\u001b[0;31mKeyError\u001b[0m: 'cre'", "\nThe above exception was the direct cause of the following exception:\n", "\u001b[0;31mKeyError\u001b[0m Traceback (most recent call last)", "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 6\u001b[0;31m \u001b[0mdf_cre_tog\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'true_pos'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;36m1.0\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m>\u001b[0m\u001b[0;36m0\u001b[0m \u001b[0;32melse\u001b[0m \u001b[0;36m0\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mx\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mdf_cre_tog\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'cre'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 7\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 8\u001b[0m \u001b[0mdf_cre_tog\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'true_neg'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mx\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;36m1.0\u001b[0m \u001b[0;32melse\u001b[0m \u001b[0;36m1.0\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mx\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mdf_cre_tog\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'true_pos'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m~/.conda/envs/hicexplorer/lib/python3.8/site-packages/pandas/core/frame.py\u001b[0m in \u001b[0;36m__getitem__\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m 3022\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mnlevels\u001b[0m \u001b[0;34m>\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3023\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_getitem_multilevel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 3024\u001b[0;31m \u001b[0mindexer\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 3025\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mis_integer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mindexer\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3026\u001b[0m \u001b[0mindexer\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mindexer\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m~/.conda/envs/hicexplorer/lib/python3.8/site-packages/pandas/core/indexes/base.py\u001b[0m in \u001b[0;36mget_loc\u001b[0;34m(self, key, method, tolerance)\u001b[0m\n\u001b[1;32m 3080\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_engine\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcasted_key\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3081\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0mKeyError\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0merr\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 3082\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0merr\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 3083\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3084\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mtolerance\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mKeyError\u001b[0m: 'cre'" ] } ], "source": [ " df_cre_tog = df_cre_1kb_encode.merge(df_gene_tp_sel_sum, left_on='bin_id', right_on='index', how='right')\n", "\n", " #df_cre_tog['cre'] = df_cre_tog['cre'].fillna(0)\n", "\n", "\n", " df_cre_tog['true_pos'] = [1.0 if x>0 else 0 for x in df_cre_tog['cre']]\n", "\n", " df_cre_tog['true_neg'] = [0 if x == 1.0 else 1.0 for x in df_cre_tog['true_pos']]\n", " calc_auroc (df_cre_tog,predicted_score='score')\n", "\n", " " ] }, { "cell_type": "code", "execution_count": 640, "id": "0d32a7a9", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 640, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.regplot(data=df_cre_tog.dropna(), y='score', x='phylop')" ] }, { "cell_type": "code", "execution_count": 409, "id": "966d82d6", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.7623435946896636" ] }, "execution_count": 409, "metadata": {}, "output_type": "execute_result" } ], "source": [ "calc_auroc (df_cre_tog,predicted_score='score')\n" ] }, { "cell_type": "code", "execution_count": null, "id": "e31613eb", "metadata": {}, "outputs": [], "source": [ "df_gene_tp_sel_sum = df_gene_tp_sel.T.sum(axis=1).reset_index()\n", "\n", "df_gene_tp_sel_sum['score'] = df_gene_tp_sel_sum[0]\n" ] }, { "cell_type": "code", "execution_count": 20, "id": "9eb6d90b", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
index0score
0000
11110110
221010
333535
442727
............
287504287504506506
287505287505262262
287506287506255255
2875072875076161
28750828750800
\n", "

287509 rows × 3 columns

\n", "
" ], "text/plain": [ " index 0 score\n", "0 0 0 0\n", "1 1 110 110\n", "2 2 10 10\n", "3 3 35 35\n", "4 4 27 27\n", "... ... ... ...\n", "287504 287504 506 506\n", "287505 287505 262 262\n", "287506 287506 255 255\n", "287507 287507 61 61\n", "287508 287508 0 0\n", "\n", "[287509 rows x 3 columns]" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_gene_tp_sel_sum\n" ] }, { "cell_type": "code", "execution_count": 469, "id": "d5d53618", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
0123456789...287499287500287501287502287503287504287505287506287507287508
ENSG000000004190000000000...0000000000
ENSG000000004570000000000...0000000000
ENSG000000004600000000000...0000000000
ENSG000000009380000000000...0000000000
ENSG000000009710000000000...0000000000
..................................................................
ENSG000002852800000000000...0000000000
ENSG000002853310000000000...0000000000
ENSG000002853990000000000...0000000000
ENSG000002854100000000000...0000000000
ENSG000002854370000000000...0000010000
\n", "

13158 rows × 287509 columns

\n", "
" ], "text/plain": [ " 0 1 2 3 4 5 6 \\\n", "ENSG00000000419 0 0 0 0 0 0 0 \n", "ENSG00000000457 0 0 0 0 0 0 0 \n", "ENSG00000000460 0 0 0 0 0 0 0 \n", "ENSG00000000938 0 0 0 0 0 0 0 \n", "ENSG00000000971 0 0 0 0 0 0 0 \n", "... ... ... ... ... ... ... ... \n", "ENSG00000285280 0 0 0 0 0 0 0 \n", "ENSG00000285331 0 0 0 0 0 0 0 \n", "ENSG00000285399 0 0 0 0 0 0 0 \n", "ENSG00000285410 0 0 0 0 0 0 0 \n", "ENSG00000285437 0 0 0 0 0 0 0 \n", "\n", " 7 8 9 ... 287499 287500 287501 287502 \\\n", "ENSG00000000419 0 0 0 ... 0 0 0 0 \n", "ENSG00000000457 0 0 0 ... 0 0 0 0 \n", "ENSG00000000460 0 0 0 ... 0 0 0 0 \n", "ENSG00000000938 0 0 0 ... 0 0 0 0 \n", "ENSG00000000971 0 0 0 ... 0 0 0 0 \n", "... ... ... ... ... ... ... ... ... \n", "ENSG00000285280 0 0 0 ... 0 0 0 0 \n", "ENSG00000285331 0 0 0 ... 0 0 0 0 \n", "ENSG00000285399 0 0 0 ... 0 0 0 0 \n", "ENSG00000285410 0 0 0 ... 0 0 0 0 \n", "ENSG00000285437 0 0 0 ... 0 0 0 0 \n", "\n", " 287503 287504 287505 287506 287507 287508 \n", "ENSG00000000419 0 0 0 0 0 0 \n", "ENSG00000000457 0 0 0 0 0 0 \n", "ENSG00000000460 0 0 0 0 0 0 \n", "ENSG00000000938 0 0 0 0 0 0 \n", "ENSG00000000971 0 0 0 0 0 0 \n", "... ... ... ... ... ... ... \n", "ENSG00000285280 0 0 0 0 0 0 \n", "ENSG00000285331 0 0 0 0 0 0 \n", "ENSG00000285399 0 0 0 0 0 0 \n", "ENSG00000285410 0 0 0 0 0 0 \n", "ENSG00000285437 0 1 0 0 0 0 \n", "\n", "[13158 rows x 287509 columns]" ] }, "execution_count": 469, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_gene_tp_sel\n" ] }, { "cell_type": "code", "execution_count": 450, "id": "7f7f388d", "metadata": {}, "outputs": [], "source": [ "auc_ll = []\n", "for each_gene in df_gene_tp_sel.index.tolist():\n", " df_gene_tp_sel_sum['true_pos'] = df_gene_tp_sel.T[each_gene]\n", " \n", " df_gene_tp_sel_sum['score2'] = df_gene_tp_sel_sum['score'] - df_gene_tp_sel_sum['true_pos']\n", "\n", " df_gene_tp_sel_sum['true_neg'] = [0 if x == 1.0 else 1.0 for x in df_gene_tp_sel_sum['true_pos']]\n", "\n", " auc_ll.append(calc_auroc(df_gene_tp_sel_sum,predicted_score='score2'))\n", " \n", " " ] }, { "cell_type": "code", "execution_count": 190, "id": "8b8be94f", "metadata": {}, "outputs": [], "source": [ "auc_ll = []\n", "gene_ll = []\n", "for each_gene in df_gene_tp.index.tolist():\n", " df_gene_tp_sel_sum['true_pos'] = df_gene_tp.T[each_gene]\n", " \n", " df_gene_tp_sel_sum['score2'] = df_gene_tp_sel_sum['score'] - df_gene_tp_sel_sum['true_pos']\n", "\n", " df_gene_tp_sel_sum['true_neg'] = [0 if x == 1.0 else 1.0 for x in df_gene_tp_sel_sum['true_pos']]\n", "\n", " auc_ll.append(calc_auroc(df_gene_tp_sel_sum,predicted_score='score2'))\n", " gene_ll.append(each_gene)\n", " \n", " " ] }, { "cell_type": "code", "execution_count": 24, "id": "ef1a6cb6", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "13158" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(auc_ll)\n", "\n" ] }, { "cell_type": "code", "execution_count": 193, "id": "e40dd84a", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "55411" ] }, "execution_count": 193, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(auc_ll)\n" ] }, { "cell_type": "code", "execution_count": 195, "id": "35c8ba77", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[0.9129826683226459,\n", " 0.7298339634957149,\n", " 0.6514541920282456,\n", " 0.9503367001840279,\n", " 0.5920934112937621,\n", " 0.7606954491355606,\n", " 0.7317053491497688,\n", " 0.8913564376261421,\n", " 0.8966352701064819,\n", " 0.9015602119209242,\n", " 0.6924632419011267,\n", " 0.9565874437086276,\n", " 0.5975458038700884,\n", " 0.6994148148001006,\n", " 0.7616367277342161,\n", " 0.7672403849079771,\n", " 0.9080668146996181,\n", " 0.8636640974810869,\n", " 0.9773746505618783,\n", " 0.85999126560017,\n", " 0.7233870966070923,\n", " 0.8018438744530086,\n", " 0.675329906832918,\n", " 0.6582437746328194,\n", " 0.8972256822183412,\n", " 0.9649540579075326,\n", " 0.9480416051398939,\n", " 0.8046441685373513,\n", " 0.8560506602682357,\n", " 0.7809033610172894,\n", " 0.6763340419252115,\n", " 0.955371418195878,\n", " 0.7686137933559343,\n", " 0.8434785628570128,\n", " 0.8566048042383669,\n", " 0.6042107861910654,\n", " 0.8180734003456577,\n", " 0.9500824954516373,\n", " 0.6661628241931369,\n", " 0.7164026908948117,\n", " 0.7700207516945917,\n", " 0.9377152956977293,\n", " 0.9440376981477642,\n", " 0.9044113656299212,\n", " 0.7464605784083854,\n", " 0.6845890148124876,\n", " 0.9433196842638766,\n", " 0.8894359087866341,\n", " 0.9173063594389517,\n", " 0.9426473415861011,\n", " 0.69402622581704,\n", " 0.6180571503992541,\n", " 0.9649612408890914,\n", " 0.9480346455631979,\n", " 0.9169492120655744,\n", " 0.7052101306140387,\n", " 0.748838580895248,\n", " 0.9676246479246694,\n", " 0.6234159559958566,\n", " 0.6556235702576136,\n", " 0.6572474022646928,\n", " 0.9139370617157289,\n", " 0.9654334493863046,\n", " 0.6151575282934595,\n", " 0.9700864132260574,\n", " 0.7917391795027362,\n", " 0.9569940442447955,\n", " 0.6668111093558448,\n", " 0.6849179804927744,\n", " 0.8256764159437702,\n", " 0.9267292732031406,\n", " 0.9516827281575099,\n", " 0.9337384536660335,\n", " 0.5841166304838218,\n", " 0.9010159455192471,\n", " 0.839397794463224,\n", " 0.7678833048755418,\n", " 0.8549651529336225,\n", " 0.9171176950099927,\n", " 0.9653971907887408,\n", " 0.9665477294457472,\n", " 0.9430442861782697,\n", " 0.6811850609366472,\n", " 0.9411586489822124,\n", " 0.909765772036762,\n", " 0.8866322900909944,\n", " 0.6853338011803686,\n", " 0.7155273353113214,\n", " 0.9123520647715594,\n", " 0.6832674930175772,\n", " 0.6439502483153625,\n", " 0.7990996800716189,\n", " 0.9108559671389558,\n", " 0.9642166644510657,\n", " 0.6273067814132257,\n", " 0.8670689280541883,\n", " 0.6555273610839628,\n", " 0.7998441261931882,\n", " 0.9495269694632846,\n", " 0.9472704057712418,\n", " 0.9380482441244463,\n", " 0.9472245070209102,\n", " 0.6756011735585984,\n", " 0.9083166540107611,\n", " 0.9631242675969434,\n", " 0.9614988311173693,\n", " 0.9503692377056414,\n", " 0.8010155057435463,\n", " 0.9491399939176461,\n", " 0.6543356311946485,\n", " 0.9600326357944783,\n", " 0.7631021855807094,\n", " 0.7834757181466235,\n", " 0.9292592460526645,\n", " 0.868038451679379,\n", " 0.6787053317459791,\n", " 0.924102929560368,\n", " 0.9102189549963865,\n", " 0.9288045636225254,\n", " 0.9231417647523249,\n", " 0.9780571955149913,\n", " 0.693796218796941,\n", " 0.7823257358509541,\n", " 0.7633467471750318,\n", " 0.7787873707575009,\n", " 0.7286435093460145,\n", " 0.6391908164976721,\n", " 0.7026924172014081,\n", " 0.9636288673408309,\n", " 0.8214631641624986,\n", " 0.6987791116730794,\n", " 0.8841331702121827,\n", " 0.9343368943483095,\n", " 0.7801552546925166,\n", " 0.8342321038948566,\n", " 0.7222175860370065,\n", " 0.9556610689070012,\n", " 0.7589471268497696,\n", " 0.9121146630986823,\n", " 0.7646299685090927,\n", " 0.8956310826261746,\n", " 0.9767008899056558,\n", " 0.6409210730179786,\n", " 0.7157644218126262,\n", " 0.8569883498066965,\n", " 0.6420641592206141,\n", " 0.7938244716397574,\n", " 0.6517369379605837,\n", " 0.8085098215756495,\n", " 0.621189198737819,\n", " 0.9685939670362104,\n", " 0.9252675855601221,\n", " 0.6932265642553561,\n", " 0.9527059911272329,\n", " 0.7092571818402484,\n", " 0.925660809271504,\n", " 0.8785777512264389,\n", " 0.6935486466474178,\n", " 0.9647951623593005,\n", " 0.9367654384939454,\n", " 0.7805355715949497,\n", " 0.9615404583582573,\n", " 0.9662696226521396,\n", " 0.924137418243864,\n", " 0.928403800306592,\n", " 0.9336346436980977,\n", " 0.8510935499933066,\n", " 0.722160957400815,\n", " 0.9650320820774293,\n", " 0.9656291029346246,\n", " 0.9609716165190589,\n", " 0.8915089547442584,\n", " 0.9648032725945626,\n", " 0.9682743200447989,\n", " 0.9693740872666572,\n", " 0.9779698971763436,\n", " 0.9468387923167226,\n", " 0.7042575897043846,\n", " 0.8966865696271498,\n", " 0.6662583002026407,\n", " 0.8227540949272523,\n", " 0.6484431093025392,\n", " 0.8848257928892446,\n", " 0.7142068752128374,\n", " 0.75341319533937,\n", " 0.9519198613884214,\n", " 0.9677585057864491,\n", " 0.6712086984083122,\n", " 0.630348985716222,\n", " 0.752388720959157,\n", " 0.8736933596076281,\n", " 0.6027968072052777,\n", " 0.8361313892179217,\n", " 0.916520243285059,\n", " 0.8591429759590566,\n", " 0.980088460272291,\n", " 0.611557337282962,\n", " 0.9407109835400479,\n", " 0.9014181815213238,\n", " 0.9712269544294196,\n", " 0.6016322585455971,\n", " 0.7246363261448824,\n", " 0.9527819362064097,\n", " 0.9324626471661636,\n", " 0.7632376487070149,\n", " 0.9749594924841152,\n", " 0.9753071066311355,\n", " 0.964486103176126,\n", " 0.9526036811239094,\n", " 0.9707391120977902,\n", " 0.9165185437282245,\n", " 0.7416619610067566,\n", " 0.7549964822342534,\n", " 0.822525671442026,\n", " 0.8680765153765077,\n", " 0.818670984824447,\n", " 0.707729323582203,\n", " 0.8422410875145364,\n", " 0.8811971481145886,\n", " 0.7545376893084823,\n", " 0.94523614965472,\n", " 0.8193823806523521,\n", " 0.8551209029987534,\n", " 0.6515217696661181,\n", " 0.929866720010895,\n", " 0.9175760817599542,\n", " 0.7589055717277127,\n", " 0.9409754880160356,\n", " 0.8475265672212507,\n", " 0.7982946134756037,\n", " 0.8538822832803722,\n", " 0.9212233766189475,\n", " 0.9600738082434337,\n", " 0.7315028176946259,\n", " 0.9081124666570243,\n", " 0.840950937285058,\n", " 0.9564535154917039,\n", " 0.9614001185101014,\n", " 0.9683203084633613,\n", " 0.9537300817850602,\n", " 0.9521406759479277,\n", " 0.9441566504369671,\n", " 0.9487436296682126,\n", " 0.9760369933955657,\n", " 0.9196088154409288,\n", " 0.8906758579612144,\n", " 0.9383741674588619,\n", " 0.9532146645468352,\n", " 0.9465840545830024,\n", " 0.8880111004234684,\n", " 0.8083875235319217,\n", " 0.71685713261405,\n", " 0.6870717730234827,\n", " 0.6832618080433869,\n", " 0.9356647323945635,\n", " 0.9534216599303044,\n", " 0.9403853474566455,\n", " 0.8759053971189891,\n", " 0.8902316712835531,\n", " 0.8605883380335226,\n", " 0.8606961615260399,\n", " 0.6895035822090012,\n", " 0.9732112710130145,\n", " 0.8908356682117582,\n", " 0.8216459848145861,\n", " 0.926045988530184,\n", " 0.8601361250816535,\n", " 0.8633202287083902,\n", " 0.8779334645814956,\n", " 0.888683968195059,\n", " 0.9675792823830417,\n", " 0.9118615283841534,\n", " 0.9293318520972841,\n", " 0.8081753718232639,\n", " 0.7894149983060431,\n", " 0.9349856041592077,\n", " 0.7715781410993096,\n", " 0.9513172505315919,\n", " 0.779298603793976,\n", " 0.6470932564719342,\n", " 0.9758902453864361,\n", " 0.9427136797884605,\n", " 0.8507323150528088,\n", " 0.6644557801205249,\n", " 0.9687728388455121,\n", " 0.9689459785939892,\n", " 0.8612540997439122,\n", " 0.9178360819016268,\n", " 0.9651757108128012,\n", " 0.940248830780915,\n", " 0.9727110776865373,\n", " 0.8449495929791038,\n", " 0.8157925966832795,\n", " 0.6590032626303161,\n", " 0.7803506583054173,\n", " 0.6494511075857382,\n", " 0.9270952993559918,\n", " 0.6826806422164146,\n", " 0.7498047089564147,\n", " 0.7581576815309898,\n", " 0.6854271938499111,\n", " 0.8534932975655298,\n", " 0.6668584659777773,\n", " 0.7479468525069105,\n", " 0.9695316199207259,\n", " 0.9647065704975027,\n", " 0.8701878387956289,\n", " 0.7302701754890728,\n", " 0.7551707813225953,\n", " 0.8965016190953552,\n", " 0.6549642001195985,\n", " 0.8307973238683136,\n", " 0.8205907399292848,\n", " 0.8341920320342513,\n", " 0.824128838113837,\n", " 0.8573155216275835,\n", " 0.8654164116380206,\n", " 0.9572535901390963,\n", " 0.660918153705361,\n", " 0.9732186828676324,\n", " 0.9630807305987185,\n", " 0.9639910771591316,\n", " 0.7291101069937078,\n", " 0.7928256402881872,\n", " 0.7216788062270045,\n", " 0.924266550138137,\n", " 0.8674995610343339,\n", " 0.8489101299296219,\n", " 0.7352037260356138,\n", " 0.8377910235659923,\n", " 0.9668205328115079,\n", " 0.9190603169084267,\n", " 0.9132864261912154,\n", " 0.8926716068724431,\n", " 0.9324620041834679,\n", " 0.692918595365928,\n", " 0.7668920887551033,\n", " 0.8369118848223723,\n", " 0.6842143594131478,\n", " 0.8254886871156146,\n", " 0.7523887847463755,\n", " 0.6928051203324512,\n", " 0.6532797266286492,\n", " 0.9456524443008841,\n", " 0.667095246061853,\n", " 0.6383921287194193,\n", " 0.8725990149241818,\n", " 0.725240526345339,\n", " 0.6041158818893384,\n", " 0.9052634028904988,\n", " 0.7013616256143115,\n", " 0.6477971802339847,\n", " 0.7342877488754078,\n", " 0.8638949493355714,\n", " 0.6991401624518776,\n", " 0.8384067441651387,\n", " 0.8264752966829935,\n", " 0.9111848484717764,\n", " 0.6862733929361294,\n", " 0.7858496754518788,\n", " 0.7556100189049707,\n", " 0.8242467758027648,\n", " 0.7556121675595434,\n", " 0.8962763073616862,\n", " 0.6448136547653538,\n", " 0.8381750605107167,\n", " 0.9243754969857675,\n", " 0.8503537092123042,\n", " 0.8538436533088571,\n", " 0.7640697510139237,\n", " 0.6606003856149252,\n", " 0.7326027347891245,\n", " 0.9246701426029464,\n", " 0.7043807194875357,\n", " 0.9247420527009087,\n", " 0.881967063876092,\n", " 0.873700001647373,\n", " 0.8519293125252716,\n", " 0.7763078786389881,\n", " 0.6379925628875882,\n", " 0.8571465066596913,\n", " 0.7731596416924117,\n", " 0.6005854313433114,\n", " 0.7026741279744346,\n", " 0.8553097864241243,\n", " 0.6185129788179913,\n", " 0.6696938677517476,\n", " 0.891701367351656,\n", " 0.9171585203426822,\n", " 0.945738304915807,\n", " 0.7954233917576311,\n", " 0.7202577370904698,\n", " 0.7034138135789074,\n", " 0.681266975096517,\n", " 0.7130420911615687,\n", " 0.7090620896979025,\n", " 0.9555621133641135,\n", " 0.7994471383119268,\n", " 0.7846069197843111,\n", " 0.7629693215075964,\n", " 0.7742541787241464,\n", " 0.6531339522338506,\n", " 0.8028865988090125,\n", " 0.8124576180904035,\n", " 0.9430434965828892,\n", " 0.9192482812682317,\n", " 0.7954825146916435,\n", " 0.8845909561035826,\n", " 0.9491418451859596,\n", " 0.6819407230625838,\n", " 0.7861465411858213,\n", " 0.7970929718062477,\n", " 0.6804508336268676,\n", " 0.9364383838665442,\n", " 0.9188854415544127,\n", " 0.9437984356037927,\n", " 0.9596070327337565,\n", " 0.9538715290132828,\n", " 0.9565357799639307,\n", " 0.7758011617846423,\n", " 0.9318203072577576,\n", " 0.8229423666248936,\n", " 0.9681536206673595,\n", " 0.8022172726529255,\n", " 0.7874716998377768,\n", " 0.7940732725047429,\n", " 0.8880034139051816,\n", " 0.6699587152385003,\n", " 0.8465793120009771,\n", " 0.8918550405485354,\n", " 0.7308277419871207,\n", " 0.7115959484571162,\n", " 0.9267003320818863,\n", " 0.7801445309110592,\n", " 0.9230413903679373,\n", " 0.9325078743858753,\n", " 0.6117364396405547,\n", " 0.8959571316338585,\n", " 0.7436373522167503,\n", " 0.9448274753759015,\n", " 0.9143866018110648,\n", " 0.9435492095037904,\n", " 0.7212067380606131,\n", " 0.736308715516403,\n", " 0.7952753864638581,\n", " 0.8982427461102538,\n", " 0.772031634106558,\n", " 0.6972622537784949,\n", " 0.7167890289091285,\n", " 0.9500801483979606,\n", " 0.8222174366281556,\n", " 0.9503760745035919,\n", " 0.6530745358804178,\n", " 0.6177698756821808,\n", " 0.9626552858854673,\n", " 0.7631238968312282,\n", " 0.7115929582183348,\n", " 0.7163014516820061,\n", " 0.9088329795200738,\n", " 0.9720945753042721,\n", " 0.7771675067473391,\n", " 0.7011179484627684,\n", " 0.947598252315299,\n", " 0.796515440305882,\n", " 0.8838491214499365,\n", " 0.9068668896208113,\n", " 0.915475377049042,\n", " 0.915935742485533,\n", " 0.5799488870452071,\n", " 0.6517218835534981,\n", " 0.7047037708665637,\n", " 0.7256690219488783,\n", " 0.9565203045009186,\n", " 0.7985481223750575,\n", " 0.7113591938991823,\n", " 0.7022223496256379,\n", " 0.8727559835704879,\n", " 0.7406897967435658,\n", " 0.8568051899493985,\n", " 0.7955124402032718,\n", " 0.8090695584404642,\n", " 0.7118895621559505,\n", " 0.8849460299642712,\n", " 0.7694485071092229,\n", " 0.7971162355686524,\n", " 0.9132386726560934,\n", " 0.8327634602074827,\n", " 0.6389158329321383,\n", " 0.8533527280072369,\n", " 0.7583992983424294,\n", " 0.7733091472520852,\n", " 0.7198182472916353,\n", " 0.952266447398649,\n", " 0.8365013439266166,\n", " 0.7691054511980674,\n", " 0.7434385701353132,\n", " 0.6568942531306562,\n", " 0.8631766240954565,\n", " 0.7013874068615481,\n", " 0.7962289957693925,\n", " 0.914728219039909,\n", " 0.7032277036990187,\n", " 0.9680145418346557,\n", " 0.8603733909228133,\n", " 0.8744414325702698,\n", " 0.8449022157271331,\n", " 0.8967536814554656,\n", " 0.6751430199747582,\n", " 0.9445912779743725,\n", " 0.9262478458582152,\n", " 0.8917780314289042,\n", " 0.7046245044948971,\n", " 0.7623447255027046,\n", " 0.7187067437297274,\n", " 0.7554689381675546,\n", " 0.5939978858357253,\n", " 0.9733161435652757,\n", " 0.7277195485909949,\n", " 0.6320310146631566,\n", " 0.842561537735361,\n", " 0.5961257323791729,\n", " 0.8819462442546039,\n", " 0.7288169846395839,\n", " 0.6122766600362658,\n", " 0.7146213315452542,\n", " 0.9449852217132403,\n", " 0.6257943447269676,\n", " 0.7244381568708617,\n", " 0.7248283640876765,\n", " 0.976310291622106,\n", " 0.9708093745168926,\n", " 0.8049306723166332,\n", " 0.729016587930631,\n", " 0.6600699338529766,\n", " 0.9333230649578758,\n", " 0.9451849940669307,\n", " 0.9464197528867516,\n", " 0.9627534436488246,\n", " 0.6160352262996434,\n", " 0.8186555733082118,\n", " 0.6561321559806162,\n", " 0.9449104338902987,\n", " 0.6146330735953152,\n", " 0.8426634472942693,\n", " 0.9446529014132133,\n", " 0.7104181418054984,\n", " 0.9318104372606641,\n", " 0.8386699914118101,\n", " 0.7486549982373273,\n", " 0.9036874301126517,\n", " 0.7197220347685017,\n", " 0.6503862387080049,\n", " 0.8030453133279258,\n", " 0.8996213199873588,\n", " 0.9226320586106925,\n", " 0.9658098570848287,\n", " 0.6057203563225424,\n", " 0.6005416344117375,\n", " 0.7067437193150095,\n", " 0.6837226122800323,\n", " 0.6849717966909986,\n", " 0.7751243845426514,\n", " 0.8846448581330433,\n", " 0.8019859220093839,\n", " 0.7697249263804,\n", " 0.9286316558976514,\n", " 0.7937870900427022,\n", " 0.8525011826053874,\n", " 0.9653780757198801,\n", " 0.7918646696728733,\n", " 0.6085697781634477,\n", " 0.5734846343378501,\n", " 0.9311467997133315,\n", " 0.720221212322307,\n", " 0.6025234796678975,\n", " 0.884345736505932,\n", " 0.6450644151288935,\n", " 0.6926707513098556,\n", " 0.8300045723793646,\n", " 0.7527843223961161,\n", " 0.6295266154951213,\n", " 0.7027812640068022,\n", " 0.696356743109164,\n", " 0.8335565554645065,\n", " 0.684867521094314,\n", " 0.7311116893158628,\n", " 0.8416248192493764,\n", " 0.688557517167185,\n", " 0.8859621221105757,\n", " 0.6959533523021092,\n", " 0.5991642058747487,\n", " 0.7438368985057613,\n", " 0.6067098382430428,\n", " 0.9189835782020225,\n", " 0.9193123781354243,\n", " 0.6762839907109021,\n", " 0.8258577280549753,\n", " 0.6632392697642343,\n", " 0.901591356902589,\n", " 0.755052655401264,\n", " 0.671251897020298,\n", " 0.9131897312680054,\n", " 0.8931763671867785,\n", " 0.7487847217788717,\n", " 0.7720873242844853,\n", " 0.6379893983313186,\n", " 0.8680455066118258,\n", " 0.6758885244693811,\n", " 0.9232080995081232,\n", " 0.6229938180875837,\n", " 0.6692720142443704,\n", " 0.604512632644633,\n", " 0.9160689600709706,\n", " 0.9341944187050525,\n", " 0.8675373654726285,\n", " 0.8977108831549478,\n", " 0.9039880987783405,\n", " 0.932589857827043,\n", " 0.6458781407024579,\n", " 0.8073165098109034,\n", " 0.9260881533096118,\n", " 0.9465288778407068,\n", " 0.684731557293097,\n", " 0.927813188628591,\n", " 0.7353310560339894,\n", " 0.7508044336351216,\n", " 0.8184785834777007,\n", " 0.7622321141669548,\n", " 0.8094465112040645,\n", " 0.6631011130209508,\n", " 0.8794932308741696,\n", " 0.8110281416541338,\n", " 0.917217601518828,\n", " 0.9369349416141832,\n", " 0.8487632332903742,\n", " 0.8600190028689879,\n", " 0.5917476143098196,\n", " 0.6713614319299018,\n", " 0.8924524206673967,\n", " 0.8035306602014278,\n", " 0.8818343809790574,\n", " 0.8284051661586264,\n", " 0.9560781429372155,\n", " 0.9604603046561845,\n", " 0.9363546362469211,\n", " 0.6940436071924206,\n", " 0.7425872733688912,\n", " 0.964338840794675,\n", " 0.7940362892021781,\n", " 0.7953794205074799,\n", " 0.9150361721873831,\n", " 0.6529386373570832,\n", " 0.9375423154114273,\n", " 0.784931833407136,\n", " 0.9130694818184691,\n", " 0.681831927932882,\n", " 0.7881822808795594,\n", " 0.7176206600131166,\n", " 0.7782499659860735,\n", " 0.679520907988663,\n", " 0.7136238914560566,\n", " 0.6924370414164521,\n", " 0.9320392572404685,\n", " 0.9316498432039481,\n", " 0.9303685432459744,\n", " 0.9549813966565105,\n", " 0.7263495566487685,\n", " 0.9247059270439739,\n", " 0.7762586193849536,\n", " 0.7516014086893406,\n", " 0.7730964779612973,\n", " 0.792254729098666,\n", " 0.9209200011357218,\n", " 0.8997538076335868,\n", " 0.9670022924739546,\n", " 0.9746702054493112,\n", " 0.6972816027316693,\n", " 0.7839925899703691,\n", " 0.6832740810420149,\n", " 0.6164076723397828,\n", " 0.8849291402167557,\n", " 0.6602920031360757,\n", " 0.8675017387108913,\n", " 0.7819969295144251,\n", " 0.8405390063181627,\n", " 0.7066253735178609,\n", " 0.8374000684720513,\n", " 0.8103443126357414,\n", " 0.8466544723564163,\n", " 0.7072017800383984,\n", " 0.8856082352328303,\n", " 0.8794908527365151,\n", " 0.9480940329714693,\n", " 0.6676137572431292,\n", " 0.8342168767041878,\n", " 0.9300179123509015,\n", " 0.8599660539410989,\n", " 0.7704736514412975,\n", " 0.6780073059468226,\n", " 0.7477203034844656,\n", " 0.7233034830748462,\n", " 0.8614833500143926,\n", " 0.8120631135915141,\n", " 0.9557415513830884,\n", " 0.7528034297690296,\n", " 0.730377341361201,\n", " 0.6143882415769483,\n", " 0.7345919543261296,\n", " 0.9573823402464616,\n", " 0.9146823634697857,\n", " 0.9308797092163359,\n", " 0.7564230413267823,\n", " 0.8146426622456072,\n", " 0.6046746917147694,\n", " 0.8566952027069584,\n", " 0.9134920792597053,\n", " 0.8274708521634184,\n", " 0.8453498581997623,\n", " 0.8212291822050864,\n", " 0.662892766806539,\n", " 0.6910625407008028,\n", " 0.7658157409973548,\n", " 0.738209731862792,\n", " 0.636079926029248,\n", " 0.8647036649107059,\n", " 0.8666744247006015,\n", " 0.8083708793377363,\n", " 0.6816188971392626,\n", " 0.7582040555383672,\n", " 0.9559264551059311,\n", " 0.7431482100264833,\n", " 0.7081695439226543,\n", " 0.7355564232309066,\n", " 0.7882812150406756,\n", " 0.6179828511373492,\n", " 0.9079798523291135,\n", " 0.6467869821091804,\n", " 0.8348875855763719,\n", " 0.8625262164911611,\n", " 0.923558457269306,\n", " 0.716856733561278,\n", " 0.8648405261028144,\n", " 0.8760787412221497,\n", " 0.7390570326095784,\n", " 0.8656940844321178,\n", " 0.8197598158130667,\n", " 0.7477326207131221,\n", " 0.9625579204630279,\n", " 0.9661170512420872,\n", " 0.7081139670261142,\n", " 0.8145393898247444,\n", " 0.746082008345472,\n", " 0.7621033016820188,\n", " 0.7275305904934648,\n", " 0.8732667683279816,\n", " 0.7099881860152285,\n", " 0.832937082530816,\n", " 0.8867664788003672,\n", " 0.960611894712008,\n", " 0.8789946505494655,\n", " 0.8013190441666006,\n", " 0.7450805083162636,\n", " 0.8988847793104392,\n", " 0.6506548388056144,\n", " 0.874118603310958,\n", " 0.9674156326233794,\n", " 0.9524488375610806,\n", " 0.9577448690663449,\n", " 0.9626844371023474,\n", " 0.863827053299314,\n", " 0.9022620639851324,\n", " 0.6891235739705351,\n", " 0.5799749045675643,\n", " 0.7550943642319113,\n", " 0.818352846779479,\n", " 0.8278584346770494,\n", " 0.7258513456559055,\n", " 0.9087765746118336,\n", " 0.7820560578334724,\n", " 0.6294797852759552,\n", " 0.857257592632554,\n", " 0.9607208121301605,\n", " 0.6380856388581556,\n", " 0.779500644136331,\n", " 0.6570728850192658,\n", " 0.8604409955787627,\n", " 0.9205930596811334,\n", " 0.6955688395030902,\n", " 0.884238038479324,\n", " 0.7673068952593588,\n", " 0.8595617390037672,\n", " 0.8128053531352748,\n", " 0.9590896165789842,\n", " 0.95739808144666,\n", " 0.8660693914249793,\n", " 0.9358492827800476,\n", " 0.7270330846706541,\n", " 0.9045715626855766,\n", " 0.8623415510560324,\n", " 0.9501235498086535,\n", " 0.9633606667002574,\n", " 0.892008297321723,\n", " 0.9484038992689168,\n", " 0.9562764757750254,\n", " 0.9658466520858159,\n", " 0.9752643266603035,\n", " 0.9773243332790024,\n", " 0.9477796575311311,\n", " 0.9525671835923906,\n", " 0.9229870325907281,\n", " 0.9776946744534899,\n", " 0.9267369987131876,\n", " 0.9466841933283618,\n", " 0.9166827707761068,\n", " 0.7411912179422833,\n", " 0.9625242177841682,\n", " 0.9149938290112225,\n", " 0.829852830072105,\n", " 0.6478870780205324,\n", " 0.8352969504130342,\n", " 0.8349381224385752,\n", " 0.9195702656435883,\n", " 0.7929508076066014,\n", " 0.9071340401124721,\n", " 0.915245721185491,\n", " 0.7896111753844857,\n", " 0.7015846964729838,\n", " 0.8362276850016237,\n", " 0.938164879934342,\n", " 0.761540859536253,\n", " 0.6925312448104626,\n", " 0.7559427766068785,\n", " 0.8512631098273423,\n", " 0.9369099410412581,\n", " 0.9559336752364359,\n", " 0.9340152722949404,\n", " 0.9181625157036125,\n", " 0.9707522614673743,\n", " 0.9538309697566798,\n", " 0.6355290465988719,\n", " 0.662585927409712,\n", " 0.8229695875647283,\n", " 0.9689276148789498,\n", " 0.9680853759558877,\n", " 0.6275069961917796,\n", " 0.8706770383188507,\n", " 0.8365058521953538,\n", " 0.6497548641539732,\n", " 0.7037613544846868,\n", " 0.6872189476403235,\n", " 0.8298537787949252,\n", " 0.9604610789963319,\n", " 0.7042036559382358,\n", " 0.9756336105921963,\n", " 0.6012036519486276,\n", " 0.9492762945401079,\n", " 0.9071032392148728,\n", " 0.956608226277481,\n", " 0.9305910286725442,\n", " 0.9710374644368482,\n", " 0.9733516437837124,\n", " 0.9327594800180017,\n", " 0.8832872364627901,\n", " 0.7798152896035433,\n", " 0.8486756600116641,\n", " 0.7697918273108877,\n", " 0.6678749175965187,\n", " 0.9665077405500773,\n", " 0.7878934518470058,\n", " 0.7931731376681203,\n", " 0.8261826823171313,\n", " 0.8506355424906228,\n", " 0.9256761335185285,\n", " 0.9603036417898376,\n", " 0.7926945915011231,\n", " 0.6559009064400957,\n", " 0.8652894142632656,\n", " 0.8521595070276466,\n", " 0.7374448846038132,\n", " 0.8889797738089292,\n", " 0.7716327306907161,\n", " 0.8918106457184236,\n", " 0.7137459092871576,\n", " 0.7209655957180975,\n", " 0.7741881907462436,\n", " 0.7843123981965187,\n", " 0.593101859800014,\n", " 0.7943295992655652,\n", " 0.6016730904057636,\n", " 0.8168726290734108,\n", " 0.8194940444916254,\n", " 0.8815029828212003,\n", " 0.7057312689441815,\n", " 0.9643466204763205,\n", " 0.8898245903338744,\n", " 0.7451474349569457,\n", " 0.615009381490394,\n", " 0.7022396613190122,\n", " 0.7486556009860065,\n", " 0.9080688579726549,\n", " 0.9037952774395837,\n", " 0.9208348721330785,\n", " 0.9569739810287091,\n", " 0.7436972485894014,\n", " 0.6395845162053703,\n", " 0.9523280392489847,\n", " 0.9336579145438831,\n", " 0.8735777179538378,\n", " 0.9556923340796795,\n", " 0.934396051541518,\n", " 0.9290306135519634,\n", " 0.91821613254346,\n", " 0.9259514808254354,\n", " 0.8207324002152783,\n", " 0.6384525856914876,\n", " 0.8275185473165311,\n", " 0.9647560658821633,\n", " 0.9055899823647398,\n", " 0.69105837613923,\n", " 0.617551964641042,\n", " 0.7201044335705701,\n", " 0.8117060232088793,\n", " 0.831878136334565,\n", " 0.8410369606655955,\n", " 0.808014279377941,\n", " 0.6752468686613249,\n", " 0.6611181187520351,\n", " 0.7958004032047605,\n", " 0.6787008440100482,\n", " 0.8398328668179288,\n", " 0.7879852121840575,\n", " 0.888164152952494,\n", " 0.785317687507849,\n", " 0.7306578712215909,\n", " 0.7571046952931494,\n", " 0.6654296715237836,\n", " 0.7534262324589346,\n", " 0.952097154418911,\n", " 0.8110408372232774,\n", " 0.7501967581270518,\n", " 0.8269973250078702,\n", " 0.9234977219327871,\n", " 0.6981985264601323,\n", " 0.868560692065565,\n", " 0.7781274784498995,\n", " 0.7327709187124637,\n", " 0.7738624778990429,\n", " 0.9574093527974498,\n", " 0.9496102342449279,\n", " 0.666750891265965,\n", " 0.9539255183308768,\n", " 0.946983590032812,\n", " 0.8027795332665772,\n", " 0.8185630247427826,\n", " 0.8517085022073089,\n", " 0.9150018885084206,\n", " 0.716144627803873,\n", " 0.9539773139186567,\n", " 0.9299185796475354,\n", " 0.8698190774969453,\n", " 0.9362872102223848,\n", " 0.7713830383082633,\n", " 0.5892477549430738,\n", " 0.5991913855181707,\n", " 0.9452647825384659,\n", " 0.8184859323739646,\n", " 0.9158686301389632,\n", " 0.969890357558849,\n", " 0.8055226843298793,\n", " 0.9804328001458703,\n", " 0.9562917592849451,\n", " 0.953677770001465,\n", " 0.8765201574356333,\n", " 0.9658978197854868,\n", " 0.9713846107556898,\n", " 0.746095024936757,\n", " 0.8450180246666351,\n", " 0.8905920764247989,\n", " 0.7961899597636809,\n", " 0.8203688568370926,\n", " 0.8743438223306144,\n", " 0.8100801061816545,\n", " 0.8141092111470002,\n", " 0.9271179780069337,\n", " 0.638705740136704,\n", " 0.6833352119261247,\n", " 0.7158868856311494,\n", " 0.9647028188384595,\n", " 0.7440560565482724,\n", " 0.6566210255176004,\n", " 0.7052154199943161,\n", " 0.7377653501783976,\n", " 0.9783127849369472,\n", " 0.9753196334364294,\n", " 0.8569784237254192,\n", " 0.6690294932374865,\n", " 0.6331362918903448,\n", " 0.69133979002172,\n", " 0.7832192645172236,\n", " 0.6495149609650109,\n", " ...]" ] }, "execution_count": 195, "metadata": {}, "output_type": "execute_result" } ], "source": [ "auc_ll" ] }, { "cell_type": "code", "execution_count": 194, "id": "6645894f", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "nan" ] }, "execution_count": 194, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sum(auc_ll)/len(auc_ll)\n" ] }, { "cell_type": "code", "execution_count": 196, "id": "ace90b9c", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "nan" ] }, "execution_count": 196, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sum(auc_ll)" ] }, { "cell_type": "code", "execution_count": 26, "id": "9a49f903", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "import seaborn as sns\n", "sns.histplot(auc_ll)\n" ] }, { "cell_type": "code", "execution_count": 606, "id": "e192fd2a", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 606, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "import seaborn as sns\n", "sns.histplot(auc_ll)\n" ] }, { "cell_type": "code", "execution_count": 197, "id": "0834a1d2", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 197, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.histplot(auc_ll)" ] }, { "cell_type": "code", "execution_count": 579, "id": "ef93d330", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.794695681018479" ] }, "execution_count": 579, "metadata": {}, "output_type": "execute_result" } ], "source": [ "d2['auc_de'].mean()" ] }, { "cell_type": "code", "execution_count": 315, "id": "342c6894", "metadata": {}, "outputs": [], "source": [ "from hicmatrix import HiCMatrix as hm\n", "from hicmatrix.lib import MatrixFileHandler\n", "import pandas as pd\n", "import numpy as np\n", "import seaborn as sns\n", "import numpy as np\n", "import pandas as pd\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "sns.set(style='white', font_scale=1.25)\n", "plt.rc(\"axes.spines\", top=False, right=False)\n", "plt.rc('xtick', bottom=True)\n", "plt.rc('ytick', left=True)\n", "import joypy" ] }, { "cell_type": "code", "execution_count": 324, "id": "6525b2eb", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "GO:0005618\n", "GO:0009536\n", "GO:0009579\n", "GO:0015979\n" ] } ], "source": [ "import pandas as pd\n", "import numpy as np\n", "import statsmodels.api as sm\n", "auc_GO_terms_manw_three_list_hic_exp = []\n", "for resolution in [100]:\n", " if species == 'drosophila':\n", " fpath = f'/grid/gillis/data/lohia/hi_c_data_processing/data_human/aggregates/1kbp_raw/max/inter_only/'\n", " else:\n", " fpath = f'/grid/gillis/data/lohia/hi_c_data_processing/data_human/aggregates/{resolution}kbp_raw/max/'\n", " for fname in ['hic_gene_corr_inter_excluding_intra_nanranked_ind_1_percent_per_chr.csv']:\n", " \n", " df = pd.read_csv(f'/grid/gillis/data/lohia/hi_c_data_processing/software/CoCoCoNet/gene2go/{species}_gene2go.csv', delim_whitespace=True)\n", "\n", " df['val'] = 1\n", "\n", " go_table = pd.pivot_table(df, index=['NetworkIDs'],columns=['GO_term'])\n", "\n", " go_table = go_table.fillna(0)\n", "\n", " go_table = pd.DataFrame(go_table.values , index=go_table.index , columns = [x[1] for x in go_table.columns])\n", "\n", "\n", " #df_hic_auc = pd.read_csv(f'/grid/gillis/data/lohia/hi_c_data_processing/data_{species}/aggregates/10kbp_raw/max/inter_only/hic_gene_KR_inter_10_percent_per_chr_mouse_aggregates.csv', sep='\\t')\n", "\n", " #df_hic_auc = pd.read_csv(f'{fpath}/{fname}', sep='\\t')\n", " \n", " df_hic_auc = df1\n", "\n", "\n", " go_df_scores = go_table.merge(df_hic_auc, left_on=go_table.index, right_on='gene_id_exp_file')\n", " GO_groups = pd.read_csv('/grid/gillis/home/lohia/notebooks_proj2_marker_v2/goslim_panther.txt', sep=\" \", names=[\"del\",\"go_id\"])\n", " GO_groups_des = pd.read_csv('/grid/gillis/home/lohia/notebooks_proj2_marker_v2/goslim_panther_description.txt', sep=\":\", names=[\"del\",\"des\"])\n", " GO_groups_ben = pd.read_csv('/grid/gillis/data/lohia/hi_c_data_processing/genomes_jlee/aug4.GOslim', names=[\"go_id\"])\n", " GO_groups_type = pd.read_csv('/grid/gillis/home/lohia/notebooks_proj2_marker_v2/goslim_panther_process.txt', sep=\" \", names=[\"del\",\"type\"])\n", "\n", "\n", "\n", "\n", " from scipy.stats import mannwhitneyu\n", " import scipy.stats as stats\n", " z_list = []\n", " z_p_dict = []\n", " des_list = []\n", " for go_id in GO_groups[\"go_id\"].tolist():\n", " \n", " if go_id in GO_groups_ben[\"go_id\"].tolist():\n", "\n", " try:\n", "\n", " t_p_scores = go_df_scores[go_df_scores[go_id] ==1 ]['auc_de'].tolist()\n", "\n", " t_n_scores = go_df_scores[go_df_scores[go_id] ==0 ]['auc_de'].tolist()\n", " \n", "\n", "\n", " U1, p_val = mannwhitneyu(t_p_scores, t_n_scores, use_continuity=False, alternative='greater')\n", " #nx, ny = len(t_p_scores), len(t_n_scores)\n", " #N = nx + ny\n", " #z = (U1 - nx*ny/2) / np.sqrt(nx*ny * (N + 1)/ 12)\n", " #p = stats.norm.sf(z)\n", " z_list.append(U1)\n", " z_p_dict.append(p_val)\n", "\n", " #print (p, p_val)\n", " except:\n", " print (go_id)\n", " z_list.append(np.nan)\n", " z_p_dict.append(np.nan)\n", "\n", "\n", " auc_GO_terms_manw = pd.DataFrame(list(zip(GO_groups[\"go_id\"].tolist(), z_p_dict , z_list, GO_groups_des['des'].tolist(), GO_groups_type['type'].tolist())), columns=['id', 'P_val_agg', 'U1_stat', 'des', 'type'])\n", " auc_GO_terms_manw['species'] = species\n", " auc_GO_terms_manw.dropna(subset=['P_val_agg'], inplace=True)\n", " p_val_adjusted = sm.stats.multipletests(auc_GO_terms_manw['P_val_agg'].values, method='fdr_bh')\n", " auc_GO_terms_manw['adjusted_P_val_agg'] = p_val_adjusted[1]\n", " auc_GO_terms_manw.to_csv(f'{fpath}/GO_{fname}', sep='\\t', index=False)\n", " auc_GO_terms_manw_three_list_hic_exp.append(auc_GO_terms_manw)\n" ] }, { "cell_type": "code", "execution_count": 325, "id": "af31da8c", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/grid/gillis/home/lohia/.conda/envs/hicexplorer/lib/python3.8/site-packages/seaborn/axisgrid.py:88: UserWarning: Tight layout not applied. The left and right margins cannot be made large enough to accommodate all axes decorations. \n", " self._figure.tight_layout(*args, **kwargs)\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 325, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ " df_whole = auc_GO_terms_manw_three_list_hic_exp[0]\n", " df_whole['adjusted_P_val_agg_log'] = [-1*np.log10(x) for x in df_whole['adjusted_P_val_agg']]\n", "\n", " sns.catplot(data=df_whole[df_whole['adjusted_P_val_agg'] <= 0.05].sort_values(['adjusted_P_val_agg']), y='des', x='adjusted_P_val_agg_log', height=10, aspect=8/9.5, kind='bar', dodge=False, col='species', hue='type')\n", " " ] }, { "cell_type": "code", "execution_count": 437, "id": "c2e72064", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/grid/gillis/home/lohia/.conda/envs/hicexplorer/lib/python3.8/site-packages/seaborn/axisgrid.py:88: UserWarning: Tight layout not applied. The left and right margins cannot be made large enough to accommodate all axes decorations. \n", " self._figure.tight_layout(*args, **kwargs)\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 437, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ " df_whole = auc_GO_terms_manw_three_list_hic_exp[0]\n", " df_whole['adjusted_P_val_agg_log'] = [-1*np.log10(x) for x in df_whole['adjusted_P_val_agg']]\n", "\n", " sns.catplot(data=df_whole[df_whole['adjusted_P_val_agg'] >= 0.95].sort_values(['adjusted_P_val_agg']), y='des', x='adjusted_P_val_agg_log', height=10, aspect=8/9.5, kind='bar', dodge=False, col='species', hue='type')\n", " " ] }, { "cell_type": "code", "execution_count": 438, "id": "b7dbe740", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "GO:0005618\n", "GO:0009536\n", "GO:0009579\n", "GO:0015979\n" ] } ], "source": [ "import pandas as pd\n", "import numpy as np\n", "import statsmodels.api as sm\n", "auc_GO_terms_manw_three_list_hic_exp = []\n", "for resolution in [100]:\n", " if species == 'drosophila':\n", " fpath = f'/grid/gillis/data/lohia/hi_c_data_processing/data_human/aggregates/1kbp_raw/max/inter_only/'\n", " else:\n", " fpath = f'/grid/gillis/data/lohia/hi_c_data_processing/data_human/aggregates/{resolution}kbp_raw/max/'\n", " for fname in ['hic_gene_corr_inter_excluding_intra_nanranked_ind_1_percent_per_chr.csv']:\n", " \n", " df = pd.read_csv(f'/grid/gillis/data/lohia/hi_c_data_processing/software/CoCoCoNet/gene2go/{species}_gene2go.csv', delim_whitespace=True)\n", "\n", " df['val'] = 1\n", "\n", " go_table = pd.pivot_table(df, index=['NetworkIDs'],columns=['GO_term'])\n", "\n", " go_table = go_table.fillna(0)\n", "\n", " go_table = pd.DataFrame(go_table.values , index=go_table.index , columns = [x[1] for x in go_table.columns])\n", "\n", "\n", " #df_hic_auc = pd.read_csv(f'/grid/gillis/data/lohia/hi_c_data_processing/data_{species}/aggregates/10kbp_raw/max/inter_only/hic_gene_KR_inter_10_percent_per_chr_mouse_aggregates.csv', sep='\\t')\n", "\n", " #df_hic_auc = pd.read_csv(f'{fpath}/{fname}', sep='\\t')\n", " \n", " df_hic_auc = d2\n", "\n", "\n", " go_df_scores = go_table.merge(df_hic_auc, left_on=go_table.index, right_on='gene_id_exp_file')\n", " GO_groups = pd.read_csv('/grid/gillis/home/lohia/notebooks_proj2_marker_v2/goslim_panther.txt', sep=\" \", names=[\"del\",\"go_id\"])\n", " GO_groups_des = pd.read_csv('/grid/gillis/home/lohia/notebooks_proj2_marker_v2/goslim_panther_description.txt', sep=\":\", names=[\"del\",\"des\"])\n", " GO_groups_ben = pd.read_csv('/grid/gillis/data/lohia/hi_c_data_processing/genomes_jlee/aug4.GOslim', names=[\"go_id\"])\n", " GO_groups_type = pd.read_csv('/grid/gillis/home/lohia/notebooks_proj2_marker_v2/goslim_panther_process.txt', sep=\" \", names=[\"del\",\"type\"])\n", "\n", "\n", "\n", "\n", " from scipy.stats import mannwhitneyu\n", " import scipy.stats as stats\n", " z_list = []\n", " z_p_dict = []\n", " des_list = []\n", " for go_id in GO_groups[\"go_id\"].tolist():\n", " \n", " if go_id in GO_groups_ben[\"go_id\"].tolist():\n", "\n", " try:\n", "\n", " t_p_scores = go_df_scores[go_df_scores[go_id] ==1 ]['auc'].tolist()\n", "\n", " t_n_scores = go_df_scores[go_df_scores[go_id] ==0 ]['auc'].tolist()\n", " \n", "\n", "\n", " U1, p_val = mannwhitneyu(t_p_scores, t_n_scores, use_continuity=False, alternative='greater')\n", " #nx, ny = len(t_p_scores), len(t_n_scores)\n", " #N = nx + ny\n", " #z = (U1 - nx*ny/2) / np.sqrt(nx*ny * (N + 1)/ 12)\n", " #p = stats.norm.sf(z)\n", " z_list.append(U1)\n", " z_p_dict.append(p_val)\n", "\n", " #print (p, p_val)\n", " except:\n", " print (go_id)\n", " z_list.append(np.nan)\n", " z_p_dict.append(np.nan)\n", "\n", "\n", " auc_GO_terms_manw = pd.DataFrame(list(zip(GO_groups[\"go_id\"].tolist(), z_p_dict , z_list, GO_groups_des['des'].tolist(), GO_groups_type['type'].tolist())), columns=['id', 'P_val_agg', 'U1_stat', 'des', 'type'])\n", " auc_GO_terms_manw['species'] = species\n", " auc_GO_terms_manw.dropna(subset=['P_val_agg'], inplace=True)\n", " p_val_adjusted = sm.stats.multipletests(auc_GO_terms_manw['P_val_agg'].values, method='fdr_bh')\n", " auc_GO_terms_manw['adjusted_P_val_agg'] = p_val_adjusted[1]\n", " auc_GO_terms_manw.to_csv(f'{fpath}/GO_{fname}', sep='\\t', index=False)\n", " auc_GO_terms_manw_three_list_hic_exp.append(auc_GO_terms_manw)\n" ] }, { "cell_type": "code", "execution_count": 439, "id": "451c3dd2", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/grid/gillis/home/lohia/.conda/envs/hicexplorer/lib/python3.8/site-packages/seaborn/axisgrid.py:88: UserWarning: Tight layout not applied. The left and right margins cannot be made large enough to accommodate all axes decorations. \n", " self._figure.tight_layout(*args, **kwargs)\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 439, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABVsAAALeCAYAAAC0g8GZAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAAEAAElEQVR4nOzdeXRNV//H8U+QiDkNkdZYQ11DRGJKEVRCSyrGtpSa56ExE0MnYyhaUyVqFh5DJEWqTUsFMUTRllZRQSOCmqkQSeT3h5Xzc2WQcIm279daWcs9Z599vmefE0+fj333sUpOTk4WAAAAAAAAAOCJ5MjuAgAAAAAAAADg34CwFQAAAAAAAAAsgLAVAAAAAAAAACyAsBUAAAAAAAAALICwFQAAAAAAAAAsgLAVAAAAAAAAACyAsBUAAAAA/kF8fX3Vpk2b7C4jU2JiYmQymbRt27bsLgUAgGciV3YXAAAAAADIvP79++vOnTvZXQYAAEgDYSsAAAAA/IOUKlUqu0sAAADpYBkBAAAAAHiEP/74Qz169FDt2rXl4uKiZs2aaeXKlcb+Tp06ycfHR2vWrJGHh4ecnZ3Vu3dvXbhwwayf+Ph4TZs2TQ0bNpSTk5NatGih7du3pzrf2rVr5e3trapVq6pu3bry8fHRzZs3JaW9jEBsbKyGDBmi2rVrq1q1aurRo4dOnjxp1iYgIEBNmjQx+uzRo4cuXrxoqSHK0O3bt/Xhhx+qRo0aatCggWbPnq179+4Z+9O6prSWIDCZTFq6dKn8/Pzk5uYmNzc3LVq0SJIUEhIiT09P1axZU6NHj1Z8fLxx3F9//aXRo0fL09NTzs7OeuONN/TZZ5/p7t27qc63efPmDGsFACAjzGwFAAAAgEfo16+fypYtq08//VQ2NjY6efKkbt26Zdbmp59+0qlTp+Tr66v4+HhNnz5d/fv31/r16402Pj4+OnTokN5//32VKlVK33zzjfr166f169erUqVKkqQvvvhCs2fPVocOHTRixAjduXNH4eHhiouLU4ECBVLVdu3aNXXo0EF2dnb6+OOPlSdPHi1YsEDdunVTWFiYbG1t9dVXX8nf31/Dhw/XK6+8omvXrmnv3r26fft2utecnJyspKSkR45NrlyP/r+V06dP1+uvv67Zs2drz549mjdvnsqXLy8vL69HHvuwxYsX67XXXtOMGTMUHh6uadOm6fLlyzp8+LDGjRun2NhYTZkyRWXKlFHv3r0lSVevXpWdnZ1Gjx6tggUL6vTp05ozZ46uXr2q8ePHP7VaAQD/PYStAAAAAJCBK1eu6MyZM5o3b55MJpMkqU6dOmm2W716tYoXLy5JKlasmDp06KAdO3aoQYMG2rNnj8LDw7VixQrVrl1bkuTu7q7Tp09r/vz5mj17tm7cuKGAgAB16dJFo0ePNvp+/fXX061v6dKlun37tr766ivZ2dlJkqpXry4PDw+tX79eHTt21KFDh+Tu7q6OHTtmqk9J2rdvnzp37vzI8dm6datKlCiRYZuaNWvK19dXklSvXj3t3LlT33///WMFmKVLlzYC0rp16+rbb7/VunXrtG3bNuXPn9+o/fvvvzfCVpPJpFGjRhl9VK9eXXny5NGYMWM0btw42djYPJVaAQD/PYStAAAAAJABOzs7vfTSS/roo4/UuXNnubm5qXDhwqnaVa5c2QhaJalGjRoqXLiwDh06pAYNGmj37t1ycHBQ9erVlZiYaLSrU6eOgoODJd2fHXvnzp1UX6nPyJ49e1S3bl3lz5/f6DdfvnyqUqWKfv31V0lSpUqVFBQUpNmzZ+u1115TlSpVlDNnzgz7rVKlioKCgh55/qJFiz6yTb169cw+ly9fXrGxsY88Li0PBt05cuRQiRIlZGtrawSt0v1A9qeffjI+Jycna9myZVq7dq1iYmLMlhg4d+6cSpcu/VRqBQD89xC2AgAAAEAGcuTIoUWLFunzzz/XmDFjdOfOHVWvXl3jxo1T5cqVjXZpBbCFCxc21kW9evWqLl68qCpVqqRqlxJ8Xrt2TZLk4OCQ6fquXr2qn3/+WZs3b061LyWYbNu2rW7duqU1a9Zo3rx5srOz07vvvqv3338/3dA1X758xtIGGcnMMgIFCxY0+2xtbW0WeGZFWn09qv9ly5Zp6tSp6t27t2rVqqWCBQvq8OHDGj9+fKo6LFkrAOC/h7AVAAAAAB6hXLlymjNnjhISErR//35Nnz5dvXv31o4dO5Qjx/33Dl++fDnVcZcvXzaC00KFCsnR0VHz5s1L9zwpywBcvHhR9vb2maqtUKFC8vDwUP/+/VPty5cvn6T7gXHXrl3VtWtXnTt3Tps2bdJnn30mR0dHvfvuu2n2a8llBB7FxsZGCQkJZtuuX7/+RH0+6Ntvv1XTpk01ZMgQY1tUVJTF+gcAIAVhKwAAAABkkrW1terUqaNu3bpp2LBhunHjhhGQHjlyRLGxsSpWrJgk6cCBA7p8+bKcnZ0l3Z9lumTJEuXNm1flypVLs39XV1fjhVYPrjGakTp16uibb77RK6+8Iltb20e2f+mll9S7d2+tX78+w8DRkssIPMqLL76os2fPKj4+Xrlz55Yk7dq164n7TXHnzh2zdVkladOmTRbrHwCAFIStAAAAAJCBo0ePatq0aWrWrJlKliypGzdu6Msvv1TFihWNoFWS7O3t1adPH73//vuKj4/X9OnTVaVKFTVo0EDS/bVA3d3d1b17d/Xq1Uvly5fX33//raNHjyo+Pl7Dhg1TwYIF1b9/f3322WdKSEhQgwYNdPfuXW3fvl0DBw6Uo6Njqvq6du2qjRs3qkuXLnrvvffk6OioS5cu6ccff1SNGjXUvHlzffjhhypUqJCqVaumAgUKKDIyUn/++adGjBiR7nXnz59fVatWtfh4pqVx48aaPXu2xo4dqzZt2ujIkSPGOraWULduXa1YsULOzs4qVaqUNm3apD///NNi/QMAkIKwFQAAAAAy4ODgoMKFC8vf319//fWXChYsKDc3Nw0fPtysnaurq+rUqaPJkyfrypUrql27tiZMmGDst7Ky0ty5c+Xv769ly5bp3LlzKlSokCpWrKhOnToZ7fr06aNChQpp+fLlWr16tQoVKqSaNWsaSwI8zN7eXmvWrNHnn3+uKVOm6MaNGypatKiqV68uk8kkSXJxcdHatWu1Zs0axcfHq1SpUpowYYIaN278FEYs6ypUqKDJkyfriy++0Pfff69XX31VkydPTneJg6waMGCArl69qlmzZkmSmjRponHjxqlv374W6R8AgBRWycnJydldBAAAAAD8k3Xq1EkvvPCCZs+end2lAACAbJQjuwsAAAAAAAAAgH8DwlYAAAAAAAAAsACWEQAAAAAAAAAAC2BmKwAAwH9UYmKiYmJilJiYmN2lAAAAAP8KhK0AAAD/UefPn5enp6fOnz+f3aUAAAAA/wqErQAAAAAAAABgAYStAAAAAAAAAGABhK0AAAAAAAAAYAGErQAAAAAAAABgAYStAAAAAAAAAGABhK0AAAAAAAD/EXcTkrK7BOBfLVd2FwAAAIDsNchvg3LntcvuMgAAwDOwalrH7C4B+FdjZisAAAAAAAAAWABhKwAAAAAAAABYAGErAAAAAAAAAFgAYSsAAAAAAAAAWABhKwAAAAAAAABYAGErAAAAAAAAAFgAYSsAAAAAAAAAWABhKwAAAAAAAABYAGErAAAAAAAAAFgAYSsAAAAAAAAAWABhKwAAAAAAAABYAGErAAAAAAAAAFgAYSsAAAAAAAAAWABhKwAAz7ng4GC5ublldxn/CCaTSdu2bcvuMgAAAAD8RxG2AgDwjBCaPn0RERGqV69eptvPmTNHbdq0eYoVAQAAAPgvyZXdBQAAgH+m5ORkJSUlKVeu5+c/JxwcHLK7BAAAAAD/YcxsBQDgGYiMjNTo0aN17do1mUwmmUwmzZkzR5IUHx8vPz8/ubu7y9XVVe3bt9fPP/+cYX8rV66Up6ennJyc5OXlpbCwMGNfTEyMTCaTvv32W7Vv317Ozs5q166dzp49q71798rb21uurq4aPHiw4uLijOPu3bsnf39/eXh4qFq1amrdurXCw8PNrsFkMmnHjh1q1aqVnJycdOTIkUcelxYPDw8FBARo2LBhcnFxkaenp3bt2qXY2Fh169ZNLi4uevvtt3X69GnjmNOnT6tv376qW7euXF1d1a5dO+3fv9+s3weXEUgZh++//14dOnRQtWrV9Pbbb+vEiROS7s80njt3rn777TfjngQHB0uSrl+/rjFjxsjNzU01atRQjx49FBUVZZwnZUZsUFCQXnvtNdWqVUsffvih7t69a7QJCQlRmzZt5OrqKnd3d/n6+ur69evG/pSZzuHh4XrjjTdUvXp1+fj46ObNm6nuScq99vDw0LJly4z9x48fV48ePeTi4iJ3d3eNHTvW7HgAAAAAzxZhKwAAz4Crq6vGjBkjOzs7RUREKCIiQt27d5ckTZgwQYcOHdKsWbO0YcMGNWjQQN26ddOFCxfS7CssLExTpkxR7969tWnTJrVo0UKDBw/Wb7/9ZtZu9uzZev/99xUUFKT4+HgNGzZMAQEBmjx5shYtWqTIyEiz4C4gIECbNm3ShAkTFBoaqvbt22vgwIE6cuSIWb8zZ87UqFGjtHnzZr388suZPu5hixcv1quvvqqvvvpKtWrV0vDhw/XBBx+oS5cuWr9+vXLlyqVPPvnEaH/r1i01atRIS5cuVXBwsFxdXdWnTx9duXIlw/PMmjVL/fv3V3BwsGxtbTV27FhJkpeXl7p3766KFSsa98TLy0uSNHjwYF27dk2LFi3SunXrVKpUKXXv3t0snD516pR2796thQsXasaMGdq0aZMR1kpSYmKiBg8erI0bN2rWrFk6fvy4xo8fb1bbrVu3FBgYqM8//1wLFy7UTz/9pAULFhj7582bp6VLl2rQoEHavHmz/Pz8VKhQIUnSjRs31KVLFzk7Oys4OFj+/v46ffq0fH190xyHGzduKCYmxuzn/PnzGY4dAAAAgKx5fr73BwDAv5iNjY0KFCggyfyr7rGxsQoJCdH27dtVpEgRSVL//v0VHh6ujRs3qlevXqn6WrJkid566y21a9dOktS3b18dOHBAixcv1owZM4x2vXr1MtYv7dixo8aNG6evvvpKlSpVkiQ1a9ZMkZGR6tevn+7evauAgAAtX75czs7OkqR27dpp7969Wrt2rT7++GOj38GDB6tOnTqSlKXjHubh4aG3335bktSvXz+FhISofv36eu211yRJXbp00fDhw3Xv3j3lyJFDVapUUZUqVYzjfX199d1332nnzp1q2bJluufp2bOn3N3dJUl9+vRRjx49dOfOHdna2ipv3rzKmTOn2T3Zv3+/fvvtN0VERMjGxkaS9MEHH+j7779XeHi4EchK0sSJE5U3b16VL19eHh4eioyMVPv27SXJuDZJKlmypEaNGqUePXro008/VY4c9/+9OyEhQePHj1exYsUkSa1bt9bevXsl3Z/x/OWXX2r8+PFq0aKFJKlUqVJGn4GBgapataoGDRpkbBs/fry8vLx0+fJlFS5c2Gwcli1bprlz56Y7TgAAAACeHGErAADZ6Pjx40pMTFSTJk3MtsfHx6tixYppHhMVFaUOHTqYbatevbq+++47s20mk8n4c0rwVr58ebNtP/74oyTpzz//1O3bt9WlSxezPhISElK91MvJycn4c1aOe1ha9b3yyivGtiJFiighIUE3btyQnZ2dbt26pTlz5ig8PFyXLl1SUlKS7ty5o3PnzmV4ngoVKhh/TglVr1y5YgScDzt27Jhu3ryZqv47d+7ozJkzxueSJUsqb968Zn0/OJv38OHDmjt3ro4dO6br16/r3r17SkhI0MWLF+Xo6ChJyp8/v1kdDg4Ounz5sqT7yybEx8enO45Hjx7V7t275erqmmpfdHR0qrC1S5cuat26tdm28+fPq2PHjmn2DwAAACDrCFsBAMhGcXFxsra2VkhIiKysrMz25c+fP93jHm6bnJycatuDL65K2WdtbW22LTk52ahDkr788stUL5mytbU1+5wnTx6z+jN73MPSqi+tl23du3dPkjR16lTt3btXI0eOVMmSJWVra6vevXsrISEhy+dJ6TMtt27d0osvvqilS5em2pfyFf60an14PHv27KmGDRtq+vTpsre3V1RUlAYOHGhWb0Z9PFzzw+Li4uTp6amhQ4em2pcS5j6oYMGCKliwYJp9AQAAALAMwlYAAJ4Ra2vrVCFfxYoVlZCQoKtXr6Y5QzEt5cqV04EDB+Tt7W1s++mnn1S2bNnHrq1cuXKytrbW+fPnVbNmzad+3OP46aef1LZtWzVu3FjS/ZdYPemao2ndk8qVK+uvv/6SjY2NXnrppcfq9+TJk7p27ZqGDx+uokWLSrr/grGsePnll2Vra6u9e/eqVatWqfZXrlxZW7duVYkSJZQzZ87HqhMAAACAZRG2AgDwjBQvXlw3b95UZGSkXnnlFeXJk0dly5aVl5eXRowYIV9fX5lMJl25ckU7d+5U7dq1Vbt27VT9dOvWTcOGDVOlSpXk5uamsLAwRUREKCgo6LFry58/v7p27apJkyYpMTFR1atX140bN7R//345OjqqWbNmFj3ucZQuXVphYWFq2LCh7t27pxkzZhhrnz6u4sWLKzo6WkePHlXRokWVP39+1a1bV1WrVlX//v01fPhwlSpVShcuXNDWrVv11ltvqVy5co/st1ixYrK2tlZgYKDefvttHTlyRIsWLcpSbblz51avXr3k5+ennDlzysXFRX/99ZdiYmLUsmVLdezYUWvWrNHw4cPVvXt3FSpUSKdOndKWLVs0YcKExx0SAAAAAE+AsBUAgGekevXqateunXx8fHTt2jUNHDhQ77//vqZOnap58+Zp8uTJ+uuvv2Rvby9XV1c1b948zX7eeOMNXbx4UQEBAZowYYJKlSqlzz//3OzlUY9j2LBhKly4sObPn6+zZ8+qYMGCqlq1qgYMGPBUjssqX19fjR49Wu3atVPhwoXVr18/Xb169Yn6fOONN/T999+rU6dOunHjhqZMmaI2bdpo4cKFmjFjhkaNGqVr166paNGiql27tuzs7DLVr729vfz8/DRz5kwtWbJEzs7OGjFihHx8fLJUX//+/WVlZaWZM2caa7127dpV0v2lAlatWqUZM2aoW7duSkhIUIkSJYyZvwAAAACePavkhxcGAwAAwH9CTEyMPD095dTER7nz2mV3OQAA4BlYNY2XYwJP05N99w4AAAAAAAAAIImwFQAAAAAAAAAsgrAVAAAAAAAAACyAsBUAAAAAAAAALICwFQAAAAAAAAAsgLAVAAAAAAAAACyAsBUAAAAAAAAALICwFQAAAAAAAAAsgLAVAAAAAAAAACyAsBUAAAAAAAAALICwFQAAAAAAAAAsgLAVAAAAAAAAACyAsBUAAAAAAAAALCBXdhcAAACA7DXLt6VKlCiR3WUAAIBn4G5Ckmysc2Z3GcC/FjNbAQAAAAAA/iMIWoGni7AVAAAAAAAAACyAsBUAAAAAAAAALICwFQAAAAAAAAAsgLAVAAAAAAAAACyAsBUAAAAAAAAALICwFQAAAAAAAAAsgLAVAAAAAAAAACyAsBUAAAAAAAAALICwFQAAAAAA4D/ibkJSdpcA/Kvlyu4CAAAAkL0G+W1Q7rx22V0GAAB4BlZN65jdJQD/asxsBQAAAAAAAAALIGwFAAAAAAAAAAsgbAUAAAAAAAAACyBsBQAAAAAAAAALIGwFAAAAAAAAAAsgbAUAAAAAAAAACyBsBQAAAAAAAAALIGwFAAAAAAAAAAsgbAUAAAAAAAAACyBsBQAAAAAAAAALIGwFAAAAAAAAAAsgbAUAAAAAAAAACyBsBQAAAAAAAAALIGwFAAAAAAAAAAsgbAWALAoODpabm5vxec6cOWrTpk02VpR1JpNJ27Zty+4ynronuTcxMTEymUw6fvy4havK/nP6+PjI19c33f1P65l++LweHh4KDAw0PsfGxqpTp06qVq2aatasme62583Dfyc8rn/i3yUAAAAAzOXK7gIAAHhaunfvrvfee++xjn3ppZcUERGhF154wcJVPf+eZNyyIigoSHny5DE++/v7Kz4+XqGhocqbN2+627KTh4dHqvHx8vJSw4YNs9SPyWSSv7+/GjVqZGx7VuMOAAAA4OkhbAWAf4m7d+/KxsYmu8t4ruTLl0/58uV7rGNz5swpBwcHC1f0z/Ak45YV9vb2Zp+jo6NVvXp1lSxZMsNtWfW0fzdsbW1la2v7xP08q3EHAAAA8PSwjACA/6Qff/xRHTp0ULVq1VS7dm317t1b8fHxkqT4+Hj5+fnJ3d1drq6uat++vX7++efHPldkZKRMJpN27twpb29vOTs7q2fPnrp+/bo2b96sxo0bq2bNmvr444+VlJRkHHft2jUNGzZMNWvWlIuLi/r27avY2Fhjf8pXjlevXi0PDw/ja8ydOnXSxIkT9fHHH6tGjRqqU6eOAgICUtV16dIl9enTR9WqVVPz5s21f/9+s/3ffPONvLy85OTkJE9PT61atcpsf1RUlNq3b6+qVavK29tbO3bskMlkUmRkpNHm+PHj6tGjh1xcXOTu7q6xY8fq5s2bxv5OnTpp8uTJmjx5smrWrKkGDRpo5cqVZuc5d+6cfHx8VKNGDbm5ucnHx0cXLlww9u/du1dt27ZVtWrVVKtWLXXs2FFXrlwxG6PMtH3Yw1/pT7mPe/bsUcuWLeXi4qKuXbsatYSHh6tatWr6+++/zfoZNWqUBg4caHxeuXKlPD095eTkJC8vL4WFhaV5/qSkJLm7u2vdunVm2/fu3SsnJyddvXo1U+OTmJioiRMnGvtnz56d5vke9PC4+fr6ysfHR/7+/qpTp47q1Kmjzz77LMM+MnPeB5cR8PDw0J49e7RkyRKZTCb5+vqmuU2Srl+/rjFjxsjNzU01atRQjx49FBUVlar+h383MntcUFCQXnvtNdWqVUsffvih7t69K+n+83r27FlNmDBBJpNJJpNJUuplBE6fPq2+ffuqbt26cnV1Vbt27cx+vzw8PCRJffv2lclkMj4/PO737t3T7NmzVb9+fTk5OalNmzbat2+fsf9Rz+TDbty4oZiYGLOf8+fPZ3gfAQAAAGQNYSuA/5xTp06pW7duqlKlitauXasVK1aoTp06unfvniRpwoQJOnTokGbNmqUNGzaoQYMG6tatW7oBRmbNmzdP48ePV2BgoE6cOCEfHx+Fhobqiy++0IwZMxQcHKyvv/7aaO/r66vjx49rwYIFWrVqlW7duqUBAwYoOTnZ7Fq2bdumL774QqtXrza2r1+/Xnnz5tW6des0fPhwzZ07V998841ZPV988YVat26tDRs2yGQyafjw4UpISJAkHTp0SEOHDlWLFi20adMm9e7dW5MnT9aWLVsk3Q+BBgwYoPz58ysoKEjjxo3TzJkzzfq/ceOGunTpImdnZwUHB8vf31+nT59OtVbo+vXrVaRIEQUFBalr166aMGGCEYAlJCSoR48esrOz0//+9z8FBgYqOTlZ/fr1071795SYmKiBAwfKzc1NoaGhWrVqlVq1apXm+GelbUbmzJmjjz76SKtXr9alS5c0depUSZK7u7vy5MljjJF0P7j//vvv5e3tLUkKCwvTlClT1Lt3b23atEktWrTQ4MGD9dtvv6U6T86cOdW0aVOFhoaabQ8NDZW7u7teeOGFR46PJC1atEibNm3S1KlTtXLlSkVHRysiIiLL171r1y5dvnxZK1eu1JgxYxQQEKCdO3em2z6r5w0KCpKrq6veffddRUREaOzYsWluk6TBgwfr2rVrWrRokdatW6dSpUqpe/fuiouLM/pL63cjs8ft3r1bCxcu1IwZM7Rp0yYFBwdLun/vX3zxRQ0dOlQRERHpXs+tW7fUqFEjLV26VMHBwXJ1dVWfPn2MYD8oKEiSNG3aNEVERBifH7Z06VItX75cY8aM0YYNG1S9enX17t071d9F6T2TD1u2bJk8PT3Nfjp27JjuPQEAAACQdSwjAOA/Z8GCBapevboR3EgyZqjFxsYqJCRE27dvV5EiRSRJ/fv3V3h4uDZu3KhevXo99nmHDh0qV1dXSVLLli21YMEC7d69Wy+88IIqVKigOnXqKDIyUi1atDCConXr1snZ2VmSNH36dHl4eGj37t2qV6+epPsB4tSpU2VnZ2d2rpIlS2rkyJGSpLJly+q3337TsmXL1KxZM6NN27Zt1bRpU0nSwIED1bRpU0VHR6tcuXJatmyZ3N3d1bdvX0lSmTJl9Pvvv2vhwoVq3LixIiIiFBMTo5UrV6pw4cJGHwMGDDD6DwwMVNWqVTVo0CBj2/jx4+Xl5aXLly8bx1WpUkW9e/eWdH/NysWLF2vfvn0qV66cNm/erBw5cmj8+PFGH35+fqpVq5Z+/fVXlSpVSjdv3tRrr71mfM38lVdeSXP8//7770y3zciQIUNUvXp1SfdnOqbM2MyVK5eaNm2qr7/+2ghxf/jhB1lZWem1116TJC1ZskRvvfWW2rVrJ+n+zMYDBw5o8eLFmjFjRqpztWjRQu3atdNff/2lokWL6u7du/ruu+/04YcfStIjx8fZ2VkrVqxQv3791LhxY0nSpEmTsry+qHT/K/9jxoyRlZWVypYtq5UrVyoyMlL169dPs31Wz2tvby9ra2vlyZPHbPmGh7ft379fv/32myIiIoylAT744AN9//33Cg8Pl5eXl6TUvxuZPU6SJk6cqLx586p8+fLy8PBQZGSk2rdvLzs7O+XMmVP58uXLcImJKlWqqEqVKsZnX19ffffdd9q5c6datmxpLJ9QsGDBDPtZvHix+vTpY/zejh07Vnv27NGqVas0ZMgQo116z+TDunTpotatW5ttO3/+PIErAAAAYEGErQD+c44dOyZPT8809x0/flyJiYlq0qSJ2fb4+HhVrFjxic6bEuhKUpEiRVSkSBGzly8VLlxYly9flnT/K/rW1taqWrWqsd/R0VHFixdXVFSUEbaWKFEiVdAqSdWqVTP77OLiok2bNqVbT0rgc+XKFZUrV05RUVF64403zNpXr15dmzdvlnR/9l/x4sWNwFSSWa2SdPToUe3evdsImB8UHR1tHFuhQgWzfUWLFjXG4ejRozp58mSqPpKSkhQdHS1nZ2e1aNFCPXv2VN26deXu7q5mzZqZ1ZXCzs4u020z8mC9Dg4ORq2S1Lx5c3Xp0kVXrlyRvb29QkND9frrryt37tyS7t/XDh06mPVXvXp1fffdd2mey9nZWSVLltTmzZvVtWtX7dixQwkJCcbz+6jxKVOmjC5evGgE9pKUO3duVapUKUvXLEnly5eXlZVVutf+oJs3b1rsvA87duyYbt68afa1fUm6c+eOzpw5Y3x++Hcjs8eVLFnS7EVcDg4OOnLkSJZqvHXrlubMmaPw8HBdunRJSUlJunPnjs6dO5fpPv7++29dvHjRCFElycrKSq6urmZLH0gZP5MPKliwoAoWLJilawEAAACQNYStAP6THgyNHhQXFydra2uFhISkapM/f/4nOmeuXP//V66VlZWsra1T1fTgEgFpSU5ONqvrwTe5P9zXo7Y9XI8k46vnabV/8NyPqlO6P5aenp4aOnRoqn2Ojo7Gnx8ehwf7j4uLk7Ozc5pfi04JST/99FN16dJFO3bsUEhIiGbNmqVVq1alOWs1K23T8/C4PTgWNWrUkKOjo7799ls1b95cO3bsSLVebkbjmpbmzZvr66+/VteuXRUaGipPT0/jvj9qfFJqy6j/zHqc59US533YrVu39OKLL2rp0qWp9hUqVMj488O/G5k97sH7K2XuOh82depU7d27VyNHjlTJkiVla2ur3r17G8t0ZEZ69y6t5yWjZxIAAADAs0XYCuA/x2Qyae/everfv3+qfRUrVlRCQoKuXr2a5ozMZ6VcuXJKSEjQ4cOHjdmBFy5cUGxsrMqVK/fI43/55ZdUn8uWLZul8x84cMBs208//WT0UbZsWZ09e9aYwSlJhw8fNmtfuXJlbd26VSVKlFDOnDkzfe6H+wgLC1PhwoUzDLudnJzk5OSkfv366c0331RYWFi6AWpW2maVlZWV3nzzTX399deytrZWoUKFzGZSpoxryhqukvm4psXb21vz5s3T0aNHFR4erlmzZhn7MjM+Dg4O+uWXX4znOT4+Xr///rtZ4G1pBQoUeGrnrVy5sv766y/Z2NjopZdeeurHPcza2trsRXZp+emnn9S2bVtjCYXr16+nehHVo/pJGcMDBw4Ys1uTk5P1888/G/0CAAAAeP7wgiwA/zm9e/fWwYMHNWnSJB0/flwnTpzQsmXLdPv2bZUtW1ZeXl4aMWKEtmzZojNnzuiXX37R3Llzzd4C/rSVKVNGjRo10tixY3Xw4EEdOXJEw4cPN9Z2fZTo6GhNnz5dp06dUkhIiNatW6fOnTtn+vxdunRRRESEAgICdPr0aa1Zs0ZBQUHq0aOHJKlevXoqUaKERo8erWPHjmnfvn364osvJP3/TLyOHTvq0qVLGj58uA4fPqzo6Ght375dH3zwQabr8Pb2VoECBTRw4EDt379fZ86c0Z49e/TRRx/pxo0bOnPmjGbOnKmff/5ZsbGxCg8P17lz59IML7PS9kl4e3vrwIEDWr58uby8vMyC5m7duikoKEhr1qzR6dOnFRAQoIiICHXr1i3d/sqUKaMqVapo5MiRsrW1NZaQyMz4SPfvg7+/v7Zu3aqoqCh98MEHunv3rkWvOS1P67x169ZV1apV1b9/f+3atUtnzpzR/v37NXXq1FRfr7fEcQ8rXry4fvzxR124cMF44dXDSpcurbCwMB09elRHjhzR0KFDlSNHjlT97NmzRxcvXtT169fT7Kd79+4KCAjQt99+q5MnT2rSpEk6e/ZsqqUoAAAAADw/mNkK4D+nTJkyWrRokWbOnKnVq1crb968cnV1Vfv27SXd/wrwvHnzNHnyZP3111+yt7eXq6urmjdv/kzrnDJliiZOnKhevXopKSlJr776qqZOnZqpr2a3bdtW169fV9u2bWVjY6N+/fqZvQDoUZydnTVz5kzNmTNHc+bMkaOjo0aPHm3MqMuZM6fmzZunsWPHqm3btnr55Zc1aNAgDRw40Fif1NHRUatWrdKMGTPUrVs3JSQkqESJElmalZc3b14FBgZq+vTpGjBggOLi4vTSSy+pXr16yp07t/LkyaMTJ04oODhY165d04svvpjutWal7ZOoUKGCKlSooGPHjmnSpElm+9544w1dvHhRAQEBmjBhgkqVKqXPP//c7GVKaWnRooWmTJmiDh06mH1l/FHjI0m9evXSpUuXNHLkSOXKlUvt27eXu7u7Ra85LU/rvDly5NDChQs1Y8YMjRo1SteuXVPRokVVu3btNNcvftLjHubj46MPP/xQjRs31t27d3Xs2LFUbXx9fTV69Gi1a9dOhQsXVr9+/XT16lWzNqNGjZKfn59Wr14tR0dH/fDDD6n66dq1q/7++29NnDhR165dU4UKFbRgwYKnOisZAAAAwJOxSmZhLwD4V+nUqZOcnJw0atSoZ3renTt3qlevXtq9e7extACA51tMTIw8PT3l1MRHufPaZXc5AADgGVg1rWN2lwD8qzGzFQDwWMLCwlSwYEGVKFFCp06d0sSJE9WwYUOCVgAAAADAfxZhKwDgsfz999+aPn26zp8/L3t7ezVo0EAjR47M7rIAAAAAAMg2hK0A8C+zYsWKZ3Ketm3bqm3bts/kXAAAAAAA/BPkeHQTAAAAAAAAAMCjELYCAAAAAAAAgAUQtgIAAAAAAACABRC2AgAAAAAAAIAFELYCAAAAAAAAgAUQtgIAAAAAAACABRC2AgAAAAAAAIAFELYCAAAAAAAAgAUQtgIAAAAAAACABRC2AgAAAAAAAIAF5MruAgAAAJC9Zvm2VIkSJbK7DAAA8AzcTUiSjXXO7C4D+NdiZisAAAAAAMB/BEEr8HQRtgIAAAAAAACABRC2AgAAAAAAAIAFELYCAAAAAAAAgAUQtgIAAAAAAACABRC2AgAAAAAAAIAFELYCAAAAAAAAgAUQtgIAAAAAAACABRC2AgAAAAAAAIAFELYCAAAAAAA8B+4lJmR3CQCeUK7sLgAAAADZ69cAX10oYJvdZQAA8J9XY+TC7C4BwBNiZisAAAAAAAAAWABhKwAAAAAAAABYAGErAAAAAAAAAFgAYSsAAAAAAAAAWABhKwAAAAAAAABYAGErAAAAAAAAAFgAYSsAAAAAAAAAWABhKwAAAAAAAABYAGErAAAAAAAAAFgAYSsAAAAAAAAAWABhKwAAAAAAAABYAGErAAAAAAAAAFgAYSsAAAAAAAAAWABhKwDgsU2dOlWdOnUyPnfq1ElTp07NxoqyJjAwUB4eHtldxjMxZ84ctWnTJrvLwCMEBwfLzc0tu8sAAAAA8JgIWwHgORYZGSmTySSTyaSKFSuqZs2aatOmjWbNmqXr16+btfX19ZXJZNLixYvNtqcX3ty6dUvVq1dX/fr1lZSUZJF658yZowEDBlikr/Q8yzAqJibGGH+TyaTatWvrvffe0/79+83azZkzRyaTSRMmTDDbnnL/bt26ZbY9OTlZHh4ecnFx0Y0bN576dQAAAAAAng3CVgD4B9iyZYt27typdevWqXv37vrhhx/UqlUrnT9/3qxd7ty5FRAQoL///vuRfW7evFnVq1eXvb29IiIiLFKnnZ2d8ufPn+7+hIQEi5znWVuxYoUiIiL0v//9TxUrVlSfPn106dIlsza5c+fWmjVrdObMmUf2t2fPHuXOnVt169bVpk2bnlbZ/wh3797N7hIAAAAAwGIIWwHgH8De3l4ODg4qU6aMmjdvrtWrV8vGxkaffvqpWTt3d3cVKlRICxcufGSf69evl7e3t7y9vbV+/fpM1TF//nzVqVNHNWrU0Mcff5wqPH14GQEPDw/5+/tr+PDhcnV11eTJkyVJ+/fvV/v27eXs7KxGjRpp2rRpZqFbfHy8pk6dqgYNGqhq1ap644039PXXXysyMlKjR4/WtWvXjNmmc+bMMY7x8/OTu7u7XF1d1b59e/38889m9a1bt04NGzaUi4uLBg8erJs3b2bquu3s7OTg4KBy5cpp8ODB+vvvv/XLL7+YtSlfvrxcXV01e/bsR/aX1bH39fWVj4+PZs+eLTc3N9WsWVOTJ082m5F87do1DRs2TDVr1pSLi4v69u2r2NjYNPs7cOCAnJycdOXKFbPtY8aMUd++fSX9/7IDq1evVoMGDeTq6qopU6YoKSlJn3/+udzc3FS/fn2tXbvWrI9z587Jx8dHNWrUkJubm3x8fHThwoVU1zJ37ly5u7sbSxuEhISoTZs2cnV1lbu7u3x9fc1mb589e1Z9+/ZVrVq15OLiIm9vb+3bt8/Yf/z4cfXo0UMuLi5yd3fX2LFjH3l/f/zxR3Xo0EHVqlVT7dq11bt3b8XHx2dqPB9nfFJmSm/evFnvvPOOqlatqpYtW+rQoUMZ1rllyxa1bNlSVatWVZMmTfTll1/q3r17kqTPP/9cDRs2NMbq3r176tSpk3EfAQAAADxbhK0A8A+UJ08evfvuu/rhhx/MArdcuXJp0KBBWrZsmS5fvpzu8SdPntSxY8fUuHFjNW/eXOHh4amCt4eFhoZq/vz5GjFihNatW6c8efIoODj4kbUuXLhQTk5O2rBhg7p3767o6Gj16tVLb775pjZt2qRPP/1UO3bs0PTp041jPvroI4WFhenjjz/W5s2bNW7cOOXOnVuurq4aM2aM7OzsFBERoYiICHXv3l2SNGHCBB06dEizZs3Shg0b1KBBA3Xr1s0I+g4ePKgPP/xQXbp0UUhIiKpWrZqpUPpBCQkJWrdunaT7Y/2wYcOGKTQ0VMeOHUu3jxs3bmjLli3y9vaWh4eH/vzzTx09evSR5965c6diYmK0cuVK+fn56auvvtKSJUuM/b6+vjp+/LgWLFigVatW6datWxowYICSk5NT9VWjRg2VLFlSGzduNLbdvn1b3377rdm6rqdOnVJkZKQWL14sPz8/rVixQr169ZIkrVmzRp06ddInn3yimJgYY3x69OghOzs7/e9//1NgYKCSk5PVr18/IxxMuZazZ89q6dKl+vzzzyVJiYmJGjx4sDZu3KhZs2bp+PHjGj9+vHHM+PHjdffuXQUGBmrjxo0aNGiQcufObYxply5d5OzsrODgYPn7++v06dPy9fVNdzxPnTqlbt26qUqVKlq7dq1WrFihOnXqGHVmZjyzOj4ppk+frt69eyskJESvvPKK+vTpo7i4uDTr3L9/v3x9fdWtWzfjd2HFihVasWKFJGngwIFycHDQJ598Iun+71tUVJQmTZqUqq8bN24oJibG7Ofh2fEAAAAAnkzq/6cIAPhHKFu2rOLi4nTt2jUVLlzY2O7l5aWFCxfqiy++0AcffJDmsUFBQfLw8FC+fPmUL18+ubi4aOPGjeratWu651uxYoXeeecdI4wbNWpUppYfqFu3rlm/Y8eOVatWrYwXa5UuXVojR46Uj4+PRo8erZiYGH311VdasWKFatWqJUkqWbKkcXyBAgUkSQ4ODsa22NhYhYSEaPv27SpSpIgkqX///goPD9fGjRvVq1cvBQYG6rXXXjPC2R49emjfvn36448/HnkNb7/9tnLkyKE7d+7o3r17qly5surUqZOqnYuLixo1aqTPPvtM/v7+afa1adMmVapUybim119/XevXr9fYsWMzrMHW1lYTJ06UjY2Nypcvrz///FNLlixRz549derUKW3btk3r1q2Ts7OzpPuBnoeHh3bv3q169eql6q9t27YKDg427k1YWJhsbGzUqFEjs3aTJk1S3rx5Vb58eVWrVk2XL1/W4MGDJUk9e/ZUQECADhw4oBIlSmjz5s3KkSOHWUjq5+enWrVq6ddffzVqy58/v8aPHy9ra2uzMU5RsmRJjRo1Sj169NCnn36qHDlyKDY2Vm+88YZMJpMkqVSpUkb7wMBAVa1aVYMGDTK2jR8/Xl5eXrp8+bLZ70eKBQsWqHr16mbjntJ3VsYzK+OTonPnzmrcuLFxfMOGDbVp0ya1a9cuVZ1z585V37591apVK2Ns+vXrpxUrVqhLly7KlSuXPv30U7Vu3VozZ87U4sWLNXv27DSvedmyZZo7d26q7QAAAAAsh7AVAP6h0pqxKElWVlYaMmSI+vfvn2Z4mpiYqI0bN5rNfPP29tby5cuN9q6urmb7xo8fr5MnT+q9994z66tatWr6888/M6zTycnJ7PPRo0d17NgxffXVV8a2e/fu6c6dO7p48aL++OMP5cqVSzVq1Miw3wcdP35ciYmJatKkidn2+Ph4VaxYUdL92bxNmzY12+/i4pKpsHX27NkqXbq0/vjjD02bNk1+fn6ysbFJs+3QoUPVokULHThwIM3969evV9u2bY3PLVq00ODBgzVixIh0+5SkSpUqme13cXHRxYsXdfPmTUVFRcna2lpVq1Y19js6Oqp48eKKiopKM2xt1aqVPvvsMx05ckSVK1dWSEiIvL29zQLQkiVLKm/evMbnIkWKmNWQI0cOvfDCC8as6KNHj+rkyZNmz48kJSUlKTo62gguTSaT2Xkk6fDhw5o7d66OHTum69ev6969e0pISNDFixfl6Oio9957T+PHj9euXbtUr149NWvWTOXKlTPOu3v37lTnlaTo6Og0g8djx47J09MzjZFWpsczq+OTImUcpPtr/VaqVElRUVFp1nL06FEdPHhQ8+bNM7YlJSWZzRQuU6aMhg4dqkmTJuntt9+Wh4dHmn116dJFrVu3Ntt2/vx5dezYMc32AAAAALKOsBUA/qFOnjypfPnyyc7OLtW+lDUkZ8+enWoG5vbt23Xx4kX169fPbHtSUpIOHz6sqlWrmgWhD77wysrKKst1PhhGSVJcXJw6duyoDh06pGprb2+f5f5T+rS2tlZISEiqGlPqT05Ofqz6Jemll17Syy+/rJdfflmJiYl6//33FRoammY4Wr58ebVo0UIzZ86Uj4+P2b5jx47pt99+09GjR83C7qSkJP3www+pwuAHpVd7RteU0TUXKVJEDRs2VHBwsOzs7LRv3z6NHj3arM3DSyVYWVmlCkmtrKyM4C8uLk7Ozs5m6/ameDDwTOuZ6Nmzpxo2bKjp06fL3t5eUVFRGjhwoLEucLt27eTu7q7w8HDt3LlT/v7+mjhxolq1aqW4uDh5enpq6NChqc7r6OiY3vBk+Xl4eDyzOj4ZnTe9WuLi4jR48OB0g+EUBw4cUM6cORUdHZ3ufS9YsKAKFiyYYT8AAAAAngxrtgLAP9Dt27e1evVqeXh4KGfOnGm2SVk/9Pjx42bbU17O9NVXX5n9NGzY0HhZU+nSpY2flJCsbNmyqV449fBLojKjcuXKOnHihNk5Un5y5cqlChUqKDExMd2ZodbW1qnCq4oVKyohIUFXr15N1WdK/eXKlbNI/U2bNlXOnDm1atWqdNu8//77OnTokMLDw822BwUFyc3NLdXYv/POO498UdaRI0fMXiL2yy+/yMHBQfnz51e5cuWUkJCgw4cPG/svXLig2NhYY/ZnWt566y1t2rRJa9euVcWKFY1ZwI+rcuXKOn36tAoXLpzqPjwY2j/s5MmTunbtmoYPH66aNWuqbNmyunTpUqp2xYsXV8eOHeXv728sg5By3hMnTqhEiRKpzmtra5vmOU0mk/bu3Zvmvscdz8x68LmLj4/X77//rrJly6bZNmVM0/p9SfHVV19px44dWr58uf744w8tXbr0iWsEAAAA8HgIWwHgH+DKlSu6ePGiTp8+rdDQULVv3153797V8OHD0z0mZf3QB0PBy5cva8eOHWrTpo0qVKhg9tOiRQt9/fXXxtvYH9axY0etW7dOX331lU6dOqVp06bp7NmzWb6Wnj176scff9TEiRN19OhRnTp1St99950xG7JEiRJq3bq1fH199cMPP+jMmTPas2ePtmzZIul+4Hbz5k1FRkbqypUrun37tsqWLSsvLy+NGDFCW7Zs0ZkzZ/TLL79o7ty5xhvrO3bsqPDwcC1dulSnTp3SkiVL9OOPP2a5fisrK3Xp0kULFizQ7du302xTvHhxtW/fXitXrjS23b17V5s2bZK3t3eqsW/Tpo127dplvMwrLXfu3NGHH36oqKgobdmyRQEBAercubOk+18jb9SokcaOHauDBw/qyJEjGj58uCpUqJDm2rIpGjZsKGtray1cuNDsxViPy9vbWwUKFNDAgQO1f/9+49599NFHunHjRrrHFStWTNbW1goMDNSZM2cUFhamRYsWmbWZNGmSIiIidObMGR06dEgHDx40AsqOHTvq0qVLGj58uA4fPqzo6Ght37493TWLJal37946ePCgJk2apOPHj+vEiRNatmyZbt++/djjmVkrVqzQ1q1bFRUVZdTYvHnzNNv269dPwcHBmjdvnk6cOKETJ05o48aNmj9/viTp7NmzmjBhgkaNGqWaNWtqwoQJ+uyzzzK1PAYAAAAAyyNsBYB/gMaNG6t+/fpq06aNFi9eLA8PD3311Vd68cUXMzxuyJAhxtewJWnDhg3Kly+fateunarta6+9pjt37ui7775Ls68WLVqod+/emjJlitq2baubN28+VkBXqVIlLV++XCdOnFD79u3Vtm1bzZ8/3+xaPvroI3l6euqDDz6Ql5eX8SZ6SapevbratWsnHx8f1alTRwsXLpQkTZ06VW+++aYmT56sZs2a6f3339cff/yhokWLSpJq1KihTz75RIsWLVKrVq30008/qWfPnlmuX7q/3um9e/cUGBiYbpt+/fqZfc1827ZtunHjRppfB3dxcVGRIkUUEhKSbn/169eXo6OjOnTooFGjRsnb29t42ZckTZkyRRUqVFCvXr3UoUMH5cuXT/Pmzcvwq/I5c+ZUy5YtJaUf9mVF3rx5FRgYKAcHBw0YMEBeXl766KOPlCNHDuXOnTvd4+zt7eXn56fQ0FB5eXlp+fLlGjFihFmbpKQkffzxx/Ly8lK/fv3k7Oxs/GODo6OjVq1apfj4eHXr1k3e3t6aNm1ahstSlClTRosWLdKhQ4fUtm1bdezYUXv27FGOHPf/0+hxxjOzhg4dqvnz56tly5Y6evSo/P39lS9fvjTbNmzYUPPmzTP+kaR9+/ZatWqVihcvrnv37snX11c1a9ZU+/btJd3/u6J58+YaMWKE2UxoAAAAAM+GVXJ6b1gBAADPBV9fX8XFxWn27NkW73vkyJGKj4/XrFmzLN43zMXExMjT01ObNm1ShQoVsrscSf9f06x3asmhQNpLLgAAgGenxsiF2V0CgCfEC7IAAPgPunnzpn755Rd98803WrJkSXaXAwAAAAD/CoStAAD8B/Xv31+HDx9Wly5dVLNmzewuBwAAAAD+FQhbAQB4zvn5+Vm8zxUrVli8T2SsRIkSOnbsWHaXAQAAAOAp4gVZAAAAAAAAAGABhK0AAAAAAAAAYAGErQAAAAAAAABgAYStAAAAAAAAAGABhK0AAAAAAAAAYAGErQAAAAAAAABgAYStAAAAAAAAAGABhK0AAAAAAAAAYAGErQAAAAAAAABgAYStAAAAAAAAAGABubK7AAAAAGQvpz5+KlGiRHaXAQDAf969xATlyGWd3WUAeALMbAUAAAAAAHgOELQC/3yErQAAAAAAAABgAYStAAAAAAAAAGABhK0AAAAAAAAAYAGErQAAAAAAAABgAYStAAAAAAAAAGABhK0AAAAAAAAAYAGErQAAAAAAAABgAYStAAAAAAAAAGABhK0AAAAAAAAAYAGErQAAAAAA/MPcTUjK7hIAAGnIld0FAAAAIHsN8tug3HntsrsMAEAWrJrWMbtLAACkgZmtAAAAAAAAAGABhK0AAAAAAAAAYAGErQAAAAAAAABgAYStAAAAAAAAAGABhK0AAAAAAAAAYAGErQAAAAAAAABgAYStAAAAAAAAAGABhK0AAAAAAAAAYAGErQAAAAAAAABgAYStAAAAAAAAAGABhK0AAAAAAAAAYAGErQAAAAAAAABgAYStAAAAAAAAAGABhK0A8BR5eHgoMDAwu8vIsn9q3f8EMTExMplMOn78uCQpMjJSJpNJt27dytTxz+u96dSpk6ZOnZpt53/ScQUAAAAASyBsBYBnyGQyadu2bdldhiE4OFhubm6ptgcFBalt27bZUFHG5syZI5PJJJPJpEqVKqlhw4b64IMPdO3aNbN2Hh4eqlixog4fPmy23dfXVz4+Pqn63bNnjypVqqQhQ4Y8zfLT5OrqqoiICOXNmzdT7Z/nezNgwIDsLsOQ1XEFAAAAAEsgbAWAf6CEhISn2r+9vb3y5MnzVM/xuCpWrKiIiAiFh4drxowZ+vnnn/Xxxx+namdjY6OZM2dmqs/169era9euCg8P1/Xr1y1cccZsbGzk4OAgKyurTLV/Xu+NnZ2d8ufPn91lGLI6rgAAAABgCYStAPCYrly5oiFDhqh+/fqqVq2aWrZsqS1btqTb3sPDQ5LUt29fmUwm47MkbdmyRS1btlTVqlXVpEkTffnll7p3756x32Qyac2aNerTp4+qVaumZcuWac6cOWrTpo2CgoL02muvqVatWvrwww919+5d47iQkBC1adNGrq6ucnd3l6+vrxEmRkZGavTo0bp27ZoxW3TOnDlGrSlfVffx8dHw4cPNriUuLk4uLi7aunWrJCk+Pl5+fn5yd3eXq6ur2rdvr59//jnD8TOZTFq7dq169OihatWqydvbW0eOHNHRo0f1zjvvyMXFRd27d9fly5fNjsuZM6ccHBzk6OiomjVr6p133tHu3btT9d+uXTvt27dPe/bsybCOmzdvauvWrerUqZNq1aqlTZs2ZdhekmbPnq2GDRvKyclJDRo0MAt1PTw8NH/+fA0ePFguLi5q2LCh1q9fn25faX3d/ccff1SHDh1UrVo11a5dW71791Z8fLzR/4PLCJhMJq1bt854Npo3b679+/ebnWPNmjVq0KCBXFxcNGTIEPn7+5s9f48ydepUvfvuu2bbkpOT5eHhoeXLl0tKvYxARs9eerJzXDPzDH/zzTfy8vKSk5OTPD09tWrVqkzXf+3aNQ0bNkw1a9aUi4uL+vbtq9jYWGN/yu/z6tWr1aBBA7m6umrKlClKSkrS559/Ljc3N9WvX19r1641O+e5c+fk4+OjGjVqyM3NTT4+Prpw4UKG4wwAAADg6SFsBYDHdOfOHTk7O2vBggXatGmTWrRooUGDBikqKirN9kFBQZKkadOmKSIiwvi8f/9++fr6qlu3btq8ebPGjRunFStWaMWKFWbHz549W82aNVNoaKjefPNNSdKpU6e0e/duLVy4UDNmzNCmTZsUHBxsHJOYmKjBgwdr48aNmjVrlo4fP67x48dLuv816zFjxsjOzk4RERGKiIhQ9+7dU9Xt7e2trVu36vbt28a2LVu2KHfu3Kpfv74kacKECTp06JBmzZqlDRs2qEGDBurWrdsjQ58vvvhCb7/9tkJCQlS0aFGNGDFCkydP1ogRI7R69WrFxsbqs88+S/f4ixcv6rvvvlOuXLlS7StdurTatm2rGTNmZFhDaGioqlSpomLFisnb2zvDAE+Svv32Wy1btkzjx4/Xd999p1mzZqlMmTJmbRYuXChnZ2eFhISoc+fOGjdunA4dOpRhvylOnTqlbt26qUqVKlq7dq1WrFihOnXqmIXvD/viiy/UunVrbdiwQSaTScOHDzdmPx84cEAff/yxunfvrpCQEFWrVk2LFi3KVC0pvL299dNPP5mFgwcPHtT58+fl5eWV5jEZPXtpye5xfdQzfOjQIQ0dOlQtWrTQpk2b1Lt3b02ePNn4B5ZH1e/r66vjx49rwYIFWrVqlW7duqUBAwYoOTnZrMbIyEgtXrxYfn5+WrFihXr16iXpfmDeqVMnffLJJ4qJiZF0f4Z7jx49ZGdnp//9738KDAxUcnKy+vXrl+bzcuPGDcXExJj9nD9/PlPjBwAAACBzUv+/UwBAphQrVkzdunUzPvfo0UPh4eEKCwtT//79U7W3t7eXJBUsWFAODg7G9rlz56pv375q1aqVJKlkyZLq16+fVqxYoS5duhjtWrRoYbR50MSJE5U3b16VL19eHh4eioyMVPv27SVJb7/9ttGuZMmSGjVqlHr06KFPP/1UNjY2KlCggCSZ1fOwhg0bKleuXNq2bZsRrIWGhuqNN96QjY2NYmNjFRISou3bt6tIkSKSpP79+ys8PFwbN240wqK0vPXWW2ratKkxft26ddOQIUNUq1Yto/7Vq1ebHfP777/L1dVV9+7d0507dyRJI0aMSLP/gQMHqkmTJgoLC9Mbb7yRZpv169frnXfekSQ1btxYH374oX7//XdVqlQpzfbnzp1TkSJFVLduXVlbW6tYsWJydXU1a1O7dm0juO7Ro4f27dunZcuWPTL4laQFCxaoevXqGjt2rLHNZDJleEzbtm2NcRw4cKCaNm2q6OholStXToGBgWrUqJG6du0qSSpTpoz27duno0ePPrKWFJUrV1bZsmX19ddfG/czNDRUderUMe75wzJ69nLkSP1vvdk5rpl5hpctWyZ3d3f17dtX0v1x/P3337Vw4UI1btw4w/pPnTqlbdu2ad26dXJ2dpYkTZ8+XR4eHtq9e7fq1atn1DRp0iTj97latWq6fPmyBg8eLEnq2bOnAgICdODAAZUoUUKbN29Wjhw5zEJsPz8/1apVS7/++qtxrhTLli3T3LlzHzlWAAAAAB4fYSsAPKakpCTNnz9fYWFhunDhghISEhQfH6+XX345S/0cPXpUBw8e1Lx588z6fnhmWtWqVVMdW7JkSbMXADk4OOjIkSPG58OHD2vu3Lk6duyYrl+/rnv37ikhIUEXL16Uo6NjpuqzsbHR66+/rtDQUHl5eenq1avavXu3lixZIkk6fvy4EhMT1aRJE7Pj4uPjVbFixQz7fjBELFy4sCSpfPnyZtseXkagfPnymjt3ruLj47Vx40YdOXLECBIfVrRoUXXq1Emff/65GjdunGr/H3/8oaNHjxpBbJ48edS4cWOtX79e48aNS7PPN954Q0uWLFGTJk3UoEEDNWzYUI0aNTILEKtVq2Z2jIuLi8LCwjIYif937NgxeXp6ZqptigfHMSU4v3LlisqVK6dTp04ZQWwKZ2fnLIWtktS8eXOFhoaqV69eSkxM1LfffqtRo0al2z6rz152jmtmnuGoqKhUgX316tW1efPmR9YfFRUla2trs99hR0dHFS9eXFFRUUbY+vDvc5EiRWRjY2N8zpEjh1544QVduXJF0v2/O06ePJkqlE5KSlJ0dHSqsLVLly5q3bq12bbz58+rY8eO6YwaAAAAgKwibAWAx7Ro0SKtXLlSY8aM0SuvvKI8efJo3LhxWX55VVxcnAYPHvzIgC2tlyI9/PV5Kysr42vJcXFx6tmzpxo2bKjp06fL3t5eUVFRGjhwYJZr9Pb2Vs+ePXXjxg198803KlKkiGrWrGmcx9raWiEhIaleRvSoFyY9WH/KsQ9ve/Br1pJkbW2t0qVLS5KGDx+u3r17a+7cucbsv4f16tVLa9asMVteIUVQUJASEhJUp04dY1tycrIKFiyokSNHmgVdKYoVK6awsDDt2rVLu3bt0tixY1WlShUtXLjQuIa0XsqUlRc1ZfWlTmmNY0pYn5ycnKq/h8c0M7y9vTVr1ixFRUUpJiZGcXFxaQbY0uM9e9k5rpl9htMax5RtGdWfnofvTVq/z9bW1qm2pdzbuLg4OTs7m62VmyLlHy8eVLBgQRUsWDDdegAAAAA8OcJWAHhMBw8eVJMmTeTt7S3p/vqJ0dHRKl68eLrHWFtbKykpyWxb5cqVdfr0aSNAtJSTJ0/q2rVrGj58uIoWLSrp/kuDHq4no7VAU9SuXVv29vb67rvvjDVjU0KiihUrKiEhQVevXk01w+5Z6N+/vzp37qx33303zRmThQoVUq9evTRv3jyz+hISErRx40aNGTPGLGyVpK5du2rLli3prkeaMgO2cePGatWqld555x2dO3dOxYoVk6RUL1b65ZdfVLZs2Uxdj8lk0t69e9NciuJxlC1bNtW6pr/++muW+ylZsqRcXFwUGhqqmJgYNWrUKN0wPTPPXlqya1wz8wyXK1dOBw4cMNv2008/mZ0/vfrLlSunhIQEHT582JhteuHCBcXGxqpcuXKZqj8tlStXVlhYmAoXLvzIf9gAAAAA8GzwgiwAeEylS5dWRESEfv75Z/3xxx8aM2aMbt68meExxYsX1549e3Tx4kXjzez9+vVTcHCw5s2bpxMnTujEiRPauHGj5s+f/0T1FStWTNbW1goMDNSZM2cUFhaW6sVIxYsX182bNxUZGakrV66YvQTrQTly5NCbb76pZcuW6eDBg0bALN0P87y8vDRixAht2bJFZ86c0S+//KK5c+dq3759T3QNmeHi4qJKlSopICAg3TadO3dWYmKitm7damzbtm2bbt26pbfeeksVKlQw+0lZSiAtISEhWr9+vf744w9FR0fr66+/VsGCBc3WLv3xxx+1dOlSnTp1SkuWLNH27dvVqVOnTF1P7969dfDgQU2aNEnHjx/XiRMntGzZsnTvzaO899572rZtm5YvX67Tp09r+fLlj31fvL29tXHjRm3dulXNmzdPt11mnr2HZee4ZuYZ7tKliyIiIhQQEKDTp09rzZo1CgoKUo8ePR5Zf5kyZdSoUSONHTtWBw8e1JEjRzR8+HBVqFAhVdCfFd7e3ipQoIAGDhyo/fv368yZM9qzZ48++ugj3bhx47H7BQAAAPD4CFsB4DH169dPFStWVLdu3dStWzeVKVNG7u7uGR4zatQo7dy5U6+99pqxdmLDhg01b9487dixQ23atFH79u21atWqDGfIZoa9vb38/PyMtVaXL1+e6kVS1atXV7t27eTj46M6depk+JVnb29vHT9+XOXKlUu1FuvUqVP15ptvavLkyWrWrJnef/99/fHHH8asxqeta9euWrt2rc6dO5fmfltbWw0YMEDx8fHGtuDgYNWrV0/58uVL1f7111/X7t270+yvQIECWr16tdq1a6eWLVvq119/VUBAgNmSAz169NDBgwfVqlUrLVmyROPHj5eLi0umrqVMmTJatGiRDh06pLZt26pjx47as2dPmi+VyowaNWroww8/1JdffqlWrVrp4MGD6tixo3Lnzm20iYyMlMlkMt5ynx4vLy+dP39euXLlUoMGDdJtl5ln72HZPa6PeoadnZ01c+ZMbdiwQc2bN9eCBQs0evRoYymFR9U/ZcoUVahQQb169VKHDh2UL18+zZs3L8tLRjwob968CgwMlIODgwYMGCAvLy999NFHypEjh9n9BQAAAPDsWCU/zsJtAAAgTR4eHurevbvee++97C4lXUOHDlVcXJz8/f0l3Q+e/f399fXXX6daI/R58U8Y13+imJgYeXp6yqmJj3LntcvucgAAWbBqGi84BIDnEWu2AgDwL7dw4UK5u7srd+7c+uGHH/TNN9/os88+M/bv3LlTQ4YMeW6DVgAAAAD4pyBsBQDgX+6XX37RokWLdOvWLZUuXVqTJ09W06ZNjf0PBq8AAAAAgMdH2AoAgAX98MMP2V1CKnPmzMnuEp7Y8ziuAAAAAPAwXpAFAAAAAAAAABZA2AoAAAAAAAAAFkDYCgAAAAAAAAAWQNgKAAAAAAAAABZA2AoAAAAAAAAAFkDYCgAAAAAAAAAWQNgKAAAAAAAAABZA2AoAAAAAAAAAFkDYCgAAAAAAAAAWQNgKAAAAAAAAABaQK7sLAAAAQPaa5dtSJUqUyO4yAABZcDchSTbWObO7DADAQ5jZCgAAAADAPwxBKwA8nwhbAQAAAAAAAMACCFsBAAAAAAAAwAIIWwEAAAAAAADAAghbAQAAAAAAAMACCFsBAAAAAAAAwAIIWwEAAAAAAADAAghbAQAAAAAAAMACCFsBAAAAAAAAwAIIWwEAAAAA+Ie5m5CU3SUAANKQK7sLAAAAQPYa5LdBufPaZXcZAIAsWDWtY3aXAABIAzNbAQAAAAAAAMACCFsBAAAAAAAAwAIIWwEAAAAAAADAAghbAQAAAAAAAMACCFsBAAAAAAAAwAIIWwEAAAAAAADAAghbAQAAAAAAAMACCFsBAAAAAAAAwAIIWwEAAAAAAADAAghbAQAAAAAAAMACCFsBAAAAAAAAwAIIWwEAAAAAAADAAghbAQAAAAAAAMACCFsBAAAAAAAAwAIIWwEA/1omk0nbtm17qufo1KmTpk6d+lTPkZbjx4/LZDIpJiYmw3a+vr7y8fHJdL+RkZEymUy6devWk5aILJozZ47atGmT3WUAAAAAeAKErQCAf62IiAjVq1dPkhQTEyOTyaTjx49nc1XP1tixYzVx4kSL9unh4SGTySSTySQXFxd5e3tr3bp1Zm1SQtsWLVro3r17ZvvSC8FHjhypSpUqaceOHRat95+ie/fuWrRoUXaXAQAAAOAJELYCAP61HBwcZGNjk91lZIvExEQlJyerQIECKliwoMX7Hzp0qCIiIhQaGqrOnTvr448/1vbt21O1O336tEJDQx/Z399//60tW7aoW7duWr9+vcXrlaS7d+8+lX4tJV++fHrhhReyuwwAAAAAT4CwFQDw3AsODpabm5u2bNmi119/XS4uLho+fLju3r2rFStWqH79+nr11Vc1d+5cs+MenEHp6ekpSfL29pbJZFKnTp0kSffu3dPs2bNVv359OTk5qU2bNtq3b59ZP8eOHVPPnj3l6uqq6tWrq1OnTrpw4YKxPykpSZMnT1bNmjXVoEEDrVy50uz4o0ePqlOnTqpatapeffVVTZgwwSz469SpkyZPnpxhHz///LNatmypqlWr6p133tGJEyfSHaOmTZuqatWqunr1aqplBMLDw9W+fXvVrFlTbm5uGjBggM6dO5el+yHdDwYdHBxUokQJvf322zKZTNq9e3eqdh07dtTs2bOVkJCQYX9ff/21nJ2d1a1bN23fvl1Xr17NsH3K9YaFhalJkyZydnZWnz59dPnyZaNNyrXPnTtX7u7uxlf0H3U/7t27J39/f3l6esrJyUkeHh5atmyZsf/48ePq0aOHXFxc5O7urrFjx+rmzZvG/m+//VbNmzdX1apV5ebmph49ehize/fu3au2bduqWrVqqlWrljp27KgrV65ISr2MQEr9/v7+qlOnjurUqaPPPvvMbByioqLUvn17Va1aVd7e3tqxY4dMJpMiIyNTjdmNGzcUExNj9nP+/PkMxxkAAABA1hC2AgD+EW7duqX//e9/mj17tubPn69t27apX79+OnbsmJYuXSpfX1/NmTNHBw4cSPP4lK+5r1ixQhEREZozZ44kaenSpVq+fLnGjBmjDRs2qHr16urdu7cRpl69elWdO3dWgQIFFBgYqHXr1snb21tJSUlG3+vXr1eRIkUUFBSkrl27asKECYqKipIkxcXFqWfPnipcuLDWr1+v6dOna8uWLfr000/N6suoj7///lt9+vSRyWRSSEiIevfuner4lDFavHixpk6dqtDQUOXPnz9Vm9u3b6tHjx5av369Fi9erNu3b2vIkCFZvR2G5ORkRUZGKioqSrly5Uq1v1u3brp165bWrl2bYT/r16+Xt7e3HBwcVL16dW3atOmR50653hkzZigwMFDnz5/X6NGjzdrs3LlTZ8+e1dKlS/X5559n6n7MmzdPS5cu1aBBg7R582b5+fmpUKFCku4Hll26dJGzs7OCg4Pl7++v06dPy9fXV5L0119/adiwYXrrrbf0zTffaNmyZapfv76k+7ONBw4cKDc3N4WGhmrVqlVq1apVhte4a9cuXb58WStXrtSYMWMUEBCgnTt3SrofCg8YMED58+dXUFCQxo0bp5kzZ6bb17Jly+Tp6Wn207Fjx0eOMwAAAIDMS/3/igAAeA4lJCRo/PjxKl68uCSpUaNG2rVrl/z9/WVtba1y5cpp4cKFioyMVI0aNVIdb29vL0mys7OTg4ODsX3x4sXq06ePmjVrJun+Gqd79uzRqlWrNGTIEK1cuVJ2dnaaPn26cubMKUkqV66cWd9VqlRR7969Jd1fd3Px4sXat2+fypUrp02bNikhIUF+fn6ytbVVhQoVNGrUKI0cOVJDhgxR3rx5H9lHaGiocuTIoYkTJ8rGxkbly5fXn3/+qWnTpqUao08++USvvPJKuuOYcp0pxo8fL09PT50/f14vvvjiI+7C//Pz89OMGTOUkJCghIQEFSpUSG+99Vaqdvny5VOfPn00f/58tW7d2rjeB0VFReno0aN64403JEktWrTQkiVL1Llz5wxrSEhI0EcffaTKlStLkiZOnKi33npLp06dUpkyZSRJ+fPn1/jx42VtbS1JWrNmTYb3I2fOnPryyy81fvx4tWjRQpJUqlQp45yBgYGqWrWqBg0aZDaGXl5eunz5si5evKjExEQ1adLEeFYrVqwo6X5Qe/PmTb322msqWbKkJGV4r6T7z+2YMWNkZWWlsmXLauXKlYqMjFT9+vUVERGhmJgYrVy5UoULF5YkDRw4UAMGDEizry5duqh169Zm286fP0/gCgAAAFgQYSsA4B8hf/78RnglSUWKFFHp0qWNEE2SChcubHwlOzP+/vtvXbx4UdWrVze2WVlZydXV1ZhVeuzYMdWoUcMIWtNSoUIFs89FixY1vs4eFRWlypUry9bW1thfo0YNJSQkKDo62gjiMurj5MmTqlSpktn6sy4uLqnqsLW1fWR4d/r0ac2aNUu//PKL2Vf1Y2NjsxS29unTRy1atNDFixc1depUvfvuu0bA+bAOHTpo+fLlWrZsmfr165dqf1BQkBo1amTMxG3cuLE++ugj/fbbb6pSpUq6NVhbW6tSpUrGZycnJ1lbWysqKsqoxWQymT0jj7ofVlZWio+Pl5ubW5rnPHr0qHbv3i1XV9dU+6Kjo+Xs7KzatWvL29tbDRo0kLu7u5o2bar8+fPLzs5OLVq0UM+ePVW3bl25u7urWbNmRlCalvLly8vKysr47ODgYDwXp06dUvHixc2Or1q1arp9FSxY8Kms3wsAAADg/xG2AgD+ER7+irqVlZVZiJayLWVtzMxITk42jnt4+4PbHt7/sIfreLDv9Pp/eHtGfTxcT3oeDBDT07dvX5UsWVKTJ0+Wg4ODbt26pbfffvuRa6o+7IUXXlDp0qVVunRpzZ49W97e3nJ2dlb58uVTtbWxsdHAgQM1efJkvfvuu2b7EhMTtXHjRl25csWYoSrdXwd3/fr1GYat6Y3Jg9vTmkmbmfuRXt9xcXHy9PTU0KFDU+1zdHRUzpw5tWzZMh08eFA7d+7UokWLNHv2bAUHB6tIkSL69NNP1aVLF+3YsUMhISGaNWuWVq1alW5IntYz/uBzAQAAAOD5wpqtAID/hJTQ6sEwtkCBAnJwcDBb5zU5OVk///yzypYtK+n+zMj9+/ebrdGaFeXKldNvv/2mO3fuGNsOHjwoa2tr46vkmenjyJEjZi9x+uWXX7Jcy9WrV3Xq1Cn1799fr776qsqVK6dr165luZ+HvfTSS/Ly8tKMGTPSbdOqVSs5OjoqICDAbHt4eLju3LmjkJAQffXVV8bPhAkTFBoaanbND7t7965+//134/Nvv/2mhIQE496l5VH34+WXX5atra327t2b5vGVK1fWiRMnVKJECSNsTvlJCbtz5MihmjVrasiQIdqwYYPi4uIUERFh9OHk5KT+/fsrKChIDg4OCgsLS7fejJQtW1Znz541m819+PDhx+oLAAAAgGUQtgIA/hMKFy4sW1tb7dixQ5cvXzbeHt+9e3cFBATo22+/1cmTJzVp0iSdPXtWHTp0kCR17NhR165d04gRI/Tbb7/p1KlTCgoKUmxsbKbO6+3trVy5csnX11d//PGHIiIijK/dpzXrMi3NmzfXvXv39OGHHyoqKkpbtmxRYGBglsegUKFCsrOz05o1axQdHa1du3ZlGJBmRZcuXRQeHp5u2JcjRw5jDdwHpSwhULFiRVWoUMH4adWqlRITE/X999+ne05ra2uNHz9ehw4d0qFDh/TBBx+ofv366S5nID36fuTOnVu9evWSn5+fNm3apDNnzujAgQPasGGDpPvPw6VLlzR8+HAdPnxY0dHR2r59uz744ANJ90Nwf39/HT58WGfPntXmzZsVFxenMmXK6MyZM5o5c6Z+/vlnxcbGKjw8XOfOncswHM5IvXr1VKJECY0ePVrHjh3Tvn379MUXX0h69GxsAAAAAE8HYSsA4D8hV65cGjdunFatWiV3d3f1799fktS1a1d17txZEydOVIsWLXTw4EEtWLBAjo6Oku5/XX7ZsmW6evWqOnTooLfeekuhoaGpljVIT968ebVo0SJdvnxZbdq00fDhw9W4cWMNHz4807Xnz59f8+fP15EjR9SyZUv5+/tr2LBhWR6DHDly6LPPPtOhQ4f05ptvavr06Ro5cmSW+0lLuXLlVL9+fc2ePTvdNo0bNzZbY/XSpUvauXOn8WKsB9nY2KhRo0Zav359uv3ly5dPXbp00eDBg9WxY0c5ODhoypQpGdaZmfvRv39/derUSTNnzlSzZs00cuRI3bhxQ9L9pQJWrVql+Ph4devWTd7e3po2bZrxArb8+fPrxx9/VK9evdSsWTMtWLBAEyZMULVq1ZQnTx6dOHFCAwcO1Ouvv65JkyapX79+8vLyyrDm9OTMmVPz5s3T9evX1bZtW40fP95YEzd37tyP1ScAAACAJ2OVzIJfAADgHyY4OFhTp05VZGRkdpfyXNm5c6d69eql3bt3GwFwRmJiYuTp6SmnJj7Kndfu6RcIALCYVdM6ZncJAIA08IIsAACAf6iwsDAVLFhQJUqU0KlTpzRx4kQ1bNgwU0ErAAAAAMsjbAUAAPiH+vvvvzV9+nSdP39e9vb2atCggcWWhgAAAACQdSwjAAAA8B/FMgIA8M/FMgIA8HziBVkAAAAAAAAAYAGErQAAAAAAAABgAYStAAAAAAAAAGABhK0AAAAAAAAAYAGErQAAAAAAAABgAYStAAAAAAAAAGABhK0AAAAAAAAAYAGErQAAAAAAAABgAYStAAAAAAAAAGABhK0AAAAAAAAAYAG5srsAAAAAZK9Zvi1VokSJ7C4DAJAFdxOSZGOdM7vLAAA8hJmtAAAAAAD8wxC0AsDzibAVAAAAAAAAACyAsBUAAAAAAAAALICwFQAAAAAAAAAsgLAVAAAAAAAAACyAsBUAAAAAAAAALICwFQAAAAAAAAAsgLAVAAAAAAAAACyAsBUAAAAAAAAALICwFQAAAACewN2EpOwuAQAAPCdyZXcBAAAAyF6D/DYod1677C4D+MdaNa1jdpcAAACeE8xsBQAAAAAAAAALIGwFAAAAAAAAAAsgbAUAAAAAAAAACyBsBQAAAAAAAAALIGwFAAAAAAAAAAsgbAUAAAAAAAAACyBsBQAAAAAAAAALIGwFAAAAAAAAAAsgbAUAAAAAAAAACyBsBQAAAAAAAAALIGwFAAAAAAAAAAsgbAUAAAAAAAAACyBsBQAAAAAAAAALIGwFgOfcnDlz1KZNm+wu45EsUWdwcLDc3NyeuJalS5eqfv36qlixopYuXfrE/WW3zIytj4+PfH19n1FFT87X11c+Pj5P1MfD42KJPgEAAADgSeTK7gIAAEjh5eWlhg0bPlEfFy5c0NSpUzVlyhTVrVtXBQoUyNRxJpNJ/v7+atSokbFtzpw52rZtm4KDg5+opifVvXt3vffee9laQ3p8fX0VFxen2bNnZ3cpGjt2rJKTk7O7DAAAAAD/YYStAPCM3L17VzY2NtldxnPN1tZWtra2T9THmTNndO/ePTVu3Fj58+e3UGXZK1++fMqXL192l/Hcy2ywbkkJCQmytrZ+5ucFAAAA8HxiGQEAeMj169fl5OSk3bt3m21fv3696tSpo8TEREnS8ePH1aNHD7m4uMjd3V1jx47VzZs3jfadOnXSxIkTNXHiRLm5uWngwIEaN26cBgwYYNbv7du3Vb16dYWFhWWqvnv37mn27NmqX7++nJyc1KZNG+3bt8/YHxkZKZPJpD179qhly5ZycXFR165ddeHCBaNNYmKiJkyYoBo1asjNzU1z5szJ1NfQr127prFjx6pOnTpydnZWixYttGfPHrM2QUFBeu2111SrVi19+OGHunv3rrEvJCREbdq0kaurq9zd3eXr66vr168b+x9eRiDla+IZ9fmg4OBgdezYUZJUo0YNmUwmxcTE6PTp0+rbt6/q1q0rV1dXtWvXTvv37zeO8/DwkCT17dtXJpNJHh4eCg4O1ty5c/Xbb7/JZDLJZDIpODj4se7ho87/qLF9+OvyiYmJmjhxonH/MjOrNKWP1atXq0GDBnJ1ddWUKVOUlJSkzz//XG5ubqpfv77Wrl1rdty5c+fk4+NjnMvHx8d4lubMmaOQkBCFhYUZYxQZGSlJmjp1ql5//XU5OzurcePGmj9/vu7du5eqrtmzZ8vNzU01a9bU5MmTlZSUZDYmw4YNU82aNeXi4qK+ffsqNjY23Wt8eBmBe/fuyd/fX56ennJycpKHh4eWLVuW7vEeHh6aP3++Bg8eLBcXFzVs2FDr16839sfExMhkMmnz5s3q0KGDnJyctGXLlkf+TkrSsWPH1LNnT7m6uqp69erq1KmTMY4pdXp4eKhatWpq3bq1wsPDjWOvX7+uYcOGyc3NTdWqVVPTpk31zTffSLr/jziffPKJ6tWrp6pVq8rT01MrVqxI9xoBAAAAPF3MbAWAhxQqVEj169dXaGio6tata2wPDQ2Vl5eXcuXKpRs3bqhLly5q3769xo4dq7i4OE2ZMkW+vr6aN2+eccz69evVqVMnrV69WtL90OS9997TlStXZG9vL0kKCwuTtbW12dfXM7J06VItX75cEyZMUIUKFfS///1PvXv3VlhYmBwdHY12c+bM0UcffaS8efNq+PDhmjp1qmbOnClJ+vLLL/X1119r2rRpKl26tBYtWqRdu3apSZMmGZ77/fff182bNzVz5kwVL15cx48fl5WVlbH/1KlT2r17txYuXKjY2FgNGjRIlStXVvv27SXdDwkHDx6sMmXK6K+//tKkSZM0fvx4zZgxI91zPqrPB3l5eSl//vx6//33tWXLFtna2sre3l5Hjx5Vo0aNNHToUFlbW2vNmjXq06ePvv/+e9nb2ysoKEh16tTRtGnTVLduXeXMmVN58+bVH3/8YZxbuj9zsmzZslm+h7du3crw/JkZ2wctWrRImzZt0tSpU/Xyyy/L399fERERev311zO8f6dOnVJkZKQWL16sqKgoDRkyRH/88YecnZ21Zs0afffdd/rkk09Ut25dlShRQgkJCerRo4dq1qyp//3vf7KystLs2bPVr18/BQUFqXv37oqKitKdO3c0YcIESfd/fyQpf/78mjp1qhwcHHTkyBF98MEHsre3V7t27Yx6du7cKVtbW61cuVKnT5/WmDFjVLRoUfXs2VPS/fD07NmzWrBggWxtbTVlyhQNGDBAwcHB6Y7Ng+bNm6eVK1dqzJgxcnFx0fnz5zMMayVp4cKFGjBggAYNGqQffvhB48aN0yuvvCJnZ2ejzcyZM+Xr6yuTyaQ8efI88nfy6tWr6ty5s+rWravAwEDZ2trqwIEDRrAcEBCg0NBQTZgwQaVKldLu3bs1cOBArV27VpUrV9asWbMUFRWlhQsXys7OTqdOnVKOHPf/vXzFihXatm2bZs2apZdeekkxMTG6du1amtd248YN3bhxw2zb+fPnHzmOAAAAADKPsBUA0uDt7a2PPvpIH3/8sWxsbHTx4kVFRkYas+YCAwNVtWpVDRo0yDhm/Pjx8vLy0uXLl1W4cGFJUtmyZTV06FCzvkuXLq2NGzeqa9euku7P9vT29s70EgOLFy9Wnz591KxZM0n316ncs2ePVq1apSFDhhjthgwZourVq0u6P8v2wdmPgYGB6tu3rzw9PSVJn3zyibZv357hefft26cDBw4oLCxMJUuWlCSVKlUqVbuJEycqb968Kl++vDw8PBQZGWkEo2+//bbRrmTJkho1apR69OihTz/91AiP0pJRnw+ytbU1wj57e3vjq/dVqlRRlSpVjHa+vr767rvvtHPnTrVs2dIIPAsWLCgHBwejXd68eZUzZ06zbS4uLlm+h486f2bHNsWKFSvUr18/NW7cWJI0adKkTK91O2nSJGMsq1WrpsuXL2vw4MGSpJ49eyogIEAHDhxQiRIltHnzZuXIkUPjx483jvfz81OtWrX066+/ytnZWba2trp3757ZGEkym/1bokQJHTt2TN98841Z2Gpra6uJEyfKxsZG5cuX159//qklS5aoZ8+eOnXqlLZt26Z169YZQef06dPl4eGh3bt3q169ehleZ3x8vL788kuNHz9eLVq0kJTxmKaoXbu2unfvLknq0aOH9u3bp2XLlpn9g0C3bt2MsZce/Tu5cuVK2dnZafr06cqZM6ckqVy5cpLuz0wNCAjQ8uXLjets166d9u7dq7Vr1+rjjz9WbGysKlWqpKpVq0qS8YxI92cely5dWjVq1JCVlZWKFy+e7rUtW7ZMc+fOfeQYAAAAAHh8hK0AkAYPDw+NGzdOO3bsUOPGjbV582a99NJLcnV1lSQdPXpUu3fvNj4/KDo62ghbnZycUu1v27atgoOD1bVrV8XGxmrfvn2Zfov833//rYsXLxohqiRZWVnJ1dVVUVFRZm0rVKhg/NnBwUGXL1+WJN28eVOXLl0ym6lnY2OjihUrGp/9/f0VEBBgfP7666917NgxFStWzCzoeVjJkiWVN29es/MeOXLE+Hz48GHNnTtXx44d0/Xr13Xv3j0lJCTo4sWLZrNys9JnZty6dUtz5sxReHi4Ll26pKSkJN25c0fnzp3LUj8psnoPH3X+zIxtips3b+rixYtm9y937tyqVKnSI499eCyLFCliFhDnyJFDL7zwgq5cuSLp/nN+8uTJVM95UlKSoqOjzWp42ObNm7V8+XJFR0fr9u3bSkhISBUEVqpUyez8Li4uunjxom7evKmoqChZW1sbAaMkOTo6qnjx4oqKinpk2Hr69GnFx8ebLUuRGdWqVTP77OLikmp5iAd/rzPzO3ns2DHVqFHDCFof9Oeff+r27dvq0qWL2faEhASj9nbt2mnQoEH6/fff5e7ubizPIEktW7ZU9+7d1bRpUzVo0EAeHh6qU6dOmtfWpUsXtW7d2mzb+fPnjaU3AAAAADw5wlYASIOtra2aNGmi0NBQNW7cWKGhoWrevLmxPy4uTp6enqlmrUoyCw0fDLZStGrVSjNnztRvv/2m8PBwmUymTAVlkow3rT/8Ferk5ORU23Ll+v+/4q2srFK9pT2tPlK0b9/emKUnSUWLFk3zmIc9eM6HzxsXF6eePXuqYcOGmj59uuzt7RUVFaWBAwcqISHhsfrMrKlTp2rv3r0aOXKkSpYsKVtbW/Xu3TvD82Ykq/cwM+fPzNfiH5TV9lLaY/nwy52srKyMtVXj4uLk7OysqVOnpuor5R8U0vLTTz9p+PDhGjx4sOrWrav8+fMrKChImzdvztQ1ZHRtaT3rGbHEuD68LU+ePGb1pNXm4TrTqyMuLk7S/aU9Hp4dnPKyuEaNGumHH35QeHi4du3apQ4dOmjAgAHq16+fqlatqq1bt2rHjh3atWuX+vfvrzfffFMTJ05Mda6CBQuqYMGC6V47AAAAgCfHC7IAIB3NmzfXtm3bdPToUR06dEje3t7GvsqVK+vEiRMqUaKESpcubfaTEpCkx97eXo0aNVJwcLA2bNhg9uKjRylQoIAcHBx04MABY1tycrJ+/vlnlS1bNtN9FClSRIcOHTK23b17V8eOHTM+29nZmV1Trly5ZDKZdPbsWZ05cybT9T7o5MmTunbtmoYPH66aNWuqbNmyunTp0mP1lVU//fST2rZtq8aNG8tkMsnOzi7VWpXW1tZmL2dK2ZbWS52yeg8fdf6sjG3KM/DLL78Y2+Lj4/X7778/8tisqly5sk6fPq3ChQunes7z588vKe1x++mnn1SyZEn17t1bTk5Oevnll3X27NlU/R85csTsZWe//PKLHBwclD9/fpUrV04JCQk6fPiwsf/ChQuKjY01voKfkZdfflm2trbau3dvlq75559/Nvv8yy+/ZPi7lZnfSZPJpP3796caJ+n+cgLW1tY6f/58qjF+8B9uihQporfeekufffaZfHx8FBQUZOwrWLCgmjdvrilTpmjSpEkKCQlJ87kFAAAA8PQRtgJAOlJm5I0cOVKVKlVS+fLljX0dO3bUpUuXNHz4cB0+fFjR0dHavn27Pvjgg0z1/dZbb2nNmjWKjY01C3Ezo3v37goICNC3336rkydPatKkSTp79qw6dOiQ6T7ee+89+fv7a9u2bYqKitLHH3+s+Pj4DGcB1q5dWzVq1ND777+vPXv26MyZM/rhhx+Mt88/SrFixWRtba3AwECdOXNGYWFhWrRoUaZrfhKlS5dWWFiYjh49qiNHjmjo0KGp1ogtXry49uzZo4sXL+r69evGtujoaB09elRXrlwxCwazcg8fdf6sjm3Hjh3l7++vrVu3KioqSh988IFZbZbi7e2tAgUKaODAgdq/f7/OnDmjPXv26KOPPjJetFS8eHEdPXpUp06d0pUrV5SQkKDSpUvr7Nmz2rx5s6Kjo7Vo0SLt3LkzVf937tzRhx9+qKioKG3ZskUBAQHq3LmzJKlMmTJq1KiRxo4dq4MHD+rIkSMaPny4KlSokO7X5B+UO3du9erVS35+ftq0aZPOnDmjAwcOaMOGDRke9+OPP2rp0qU6deqUlixZou3bt6tTp04ZHvOo38mOHTvq2rVrGjFihH777TedOnVKQUFBio2NVf78+dW1a1dNmjRJX331laKjo/Xrr79q6dKl+uabbyRJs2fP1tatW41nMSIiwghyly5dqs2bN+vkyZPGOJYuXTrDNZABAAAAPD0sIwAA6ciZM6eaNWumFStWaMSIEWb7HB0dtWrVKs2YMUPdunVTQkKCSpQoYfbSnIy4u7vLzs5O1atX1wsvvJClurp27aq///5bEydO1LVr11ShQgUtWLAg3TVP09KzZ09dvHhRw4YNk7W1td577z3VqFHjkS/pmj17tqZOnarBgwfrzp07KlOmjEaPHp2pc9rb28vPz08zZ87UkiVL5OzsrBEjRhgvHXuafH19NXr0aLVr106FCxdWv379dPXqVbM2o0aNkp+fn1avXi1HR0f98MMPeuONN/T999+rU6dOunHjhqZMmWLMYs3KPczM+bMytr169dKlS5c0cuRI5cqVS+3bt5e7u/sTjFDa8ubNq8DAQE2fPl0DBgxQXFycXnrpJdWrV0+5c+eWJL3zzjvat2+f2rRpo7i4OC1fvlyenp7q3LmzPvnkEyUkJMjT01O9evXSmjVrzPqvX7++HB0d1aFDByUmJqp169bGy6kkacqUKZo4caJ69eqlpKQkvfrqq5o6dWqmlwbo37+/rKysNHPmTGNd4JSXmqWnR48eOnjwoD777DMVKlRI48ePl4uLS4bHPOp38oUXXtCyZcs0depUdejQQbly5VLVqlXVoEEDSdKwYcNUuHBhzZ8/X2fPnlXBggVVtWpV4yVjuXLl0vTp03X27FnlyZNHbm5uGjt2rKT7SxoEBAQoOjpaOXPmVLVq1TRnzpxMjQ8AAAAAy7NKzurCdwCAJ/b333+rfv36+vzzzzP9FvmnKTExUY0bN1bnzp3Nwi6k73m7h3hyHh4e6t69u957773sLuWZiYmJkaenp5ya+Ch3XrvsLgf4x1o1jRfNAQCA+5jZCgDP0L1793Tx4kXjZTj169fPljrOnDmjvXv3qmbNmoqPj9eSJUt09epVNW3aNFvq+Sd5Xu4hAAAAAOD5Q9gKAM9QbGysPD09VaxYMX366afZtq5ijhw5tH79evn5+UmSKlasqBUrVqhYsWLZUs8/yfNyDwEAAAAAzx+WEQAAAPiPYhkBwDJYRgAAAKRgOg4AAAAAAAAAWABhKwAAAAAAAABYAGErAAAAAAAAAFgAYSsAAAAAAAAAWABhKwAAAAAAAABYAGErAAAAAAAAAFgAYSsAAAAAAAAAWABhKwAAAAAAAABYAGErAAAAAAAAAFgAYSsAAAAAAAAAWECu7C4AAAAA2WuWb0uVKFEiu8sA/rHuJiTJxjpndpcBAACeA8xsBQAAAIAnQNAKAABSELYCAAAAAAAAgAUQtgIAAAAAAACABRC2AgAAAAAAAIAFELYCAAAAAAAA2Wzz5s0KDg7O7jLwhAhbAQAAAAAAgGz27bffKiQkJLvLwBMibAUAAAAAAAAAC8iV3QUAAAAAAAAA/2W+vr4KCwuTJJlMJknSCy+8oPj4eEVERChfvnxG271796pLly7asGGDKlasKA8PD73xxhvKnz+/Vq1apbi4OHl4eOjjjz9WgQIFjOOuXbummTNnasuWLbp586aqVKmi0aNHq1q1as/2Yv/lmNkKAAAAAAAAZKP+/fvLzc1NlStX1po1a7RmzRp99dVXSkpKMkLYFCEhIapSpYoqVqxobAsNDdWePXs0YcIE+fr6avv27Ro7dqyx/+7du+rWrZt27dqlkSNHat68eXrhhRfUtWtXXbx48Zld538BM1sBAAAAAACAbFSqVCnZ2dkpOTlZLi4uxvbXX39dwcHBatOmjSTp1q1b+u677zRs2DCz4+Pj4xUQEGDMgM2TJ49GjhypqKgolStXThs2bNAff/yh0NBQvfzyy5KkunXrqmnTplq8eLFGjRr1TK7zv4CZrQAAAPjXupuYkN0lAAAAPLa33npL+/fv15kzZyRJ33zzjRITE9W8eXOzdnXr1jVbauD1119XcnKyDh8+LEnas2ePqlSpohIlSigxMVGJiYmSpFq1aunXX399Rlfz38DMVgAAgP+44es+ka1d3uwu46lY2m1WdpcAAADw2Nzc3FSyZEkFBwdr0KBBCg4Olqenp+zs7MzaFS5c2Oyzra2t8ubNq7/++kuSdPXqVf3888+qUqVKqnOUKlXqqdX/X0TYCgAAAAAAADyHrKys1LZtW61du1YtW7bUgQMH9OWXX6Zqd/nyZbPPd+7cUVxcnIoWLSpJKlSokJycnPTxxx+nOtbGxuap1P5fRdgKAAAAAAAAZDNra2vFx8en2t66dWvNnj1bY8aMkaOjo+rVq5eqze7du3Xr1i1jKYHvvvtOVlZWcnJykiTVqVNHu3btUrFixVLNgoVlEbYCAAAAAAAA2axMmTLaunWrtmzZIkdHRxUtWlSOjo5ydHRU/fr1FR4erj59+ihnzpypjs2dO7f69OmjHj166OLFi5o2bZqaNGmi8uXLS5JatWql1atXq1OnTurevbtKliypa9eu6dChQ3JwcFDXrl2f8dX+exG2AgAAAAAAANmsQ4cO+v333zVmzBhdv35dAwcO1Pvvvy9Jaty4scLDw9WmTZs0j33zzTeVL18+jR07VnFxcfLw8DBbMiB37txavny5Zs2apTlz5ujy5cuyt7eXs7OzPDw8nsXl/WcQtgIAAAAAAADZzN7eXvPmzUtzX0REhGrUqKGXX345zf1WVlZ6//33jXA2LQUKFNC4ceM0btw4S5SLdBC2AgAAAAAAAM+hY8eO6ddff9X333+vmTNnZnc5yATCVgAAAAAAAOA51K9fP129elUdOnRQ06ZNs7scZAJhKwAAAAAAAPAc+uGHHyzSBs9Ojsw2DAsL07p164zPZ86cUfv27VWzZk29//77unHjxlMpEAAAAAAAAAD+CTIdts6fP1+3bt0yPk+cOFFXr15V79699dtvv+mzzz57KgUCAAAAAAAAwD9BpsPWM2fOqEKFCpKkmzdvateuXRo9erR69+6tIUOGaNu2bU+tSAAAAAAAAAB43mU6bJUkKysrSdK+ffuUI0cO1a1bV5L04osv6sqVK5avDgAAAAAAAAD+ITIdtlasWFEbN25UXFyc1q1bJzc3N9nY2EiSYmNjVbhw4adWJAAAAAAAAAA87zIdtg4ZMkRbtmxRjRo19OOPP2rgwIHGvq1bt8rZ2fmpFAgAAFLz9fWVj49PdpeRrj179sjLy0tVqlRR//79s7uc54LJZMrSsktZbQ8AAAAg+2U6bK1Zs6a2bdumdevWadu2bapWrZqxr23btho8ePDTqA8AAGRCp06dNHXq1Owuw/DJJ5/o1Vdf1datW+Xn55fd5TxTc+bMUZs2bVJtj4iIUL169TLdz4PtY2JiZDKZdPz4cYvVCQAAgNQe9d/VWf0H8afx3+mW7tPDw0OBgYEW6++/LldWGufPn19OTk5KTk7WhQsXVLhwYeXKlUsNGzZ8WvUBAAALSU5OVlJSknLlytL//D+W6OhojRw5Ui+++OJj93H37l1jyaJ/AwcHh6faHgAA4J/gbkKSbKxz/mPPFRERoUKFClm0z6z6P/buPC6n9P8f+KtUSmUpZIoJ0Z0olTCRJTWDiGgsg4TsS7ZUimHKljGZKUs1WbLODGWNyb5kJ5MGhWhaLBMxqCl3dX5/9LvPt7s9c2M+4/V8PHo83Odc5zrv6zqnW/f7vs51hYSEvJe/6ent1OjKnD59GmvWrMHt27dRVFSEXbt2oW3btli4cCGsra0xcODAdxUnERFRGdHR0QgMDMTSpUuxcuVK/Pnnn3BwcMCyZcvw888/Izw8HFKpFKNGjZKb/iYiIgJ79+5Feno6GjRogN69e2POnDmoXbs2gOI/Xk6ePIkRI0ZgzZo1yMnJQd++fbFgwQIx+derVy8MHz4c9+7dw9GjR6GrqwsvLy988cUX4nkuXryIlStX4s6dO2jQoAGGDh2KadOmQVm5+MGS7du3Y/PmzXj06BHq1auHbt26YcWKFdi/fz+WL1+OM2fOQFVVVazPzc0NrVq1wsKFC+X6wcfHB5cvX8bly5exceNGAMVT/GRmZmL06NH48ccfERQUhLt372Lnzp2oW7cuVqxYgRs3buDvv/+GsbEx5s2bB2tra7FOiUSCJUuW4NixY7h48SKaNWuGxYsXi2UyMzMREBCAa9euQSqVolmzZli4cCH09fVhb28PAJgyZQoAYPny5Rg8eDDu3LmDwMBAXLt2DVpaWujRowd8fHygra0NoPgbeolEAgA4cOAA2rdvj/Dw8CqvV1JSEpYuXYrff/8dSkpKaNmyJQIDA2FkZAQAuHr1KlatWoVbt25BV1cXffv2xaxZsypM5KamplbZPy9evMC3336LEydOICcnB82bN8f8+fPx6NEjrFmzRuzDku2XSCQIDQ2FnZ0dXFxcYGtri9mzZ4t1pqenw8HBAfv27YOJiYlceVmfOjk5AQA6deqEWbNmwc3NDWfOnIGOjo5Yj6+vL7KzsxEaGlpu+4iIiIg+JDXVWhjhtf29nGvHypEKr/Pf8IV4/fr1P3QI1VZQUIBatWpBSUnpQ4fy3lR7GoG9e/diypQpaNmyJQICAlBUVCTuMzQ0xO7du99JgERERJXJycnBzp07ERwcjPXr1+PkyZOYMmUKkpOTsXnzZvj4+CAkJATXrl0Tj1FRUcHChQsRExMjJhTXrl0rV++DBw9w/vx5RERE4LvvvsOBAwcQHR0tV2bjxo3o2LEj9u7dCwcHB3h7e+P58+cAgMePH2PixImwsrLCvn374Ovri8jISGzZsgUAkJiYiKVLl2LmzJmIjY1FWFiYOP957969UVBQgNOnT4vnevjwIS5fvlzu4+l+fn6wtLTEV199hbi4OMTFxeGTTz4R9wcFBcHb2xuHDh1C8+bNkZOTAzs7O2zevBnR0dGwtLTEpEmTkJ2dLVfvunXrMGjQIOzbtw8SiQSenp6QSqUAAH9/f7x58wbbtm3D/v37MXPmTNSuXRuffPIJ4uLiAAArV65EXFwcHB0d8fLlS7i5ucHc3BzR0dEIDQ1FamoqfHx85M4ZFRWFOnXq4KeffsL8+fOrdb08PT3RpEkTREVFISoqCm5ubuIfc2lpaZgwYQL69euHAwcO4Ntvv8WZM2ewatWq8m8ooFr9M2PGDNy8eRNBQUE4ePAgPDw8oKSkBEdHR4wbNw4mJibitXB0dCxzDicnJ8TExMhtO3jwIIyNjWFiYlKm/K5duwAAW7duRVxcHEJCQtChQwc0a9YM+/fvF8v9/fff+PXXX8u9T16+fImMjAy5n8ePH1fYD0REREQfK6lUisWLF6NDhw6wsbFBWFiYuK/0NAJJSUlwdXWFmZkZPvvsMwQEBODNmzcV1v3ixQvMnTsX1tbWsLCwwOTJk/Hw4UO5MmvWrMFnn32GDh06YPHixViyZAlcXV3F/aWnEcjPz0dgYCC6d+8OMzMz9O7dW/xbMzs7G7Nnz0a3bt3Qvn17DBw4EMeOHXurfpFNbXXo0CEMHToUZmZmGDhwIG7cuCGWiY6ORufOnXHs2DH06dMHZmZmeP78ebXafezYMQwePBhmZmawsbGBl5eXuO+vv/6Cr68vOnfujA4dOsDd3R0pKSniftl1sLS0hJWVFb788ktxf2ZmJiZPnoyOHTvCwsICTk5OuHz58lv1QXVUe2Tr+vXr4e7ujrlz56KwsFD8AAQArVu3FkfSEBERvU9SqRT+/v4wMDAAANjZ2eHcuXMIDQ2FqqoqjIyMEBERgUuXLqFDhw4AgDFjxojHN23aFNOmTcP69esxZ84cubqXLFmCOnXqoFWrVujVqxcuXbqE4cOHi/vt7OwwZMgQAMULSUZGRiIxMRHdu3fHjh070KxZM/j5+UFJSQlGRkbIyMjAhg0bMGbMGDx69AgaGhro2bMntLS0YGBggHbt2gEAateujf79+yMqKgoODg4AgD179qB169Zo27ZtmT7Q1taGqqoqNDQ0yv2mfdasWbCxsRFft23bVq4eHx8fHDlyBGfPnpV7SsXFxQV9+vQBAEyfPh19+vRBWloajIyM8PDhQ/Tu3Vscvfnpp5+Kx8liqFu3rvjvjRs3wszMDDNnzhTL+fv7w9HREc+ePYOuri4AoGXLlmWuQ1XX6+HDh3B3d0fLli0BAC1atBDLh4WFwdnZWfzj1NDQEF5eXvDw8MD8+fPL/Ya9qv65fPkyrl27htjYWDRr1qxM++vUqYNatWpVOurB0dERgYGBuHHjhphkj4mJEUeuliYbuVq/fn25el1cXBAdHS32UWxsLNTU1GBnZ1emjsjISHHULRERERFVLCoqCl999RV27dqF69evY/Hixfj000/Rt29fuXK5ubkYP348rK2tERUVhT///BN+fn5QVlaGn59fuXX7+PggMzMT4eHhUFdXx/LlyzFt2jRER0dDSUkJ+/fvx48//ohvvvkG5ubm2LNnD3bs2AFTU9MK4120aBEuX76MxYsXo3Xr1khNTUV+fj4AIC8vD+bm5pg4cSI0NTVx9OhRzJw5E/v37xefBKupVatWwdfXF82bN0doaCgmTZqE48ePo06dOgCKBy9s3LgRgYGB0NLSgpaWFjw8PCpt96VLlzBz5kxMmzYN3377LfLz83HhwgXxnLNmzYKGhgY2bNiAOnXqYOvWrRg3bhwOHz6MOnXqwNPTE23atME333wDJSUl8ak3oPhzh1QqxbZt26ChoYE7d+6IT8m9C9VOtj58+BBdunQpd5+amhpev36tsKCIiIiqS5aolGnYsCEMDQ3lHr/X1dWVG5V4/vx5hIaG4v79+8jJyUFhYaHcExsA0KxZM/GPBaA4gXjr1i25MrJEI1CcIK1bt654npSUFFhaWsol86ysrLBq1Sq8fv0aXbp0QZMmTeDg4IAePXqge/fu+Pzzz8VH211cXDBs2DAxEblv3z6MGDHirfpIlsSVycnJQUhICE6dOoWnT5+isLAQeXl5ePToUYXtkyX4srOzYWRkhFGjRsHf3x/nzp1D165d0bdv30r/WEtKSsL58+dhaWlZZl9aWpqYbC0dK1D19Ro9ejT8/Pywf/9+MRbZPZGUlITk5GTs3btXLF9UVIS8vDxkZWWhcePGZc5XVf8kJydDX19fTLS+jcaNG6Nz5844cOAAzM3NkZSUhHv37qFfv341qsfZ2RmrV6/GrVu3YGpqij179sDJyUnu/pdxc3PDoEGD5LY9fvwYI0cq/vE6IiIiov9lzZo1E0dVtmzZEjdv3kRkZGSZZOuBAwcglUqxYsUKqKurw9jYGN7e3vDy8sLs2bPlPk8AxU/PyRafl33hvmrVKvTq1Qvnz59H165dsW3bNgwdOhTOzs4AgLlz5+LMmTMVxpqeno69e/di69at6Nixoxi/jL6+PsaOHSu+dnd3x6lTpxAbG4upU6e+Vf+MHj1aHBSydOlS9OjRAwcOHMCwYcMAFA+I+eabb9C6detqt3vNmjUYMGCAXEyyBPPVq1dx8+ZNxMXFiZ+XFi5ciKNHj+LUqVNwdHSsdABGZQNF3oVqJ1s/+eQT3L59W25kjMzvv/8OQ0NDhQZGRERUHaUnhldSUiqTaFJSUhKTcxkZGZg0aRJGjRqFuXPnom7dujh37hwCAgKqrFcQhErLAJBLApYeNVnyeC0tLezduxeXLl1CXFwcVq1ahbCwMPzyyy9QV1dHu3bt0KpVK+zfvx9mZmZ4+PAhBgwYUFV3lEtDQ0PudWBgIC5evAgvLy80a9YM6urqmDhxojhFQHntk7VF1r5hw4bB1tYWp06dwtmzZxEaGoolS5aIfxSWlpubC3t7+zKjVgFAT09P/HfpP0irc71mzZoFJycnnD59GidPnkRwcDDCwsJgY2OD3NxcjBw5stxEdcl5TmvaP4qYc8rJyQmrV6/G/PnzceDAAVhaWqJp06Y1qqNhw4bo0aMHoqOjUb9+fVy+fFnu6aOS6tati7p16/7juImIiIj+69q3by/32sLCAgcOHChTLiUlBaamplBXVxe3dejQAVKpFGlpaWWmh0pJSYGqqirMzMzEbXp6ejAwMEBKSgq6du2KBw8eyE0ZAADm5uZITU0tN9a7d+9CRUVFfIqvtMLCQqxfvx6xsbF48uQJpFIp8vPz0bx588q6oFKyhClQPOikTZs2co/0q6uri4lWoHrtvnPnDlxcXMo9X3JyMl69eoXOnTvLbc/Ly0N6ejqAygdg1HSgyD9V7WTrl19+iTVr1kBXV1fMXguCgAsXLiAiIgLTpk17Z0ESEREpys2bNwEA3t7e4raoqCiFn8fIyAjHjx+HIAhiYu769evQ09ODlpYWAEBVVRW2trawtbXF+PHj0bVrVyQmJorfSH/55Zf45ZdfcPfuXfTs2bPC5KCsrsLCwmrFdv36dbi4uIj/n//1119vNXengYEBRo4ciZEjR2LRokWIjo6uMNlqamqK48ePo2nTpqhVq/orwlb3ehkZGcHIyAjjxo3D+PHjsX//ftjY2MDU1BT37t2r0ZfCVfWPRCJBZmYm0tPTyx3dqqqqWmakdHl69+6Nb775BpcuXcKhQ4cwYcKECsvKvkAor94vv/wS8+fPh5aWFkxMTMqd85WIiIiIqq+8L9Yr+rK9ogEWNflyvuRnhsrqfBsbNmzA9u3b4evri9atW0NDQwMLFiwoM9CiJqrqn5LJ58pU1W6ZnJwcNGnSBJs3by6zr169egAqH4BR04Ei/1S1F8iaMGECBg4cCB8fHzGTPHz4cLi7u8PR0RGjR49+JwESEREpkqGhobiwU3p6Onbv3o09e/Yo/DwjRoxAeno6li5divv37+PXX39FWFgYxo0bBwA4efIktm7diqSkJGRkZGDPnj1QVVWVS945OTkhNTUV+/fvL3fBo5IMDAyQkJCAzMxMZGdnV5rsMzQ0RGxsLJKSknDr1i3MmTMHysrV/pMAQPHjQnFxcUhPT8eNGzcQHx8vPrJTnpEjR+Lp06fw9PREYmIi0tLScPr0aSxcuLDS81R1vfLy8hAQEIArV64gMzMTly9fRnJyshjL+PHjceXKFSxZsgRJSUl48OABjhw5IregQE37p1OnTujQoQNmzJiBCxcuID09HSdOnMClS5cAFF+LtLQ0JCUlITs7u8IFErS0tNCzZ08sX74cf/75pzg/bnl0dXWhrq6OM2fO4NmzZ3j16pW4r0ePHlBVVUVERESV9wkRERERVS0hIaHM6/L+1jUyMsLNmzeRl5cnbouPjy/zd33J8lKpFImJieK2J0+e4OHDh+JIyxYtWsgtOAUUP1FeEWNjYxQUFMgtCFxSfHw8Pv/8czg5OcHExAT6+vpIS0ursL7qKNk/+fn5uH37dqWfBarTbmNjY1y8eLHc401NTfHnn39CTU0NhoaGcj/169eXO8+4ceOwdetWdOrUSW4hWdlAkdDQUHHdg3el2p+slJSUsGjRIsTGxmLhwoWYNWsW/Pz8EBMTg0WLFr2zAImIiBTJxMQE8+fPR2hoKPr374+jR49i1qxZCj9PkyZNEB4ejvj4eAwYMABLly6Fm5ub+OWktrY2YmNjMXr0aPTv3x+HDx9GSEgImjRpItZRv3592Nvbo169eujevXul55MlcR0dHWFjY1NmZc+SfHx8oKmpiWHDhokLX5Wc06g6CgsLsXjxYjg6OmLKlCkwNzeHp6dnheX19PSwY8cO5OfnY+zYsXBycsLKlSsrHa0LVH29lJWV8fz5c8ybNw+9e/fGvHnz0L9/f3FeqjZt2mDLli24d+8ehg8fDhcXF6xfv16un9+mf4KDg2FiYoJZs2ahf//+CA4OFvf17t0btra2cHV1hY2NDQ4ePFjhuZycnJCcnIyuXbtW2hcqKipYsGABduzYAVtbW7m5rGrVqiUubNa/f/8K6yAiIiKi6klLS8OqVavw4MED7NmzB7t27Sp3kKGTkxNUVFTg4+ODu3fvIi4uDoGBgfjqq6/KTI8FFCdS7ezs4Ofnh/j4eNy6dQuenp4wNjYWp+0cNWoUfvnlF+zbtw8PHjzA6tWrxUfly9O0aVMMGjQIPj4+OHHiBNLT03HhwgUcO3YMQPFAgri4OPz222+4e/cufH195b64fxtbt27F8ePHkZKSIg6eqOzv0Oq0e/r06di/fz/Wr1+P+/fvIykpSRzJ2qVLF5iZmWHq1Kk4d+4c0tPTcfXqVQQGBiIlJaXKARg1HSjyTykJlYxFvnLlSo0qkz32SERERIoxcuRItG/fXpygn6g8Xl5eyM/Pxw8//FCj4zIyMmBvbw/Lyd2hXr/sB4L/gs1ja9YnRERE9O6N8Nr+Xs6zY2XNFwJ1dXWFRCJBfn4+YmJioKamBjc3N0yZMgVA8ZRSoaGhsLOzA1C8IOvSpUvx22+/QVNTE/369YOXl5e42r2rqyvatWsnTov1/PlzLFmyBKdOnUJhYSE+++wzfP3119DX1xdjWLNmDbZu3QqpVIoBAwagsLAQjx49QkRERLl15uXlISgoCDExMXj58iWaNm2KGTNmwNHRES9evICvry8uXLgATU1NjBgxAklJSahTpw5WrFgBAOjVqxfGjRuHUaNGVdo3sr8dg4KCsGnTJiQlJaFly5bw9/eHhYUFACA6OhqBgYHiU18y1Wl3bGws1q5di/v376Nu3bro0aMHli9fDgB4/fo1vvvuOxw9ehQvXrxA48aN0alTJ8ybNw/a2trw8fFBfHw8nj59Cl1dXTg6OmLu3LlQUVGBv78/zpw5gydPnqBu3bro2bOnOA3Xu1BpstXExERuQZCq5pu4ffu2YqMjIiL6SL148QKnT5/G/PnzERsbW+5jSESvXr1CQkICpkyZgk2bNsHa2rpGxzPZSkRERO/bG2kh1FSrP4f//8q53qVhw4ahXbt2VU7B9a7J/nY8cOAAjI2NP2gs/2aVLpBVcqW1rKws+Pr6olu3bvj888+hq6uLZ8+e4ciRI4iLi8OyZcveebBEREQfi8GDB+Ply5eYP38+E61UoalTpyIxMRFubm41TrQSERERfQjvM/n5v5hoff36NXbv3g1bW1sAxSNFExIS4Ofn94Ejo+qqNNnaunVr8d9BQUEYOHAgZs+eLVeme/fuWL16NSIjI9GlS5d3EyUREdFH5sSJEx86BPofsHXr1g8dAhEREREpkLKyMk6ePIl169ZBKpWiZcuWCAsLg7m5+Ts/9/79+ytcl6lDhw5YvHjxO4/hv6DSZGtJFy9erHDuhk6dOmHLli0KC4qIiIiIiIiIiOhjU6dOHURGRn6Qc/fq1Qvt27cvd5+6ujr09PSQnJz8nqP631PtZGu9evVw/PhxdO3atcy+o0ePol69egoNjIiIiIiIiIiIiN4PLS2td7Zo1Mek2snWCRMmICAgAJmZmejVq5c4Z+vx48dx5syZDz5JLxEREREREREREdGHVO1k68iRI6Gnp4ewsDAEBASgoKAAKioqMDExwZo1a+Dg4PAu4yQiIiIiIiIiIiL6V6t2shUAHBwc4ODggKKiImRnZ0NHRwfKysrvKjYiIiIiIiIiIiKi/xk1SrbKKCsro2HDhoqOhYiIiIiIiIiIiOh/FoelEhERERERERERESkAk61ERERERERERET/kKurKwIDA8XXvXr1wrZt26p9fHR0NDp37vwuQqP3iMlWIiIiIiIiIiJ6L4oKpP/Jc9F/w6VLlyCRSJCTk/PWdbzVnK1EREREREREREQ1payiimsrx7+Xc3Xwingv5/k3kUqlUFVV/dBhfNSYbCUiIiL6yK0asghNmzb90GG8E28KpFBT4QcOIiIiqp6ioiKEh4dj165dePLkCRo3bgw3Nze4ubnhzp07CAwMxLVr16ClpYUePXrAx8cH2traVdabkZEBe3t7HDhwAMbGxgCAO3fuwMnJCcePHy/3b7HU1FSsWLECN27cwN9//w1jY2PMmzcP1tbWYhmJRAJ/f3+cOHECFy9exIwZMzB+fOXJ7CtXrmD16tW4efMmateuDQsLC4SEhKB27dp48eIFAgICcPr0aRQUFOCzzz7D119/DX19fQBASEgITp48iaFDh2LdunV49eoVhg4dCi8vL4SEhGDnzp1QU1PDjBkzMHToULm2r169Gps3b8bt27fRsmVLBAQEwNzcXIzr8OHDCAkJQVpaGvT09ODu7o4RI0bItXXJkiU4duwYLl68iGbNmmHx4sVy/XH16lWsWrUKt27dgq6uLvr27YtZs2ZBTU0NQPHUDsOHD8e9e/dw9OhR6OrqwsvLC1988QUyMjIwevRoAICVlRUAYNCgQVixYkWV17ckTiNARERERP9ZTLQSERFRTaxduxabN2/GzJkzcejQIaxYsQL16tXDy5cv4ebmBnNzc0RHRyM0NBSpqanw8fF5Z7Hk5OTAzs4OmzdvRnR0NCwtLTFp0iRkZ2fLlQsODkbfvn1x8OBB9OvXr9I6Hzx4gLFjx6Jt27b45ZdfsHXrVtjY2KCoqAgA4OPjgzt37iA8PBw7duxATk4Opk2bBkEQ5Oq4dOkSNm7ciBUrVmDr1q2YMGECAODnn3+Gq6srvvnmG2RkZMide9WqVZg4cSL27NmD1q1bY9KkScjNzQUA3LhxA3PmzMGAAQNw4MABTJw4EcuWLcOxY8fk6li3bh0GDRqEffv2QSKRwNPTE1Jp8XQRaWlpmDBhAvr164cDBw7g22+/xZkzZ7Bq1Sq5OjZu3IiOHTti7969cHBwgLe3N54/f45PPvkEISEhAIBjx44hLi4Ofn5+1bpWJXFkKxERERERERERffTy8/Px448/wt/fHwMGDAAAfPrppwCKk3xmZmaYOXOmWN7f3x+Ojo549uwZdHV1FR5P27Zt0bZtW/G1j48Pjhw5grNnz2LgwIHi9gEDBsDZ2bladYaHh8PKykouiSiRSAAUJ1FPnjyJXbt2iSNOV61ahV69euH8+fPo2rWreMzSpUtRp04dtGrVCu3bt8ezZ88wa9YsAMD48eMRFhaGa9euyY3YHT16NBwcHMTje/TogQMHDmDYsGGIjIyEra0tJk+eDABo0aIFbt++jYiICPEYAHBxcUGfPn0AANOnT0efPn2QlpYGIyMjhIWFwdnZGa6urgAAQ0NDeHl5wcPDA/Pnz4eSkhIAwM7ODkOGDAEAzJ49G5GRkUhMTET37t1Rr149AICOjg40NTWr1aelMdlKREREREREREQfvdTUVOTn56Nz585l9iUlJeH8+fOwtLQssy8tLe2dJFtzcnIQEhKCU6dO4enTpygsLEReXh4ePXokV87MzKzadSYnJ8Pe3r7cfSkpKVBVVZWrT09PDwYGBkhJSRGTrc2aNUOdOnXEMg0bNhQf0wcAZWVlNGjQoMwI3JJTBtSuXRtt2rRBSkqKeO7evXvLlbeyssKhQ4fktskSwwDQqFEjAEB2djaMjIyQlJSE5ORk7N27VyxTVFSEvLw8ZGVloXHjxmXqqF27NurWrVsm1n+CyVYiIiIiIiIiIqL/TzYCsqTc3FzY29tjzpw5Zfbp6elVWaeycvFMniUfxy8oKKj0mMDAQFy8eBFeXl5o1qwZ1NXVMXHiRPGxeRkNDY0qz19See2rjCAIcseoqMinE5WUlMosyqWkpCROTVDZeUtuK72/9HlLn1u2T3ae3NxcjBw5Um6eVxkdHZ0K4y9ZhyJwzlYiIiIiIiIiIvroNW/eHOrq6rh48WKZfaamprh37x6aNm0KQ0NDuR91dfUq65Yl+54+fSpuS0pKqvSY69evw8XFBQ4ODpBIJKhfvz4eP35cw1bJk0gk5bYPAIyMjCCVSpGYmChue/LkCR4+fAgjI6N/dF4ASEhIEP+dn58vLpQlO/e1a9fkyl+/fl3cXx2ya1T6+hgaGpabYC2PLGn8T5KvTLYSEREREREREdFHr3bt2pgwYQJWrFiBAwcOID09HdeuXcO+ffswcuRIPH36FJ6enkhMTERaWhpOnz6NhQsXVqtudXV1mJub48cff0RKSgri4uKwYcOGSo8xNDREbGwskpKScOvWLcyZM0ccIfu2Jk6ciPj4eCxduhR37tzBvXv3EBkZib///hstWrSAnZ0d/Pz8EB8fj1u3bsHT0xPGxsawsbH5R+cFgK1bt+L48eNISUkR+61///4AADc3N8TFxSEsLAypqan4+eefsXv3bri7u1e7/vHjx+PKlStYsmQJkpKS8ODBAxw5cgSBgYHVrsPAwABKSko4efIksrOzkZOTU7NGgslWIiIiIiIiIiIiAMDUqVPh6uqKoKAg9O3bF15eXnj58iX09PSwY8cO5OfnY+zYsXBycsLKlSvlHk+vytKlS/H69WsMGjQIa9asgYeHR6XlfXx8oKmpiWHDhomLQbVo0eIfta9FixbYsGEDbty4ARcXF4wcORIXLlwQk7jLly+HsbExJkyYgBEjRkBTUxNr166t8dQD5ZkzZw7Wr1+PgQMHIikpCaGhoeIiVObm5ggKCsK+ffvQv39/hIeHY/78+XKLY1WlTZs22LJlC+7du4fhw4fDxcUF69evR5MmTapdh56eHmbMmIGVK1eiS5cuCAgIqHE7lYSSk0UQERER0UcjIyMD9vb2OH78uNxKsURERETvSlGBFMoqqlUX/B87F1VM9jfngQMHYGxs/KHDeec4spWIiIiIiIiIiN6L95n8ZKKVPoTqzQ5LRERERERERERE/2pff/01Dhw4UO6+SZMmYfLkye85oo8PpxEgIiIi+khxGgEiIiKi/5Znz57h9evX5e6rV68e6tev/34D+ghxZCsREREREREREdF/gK6uLnR1dT90GB81ztlKREREREREREREpABMthIREREREREREREpAJOtRERERERERERERArAZCsRERERERERERGRAjDZSkRERERERERERKQATLYSERERERERERG9IxKJBCdPnnxv5wsJCcHgwYPf+Xk2b96Mbt26wcTEBJs3b37n56vIpUuXIJFIkJOT88FiKEnlQwdAREREREREREQfhzcFUqipqP7nzvWxefLkCQIDA7F8+XJ06dIF2tra7+W8rq6uaNeuHby9vcVtlpaWiIuLQ506dd5LDFVhspWIiIiIiIiIiN4LNRVVjNk0872ca/PYH97Lef6LpFIpVFUrTlSnp6ejqKgIDg4O0NLSeo+RlaWmpoZGjRp90BhK4jQCREREREREREREKB45uXTpUvj7+6NDhw6wtbXFvn378Ndff8HDwwOWlpbo168fEhISxGMOHz4MR0dHtGvXDvb29tixY0el53j06BE8PDzQoUMHdO7cGR4eHnjy5IlcmV9++UWss1u3bli1ahWA8h+ZP3nyJCQSSYXnS0hIwJgxY9C5c2dYW1tjzJgxuHv3rrg/IyMDEokEhw4dwogRI9CuXTscO3aswvqio6MxcuRIAECHDh0gkUiQkZEBHx8feHh4yJX18PCAj4+P+LpXr14IDw+Hl5cXLC0t4eDggCNHjsgdk5ycjPHjx8PS0hJWVlZwdXXFkydP4OPjg8uXL2Pjxo2QSCTiecvrk6quiUQiwa5duzBp0iS0b98e/fv3x9WrVytsc00w2UpERERERERERPT/RUVFoUmTJoiKisLgwYOxYMECeHp64vPPP8eePXtgZGQELy8vCIKAGzduYM6cORgwYAAOHDiAiRMnYtmyZRUmK6VSKdzd3VG/fn3s3LkT27ZtgyAImDJlCoqKigAUJzOXLVuGkSNH4uDBgwgJCcEnn3zy1u3JycnB4MGDsXPnTuzYsQMNGzbE5MmT8ebNG7lyQUFBGDduHA4fPoyOHTtWWJ+joyNCQkIAAMeOHUNcXFyN4tu4cSM6duyIvXv3wsHBAd7e3nj+/DkA4Pnz5xg9ejS0tbWxbds27Nq1C05OTigsLISfnx8sLS3x1VdfIS4ursLzVvearFu3DoMGDcK+ffsgkUjg6ekJqVRa7XZUhNMIEBERERERERER/X9t27bFxIkTAQDTp09HREQEmjdvDicnJwDAhAkT8OWXX+LJkyeIjIyEra0tJk+eDABo0aIFbt++jYiICDg4OJSp+9ChQ1BWVoa/v7+4bcWKFejYsSN+//13mJubY82aNRg/frw4ehQALCws3ro9Xbp0kXu9bNkyWFlZ4caNG7C2tha3jx07ttyYS1NXV0e9evUAADo6OtDU1KxRPHZ2dhgyZAgAYPbs2YiMjERiYiK6d++O7du3o379+li1ahVq1aoFADAyMhKPVVVVhYaGRqXTBlT3mri4uKBPnz4Aiq9znz59kJaWJne+t8FkKxERERERERER0f9X8pF8NTU1aGtro3Xr1uK2hg0bAgCePXuGlJQU9O7dW+54KysrHDp0qNy6k5KScP/+fVhaWsptLywsRFpaGlq2bInMzEx89tlnimoOnj59itWrV+PKlSt4+vQpBEGAVCrFo0eP5Mq1a9dOYeesTMn+rV27NurWrYvs7GwAxVMIdOjQQUy0vo3qXpOScciSt9nZ2Uy2EhERERERERERKUp5C0OpqPxfCk1JSQkAxMf+Za9lBEEos00mNzcX5ubmCAwMLLNPV1e3ytiUlZXFc8gUFBRUeoy3tzdevnyJBQsWQF9fH6qqqhg4cGCZR+Y1NDSqPH9llJSU5OICUO5j+SX7UkbWl7J6/qnqXJPKruk/wTlbiYiI/oHyJoEvrbwJ2z+UlStX4rPPPoNEIql00vua6tWrF7Zt26aw+kqqTh+/S6XbJpFIcPLkyQ8Sy4fuCyIiIiKSZ2RkhGvXrsltu379Olq2bFlueVNTU6SmpkJXVxeGhoZyP1paWtDS0oKBgQEuXrxY7vE6OjoAikeryiQlJVUaY3x8PNzc3NC9e3e0atUKBQUF+Pvvv2vSzGrR0dFBVlaW+LqoqEhuIa7qkEgkuHr1KgoLC8vdr6qqWuE+mZpeE0VjspWIiMoQBAE///wzhg4dCktLS1haWsLJyQmBgYHIzMwUy4WFhcHFxQWWlpawsbHB9OnTkZqaWm59tra2uHr1qph47Ny5c5kJ2c+dOyfuq4hspcw7d+4orL3/hJ+fH5YsWSK+dnV1LfMttaWlJeLi4lCnTp33HZ6c3377DRs3bsTq1asRFxeH7t27K6zu3bt3w8XFRXz9NgnJiq5t6T4mIiIiIvq3cHNzQ1xcHMLCwpCamoqff/4Zu3fvhru7e7nlnZycoK2tjenTp+Pq1atIT0/HhQsXsGjRIrx8+RIAMGPGDERERGD79u34448/kJiYiJ07dwIAPv30UzRp0gRr1qxBamoqfv31V0RFRVUaY/PmzbF3716kpKQgPj4efn5+5Y7e/ac6deqEhIQExMTE4MGDB1i2bJm48FV1jRw5Ei9evMC8efNw8+ZNPHjwALt378bDhw8BAAYGBkhISEBmZiays7PLHYla02uiaEy2EhGRHEEQMHfuXKxatQqOjo7YsmUL9u7dCy8vL0ilUmzYsEEse/nyZYwcORK//PILNm3ahDdv3mDcuHHIy8uTqzMxMREFBQVy8xJpaGjgxIkTcuWio6P/0SqbJZVO5L4r2traqFu3bqVl1NTU0KhRI4U8DvNP/PHHH6hXrx5sbGzQqFEjqKmpKaxuHR2df/zYUUWq08dERERERB+Cubk5goKCsG/fPvTv3x/h4eGYP39+hQtN1alTB9u2bUOjRo0wbdo0ODo6YtGiRVBWVkbt2rUBAIMGDYK3tze2bNmCfv36Ydq0aXj8+DGA4pGdq1atwu3btzFgwADs2rUL06ZNqzTGpUuX4vnz53B2doavry8mTpxY40WtqqNHjx6YMGEClixZguHDh6NBgwbo2rVrjepo0KABIiMj8fz5c4wYMQJffvklDh48KD7yP27cOACAo6MjbGxsxCRsSTW9JgonEBERlXDw4EHBxMREuHnzZrn7i4qKKjz22bNngrGxsXDt2jW57atXrxa8vLwEQRCEixcvCsbGxsLq1auFCRMmiGVevnwpmJubC0FBQUKnTp0qPIexsbHcz6hRowRBEARvb29hxowZQkhIiNC1a1ehX79+giAIQnR0tDBo0CDBwsJC6Nq1q+Dt7S28ePFCrC8qKkro1KmTcPLkSeGLL74QLC0thRkzZggvX74Uyxw+fFjo16+f0K5dO6FTp07CuHHjhMLCQrnzyv5dOr709HSxza9fvxbrPHTokNC3b1+hbdu2Qq9evYTt27eXaecvv/wiTJw4UTA3Nxf69esnXLlypcJ+EQRBSE9PFyZNmiS0b99e6NChgzB37lyxrcHBwWViK48s1jNnzgj9+/cXzMzMBHd3d+HFixdCTEyMYG9vL3To0EFYtGiRUFBQIB5nZ2cnbN26Vfx3yfPY2dmJ5bZt2yb06tVLaNu2rdC3b1/h119/rfa1lSksLBTWr18v1mNnZyds3ry5wn7Jy8sTVqxYIXTr1k1o166d8MUXXwgHDx4U91+5ckUYNmyYYGZmJvTs2VMIDAwU8vPzy22bLM4TJ05UeL7K4vviiy/KxHrlyhXB1NRUyMrKEgRBEDIzMwUPDw/B2tpaaN++vfDll18KSUlJlfaFnZ2dYG5uLjg7OwsnT54sN66//vpLSE9Pl/u5cuWKeJ8SERERvQ/50jf/yXMRyXCBLCIiknPw4EF06dIFpqam5e6vbHTmq1evAAD16tWT237ixIky37Y6Oztjw4YNePLkCfT09BATE4N27drB0NCw0vh27dqFIUOGYOvWrWjRooXc4y9nz56FpqYmNm/eLG4rKCjArFmz0KJFC/z5559YunQp/P398d1334llcnJysG3bNnz//ff4+++/MXPmTISHh2Pu3Ln4888/MXfuXMybNw8ODg54/fp1hfMn+fn5ITU1FSYmJmJ7dXR05KZeAIAbN25gzpw5mDlzJnr37o3Lly8jICAAjRs3lvu2dd26dfD29sb8+fMREhICT09PHD16tNxHfoqKijB16lTUq1cPO3bsQF5eHhYtWoT58+dj3bp1GDduHOrWrYt169bh4MGDlfYxAKxduxb+/v6oVasWPDw84OHhAU1NTaxbtw6PHj3CjBkzYGVlhQEDBpQ5dvfu3bCxscHKlSvRpUsXcSXR2NhYLF++HAsXLkSnTp0QGxuLWbNmYffu3Wjbtm2l17Z0bNu3b4evry8sLCzw+PHjcr/Rllm0aBEuX76MxYsXo3Xr1khNTUV+fj4AIC0tDRMmTMCcOXMQGBiIrKwsLF68GAUFBfD19a2yn2oan4uLC6Kjo+Hm5iaWj46ORrdu3dCwYUO8efMGY8eORZMmTRAeHo4GDRogMTGxwon6w8LCcPDgQQQEBODTTz/F+fPnMX36dPzyyy9lfocjIyOxZs2at2oTERERkaKoqSj+8fV/w7mIZJhsJSIiOampqWUe9Zg3b564mJK+vj5iYmLKHCcIApYvX45OnTrByMhI3J6ZmYkHDx7A1tZWrnyjRo1gY2ODffv2YeLEiYiOjsawYcOqjE82IXz9+vXRqFEjuX1aWlrw9/eXS9INGTJE/HezZs3g7e0Nd3d3fPvtt+JKnlKpFP7+/tDX1wdQ/NiOLKGalZWFgoICfP755zAwMAAAmJiYlBubtrY2VFVVoaGhUSa2kiIjI2Fra4vJkycDAFq0aIHbt28jIiJCLtnq4uKCPn36AACmT5+OPn36IC0tTa5/Zc6fP4+UlBScOHECenp6AIofFxoyZAhSU1PRvHlzaGtrA0ClscnMmTNHnPZh4MCBCA8Px/nz59GgQQMYGxvDxsYGly5dKjfZKrtGdevWlTvXpk2b8OWXX4rXefLkybh27Ro2btyI7777rtJrK5Ofn48ff/wR/v7+4rk//fTTCtuRnp6OvXv3YuvWrejYsSOA4vtAJiwsDM7OznB1dQUAGBoawsvLCx4eHpg/f36Np36oKj5nZ2d8//33uHXrFkxNTfH333/j119/Fef5jYmJQXZ2Nnbv3i1er+bNm5d7rjdv3iAsLAxbtmyBubk5AGDYsGG4ePEifvnlFyxevFiuvJubGwYNGiS37fHjxxg5cmSN2khERERE/33jx48vs8iUzDfffFPu5wAqxmQrERFVycvLC9OnT8f+/fuxZ8+ecsv4+/vjzp074sTtMidOnEDnzp3LnRPIxcUFq1evhr29Pe7evYs+ffogNjb2reOUSCRlRkMmJiZizZo1SE5Oxl9//YWioiJIpVJkZWWJSUktLS0x0QoUJyOfPXsGoDix2qlTJzg5OaF79+6wtbVFnz59oKWl9dZxpqSkoHfv3nLbrKyscOjQoTLtKRkTAGRnZ5ebbE1JSYGBgYHYJgAwMzODqqoqUlJSKkzYVaTkuRs2bIiGDRuiQYMG4jZdXV2xj6orJSUFI0aMkNtmZWWFI0eOVLsO2ajUyhZRK+nu3btQUVFBhw4dyt2flJSE5ORk7N27V9xWVFSEvLw8ZGVloXHjxtWOrTrxNW7cGN27d0d0dDRMTU0RGxsLNTU19OzZEwCQnJwMU1NTMdFamT/++AN///233ChZoPjLg/LOX7duXc59S0RERETVsnTp0jJrccjo6uq+52j+tzDZSkREcgwNDfHgwQO5bbJEX8lkW0kBAQE4ceIEtm3bJpfsA4qTrZ9//nm5x9nZ2WHRokVYvHgxevfu/Y8naa9Tp47c69zcXIwfPx49evTAqlWroKOjg5SUFEyfPh1SqVQsJ5tsXUZJSQmCIAAAatWqhcjISMTHx+Ps2bPYsGEDgoODER0djYYNG751rKVHTAqCUGZbybhk+yp6nLy8OqvaXpnS5y6dxC7ZRzVRnXa/TT1vKzc3FyNHjiyTBAb+b4Tu26gsvi+//BJ+fn7w8vLCnj17MGDAALn+rW7bcnNzAQA//vhjmZHA6urqbxE1EREREVGx0p/rqPqUP3QARET079K/f3+cO3cOiYmJVZYVBAH+/v44cuQIIiMj5R7PBoDXr1/jypUr6NWrV7nHq6mpwcnJCZcvX8bgwYOrFZ8sKVVZ0lHm/v37ePHiBTw9PWFtbY2WLVvi6dOn1TpPScrKyrC2tsbs2bOxb98+5ObmIi4ursL4CgsLK63PyMiozCM5169fR8uWLWscW8k6MzIy8OTJE3FbYmIipFLpP6r3bZXXD1W1uzrXtnnz5lBXV69w3tzSjI2NUVBQUOEjUKamprh37x4MDQ3L/JROwldHdeLr2bMnVFRUsGPHjjL3vkQiwc2bN8X5jytjZGQEVVVVPH78uEzs/OOYiIiIiOjDYLKViIjk9OvXD1988QXGjh2LzZs3IzExEenp6bhw4QKOHDkiznMKFM/Vs3//fnz33XfQ1NREVlYWsrKyxMdNzpw5A2NjYzRp0qTC882bNw8XLlxAp06dqhWfrq4u1NXVcebMGTx79qzSpJS+vj5UVVWxbds2pKenIzY2Fhs2bKhmTxRLSEhAaGgoEhMTkZmZiUOHDiE3NxctWrQot7yBgQESEhKQmZmJ7OzschOHbm5uiIuLQ1hYGFJTU/Hzzz9j9+7dcHd3r1FsJXXp0gVGRkbw9PTErVu3EB8fDz8/P9jb29d4CgFFMDAwwIULF5CVlYW//voLADB27Fjs3r0bP//8M1JTUxEWFoa4uDiMHTsWQPWube3atTFhwgSsWLECBw4cQHp6Oq5du4Z9+/aVG0fTpk0xaNAg+Pj44MSJE+K9LJuDePz48bhy5QqWLFmCpKQkPHjwAEeOHBHnUK2p6sSnoqKCgQMHYtWqVWjTpo3cHMD9+vWDjo4Opk+fjuvXryMtLQ2HDh3C7du3y5xLS0sLY8aMwdKlS7F3716kpaXh999/x+bNm3H48OG3ip+IiIiIiP4ZTiNARERylJSU8P333+Onn37Cnj178MMPP0AqlUJfXx+2trZYsmSJWFY2P6tscSGZ5cuXY/DgwTh+/HiFo1pl1NTUavS4toqKChYsWIC1a9di9erVsLa2xtatW8stq6OjgxUrViAoKAibNm2Cubk55s2bBw8Pj2qfT0tLC1euXMHmzZuRm5uLpk2bIiAgAO3bty+3/Lhx4+Dj4wNHR0fk5eXh+PHjZcqYm5sjKCgIISEhCAkJgZ6eHubPny+3OFZNKSsrY926dViyZAlGjBiBWrVqwc7ODgsXLnzrOv8Jb29vrFixAj/99BP09PRw4sQJ9O7dG1lZWQgLC0NAQAA+/fRTfP/992jbti2A6l/bqVOnQklJCUFBQeLcu2PGjKkwlkWLFiEoKAgLFy7Ey5cv0bRpU8yYMQMA0KZNG2zZsgXff/89hg8fDmVlZRgaGsLZ2fmt216d+FxcXLBhw4YyI7rV1NSwceNGLF++HO7u7hAEARKJBP7+/uWea+7cudDV1cX69euRmZmJunXrwszMDNOmTXvr+ImIiIiI6O0pCW8z4RoREVEVCgoK0KVLF2zevBmmpqYfOhyif5ULFy5g4sSJOHv2LOrXr//B4sjIyIC9vT2OHz+Opk2bfrA4iIiIiIj+KziylYiI3om//voLY8eOZaKVqIQ3b97g4cOHWLt2LZycnD5oopWIiIiIiBSPc7YSEdE7oauriylTpnzoMIj+VQ4ePIi+ffsiLy8Pc+bM+dDhEBERERGRgnFkKxEREdF7Mnjw4DLztBIRERER0X8HR7YSERERERERERERKQCTrUREREREREREREQKwGQrERERERERERERkQIw2UpERERERERERESkAEy2EhERERERERERESkAk61ERERERERERERECsBkKxEREREREREREZECMNlKREREREREREREpABMthIREREREREREREpAJOtRERERERERERERArAZCsRERERERERERGRAjDZSkRERERERERERKQATLYSERERERERERERKQCTrUREREREREREREQKwGQrERERERERERERkQIw2UpERERERERERESkAEy2EhERERERERERESkAk61ERERERERERERECsBkKxEREREREREREZECMNlKREREREREREREpABMthIREREREREREREpAJOtRERERERERERERArAZCsRERERERERERGRAjDZSkRERERERERERKQATLYSERERERERERERKQCTrUREREREREREREQKwGQrERERERERERERkQIw2UpERERERERERESkAEy2EhERERERERERESkAk61ERERERERERERECsBkKxEREREREREREZECMNlKREREREREREREpABMthIREREREREREREpAJOtRERERERERERERArAZCsRERERERERERGRAjDZSkT0EZJIJDh58uSHDqNcPj4+8PDw+Ed1XLp0CRKJBDk5OQqK6t+hV69e2LZt2wc7/mP2PvrO1dUVgYGB7/QcRERERET0bjHZSkT0EYqLi0PXrl3f6Tk+9sTRfyGxGRISgsGDB3/oMP4Vdu/eDRcXF4XUVdGXASEhIZg2bZpCzkFERERERB+GyocOgIiI3r9GjRq99bFv3ryBmpqaAqMhqjlBEFBYWAgVlffzp4yOjs47P0f9+vXf+TmIiIiIiOjd4shWIqL/YdHR0ejcuTOOHTuGL774AhYWFvD09MSbN2+wdetWdOvWDZ999hnWrFkjd1zpaQQePnyImTNnomPHjrCwsMCQIUOQnJwM4P8e61+zZg1sbW3FkY5JSUlwdXWFmZkZPvvsMwQEBODNmzfiMZcvX8bGjRshkUggkUiQkZEhxlvStm3b0KtXrzJtCw4ORufOnWFtbY1ly5ahsLCwwvhzcnIgkUhw6dKlCvvq6tWrGD58OMzNzWFnZ4eVK1eK8Vbk2LFjGDx4MMzMzGBjYwMvLy8AwIIFC8qMQPz7779hZWWF2NhYuLq6IjMzEwEBAWL7ZQ4fPgxHR0e0a9cO9vb22LFjR5l29+jRA+3atUP37t0RFBRUYXxbtmxB586d8dtvv71VG//66y/4+vqic+fO6NChA9zd3ZGSkgKg+N5as2YNbt68KbYhOjoaAJCRkYHJkyfDwsIC1tbW8PT0xF9//SXWK7tnQkNDYWNjAxsbG6xevbrSvi4qKkJwcDC6deuGdu3aYfDgwbh8+bK4XzYa9MyZM3B2dka7du1w69YtvH79GnPnzoWFhQW6deuGnTt3YvDgwQgJCRGPjYiIQP/+/dG+fXv07NkTy5cvR35+vrhfNoJ39+7d6NmzJzp27Iivv/5aru9KjlQOCQkR+6Tkj6x/Tp06heHDh8Pa2hqdO3fGtGnT8OjRI7HvRo8eDQCwsrKCRCKBj48PgLKjwV+8eIG5c+fC2toaFhYWmDx5Mh4+fFijuImIiIiI6P3iyFYiov9xOTk52LlzJ4KDg/H8+XNMnz4dU6ZMwSeffILNmzcjMTER3t7esLGxQYcOHcoc/+bNG4wdOxZNmjRBeHg4GjRogMTERBQVFYllzp49C01NTWzevBkAkJubi/Hjx8Pa2hpRUVH4888/4efnB2VlZfj5+cHPzw+pqakwMTERk5I1GRl49uxZqKurY/v27UhNTYWvry8aN26M8ePHv1UfpaWlYcKECZgzZw4CAwORlZWFxYsXo6CgAL6+vuUec+nSJcycORPTpk3Dt99+i/z8fFy4cAEA8OWXX2LUqFHIzs4W2xUbGwtVVVXY2dmhc+fOGDhwIEaMGCH3GP6NGzcwZ84czJw5E71798bly5cREBCAxo0bw8HBAb/++isiIyMRFBSE1q1b48mTJ0hNTS03vjVr1mDnzp2IjIyEiYnJW7Vx1qxZ0NDQwIYNG1CnTh1s3boV48aNExPCd+/exfnz5xEREQEA0NbWRlFREaZOnYp69ephx44dyMvLw6JFizB//nysW7dOrPvcuXPQ09PD9u3bcfPmTcybNw/W1tbo1q1bubFs3rwZW7ZsQUBAAIyNjbFz505MnDgRsbGx0NPTE8sFBQXB29sb+vr6aNCgAVasWIGEhASEhYWhXr16CAoKwoMHD2BnZyceo6KigoULF8LAwACpqalYtGgRateujTlz5ohlHjx4ILZV9uWDqakphg8fXibWcePGyW2PiYnB999/j3bt2gEoTry7u7vD2NgYr1+/xnfffYfZs2fjp59+wieffIKQkBDMmDEDx44dg7q6OtTV1cvtEx8fH2RmZiI8PBzq6upYvnw5pk2bhujoaCgpKdU47pcvX+Lly5dy2x4/flzuuYmIiIiI6O0w2UpE9D9OKpXC398fBgYGAAA7OzucO3cOoaGhUFVVhZGRESIiInDp0qVyk60xMTHIzs7G7t27oa2tDQBo3ry5XBktLS34+/tDVVUVAPDzzz9DKpVixYoVUFdXh7GxMby9veHl5YXZs2dDW1sbqqqq0NDQeKspC9TV1bFkyRKoqamhVatW+OOPP7Bp06a3TraGhYXB2dkZrq6uAABDQ0N4eXnBw8MD8+fPFxNXJa1ZswYDBgzA1KlTxW2mpqYAAAsLCxgaGmL//v0YM2YMAGDPnj1wcnKCmpoa1NTUUKtWLWhqasq1PzIyEra2tpg8eTIAoEWLFrh9+zYiIiLg4OCAR48eoWHDhujSpQtUVVWhr68PS0tLubgEQcDy5ctx5MgRbN++XbxWNW3j1atXcfPmTcTFxYnTQixcuBBHjx7FqVOn4OjoiDp16qBWrVpybYiLi0NKSgpOnDghJkGXLl2KIUOGIDU1VYxHR0cHvr6+UFJSQsuWLbF9+3ZcunSpwmTrxo0bMWnSJPTt2xcA4OfnhwsXLmDHjh2YPXu2WG7WrFmwsbEBALx+/Rp79+7F999/L46YXr58OXr06CFXt+waAUDTpk0xbdo0rF+/Xi7ZCgBLlixBnTp10KpVK/Tq1QuXLl0qN2mpqakJTU1NAMDNmzfx/fffY9myZTA2NgYAsQ0y/v7+sLe3x+PHj9GkSRPUq1dP7CNZPaU9ePAAJ0+exK5du2Bubg4AWLVqFXr16oXz58/Lzblc3bgjIyPLjHInIiIiIiLFYrKViOh/nJaWlphoBYCGDRvC0NBQTIwCgK6uLrKzs8s9Pjk5GaampmKitTwSiUSuvpSUFJiamsqNyOvQoQOkUinS0tJgYmLyT5qENm3ayM0La2FhgaysLLx69arSOCuSlJSE5ORk7N27V9xWVFSEvLw8ZGVloXHjxmWOuXPnTqULIrm4uCA6OhpjxozBw4cPcfnyZfFx8IqkpKSgd+/ectusrKxw6NAhAEDv3r2xadMmfP755+jevTt69OgBOzs7KCv/36w/P/74I6RSKaKioqCvr//WbUxOTsarV6/KTOuQl5eH9PT0SttgYGAgN9rUzMwMqqqqSElJEZOtrVq1kkvwNmrUCM+ePSu3ztevXyMrKwtWVlbiNiUlJVhaWorTGsjIRo8CxY/kS6VSmJmZidt0dXXlfh8A4Pz58wgNDcX9+/eRk5ODwsJCuZHbANCsWTPUqVNHLt5bt25V2A8A8OzZM0ybNg1jxoyBo6OjuD01NRU//PADEhIS8Pz5c3H7w4cP0aRJk0rrlElJSYGqqqpc2/T09GBgYICUlBQx2VqTuN3c3DBo0CC5bY8fP8bIkSOrFRMREREREVWNyVYiov9xpRcIUlJSkkuMyraVTi6V3l+Zksmcio4RBKHKukomDWUKCgqqHY9su5KSkni+iuooKTc3FyNHjsSIESPK7KtseoPK2uLs7IygoCDcvHkTp06dgkQiQZs2bSqNo7w6BUEQt+nr6yM2Nhbnzp3DuXPn4Ofnh7Zt2yIiIkIs07FjR5w4cQJHjx6Fm5vbW7cxJycHTZo0EaeGKEk28rK6bShve3n3YMlrVlJF907JvpHR0NCo1nEyGRkZmDRpEkaNGoW5c+eibt26OHfuHAICAuSOKe/3qKJ4geIR5R4eHmjbti1mzpwpt2/y5Mlo1qwZli1bhkaNGiEnJwdDhgyBVCqtsL7qKt0nNYm7bt26qFu37j+OgYiIiIiIKsZkKxHRR04ikSAqKqpGo0aNjIywb98+5OXliaNb4+PjoaqqimbNmgEoTraVXNQKABo0aICXL18iPz8ftWvXBlA8IrO0W7du4c2bN+Lo1oSEBDRq1AhaWloAipOHT58+FcuXV0dJpqamuHfvHgwNDavVPgAwNjbGxYsXMXDgwHL36+jowM7ODtHR0Th79ixGjRolt7+89hsZGeHatWty265fv46WLVuKrzU0NODg4AAHBwc4Oztj6NChePTokTiK1dLSEsOHD8fEiROhoqIijkqsaRtNTU3x559/Qk1NDZ988km5ZVRVVcsk6Y2MjJCRkYEnT56Io1sTExMhlUrl2lET2traaNSoEa5duyaObhUEAb/99hscHBwqPK5Zs2ZQVVXFjRs3xHLZ2dlyi0jdvHkTAODt7S1ui4qKeqs4SwoICMDLly8RHh4ul/x8/vw5Hjx4gOXLl4tTQJw5c0buWFkiurIvQIyMjCCVSpGYmChOI/DkyRM8fPgQRkZG/zh+IiIiIiJ6N8oOMSIioo9Kv379oKOjg+nTp+P69etIS0vDoUOHcPv27QqPcXJygoqKCnx8fHD37l3ExcUhMDAQX331lTgK1sDAAAkJCcjMzER2djaKiopgbm6O2rVr4/vvv8cff/yBX375BSdPnixTf15eHr7++mukpKTg2LFjCAsLE1dwB4BOnTph27ZtSEpKQnx8fJUr3Y8fPx5XrlzBkiVLkJSUhAcPHuDIkSNyK7+XNn36dOzfvx/r16/H/fv3kZSUVGYU6Jdffomff/4ZDx8+hJOTk9w+AwMDXLlyBU+ePBGncHBzc0NcXBzCwsKQmpqKn3/+Gbt374a7uzuA4nlfo6KicPfuXaSlpSEmJgZ169ZFw4YN5eru2LEj1q1bh2+//Ra//PLLW7WxS5cuMDMzw9SpU3Hu3Dmkp6fj6tWrCAwMFB/dNzAwQFpaGpKSkpCdnY03b96gS5cuMDIygqenJ27duoX4+Hj4+fnB3t6+zFy/NTFu3DiEhYXh119/xf3797F06VJkZmaWO1JXRktLC87OzggMDMTly5dx584dzJ8/H6qqqmIC1NDQEG/evMG2bduQnp6O3bt3Y8+ePW8dJwDs2rULBw4cgL+/P3Jzc5GVlYWsrCzk5eWhXr16qF+/Pn7++WekpaXh3Llz+O677+SONzAwgJKSEk6ePIns7Gzk5OSUOUeLFi1gZ2cHPz8/xMfH49atW/D09ISxsbE4Zy0REREREf37MNlKRPSRU1NTw8aNG6GtrQ13d3cMHDgQW7ZsQa1atSo8pk6dOtiwYQOePXuGwYMHw9PTEw4ODvD09BTLjBs3DgDg6OgIGxsbPHz4UFw9/siRIxg4cCAuXbokJhpL6tatG/T09DBixAh4e3vDyclJrA8oXqVdR0cHw4cPx6JFizBjxoxK29imTRts2bIF9+7dw/Dhw+Hi4oL169dXOn9m586dERQUhMOHD2PAgAEYN24ckpOT5crY2tqifv366NWrFxo0aCC3z8PDA2lpaXBwcBCTY+bm5ggKCsK+ffvQv39/hIeHY/78+eKoTG1tbfz0008YNmwYBg4ciN9//x1hYWFy89fK2NjYYO3atVi2bBmio6Nr3EZlZWVERETAwsIC3t7e6Nu3L7y8vPD8+XPUr18fQPEcsra2tnB1dYWNjQ0OHjwIZWVlrFu3DpqamhgxYgQmTJgAiUSC5cuXV3oNqjJmzBiMHj0aS5YswYABAxAfH4/w8HC5uWHL4+PjAzMzM0yYMAHu7u7o2bMn9PX1xT4zMTHB/PnzERoaiv79++Po0aOYNWvWP4r12rVryM3NxfDhw2Frayv+HDp0CMrKyli9ejVu3LiBfv36YdWqVfDy8pI7Xk9PDzNmzMDKlSvRpUuXMlMayCxfvhzGxsaYMGECRowYAU1NTaxdu7bKaT+IiIiIiOjDURIqm5CMiIiIKvT69Wt069YN33//PXr06PGhwyEAL1++RLdu3bBy5coyi5FRWRkZGbC3t8fx48fRtGnTDx0OEREREdH/PM7ZSkREVENFRUXIysrCjz/+iEaNGqFbt24fOqSP1u+//44//vgDZmZmePHiBYKDg6GlpcVrQkREREREHwSTrURERDX08OFD2NvbQ19fH99++y2UlTkrz4ciCAIiIiKQmpoKNTU1mJmZYdu2beLcwURERERERO8TpxEgIiIi+khxGgEiIiIiIsXiUBwiIiIiIiIiIiIiBWCylYiIiIiIiIiIiEgBmGwlIiIiIiIiIiIiUgAmW4mIiIiIiIiIiIgUgMlWIiIiIiIiIiIiIgVgspWIiIiIiIiIiIhIAZhsJSIiIiIiIiIiIlIAJluJiIiIiIiIiIiIFIDJViIiIiIiIiIiIiIFYLKViIiIiIiIiIiISAGYbCUiIiIiIiIiIiJSACZbiYiIiIiIiIiIiBSAyVYiIiIiIiIiIiIiBWCylYiIiIiIiIiIiEgBmGwlIiIiIiIiIiIiUgAmW4mIiIiIiIiIiIgUgMlWIiIiIiIiIiIiIgVgspWIiIiIiIiIiIhIAZhsJSIiIiIiIiIiIlIAJluJiIiIiIiIiIiIFIDJViIiIiIiIiIiIiIFYLKViIiIiIiIiIiISAGYbCUiIiIiIiIiIiJSACZbiYiIiIiIiIiIiBSAyVYiIiIiIiIiIiIiBWCylYiIiIiIiIiIiEgBmGwlIiIiIiIiIiIiUgAmW4mIiIiIiIiIiIgUgMlWIiIiIiIiIiIiIgVgspWIiIiIiIiIiIhIAZhsJSIiIiIiIiIiIlIAJluJiIiIiIiIiIiIFIDJViIiIiIiIiIiIiIFYLKViIiIiIiIiIiISAGYbCUiIiIiIiIiIiJSACZbiYiIiIiIiIiIiBSAyVYiov9xvXr1wrZt28TXEokEJ0+erNaxPj4+8PDweFehvbWQkBAMHjz4Q4fxn1X6nnn48CFcXV3Rvn17WFtbA6jZffS2/q3337tUuu+JiIiIiOi/hclWIvpoXbp0CRKJRPz57LPPMGHCBCQnJ8uV8/HxgUQiwcaNG+W2R0dHo3PnzmXqzcnJgZWVFbp164bCwsJ32obyxMXFoWvXrtUq6+fnhyVLlrzjiGpu3Lhx2LBhwz+qw9XVFYGBgQqK6MNSdFJy9+7dcHFxEV+HhoYiPz8fBw8eRGxsLICa3UdVycjIgEQiwZ07d+S2/1vvP0Wo6P2hdN8TEREREdF/C5OtRPTRO3bsGOLi4hAZGQlNTU1MmjQJb968kStTu3ZthIWF4fXr11XWd+jQIVhZWUFHRwdxcXHvKuwKNWrUCGpqatUqq62tjbp1677jiGpOU1MTDRo0eOfnEQQBBQUF7/w8/xay+1pHRwcaGhri9rS0NFhZWaFZs2bQ1dUFULP76G19iPuvoKAAgiC813OWVLrviYiIiIjov4XJViL66Ono6KBRo0aQSCSYMmUKHj16hPv378uVsbW1Rb169RAREVFlfVFRUXBycoKTkxOioqKqLP/rr7+if//+MDMzQ+fOneHu7o6ioiIA/zeiMTg4GJ07d4a1tTWWLVtW6YjZ0o9/P3z4EDNnzkTHjh1hYWGBIUOGiKN3S4+YdHV1xbJly7Bs2TJYW1uje/fu2L59u1z9165dw4ABA2BmZoahQ4fi8OHDkEgkyMjIqLKtAHDq1Cm0b9++TOLa29sb06dPB1B2GoGEhASMGTNG7IMxY8bg7t27FZ7Dx8cHly9fxsaNG8WRyxkZGeJo5jNnzsDZ2Rnt2rXDrVu3kJqaismTJ6NLly6wtLTEsGHDcPXq1TL9umvXLkyaNAnt27dH//795cpkZmZi8uTJYj87OTnh8uXL4v47d+7A3d0dFhYWsLW1hZ+fH169eiXur+g+CAkJwZ49exAbGyu25dKlSwCAR48ewcPDAx06dEDnzp3h4eGBJ0+eyPWDh4cH1qxZA1tbW7FPSz7K3qtXL1y4cAGbNm2CRCKBj4+P2N7q3kdVXR97e3sAgJOTEyQSCVxdXeXik8nLy4O/vz8+++wzmJmZwdXVVW6kuWy06KlTp9C7d29YWVnBw8NDrh9Lkx1z7Ngx9OnTB2ZmZnj+/Dny8/OxYsUK2NrawtLSEsOHD8dvv/0mHpednY3Zs2ejW7duaN++PQYOHIhjx47J1Z2fn4/AwEB0794dZmZm6N27N2JiYnDp0iXMnz8fL168EK9ZSEhImb4Hikf9Tp48GRYWFrC2toanpyf++uuvMtcwNDQUNjY2sLGxwerVq+XiCA4ORo8ePdCuXTt0794dQUFBFfYHERERERG9WyofOgAion+Lv//+G9HR0QAAVVVVuX0qKiqYOXMmFixYAFdXV3H0X2n3799HcnIyHBwc8OrVKwQHByM7Oxs6Ojrllv/zzz8xd+5czJs3Dw4ODnj9+jUuXrwoV+bs2bNQV1fH9u3bkZqaCl9fXzRu3Bjjx4+vsk1v3rzB2LFj0aRJE4SHh6NBgwZITEwUk7nliYqKwqRJk7B7926cOHECAQEB+Oyzz2BkZITXr19j6tSp6NWrF4KCgvDHH39g+fLlVcZRkq2tLTQ0NHDs2DE4OzsDKE5aHT16tMK6cnJyMHjwYLRr1w4FBQUIDw/H5MmTcfjw4XJHX/r5+SE1NRUmJiaYNm0agOKkemZmJgAgKCgI3t7e0NfXR4MGDZCeng47OzvMmTMHqqqq+PnnnzFp0iQcPXpU7tqtW7cO3t7emD9/PkJCQuDp6YmjR49CVVUV/v7+kEql2LZtGzQ0NHDnzh3Url0bAPDy5Uu4ublh+PDh8PPzQ25uLpYvXw4fHx+sXbu20vtg3LhxSElJQV5eHgICAgAA9erVg1Qqhbu7O6ytrbFz504oKSkhODgYU6ZMwe7du6GsXPx96tmzZ6GpqYnNmzeX27e7d+/G1KlTxb5SV1cvU6aq+6iq67Nr1y4MGTIEW7duRYsWLcr8fsl8++23OH78OFatWoXGjRtj3bp1GD9+PI4cOSKOBs3JycG2bdvw/fff4++//8bMmTMRHh6OuXPnllun7JiNGzciMDAQWlpa0NLSgr+/P+7fv48ffvgBjRo1wsGDBzF27Fj8+uuv0NPTQ15eHszNzTFx4kRoamri6NGjmDlzJvbv3w8jIyMAwKJFi3D58mUsXrwYrVu3RmpqKvLz82FpaQlfX1+sW7cOBw8eBADUqVOnTFxFRUWYOnUq6tWrhx07diAvLw+LFi3C/PnzsW7dOrHcuXPnoKenh+3bt+PmzZuYN28erK2t0a1bN/z666+IjIxEUFAQWrdujSdPniA1NbXcfnj58iVevnwpt+3x48cV9hsREREREdUck61E9NGztbUFUJxsFQQBPXv2FJMpJTk6OiIiIgLr1q3DwoULy61r9+7d6NWrFzQ1NaGpqQkLCwvs378fY8aMKbd8VlYWCgoK8Pnnn8PAwAAAYGJiIldGXV0dS5YsgZqaGlq1aoU//vgDmzZtqlayNSYmBtnZ2di9eze0tbUBAM2bN6/0mLZt22LixIkAihN9GzduxOXLl2FkZIQDBw6gVq1a+Oabb8R40tPTa5RwVVFRQZ8+fRATEyMmW0+cOAElJSX07Nmz3GO6dOki93rZsmWwsrLCjRs3xAWdStLW1oaqqio0NDTQqFGjMvtnzZoFGxsbuTa3bdtWfO3j44MjR47g7NmzGDhwoLjdxcUFffr0AQBMnz4dffr0QVpaGoyMjPDw4UP07t0bEokEAPDpp5+Kx23btg1mZmaYOXOmuM3f3x+Ojo549uxZpfeBpqYm1NXVUVRUJNeWffv2QVlZGf7+/uK2FStWoGPHjvj9999hbm4OAGJisaIEp46OTqV9BVR9H1V1fWQJ6/r161d4jpycHPz8889YuXKl+Du5fPly9OzZEwcOHMDQoUMBAFKpFP7+/tDX1wcADBo0qMwXFKVJpVJ88803aN26NYDiUbp79uzB6dOn0bBhQwDA1KlTcerUKezfvx8TJkyAvr4+xo4dK9bh7u6OU6dOITY2FlOnTkV6ejr27t2LrVu3omPHjgCAZs2aieVl/VRRewHg/PnzSElJwYkTJ6CnpwcAWLp0KYYMGYLU1FSxj3V0dODr6wslJSW0bNkS27dvx6VLl9CtWzc8evQIDRs2RJcuXaCqqgp9fX1YWlqWe77IyEisWbOm0r4iIiIiIqJ/hslWIvro7dy5E2pqakhISMD69evlklclKSkpYfbs2Zg6dWq5ydOCggLs378fS5cuFbc5OTlhy5YtFSZbTUxM0KlTJzg5OaF79+6wtbVFnz59oKWlJZZp06aN3OhNCwsLZGVl4dWrV2JCpyLJyckwNTWtslxJxsbGcq8bN26MZ8+eAQAePHgAExMTuXhkSb2a6N+/P9zc3MRRvwcPHsQXX3whjgQt7enTp1i9ejWuXLmCp0+fQhAESKVSPHr0qMbnBoB27drJvc7JyUFISAhOnTqFp0+forCwEHl5eWXqlyVSgf9LomVnZ8PIyAijRo2Cv78/zp07h65du6Jv375i0j4pKQnnz58vNwmWlpYGc3PzKu+D0pKSknD//v0ydRYWFop1ymKuKNFaXVXdR4q4Punp6ZBKpejQoYO4TUNDA6ampkhJSRG3aWlpiYlWoPg6yO7Piqirq4uJVqB4SgdZcruk/Px8McldWFiI9evXIzY2Fk+ePIFUKkV+fr6YAL179y5UVFTk4q2plJQUGBgYiIlWADAzM4OqqipSUlLEc7Vq1QpKSkrltrl3797YtGkTPv/8c3Tv3h09evSAnZ2dOLK5JDc3NwwaNEhu2+PHjzFy5Mi3bgMREREREcljspWIPnrNmjWDpqYmWrZsiWfPnmHOnDll5imV6d69OywtLREcHCw3MhIATp8+jaysLEyZMkVue2FhIRITE2FmZlamvlq1aiEyMhLx8fE4e/YsNmzYgODgYERHR4sj7komWUqqaPvblpMpLzEnW1BIEIQy9b3NYkMdOnSAnp6eOE/pmTNnEBYWVmF5b29vvHz5EgsWLIC+vj5UVVUxcOBASKXSGp8bQJkFigIDA3Hx4kV4eXmhWbNmUFdXx8SJE8vUr6Lyf/9tyvpB9ij9sGHDYGtri1OnTuHs2bMIDQ3FkiVL4OzsjNzcXNjb22POnDllYtHT06vWfVBabm4uzM3NERgYWGZfyWkuynt8/W1Udh8p+vqUVPqeK3kNZHFVdQ+WnhohNzcXqqqq2LNnT5l2yRLcGzZswPbt2+Hr64vWrVtDQ0MDCxYsUEibSsdf1fbSv5Ml26yvr4/Y2FicO3cO586dg5+fH9q2bYuIiIgyddetW/dfuSAeEREREdF/CRfIIiIqYeTIkbh79y6OHj1aYZm5c+fi4MGDuHPnjtx22cJYe/fulfvp0aNHpQtlKSsrw9raGrNnz8a+ffuQm5uLuLg4cf+tW7fEVeSB4sWIGjVqVOmoRxmJRIKbN29WuoBQTbRs2RK3b9+Wi+f333+vcT1KSkro168fYmJiEBsbi3r16qFz584Vlo+Pj4ebmxu6d++OVq1aoaCgAH///Xel51BVVa10IbGSrl+/DhcXFzg4OEAikaB+/fpvNZelgYEBRo4cidDQULi4uIhzAJuamuLevXto2rQpDA0N5X5kicDK7oPy2mJqaorU1FTo6uqWqbM690ZNVHUfVXV9ZMnCyuYKbtasGVRVVXHt2jVxW15eHm7fvl3utB7/hImJCaRSKZ4/f16m72SJ6vj4eHz++edwcnKCiYkJ9PX1kZaWJtZhbGyMgoICuXhLUlVVrbS9AGBkZISMjAy5Rc0SExMhlUrRsmXLardHQ0MDDg4OWLRoEcLCwhAXF/fWo76JiIiIiOifYbKViKgEDQ0NDBs2DMHBwRWOlrOwsICdnR127Nghbnv27BnOnDmDwYMHw9jYWO5nwIABiImJQX5+fpm6EhISEBoaisTERGRmZuLQoUPIzc1FixYtxDJ5eXn4+uuvkZKSgmPHjiEsLAyjR4+uVnv69esHHR0dTJ8+HdevX0daWhoOHTqE27dv17Bnijk5OaGwsBCLFy9GSkoKTp48Ka6sXtMRtE5OTrh27Rq2bNkCR0dH1KpVq8KyzZs3x969e5GSkoL4+Hj4+flV+Wi8gYEBEhISkJmZiezs7EoTX4aGhoiNjUVSUhJu3bqFOXPmlPsYdmWWLl2KuLg4pKen48aNG4iPjxcTZiNHjsTTp0/h6emJxMREpKWl4fTp0+Lcv1XdBwYGBkhKSsKDBw+QnZ0NqVQKJycnaGtrY/r06bh69SrS09Nx4cIFLFq0qMwiSP9UVfdRVddHV1cX6urqOHPmDJ49e1Zu0lZTUxPDhg1DYGAg4uLicPfuXfj4+EBVVRX9+/dXaHtatmwJR0dHzJs3D8eOHUN6ejoSEhKwZs0aXL58GUDxPREXF4fffvsNd+/eha+vr1zcTZs2xaBBg+Dj44MTJ06I/X/s2DEAxdfs1atXuHTpErKzs8v9cqBLly4wMjKCp6cnbt26Jfadvb19lXMry+zZswdRUVG4e/cu0tLSEBMTg7p161Y4IpqIiIiIiN4tJluJiEoZNWoUHjx4gMOHD1dYZvbs2XKPE+/btw+ampro1KlTmbI9e/ZEXl4ejhw5UmaflpYWrly5ggkTJqBv374IDw9HQEAA2rdvL5bp1q0b9PT0MGLECHh7e8PJyQnjxo2rVlvU1NSwceNGaGtrw93dHQMHDsSWLVsqTWxWRktLC+vWrUNiYiIGDhyI9evXY9q0aQAgN9+qRCIRR3VWRJaMvnPnTpXJtKVLl+L58+dwdnaGr6+vuEJ8ZWR95OjoCBsbGzx8+LDCsj4+PmKyT7bwVcmEd3XIktCOjo6YMmUKzM3N4enpCaB4qoAdO3YgPz8fY8eOhZOTE1auXCkuHFXVfTB06FAYGhpi8ODBsLGxQXx8POrUqYNt27ahUaNGmDZtGhwdHbFo0SIoKytXOPft26rqPqrq+qioqGDBggXYsWMHbG1tMXXq1HLPM2/ePNjb28PT0xODBw/Gs2fPEBERUWbaB0UIDAxEv379sGzZMvTt2xczZszA3bt30bhxYwDAlClTYGJigrFjx2Ls2LFo0aKFuHCXzKJFi2Bvb4+FCxfC0dER/v7+4qhvKysrDBs2DB4eHrCxsUFERESZGJSVlbFu3TpoampixIgRmDBhAiQSSY0WnNPW1sZPP/2EYcOGYeDAgfj9998RFhYmN68yERERERG9P0rC20y2R0RE74WPjw9yc3MRHBz8oUOp0E8//YSVK1fi6tWrUFZWRkZGBnr37o2YmJhqj84jog8jIyMD9vb2OH78OJo2bfqhwyEiIiIi+p/HBbKIiKhGoqOjYWhoiMaNG+PmzZsIDg6Gs7Oz+Nj92bNnMXToUCZaiYiIiIiI6KPDZCsREdVIVlYWQkJCkJWVhSZNmmDw4MHw8PAQ93/11VcfMDoiIiIiIiKiD4fTCBARERF9pDiNABERERGRYnGBLCIiIiIiIiIiIiIFYLKViIiIiIiIiIiISAGYbCUiIiIiIiIiIiJSACZbiYiIiIiIiIiIiBSAyVYiIiIiIiIiIiIiBWCylYiIiIiIiIiIiEgBmGwlIiIiIiIiIiIiUgAmW4mIiIiIiIiIiIgUgMlWIiIiIiIiIiIiIgVgspWIiIiIiIiIiIhIAZhsJSIiIiIiIiIiIlIAJluJiIiIiIiIiIiIFIDJViIiIiIiIiIiIiIFYLKViIiIiIiIiIiISAGYbCUiIiIiIiIiIiJSACZbiYiIiIiIiIiIiBSAyVYiIiIiIiIiIiIiBWCylYiIiIiIiIiIiEgBmGwlIiIiIiIiIiIiUgAmW4mIiIiIiIiIiIgUgMlWIiIiIiIiIiIiIgVgspWIiIiIiIiIiIhIAZhsJSIiIiIiIiIiIlIAJluJiIiIiIiIiIiIFIDJViIiIiIiIiIiIiIFYLKViIiIiIiIiIiISAGYbCUiIiIiIiIiIiJSACZbiYiIiIiIiIiIiBSAyVYiIiIiIiIiIiIiBWCylYiIiIiIiIiIiEgBmGwlIiIiIiIiIiIiUgAmW4mIiIiIiIiIiIgUgMlWIiIiIiIiIiIiIgVgspWIiIiIiIiIiIhIAZhsJSIiIiIiIiIiIlIAJluJiIiIiIiIiIiIFIDJ1v8RvXr1wrZt28TXEokEJ0+erNaxPj4+8PDweFehvbWQkBAMHjz4Q4fxn1X6nnn48CFcXV3Rvn17WFtbA6jZffS2/q3337tUuu//zS5dugSJRIKcnJxKy71NmxTRD+/rfWLbtm3o1auXwusdPHgwQkJCFF7v24qOjkbnzp0/dBj/OtX9PVA0V1dXBAYGVrg/IyMDEokEd+7cAfDh4iQiIiIiour7zydbZR9MZD+fffYZJkyYgOTkZLlyPj4+kEgk2Lhxo9z2ij6Y5uTkwMrKCt26dUNhYeE7bUN54uLi0LVr12qV9fPzw5IlS95xRDU3btw4bNiw4R/VUdUH1f8lik5K7t69Gy4uLuLr0NBQ5Ofn4+DBg4iNjQVQs/uoKqWTAjL/1vtPESp6fyjd9/9mlpaWiIuLQ506dQAwGfdf5+joiEOHDn3oMKiaPvnkE8TFxaFly5YfOhQiIiIiIqqm/3yyVebYsWOIi4tDZGQkNDU1MWnSJLx580auTO3atREWFobXr19XWd+hQ4dgZWUFHR0dxMXFvauwK9SoUSOoqalVq6y2tjbq1q37jiOqOU1NTTRo0OCdn0cQBBQUFLzz8/xbyO5rHR0daGhoiNvT0tJgZWWFZs2aQVdXF0DN7qO39SHuv4KCAgiC8F7PWVLpvv83U1NTQ6NGjaCkpPShQ6H3QF1dXfz9p3+/WrVqoVGjRlBRUfnQoRARERERUTV9NMlWHR0dNGrUCBKJBFOmTMGjR49w//59uTK2traoV68eIiIiqqwvKioKTk5OcHJyQlRUVJXlf/31V/Tv3x9mZmbo3Lkz3N3dUVRUBOD/RjQGBwejc+fOsLa2xrJlyyodMVv68e+HDx9i5syZ6NixIywsLDBkyBBx9G7pEZOurq5YtmwZli1bBmtra3Tv3h3bt2+Xq//atWsYMGAAzMzMMHToUBw+fBgSiQQZGRlVthUATp06hfbt25dJXHt7e2P69OkAyj4enJCQgDFjxoh9MGbMGNy9e7fCc/j4+ODy5cvYuHGjOHI5IyNDHM185swZODs7o127drh16xZSU1MxefJkdOnSBZaWlhg2bBiuXr1apl937dqFSZMmoX379ujfv79cmczMTEyePFnsZycnJ1y+fFncf+fOHbi7u8PCwgK2trbw8/PDq1evxP0V3QchISHYs2cPYmNjxbZcunQJAPDo0SN4eHigQ4cO6Ny5Mzw8PPDkyRO5fvDw8MCaNWtga2sr9mnJR7h79eqFCxcuYNOmTZBIJPDx8RHbW937qKrrY29vDwBwcnKCRCKBq6urXHwyeXl58Pf3x2effQYzMzO4urrKjTSXjaw8deoUevfuDSsrK3h4eMj1Y2myY44dO4Y+ffrAzMwMz58/R35+PlasWAFbW1tYWlpi+PDh+O2338TjsrOzMXv2bHTr1g3t27fHwIEDcezYMbm68/PzERgYiO7du8PMzAy9e/dGTEwMLl26hPnz5+PFixfiNZM9Ll768fmMjAxMnjwZFhYWsLa2hqenJ/76668y1zA0NBQ2NjawsbHB6tWr5eIIDg5Gjx490K5dO3Tv3h1BQUHl9sWrV6/Qpk0bJCUlAQCkUiksLCwwbtw4sczmzZvFkbclH0uurE0AkJubCy8vL1haWsLBwQFHjhyp8JqUjGfWrFmwsLBAjx495N4vy3sk+uTJk5BIJBXWV1BQgICAAPH3ISQkBB4eHuI9DaDK6w4Au3btQo8ePWBhYYFZs2ZVen8Bxf04f/589OrVC+bm5ujbty9++eUXuTI5OTnw9PSEhYUFunXrVuZ9FQD++usv+Pr6onPnzujQoQPc3d2RkpIi7pe9L+7evRs9e/ZEx44d8fXXX8t9OfjixQvMnTsX1tbWsLCwwOTJk/Hw4UNxf1JSElxdXWFpaQkrKyt8+eWX4jlKj1yuzvmq05+lRUREoH///mjfvj169uyJ5cuXIz8/v1oxlqeq9+byppsIDAwU34cAoKioCKGhobC3t0e7du3Qq1cvREZGVnjOq1evYvjw4TA3N4ednR1WrlxZo+sgi2n79u3o1q0bLCwsMG/ePPz9999y5yksLKzw/+OKnhioSZwlvXz5EhkZGXI/jx8/rrBuIiIiIiKquY8m2Srz999/Izo6GgCgqqoqt09FRQUzZ85EZGQknj17VmEd9+/fR3JyMhwcHNC/f3+cOnUK2dnZFZb/888/MXfuXHz55Zc4fPgwIiMj0a1bN7kyZ8+eRUZGBrZv344VK1Zg79692LRpU7Xa9ObNG4wdOxYvXrxAeHg49u7di9GjR4vJ3PJERUWhYcOG2L17N8aMGYOAgADxg+7r168xdepUtG3bFnv27MGkSZPw3XffVSsWGVtbW2hoaMglrvLz83H06FE4OTmVe0xOTg4GDx6MnTt3YseOHWjYsCEmT55c4YdGPz8/WFpa4quvvkJcXBzi4uLwySefiPuDgoLg7e2NQ4cOoXnz5sjJyYGdnR02b96M6OhoWFpaYtKkSWWu3bp16zBo0CDs27cPEokEnp6ekEqlAAB/f3+8efMG27Ztw/79+zFz5kzUrl0bQPGHWDc3N5ibmyM6OhqhoaFITU0Vk0CV3Qfjxo1D3759YWdnJ7bF0tISUqkU7u7uqF+/Pnbu3Ilt27ZBEARMmTJF7vqePXsWmZmZ2Lx5M77//vsyfbV79265vvLz8ytTpqr7qKrrs2vXLgDA1q1bERcXV+E8ld9++y2OHz+OVatWISoqCrq6uhg/frxcAiInJwfbtm3D999/j4iICFy/fh3h4eHl1lfymI0bNyIwMBAHDx6ElpYWAgICcOPGDfzwww/Yt28funfvjrFjx4rJ6ry8PJibmyM8PBwHDhzAgAEDMHPmTLmkz6JFixAbG4vFixfj0KFDWLBgAWrXrg1LS0v4+vqifv364jUrmdCUKSoqwtSpU5GTk4MdO3YgPDwcycnJmD9/vly5c+fO4dmzZ9i+fTt8fX0RFhaGs2fPAihO0kdGRsLf3x9HjhzBDz/8gBYtWpTbD9ra2jAxMRG/BEhMTETt2rVx/fp18T6+cuUKOnXqVObYqtq0ceNGdOzYEXv37oWDgwO8vb3x/PnzSq9LREQEzM3NsWfPHowePRoLFizAjRs3Kj2mMj/++CNiYmKwcuVKbN++HQ8fPsS5c+fkylR13ePj4/H111/Dzc0Ne/bsgZmZWZVfshUVFUFfXx8//PADYmJiMH78eAQEBMg92RAYGIj4+HisX78eP/74I44fP44HDx7I1TNr1iy8ePECGzZswK5du/Dpp59i3LhxyM3NFcs8ePAA58+fR0REBL777jscOHBA/H8LKE7O37lzB+Hh4dixYwdycnIwbdo0cTS3p6cnmjRpgqioKERFRcHNza3SkctVna+q/iyPiooKFi5ciJiYGCxZsgTHjh3D2rVrxf01jRGo/L25OtauXYvNmzdj5syZOHToEFasWIF69eqVWzYtLQ0TJkxAv379cODAAXz77bc4c+YMVq1aJZap6joAxX174sQJ/Pjjj1i/fj2uXr2KlStXyp2rsv+Pq1KdOEuKjIyEvb293M/IkSOrdS4iIiIiIqom4T/u4sWLgrGxsWBhYSFYWFgIEolEMDY2FiZOnChXztvbW5gxY4ZQVFQkODs7C/7+/oIgCEJUVJTQqVMnubKBgYHCnDlzxNeurq7Cpk2bKozh999/F4yNjYWMjIxy93t7ewufffaZkJ+fL26LiIgQunbtKr62s7MTtm7dKr42NjYWTpw4IQiCIERHRwvW1tbCy5cvK6x/xowZ4utRo0YJrq6ucmW6du0q7NixQxAEQdixY4dgY2MjF8+mTZsEY2NjIT09vcJ2lrZo0SJh/Pjx4utDhw4JVlZWQl5eniAIghAcHCwMGjSowuPz8/OFtm3bCleuXKmwzKhRo4QVK1bIbZNd85MnT1YZo52dnbB3717xtbGxsRASEiK+vn//vmBsbCzcu3dPEARB6N+/v9z+ktauXStMmDBBbtu9e/cEY2Nj4enTp9W6D0peJ0EQhL179wr9+vWT2/b69WuhTZs2QkJCgnicra2t8ObNmzJtK3nPlNdXNbmPSit9fdLT0wVjY2MhOTm5wna9fv1aaNu2rRATEyPuz83NFTp16iT8/PPPgiAU/84ZGxsLmZmZYpnvvvtOGDJkSIWxyI65c+eOuC0zM1MwNTUVsrKy5MoOGTJECA8Pr7CuUaNGCWvXrhUEQRDS0tIEiUQiXL58ucLzln5/EAT5vj979qxgamoqPH78WNyfkJAgGBsbCw8ePBAEobiPHBwchKKiIrHMsGHDhG+//VYQBEHYuHGj8MUXX5S5xhVZunSpMG3aNEEQBCE0NFTw9fUV7O3thevXrwtFRUVCp06dhOPHjwuC8H+/L69fv66yTT4+PuLrvLw8wcTERDh9+nSFcdjZ2QmTJ0+W2zZx4kTx/bP0uQVBEE6cOCEYGxuLr0u/T3Tp0kXu/TY/P1+wsbERvL29BUGo3nWfPXt2uXHZ2dlV2JbyeHt7C76+voIgCMKrV6+Etm3bCkeOHBH3P3nyRGjbtq0QHBwsCIIgXLlyRejYsaPce2thYaHQtWtX8XciODhYsLCwEHJycsQyc+bMEWbNmiUIwv+9J8l+/wVBEB4/fiyYmpoKcXFxgiAIgqWlpRAdHV1uzKWvb1Xne9vfo/LO6+DgIL6uLMbyVPXeXN7/JytWrBBGjRolCELx/WpmZibs2bOn3PpL34u+vr7C4sWL5cqcPn1aaN++vVBUVFSt6xAcHCy0bdtWru8OHz4stG3bVjxPVf8fl35frWmcpf31119Cenq63M+VK1dq/P87ERERERFV7KOZBGznzp1QU1NDQkIC1q9fD39//3LLKSkpYfbs2Zg6dSrGjBlTZn9BQQH279+PpUuXitucnJywZcuWcssDgImJCTp16gQnJyd0794dtra26NOnD7S0tMQybdq0kZs708LCAllZWXj16hW0tbUrbVtycjJMTU2rLFeSsbGx3OvGjRuLo3kfPHgAExMTuXjMzc2rXbdM//794ebmhuzsbOjo6ODgwYP44osvxJGgpT19+hSrV6/GlStX8PTpUwiCAKlUikePHtX43ADQrl07udc5OTkICQnBqVOn8PTpUxQWFiIvL69M/SUfYW7UqBGA4sfNjYyMMGrUKPj7++PcuXPo2rUr+vbtCyMjIwDFj8WeP38elpaWZWJJS0uDubl5lfdBaUlJSbh//36ZOgsLC8U6ZTGXHqldU1XdR4q4Punp6ZBKpejQoYO4TUNDA6ampnIjubS0tKCvry++btSoUaWjzYHiuShbt24tvr5z5w4KCgrw+eefy5XLz8+HiYkJgOJ+XL9+PWJjY/HkyRNIpVLk5+ejefPmAIC7d+9CRUVFLt6aSklJgYGBAfT09MRtZmZmUFVVRUpKiniuVq1ayY3sK9nm3r17Y9OmTfj888/RvXt39OjRA3Z2dlBWLv/hhE6dOsHPzw+CIODy5csYMGCA+G91dXW8fPnyrdpU8nejdu3aqFu3bqWj+gGgffv2cq8tLCzEBdpq6tWrV3j69Knc+5Gampp4PYHqXff79++jT58+ZeKqbNoSANi+fTuioqKQmZmJN2/eQCqViiOEMzIyIJVK5WJr3Lix3H2cnJyMV69elVmALC8vD+np6eLrZs2aiQuWAcX3wq1btwAU30+qqqowMzMT9+vp6cHAwAApKSno2rUrRo8eDT8/P+zfv198nzIwMKiwXZWdrzr9WZ7z588jNDQU9+/fR05ODgoLC+VG49c0RqDy9+aqpKamIj8/v9qLvyUlJSE5ORl79+4VtxUVFSEvLw9ZWVnVug4AYGBggIYNG4plZE8spKeni/1X2f/H/zTOxo0by5WvW7fuv3IOdyIiIiKi/5KPJtnarFkzaGpqomXLlnj27BnmzJlT7nx6ANC9e3dYWloiODgYNjY2cvtOnz6NrKwsTJkyRW57YWEhEhMT5T54ydSqVQuRkZGIj4/H2bNnsWHDBgQHByM6Olr8EFbR45PVXbSmpovblJeYE/7/o4+CIJSpT3iLxYY6dOgAPT09cZ7SM2fOICwsrMLy3t7eePnyJRYsWAB9fX2oqqpi4MCBNXpMtKTSCxQFBgbi4sWL8PLyQrNmzaCuro6JEyeWqb/kQiSyfpAlCYYNGwZbW1ucOnUKZ8+eRWhoKJYsWQJnZ2fk5ubC3t4ec+bMKROLnp5ete6D0nJzc2Fubo7AwMAy+0ouclMyUfJPVHYfKfr6lFT6niu9GIySklKV96C6urrc69zcXKiqqmLPnj1l2iVLcG/YsEF8bL9169bQ0NDAggULFNKm0vFXtb3072TJNuvr6yM2Nhbnzp3DuXPn4Ofnh7Zt2yIiIqLcuq2trfHXX38hKSkJ169fx5IlSyAIAg4dOgQNDQ1IJJIKH5+uTHmL9FQ2XUnpNpbeJksWl7y21VnMrrL3p+pc9/Le46oim7pg/vz5MDc3h6amJtasWSPOdymLobJ6c3Jy0KRJE2zevLnMvpLX423u/5JtmjVrFpycnHD69GmcPHkSwcHBCAsLK/P/WXXOV53+LC0jIwOTJk3CqFGjMHfuXNStWxfnzp1DQECAWKamMZaOs/R7c3n9Xt7vcXWve25uLkaOHIkRI0aU2aejo1PhcW9zb1X2/3FV3jZOIiIiIiJ6dz66OVsBYOTIkbh79y6OHj1aYZm5c+fi4MGDZRalkC2MtXfvXrmf0gu/lKasrAxra2vMnj0b+/btQ25urtxcf7du3ZKbmzQhIQGNGjWqdNSjjEQiwc2bN6tc4KW6WrZsidu3b8vF8/vvv9e4HiUlJfTr1w8xMTGIjY1FvXr1Kh1VFB8fDzc3N3Tv3h2tWrVCQUFBmYVESlNVVa10IbGSrl+/DhcXFzg4OEAikaB+/fpvtTCIgYEBRo4cidDQULi4uIhzG5qamuLevXto2rQpDA0N5X5kicDK7oPy2mJqaorU1FTo6uqWqbM690ZNVHUfVXV9ZAmDypJvzZo1g6qqKq5duyZuy8vLw+3bt6s1Oq0mTExMIJVK8fz58zJ9J0tUx8fH4/PPP4eTkxNMTEygr6+PtLQ0sQ5jY2MUFBTIxVuSqqpqlclGIyMjZGRkyM1vmZiYCKlUipYtW1a7PRoaGnBwcMCiRYsQFhaGuLi4CkcV169fH61bt8bmzZvRoEEDfPLJJ+jYsSOuXbuGCxcuoGPHjhWepzptqonSCyklJCSI7ZYlg54+fSruly3sVR5tbW00bNhQbs7XN2/eyC2wVp3rbmRkVG5clYmPj4e1tTWGDx8OU1NTGBoa4o8//hD3y+7tkvVkZWXJLZhkamqKP//8E2pqamViq1+/fqXnlzEyMoJUKkViYqK47cmTJ3j48KHc75CRkRHGjRuHrVu3olOnTti/f3+16i+tOv1Z2s2bNwEUf0HTvn17tGjRotz3WkXFCBTfS1lZWXLbSt4XzZs3h7q6Oi5evFit+mTv56XbbGhoCBUVlWpfh8zMTLlRqr/99htUVVXRrFmzt21qjeIkIiIiIqL376NMtmpoaGDYsGEIDg6ucPSIhYUF7OzssGPHDnHbs2fPcObMGQwePBjGxsZyPwMGDEBMTIzcassyCQkJCA0NRWJiIjIzM3Ho0CHk5ubKLXCTl5eHr7/+GikpKTh27BjCwsIwevToarWnX79+0NHRwfTp03H9+nWkpaXh0KFDuH37dg17ppiTkxMKCwuxePFipKSk4OTJk+LK6jUdsePk5IRr165hy5YtcHR0RK1atSos27x5c+zduxcpKSmIj4+Hn59flY/GGxgYICEhAZmZmcjOzq40SWRoaIjY2FgkJSXh1q1bmDNnToWPYVdk6dKliIuLQ3p6Om7cuIH4+HgxcTRy5Eg8ffoUnp6eSExMRFpaGk6fPo2FCxcCqPo+MDAwQFJSEh48eIDs7GxIpVI4OTlBW1sb06dPx9WrV5Geno4LFy5g0aJFePnyZY1ir0pV91FV10dXVxfq6uo4c+YMnj17Vm7SVlNTE8OGDUNgYCDi4uJw9+5d+Pj4QFVVFf3791doe1q2bAlHR0fMmzcPx44dQ3p6OhISErBmzRpx8ShDQ0PExcXht99+w927d+Hr6ysXd9OmTTFo0CD4+PjgxIkTYv/LFn4zMDDAq1evcOnSJWRnZ5f75UCXLl1gZGQET09P3Lp1S+w7e3t7cQqBquzZswdRUVG4e/cu0tLSEBMTg7p161Y4IhoonkrgwIED4mPuBgYGqFevHk6dOlXu4lgy1WlTTVy5cgWbN2/GgwcPsGnTJpw+fVpcIf7TTz9FkyZNsGbNGqSmpuLXX3+t9EsrABg1ahRCQ0Nx8uRJpKSkYPHixcjPzxffm6pz3UeOHIlTp07JxXXlypVKz2toaIiEhAScO3cODx48QGBgIO7duyfu19LSgrOzMwIDA3Hp0iUkJSWJ97ZMly5dYGZmhqlTp+LcuXNIT0/H1atXERgYWO0FkVq0aAE7Ozv4+fkhPj4et27dgqenJ4yNjWFjY4O8vDwEBATgypUryMzMxOXLl5GcnFyjxH5J1enP8vpKtpBgeno6du/ejT179oj7FR0jUHy/Z2VlYfPmzfjjjz8QGhoqToUAFE97MWHCBKxYsQIHDhxAeno6rl27hn379pVb3/jx43HlyhUsWbJEfF8+cuSI+JRBVddBRlVVFT4+PkhKSsLFixcRGBgIFxcXaGpqvnVbaxInERERERG9fx9lshUo/sD+4MEDHD58uMIys2fPlnsMcd++fdDU1Cw3UdGzZ0/k5eXhyJEjZfZpaWnhypUrmDBhAvr27Yvw8HAEBATIzWXYrVs36OnpYcSIEfD29oaTk1O5K5uXR01NDRs3boS2tjbc3d0xcOBAbNmypdLEZmW0tLSwbt06JCYmYuDAgVi/fj2mTZsGAHLzrUokErkVq8sjS0bfuXOnymTa0qVL8fz5czg7O8PX1xcTJ06s8gOprI8cHR1hY2MjN4qsNB8fHzHZN336dPTp06fCFd0rIktCOzo6YsqUKTA3N4enpyeA4qkCduzYgfz8fIwdOxZOTk5YuXKlOHqvqvtg6NChMDQ0xODBg2FjY4P4+HjUqVMH27ZtQ6NGjTBt2jQ4Ojpi0aJFUFZWrnDu27dV1X1U1fVRUVHBggULsGPHDtja2mLq1KnlnmfevHmwt7eHp6cnBg8ejGfPniEiIqLMtA+KEBgYiH79+mHZsmXo27cvZsyYgbt374rzGE6ZMgUmJiYYO3Ysxo4dixYtWsDW1laujkWLFsHe3h4LFy6Eo6Mj/P39xVHfVlZWGDZsGDw8PGBjY1PuivbKyspYt24dNDU1MWLECEyYMAESiQTLly+vdju0tbXx008/YdiwYRg4cCB+//13hIWFyc2rXFrHjh1RWFgo937VqVMnFBUVVTpfa3XaVBPu7u6Ij4+Hs7MzNm3aBH9/f1hYWAAoTkStWrUKt2/fxoABA7Br1y7xvaYi48ePR9++fTF37lyMGDECn3zyCTp06CDXF1Vd9w4dOuCbb77Bhg0b4OzsjOvXr2P8+PGVnnf48OFwcHDAzJkzMXz4cEilUri4uMiV8fHxQfv27TFx4kSMHz8ednZ2cu8xysrKiIiIgIWFBby9vdG3b194eXnh+fPn1R7ZCgDLly+HsbExJkyYgBEjRkBTUxNr166FkpISlJWV8fz5c8ybNw+9e/fGvHnz0L9/f4wdO7ba9ZdWVX+WZmJigvnz5yM0NBT9+/fH0aNHMWvWLLl+UHSMrVq1woIFC7BhwwYMGjQIWVlZGDx4sFyZqVOnwtXVFUFBQWLfV/SlVZs2bbBlyxbcu3cPw4cPh4uLC9avX48mTZqIZSq7DjItWrRAjx49MH78eEyePBmWlpbw8vJ663a+TZxERERERPR+KQlvMxknKZSPjw9yc3MRHBz8oUOp0E8//YSVK1fi6tWrUFZWRkZGBnr37o2YmJhqj84jIlK0goICODg4YPTo0dX+gorofQgJCcHJkyer/FLyQ8vIyIC9vT2OHz+Opk2bfuhwiIiIiIj+53FCLypXdHQ0DA0N0bhxY9y8eRPBwcFwdnYWH7s/e/Yshg4dykQrEb1X6enpuHjxIqytrZGfn49Nmzbh+fPn6NOnz4cOjYiIiIiIiIjJVipfVlYWQkJCkJWVhSZNmmDw4MHw8PAQ93/11VcfMDoi+lgpKysjKioKK1asAFD8yPrWrVuhr6//gSMjIiIiIiIi4jQCRERERB8tTiNARERERKRYH+0CWURERERERERERESKxGQrERERERERERERkQIw2UpERERERERERESkAEy2EhERERERERERESkAk61ERERERERERERECsBkKxEREREREREREZECMNlKRERERET0/9q777AqjrYN4LcFK3aIRiwxmkOkgwVBlCBojIgFNRp7FxuaiIqgsYAosYMo2GJiiQ3UGLEbG7EXNCooqKGoiAoWlD7fH37sy1IPcPRY7t91ccXdnZ19ds7snPCwO0tERESkAky2EhEREREREREREakAk61EREREREREREREKsBkKxEREREREREREZEKMNlKREREREREREREpAJMthIRERERERERERGpAJOtRERERERERERERCrAZCsRERERERERERGRCjDZSkRERERERERERKQCTLYSERERERERERERqQCTrUREREREREREREQqwGQrERERERERERERkQow2UpERERERERERESkAky2EhEREREREREREakAk61EREREREREREREKsBkKxEREREREREREZEKMNlKREREREREREREpAJMthIRERERERERERGpAJOtRERERERERERERCrAZCsRERERERERERGRCjDZSkRERERERERERKQCTLYSERERERERERERqQCTrUREREREREREREQqwGQrERERERERERERkQow2UpERERERERERESkAky2EhEREREREREREakAk61EREREREREREREKsBkKxEREREREREREZEKMNlKREREREREREREpAJMthIRFUNQUBDMzc3VcuywsDA4OjrCwMAAXbt2VUsMxdGuXTts3LjxrR7D1dUVzs7Ob/UY79NxPyYfYhuq+lpU57hCRERERESqwWQrEVEh8koSdurUCcHBwWqJZ8GCBfj8889x8OBBrF+/Xi0xFCS/hNGOHTvQo0cPNURE9Hao+lpU57hCRERERESqwWQrEVExVKhQAbVq1VLLsaOiotCqVSvUrVsXNWrUKFYdqampKo6qcDVr1kTFihXf+XHp45WWlqbW46viWsxOneMKERERERGpBpOtRKR2sbGxcHJyQosWLWBiYgIHBwecO3cOAPDtt9/it99+k5W/cOEC9PX18fjxY8TExEBXVxeHDh1C3759YWxsjF69eiEiIkK2z+HDh+Ho6AhDQ0NYWFhgypQpAIDp06dj7NixsrKvX7+GmZkZDhw4gAEDBiA2NhYeHh7Q1dWFrq4ugNx3b+b1CLSzszNcXV2l5Xbt2iEgIACTJk2CiYkJbG1tERISgvv372PIkCEwMTFBr169cO/evXzbSldXF1FRUfD09ISuri58fX0BvHmcecCAATA0NESrVq3g4eEhS6gOGDAAnp6e8PT0hLm5OcaNG4ezZ89CV1cXJ0+ehIODA4yMjDB8+HA8e/YMwcHBsLOzQ/PmzTFr1ixkZGRIde3cuROOjo4wNTWFlZUVXF1d8ezZMwDA2bNnMW3aNCQmJkrtlRVjzjuEY2Ji4OTkBBMTEzRv3hwuLi5SPdnb1N/fHxYWFrCwsMCSJUvybZvsfHx8YG5ujubNm8PLy0uKf+XKlejWrVuu8h06dMC6devyrCvrsz5w4ADat28PIyMjjBo1Ck+ePMn3+MeOHUOfPn3QvHlzmJubY+zYsXjw4IG0/dmzZ5g0aRLMzc1hbGyMjh07Yt++fVK76OrqYv/+/ejTpw+MjIzQu3dvxMbG4syZM3BwcICpqSkmTpyIV69eKX3MvBS3Tx4+fBhdu3aFoaEh2rdvj9WrVyMzM1Parquri23btmHYsGEwNjaGg4MDbty4gbCwMHz//fcwMTHB0KFD82zD/D67rHj9/f3h4uICU1NTeHl5AQC8vb3RoUMHGBkZwc7ODitXrpTFo0xfevbsGdzc3GBubo5mzZph2LBhiIyMzLft8roWs66ppKQkqdzff/8tjRvA/65VU1NTmJmZoWfPntJx8rorfNOmTbC1tYWBgQE6deqEAwcOSNuUHf+IiIiIiOjdYbKViNRuzpw5SE1NxcaNG/Hnn39iwoQJKF++PACgR48eCAoKkpUPCgpCmzZtoKWlJa1btmwZxowZg6CgIFSoUAHu7u7StrNnz2LChAmws7PDrl27sHbtWin50bNnTxw/fhxPnz6Vyh84cAAaGhqwsbGBr68v6tSpg59++gmnTp3CqVOnSnSu69atQ6tWrbBr1y60aNECLi4umDFjBgYNGoTAwECULVsWs2fPznf/U6dOyeIZOnQoXr16heHDh6NWrVoIDAzEwoULcfjwYSxYsEC2b2BgICpVqoQtW7Zg2rRp0no/Pz/MmTMHGzduREREBJydnfHXX39hxYoVWLRoEYKCgrB3716pfHp6OiZOnIg/f6Qz4QAARb1JREFU//wTy5Ytw61btzBnzhwAgKmpKdzc3FC9enWpvYYOHZrrPDIzMzFmzBgkJSVh8+bNWLVqFcLDw2VxAUBISAiePHmCTZs2wc3NDQEBATh58mSBbXzy5EnExMRg06ZNmD9/Pnbt2oVff/0VAODo6Ihbt27h5s2bUvkLFy4gNjYWXbp0ybfOpKQkrFu3DosWLcLGjRvx8OHDXLFm9/r1awwbNgyBgYFYt24dXr9+jR9//FHavmzZMkRGRmLNmjX466+/4ObmhipVqsjq8PHxwfjx47Fjxw6kpKRg0qRJCAgIgJeXF9auXYuzZ8/K/hBR2DHzU9Q+eeHCBbi6umLIkCEIDg7G9OnTsWHDBmzYsEFW74oVK9CrVy/s3LkTn332GSZPngwvLy9MnjwZW7Zswf3793MlPAv67LKsWbMGBgYG2L17t9S3NDU14e3tjeDgYEyZMgXr16/H9u3bZfsV1pcmTpyIxMRErF27Ftu3b0eDBg2k6ysveV2LynBxcUGdOnUQGBiIwMBADBo0CKVKlcqz7IEDBzBv3jyMHDkSe/bsQZcuXTBx4kRcv35dVq6g8S+758+fIyYmRvbz8OFDpeImIiIiIiIlCSIiNevcubPw9fXNc1tcXJxo2rSpuH79uhBCiFevXglTU1Nx8OBBIYQQ0dHRQqFQiJ07d0r7nDx5UigUCvH69WshhBD9+/cXrq6u+R6/U6dO4tdff5WWBw4cKDw8PKRlGxsbsWHDBtk+gYGBomXLltLy1KlTxfjx42Vlxo8fL6ZOnSqrJ3sc9+7dEwqFQnbsffv2CX19fZGRkZFvvDnj2bJli2jZsqV0vkIIsXfvXqGvry+SkpKEEG/awNHRUVbPmTNnhEKhEGfPnpXWLV68WHz99dfi6dOn0rqRI0cKNze3fOM5c+aMLOacbZNX3CdPnhR6enri4cOH0vbQ0FChUCjE3bt3hRBv2tTOzk5kZmZKZXr37i0WLFiQbyxTp04VrVq1EikpKdK6NWvWiNatW0vLI0aMkH2+06ZNE05OTvnWGRgYKBQKhdQHhRDi6tWrQqFQiDt37kjHzfn5Z5fVTx88eCCEEGLUqFH59smsskFBQdK6bdu2CYVCIW7cuCGtmz17thg0aJDSx8xLcfrkoEGDxOrVq2X1bN68WXz33XfSskKhkF3TISEhQqFQiEOHDknr1qxZI+zs7KRlZT47GxubAts5i4+Pj6xtCutL58+fFy1atJAdOyMjQ7Ru3Vrs3bs33+PkvBazrqmXL19K644ePSoUCoW0bGpqKvtss8t57fTu3VvMnDlTVmb48OHip59+EkIoN/5l5+PjIxQKRZ4/0dHR+Z4nEREREREpr6y6k71ERP3798ecOXMQEhKC1q1b47vvvkPjxo0BAJ999hnatm2LoKAg6Onp4cCBAyhXrhy++eYbWR0KhUL6t7a2NgDg6dOnqFu3Lm7dulXgi5my7p4dPHgw7t+/j3Pnzske/1el7I8TZ83N+NVXX0nrtLS0kJaWhufPn6N69epK1RkZGQk9PT1UqFBBWtesWTOkpaUhKioKX3/9NQDAwMCg0Ji0tLSgpaUlm3+yVq1asse9r127huXLlyM8PBzPnj1DZmYm0tLSEB8fj9q1aysds46Ojqy8oaEhNDQ0EBkZiS+++AIA0KRJE9ldf9ra2gU+vg8ATZs2Rbly5aRlExMTxMfH48WLF6hSpQp69OiBmTNnYsqUKcjIyMD+/fvxyy+/FFinhoYGmjZtKi0bGBhIsTZq1ChX+Xv37mHZsmUIDQ1FQkKCtP7+/fuoU6cOevfujQkTJuDmzZuwsrKSHoHPLq++0qRJE9m68+fPK33M/BS1T4aFheHSpUvw8/OTymRkZMge21c2/pyfZWGfHZB3Pw4ODsbvv/+OqKgovH79GmlpadDR0ZGVKagvhYeH48WLF7ke4U9OTkZ0dHSu45XEwIED4e7ujj///FMa73LGmiUyMhJ9+/aVrTMzM8PBgwdl6woa/7IbNGgQunfvLlv38OFD9OvXr9jnQ0REREREcky2EpHa9e7dG1ZWVjh27BhOnjwJf39/eHp6SnNr9uzZE+7u7pgyZQp27tyJLl26QENDQ1ZH2bL/G86yEirZkz/5PaYLAN26dcPixYtx/fp1HDt2DLq6urLEmjJKlSoFIYRsXV4v78krzuzrsuRMXClz/OyyYsm+vlKlSnnumzOmnG2b/dyypiywtrbGwoULUbNmTURGRmLcuHFFfllRfp9J9vUFxVLcetu1a4dZs2bh2LFjePXqFcqXLw9ra+sSx5qdk5MT6tevDy8vL2hrayMpKQm9evWS2sjGxgZHjx7FsWPHEBISgr59+2Ls2LEYPXq0VEdefSV7e+Rsi8KOmZ+i9slXr15h4sSJsLW1LVG9eX2WyrRzzn58+fJluLi4YOLEibC0tISmpiZ27NiB4OBgWbmC+lJSUhLq1KmD9evX5zp2tWrV8jvFXEqXfjM7U/bzSk9Pl5WZOHEiHBwccPz4cfz999/w8fFBQEAALCws8qwzr2s757rCxr8sVatWRdWqVZU+HyIiIiIiKjrO2UpE7wUdHR3069cP/v7+ueZp/eabb1C2bFls3rwZ586dg6OjY5HqVigUOHPmTL7ba9asCRsbGwQFBWH37t256tfQ0JC9pCe/OuLj46XlzMxM3L59u0hxFlfjxo1x/fp1JCcnS+suXboEDQ0N1K9fX6XHunPnDhITE+Hi4oLmzZvjyy+/xOPHj2VlNDQ0Ck0WN27cGDExMYiLi5PWXbt2DWlpafjyyy9LFOONGzdkLwcLDQ2FtrY2NDU1pfi6du2KoKCgfJP3OaWmpsrmeb1+/Xq+sSYkJODu3bsYM2YMWrVqhcaNGyMxMTFXOS0tLfTs2RNLliyBs7MzduzYUcwzVv6YqqCnp4d79+6hYcOGuX5KqrDPLi+XL19G/fr1MXLkSBgYGOCLL75AbGxskY6rp6eHR48eoVy5crnOSdk7zIE34wAA2TURFhaWq1zjxo0xdOhQbNiwAS1btsSff/6ZZ32NGzfGxYsXZesuX75c4muEiIiIiIjeHiZbiUjt5s6di1OnTiE6OhpXr17FpUuXZMmEsmXLomvXrli4cCGaNm0qPRavrHHjxuHPP//EypUrcefOHYSFheW6g61nz57YunUr7t+/DwcHB9k2HR0dnD9/HnFxcbIXaWXXsmVLhIaGYu/evbh79y68vLxkj3K/TQ4ODihbtixcXV1x+/ZtnDp1Ct7e3vjhhx/yvZu1uOrWrQsNDQ1s3LgR0dHROHDgANauXSsro6OjgxcvXuDs2bN4+vQpXr9+naseS0tLNG7cGC4uLrhx4wYuXboEd3d32NraSlMIFFdycjJ+/vlnREZG4vDhwwgICMDAgQNlZXr27ImTJ08qnbzX0NDAnDlzcPXqVVy9ehUzZsxAmzZt8pxCoFq1aqhevTq2bt2KqKgohISEYNGiRbIyPj4+OHLkCKKiohAWFoZTp06VKIGmzDFVZfTo0QgKCoKfnx8iIiIQEREhXV8lpcxnl1PDhg0RGxuL4OBgREVFYe3atYW+RC0nS0tLGBoaYsyYMQgJCUF0dDQuXLgAb29vREZGKl1PgwYNUKdOHSxfvhz37t3D/v37ERgYKDs/Dw8PnD9/HrGxsTh37hzCw8Pz/eyHDBmCHTt2YOvWrbh37x4CAgJw6tQpDBkypEjnR0RERERE7w6nESAitcvIyMCsWbMQFxeHqlWr4ptvvoGLi4usTI8ePbB27doi39UKAObm5li8eDH8/Pzg5+eHqlWr5nps3MrKCtWrV4eZmZlsvlIAcHZ2xs8//ww7OzukpqYiPDw81zGsra0xYsQIeHp6IjMzEwMHDkTr1q2LHGtxVKpUCWvXrsXcuXPh6OiIypUrw97ePlcbqkLNmjUxf/58LF68GL/++iuMjIwwefJkODs7S2XMzMzQu3dvODs7IzExEePGjcP48eNl9ZQuXRorVqyAp6cn+vbtizJlysDGxgYzZswocYxt2rRB7dq10bdvX6Snp6N79+653hTfpEkT6OnpISMjQza3aH4qV66MQYMGYeLEiYiPj4eFhQXmzp2bZ9nSpUtjyZIl8PT0hL29PZo0aYIpU6bIYihbtiwWLlyI2NhYVKxYEebm5vm+QV4ZyhxTVaytreHn54cVK1YgICAA5cqVQ5MmTXLNLVocynx2Odna2mLgwIGYPXs20tLSYGtrixEjRmDr1q1KH7d06dJYs2YNFi1ahKlTpyIxMRGfffYZWrZsWaQ7WzU0NLBw4ULMmjULXbp0QYsWLTB27FhMnz5dOk5CQgImT56Mx48fo1atWujcuXO+ydNvv/0W8fHxCAgIgIeHBxo0aIClS5dCX19f6ZiIiIiIiOjdKiUKm/yOiOg9cPr0aYwcORInT54sUvJDWS9fvkSbNm2wdOnSQufvpA9fZmYm7OzsMGzYsEJfDhQUFARvb2+cPXv2HUVH9O7ExMTA1tYWR44cQb169dQdDhERERHRB493thLRey01NRX379+Hn58fHBwcVJ5ozczMRHx8PFavXg1tbW20adNGpfXT++fx48cICgrC8+fP0bVrV3WHQ0RERERERB8RJluJ6L32119/wd3dHfr6+vjpp59UXv/9+/dha2uLunXrYsGCBdLbxOnj1bp1a9SqVQuenp4FvniJiIiIiIiIqKg4jQARERHRJ4rTCBARERERqRZv4SIiIiIiIiIiIiJSASZbiYiIiIiIiIiIiFSAyVYiIiIiIiIiIiIiFWCylYiIiIiIiIiIiEgFmGwlIiIiIiIiIiIiUgEmW4mIiIiIiIiIiIhUgMlWIiIiIiIiIiIiIhVgspWIiIiIiIiIiIhIBZhsJSIiIiIiIiIiIlIBJluJiIiIiIiIiIiIVIDJViIiIiIiIiIiIiIVYLKViIiIiIiIiIiISAWYbCUiIiIiIiIiIiJSASZbiYiIiIiIiIiIiFSAyVYiIiIiIiIiIiIiFWCylYiIiIiIiIiIiEgFmGwlIiIiIiIiIiIiUgEmW4mIiIiIiIiIiIhUgMlWIiIiIiIiIiIiIhVgspWIiIiIiIiIiIhIBZhsJSIiIiIiIiIiIlIBJluJiIiIiIiIiIiIVIDJViIiIiIiIiIiIiIVYLKViIiIiIiIiIiISAWYbCUiIiIiIiIiIiJSASZbiYiIiIiIiIiIiFSAyVYiIiIiIiIiIiIiFWCylYiIiIiIiIiIiEgFmGwlIiIiIiIiIiIiUgEmW4mIiIiIiIiIiIhUgMlWIiIiIiIiIiIiIhVgspWIiIiIiIiIiIhIBZhsJSIiIiIiIiIiIlIBJluJiIiIiIiIiIiIVIDJViIiIiIiIiIiIiIVYLKViIiIiIiIiIiISAWYbC0hV1dXODs7l7geX19fODo6qiCionN0dISvr69ajl1Uzs7OcHV1VXcYJRYUFARzc/O3Urc6+1JO69evR5s2bfD1119j/fr16g7nrXqbnynRh+hjvSaKc14DBgyAt7f3W4qIiIiIiIjeJ2pNtn4Mv4i5u7vD09OzSPvo6uri77//lq0bOnQo1q5dq8rQSEnK/hLcrl07bNy4scj1F3e/4npf+lJcXBy8vb0xadIknDhxAr17986znK6urvRjZmaGHj164PDhw7IyQUFB0NXVhZOTk2x9TEwMdHV1cevWrVz19uvXD02bNkVkZKTqToqUlvOzKeiz+hBk76empqbo2LEjfv7551z9633oq3l9x5DqdOrUCcHBweoOg4iIiIiI3lMfxJ2taWlp6g4hl/T0dAghUKVKFVStWrXE9VWuXBk1atRQQWT0qRJCID09/b3pS9HR0cjMzISdnR0+++wzVKxYMd+yv/zyC06dOoVdu3ahffv2mDBhAsLDw2VlNDQ0cOLECVy8eLHQY//333+4desWevXqhcDAwBKfy4csNTVV3SF8NLL66Z49e+Du7o4nT56ge/fuOHXqlKwc++q78677d1paGipUqIBatWq90+Pmhdc2EREREdH7SW3J1rNnz2LatGlITEyU7hbKepS9Xbt28Pf3h4uLC0xNTeHl5QUA8Pb2RocOHWBkZAQ7OzusXLkSmZmZUp1Zj/T7+/vDwsICFhYWWLJkiey4Pj4+sLa2hoGBAdq2bYvFixdL21JSUuDt7Y22bdvC0NAQ3377Lfbu3Qvgf3fhHj58GB07doShoSESEhJyTSMwYMAAeHp6YtasWWjWrBksLCwQEBAgbW/Xrh0AwMnJCbq6utJyzke/MzMz4ePjgzZt2sDAwACOjo44d+6crP10dXVx+vRpdO3aFSYmJhg8eDDi4uIKbPekpCS4uLjAxMQEbdq0waZNm3KVefbsGdzc3GBubo5mzZph2LBhsjuusmLdtGkT2rRpAxMTE0yePBmvX7+Wxe/v74927drB2NgY3bt3x7Fjx4oUf3p6Ojw9PdGsWTOYm5vDx8cnV6wpKSmYP38+rKysYGpqij59+uDKlSvS9qzP7dixY/j2229hZmYGZ2dnvHjxAsCbPnPu3DmsW7dO6ocxMTG5jjNgwADExsbCw8NDKpflwoUL6NOnD4yMjGBjY4NffvlF+iW4oP0A5BtXUdrwxIkT6NatGwwMDHDjxo1cfUmZ6yIyMhJ9+vSBoaEhHBwccOLECejq6uLs2bO52iJLYmIiJk2ahObNm8PExAROTk64f/++1O79+vUDADRr1izfds1StWpVaGtro0GDBnBycoKmpmauY1euXBldunTBokWL8q0nS2BgIDp06ICePXti9+7dSE9PL7C8Mn06OTkZc+bMQatWrWBoaIgBAwbkSghnefDgAZo2bYqbN2/K1vv5+cHBwQGAfEzp0KEDTExM4OLigtTUVGzYsAFt2rRBq1atsHz5clkdyl6fW7ZsQbt27aSnB44dO4Y+ffqgefPmMDc3x9ixY/HgwQNZvZMmTYK5uTmMjY3RsWNH7Nu3T3ZOzs7O0vXo7Oxc6HhTVHFxcRgxYgSMjIzQvn17HDp0CObm5ggKClI6DmX6e2FtmJ+sflqvXj20adMGfn5+6NChA2bMmCHrY2+zr967dw9OTk6wtLSEqakpevfujQsXLkjb8/uOySnrTttDhw6hb9++MDY2Rq9evRARESGVyWuanJxTuRT0vZmXw4cPo2vXrjA0NET79u2xevVq2ff4mjVr0LlzZxgbG+Obb77BvHnzkJKSIm3Pr3/nlHV9HThwAO3bt4eRkRFGjRqFJ0+eyMpt27YN3377LQwNDdGpUydZwjurjYKDg9G3b18YGBjg8OHDuZ7KUWb8AICMjAx4eXmhefPmaNu2ba7vX2X79vLly2FlZQVHR0esXLkS3bp1y3X+HTp0wLp16/L9HIiIiIiI6O1RW7LV1NQUbm5uqF69Ok6dOoVTp05h6NCh0vY1a9bAwMAAu3fvltZramrC29sbwcHBmDJlCtavX4/t27fL6g0JCcGTJ0+wadMmuLm5ISAgACdPngQA7N+/H7/99hvmzJmDgwcPYtmyZWjUqJG078yZM3HgwAHMmjULwcHBmD59OsqXLy9tT0pKwrp16+Dt7Y2//voLmpqaeZ5bYGAgKlWqhO3bt8PFxQXLly+XkhY7duwA8L87pLKWc1q/fj1+//13uLm5Yffu3TAzM8PIkSNzJTd8fX0xc+ZMbNmyBY8fPy70cXhvb29cunQJK1euxOrVq3HkyBHcvXtXVmbixIlITEzE2rVrsX37djRo0ABDhw7Fq1evpDJ3797F0aNHsXr1aqxcuRIXLlzAL7/8Im0PCAjAnj174OHhgb/++gt9+vTBuHHjcOPGDaXjX7t2Lfbs2QNvb29s2rQJUVFRue4g8/DwwNWrV7Fs2TLs3r0bbdu2xZAhQ2TtlJSUhI0bN2Lp0qVYs2YNLl++jFWrVgF4Mw2EqakpfvjhB6kffv7557nazdfXF3Xq1MFPP/0klQOAqKgojBgxAvb29tizZw8WLFiAEydOYOHChQXuV1hcRWnDxYsXY+rUqQgODsYXX3yRx6de8HWRmZmJsWPHQlNTEzt27MD06dNlf4TIj6urK27duoVVq1Zh8+bNSEpKwtixYyGEQKdOnaQ/nhw+fDjfds0pIyMDwcHBSExMRNmyZXNtd3Z2xrVr12RJ57zq2LVrFxwcHGBkZARNTU0cP3680GMX1qcXLFiAI0eOYOHChQgMDEStWrUwfPjwXAkVAPj8889haWkpSxICwO7du2WJ8KSkJPzxxx/w8fHBypUr8ffff2P06NEIDw/H+vXr4erqCl9fX9kdkspen3///TdWrFiBLVu2AABev36NYcOGITAwEOvWrcPr16/x448/SvssW7YMkZGRWLNmDf766y+4ubmhSpUqAN7czTds2DBUr14df/zxBzZu3AghBEaPHi1LlJWUq6srnjx5go0bN2LRokVYt24dkpKSpO3KxlFQf1e2DZU1dOhQ3L9/P9d1+bb6alJSEmxsbLB+/XoEBQXB1NQUo0aNwtOnTwEo/x2TZdmyZRgzZgyCgoJQoUIFuLu7K3HW/1PY92Z2Fy5cgKurK4YMGSKV3bBhAzZs2CCVKVu2LGbMmIG9e/fC09MThw8fhp+fn6yevPp3XrK+sxctWoSNGzfi4cOHmDZtmrT9zz//xPLlyzF58mQEBwdj3LhxmDt3bq5pTBYvXoyhQ4di3759aNGiRZ7HKmz8AN78v4GWlhZ27NiBwYMHw8PDQ0ryK9u3T548idjYWKxfvx5Lly6Fo6Mjbt26JfvDzoULFxAbG4suXbrkivP58+eIiYmR/Tx8+DDfNiQiIiIiomIQahQYGChatmyZa72NjY0YP358ofv7+PiIQYMGSctTp04VdnZ2IjMzU1rXu3dvsWDBAiGEEOvWrRMdOnQQqampueqKiooSurq64ty5c/nGqlAoxK1bt2Trp06dKou1f//+wsHBQVZm9uzZonfv3tKyQqEQR48ezXUu3bt3l5Zbt24tVq1aJS1nZmaKTp06icWLFwshhDhz5oxQKBSyeLds2SIsLS3zjF8IIV68eCH09fXFwYMHpXVxcXFCX19f+Pj4CCGEOH/+vGjRooVISUmRymRkZIjWrVuLvXv3SrHq6+uL+Ph4qcy+ffuEvr6+ePnypUhJSRHGxsYiNDRUdvyJEyeKmTNnKh1/69atxa+//iotJycnC3NzczF16lQhhBCxsbFCT09PFocQQvTq1Utqu6zPLTY2Vtq+aNEi0atXL2m5f//+Yv78+fm2WxYbGxuxYcMG2To3Nzcxa9Ys2brjx48LY2NjqR/mtV9hcRWlDf/++29ZmZx9qbDr4vjx40JfX188fvxY2n7o0CGhUCjEmTNn8myLO3fuCIVCIYvv4cOHQk9PT5w6dUoW38uXL/OsI4tCoRCGhobCxMRENG3aVCgUCvHNN9+Ip0+fytora6zw9PQUDg4OIjMzU0RHRwuFQiHCw8OlsseOHRNt27YVGRkZQgghfH19xejRowuMobA+/fLlS6Gvry9dA0II8erVK9GyZUuxdevWXDEKIURwcLAwNzeXxpvz588LPT09qZ2z+kBMTIy0z6RJk0SrVq1kY5S9vb3w8/OT6lDm+jQwMBAJCQkFnnNW2z148EAIIcSoUaOEq6trnmV37dol7O3tZetevnwpmjZtmquP5qw/67PJ67PKLiIiQigUCnHjxg1p3Y0bN4RCoRCBgYFKx1FYf1emDfOS17gtxJtxSaFQSPu+7b6aFxsbG7Fr165CY80uK56dO3dK606ePCkUCoV4/fq1ECL395sQQowfP14ag5X53sx+TQwaNEisXr1aVmbz5s3iu+++yzfOwMBAYWdnJy0r27+zrq/r169L665evSoUCoW4c+eOEEIIOzs7ERwcLNtvwYIFYvjw4UKI/7XRxo0bCzyvwsYPId58zwwYMEBWT+vWrcXmzZuFEMr3bSsrq1z/DzNixAjh4eEhLU+bNk04OTnl2S4+Pj5CoVDk+RMdHZ3nPkREREREVDS5bx17TxgYGORaFxwcjN9//x1RUVF4/fo10tLSoKOjIyvTpEkTlCpVSlrW1taWHhv89ttv8euvv6J9+/Zo27YtrK2tYWNjg9KlS+P27dsoW7YsmjVrlm9MFSpUwFdffVVo7MbGxrJlExMT7Nmzp9D9srx8+RLx8fEwMzOT1pUqVQqmpqa5HnVVKBTSv7Of64ULFzBixAhp2+zZs6FQKJCWlgYjIyNp/WeffYa6detKy+Hh4Xjx4kWuRzOTk5MRHR0tLevo6EBLS0taNjU1RVpaGqKjo1GmTBm8fv0agwYNktWRlpaWq9784n/x4gXi4+NlsZYvXx5NmzaVlm/duoX09HS0b99eVmdKSgq+/vpraVlTU1N2jtmPU1JhYWEIDw/Hrl27pHWZmZlITk5GfHw8Pvvss3z3LSiu//77T+k2zOtayamg6+Lu3bvQ0dGRzUFoaGhYYH2RkZHQ0NCQlatduzZ0dHQQGRmJ1q1bFxpTdtOnT4e5uTmio6Ph5eUFd3f3fOedHT16NAIDA7Fnzx7ZNZIlMDAQ9vb2KF36zY37Xbp0gb+/Px4/fizrszkV1KeBN22ffXyoWLEi9PT08n383NbWFrNmzcKxY8fQvn17BAUFwdraWtbOmpqasjFMS0sLDRs2hIaGhrSuVq1a0l2Lyl6f9erVQ/Xq1WVl7t27h2XLliE0NBQJCQnS+vv376NOnTro3bs3JkyYgJs3b8LKykqasgV408/v3LkDU1NTWZ0ZGRmIioqSXafFdffuXWhoaMiu3a+//lrWFsrGUVB/V7YNlSWEyHfb2+irSUlJ8PX1xbFjx/D48WNkZGQgOTlZNiVEUeQcgwHg6dOnsrEpP8p8b2YXFhaGS5cuye5UzcjIkN25+c8//8Df3x937txBUlJSru1A3v07LxoaGrLvDAMDA2hoaCAyMhK1a9dGVFQUXF1d4ebmJpXJ6/8rlBljCxo/svp09rYG3nz/ZvVLZfu2rq6u7JoAgB49emDmzJmYMmUKMjIysH///lx31WYZNGgQunfvLlv38OFDadoXIiIiIiIqufc22VqpUiXZ8uXLl+Hi4oKJEyfC0tJSeuQ55xuBc/4SUqpUKemX4bp16+LAgQMICQlBSEgI3N3doa+vjzVr1igVU4UKFZQql/2X/ILW5Scr3pz7CCFyrcv+qHX2czUwMJAlAGvVqiUlEgqKJSkpCXXq1MH69etzbatWrZpS8Wc9irt69Wrpl/csOdswv/izryvoOBoaGti5c2euctmneMj5OHpexymuV69eoV+/fujbt2+ubTVr1ixw34LiKkobFvTiqSwFXReqaousuorS17Noa2ujYcOGaNiwIebPn48RI0YgODg4z5fQ1KxZE0OGDIGPj0+uazchIQFHjx5FRkaGrA9nZGRg9+7dGDZsWJFjK0hB51uuXDl06dIFgYGBsLKyyjMBklcfyOuzyko2KXt95tUnnJycUL9+fXh5eUFbWxtJSUno1auX9AJCGxsbHD16FMeOHUNISAj69u2LsWPHYvTo0Xj16hWMjIzynKZElS8KKqzvKBtHQf1dFWNcdlnJ9nr16uXa9jb6qre3N86cOYMpU6agfv36qFChAkaOHFnsF0nmHIMBSP0tr7GyJC+sfPXqFSZOnAhbW9s8t8fExGDUqFHo378/Jk2ahKpVqyIkJAQeHh6ycsqMeUD+/alUqVLSGDtv3jzo6+vLtue8LpU9XmFy9ksAsjFfmb6d8/+NgDfz9Gb9YefVq1coX748rK2t84yhatWqKnmpJxERERER5U+tyVYNDQ2l5/u7fPky6tevj5EjR0rrYmNji3zMihUrws7ODnZ2dujWrRu+//57PHjwAAqFAunp6bh48WK+c7IpKzQ0NNfyl19+KS1raGggIyMj3/2rVKkCbW1tXLx4UbobSgiBK1euwM7OTqkYKlSogIYNG8rW1a9fHxoaGggNDZXuBo2Pj5deagQAenp6ePToEcqVK1fgHJuxsbF48uSJ9EvglStXoKGhgfr160MIAQ0NDTx8+BDNmzdXKt6cstogNDRUutMnJSUFN2/eRO3atQG8uestLS0NCQkJue4GKorCPo+Cyunp6SEiIiJXWxen/uwaN25c4jZU1pdffonY2Fg8ffpUShBfu3at0PjS0tJw7do16Y6ruLg43L9/H40bNy5RPEZGRjAwMMDKlSsxffr0PMsMGTIEmzdvxtatW2Xrd+/eDR0dHWm+2CwHDhxAYGBggcnWgvo08OZzvHjxIjp16gTgzZ2QN2/ehL29fb519uzZE46Ojti8eTMqVKiQbwJEWcpenzklJCTg7t27mDdvnnStnDhxIlc5LS0t9OzZEz179sSqVauwdetWjB49Gnp6ejhw4ABq1aqV71zVJdWoUSOkpqYiPDxcuhMwPDxcltxTRRzFbcP8/Prrr9DR0cmVsMui6r56+fJl9OjRQ/ouePbsWa45N4sz5uSlZs2asjm9MzMzcfv2bWlMKur3pp6eHu7du5fveHn9+nUAwNSpU6V12V9YVVSpqam4efMm9PT0pPrT0tLw5ZdfQktLC5999hmio6Ola7okChs/ClOSvq2hoYGuXbsiKCgIr1+/RpcuXfJM7BIRERER0buhthdkAW8eu3vx4gXOnj2Lp0+f5vmimSwNGzZEbGwsgoODERUVhbVr18peeKKMnTt3IjAwELdv30ZUVBT27t2LqlWrQktLC/Xq1UP37t3h6uqKo0ePIjo6GqdPn871ogxlREVFYeHChbh79y527tyJ7du3Y+DAgbLzPn36NOLj4/Hs2bM86xg6dCgCAgKwf/9+3LlzB3PnzkVsbGyed1AqS1NTE926dYO3tzfOnj2LsLAwuLq6yn4ps7S0hKGhIcaMGYOQkBBER0fjwoUL8Pb2lj0uraGhAVdXV4SFheHMmTPw9vZGjx49ULlyZWhqamLw4MGYO3cudu3ahaioKPz7779Yv3697O3mhenXrx/8/f1x5MgRREZGYsaMGUhNTZW2f/nll+jUqRMmT56Mw4cPIzo6GqGhoVi+fDnOnTun9HF0dHQQGhoqJRzz+wOAjo4Ozp8/j7i4OOmx7uHDh+P8+fPw9PREWFgY7t69i4MHD8ruTsprv8Koqg2V0bp1a9SrVw/Tpk1DeHg4zp07hxUrVgDI/86wRo0awcbGBu7u7rh06RJu3LgBFxcXKBQKWFhYlDimwYMHY+vWrfm+7V5TUxOjRo3K9TbvoKAgdOzYEQqFQvbz/fff486dO7hy5Uq+xyyoT1euXBm9e/eGt7c3Tp06hdu3b0vXTufOnfOtU1dXF02bNsWSJUtUkgBR9vrMqVq1aqhevTq2bt2KqKgohISEYNGiRbIyPj4+OHLkCKKiohAWFoZTp05JfyRycHBAlSpVMG7cOFy4cEEaH2fOnInnz5+X6JyyNG7cGJaWlpg+fTquXbuGa9euwcPDAxoaGlI/VEUcxW1D4M3LheLj4xETE4NTp05h3LhxOHjwIDw8PFCmTJk891F1X23YsCEOHDiAsLAw3LhxAz/99JM0DUEWZb5jlNGyZUuEhoZi7969uHv3Lry8vGRTUBT1e3P06NEICgqCn58fIiIiEBERgT///BMrV66Uzi01NRUbN25EdHQ0duzYgZ07dxY7fg0NDcyZMwdXr17F1atXMWPGDLRp00Z6MeaYMWPg7++PjRs34u7duwgLC8PWrVuxefPmYh0rv/FDGSXt2z179sTJkydx7tw52Uv4iIiIiIjo3VNrstXMzAy9e/eGs7MzLCwsCnyc39bWFgMHDsTs2bPRrVs3hIWFyeYkVUaVKlWwZcsW9O7dG127dsW///6LgIAAlCtXDsCbtyrb2tpixowZ6NSpE+bMmSNL7imrR48eePbsGXr06AFvb2+MHj1adufM1KlTcfLkSXzzzTe55k7LMnjwYAwcOBCenp7o0qULLl26hFWrVkl3dRaXq6srjI2NMXLkSAwfPhw2NjbSL54AULp0aaxZswYmJiaYOnUqvvvuO0yZMgUJCQmyOfIaNWoEa2trDB8+HE5OTjA1NcWUKVOk7ZMmTcLIkSOxcuVKdOrUCSNHjsTp06dzzYVXkBEjRsDe3h5TpkxB37598fnnn8PKykpWxtvbG/b29vDy8sJ3332H8ePH4/bt2wXOlZrT0KFDAQCdOnWChYWF7E7f7JydnREVFQU7Ozspodi0aVP8/vvviIiIQJ8+fdCjRw+sXLkSderUKXA/ZaiiDZVRpkwZ+Pn5SX12zpw5GD16NADk+1Zx4M3jtwqFAiNGjEDfvn1RuXJl+Pn5FWsagZzatGmDhg0bSkmYvPTt21c2R+K///6L8PBwfPvtt7nK1q5dGyYmJgXeJVdYn548eTJsbW3h4uICR0dHPHnyBGvWrCn0EWNHR0ekpaWpJAGi7PWZ135LlizB1atXYW9vj4ULF8rODXjz6PTChQvRuXNnDBo0CNWrV4enpyeAN48ub9y4Edra2hg7diw6deqEmTNnonTp0gX2kaKaP38+qlevjr59++LHH3/E4MGDoaGhIR1DFXEUtw0BYMqUKbCysoK9vT08PDxQs2ZN7Ny5s9A5ilXZV11dXaXk/7hx49CxY0fZGA4o9x2jDGtra4wYMQKenp7o06cPatSoketci/K9aW1tDT8/P5w4cQKOjo7o06cPNm/eLI1pX3/9NaZNmwZ/f3907twZhw4dwsSJE4sdf+XKlTFo0CBMnDgR/fr1g7a2NubNmydt/+GHHzBz5kxs27YNDg4OGDRoEIKDg5W+GzW7wsaPwpS0bzdp0gR6enpo2rQpdHV1ixw/ERERERGpTimhygkbCQMGDICBgYHsMciPja+vL/7++28EBQWpOxR6S06ePIkRI0bgn3/+KXTu2Y/B2+zTy5Ytw8mTJ7Fjxw6V1/2xu3PnDr777jsEBgYq9ZIioixBQUHSUxxv2/vwnZiZmQk7OzsMGzasyC+7iomJga2tLY4cOZLn3MNERERERFQ07+0Lsojo3Tlw4ACqVq2KevXq4e7du/D09IS1tfUnkWh9W5KSkhAZGYk//vgDrq6u6g7ng/DPP/8gOTkZX331FeLi4jB//nwoFIp850MlIuDx48cICgrC8+fP0bVrV3WHQ0RERET0yWOylYjw8uVLLFy4EA8fPkTNmjXRtm3bIj0CS7l5eHhg79696NixI7p06aLucD4IaWlpWLRoEWJiYqCpqYkWLVrAzc1NJVNTEH2sWrdujVq1asHT0/OtvcCOiIiIiIiUx2kEiIiIiD5RnEaAiIiIiEi11PqCLCIiIiIiIiIiIqKPBZOtRERERERERERERCrAZCsRERERERERERGRCjDZSkRERERERERERKQCTLYSERERERERERERqQCTrUREREREREREREQqwGQrERERERERERERkQow2UpERERERERERESkAky2EhEREREREREREakAk61EREREREREREREKsBkKxEREREREREREZEKMNlKREREREREREREpAJMthIRERERERERERGpAJOtRERERERERERERCpQVt0BEBEREZF6ZGRkAAAePnyo5kiIiIjoY1OnTh2ULcu0E3162OuJiIiIPlH37t0DAPTr10+9gRAREdFH58iRI6hXr566wyB655hsJSIiIvpE1a9fHwDw+++/Q0dHR83RqMfDhw/Rr18/bNq0CXXq1FF3OGrDdniD7cA2yMJ2eIPtwDbIUpx2+JTbiz5tTLYSERERfaLKlSsHANDR0fnk7zypU6fOJ98GANshC9uBbZCF7fAG24FtkIXtQFQ4viCLiIiIiIiIiIiISAWYbCUiIiIiIiIiIiJSASZbiYiIiIiIiIiIiFSAyVYiIiKiT1TVqlUxbtw4VK1aVd2hqA3b4A22wxtsB7ZBFrbDG2wHtkEWtgOR8koJIYS6gyAiIiIiIiIiIiL60PHOViIiIiIiIiIiIiIVYLKViIiIiIiIiIiISAWYbCUiIiIiIiIiIiJSASZbiYiIiD5QmzZtQrt27WBoaIjvv/8eV69eLbD8vn370LFjRxgaGsLBwQEnTpyQbRdCYNmyZbCysoKRkREGDx6M//77T1YmMTERkyZNgpmZGVq0aAF3d3e8evVK5edWFO+6HWJiYuDm5oZ27drByMgIdnZ2WL58OdLS0t7K+SlDHX0hS2JiItq2bQtdXV0kJSWp7JyKQ13tcPToUfTo0QNGRkawsLDA1KlTVXpeRaGONggNDcWAAQPQrFkztGzZEqNGjUJkZKTKz60oVN0OBw8exLBhw2Bubg5dXV3cunUrVx2fwvhYWDt8CuOjMn0hy8c8PirbDu/T+Ej0zggiIiIi+uDs3btX6Ovrix07dojbt2+L6dOnixYtWognT57kWf7SpUuiadOmYvXq1SIiIkIsXbpU6Ovri4iICKlMQECAaNasmTh06JC4efOmcHJyEnZ2diIlJUUqM2zYMNGlSxdx5coVcf78edG+fXsxefLkt36++VFHOxw/fly4urqKkydPiqioKHH48GFhYWEhFixY8E7OOSd19YUs48ePF8OGDRMKhUK8fPnyrZ1nYdTVDvv37xctWrQQW7ZsEXfu3BG3bt0SBw4ceOvnmxd1tMGLFy9EixYthJubm7hz544ICwsTo0aNEra2tu/knPPyNtph586dwtfXV2zbtk0oFAoRHh6eq55PYXwsrB0+hfFRmb6Q5WMeH5Vph/dpfCR6l5hsJSIiIvoA9ezZU8yZM0dazsjIEFZWVmLNmjV5lp8wYYIYNWqUbF2vXr3E7NmzhRBCZGZmitatW4u1a9dK258/fy4MDAzEvn37hBBCRERECIVCIa5duyaVOX78uPj6669FfHy8ys6tKNTRDnlZvXq16NChQ0lOpdjU2Qbbt28Xffr0Ef/884/akwnqaIe0tDTRpk0bsW3bNlWfTrGoow2uXr0qFAqFiIuLk8pcunRJKBSKfBM5b5uq2yG76OjoPBNLn8L4mF1+7ZCXj2l8zK6wNviYx8fs8muH9218JHqXOI0AERER0QcmNTUV169fR+vWraV1pUuXhqWlJa5cuZLnPleuXJGVBwArKyupfExMDOLj42VlqlSpAmNjY6nM5cuXUb16dRgYGEhlLC0tUapUqUIfR3wb1NUOeXnx4gWqVatW7HMpLnW2QVRUFJYuXYpffvkFpUur99cKdbXDjRs3EBcXh1KlSqFLly6wsrKCk5NTvlMuvE3qaoNGjRqhevXq2L59O9LS0vD69Wvs3LkThoaGqFmzpkrPURlvox2U8SmMj8X1MY2PyvrYx0dlvE/jI9G7xmQrERER0QcmISEBGRkZ0NLSkq2vVasW4uPj89zn8ePHqFWrVr7ls/5bUJ151VG2bFlUq1YNjx8/Lv4JFZO62iGnqKgobNy4EX369CnWeZSEutogPT0dkydPxoQJE1C/fn2VnEtJqKsdoqOjAQArVqzA+PHjsWLFCmhoaGDgwIHvfK5OdbWBpqYmfvvtNwQFBcHY2Bimpqa4cuUKVqxYoZLzKqq30Q7K+BTGx+L42MZHZXwK46My3qfxkehdY7KViIiI6CMhhECpUqXy3Z7Xtpzrci7nrDOvOgo77rv2LtohS1xcHIYPHw57e3s4OjoWM2LVe9tt4O/vjxo1aqBXr14qiPbtedvtkJmZCQAYPXo02rdvDyMjI3h7e+P58+c4duxYCaNXjbfdBsnJyZg+fTpatWqFbdu2YfPmzfj8888xduxYpKenq+AMVEMV7VCYT2V8VNbHPD4W5FMaHwvyIYyPRG8Lk61EREREH5gaNWqgTJkyue6Wevr0aa47V7JoaWnlKv/kyROpvLa2NgDkumsle5151ZGeno7nz5/nugPmXVBXO2SJi4vDwIEDYWJiglmzZpXkVIpNXW1w9uxZHD9+HHp6etDT08PgwYMBAC1atIC/v3+Jz6uo1HlNAG8epc9SqVIl1K1bF/fv3y/BGRWdutpgz549iIuLg6enJwwMDGBmZobFixfj+vXr+Oeff1RybkXxNtpBGZ/C+FgUH+v4qIxPYXxUxvs0PhK9a0y2EhEREX1gypUrB319fVkiIzMzE6dPn4aJiUme+5iYmCAkJES27p9//pHK16tXD9ra2rI6X758idDQUKmMqakpEhMTcf36danMmTNnIISAkZGRak6uCNTVDsD/Egn6+vqYN2+e2ubkU1cbeHl5Yffu3di1axd27doFT09PAMCWLVvw/fffq+4ElaSudjA0NISGhoZsDsLk5GQ8fPgQdevWVc3JKUldbZCcnIzSpUvL7njLWhZCqObkiuBttIMyPoXxUVkf8/iojE9hfFTG+zQ+Er1z7/iFXERERESkAnv37hX6+voiKChIREREiBkzZogWLVpIb/+ePHmyWLhwoVT+4sWLomnTpmLt2rUiIiJC+Pj4CH19fRERESGVCQgIEM2bNxeHDx8WYWFhYvTo0cLOzk6kpKRIZYYNGya6desmQkNDxYULF0SHDh2Ei4vLuzvxHNTRDg8fPhTt27cXAwcOFA8fPhSPHj2SftRBXX0huzNnzqj9bdvqaoc5c+YIa2trERISIiIiIsSkSZOEtbW1SEpKencn///U0QYRERHCwMBAeHh4iMjISBEWFibGjx8vLCwsRGJi4rttgP/3NtohISFB3LhxQxw7dkwoFAqxf/9+cePGDZGQkCCV+RTGx8La4VMYH5XpC9l9rOOjMu3wPo2PRO8Sk61EREREH6gNGzaIb775Rujr64uePXuK0NBQaVv//v3F1KlTZeWDg4NFhw4dhL6+vrC3txfHjh2Tbc/MzBRLly4VlpaWwsDAQAwaNEjcvXtXViYhIUH89NNPwsTERJiZmYlp06ap/Zemd90OgYGBQqFQ5PmjLuroC9m9D8kEIdTTDikpKWLu3LnC3NxcmJmZiWHDhok7d+68tXMsjDra4NSpU6J3797CzMxMtGzZUgwdOlRcv379rZ2jMlTdDvld94GBgVKZT2F8LKwdPoXxUZm+kN3HOj4q0w7v2/hI9K6UEkINz3YQERERERERERERfWQ4ZysRERERERERERGRCjDZSkRERERERERERKQCTLYSERERERERERERqQCTrUREREREREREREQqwGQrERERERERERERkQow2UpERERERERERESkAky2EhEREREREREREakAk61ERERERPTJMzc3h6+vr7Q8YMAAODs7q/QYT548ga+vL2JiYlRWp7e3N9q1a6d0+QEDBkBXVxe6urrQ09ODnZ0dvLy88PLlS5XFpIyzZ89CV1cXt27deqfHVRVfX1+Ym5urOwwiInoPlVV3AERERERERO+bmTNnomxZ1f669OTJEyxfvhwtW7ZEvXr1VFp3UZibm+Onn35Ceno6/v33XyxbtgwPHz6Ej4+P2mIiIiL6WDDZSkRERERElEOTJk3UHcJbU716dZiYmAAAmjdvjlevXmHZsmV4+vQpatasqd7giIiIPnCcRoCIiIiIiD4aly9fhpOTE6ysrGBiYoKuXbvizz//lJU5f/48unTpAkNDQzg6OuLSpUu56sk5jYCrqyscHR1lZWJiYqCrq4u///5bWrd9+3bY29vDyMgI5ubm6N+/P27fvo2YmBg4ODgAAAYOHCg9yp8lMTERP//8MywtLWFoaIg+ffogNDRUdrznz59j0qRJMDExgZWVFVauXFn8hspGX19fOp+CREdHQ1dXF8ePH5etz8jIQOvWrbF06VIAQGRkJH788UdYW1vD2NgY9vb2WL9+PTIzM4sdo7J1hoWFoU+fPjA0NIS9vT2OHz8OR0dHuLq6yspt3LgR1tbWMDExwZgxY3D69Gno6uri7NmzxY4xOjoaY8aMgZmZGUxNTeHk5IT//vtPVubZs2f48ccfpc9w1apVRZ4KgoiI3m+8s5WIiIiIiD4a9+/fh5mZGX744QeUK1cOly5dgpubG0qXLo3OnTsjLi4OI0aMgKGhIXx8fPDo0SO4uLggOTm5xMc+f/48Zs2aBWdnZ5iYmODly5e4cuUKXrx4gYYNG2LhwoVwcXHBzz//LCU4ASA1NRVDhgzB8+fPMWXKFNSsWRN//PEHBg8ejIMHD0JbWxsAMG3aNJw7dw5ubm7Q0tLCunXrEBUVVeLpDmJjYwFAOk5+6tevDyMjIwQHB8Pa2lpaf+7cOTx+/BidOnUCADx69AiNGjWCg4MDKleujJs3b8LX1xcpKSkYNWpUsWJUps7Xr19j+PDh0NLSwuLFi5GSkgIvLy88f/4cCoVCquvQoUPw8PBA3759YWtri4sXL8Ld3b1YcWVJTU3F4MGDUbZsWXh6eqJMmTLw9fVF//79sWfPHlSvXh3Am6T9pUuX4O7uDi0tLaxfvx737t1DmTJlSnR8IiJ6fzDZSkREREREHw17e3vp30IItGjRAnFxcdi2bRs6d+6M3377DeXLl8eqVatQsWJFAEDFihUxefLkEh/76tWr0NXVlSUUbW1tpX9n3cnapEkT6TF+ANi9ezdu376Nv/76C1988QUAwNLSEh07dsS6deswdepU3L59G4cPH8aSJUukpKa5uTlsbGygqalZpDiFEEhPT0dmZiauXr0Kf39/GBgYoE6dOoXua29vD19fX6SmpqJcuXIAgH379qFJkyZSQtPCwgIWFhbSsZo1a4bk5GRs27at2MlWZeoMCgpCYmIiAgMDUbt2bQBAgwYN0KtXL1ld/v7+sLa2xsyZMwEAVlZWSEhIwB9//FGs2AAgMDAQDx48wIEDB1C/fn0AgLGxMezs7LB161aMGjUKt27dwtGjR7F06VJ899130nlZW1ujcuXKxT42ERG9XziNABERERERfTSePXsGT09P2NjYQF9fH/r6+ti6dSvu3bsHALh27RosLS2lRCsAdOjQQSXHbtq0KW7cuAEvLy+cP38eqampSu13+vRp6Ovro169ekhPT0d6ejoAoEWLFvj333+luAHIHjevXLkyLC0tixznwYMHoa+vD0NDQ/Tr1w86OjpYuHAhSpUqVei+3333HZKSknDixAkAQHp6Og4ePCglgAEgJSUFPj4+aN++PQwNDaGvr48lS5YgJiZGOreiUqbOa9euQV9fX0q0AoCRkRG0tLSk5YyMDISFheV6bL+kj/FfvXoVenp6UqIVAOrUqQNTU1NcvHgRAKTPMvuxKlSoUKzPkIiI3l+8s5WIiIiIiD4arq6uCA0NxZgxY9C4cWNoamrijz/+wJEjRwAA8fHxsrlSgTcJr0qVKpX42JaWlpg3bx42bNiA33//HZUqVUKXLl0wZcqUAutPSEjAlStXZFMLZGnQoAEA4PHjx6hcuTIqVKgg216rVq0ix9mqVSu4uLigbNmyqFu3LqpVq6b0vrVr10azZs2wb98+2NnZ4fTp00hISJDdUbxgwQLs2LEDY8eOhb6+PqpUqYIjR45g5cqVSElJKda0B8rUGR8fjxo1auTaN/tLv54+fYr09PRcLwIr6YvB4uPjZUndLFpaWrh//z6A/32G5cuXV+mxiYjo/cJkKxERERERfRRSUlJw/PhxzJgxAz/88IO0fvPmzdK/tbW18eTJE9l+ycnJePXqVYF1lytXDmlpabJ1z549y1Wue/fu6N69O54+fYqDBw9i3rx50NTUhIuLS751V6tWDQYGBpg1a1aexwXeJO2SkpKQnJwsS7jmPBdlVKtWDYaGhkXeL0unTp2wcOFCJCcnIzg4GHp6etL0BwCwf/9+9O/fHyNGjJDW5XypVlEpU6e2tjbu3r2ba9+nT59K/65ZsybKli0rW5ezTHFoa2sjIiIi1/rHjx9LyeyszzAlJUWWcC3psYmI6P3CaQSIiIiIiOijkJqaioyMDClBCQAvX77E0aNHpWUDAwP8888/eP36tbTu4MGDhdZdp04dxMbGIiUlRVoXEhKSb/maNWuiT58+aN68uZSE09DQAABZHcCbeTujoqJQt25dGBoayn6y7sLNSo5mP5ekpCT8888/hcauah07dkRKSgoOHTqEw4cPy6YQAN6cX/bPICMjA3v37i3RMZWp09DQEP/++y/i4uKkdVevXsXjx4+l5TJlyuDrr7+W7nTOkr1di8PY2BjXr19HdHS0tC4uLg6XL19Gs2bNALzpewBkx05OTlbLZ0hERG8P72wlIiIiIqKPQpUqVWBoaAg/Pz9oamqidOnSWLVqFTQ1NfHy5UsAwODBg7F582aMGjUKQ4YMwaNHjxAQEJDr8fyc7Ozs4OPjA3d3dzg6OuLGjRsICgqSlfHx8cGzZ8/QsmVL1KhRAzdu3MC5c+cwadIkAEDdunVRoUIF7Nq1C1WqVEHZsmVhaGiIbt26YcuWLRgwYACGDh2K+vXrIzExEVevXoW2tjYGDx6Mr776Cu3atcOsWbPw8uVLaGtrY+3atYXG/TbUqlULLVu2hLe3N54/fy697CmLpaUlNm3ahAYNGqB69erYtGmT0vPX5keZOh0dHbFy5UqMGjUK48aNQ3JyMnx9fVGzZk3ZfLROTk4YN24c5syZg3bt2uHSpUvSXbKlSxfvfiRHR0esXr0aI0aMgLOzM8qUKYPly5ejRo0a6N27NwBAoVDAxsYGs2fPRlJSErS1tfHrr7+iQoUKSs2XS0REHwbe2UpERERERB+NRYsWoV69epg6dSrmzp2LDh06oFu3btL22rVrY9WqVUhISMD48eOxefNmLFiwoNCkpUKhgJeXF65cuYLRo0fj/Pnz8PLykpUxNDREREQEZs6ciWHDhuGPP/7A+PHjMWjQIABA+fLl4eHhgevXr2PAgAHo2bOntP7333+HpaUlfH19MWzYMMydOxf//fef7HH/+fPno3Xr1vDy8oK7uztatWolmyv1XbK3t0d8fDxMTExQr1492bYZM2agefPmmDNnDtzc3PDVV19h1KhRJTqeMnVWrFgRa9asQYUKFTBx4kT4+vpi8uTJqFq1KjQ1NaVy7du3x/Tp03H48GGMHTsW165dw5QpUwBAVq4oypUrh/Xr1+PLL7+Eu7s7XF1dUbduXWzYsAHVq1eXys2fPx8WFhaYO3cu3Nzc0KJFC7Rp06bYxyUiovdPKSGEUHcQRERERERE7xNHR0cYGBhgzpw56g6FSiA6OhodO3bEnDlz0KNHj3zLrVixAv7+/jh37tw7vVs4PT0dnTt3hrGxMby9vd/ZcYmI6O3hNAJERERERET/Lz4+HmfOnEF4eDj69Omj7nCoiAICAvDZZ5+hbt26ePDgAQICAlCjRg18++23UpmnT58iICAA5ubmqFixIi5cuIDVq1ejZ8+ebz3Rum/fPjx69AgKhQJJSUnYtm0b/vvvP/zyyy9v9bhERPTuMNlKRERERET0//bu3Qs/Pz84ODiga9eu6g6nSDIyMpDfg4ulSpVCmTJlCtxfCIGMjIx8t5cpU+atzC2amZmJzMxMlRy3VKlSWL58OR49eoRy5cqhefPmmDJliuwxfQ0NDdy5cwe7du2S5r8dOHAgJkyYoPJ4cqpUqRKCgoIQFRWFjIwMKBQK+Pv7w8jIqFj1ERHR+4fTCBAREREREX0E2rVrh9jY2Dy36ejo4OjRowXuHxQUhGnTpuW7fd68eXB0dCxRjHnx9fXF8uXL893++++/w9zcXOXH/VDiISKiDwuTrURERERERB+B8PBwpKam5rmtXLly0NXVLXD/hIQExMTE5Lu9Xr16qFGjRolizEtcXBwePXqU7/ZGjRq90xdIvW/xEBHRh4XJViIiIiIiIiIiIiIVKK3uAIiIiIiIiIiIiIg+Bky2EhEREREREREREakAk61EREREREREREREKsBkKxEREREREREREZEK/B/XuORgnymw5QAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ " df_whole = auc_GO_terms_manw_three_list_hic_exp[0]\n", " df_whole['adjusted_P_val_agg_log'] = [-1*np.log10(x) for x in df_whole['adjusted_P_val_agg']]\n", "\n", " sns.catplot(data=df_whole[df_whole['adjusted_P_val_agg'] >= 0.95].sort_values(['adjusted_P_val_agg']), y='des', x='adjusted_P_val_agg_log', height=10, aspect=8/9.5, kind='bar', dodge=False, col='species', hue='type')\n", " " ] }, { "cell_type": "code", "execution_count": 447, "id": "73a1298b", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/grid/gillis/home/lohia/.conda/envs/hicexplorer/lib/python3.8/site-packages/seaborn/axisgrid.py:88: UserWarning: Tight layout not applied. The left and right margins cannot be made large enough to accommodate all axes decorations. \n", " self._figure.tight_layout(*args, **kwargs)\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 447, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ " df_whole = auc_GO_terms_manw_three_list_hic_exp[0]\n", " df_whole['adjusted_P_val_agg_log'] = [-1*np.log10(x) for x in df_whole['adjusted_P_val_agg']]\n", "\n", " sns.catplot(data=df_whole[((df_whole['adjusted_P_val_agg'] > 0.95) & (df_whole['type'] == 'biological_process'))].sort_values(['adjusted_P_val_agg']), y='des', x='adjusted_P_val_agg_log', height=10, aspect=8/9.5, kind='bar', dodge=False, col='species', hue='type')\n", " " ] }, { "cell_type": "code", "execution_count": 349, "id": "83ff63c4", "metadata": {}, "outputs": [], "source": [ "df_de_prior = pd.read_csv('/grid/gillis/data/lohia/hi_c_data_processing/software/CoCoCoNet/mc_predictability/pnas.1802973116.sd02.txt', sep='\\t')\n", "\n", "\n", "\n", "df_de_prior = df_ensg_name.merge(df_de_prior, left_on='Symbol', right_on='Gene_Name')\n", "\n", "df_hic_de_prior = d2.merge(df_de_prior, left_on='gene_id_exp_file', right_on='Ensembl_gene_identifier' )\n", "\n", "#sns.regplot(data=df1, y='DE_Prior_Rank', x='auc')\n" ] }, { "cell_type": "code", "execution_count": 337, "id": "5de4e7ed", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
gene_id_exp_fileauc_deGeneIDEnsembl_gene_identifierSymboltype_of_geneGene_OrderGene_EntrezIDN_HitListsDE_Prior_RankGene_Name
0ENSG000000004190.9129838813ENSG00000000419DPM1protein-coding14340881370.252086DPM1
1ENSG000000004570.72983457147ENSG00000000457SCYL3protein-coding127065714790.337289SCYL3
2ENSG000000004600.65145455732ENSG00000000460C1orf112protein-coding468655732210.755659C1orf112
3ENSG000000009380.9503372268ENSG00000000938FGRprotein-coding26632268370.861230FGR
4ENSG000000009710.5920933075ENSG00000000971CFHprotein-coding10123075530.947293CFH
....................................
16860ENSG000002852190.617470100506207ENSG00000285219LOC100506207ncRNA1532910050620750.200449LOC100506207
16861ENSG000002852300.954593101926888ENSG00000285230RALY-AS1ncRNA1197410192688880.375496RALY-AS1
16862ENSG000002852940.754091643650ENSG00000285294LINC00842ncRNA1177564365080.385875LINC00842
16863ENSG000002853310.776051145783ENSG00000285331LOC145783ncRNA1740314578340.092192LOC145783
16864ENSG000002853470.891838149684ENSG00000285347LOC149684ncRNA1356214968440.292666LOC149684
\n", "

16865 rows × 11 columns

\n", "
" ], "text/plain": [ " gene_id_exp_file auc_de GeneID Ensembl_gene_identifier \\\n", "0 ENSG00000000419 0.912983 8813 ENSG00000000419 \n", "1 ENSG00000000457 0.729834 57147 ENSG00000000457 \n", "2 ENSG00000000460 0.651454 55732 ENSG00000000460 \n", "3 ENSG00000000938 0.950337 2268 ENSG00000000938 \n", "4 ENSG00000000971 0.592093 3075 ENSG00000000971 \n", "... ... ... ... ... \n", "16860 ENSG00000285219 0.617470 100506207 ENSG00000285219 \n", "16861 ENSG00000285230 0.954593 101926888 ENSG00000285230 \n", "16862 ENSG00000285294 0.754091 643650 ENSG00000285294 \n", "16863 ENSG00000285331 0.776051 145783 ENSG00000285331 \n", "16864 ENSG00000285347 0.891838 149684 ENSG00000285347 \n", "\n", " Symbol type_of_gene Gene_Order Gene_EntrezID N_HitLists \\\n", "0 DPM1 protein-coding 14340 8813 7 \n", "1 SCYL3 protein-coding 12706 57147 9 \n", "2 C1orf112 protein-coding 4686 55732 21 \n", "3 FGR protein-coding 2663 2268 37 \n", "4 CFH protein-coding 1012 3075 53 \n", "... ... ... ... ... ... \n", "16860 LOC100506207 ncRNA 15329 100506207 5 \n", "16861 RALY-AS1 ncRNA 11974 101926888 8 \n", "16862 LINC00842 ncRNA 11775 643650 8 \n", "16863 LOC145783 ncRNA 17403 145783 4 \n", "16864 LOC149684 ncRNA 13562 149684 4 \n", "\n", " DE_Prior_Rank Gene_Name \n", "0 0.252086 DPM1 \n", "1 0.337289 SCYL3 \n", "2 0.755659 C1orf112 \n", "3 0.861230 FGR \n", "4 0.947293 CFH \n", "... ... ... \n", "16860 0.200449 LOC100506207 \n", "16861 0.375496 RALY-AS1 \n", "16862 0.385875 LINC00842 \n", "16863 0.092192 LOC145783 \n", "16864 0.292666 LOC149684 \n", "\n", "[16865 rows x 11 columns]" ] }, "execution_count": 337, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_hic_de_prior" ] }, { "cell_type": "code", "execution_count": 352, "id": "1b378f9e", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 352, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df_hic_de_prior['auc_d'] = df_hic_de_prior['auc_de'].round(1)\n", "df_hic_de_prior['DE_Prior_Rank_d'] = df_hic_de_prior['DE_Prior_Rank'].round(1)\n", "df_hic_de_prior['quintile_DE_Prior_Rank'] = pd.qcut(df_hic_de_prior['DE_Prior_Rank'] , 20, labels=np.arange(20, 0, -1))\n", "\n", "\n", "sns.boxplot(data=df_hic_de_prior, x='quintile_DE_Prior_Rank', y='auc_de')\n", "\n" ] }, { "cell_type": "code", "execution_count": 357, "id": "660c795c", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 357, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.boxplot(data=df_hic_de_prior, x='quintile_DE_Prior_Rank', y='avg_rank')" ] }, { "cell_type": "code", "execution_count": 382, "id": "71eff421", "metadata": {}, "outputs": [], "source": [ "human_mouse_dn_ds = pd.read_csv('/grid/gillis/data/lohia/hi_c_data_processing/software/CoCoCoNet/human_mouse_dn_ds.txt', sep='\\t', names=['gene_id', '_g', 'dn', 'ds', '-', '--', '---', 'd'])\n", "\n", "\n", "\n", "human_mouse_dn_ds = human_mouse_dn_ds.dropna(subset=['dn', 'ds'])\n", "\n", "human_mouse_dn_ds['ratio'] = human_mouse_dn_ds['dn'] / human_mouse_dn_ds['ds'] \n", "\n", "map_gene_uni = pd.read_csv('/grid/gillis/data/lohia/hi_c_data_processing/software/CoCoCoNet/gene_ages/gene_to_uniprot_human.txt', sep='\\t', names=['gene_id', 'uniprot_id'])\n", "\n", "map_gene_uni.dropna(inplace=True)\n", "\n", "map_gene_uni.drop_duplicates(inplace=True)\n", "gene_age = pd.read_csv('/grid/gillis/data/lohia/hi_c_data_processing/software/CoCoCoNet/gene_ages/main_HUMAN.csv')\n", "uni_list = gene_age['Unnamed: 0'].tolist()\n", "\n", "map_gene_uni = map_gene_uni[map_gene_uni['uniprot_id'].isin(uni_list)]\n", "\n", "#map_gene_uni = map_gene_uni[map_gene_uni['gene_id'].isin(auc_values_1['gene_id_jac_sim'].tolist())]\n", "\n", "map_gene_uni.drop_duplicates(subset='uniprot_id', inplace=True)\n", "map_gene_uni.drop_duplicates(subset='gene_id', inplace=True)\n", "\n", "df_con_age = map_gene_uni.merge(gene_age, left_on='uniprot_id', right_on='Unnamed: 0')\n", "\n", "df_uni = df_con_age.merge(d2, left_on='gene_id', right_on=['gene_id_exp_file'])\n", "dict_gene_age = {'Cellular_organisms':0, 'Euk_Archaea':1, 'Euk+Bac':2,'Eukaryota':3, 'Opisthokonta':4, 'Eumetazoa':5, 'Vertebrata':6, 'Mammalia':7}\n", "df_uni['disc_age'] = [dict_gene_age[x] for x in df_uni['modeAge']]\n", "\n", "df_auc_dn_ds = human_mouse_dn_ds.merge(d2, left_on='gene_id', right_on='gene_id_exp_file')\n" ] }, { "cell_type": "code", "execution_count": 409, "id": "73be6558", "metadata": {}, "outputs": [], "source": [ "df_auc_dn_ds['ratio_d'] = ['pos' if x > 1 else 'neu' if x ==1 else 'neg' for x in df_auc_dn_ds['ratio']]" ] }, { "cell_type": "code", "execution_count": 418, "id": "d3d84d87", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 418, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df_auc_dn_ds['auc_de_d'] = df_auc_dn_ds['auc_de'].round(1)\n", "df_auc_dn_ds['quintile_ratio'] = pd.qcut(df_auc_dn_ds['ratio'] , 5, labels=np.arange(5, 0, -1))\n", "\n", "\n", "sns.lineplot(data=df_auc_dn_ds, y='auc_de', x='ratio_d')" ] }, { "cell_type": "code", "execution_count": 429, "id": "9117093d", "metadata": {}, "outputs": [], "source": [ " t_p_scores = df_auc_dn_ds[df_auc_dn_ds['ratio_d'] =='pos' ]['auc'].tolist()\n", " t_n_scores = df_auc_dn_ds[df_auc_dn_ds['ratio_d'] =='neg' ]['auc'].tolist()\n", " U1, p_val = mannwhitneyu(t_p_scores, t_n_scores, use_continuity=False, alternative='less')" ] }, { "cell_type": "code", "execution_count": 430, "id": "36abc46f", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(3437719.0, 1.659553831299281e-24)" ] }, "execution_count": 430, "metadata": {}, "output_type": "execute_result" } ], "source": [ " U1, p_val" ] }, { "cell_type": "code", "execution_count": 422, "id": "efc4f528", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 422, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.lineplot(data=df_uni, y='auc', x='disc_age')" ] }, { "cell_type": "code", "execution_count": 416, "id": "c0b78478", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 416, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "sns.violinplot(data=df_auc_dn_ds, y='auc', x='ratio_d')" ] }, { "cell_type": "code", "execution_count": 405, "id": "c45d7232", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 405, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "sns.lineplot(data=df_auc_dn_ds, y='auc', x='quintile_ratio')" ] }, { "cell_type": "code", "execution_count": 403, "id": "79e1ad82", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 403, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.boxplot(data=df_auc_dn_ds, y='auc_de', x='quintile_ratio')" ] }, { "cell_type": "code", "execution_count": 388, "id": "56de7144", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
gene_id_gdnds------dratiogene_id_exp_fileauc_deaucgenesavg_rankauc_d
0ENSG00000142530ENST000005937960.12111.0246ENSMUSG00000051113ENSMUSP00000103560100.00.00.118192ENSG000001425300.9586830.738303ENSG000001425300.6227880.7
1ENSG00000142530ENST000006001000.12111.0246ENSMUSG00000051113ENSMUSP00000103560100.00.00.118192ENSG000001425300.9586830.738303ENSG000001425300.6227880.7
2ENSG00000142530ENST000006021780.12111.0246ENSMUSG00000051113ENSMUSP00000103560100.00.00.118192ENSG000001425300.9586830.738303ENSG000001425300.6227880.7
3ENSG00000142530ENST000005957900.12111.0246ENSMUSG00000051113ENSMUSP00000103560100.00.00.118192ENSG000001425300.9586830.738303ENSG000001425300.6227880.7
4ENSG00000142530ENST000005992060.12111.0246ENSMUSG00000051113ENSMUSP00000103560100.00.00.118192ENSG000001425300.9586830.738303ENSG000001425300.6227880.7
................................................
150726ENSG00000187735ENST000005197040.05710.4468ENSMUSG00000033813ENSMUSP00000129157100.01.00.127798ENSG000001877350.7930380.682529ENSG000001877350.9318500.7
150727ENSG00000187735ENST000006403820.05710.4468ENSMUSG00000033813ENSMUSP00000129157100.01.00.127798ENSG000001877350.7930380.682529ENSG000001877350.9318500.7
150728ENSG00000187735ENST000006400410.05710.4468ENSMUSG00000033813ENSMUSP00000129157100.01.00.127798ENSG000001877350.7930380.682529ENSG000001877350.9318500.7
150729ENSG00000187735ENST000006408730.05710.4468ENSMUSG00000033813ENSMUSP00000129157100.01.00.127798ENSG000001877350.7930380.682529ENSG000001877350.9318500.7
150730ENSG00000187735ENST000006383220.05710.4468ENSMUSG00000033813ENSMUSP00000129157100.01.00.127798ENSG000001877350.7930380.682529ENSG000001877350.9318500.7
\n", "

150731 rows × 15 columns

\n", "
" ], "text/plain": [ " gene_id _g dn ds - \\\n", "0 ENSG00000142530 ENST00000593796 0.1211 1.0246 ENSMUSG00000051113 \n", "1 ENSG00000142530 ENST00000600100 0.1211 1.0246 ENSMUSG00000051113 \n", "2 ENSG00000142530 ENST00000602178 0.1211 1.0246 ENSMUSG00000051113 \n", "3 ENSG00000142530 ENST00000595790 0.1211 1.0246 ENSMUSG00000051113 \n", "4 ENSG00000142530 ENST00000599206 0.1211 1.0246 ENSMUSG00000051113 \n", "... ... ... ... ... ... \n", "150726 ENSG00000187735 ENST00000519704 0.0571 0.4468 ENSMUSG00000033813 \n", "150727 ENSG00000187735 ENST00000640382 0.0571 0.4468 ENSMUSG00000033813 \n", "150728 ENSG00000187735 ENST00000640041 0.0571 0.4468 ENSMUSG00000033813 \n", "150729 ENSG00000187735 ENST00000640873 0.0571 0.4468 ENSMUSG00000033813 \n", "150730 ENSG00000187735 ENST00000638322 0.0571 0.4468 ENSMUSG00000033813 \n", "\n", " -- --- d ratio gene_id_exp_file auc_de \\\n", "0 ENSMUSP00000103560 100.0 0.0 0.118192 ENSG00000142530 0.958683 \n", "1 ENSMUSP00000103560 100.0 0.0 0.118192 ENSG00000142530 0.958683 \n", "2 ENSMUSP00000103560 100.0 0.0 0.118192 ENSG00000142530 0.958683 \n", "3 ENSMUSP00000103560 100.0 0.0 0.118192 ENSG00000142530 0.958683 \n", "4 ENSMUSP00000103560 100.0 0.0 0.118192 ENSG00000142530 0.958683 \n", "... ... ... ... ... ... ... \n", "150726 ENSMUSP00000129157 100.0 1.0 0.127798 ENSG00000187735 0.793038 \n", "150727 ENSMUSP00000129157 100.0 1.0 0.127798 ENSG00000187735 0.793038 \n", "150728 ENSMUSP00000129157 100.0 1.0 0.127798 ENSG00000187735 0.793038 \n", "150729 ENSMUSP00000129157 100.0 1.0 0.127798 ENSG00000187735 0.793038 \n", "150730 ENSMUSP00000129157 100.0 1.0 0.127798 ENSG00000187735 0.793038 \n", "\n", " auc genes avg_rank auc_d \n", "0 0.738303 ENSG00000142530 0.622788 0.7 \n", "1 0.738303 ENSG00000142530 0.622788 0.7 \n", "2 0.738303 ENSG00000142530 0.622788 0.7 \n", "3 0.738303 ENSG00000142530 0.622788 0.7 \n", "4 0.738303 ENSG00000142530 0.622788 0.7 \n", "... ... ... ... ... \n", "150726 0.682529 ENSG00000187735 0.931850 0.7 \n", "150727 0.682529 ENSG00000187735 0.931850 0.7 \n", "150728 0.682529 ENSG00000187735 0.931850 0.7 \n", "150729 0.682529 ENSG00000187735 0.931850 0.7 \n", "150730 0.682529 ENSG00000187735 0.931850 0.7 \n", "\n", "[150731 rows x 15 columns]" ] }, "execution_count": 388, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_auc_dn_ds" ] }, { "cell_type": "code", "execution_count": 364, "id": "7ae454ea", "metadata": {}, "outputs": [], "source": [ "df_essential_genes = pd.read_csv('/grid/gillis/data/lohia/hi_c_data_processing/software/CoCoCoNet/HA_2014_essential.txt', sep='\\t', names=['Symbol'])\n", "\n", "df_ensg_name['essential'] = [1 if x in df_essential_genes['Symbol'].tolist() else 0 for x in df_ensg_name['Symbol']]\n", "\n", "\n", "df_hk_genes = pd.read_csv('/grid/gillis/data/lohia/hi_c_data_processing/software/CoCoCoNet/hk_genes/HK_genes.txt', sep='\\t', names=['Symbol', '_id'])\n", "\n", "df_hk_genes['Symbol'] = [x.strip() for x in df_hk_genes['Symbol'] ]\n", "\n", "df_ensg_name['hk'] = [1 if x in df_hk_genes['Symbol'].tolist() else 0 for x in df_ensg_name['Symbol']]\n", "\n", "\n", "\n", "cancer_genes = pd.read_csv('/grid/gillis/data/lohia/hi_c_data_processing/software/CoCoCoNet/cancer_genes/cosmic_cancer.tsv', sep='\\t')\n", "\n", "\n", "\n", "df_ensg_name['cancer'] = [1 if x in cancer_genes['Gene Symbol'].tolist() else 0 for x in df_ensg_name['Symbol']]\n", "\n", "df_rna_binding = pd.read_csv('/grid/gillis/data/lohia/hi_c_data_processing/software/CoCoCoNet/rna_binding_proteins/41576_2014_BFnrg3813_MOESM25_ESM/RBP table-Table 1.tsv', sep='\\t')\n", "\n", "\n", "\n", "df_ensg_name['rna_binding'] = [1 if x in df_rna_binding['gene name'].tolist() else 0 for x in df_ensg_name['Symbol']]\n", "\n" ] }, { "cell_type": "code", "execution_count": 365, "id": "0bbbc72d", "metadata": {}, "outputs": [], "source": [ "df_ensg_name_hk = df_ensg_name.merge(d2, left_on =['Ensembl_gene_identifier'], right_on=['gene_id_exp_file'])\n" ] }, { "cell_type": "code", "execution_count": 367, "id": "b6ee6ef7", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "essential 6338838.0 3.3566248883470315e-36\n", "hk 74695741.5 0.0\n", "rna_binding 30362537.5 7.034763787283793e-128\n", "cancer 13875513.5 6.390520950344434e-37\n" ] } ], "source": [ "for property_type in ['essential', 'hk', 'rna_binding', 'cancer']:\n", "\n", " t_p_scores = df_ensg_name_hk[df_ensg_name_hk[property_type] ==1 ]['auc'].tolist()\n", " t_n_scores = df_ensg_name_hk[df_ensg_name_hk[property_type] ==0 ]['auc'].tolist()\n", " U1, p_val = mannwhitneyu(t_p_scores, t_n_scores, use_continuity=False, alternative='greater')\n", " print (property_type, U1, p_val)" ] }, { "cell_type": "code", "execution_count": 381, "id": "61644d37", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "essential 5989696.0 5.269172377641438e-25\n", "hk 68006779.0 1.2151254975112265e-243\n", "rna_binding 28008381.5 4.9703403977321835e-67\n", "cancer 11403938.5 0.006391698610802772\n" ] } ], "source": [ "for property_type in ['essential', 'hk', 'rna_binding', 'cancer']:\n", "\n", " t_p_scores = df_ensg_name_hk[df_ensg_name_hk[property_type] ==1 ]['auc_de'].tolist()\n", " t_n_scores = df_ensg_name_hk[df_ensg_name_hk[property_type] ==0 ]['auc_de'].tolist()\n", " U1, p_val = mannwhitneyu(t_p_scores, t_n_scores, use_continuity=False, alternative='greater')\n", " print (property_type, U1, p_val)" ] }, { "cell_type": "code", "execution_count": 378, "id": "6fcc246e", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 378, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.boxplot(data=df_ensg_name_hk, x='hk', y='auc_de', palette=['#3CB7E8'])" ] }, { "cell_type": "code", "execution_count": 363, "id": "aeacd331", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 363, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df_uni['auc_d'] = df_uni['auc'].round(1)\n", "\n", "sns.boxplot(data=df_uni, y='auc', x='disc_age')" ] }, { "cell_type": "code", "execution_count": 198, "id": "666654b4", "metadata": {}, "outputs": [], "source": [ "df1 = pd.DataFrame(list(zip(gene_ll, auc_ll)), columns =['gene_id_exp_file', 'auc_de'])\n", "\n" ] }, { "cell_type": "code", "execution_count": 199, "id": "6dfea707", "metadata": {}, "outputs": [], "source": [ "df2 = pd.read_csv('/grid/gillis/data/lohia/hi_c_data_processing/data_human/aggregates/10kbp_raw/max/_totg_cre_auc_14.csv', sep='\\t')" ] }, { "cell_type": "code", "execution_count": 200, "id": "8b827287", "metadata": {}, "outputs": [], "source": [ "df = df1.merge(df2)\n" ] }, { "cell_type": "code", "execution_count": 201, "id": "a3cc8787", "metadata": {}, "outputs": [], "source": [ "d2 = df.merge(exp_genes, left_on='gene_id_exp_file', right_on='genes')\n" ] }, { "cell_type": "code", "execution_count": 508, "id": "4aaf546d", "metadata": {}, "outputs": [], "source": [ "d_g_depth = pd.read_csv('./gene_depth.csv')" ] }, { "cell_type": "code", "execution_count": 512, "id": "22f5afe6", "metadata": {}, "outputs": [], "source": [ "d2_depth = d2.merge(d_g_depth, left_on='gene_id_exp_file', right_on='index')" ] }, { "cell_type": "code", "execution_count": 553, "id": "634681a4", "metadata": {}, "outputs": [], "source": [ "d2_depth['quintile_rank'] = pd.qcut(d2_depth['avg_rank'] , 3, labels=np.arange(3, 0, -1))\n", "\n", "\n", "d2_depth['quintile_score'] = pd.qcut(d2_depth['score'] , 10, labels=np.arange(10, 0, -1))\n", "\n", "d2_depth['quintile_auc'] = pd.qcut(d2_depth['auc'] , 10, labels=np.arange(10, 0, -1))\n", "d2_depth['quintile_auc'] = pd.qcut(d2_depth['auc'] , 10, labels=np.arange(10, 0, -1))\n" ] }, { "cell_type": "code", "execution_count": 556, "id": "f79a6f7d", "metadata": {}, "outputs": [ { "ename": "KeyboardInterrupt", "evalue": "", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0msns\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlineplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0md2_depth\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'auc'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'auc_de'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mhue\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'quintile_rank'\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mpalette\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'hot'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msort\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", "\u001b[0;32m~/.conda/envs/hicexplorer/lib/python3.8/site-packages/seaborn/_decorators.py\u001b[0m in \u001b[0;36minner_f\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m 44\u001b[0m )\n\u001b[1;32m 45\u001b[0m \u001b[0mkwargs\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mupdate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m{\u001b[0m\u001b[0mk\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0marg\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mk\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0marg\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mzip\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msig\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mparameters\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0margs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m}\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 46\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 47\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0minner_f\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 48\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m~/.conda/envs/hicexplorer/lib/python3.8/site-packages/seaborn/relational.py\u001b[0m in \u001b[0;36mlineplot\u001b[0;34m(x, y, hue, size, style, data, palette, hue_order, hue_norm, sizes, size_order, size_norm, dashes, markers, style_order, units, estimator, ci, n_boot, seed, sort, err_style, err_kws, legend, ax, **kwargs)\u001b[0m\n\u001b[1;32m 708\u001b[0m \u001b[0mp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_attach\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0max\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 709\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 710\u001b[0;31m \u001b[0mp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0max\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 711\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0max\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 712\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m~/.conda/envs/hicexplorer/lib/python3.8/site-packages/seaborn/relational.py\u001b[0m in \u001b[0;36mplot\u001b[0;34m(self, ax, kws)\u001b[0m\n\u001b[1;32m 497\u001b[0m \u001b[0merr\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m\"estimator must be None when specifying units\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 498\u001b[0m \u001b[0;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0merr\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 499\u001b[0;31m \u001b[0mx\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my_ci\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0maggregate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0my\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mu\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 500\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 501\u001b[0m \u001b[0my_ci\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m~/.conda/envs/hicexplorer/lib/python3.8/site-packages/seaborn/relational.py\u001b[0m in \u001b[0;36maggregate\u001b[0;34m(self, vals, grouper, units)\u001b[0m\n\u001b[1;32m 412\u001b[0m columns=[\"low\", \"high\"]).stack()\n\u001b[1;32m 413\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 414\u001b[0;31m \u001b[0mcis\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mgrouped\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mapply\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mbootstrapped_cis\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 415\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 416\u001b[0m \u001b[0;31m# Unpack the CIs into \"wide\" format for plotting\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m~/.conda/envs/hicexplorer/lib/python3.8/site-packages/pandas/core/groupby/generic.py\u001b[0m in \u001b[0;36mapply\u001b[0;34m(self, func, *args, **kwargs)\u001b[0m\n\u001b[1;32m 219\u001b[0m )\n\u001b[1;32m 220\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mapply\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfunc\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 221\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0msuper\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mapply\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfunc\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 222\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 223\u001b[0m \u001b[0;34m@\u001b[0m\u001b[0mdoc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0m_agg_template\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mexamples\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0m_agg_examples_doc\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mklass\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"Series\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m~/.conda/envs/hicexplorer/lib/python3.8/site-packages/pandas/core/groupby/groupby.py\u001b[0m in \u001b[0;36mapply\u001b[0;34m(self, func, *args, **kwargs)\u001b[0m\n\u001b[1;32m 892\u001b[0m \u001b[0;32mwith\u001b[0m \u001b[0moption_context\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"mode.chained_assignment\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 893\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 894\u001b[0;31m \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_python_apply_general\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mf\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_selected_obj\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 895\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0mTypeError\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 896\u001b[0m \u001b[0;31m# gh-20949\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m~/.conda/envs/hicexplorer/lib/python3.8/site-packages/pandas/core/groupby/groupby.py\u001b[0m in \u001b[0;36m_python_apply_general\u001b[0;34m(self, f, data)\u001b[0m\n\u001b[1;32m 926\u001b[0m \u001b[0mdata\u001b[0m \u001b[0mafter\u001b[0m \u001b[0mapplying\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 927\u001b[0m \"\"\"\n\u001b[0;32m--> 928\u001b[0;31m \u001b[0mkeys\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvalues\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmutated\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgrouper\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mapply\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mf\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdata\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0maxis\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 929\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 930\u001b[0m return self._wrap_applied_output(\n", "\u001b[0;32m~/.conda/envs/hicexplorer/lib/python3.8/site-packages/pandas/core/groupby/ops.py\u001b[0m in \u001b[0;36mapply\u001b[0;34m(self, f, data, axis)\u001b[0m\n\u001b[1;32m 236\u001b[0m \u001b[0;31m# group might be modified\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 237\u001b[0m \u001b[0mgroup_axes\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mgroup\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0maxes\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 238\u001b[0;31m \u001b[0mres\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mgroup\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 239\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0m_is_indexed_like\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mres\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mgroup_axes\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 240\u001b[0m \u001b[0mmutated\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mTrue\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m~/.conda/envs/hicexplorer/lib/python3.8/site-packages/seaborn/relational.py\u001b[0m in \u001b[0;36mbootstrapped_cis\u001b[0;34m(vals)\u001b[0m\n\u001b[1;32m 393\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mnull_ci\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 394\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 395\u001b[0;31m \u001b[0mboots\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mbootstrap\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mvals\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfunc\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mfunc\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mn_boot\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mn_boot\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mseed\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mseed\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 396\u001b[0m \u001b[0mcis\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mci_func\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mboots\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mci\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 397\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mpd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mSeries\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcis\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m\"low\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"high\"\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m~/.conda/envs/hicexplorer/lib/python3.8/site-packages/seaborn/algorithms.py\u001b[0m in \u001b[0;36mbootstrap\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m 83\u001b[0m \u001b[0mresampler\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mintegers\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mn\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mn\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdtype\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mintp\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;31m# intp is indexing dtype\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 84\u001b[0m \u001b[0msample\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0ma\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtake\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mresampler\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0ma\u001b[0m \u001b[0;32min\u001b[0m \u001b[0margs\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 85\u001b[0;31m \u001b[0mboot_dist\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mf\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0msample\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mfunc_kwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 86\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0marray\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mboot_dist\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 87\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m~/.conda/envs/hicexplorer/lib/python3.8/site-packages/seaborn/algorithms.py\u001b[0m in \u001b[0;36mf\u001b[0;34m(x)\u001b[0m\n\u001b[1;32m 64\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfunc\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstr\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 65\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 66\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mgetattr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfunc\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 67\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 68\u001b[0m \u001b[0mf\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mfunc\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m~/.conda/envs/hicexplorer/lib/python3.8/site-packages/numpy/core/_methods.py\u001b[0m in \u001b[0;36m_mean\u001b[0;34m(a, axis, dtype, out, keepdims, where)\u001b[0m\n\u001b[1;32m 172\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0missubclass\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0marr\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdtype\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtype\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mnt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0minteger\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbool_\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 173\u001b[0m \u001b[0mdtype\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmu\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdtype\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'f8'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 174\u001b[0;31m \u001b[0;32melif\u001b[0m \u001b[0missubclass\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0marr\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdtype\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtype\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfloat16\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 175\u001b[0m \u001b[0mdtype\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmu\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdtype\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'f4'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 176\u001b[0m \u001b[0mis_float16_result\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mTrue\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mKeyboardInterrupt\u001b[0m: " ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.lineplot(data=d2_depth, x='auc', y='auc_de', hue='quintile_rank',palette='hot', sort=True)" ] }, { "cell_type": "code", "execution_count": 554, "id": "81771b25", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 554, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.boxplot(data=d2_depth, x='quintile_auc', y='auc_de', hue='quintile_rank',palette='hot')" ] }, { "cell_type": "code", "execution_count": 544, "id": "148a3d1e", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 544, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.lineplot(data=d2_depth, x='quintile_auc', y='auc_de', hue='quintile_score',palette='hot')" ] }, { "cell_type": "code", "execution_count": 558, "id": "231eb46e", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 558, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.boxplot(data=d2_depth, x='quintile_rank', y='avg_rank')" ] }, { "cell_type": "code", "execution_count": 526, "id": "ef0d0f5d", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 526, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.boxplot(data=d2_depth, x='quintile_rank', y='avg_rank')" ] }, { "cell_type": "code", "execution_count": 145, "id": "a09d4470", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 145, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.scatterplot(y=d2['auc_de'], x=d2['auc'], hue=d2['avg_rank'])\n" ] }, { "cell_type": "code", "execution_count": 202, "id": "2c858d8e", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 202, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.scatterplot(y=d2['auc_de'], x=d2['auc'], hue=d2['avg_rank'])" ] }, { "cell_type": "code", "execution_count": 146, "id": "fd04d117", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "/grid/gillis/home/lohia/notebooks_proj2_marker_v2\r\n" ] } ], "source": [ "!pwd" ] }, { "cell_type": "code", "execution_count": 582, "id": "4de20d12", "metadata": {}, "outputs": [], "source": [ "ham1 = pd.read_csv('/grid/gillis/home/lohia/notebooks_proj2_marker_v2/spe5_cls57_tau.csv')\n", "\n", "df_ensg_name = pd.read_csv('/grid/gillis/data/lohia/hi_c_data_processing/genomes_jlee/ensg_geneid_symbol.csv', sep='\\t')[['GeneID', 'Ensembl_gene_identifier', 'Symbol', 'type_of_gene']]\n", "\n", "\n", "\n", "df_ensg_name = df_ensg_name.drop_duplicates(['Ensembl_gene_identifier', 'Symbol'])\n", "\n", "df_ensg_name = df_ensg_name.drop_duplicates(['Ensembl_gene_identifier'])\n", "df_ensg_name = df_ensg_name.drop_duplicates(['Symbol'])\n", "\n", "df_ham_score = df_ensg_name.merge(ham1, left_on='Symbol', right_on='gene')\n", "\n", "df_ham_score_d2 = df_ham_score.merge(d2_depth, left_on='Ensembl_gene_identifier', right_on='genes')" ] }, { "cell_type": "code", "execution_count": 507, "id": "06ceffac", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
GeneIDEnsembl_gene_identifierSymboltype_of_genegenehuman_countschimp_countsgorilla_countsrhesus_countsmarmoset_counts...marmoset_logcountsgene_id_exp_fileauc_deaucgenesavg_rankquintile_rankquintile_aucquintile_human_logcountsquintile_auc_de
01ENSG00000121410A1BGprotein-codingA1BG0.7972670.5692390.8477420.7540780.861490...0.857958ENSG000001214100.9442790.729938ENSG000001214100.6121279821
114ENSG00000127837AAMPprotein-codingAAMP0.7052990.3923160.6421040.5364430.534037...0.471692ENSG000001278370.9101830.758164ENSG000001278370.9242272332
215ENSG00000129673AANATprotein-codingAANAT0.7535790.6705730.9382260.6961600.984183...0.813062ENSG000001296730.9602320.761651ENSG000001296730.6238988221
319ENSG00000165029ABCA1protein-codingABCA10.8382530.6155750.9160650.6226840.725229...0.779072ENSG000001650290.7089200.626928ENSG000001650290.90072131525
420ENSG00000107331ABCA2protein-codingABCA20.8991540.7125860.9004170.7597370.948100...0.779529ENSG000001073310.9705510.766895ENSG000001073310.9040473111
..................................................................
13460100652824ENSG00000182329KIAA2012protein-codingKIAA20120.8713270.8273920.8831150.8762510.847562...0.882986ENSG000001823290.7491450.680189ENSG000001823290.63870381214
13461100885848ENSG00000267060PTGES3Lprotein-codingPTGES3L0.7401630.7909950.8883040.8666840.877523...0.826846ENSG000002670600.9530820.750098ENSG000002670600.6708528511
13462101060200ENSG00000214029ZNF891protein-codingZNF8910.7183390.4607110.6178570.4133130.641676...0.596141ENSG000002140290.8567010.710695ENSG000002140290.8286916923
13463101928601ENSG00000269964MEI4protein-codingMEI40.7880590.4790220.8505760.5774060.801189...0.739038ENSG000002699640.5645070.469152ENSG000002699640.52082292025
13464102157402ENSG00000085231AK6protein-codingAK60.7427980.3469350.6165540.3705420.612994...0.319229ENSG000000852310.6967120.537353ENSG000000852310.307587101935
\n", "

13465 rows × 24 columns

\n", "
" ], "text/plain": [ " GeneID Ensembl_gene_identifier Symbol type_of_gene gene \\\n", "0 1 ENSG00000121410 A1BG protein-coding A1BG \n", "1 14 ENSG00000127837 AAMP protein-coding AAMP \n", "2 15 ENSG00000129673 AANAT protein-coding AANAT \n", "3 19 ENSG00000165029 ABCA1 protein-coding ABCA1 \n", "4 20 ENSG00000107331 ABCA2 protein-coding ABCA2 \n", "... ... ... ... ... ... \n", "13460 100652824 ENSG00000182329 KIAA2012 protein-coding KIAA2012 \n", "13461 100885848 ENSG00000267060 PTGES3L protein-coding PTGES3L \n", "13462 101060200 ENSG00000214029 ZNF891 protein-coding ZNF891 \n", "13463 101928601 ENSG00000269964 MEI4 protein-coding MEI4 \n", "13464 102157402 ENSG00000085231 AK6 protein-coding AK6 \n", "\n", " human_counts chimp_counts gorilla_counts rhesus_counts \\\n", "0 0.797267 0.569239 0.847742 0.754078 \n", "1 0.705299 0.392316 0.642104 0.536443 \n", "2 0.753579 0.670573 0.938226 0.696160 \n", "3 0.838253 0.615575 0.916065 0.622684 \n", "4 0.899154 0.712586 0.900417 0.759737 \n", "... ... ... ... ... \n", "13460 0.871327 0.827392 0.883115 0.876251 \n", "13461 0.740163 0.790995 0.888304 0.866684 \n", "13462 0.718339 0.460711 0.617857 0.413313 \n", "13463 0.788059 0.479022 0.850576 0.577406 \n", "13464 0.742798 0.346935 0.616554 0.370542 \n", "\n", " marmoset_counts ... marmoset_logcounts gene_id_exp_file auc_de \\\n", "0 0.861490 ... 0.857958 ENSG00000121410 0.944279 \n", "1 0.534037 ... 0.471692 ENSG00000127837 0.910183 \n", "2 0.984183 ... 0.813062 ENSG00000129673 0.960232 \n", "3 0.725229 ... 0.779072 ENSG00000165029 0.708920 \n", "4 0.948100 ... 0.779529 ENSG00000107331 0.970551 \n", "... ... ... ... ... ... \n", "13460 0.847562 ... 0.882986 ENSG00000182329 0.749145 \n", "13461 0.877523 ... 0.826846 ENSG00000267060 0.953082 \n", "13462 0.641676 ... 0.596141 ENSG00000214029 0.856701 \n", "13463 0.801189 ... 0.739038 ENSG00000269964 0.564507 \n", "13464 0.612994 ... 0.319229 ENSG00000085231 0.696712 \n", "\n", " auc genes avg_rank quintile_rank quintile_auc \\\n", "0 0.729938 ENSG00000121410 0.612127 9 8 \n", "1 0.758164 ENSG00000127837 0.924227 2 3 \n", "2 0.761651 ENSG00000129673 0.623898 8 2 \n", "3 0.626928 ENSG00000165029 0.900721 3 15 \n", "4 0.766895 ENSG00000107331 0.904047 3 1 \n", "... ... ... ... ... ... \n", "13460 0.680189 ENSG00000182329 0.638703 8 12 \n", "13461 0.750098 ENSG00000267060 0.670852 8 5 \n", "13462 0.710695 ENSG00000214029 0.828691 6 9 \n", "13463 0.469152 ENSG00000269964 0.520822 9 20 \n", "13464 0.537353 ENSG00000085231 0.307587 10 19 \n", "\n", " quintile_human_logcounts quintile_auc_de \n", "0 2 1 \n", "1 3 2 \n", "2 2 1 \n", "3 2 5 \n", "4 1 1 \n", "... ... ... \n", "13460 1 4 \n", "13461 1 1 \n", "13462 2 3 \n", "13463 2 5 \n", "13464 3 5 \n", "\n", "[13465 rows x 24 columns]" ] }, "execution_count": 507, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_ham_score_d2" ] }, { "cell_type": "code", "execution_count": 584, "id": "aa6dd3a4", "metadata": {}, "outputs": [], "source": [ "df_ham_score_d2['quintile_rank'] = pd.qcut(df_ham_score_d2['avg_rank'] , 10, labels=np.arange(10, 0, -1))\n" ] }, { "cell_type": "code", "execution_count": 236, "id": "ed5a3640", "metadata": {}, "outputs": [], "source": [ "df_ham_score_d2_high_exp = df_ham_score_d2[df_ham_score_d2['avg_rank'] > 0.7]" ] }, { "cell_type": "code", "execution_count": 237, "id": "ec06d626", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ ":1: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " df_ham_score_d2_high_exp['quintile_rank'] = pd.qcut(df_ham_score_d2_high_exp['avg_rank'] , 2, labels=np.arange(2, 0, -1))\n" ] } ], "source": [ "df_ham_score_d2_high_exp['quintile_rank'] = pd.qcut(df_ham_score_d2_high_exp['avg_rank'] , 2, labels=np.arange(2, 0, -1))\n" ] }, { "cell_type": "code", "execution_count": 585, "id": "68a40a71", "metadata": {}, "outputs": [], "source": [ "df_ham_score_d2['quintile_auc'] = pd.qcut(df_ham_score_d2['auc'] , 10, labels=np.arange(10, 0, -1))" ] }, { "cell_type": "code", "execution_count": 586, "id": "d0b5a9a8", "metadata": {}, "outputs": [], "source": [ "df_ham_score_d2['quintile_auc_de'] = pd.qcut(df_ham_score_d2['auc_de'] , 5, labels=np.arange(5, 0, -1))" ] }, { "cell_type": "code", "execution_count": 591, "id": "33df0b62", "metadata": {}, "outputs": [], "source": [ "df_ham_score_d2['quintile_score'] = pd.qcut(df_ham_score_d2['score'] , 10, labels=np.arange(10, 0, -1))" ] }, { "cell_type": "code", "execution_count": 603, "id": "ac282179", "metadata": {}, "outputs": [], "source": [ "df_ham_score_d2['quintile_human_logcounts'] = pd.qcut(df_ham_score_d2['human_logcounts'] , 2, labels=np.arange(2, 0, -1))\n" ] }, { "cell_type": "code", "execution_count": 169, "id": "bc4e92e1", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 169, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.lineplot(data=df_ham_score_d2, x='avg_rank', y='human_logcounts')" ] }, { "cell_type": "code", "execution_count": 563, "id": "a3c92cf8", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 563, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.boxplot(data=df_ham_score_d2, x='quintile_human_logcounts', y='auc')" ] }, { "cell_type": "code", "execution_count": 562, "id": "c6dbc62e", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 562, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.boxplot(data=df_ham_score_d2, x='quintile_human_logcounts', y='auc_de')" ] }, { "cell_type": "code", "execution_count": 505, "id": "c8538180", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 505, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.boxplot(data=df_ham_score_d2, x='quintile_rank', y='auc')" ] }, { "cell_type": "code", "execution_count": 301, "id": "7217902b", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 301, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.lineplot(data=df_ham_score_d2, x='quintile_human_logcounts', y='auc', hue='quintile_rank', palette='cool')" ] }, { "cell_type": "code", "execution_count": 303, "id": "bd9074de", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 303, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.lineplot(data=df_ham_score_d2, x='quintile_human_logcounts', y='auc')" ] }, { "cell_type": "code", "execution_count": 304, "id": "16644653", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 304, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.lineplot(data=df_ham_score_d2, x='quintile_human_logcounts', y='auc_de', hue='quintile_rank', palette='cool')" ] }, { "cell_type": "code", "execution_count": 449, "id": "cc07e777", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 449, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAY8AAAETCAYAAADOPorfAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAAAg6ElEQVR4nO3de1SUdf4H8DcMFzMcuQoSpaKnyTNyc6tVTBGUaq02kVZJILyWt+ziOXhZDaH1wNbJbQWtFCRCkuxCngxJRGp3k03bXSK1tJVEXR2BZhABEefy+4OfYyMDzgMzzzMw79c5nMNz/8xjzZvv832e7+NkMBgMICIiEsBZ6gKIiKj/YXgQEZFgDA8iIhKM4UFERIIxPIiISDCHCA+tVovz589Dq9VKXQoR0YDgEOGhUqkwbdo0qFQqqUshIhoQHCI8iIjIuiQJj6KiIsTExCAkJASzZ89GTU1Nt+tqtVps3rwZMTExCA0NxcMPP4y8vDwRqyUioluJHh6lpaXIzMzE8uXLUVJSAoVCgUWLFkGtVptdf/v27fjwww+RlpaG0tJSvPDCC/jrX/+KTz/9VNzCiYjISPTwyM/Px5w5cxAfH48xY8YgPT0d7u7uKCkpMbv+d999h9jYWERFRSEoKAiPPfYYHnjggR5bK0REZFuihkdHRweOHz+OSZMm3SzA2RmRkZGorq42u01ERAQOHz6MM2fOAAC+//57HDt2DJMnTza7fnNzM86fP2/yw45yIiLrchHzYBqNBjqdDr6+vibzfXx8UFdXZ3abZ599Fs3NzXjkkUfg4uICg8GANWvWIDo62uz6BQUFyMnJsXrtRER0k6jh0R2DwQAnJyezy/bv34+ysjK8+eabCA4Oxvfff4+srCwMHz4csbGxXdZPSUlBXFycyTyVSoXExESb1E5E5IhEDQ8vLy/IZDI0NjaazFer1V1aIze89tprWLp0KX73u98BABQKBc6cOYMdO3aYDQ+5XA65XG794omIyEjU8HBzc4NSqcThw4cRExMDANDr9aiqqkJKSorZbdrb2yGTyUzmyWQy6PV6m9dLRL1z6NAhlJeXC9qmqakJAODp6Slou9jYWOP3iT0aqOdC9MtW8+fPR2pqKpRKJUJDQ1FQUID29nbjpabU1FT4+/tj1apVAIDo6Gi89dZb8Pf3R3BwMGpqalBUVISFCxeKXToR2dCN2/WFfmEORP3hXDhJ8SbBXbt2IS8vDw0NDRg7diw2bNiA0NBQAEBycjLuuusuZGVlAQBaWlrw5ptvoqKiAr/88gv8/f0xc+ZMPPfcc3BxsSz7zp8/j2nTpqGiogJBQUE2+1xE1Htr164FAGRmZkpcifT6w7mQpMM8KSkJSUlJZpcVFhaaTHt4eGD9+vVYv369GKUREZEF7OJuK6KBYKBe2yYyh+FBfcIvzL7pD9e2icxheJDoBuoXZkxMjOBw6w/XtonMYXj0Av/avolfmESOieEhkoH61zYROSaGRy/wr20icnR8kyAREQnG8CAiIsEYHkREJBjDg4iIBGN4EBGRYAwPIiISjOFBRESCMTyIiEgwhgcREQnG8CAiIsEYHkREJBjDg4iIBOPAiEREFtixYwdqa2tFOdaN49wYUNXWgoODsXjxYkHbMDyIqFv8wryptrYWP5w4iTvv8LZhVZ302s6v5rM/N9j8WK1X1b3ajuFBdAt+Yd5UW1uLU8ePw1cms2FVndz0egCA+scfbX6sRp2uV9vdeYc3lKMftXI10jp+uqxX2zE8iG5RW1uL4ydPQDbUzebH0jt3fon9qPqvzY+lu9zRq+18ZTI8OcTTusVIbO+VJqlL6PcYHkRmyIa6YeiUQKnLsKrLf7sgdQk0gPBuKyIiEozhQUREgvGyFQFgJzERCcPwIACdX+g//XAcAR62/0/iDkPnXTVXzp20+bFULVqbH4PIETE8yCjAwwXzQ21/D7uY8mt6dw87EfWMfR5ERCQYw4OIiARjeBARkWAMDyIiEozhQUREgjE8iIhIMN6qS0RkAY1Gg9ar6l6PQmuvWq+qodEIjwK2PIiISDC2PIiILODl5YUrTdoB+T4PLy8vwdux5UFERIIxPIiISDCGBxERCcbwICIiwdhhTnQLjUYDbdO1AffaVm3TNWjcNYK20Wg0aNRqB9w7vxu1WjhphJ0LMsWWBxERCebQLQ++PY/M8fLywqVrv2DolECpS7Gqy3+7IPiWTC8vLxguXcKTQzxtU5RE9l5p6tXtqXSTJOFRVFSEvLw8NDQ0YOzYsVi/fj1CQ0PNrpucnIwjR450mR8VFYXt27f3qY7a2locO3ESskGefdqPJfRaGQDgh9pLNj+Wrr3J5scgIscmeniUlpYiMzMT6enpCAsLQ0FBARYtWoSysjJ4e3d9i112djauX79unG5qasKTTz6JRx+1zoM6skGeGDximlX2ZS/a6iqkLoGIBjjR+zzy8/MxZ84cxMfHY8yYMUhPT4e7uztKSkrMru/p6Qk/Pz/jz9dff41BgwZZLTyIiEg4UVseHR0dOH78OJYuXWqc5+zsjMjISFRXV1u0j48//hiPPfYYBg8ebHZ5c3MzmpubTeapVKpe10xERF2JGh4ajQY6nQ6+vr4m8318fFBXV3fb7WtqanDq1Cls2rSp23UKCgqQk5PT51qJiKh7dnG3lcFggJOT023X++ijj3Dvvfd227kOACkpKYiLizOZp1KpkJiY2Oc6iYiok6jh4eXlBZlMhsbGRpP5arW6S2vkVlevXsXnn3+OlStX9rieXC6HXC7vc61ERNQ9UTvM3dzcoFQqcfjwYeM8vV6PqqoqhIeH97jt/v370dHRgd///vc2rpKIiG5H9MtW8+fPR2pqKpRKJUJDQ1FQUID29nbjpabU1FT4+/tj1apVJtt99NFHmD59Oh/sISKyA6KHx4wZM6BWq7FlyxbjQ4K5ubnGZzwuXrwIZ2fTBtHPP/+Mf/3rX9i5c6fY5RIRkRmSdJgnJSUhKSnJ7LLCwsIu80aNGoWTJ0/auiwiIrKQXdxtRdLTaDRobNEiv0YtdSlWpWrRQsvRU4msjqPqEhGRYGx5EIDO26hdWuoxP7Tr+GL9WX6NGkN4kwWR1bHlQUREgjE8iIhIMIYHEREJxvAgIiLBGB5ERCQYw4OIiATjrbpERBZqvarG8dNlNj9Ox/WrAAA31ztsfqzWq2oAfoK3Y3gQEVkgODhYtGPV1tYCAO4ZJfxLXTi/Xn02hgcRkQUWL14s2rHWrl0LAMjMzBTtmEKxz4OIiARjeBARkWAMDyIiEozhQUREgjE8iIhIMIYHEREJxvAgIiLB+JwHEfWoUafD3itNNj9Om14PABjsbPu/aRt1Ogys156Jj+FBRN0S86nqpv9/qjpIhGN6Q9zPNhAxPIioW3yqmrrDPg8iIhKM4UFERILxshWRGbrLHbj8tws2P46+XQcAcB4ks/mxdJc7gACbH4YcBMOD6BZSDL0dHCDCMQPYSUzWw/AgugU7iYluj30eREQkGMODiIgEszg8WlpaUF9fb3ZZfX09WltbrVYUERHZN4vD449//CO2bNlidllOTg7Wr19vtaKIiMi+WRwe3377LaZOnWp22ZQpU3D06FFr1URERHbO4vC4cuUKBg0aZHaZu7s7mpubrVYUERHZN4vDY8SIEfjyyy/NLvvqq69wzz33WKsmIiKycxY/55GcnIy0tDS4urpi1qxZ8PPzQ0NDA0pKSvD+++9j48aNNiyTiIjsicXhMXv2bDQ2NmL79u149913jfPd3d3x4osvYvbs2baoj4iI7JCgJ8yXLVuG5ORk/Oc//0FTUxM8PT0RERGBIUOG2Ko+IiKyQ4KHJxkyZAimTJlii1qIiKifsDg8ioqKbrtOYmJin4ohIqL+weLwePXVV7td5uTkBIDhQUTkKCwOjx9//LHLvObmZvzjH//Ajh078MYbb1i1MCIisl99GhhRLpdjxowZSEhIQFpamrVqIiIiO2eVUXWDgoJw7Ngxa+yKiIj6gT6HR319PXbu3ImgoCCLtykqKkJMTAxCQkIwe/Zs1NTU9Lj+5cuXkZaWhsjISISGhuLxxx/HkSNH+lo6ERH1ksV9HhMmTDB2jN9w/fp1tLa2wt3dHdnZ2Rbtp7S0FJmZmUhPT0dYWBgKCgqwaNEilJWVwdvbu8v6HR0dWLBgAXx9fZGTk4Nhw4bh3Llz8PHxsbR0IiKyMovDIzExsUt4uLm5ISAgAJMnT4aXl5dF+8nPz8ecOXMQHx8PAEhPT8eXX36JkpISLFy4sMv6H3/8MS5fvozi4mK4uroCgKBWTk80Gg107U1oq6uwyv7sha69CRqNm9RlENEAZnF4PP/8830+WEdHB44fP46lS5ca5zk7OyMyMhLV1dVmtzl06BDCw8OxceNGVFZWwsfHB/Hx8UhJSekSZkDnHWC3jvCrUqn6XDsREd0k6Anz0tJS7NmzB2fOnMG1a9e6LK+qqupxe41GA51OB19fX5P5Pj4+qKurM7vNuXPnUFVVhbi4OOzYsQP//e9/kZGRAWdnZzzzzDNd1i8oKEBOTo5Fn8fLywsqTQcGj5hm0fr9RVtdhcUtQSKi3rA4PD777DOsW7cOcXFx+Oc//4n4+Hjo9XocOnQIcrkcTz75ZK+LMBgMZlsRN5b5+flh48aNkMlkUCqVOHfuHHbv3m02PFJSUhAXF2cyT6VS8QFGC6hatMivUdv8OC0degCAh5tVbvbrkapFC468RmR9FodHXl4eli1bhmeffRZ79uzB3LlzoVQq0dLSggULFuCOO+647T68vLwgk8nQ2NhoMl+tVndpjdzg6+sLV1dXyGQy47zRo0fj4sWLZteXy+WQy+WWfiz6f8HBwaIdq6G2FgAw/G7bH3MIxP1sRI7C4vCoq6vD+PHjIZPJIJPJ0NLSAgDw8PDA4sWLkZmZabbD+9fc3NygVCpx+PBhxMTEAAD0ej2qqqqQkpJidpuIiAiUlpZCr9fD2bnzL9UzZ85g+PDhlpZOFli8eLFox1q7di0AIDMzU7RjEpF1WXzdwMPDAx0dHQAAf39/nD592rjMYDBAo9FYtJ/58+ejuLgYJSUlOH36NDZu3Ij29nbjpabU1FSToU6efvppaDQaZGVl4eeff8bBgweRn5+PuXPnWlo6ERFZmcUtj3HjxuHkyZOYPHkyYmJisG3bNri4uMDV1RVbt25FWFiYRfuZMWMG1Go1tmzZgoaGBowdOxa5ubnGZzwuXrxobGEAwF133YXc3FxkZmZi9+7dGD58OJYsWcI+DCIiCVkcHs899xwuXLgAAFi5ciX+97//IT09HTqdDiEhIT2OunurpKQkJCUlmV1WWFjYZd5vfvMbfPTRRxbvn4iIbMvi8AgPD0d4eDiAzk7pt956Cx0dHejo6ICHh4et6iMiIjsk+E2Cv+bm5gY3Nz7JTETkaGx/oz0REQ04DA8iIhKM4UFERIIxPIiISDCGBxERCcbwICIiwRgeREQkGMODiIgEY3gQEZFgDA8iIhKM4UFERIIxPIiISDCGBxERCcbwICIiwRgeREQkGMODiIgEY3gQEZFgDA8iIhKM4UFERIIxPIiISDCGBxGRnbl+/Tpqa2uh0WikLqVbDA8iIjvT0NCAtrY2FBcXS11Kt1ykLoCIaCA7dOgQysvLLV7/+vXrUKvVAID9+/fj9OnTcHV1tWjb2NhYxMTE9KpOodjyICKyIw0NDcbfDQaDybQ9YcuDiMiGYmJiBLUGZs+ebTJ99epVZGZmWrusPmPLg4jIjkyYMMFkOjIyUqJKesbwICKyI05OTlKXYBGGBxGRHamqqjKZPnz4sESV9IzhQURkRyZOnGgyzctWRER0W+3t7SbT165dk6iSnjE8iIjsyDfffGMyfetlLHvB8CAisiO3dpjbawc6w4OIyI5MmTLFZDoqKkqiSnrG8CAisiMpKSlwdu78anZ2dkZKSorEFZnH8CAisiPe3t6YOnUqACA6OhpeXl7SFtQNDk9CRGRnUlJScOnSJbttdQAMD+jam9BWV2Hz4+i1nbffObsMsvmxdO1NAPxtfhwisg1vb29kZWVJXUaPHDo8goODRTtWbW3t/x9TjC91f1E/GxE5HocOj8WLF4t2rLVr1wKAXY6OSUQkFDvMiYhIMIYHEREJxvAgIiLBJAmPoqIixMTEICQkBLNnz0ZNTU23637yySdQKBQmPyEhISJWS0QkLrVajTVr1kCj0UhdSrdE7zAvLS1FZmYm0tPTERYWhoKCAixatAhlZWXw9vY2u42npyf27dtnnLbXsV6IqNOhQ4dQXl4uaJsbdyTeuLnEUrGxsYJe89ofFBcX48SJEyguLsbSpUulLscs0Vse+fn5mDNnDuLj4zFmzBikp6fD3d0dJSUlPW7n5+dn/PH19RWpWiISi7e3d7d/QDoStVqNiooKGAwGHDx40G5bH6K2PDo6OnD8+HGTJHV2dkZkZCSqq6u73a6lpQVTp06FwWCAUqnEyy+/jDFjxphdt7m5Gc3NzSbzVCqVVeonIsvExMQIbg2o1Wq89tprSE1NtdshOcRQXFwMvV4PANDr9Xbb+hA1PDQaDXQ6XZeWg4+PD+rq6sxuExwcjMzMTNx7771obm7Gzp078fTTT2Pfvn3w9+/6wF1BQQFycnJsUj8R2U5/uFQjhi+//BJarRYAoNVqUVlZaZfnwy4eEjQYDN32Y4SHhyM8PNw4HRERgRkzZuDDDz/EihUruqyfkpKCuLg4k3kqlQqJiYlWrZmIrOfWSzUJCQkO2/qYOnUqysvLodVq4eLigujoaKlLMkvUPg8vLy/IZDI0NjaazFer1Rb3Y7i6umLs2LHdtlTkcjmCgoJMfgICAvpcOxHZjrlLNY4qISHBZEj2hIQEiSsyT9TwcHNzg1KpxOHDh43z9Ho9qqqqTFoXPdHpdPjpp5/g5+dnoyqJSGzmLtU4Km9vb0ybNg1OTk6YPn263bbARL9sNX/+fKSmpkKpVCI0NBQFBQVob283XmpKTU2Fv78/Vq1aBQDIyclBeHg4RowYgebmZuTl5eHChQt46qmnxC6diGykv1yqEUtCQgLOnj1rt60OQILwmDFjBtRqNbZs2YKGhgaMHTsWubm5xlv0Ll68aGyyAZ13T23YsAENDQ0YOnQoxo0bhw8++ICjxhINIAkJCaio6Hw1gj1fqhELh2TvRlJSEpKSkswuKywsNJlet24d1q1bJ0ZZRCSRG5dqysrK7PpSDd1kF3dbERH1h0s1dBPDg4jsQn+4VEM3cVRdIiISjC0PIivhYIDkSNjyIJLQ0KFDodVqcf36dalLIRKELQ8iK+nNYIDbtm1DWVkZRo8ebZfjFxF1hy0PIomo1WocPHgQBoMB5eXldjv0NpE5DA8iiRQXF5sMyeHI4zlR/8PwIJJIZWUlDAYDgM6RpR15PCfqfxgeRBK59a15fIse9ScMDyKJXLp0yWSab7yk/oThQUREgjE8iCQyZcoUk+mpU6dKUwhRLzA8iCQyb948kzfGpaSkSFwRkeUYHkQS8fb2RlRUFAAgOjqaw5BTv8InzIkkNG/ePNTX17PVQf0Ow4NIQhyGnPorXrYiIiLBGB5ERCQYw4OIiARjeBARkWAMDyIiEozhQUREgvFWXeoTvrebyDExPEh0HHqcqP9jeFCf9Oa93UTU/7HPg4iIBGN4EBGRYAwPIiISjH0evcA7jIjI0TE8RMI7jIhoIGF49ALvMCIiR8c+DyIiEozhQUREgjE8iIhIMIYHEREJxvAgIiLBGB5ERCQYw4OIiARziOc8dDodAEClUklcCRFR/xIQEAAXl65R4RDh0dDQAABITEyUuBIiov6loqICQUFBXeY7GQwGgwT1iKq9vR3Hjh2Dn58fZDKZJDWoVCokJiaiqKgIAQEBktRgL3gubuK5uInn4iZ7OhcO3fIYNGgQ7r//fqnLAND5D2EuxR0Rz8VNPBc38VzcZM/ngh3mREQkGMODiIgEY3gQEZFgDA+RyOVyrFixAnK5XOpSJMdzcRPPxU08Fzf1h3PhEHdbERGRdbHlQUREgjE8iIhIMIYHEREJxvCwsezsbCgUCpOfRx99VOqyJJeWlgaFQoFdu3ZJXYokPvjgAzzxxBMYP348xo8fjzlz5uCrr76SuixJvPPOO4iPj0dERAQmTpyIFStW4MyZM1KXJYmjR49iyZIleOihh6BQKFBZWSl1Sd1yiCfMpXbfffchNzfXOC3VECn2orKyEtXV1Rg2bJjUpUhm2LBhWLVqFUaMGAEA2Lt3L5YvX469e/di9OjRElcnriNHjiAxMREhISHQ6XTYvHkzFixYgNLSUgwaNEjq8kTV1tYGhUKBWbNm4fnnn5e6nB4xPEQgk8ng5+cndRl2obGxERs3bsT27duxdOlSqcuRTHR0tMn0iy++iPfffx81NTUOFx55eXkm01lZWZg4cSJOnDiB8ePHS1SVNKKiohAVFSV1GRZheIigtrYWDz30ENzd3TF+/HisWrVK8sHOpLJ27VokJydDoVBIXYrd0Ol0KCsrw9WrVxEWFiZ1OZK7cuUKAGDo0KESV0I9YXjYWFhYGF577TWMGDEC9fX12Lp1KxITE/HZZ59h8ODBUpcnql27dqGtrQ0LFiyQuhS7cPLkSSQkJODatWsYPHgwtm7diuDgYKnLkpTBYEBmZiYefPBBh2uB9TcMDxubMmWK8XeFQoGwsDBER0fjiy++QFxcnISViev06dPYtm0b9uzZA2dn3qcBAKNGjcKnn36K5uZmHDhwAKtXr0ZRUZFDB0hGRgZOnTqF3bt3S10K3QbDQ2RyuRwjR45EXV2d1KWI6rvvvoNarcbDDz9snKfT6bBp0ybs2rULZWVlElYnDTc3N2OHeUhICL7//nsUFhYiLS1N4sqk8eqrr+LQoUPYtWsX/P39pS6HboPhIbLW1lacO3fO4TrQp0+fjnHjxpnMW7hwIWbNmuVQLbCeGAwGdHR0SF2G6AwGA1599VWUl5ejsLAQd999t9QlkQUYHjb25z//GdHR0QgMDER9fT2ys7Mhk8kwY8YMqUsTlVwu7zLIm6urK/z8/DBy5EhpipLQX/7yF0yaNAmBgYFoa2vD559/jiNHjmDJkiVSlya69PR07Nu3D9u2bcOdd95pfG30kCFDHO5W3dbWVpw9e9Y4ff78efzwww/w9fW1uz84GR42plKp8PLLL6OpqQne3t64//77sWfPHnh5eUldGklIo9FgzZo1qK+vx5AhQ6BQKJCbm4uJEydKXZrobvRvJCcnm8zPzMzErFmzpChJMseOHcMzzzxjnP7Tn/4EAFixYoXdPffBUXWJiEgw3vZCRESCMTyIiEgwhgcREQnG8CAiIsEYHkREJBjDg4iIBGN4EP1KdnY2fvvb3wrerrS0FJ988kmX+cnJyVi5cmWf9y+1Tz75BAqFAq2trVKXQnaCDwkS/cof/vCHLu/asERZWRk0Gk2Xh9rS0tLg4sL/zWjg4X/VRL8SEBBg1XetjBkzxmr7stSNMbLc3d1FPzY5Dl62ogGjqKgIUVFRCA8Px5IlS/D1119DoVDgm2++wfnz582+E3rNmjUmrYVbLyt98803xn2sXLkSERERmDZtGoqKikz28cUXX+DIkSPG99RnZ2cD6HrZypympia88soriIyMREhICBISEvDdd99Z/Llv1Pztt98iPj4eISEh2L9/P9ra2pCRkYFHHnkEYWFhiImJQXp6OlpaWky2VygUKCgowObNmzFhwgRMnDgR6enptx2kMTc3FyEhIaioqLC4Vho42PKgAeHgwYPIyMhAQkICpk+fjqNHj2LdunVW2/+GDRswc+ZMzJkzB/v27UNGRgZCQkIQGhqKZcuW4cKFC7hy5YpxOHVLWy8dHR2YP38+mpubkZqaCm9vb+zevRvz5s3DgQMHLB4Mr729HWvWrMGiRYswcuRIDBs2DO3t7dDpdHjppZfg7e2Nixcv4u2338YLL7zQ5dWv+fn5mDBhAl5//XWcPHkSmzdvRmBgIBYvXmz2eFu3bsX27duxbds2TJ482aIaaWBheNCA8Pbbb2Py5MlIT08HAEyePBlqtRoffvihVfb/2GOPYdmyZQCABx98EJWVlThw4ABCQ0Nxzz33wNPTEwaDAeHh4YL2u3fvXvz000/Yt2+fcXThyMhIPProo9i5cydWr15t0X5uhMf06dNN5t84HwCg1WoRFBSEuXPn4sKFCwgMDDQuu+uuu5CVlQWg89z9+9//Rnl5udnw2Lx5MwoLC7F9+/Z+2flP1sHLVtTv6XQ6/PDDD5g2bZrJ/NjYWKsdY9KkScbfXV1dMXLkSKhUqj7vt6qqCkqlEkFBQdBqtdBqtQCABx54AMeOHbN4P05OTiZvrbzh008/xcyZMxEREQGlUom5c+cCAM6cOWOy3q8/H9DZV2Pu82VlZeH9999HXl4eg8PBseVB/Z5arYZWq4WPj4/J/Fun+8Lcu0is8eImjUaD6upqKJXKLsvuuecei/czdOhQuLm5mcwrLy/H6tWr8fTTT+Oll16Cp6cnGhoasHz5cly7ds1kXXOf79Z1AODAgQNQKpUIDQ21uDYamBge1O95e3vDxcUFv/zyi8n8X0/fuPPo+vXrJus0NTXZvL6eDB06FOPGjcPGjRu7LLs1DIQqKytDWFiYyb6PHDnSp32+/fbbWLJkCVavXo3XX3+d76N3YPyXp35PJpPhvvvu63LXT3l5ufF3Hx8fuLq64vTp08Z5ra2tqK6utkoN3f2lfjsTJ07E2bNnERgYiJCQEJMfhULRp5ra29u7BNBnn33Wp33ee++92LFjByorKx32XevUiS0PGhCWLFmCFStWIC0tDbGxsTh69Cj+/ve/G5c7OzsjJiYG7777LgIDAyGXy7Fz506rveZ01KhRqKiowMGDB+Hv749hw4bB39//ttvNnDkTxcXFSE5OxoIFC3D33XejqakJNTU18PPzw7x583pdU2RkJDIyMvDWW28hLCwMX331Faqqqnq9vxtCQ0PxzjvvYNGiRfDw8LC4U58GFrY8aECIjY3Fhg0bUFlZieXLl+PEiRPYtGmTyTqvvPIKxo8fj/T0dGRkZODxxx/HhAkTrHL8uXPnYtKkSVi3bh2eeuop7Nmzx6Lt3N3d8d577yEyMhLZ2dlYuHAhNm3ahLq6OoSEhPSppoSEBCxYsADvvfceVqxYgQsXLuCNN97o0z5veOCBB5CdnY3CwkLk5ORYZZ/Uv/A1tDRgnTp1Ck888QTee+893hlEZGVseRARkWDs8yCyY3q9Hnq9vtvlMpkMTk5OIlZE1ImXrYjsWHZ2do99CrwkR1JheBDZsUuXLqG+vr7b5aNGjYKHh4eIFRF1YngQEZFg7DAnIiLBGB5ERCQYw4OIiARjeBARkWAMDyIiEuz/AHGtQ4N0EoIVAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.boxplot(data=df_ham_score_d2, x='quintile_rank', y='auc_de')" ] }, { "cell_type": "code", "execution_count": 278, "id": "931881df", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 278, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.lineplot(data=df_ham_score_d2, x='quintile_rank', y='human_logcounts')" ] }, { "cell_type": "code", "execution_count": 289, "id": "d5efa0e4", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 289, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.boxplot(data=df_ham_score_d2, x='quintile_rank', y='avg_rank')" ] }, { "cell_type": "code", "execution_count": 288, "id": "19e4f0c3", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 288, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.lineplot(data=df_ham_score_d2, x='auc', y='auc_de', hue='quintile_human_logcounts')" ] }, { "cell_type": "code", "execution_count": 456, "id": "64941ce8", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 456, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZAAAAETCAYAAAAYm1C6AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAABRSklEQVR4nO3deXiM5/oH8O/MZE8kMZEFocSSttlQLQklgpaqU6olGhr7sZWqWtKfIpZGKVVLVWxNUamjxaGEkKBF0dNqSe2hpITEJBJJJsnMvL8/xox5Z39nz+T+XFeuy/PmmXeejGTuebb74TEMw4AQQgjhiG/vBhBCCKmbKIAQQggxCQUQQgghJqEAQgghxCQUQAghhJik3gQQiUSCgoICSCQSezeFEEKcQr0JIIWFhejZsycKCwvt3RRCCHEK9SaAEEIIsSwKIIQQQkxCAYQQQohJKIAQQggxCQUQQgghJrFLADl37hzGjx+Prl27Ijw8HLm5uQYfc/DgQfTp0wdRUVHo378/Tpw4YYOWEkII0cUuAaSyshLh4eGYO3euUfV///13TJ8+HW+99Rb27NmDXr16YeLEibhx44aVW0oIsSWRSITZs2ejpKSkTtzXUdjr57NLAOnevTumTZuGV155xaj6GRkZ6NatG8aMGYNWrVph6tSpeP7557F9+3at9cvKylBQUMD6ov0fhDi+9PR05OXlIT093WBdLm+aGRkZyMvLQ0ZGhiWaaRNcfr7MzEz89ddfyMzMtEHLnnKx6bOZ6Pz58xg9ejTrWteuXXHs2DGt9TMyMrBmzRrOz5OTk4Ps7GwAQGlpKQDA398fvXv3RkJCgtl1VesB0Kir655c6mp7flPQa2EaY38+LnW5vBZ1mUgkwsmTJwEAP//8M8aNG4eGDRvqrL9mzRrk5eVhzZo1+Pjjj/XeVzFMnpubi+TkZL33dRSqQWHChAk664lEIhw9ehQMw+DIkSNITEy02c9XJwJIcXExAgICWNcCAgJQVFSktX5ycjIGDhzIulZYWIikpCSjn1MkEgF4+odqibrWuCfXuqag14I7e/18jvjBwtigp97rSE9Px6xZs7S2QyQS4dy5cwCAs2fPoqSkROebZkZGBhTn5slkMmRkZOD99983+LPaE5egkJmZCalUCgCQSqUGA44l8ex9ImF4eDi++uor9OjRQ2edyMhILFu2DH379lVe2759O9avX2/0ZHpBQQF69uyJo0ePIjQ01GD9lJQUAEBaWprF6lrjnlzrmqK+vxamvCnb6+dTbWt+fj4AICwszCoBxND9FXVV6wG6A0j//v01ru3bt09rOxYsWKAMIADw0ksv6eyFDBgwQPkGCwACgQB79uzR9SM6hC+//BKHDh2CTCYDn89Hnz59dAaFwYMHo6qqSln29PTEzp07bdLOOtEDadSoEYqLi1nXHj58iEaNGtmpRaS+cpQeji4JCQnKN2drBFMu91fUtUY7VIMHIO+F6KIaPLSVbUkkEmHp0qWYNWuW3mGmY8eOQSaTAZD3mnJzc3UGkA4dOiiH/gDghRdesGyj9agT+0DatWvHeoEA4NSpU2jXrp19GkTqlYSEBKSlpSEtLQ1hYWEICwtDWlqa08w9ENsxdjK/ffv2rLK+oHD9+nW9ZWuySwCpqKjApUuXcOnSJQDy4aVLly4p5zRmzpyJ5cuXK+u/++67OHHiBDZv3owbN25g9erVuHjxIqc5DUIIsSeRSKRc+JObm6t3ddW1a9dY5atXr+qse//+fVbZlitO7RJALl68iAEDBmDAgAEAgEWLFmHAgAHKJWj37t1jTZB36NABy5cvx3fffYc33ngDhw4dwtq1a9GqVSt7NJ8QUoe4u7vrLVuCMUtuMzIyWMNS+noh6guEHjx4YJmGWphd5kA6deqEK1eu6Pz+1q1bNa717duXNYlOCKm/BAKBxsS4LtXV1XrLlmDMklv1BT/Hjx+3yGowPp+vDEyKsj7GzsMY9dxmPZoQQuzA0SbGVZfc6uqFqC941bcA1tPTU29ZlVAoZJXVtzyos+SmQwoghBCH4ObmprfsqDIzM1lDU7remLt168Yqx8fH67ynao9CW1mV+gpVXfvjAOODnbEogBBCHEJNTY3esqM6duwYJBIJAEAikehMDtuxY0e9ZVVBQUGscnBwsJmtlNO26dAcFEAIIcQMsbGxrHJcXJzWemvXrmWV9aVb4jKJ3qRJE1a5adOmOuseO3aMFUCMyYSuDwUQQggxg7HJPCorK1nliooKnXWjoqJY5ejoaJ111dO96Er/AgCdO3dmlXUFO2NRACGE1Dnqq670rcKytl9++YVVPnXqlNn3vHjxIqt84cIFnXXDwsLg4eEBAPDw8EDLli111lUfFjR3RRoFEEJIneNIq7Di4+OVAUwgEOjM66c+5/HSSy/pvKdqbittZVUikQhisRgAIBaL9U6Mqwe706dP66xrjDqRC6su2rBhgzKJnIKirMgNpCosLAxjx461SdsIqeu8vb1ZQ0A+Pj52a0tiYiKOHj0KqVQKgUCAxMRErfX+9a9/4ddff2WVLWH9+vWssr4sxjweT2+ZKwogHGgLCoD2wJCfn4+qWjEEfk+XIsr48k9JlwvZuWqkj+rGahNCrInLhrhZs2axTjSdPXu2Vdumj1AoRM+ePZGVlYVevXrp3Jy3atUqVvmLL77A5s2btdZ98cUXNbIN66I+ZPbzzz/rDCCRkZE4f/68sqw+18IVBRAO8vPzce1SHkJ82C+bJyP/pS+/83R3fVVlLQSNPODXjb1CQptHJ+4a9fxcAhhAvRpSt3DZ+9C+fXt4enqiqqoKXl5eiImJsXbz9EpMTMTt27d19j4Abvs1Jk+ejOTkZFbZEtQzgOjLCGIMCiAchfi4YGS00GC9tFMPYOlR2fz8fFz66wq8PdnPL5PI/xtv33z6C1lRJbLwsxPiWCIjI3Hu3DlERkbauykQCoVYsmSJRe/n7u6O6upquLu7c0o5om9YSn0uRX1lGFcUQOoYb08hIlr1MVgv70aWDVpDiOUIhULleSuA/pQcIpFIORTz+++/6z2RMCQkhJWhNiQkxDIN5kjRY1It65Kfn69cIVVdXY2bN2/qXV2lypZnBFIAcQDSx7XIz8/XmEMBNOdVXHgNbN4+QmyByz6JzMxM1u5vfUkM1VclKU6VtLURI0Zg3bp1yvKoUaN01v300081yl999ZXV2mYqWsbrABiJDJKqKoguX1Z+uYnFcBOLWdeqzOxuEuLIFEtRdZVV5ebmKj9pMwyjd0e1ek/GULJBa9m7dy+rrO9Y3bt32fOi//zzjzWaZDbqgTiIRgIB3mjgr7fOppJivd8npL4QCoWsN1n1jLSq7HngkiouQYHH47GGosxdbqsQGBjImrwPDAw0637UAyGE1DnqQeDevXs66zrSpkNjqSdP1JdMUT0I6AsKc+bMYZU//vhjE1r3FPVAYPymv/z8fAS62rRpToHLpkpaekyMYekNceay5CFNALd5m7Zt27J6FeHh4TrrhoWFKXshgYGBRk/M60IBBPI3s4t/XYHAw195TSaRpya4lP+0+yutrAL86CXjKj8/H3lX/jK4qVL6qAb37t0zKtgoPnE2btzYYF2AApOz8ff3x8OHD1llezLmREIugoKCcOfOHVZZl//973+ssupud23mzJmDlJQUs3sfAAUQJYGHP7ye6am3TvmV723UGucj8HMzuKny0Ym7qKqswtW8PDRSSY7n9mRDmejyZeU1kUQCPt8VtWL2rzDtiakfVIOHtrItqR/SlJiYaHYvhEs6d/VEki4u+t/Ww8LC8N1335neONXnsshdSL3DNa0LvIy/t7ELCjxoT4zTyMnJ0XrOeU5ODhISEsy6N5fz002h7URCbb0QLhPjPXr0wMGDB5Vlfa+B+nLnx48f622vYsvAkiVLzB7Cokl0YhJFWpfyO1dYX55MNTyZatY1Wn5MjMEllYn6JjwvL92fULicRW4KY08kVF8+3KhRI5337NOnj96yKi7npwPAZ599hsrKSnz22Wd66xmDeiDEZPZM60KcS0JCAi5fvsz61N23b1+dn7zVN+WNHDlS5725BCZTxMfH49ChQ5DJZODz+TrTuXPJhaU+xLRz506dCRK57J/Jz89Xzq3cvn2b0w53bagHQghxCKqJCF1dXfUmJty/fz+rvG/fPqu1y5DExETWEJa+dhtLW4ZdXbj0sNR7Heb2QqgHQlhoSTOxF6FQqMyH1bt3b70T0aorlAD5p2l7UV9iW1paqrXt6pv49K2sshZLv24UQAgLLWkm9hQYGAixWKzzU3xOTg6ys7OVmWoV7JWeBDA+b5W1NjR27NiRtXRX39kh6gkd9c0dGYPeAYgGWtJM7MXV1RVhYWEGl8GGhobixo0bynLfvn2t3TSdjE1RopppGNC/9JhLBmF3d3dW2c3NTUdNzTPQ9c2XGIMCCHEIfB4fL7V7ER2fbw9PNzd46TmNDgCmymTg8QRwddW/4gQAXq4dAYELH5cuXTK7nf379wcAg/cytp6j1DWFpV4LDw8PhIaGwtXV8JhoQkKCcmL9rbfeQnV1NZo3b44hQ4Zo1FX0VqzNGnmrUlJSMHXqVGX5o48+0lmXyznnll6RRgGEOITezbuitd8z8Pf1gyuAhgY2QxU92Ujo6eFr8N5V4jK4ubsgNDTU7HYWFBQAgMF7GVvPUeqawhKvBcMwePjwIQoKCjivBgoNDcXNmzfx4YcfcnqcpcXFxeHkyZPKcpcuXbTWa9SoEWsllr6cVWFhYcrhJk9PT72vDZdVZnw+nzV0pu/YYGNQALESqYyBpLTauONqJQwq+ZZdWljXNPUJhn9Df/AZHng2PBCH2BePx0NAQIDeJa26eHp64vnnn9f55qrorYwaNcqqk9fjxo1jBZBx48ZprRceHs4KIPpyVolEItTW1gIAamtr9R6YxaVX0blzZ1ZbY2NjddY1BqcA8uuvv6K0tBS9evUCIP8hFy9ejOvXryM2NhbTp083qhtaZzEyFD6WYcufhlNjSBgAFo4JUsjTchizs7qiSoSSkrrz+YDH48m7/hQ76h1rJ0KcM2cOazhIPSOtuYRCIbp06YKTJ0+ia9euOt/o1XNWqZdVZWZmKnsKUqlUb44tLkNo6vMj6vMnXHHqvyxbtgzXrl1TlhcvXozTp08jJiYGu3fvxurVq81qjDPhAeB7ucCvWxODX3DhGRzzJ4SYJiwsTJkfKigoyOz0HdqMGzcOEREROnsfgOaZJfrOMOFyYBaXXfnq8yXq+0244vQR9ebNm5g0aRIA+eHsR44cwSeffIJ+/fohKioK69evxwcffGDUvbZv345NmzahqKgIzz33HObMmYPo6GitdSUSCVatWoX9+/ejuLgYISEhGDJkCEaPHs2l+ebj8RHiwzd+97WHZXPuCABO+Z8skVaaEGfwzDPP4ObNmxbvfXDB5QwTLgdmcTkKOD4+HocPH4ZUKoVAINC5a95YnD721tbWKrs8v/32G6RSKbp37w4AaNmypdHjmAcOHEBaWhomTZqE3bt3Izw8HGPGjNFY5qaQnp6O//znP5g3bx4OHDiAqVOn4osvvtB7JCQh6lavXo1OnTpxftyBAwfwww8/aFwfPnw4pkyZYvb967KvvvrK7GSHtmBovsRc6enpyMvLQ3p6us46XOYquASbZs2ascrNmzfXWTcxMVGZTFIgEJi9a55TAGnZsiV++uknAPLUAe3atYOPjw8AebphPz8/o+6zZcsWDBkyBIMGDULr1q2RmpoKd3d37N69W2v9P/74A71790b37t0RGhqKfv364cUXX8Sff/7Jpfmknnv77bexadMmzo/LysrS+rs5b948o3vcxHmJRCLlxPTPP/+scRiUApdDsLisrFI/58bQMFrPnj3B4/HQq1cvs0cpOA1hTZo0CVOnTsWuXbvw+PFjrF27Vvm9n376Cc8//7zBe9TU1CAvL481IcTn8xEXF4fz589rfUz79u2xa9cu3Lp1Cy1atMCFCxdw8eJFDBs2TGv9srIylJWVsa7Z6xxko8gYFMsk2FteqrdaLQB+bZXeOkS3kJAQvRuyuGrdurXF7kXqLvVeR3p6utbEh927d2fNZegbPuLz+aygoW+5rfq+j1OnTiEmJkZn/cTERNy+fdsiObs49UB69uyJgwcPIjU1Ffv27VMOXwFAu3btjDqJq6SkBFKpVCOVsb6lfOPGjcMrr7yCV199FRERERgyZAgmTZqk8z8gIyMDPXv2ZH0lJSVx+EmJo9m1bx9eHzYM3d54Ax/Mm4fff/8dfV97Fb+f/w33Cu8hPiEWp06zE86lfboQ48Y/zdKqPsR05swZhIeH48yZM5gyZQrat2+Pnj17Yvv27co6s2fPxqFDh3D27FmEh4ejZ8+eyMjIAKA5hKVNaWkp5s6di7i4OERFRSExMRF//PGH0T/3jRs3MG3aNHTv3h0xMTEYNWoUvv/+e9abyw8//IDw8HCNse933nlHI6VGdnY23nrrLURHR6NTp04YO3aszp3T6srKyjB9+nS0a9cOXbt2Zb1Oqu7evYtp06bhpZdeQkxMDGbNmqWRg8mZqC6LBbQnPszJydHYsV5QUICcnByt9/Tw8GCV9aVoP3bsGKusb8Ld0jj1QPbs2YPu3bvj1Vdf1fjeq6++imPHjumNfPowDKOzS3fw4EFkZWVh5cqVCAsLw4ULF7BkyRI0btwYvXv31qifnJyMgQMHsq4VFhY6bhDh89CIb9whSm5G7Lx2NsdPn8bStWvxZr9+6B4bi98vXMDKL76w2P0//vhjDBgwAEOGDMH+/fuxYMECREVFITo6GhMnTsTdu3dRXl6OefPm4cGDB3o3gKmqqanByJEjUVZWhpkzZ0IoFGLHjh0YMWIEDh8+bNR9Hjx4gJYtW6J///7w9vbGL7/8goyMDHh4eODf//43p59zz549mDVrFvr164eJEyeCYRj88ssvEIlEaNq0qcHHp6Sk4OzZs/joo4/QqFEjrFu3Dnfv3mUtBS0tLcU777wDf39/zJ8/H56enlizZg1mzJiBI0eOaLwx1ieurq7KnoW/v7/eLQ/GTIwrdtqr57dq06aN3nZY8vhdTgEkJSUF3333ndZxs4KCAqSkpGDAgAF679GwYUMIBAKN3PgikUjnAStLly7FhAkTlPluwsPDcevWLWzYsEFrAPH19YWvr+EdyqRu2LJjB2I7dsTs994DAMR27Ih7JSU4dPiwRe6veEMF5InocnNzcfjwYURHR6N58+bw9/cHwzBo166dcle1MY4cOYJr165h//79aNGiBQD5ruU+ffpg8+bNOs93UBUbG6vc7MUwDEJCQiAWi7Fz505OAUQmk2H58uXo3bs3VqxYobzes6f+nGcK165dw5EjR/D555/jtddeAyCfvB06dCgrgHz99deoqqrCnj17lOeUh4SEICkpCd9//73jfoizMsWmxg8//BB37tzBqlWr9M4/KLISK+hLFhkYGKisy+Px0LlzZ511RSIRjhw5AoZhkJ2dbfbxu5yGsPStGigtLVVOqOvj5uaGiIgI1vpjmUyG06dPo127dlofIxaLNY6hFAgEFj8YhjgeqVSKKzduoJvajtm4uDiLPYdq6glXV1e0aNHCInNmv/32GyIiIhAaGgqJRKI8te7FF1/ExYsXjbpHdXU1Vq1ahd69eyMqKgqvvPIKNm/ejIKCAuX9jHHz5k08ePAAb775pkk/y4ULFwCwj1b19PTECy+8wKp3+vRpxMXFwcfHR/kze3l5oU2bNkb/zHWNeuqSrl276qxrbLLIR48escrqKeMB+f9FWloaPvvsM+Uy3759+ypzj2mTmZnJOj0xMzNTbzsMMdgDOXLkCI4ePaosf/nllxo/fE1NDX799VdERUUZ9aQjR47EzJkzERERgejoaGRkZEAsFiuHnWbOnIng4GBMnz4dgHyyad26dQgODkZYWBj+/PNPbN++3fb7QIjNlTx6BKlUCqHaCj+/J59uLUG9t+rq6oqamhqjH19UVITq6mqUlZVBJpOhoKAA1dXVKCkpwfnz5xEREaHxGH1LLVUtW7YMu3btwqRJkxAREYGqqiqcOnUK27ZtQ3V1tXKDnCGKlUHGDr+pKy4uhre3t8YQlL/a/4PiZz5w4IDGPQwdtVpXGZvKhAuuqd8NpcFX0LZB0ZxhLIO/fSKRCFevXlWWb9++rTHZ7erqii5duhjdkNdeew0ikQirVq1SbiTcuHGjMoreu3ePtepgzpw5WLlyJebNm4eHDx8iODgYI0eO1Fi+RpxPQz8/CAQCiNQ+kT1S+USmSM8gqWV/Ii9XW4lnLdXV1agWV4GRyp9fViMGH4BvgwZo26YNpkyepKwrYRi4ubkbneAwKysLw4YNU/6uFxQU4MyZM6w6iiEkRe4khcePHyv/rfjQZ0rOKUCeCLCiogJisZgVRNQ/Gfv5+SEhIUE5JAjI53EAWG0Phr0Zm8rEmozt2QQGBrIWNJj6gULBYAAZPHgwBg8eDEC+6mT+/Plo1aqVWU8KAMOGDdO5DHfr1q2sso+PD+bMmWPXXaTEPgQCAdqGheHE6dMY1K+f8rrqEGhD/4ZwcXHB37dvKa9VVlUi76+LCA42fdmuomdRW1uL8vJyZc8CgPLflZWVqK6uhiufB09XPvg8IMBL/mf18ksdsGr9Jjz7TGMIG/oDAB5WSsB38zA6gFRXV7PyF0mlUo1VNsHBwQDkK7YUQ0p//PEHa+K1ZcuWCA4Oxp49e0za+KcYXcjJyVHOgVRVVeF///sfqwcXGxuLgwcPok2bNspAY+2swI5g3LhxKC0ttUjvw5oUwVxXmStOk+jqb+zOoqSkBFJxKSr/Pqq/okyCxzWUs8rWRiQmYtbChViyejXi4+Lw24UL+N9vvym/z+fz0SXuZfxnVyaCg0Pg4+ODnf/ZYXaiuOrqalSJxWjcpClOnjyJ3NwTCGgkhFAYgEaNAiGTMU++ZIBAcwXh66/2wvf//RFjp87A8CFvIbRJCAqKSnHl+g2EhYVhxIgRBtsQFxeH7du3KyfzN23apNHTiI6ORnBwMBYvXoypU6eitLQUGzduhLe3N+s1mjFjBj788ENMnz4dr7/+Ong8Hn755RdlKiJ92rRpg4SEBMyfPx+PHz9GYGAgvvzyS43XeMSIEfjvf/+L5ORkDBs2DMHBwbh69Sr++OMPdO/eHa+//rrBn7kuEgqFWLJkib2bYVBQUBCrB2JuZmLO6Vrv37+PY8eOobCwUON0Kx6PhxkzZpjVIELU9ejSBR9OnIhvdu7Ej0eO4IXoaEydMgUfz52rrDN1yodYvmIJVn6xDA18fDFsWDIu5l3AzZv5eu5sGI/ngv5vDkX+zb+x8osVeFxejqR3R2FY8hiALwD4LoCO5efu7m5Yv3Ipvtr8DdZv+QYPS0rh7+eHZ597Dm+88YbB5y4qKsLo0aNRXl6O1NRUuLm5oWfPnujcuTNWrVqFu3fvKucVFi1ahC+++AJTpkxBy5YtMX/+fEybNo11v/79+8Pd3R1fffUVpkyZAi8vL8TExOjNs6RqyZIlmD9/Pj755BN4eXnh9ddfR3h4OKs3KBQK8d1332HlypVIS0tDWVkZhEIhIiMj9aYvJ7Zh1x5IdnY2PvjgA8hkMgiFQo11zHU1gDRs2BCFJTVGHePqo/u0yPqFQ2r7aikDiPSfjSJrLQUjlUGex1jT4H/9C4P/9S9l+dz166zvC4VCLF60lHWt/+sDAMgPlAKA9957D+89WQoMAJ06dcKVK1c0nkvR01YMvfj5+WPuAs1Pl0tXyDMxSMXyCerxI4dj/MjhrDoNfLwxY8oEzJginx/kMoRVXV0NL09PzFM5jU4xlfr6k71YUrEYtQyDsLAwfP89+5jhb7/9VuOer7zyCl555RWDz62Nn58fPv/8c2VZ8fosWrSIVS84OBhpaWka9Zx5CEskEmHp0qWYNWuWWXMgir0dbm5urIUcbm5uyMnJMTvvmF17ICtWrECXLl2wZMkSjdUXhBDLc+Xx4C/Qn9W51MAKHWJ9ltycB8j32Kie+a6eMNFU6osobNoDKSwsxMcff0zBw0jSRzWsT90ysfwPna+e5l3KyHO11yVcU9s3dJeffaID30MAnoAPngxAPTmRUCaTQSaTKZdoqu/rMPe8ai707Snh8Xga+7DIUyKRCEePHgXDMDhy5IhZm/NUz3wfNGgQampq0LRpU6xcudIibe3RowcOHjzIej5zcAog7du3x82bNy26ictZuQl4ELh4ICwkTHktP18+Hq96DQDyK/MBDvsOCNCiRQscPHDIqDPRHdXatWuxZs0and9fvnw5op591iZt0bZXReGll15y2gU0lqBtc56leiE3b940KmOBsfr06cMKIH36GD5bSB9OAWT27Nn48MMP4eXlhbi4OK3pQpx1sxBXQk8BGjQLY40Fp6SkAADrmuK66PJlm7aP2N/gwYMRHx+vHEZQH482dxUZF7t27dL5PdXVXETTsWPHlFkxZDKZ2ZvzFKxxhsnevXs1yu+//77J9+MUQP71ZBIzJSVFZ+LDS5cumdwYQhiGQS3DGBzXZwAwTN1OZRMcHIzg4GCdk8wFBQWQisU2aYuxWSSIpvbt27NWoqmnd3EkJ06cYJWPHz9uuwDyySef6D0EhRCin0QGMNXVrKSMqpsTVdXW1nJLVkfsQjE0rXBdbYWgI+FyKqIxOAUQUxOxEWIsHo8HF8DgyqMiiQQ8Xt17e2XAQMYA4lqVPVQ8+R+x6jVGyoDP41EAqQPUE2868uF1wcHBrHNJzD1gjfNGQkKIeXgCHgQNdJ8FAQDS8lqgbo/Q1Rs8Ho/1Sd6RR2lUU8QDwMOHD826H6cA0rlzZ4MvjvrxioQQ4szi4uJY2XjV07s7kri4ONYpiOa2lVMASUpK0gggpaWlOHPmDB4/foxBgwaZ1RhCuJAxEuUuc0P1pFLH/VRI6jZrpHO3lvLycr1lrjgFENU0EKoYhsHUqVONPpuAEGI5EoaBRG1iHtA9Oe/u7m52Gm/yNO0IAOWxsg0aNMDvv/9u9gY9azl37hyrfPbsWbPuZ5F3fB6Ph7fffhspKSkYP368JW5JiEF8notRGwmrxGUW2Um9auVylJY+0vzGk+XEAr7hXo5UxsjTfRkYCvb39cF7E407spYBsH3bNo3cV6GhoUhfvwE11U93mcsY408xJNzw+Xw0aaI724IzsliX4c6dOxpppglxJqWlj1AjtE0WhlLRz5zq88BHq1ZtsPTTp8kOBQIBvDz9WfWMGfIjxlFNO6Jrk7Cz4xRAtm/frnGttrYW+fn52Ldvn9nb4olhFVUi5N3IYl2rqa0CALi5erLqAdyHKehslLpLIBAgQBhg72YQB8bn85W75hVlc3AKIAsXLtS45ubmhpCQEAwdOhSTJ082qzH1WbFUir3lpcpy5ZP/ZC+V/2AJAA8PVzRvyQ4Mio1M7OuBCAtj59wizu327Vt4863X4e7ujsiIaIwdOwFBgeal6ybOQXW+RpW589acHn2Z8jVZhbY3+tInQSFU5XvCJ3XVz4K3ZPeZzkapm5599ll8NHseQkNDUfywGBkZmzD1/QnYvHEb5acjSqq9DwCsM0dMQcumHIB6QADq75gqMU3Hji8qFxSEhbXGc89FIHHoQBw/kYM+r/Yz8Gji7BTzNRMnTmQdKNW8eXOz7ss5gNy5cwcbN27Eb7/9htLSUvj7++OFF17A6NGjLXboCSHEPA18GiA0tDn++afAcGVSb3z44YeYOnUqq2wOTjMoFy9exBtvvIHDhw8jMjISAwYMQGRkJA4fPowBAwYgLy/PrMYQQiyjsqoSd+8WICCgkb2bQhxIWFiY8piA5s2bm50qnlMP5NNPP8Xzzz+PDRs2sMZVq6qqMG7cOHz66af45ptvzGoQIYS7DRvT0e3lBAQHN8bD4iJsydgIgcAFPeJ72btpxMGEhobi5s2bZvc+AI4B5MKFC1i5cqXGpJynpydGjRqFadOmmd0gR1f4WIItf7ITkj2ukU9M+bjxWfUa2LRlxNr8/f1QKjql+Q1rbCT04/bbU1xcjIWL5qGs7BH8/PwRHdUOX67ZAD8/P073Ic7PkgdVcQog7u7uKC0t1fq9R48e2fQENXvg8V0gcHNFg2bsVVNFT1ZMNVa53gDaV1eRumvK+9O1XpeKS+DOBwK8DP85FT6uBSPgWzwbb8rsj+r08b6kbuIUQOLj4/HZZ58hNDQUHTt2VF7/9ddfsXz5cvTo0cPiDXQkfDcfhIUFaz2SFqAVU4SQ+oXzmegTJ07E8OHDIRQKERAQAJFIhIcPH6J9+/YWPfydEEKIY+MUQBo2bIgdO3bgxIkTuHDhAoqKihAYGIiYmBh07drVWm0khBDigEzaSNitWzd069bN0m0hhBBSh3DaB/Ljjz9i48aNWr+3adMmHDhwwCKNIoQQ4vg4BZD09HSdK608PDyQnp5ukUYRQghxfJwCyN9//402bdpo/V6rVq3w999/G32v7du3IyEhAVFRURg8eDD+/PNPvfUfPXqEefPmIS4uDtHR0Xj99dfNPk2LEEKI6TjNgXh4eKCwsFDr9woLC+HmZlx61gMHDiAtLQ2pqamIiYlBRkYGxowZg6ysLAiFQo36NTU1GDVqFBo1aoQ1a9YgKCgId+7cQUAAnX1ACCH2wqkHEhcXh3Xr1uHhw4es6yKRCOvWrUOXLl2Mus+WLVswZMgQDBo0CK1bt0Zqairc3d2xe/durfW///57PHr0CGvWrEGHDh0QGhqK2NhYtGrVikvzCSGEWBCnHsiHH36IwYMHo1evXnj55ZcRFBSEBw8e4Oeff4avry9mzJhh8B41NTXIy8vDhAkTlNf4fD7i4uJw/vx5rY/JyclBu3btMH/+fOTm5iIgIACDBg1CcnIyeFpSQpSVlaGsjH10p66eEyHG2vBFGirKSjS/wcjAA2BEJhNImSf/MFDZ28cPYybQAW3EsXEKIE2aNMF///tfbNmyBWfOnMHly5fh7++P4cOHIzk5Wevwk7qSkhJIpVI0asTOEhoQEKBzDuXOnTs4ffo0Bg4ciA0bNuD69etYsGAB+Hw+3n33XY36GRkZWLNmDZcfjRCDKspKkNxK2xu/wOLPlXG91KzHr/h8Kf67bzemvPcB3hz4tmUaRYgazvtAhEIhpk/XnhPIHAzDaO1NKL4XGBiI+fPnQyAQICIiAnfu3MGOHTu0BpDk5GQMHDiQda2wsBBJSUkWbzexvFqGQalUqiwr/qX6Ns2A6HLq9M/I++siGlEqd2JlNj+RsGHDhhAIBCguLmZdF4lEGr0ShUaNGsHV1RUCwdO3kFatWuHevXta6/v6+sLXlxLL1UV8Ph+uakvFJdXVAACBynX+k2uETSQS4fOVy/Bp2nKk/J/hIWVLKyoqQrXa/42iXFCgebiVu7s7AgMDbdI2YnmcAkhCQoLOXgKfz4ePjw+effZZJCUlITIyUms9Nzc3RERE4NSpU0hISAAgP6f39OnTSE5O1vqY9u3b48CBA5DJZODz5fP+t27dQuPGjbk0n9iR9FENHp24qyzLxPJ+Bd9D/qFA1loKRsrA1cMVoaGhrMcq3nhUrxcUFKCmWmLtZtc5ny5dhEED30ZYWGuL3VNbUAC0B4bq6mqAkcFVZY5HsVJHViNmPb5WRv3Iuo7TKqxXX30VUqkUFRUViImJQY8ePRATE4PHjx9DIpEgMjIS58+fx5AhQ/DTTz/pvM/IkSORmZmJ3bt348aNG5g/fz7EYrFy2GnmzJlYvny5sv7QoUNRUlKCJUuW4ObNmzhy5Ai2bNmCd955x8Qfm9iSm4AHT1cPPBvSWvnlIXOFh8xVWXYVuMDTw8PpjwSwph92/wdVVVUYPNiyfxfV1dWoEoshrpawvmQMDzKGx74mkwePAC8X5VeQt/xL9VqAlwsryJC6iVMPRCgUokWLFli/fj3rD10sFmP8+PFo3Lgx9u/fjwkTJmD16tV4+eWXtd7ntddeg0gkwqpVq1BUVITnnnsOGzduVE7C37t3T9nTAICmTZti48aNSEtLw44dO9C4cWOMHz+e5jTqCKGnAA2ahbHS3aunwL906ZJGz4MY786d29i6bQu+XLuJ9bdjKTyeC/juhg+5koq1rFIjTotTANm6dSsWLlyo8SnRw8MDI0aMwJw5czBx4kQMHjzY4HGJw4YNw7Bhw3Q+j7oXXngBu3bt4tJcQuqNy5cvo7S0FEnDnq64ksmkWLN2JXbv2YWtGd/ZsXXEWXEKIOXl5RqT3wrFxcWoqKgAAPj4+FjlUxBxLHS8r+OIjY1DZGR71rWZM99Hnz790OfVfnZqFXF2nE8kXLZsGRo0aID4+Hi4ubmhpqYGOTk5WLZsmfJEwqtXr6J58+ZWaTBxDHS8r2Px8fFBYKMmrGsCFxcIhQEIDW1mp1YRZ8cpgKSmpmLWrFmYMmUKeDwevL29UVFRAYZh0KNHD8yfPx8AEBQUhGnTplmjvcRBOMLxvjJGgioxO+MAw8h7QDwen1XPEivWvX0bIuOG9p3oAGDMlLBy3ZGhnei+/lyaRp7YsGED8p98iFGluKb4/VQICwvD2LFjbdI2Z8Tpr8rX1xfr1q3D1atXcfHiRRQXFyMwMBCRkZGsLL19+vSxeEMJUaVrtZZiaambu+qvtotFVneNnZqi9bq0qgR8HmPUqqJqKQOegAeBr/7Eo9LyWkBmUjOVvtuhPbecM8vPz8elv67A25OdFUMmkf8+3L5ZpLxWUcUefiXcmfSxrG3btmjbtq2l22JXUnEpKv8+qizLJPI163wXD1YdINjGLSPa6Np8pm3PiNXxoFy6akjh41owOvZSEd209Sy09Sry8/Ph7SlERCvDH2LzbmRZtpH1EOcAUlZWhszMTPz2228oLS2Fv78/XnjhBQwZMqTO7v7WNj6v+OUMC1MNGME0lk+IhUhkAFNdjYKCApSUlCAlJUXnUNO9e/dQLhKhkUo2CjeZvIsmunxZea1KIkEDb1qyYSucAsjt27cxfPhwPHz4EB06dECTJk1QXFyMVatWYfv27fjmm2/q5OS5tjFQW47lE1IfMWAgYwBxbTVqpRJcLrwOGV+eoeBy4XVlPemjGni6eqCRQIA3GvjrveemEu2rRIl1cAogn3zyCXx9fbFz504EBz/9ZH7//n2MGTMGaWlpWLduncUbSYizYBiAkcrkcxz66kllMG5aXk7bggJd9aRSxxlC4wl4EDRwBd9DAL9uTbTWeXTiLlBp44YRo3DarHH27FlMmTKFFTwAIDg4GJMnT8aZM2cs2jhC6jtFZmJ9XwzkgYkQW+PUA+HxeJCqpNlWJZPJdCZaJITI8XgABHwIGrjqrSctr1U5fcowPo8PTw/Dc5BV4jJWVmtCzMGpB9KpUyd88cUX+Oeff1jX//nnH6xatQqxsbEWbRwh9RmPx4Mrjwd/gUDvFw/sfS+E2AqnHshHH32E5ORkvPrqq3j++ecREBAAkUiEvLw8hISEYPbs2dZqJyE2J5VKwTASyKrL9VdkGEgZ6n2T+odTAAkNDcXBgwfx/fff48KFCygqKkKrVq3w5ptvYuDAgXBz0785ihBCiPPgvA/Ezc0NQ4cOxdChQ63RHkIchkAgAE/CKNOYr169BKVlmqlMGEYGHg8QGDEHKJUxYHgwOF/o5+OH9/49yei2Hjh4AD/+uB+FhfJTOlu0CEPy8FHo1ImGlYn12PxIW0LqqtKyEjAveWv9HgOAy/mIhqbHS8+WcrgbECAUYuyYCQhtKk+ceDj7IP7v45nYtGErnnmmBad7EWIsgwGkc+fOnFZXnT592qwGEUK469SpM2sV1uhR/8aevd/j0uU8CiDEagwGkKSkJFqeS0gdIpVKcex4DsTiajz/XKS9m0OcmMEA8t5775l883PnziEiIgJeXl4m34MQYpz8/OuYOHkcampq4OnpiUULl6B582fs3SzixKw2ByKVSvHuu+9i165diIiIsNbTEEKeaNbsGWzckIHHjx/jxIlcpC1ZiFUr11EQsRNjMwgrGHs2CZf7Wvu8E6tOojOUXwEAkJOTg+zsbI3/5N69eyMhIcGeTSNOxNXVVTmJ/mz4c7h85RJ+2L0T70+dYeeW1U/5+fm4dikPIT5P32Y9nxw+Vn7nCqtu4WPjl2Dk5+fjal6ewczExTqyhlgSrcKyIaFQaLgSIZbCMKip1Z+0kVhXiI8LRkYb/rvf8ie3w62MyUy8t7yU0z1NQQHEBhISEqinQazq64wtiO38MoKDG6OqqhI5Odk4/8fvWJaUbO+mESdGAYQQJ1BWVoa0JQshEj2Et7cPwsJaYemSz/FChxft3TTixCiA2JBIJMLSpUsxa9YsNGzY0N7NIRz5+zZE6Vkb7UQ3MDyhbsp7U43Kxksck6hKiqL8fI3jeQHtpzO627R1ulEAsaH169cjLy8P6enpmDVrlr2boxOdD6/de+9pTxYqFZfAnQ/jz0Q3Np27zKRmkjqoRsqghhGzTmLUdzqjMQHkkVSKUrWgBFh2xZbVAgifz8fkyZMRFBRkraeoU0QiEU6dOgUA+PnnnzFu3DiH7IXQ+fCE6KZtCS2g/U05Pz8fgfo/J7AI/Nx0nsqowOV0xlqGgVRci9s3i1jXZRL5277q9YoqbpP4CiYFkJs3b6KwsBA1NTUa3+vevTsAeRd98uTJJjXKGa1fv55VdtReCJ0PT4hu+fn5uPjXFQg8/FnXZRL5ktpL+feV16SVVYCffQd5vD2FiGjVx2C9vBtZJt2f0093/fp1TJs2DdevX9e6x4PH4+HSpUsmNcTZKXofCj///LNDBhBCiH4CD394PdPTYL3yK9/boDX2xSmAzJ07FzU1NVi9ejVat24NV1cO/TNCCLEyKeTDMcZ8oq6oEqGkhKaBzcHp1bt06RJWrFiBHj16WKs9TksgELDOk6dzqYklyRgJqsRlrGvMk13PqsfdyhgJaO0MsRROv0nNmjVDdXW1tdri1KRqaQXUy4SYigcAPB7c3Nl/zoq/VfZ1F7i7O8oiUMsTAPDgMO7viAtZ6hK+4SpPzZ49G+vXr8edO3fMfuLt27cjISEBUVFRGDx4MP7880+jHpeeno7w8HB8+umnZreBEGfgwuPB3d0doaGhrC93d3et1wMDA+3dZOIkOPVAli9fjvv376Nv375o2rQpGjRooFFn165dBu9z4MABpKWlITU1FTExMcjIyMCYMWOQlZWlN19UXl4eMjMzER4ezqXZDiEuLo41kd61a1c7toZYWq2MwcPKpwnxpE/WmAjU9gvKmCc9BmfFaL4WusgYgGdkwlWJRIJiicRgfqdaAPzaKqPuSczHKYC0bdsWbdu2NftJt2zZgiFDhmDQoEEAgNTUVBw7dgy7d+/G6NGjtT6mqqoKM2bMQGpqKtLT081ug639+9//ZgWQcePG2bE1xLJ4AI8HvtvToaHaJ8NHrm7s4SJ+dbXB42xV1TIMSlWGOxX/EqjVqaszaoyMgbS8FjKxVL7HQQtJaTUEDL/O/ozOjFMAscQ+gJqaGuTl5WHChAnKa3w+H3FxcTh//rzOxy1ZsgSdOnXCyy+/bDCAlJWVoayMPaFYWFhoVrvNVVpaqlGm8de6Zf2KNDwu0UxlAkYGHo8HF5enb3ESifytXvWa4joDBoaynnj7+WH8lKlwVZuvkDwJTAKV6wIAO3fuxMmTJ5Gfnw8PDw+88MILGDZsGEJDQzn8hNpJpVIwjASy6nIjajPg83hG7cq/V15rdDAVCARoxOMZzEC7qaQYbq6eRt6VmMvmyzFKSkoglUrRqFEj1vWAgAD8/fffWh+Tm5uLX375BXv27DHqOTIyMrBmzRpzm2pRn332mUZ57dq1dmoNMcXjkhL0k+rKL8IAUi3DNtquGeHH0kfy8z3UAkBBQQEAaFzPy8tDUlISoqKiIJVKsWLFCsyaNQubN2826fltgccD8CStC99DoHMX9qMTd+FSyQe0bFwm9sU5gBQUFOC///0vbt26pXVF1hdffGFSQxiG0ZpgTiQS4eOPP8batWvh6WncJ4vk5GQMHDiQda2wsBBJSUkmtc0S1Bce3L59204tIXUCx7PYNm3axCovWbIEsbGxuH79Olq1amVWUwQCAXgSBnx3zTlPdVJxica8D3FenALIxYsXMXz4cISEhODWrVsIDw9HeXk5/vnnH4SEhKB58+YG79GwYUMIBAIUFxezrotEIo1eCQBcu3YNRUVFGDp0qPKaVCrFuXPnsG3bNly4cEHjMb6+vvD1dazMpM2aNWMFEWNeK1J/8Z6srDJVebl8uEnbQhdCLIXTMt6lS5filVdewf79+8EwDBYvXoyjR4/i22+/BY/Hw5gxYwzew83NDREREawJZZlMhtOnT6Ndu3Ya9aOiorBv3z7s2bNH+RUZGYmBAwfihx9+4NJ8u/rwww/1lglR5eIiMHm5LcMwSEtLQ0xMDH1QIVbFqQdy+fJljB07Fny+PO4ohrA6dOiASZMmYfny5ejWrZvB+4wcORIzZ85EREQEoqOjkZGRAbFYrBx2mjlzJoKDgzF9+nR4eXlprPzy8vKCv78/2rRpw6X5dhUWFgZvb29UVFTAx8cHLVu2tHeTiJNasGABrl69ihUrVti7KcTJcQogPB4Prq6u4PF4CAgIwN27d9GhQwcAQOPGjXVOgqt77bXXIBKJsGrVKhQVFeG5557Dxo0blXtA7t27pwxSzkIkEikDrlgsRklJiVmrsHJycpCdnQ2AnUq6d+/edHxuPbZw4ULk5ORg27ZtBg+tIsRcnAJIq1atcOfOHXTu3Bnt2rXD119/jcjISLi6umLjxo1o1qyZ0fcaNmwYhg0bpvV7W7du1ftYQ993RJmZmRpl1aXM5tC3+ZLUDwzDYOHChcjOzsbWrVvRrFkz5YotQqyFUwAZPHgw7t6Vb/b54IMPMGrUKPTt2xcA4OnpiVWrVlm+hU7i2LFjkEjkSzolEglyc3PNCiAJCQnU0yBKqamp2L9/P7788kt4e3ujqKgIIpEI3t7e9m6azWnLxlvzZHe66h4R+SFKzpvWxRaZiTk9YsCAAcp/t2rVCgcOHMDvv/+O6upqtGvXDgEBAZwbUF/Ex8cjOzsbEokELi4ulNG4jmBtoGMc94zZHTt2AACGDx/Ouj5jxgyzl/HWJa48Hlw8XNG8JTswKIZ52dcD6VRNM5m1kdDb25tyOhkpMTERR44cASCfS0pMTLRzi4gh6stofYUN8aNIvhNdfX6Bx2On6Ne1E10bbXX9tSxp1+fKlSsa1+rjEJafQABhWJhG1oz6eKqmLTITcw4g1dXVOHv2LO7fv6+xkZDH4+Gdd97h3Ij6QCgUIiQkBHfu3EHjxo21/mfpmhgHQJPjdqC+jDZtxQqdO8HVGVuPa11CHAmnAPLLL7/g/fff18jrpEABRDeRSIR79+4BAO7evWtwFRZNjBNCtHGkzMScAsiCBQvw3HPPYc6cOWjevDkdactBZmam8hApqVSqdRWWqRPjIpEIS5cuxaxZsyhBI3FaxVIp602zUiafk/JSWfJfLJXCmh+9SkpKIBWXovLvo4YryyR4XONc2xHUcQog9+7dw5w5c+rVpJyl5Obmgnly9gHDMMjJydG7CotLUMjIyEBeXh4yMjLw/vvvW7LZhDgET09PNFab8C59MswbqnJdCDj9xLiLiwv8ZTKHyEzMKYDExcXhypUriIuLs1Z7nFZgYCArF1ZQUJDe+pmZmfjrr78M7hcRiUQ4duwYAHmQSk5Opl4IcTqNGzd2iInxhg0borCkBl7P9DRYt/zyf/C4RoYtf4oM1q2WMoCoWueZKAqS0mrw+Y4z8sOpf7Vw4UIcP34c69atw2+//Ybr169rfBHtioqK9JZViUQiHDlyBAzDIDs7GyXazqB4IiMjA7InXXmZTIaMjAzLNJgQQgzg1AOpqqpCTU0NvvjiC41ljIp07JcuXbJoA51Fjx49kJWVpXyd9O0DyczMRG1tLQCgtrZWby/kxIkTrPLx48dpGIsQR8DjI8SHj5HRhmdl0k49gLShu84zURQc7WwUTgFkxowZKCwsxNy5c/HMM8/QJDoHin0gtbW1cHFx0bsPJDc3V6OsK4AwamdKq5cJcWSMlH2krUwsX2jC93i6J0b6qAYIsVcLiT6cAkheXh5WrFiBnj0Nj/8RNqFQiF69eiErKwu9e/fWO0/h5+cHsVjMKuvSrVs3VsCJj4+3SHsJMVWtjMHDyqcnMUqffKZRP2iKYQA+nwd3V3e4ClzwbEhr5f6nsBCVifAQ558Yr6s4BZDWrVujqsq664qdWWJiIm7fvm1wF/r9+/dZZX3nuY8YMQLHjx+HTCYDn89HcnKyRdpKiGl4AI8HvtvTXfy1TzYcu7qxd/Z7QL7bPzAwEOXl5UhLS6uXO8brMk4BZN68eZg7dy5CQkLQsWNHa7WJcCAUChEbG4uTJ08iLi6OVmBZ0Zz/m4cHD+QnaboI9KcokTzZ82Oonq66woCGWLQ4lVP7zp07h02bNuHixYsoKirCokWLEBsby+keurBygimvyRdv8Hiqa3EYuLt7sHbV005758UpgIwbNw5isRjDhw+Hq6ur1kyfp0+ftljjnI2x+zUEAoFy06GirI+bmxsAzdxNxLJED0vQIsg2STALHp4wXElNZWUlwsPD8eabb+K9996zWFt0/V4pUhm5u6u+jbjQ72E9wimAJCUl0SE1JuKyX0M1eGgrq9/35MmTAICffvqJ9oHUY927d0f37t0tfl9dR+tSz8LxWTu1PacAYslPNfWNtv0allhum5mZybqvJQ+qIoTUXbZIbW9WOndiPGvt17D0QVWEEOdgi9T2nALIoEGDDA5h7dq1y6wGOStr7deIj4/H4cOHIZVKIRAI6KAqQojNcEpl0qZNG42vwMBA/PPPP3j48CHatGljrXbWed26dWOV9e3XUJ801zeJnpiYyErSSAdVEUJshVMPZMmSJVqvV1RUYMKECejQoYNFGuWMRowYwdrwp2+/Rvfu3ZGTk6Ms0+ZAQhyHtnTuMol84y/fxUP1Iqw1S+AIqe0BC/103t7eGDVqFBYsWIC3337bErd0Snw+X7nhT5/k5GQcO3bMqM2BmZmZrPvSJHr9VVFRgdu3byvLhYWFuH79unKzHjGfrolm5Q76sGCVaxWQH+tkWY6U2t5i4bGsrAxlZWWWup3T4fJGLxQKER8fj5ycHPTo0UPvslyaRCcKFy9exLvvvqssr1mzBgAwefJkWkFpIWPHjtV6XdvEdEpKCsrvaJ5Vby5HSW0PcAwgx48f17hWW1uLGzdu4Ouvv0anTp0s1jBnw/WNPjk5Gffv3zeYmiQ+Pt7oLL/EPMKAhrj1QD4MaYud6Fx16tQJV648fcOifRr2V/hYwjoP5HGNfKjJx409ClEjZYBHNazzQOpCYklOAeTf//43eDyexgoiFxcX9OzZE3PnzrVo45xJfHw8srOzIZFI4OLiYvCNXigU6pxzUtWnTx8cPHgQgHwSvU+fPhZpL9G0aHGq0W/KXN686Y3eOWkbPip6MtTUuBn7e0KXe/LrIY2V1+pCYklOAeToUc1zgN3d3REQEFDvdqjn5OQgOzsbAHD9+nWIxWK8//77+Ne//qX1XHNFOncA4PF4FlstlZWVpVGmISxC7E/bcBeXoaa6kFiSUwBp2rQpAODmzZsoLCxEjZZDTayRSsHRKYamFJ8ktREKhQgJCcGdO3fQuHFji6Ub4XJ2CCGEWBKnAHL9+nVMmzYN169f17oRrj6dSJiQkICEhATk5+dj6tSpAOTJ5Vq2bKm1vkgkUqZlv3fvHkpKSiwSRIRCIe7evcsq1zeqCzgUCf4KCgrg6+sLX19fezaNEKfGKYDMnTsXNTU1WL16NVq3bk0nEgL47LPPNMpr167VqJeZmcna8Gep5bZczg5xdIqFAOZwcaHsPHUNnaJZd3H6a7t06RJWrFhBK31U3Llzh1VWXYevipbb6ufq6oqqqip4eXlxfiz1NOo2xTHPpO7hlMqkWbNmyiECItesWTNWuXnz5lrrxcfHK/9IjFmFZazg4GBWOSTEgdb4cRAUFIR//vkHlZWV9Im0HpHJZLh//77eY5uJ4+IU9mfPno1ly5YhIiJC442Tq+3bt2PTpk0oKirCc889hzlz5iA6Olpr3Z07d2LPnj24du0aeDweIiMjMW3aNERFRZnVBksYO3Ysa/nyuHHjtNZLTExUrmLj8/kWW4X18OFDVrm4uNgi97U1RQ/i7t27qK1l794tKSkBAJSXl2s8ztaMbQuXNjtCXVNY6rXw9vZGo0aNLNs4YhMGA4h6Bt779++jb9++aNq0KRo0aKBR35hsvAcOHEBaWhpSU1MRExODjIwMjBkzBllZWVongc+cOYN+/fqhQ4cOcHNzw8aNGzFq1Cj8+OOPCAoKMvh81qRtFVRMTIxGPaFQiJ49eyIrKwu9evWy2CqsoKAg1jCaeo+kLtE1FOVIyxmNbYu1lms60jJQa7wWpG4xGEDatGnDCiCWyLi7ZcsWDBkyBIMGDQIApKam4tixY9i9ezdGjx6tUX/58uWs8qJFi3Do0CGcOXMG/fv3N7s95lA/5+PYsWM6z/lITEzE7du3LZoxt6ioSG+ZEEKsxWAAMWY3NBc1NTXIy8tjTSDz+XzExcXh/PnzRt2jqqoKEolE57iptrxc1lqdpDgNUFdZlbG7y7no0aMHpTIhhNiFzZc+lJSUQCqVaox5BgQE4O+//zbqHsuXL0fjxo3RuXNnrd/PyMhQJpKzNj6fzzqz3FCmXUtT7HBXrGSh80AIIbbiMGvnjN0DsGHDBhw4cABbt26Fm5ub1jrJyckYOHAg61phYSGSkpIs0lZVnTt3xsmTJ5Xl2NhYiz+HPkKhEL169UJWVhZ69+5tsbkVQggxxOYBpGHDhhAIBBqrhUQikcGVGJs2bcL69euxZcsWtG3bVmc9W+4LUA9i7u7uNnleVdaYWyGEEENsHkDc3NwQERGBU6dOKZMOymQynD59Wm/q8o0bN2LdunXYtGmTQyzfVfjll19Y5VOnTumcRLcWa8yt2JtqskpFVlLFap7evXtrTVhJCLEt2w7YPzFy5EhkZmZi9+7duHHjBubPnw+xWKwcdpo5cyZr5dWGDRuwcuVKfPLJJ2jatCmKiopQVFSEiooKezSfJT4+XnlmuUAgsMsktkgkwuzZs5Xr7Z2NUCislzm+CHF0dpkDee211yASibBq1SrlRsKNGzcq3yTu3bvHmozesWMHamtrMWXKFNZ9HOGkNcUGQalUCoFAYJdhpMzMTPz1119OdZytIlklod4YcVx2m0QfNmwYhg0bpvV7W7duZZVzcnJs0SSTWGuDoLFEIhGOHj0KhmFw5MgRJCYm0kS6E6OeGHEkDrMKqy7r06cPjh8/bpfTADMzM5V7T2QymVP1Qogcl96Yrt4K9VSINdhlDsTZ7N27F5WVldi7d6/Nn1tbll9n4+xzPNZCc0fE2qgHYiaRSIRjx44BkOfBSk5OtukQEtez1usiZ5zjsRaaOyK2RAHETBkZGawhpIyMDJsu47VWll8uQyHWHDahOR5CHBcFEDOpJ1M8fvy4TQOILSbxuQyDWHrIpK7N8SiCqTGrpbjUJdzRfJD1UQAxk/rhR/Y4DMkaO9G5DIVYc9ikrp7kaM+g68xMDQr0GlsHBRAz2TsXFlC3dqJz/dRd1+Z4HCXw1geGggK9vtZHAcRMjpALqy4y9hOhteZ4SN1EQcGxUAAxkyPkwqpLuL4B2HujJiFEN9oHYiZHyIXl7BITE/H8889T74MQB0MBxEyJiYmsAGKpNznaPPeUYo6Heh91S05ODlJSUpCfn4/8/HykpKQgJSXFoVMTEW4ogKhQ/MKr/9Lr+4VXDLHweDyLDrGobp4jpC6jHfHOi+ZAdODyC2/pZbS0ec6x0H4C05iSw4v2xFiHtX6HKYCoMHWFh6WX0da1zXP1CX2Sti56fa3Pkq8xBRAHVFc3zzkrWjpqffQaW5e1Xl+aA3FA8fHxcHGRx/a6sHmOEFI/UQ/EAdHmOeKoaD7INM46x0M9EAdkrZVdhFgSra7iztleM+qBOChrJEgkxFw0V/EUl96Ys75uFEAcVF1KkEhIfedMvQouKIAQQogJ7N2rcIT5KAoghBDiIHQFBUD/hLu9ekAUQAghxAHVhfNOKIAQQoiDcISgwAUt4yWEEGISCiCEEEJMQgGEEEKISSiAEEIIMQkFEEIIISahAEIIIcQkFEAIIYSYpN7sA5FKpQCAwsJCO7eEEELqnpCQEOU5RQr1JoAUFRUBAJKSkuzcEkIIqXuOHj2K0NBQ1jUewzCMndpjU2KxGBcvXkRgYCAEAoFd2lBYWIikpCRs374dISEhdmmDo6DX4il6LZ6i1+IpR3st6nUPxMPDAx07drR3MwDI/yPUI3l9Ra/FU/RaPEWvxVOO/FrQJDohhBCTUAAhhBBiEgoghBBCTEIBxIZ8fX0xefJk+Pr62rspdkevxVP0WjxFr8VTdeG1qDersAghhFgW9UAIIYSYhAIIIYQQk1AAIYQQYhIKIDawevVqhIeHs7769Olj72bZ3bx58xAeHo5t27bZuyl28d1336F///7o0KEDOnTogCFDhuD48eP2bpZdrF+/HoMGDUL79u0RGxuLyZMn49atW/Zull2cO3cO48ePR9euXREeHo7c3Fx7N0mnerMT3d6effZZbNy4UVm2VzoVR5Gbm4vz588jKCjI3k2xm6CgIEyfPh3PPPMMAGDv3r2YNGkS9u7di1atWtm5dbZ19uxZJCUlISoqClKpFCtWrMCoUaNw4MABeHh42Lt5NlVZWYnw8HC8+eabeO+99+zdHL0ogNiIQCBAYGCgvZvhEIqLizF//nykp6djwoQJ9m6O3fTo0YNVfv/99/Htt9/izz//rHcBZNOmTazykiVLEBsbi7/++gsdOnSwU6vso3v37ujevbu9m2EUCiA2kp+fj65du8Ld3R0dOnTA9OnTHSJBmj2kpKRg+PDhCA8Pt3dTHIZUKkVWVhaqqqoQExNj7+bYXXl5OQDAz8/Pzi0h+lAAsYGYmBgsXboUzzzzDB48eIC1a9ciKSkJ+/btg5eXl72bZ1Pbtm1DZWUlRo0aZe+mOIQrV64gMTER1dXV8PLywtq1axEWFmbvZtkVwzBIS0vDSy+9VO96YnUNBRAb6Natm/Lf4eHhiImJQY8ePXDo0CEMHDjQji2zrRs3buDLL7/Ezp07wefT+g0AaNmyJfbs2YOysjIcPnwYs2bNwvbt2+t1EFmwYAGuXr2KHTt22LspxAAKIHbg6+uLFi1a4O+//7Z3U2zqjz/+gEgkwiuvvKK8JpVKsXjxYmzbtg1ZWVl2bJ19uLm5KSfRo6KicOHCBWzduhXz5s2zc8vsY+HChcjJycG2bdsQHBxs7+YQAyiA2EFFRQXu3LlT7ybVe/XqhcjISNa10aNH480336xXPTF9GIZBTU2NvZthcwzDYOHChcjOzsbWrVvRrFkzezeJGIECiA18+umn6NGjB5o0aYIHDx5g9erVEAgEeO211+zdNJvy9fXVSAzn6uqKwMBAtGjRwj6NsqPPP/8cXbp0QZMmTVBZWYkff/wRZ8+exfjx4+3dNJtLTU3F/v378eWXX8Lb21t5BHWDBg3q3TLeiooK3L59W1kuKCjApUuX0KhRI4f70EkBxAYKCwvxwQcfoLS0FEKhEB07dsTOnTvRsGFDezeN2FFJSQlmz56NBw8eoEGDBggPD8fGjRsRGxtr76bZnGK+Y/jw4azraWlpePPNN+3RJLu5ePEi3n33XWV50aJFAIDJkyc73L4QysZLCCHEJLQUhhBCiEkogBBCCDEJBRBCCCEmoQBCCCHEJBRACCGEmIQCCCGEEJNQACFEzerVq9GpUyfOjztw4AB++OEHjevDhw/HlClTzL6/vf3www8IDw9HRUWFvZtCHARtJCREzdtvv61xVocxsrKyUFJSorHxbd68eXBxoT814nzot5oQNSEhIRY9q6V169YWu5exFDm13N3dbf7cpP6gISziVLZv347u3bujXbt2GD9+PE6ePInw8HCcOXMGBQUFWs+Ynj17NqvXoD7EdObMGeU9pkyZgvbt26Nnz57Yvn076x6HDh3C2bNnlefer169GoDmEJY2paWlmDt3LuLi4hAVFYXExET88ccfRv/cijb/+uuvGDRoEKKionDw4EFUVlZiwYIFePXVVxETE4OEhASkpqbi8ePHrMeHh4cjIyMDK1asQOfOnREbG4vU1FSDiR03btyIqKgoHD161Oi2EudBPRDiNI4cOYIFCxYgMTERvXr1wrlz5/DRRx9Z7P4ff/wxBgwYgCFDhmD//v1YsGABoqKiEB0djYkTJ+Lu3bsoLy9XpmI3thdTU1ODkSNHoqysDDNnzoRQKMSOHTswYsQIHD582OgEemKxGLNnz8aYMWPQokULBAUFQSwWQyqVYtq0aRAKhbh37x6++uorTJ06VeMY2S1btqBz585YtmwZrly5ghUrVqBJkyYYO3as1udbu3Yt0tPT8eWXX+Lll182qo3EuVAAIU7jq6++wssvv4zU1FQAwMsvvwyRSIT//Oc/Frl/v379MHHiRADASy+9hNzcXBw+fBjR0dFo3rw5/P39wTAM2rVrx+m+e/fuxbVr17B//35lVuK4uDj06dMHmzdvxqxZs4y6jyKA9OrVi3Vd8XoAgEQiQWhoKN555x3cvXsXTZo0UX6vadOmWLJkCQD5a/fbb78hOztbawBZsWIFtm7divT09Dq5IIBYBg1hEacglUpx6dIl9OzZk3W9d+/eFnuOLl26KP/t6uqKFi1aoLCw0Oz7nj59GhEREQgNDYVEIoFEIgEAvPjii7h48aLR9+HxeKzTLxX27NmDAQMGoH379oiIiMA777wDALh16xarnurPB8jnbrT9fEuWLMG3336LTZs2UfCo56gHQpyCSCSCRCJBQEAA67p62RzazjKxxOFPJSUlOH/+PCIiIjS+17x5c6Pv4+fnBzc3N9a17OxszJo1C0OHDsW0adPg7++PoqIiTJo0CdXV1ay62n4+9ToAcPjwYURERCA6OtrothHnRAGEOAWhUAgXFxc8fPiQdV21rFiRVFtby6pTWlpq9fbp4+fnh8jISMyfP1/je+oBgausrCzExMSw7n327Fmz7vnVV19h/PjxmDVrFpYtW0bn29dj9D9PnIJAIMCzzz6rsRooOztb+e+AgAC4urrixo0bymsVFRU4f/68Rdqg6xO7IbGxsbh9+zaaNGmCqKgo1ld4eLhZbRKLxRpBaN++fWbds23bttiwYQNyc3Pr7dntRI56IMRpjB8/HpMnT8a8efPQu3dvnDt3Dj/99JPy+3w+HwkJCfj666/RpEkT+Pr6YvPmzRY7MrVly5Y4evQojhw5guDgYAQFBSE4ONjg4wYMGIDMzEwMHz4co0aNQrNmzVBaWoo///wTgYGBGDFihMltiouLw4IFC7Bu3TrExMTg+PHjOH36tMn3U4iOjsb69esxZswY+Pj4GD3RT5wL9UCI0+jduzc+/vhj5ObmYtKkSfjrr7+wePFiVp25c+eiQ4cOSE1NxYIFC/D666+jc+fOFnn+d955B126dMFHH32Et956Czt37jTqce7u7vjmm28QFxeH1atXY/To0Vi8eDH+/vtvREVFmdWmxMREjBo1Ct988w0mT56Mu3fvYvny5WbdU+HFF1/E6tWrsXXrVqxZs8Yi9yR1Cx1pS5za1atX0b9/f3zzzTe0YogQC6MeCCGEEJPQHAghDk4mk0Emk+n8vkAgAI/Hs2GLCJGjISxCHNzq1av1zjHQ8ByxFwoghDi4+/fv48GDBzq/37JlS/j4+NiwRYTIUQAhhBBiEppEJ4QQYhIKIIQQQkxCAYQQQohJKIAQQggxCQUQQgghJvl/jfX9dCLBFJQAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.boxplot(data=df_ham_score_d2,x='quintile_rank', y='human_logcounts', hue='quintile_auc_de')" ] }, { "cell_type": "code", "execution_count": 588, "id": "d285502c", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 588, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "sns.boxplot(data=df_ham_score_d2, x='quintile_auc', y='auc_de', hue='quintile_human_logcounts',palette='hot')\n", "\n" ] }, { "cell_type": "code", "execution_count": 604, "id": "e7c923ce", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 604, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.boxplot(data=df_ham_score_d2, x='quintile_score', y='auc', hue='quintile_human_logcounts',palette='hot')\n", "\n" ] }, { "cell_type": "code", "execution_count": 605, "id": "2db9886f", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 605, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.boxplot(data=df_ham_score_d2, x='quintile_score', y='auc_de', hue='quintile_human_logcounts',palette='hot')\n", "\n" ] }, { "cell_type": "code", "execution_count": 597, "id": "4ac23af1", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 597, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.boxplot(data=df_ham_score_d2, x='quintile_score', y='auc_de', hue='quintile_human_logcounts',palette='hot')\n", "\n" ] }, { "cell_type": "code", "execution_count": 581, "id": "c9c554df", "metadata": {}, "outputs": [ { "ename": "KeyError", "evalue": "'score'", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mKeyError\u001b[0m Traceback (most recent call last)", "\u001b[0;32m~/.conda/envs/hicexplorer/lib/python3.8/site-packages/pandas/core/indexes/base.py\u001b[0m in \u001b[0;36mget_loc\u001b[0;34m(self, key, method, tolerance)\u001b[0m\n\u001b[1;32m 3079\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 3080\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_engine\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcasted_key\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 3081\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0mKeyError\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0merr\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32mpandas/_libs/index.pyx\u001b[0m in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[0;34m()\u001b[0m\n", "\u001b[0;32mpandas/_libs/index.pyx\u001b[0m in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[0;34m()\u001b[0m\n", "\u001b[0;32mpandas/_libs/hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[0;34m()\u001b[0m\n", "\u001b[0;32mpandas/_libs/hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[0;34m()\u001b[0m\n", "\u001b[0;31mKeyError\u001b[0m: 'score'", "\nThe above exception was the direct cause of the following exception:\n", "\u001b[0;31mKeyError\u001b[0m Traceback (most recent call last)", "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mdf_ham_score_d2\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'score'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", "\u001b[0;32m~/.conda/envs/hicexplorer/lib/python3.8/site-packages/pandas/core/frame.py\u001b[0m in \u001b[0;36m__getitem__\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m 3022\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mnlevels\u001b[0m \u001b[0;34m>\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3023\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_getitem_multilevel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 3024\u001b[0;31m \u001b[0mindexer\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 3025\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mis_integer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mindexer\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3026\u001b[0m \u001b[0mindexer\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mindexer\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m~/.conda/envs/hicexplorer/lib/python3.8/site-packages/pandas/core/indexes/base.py\u001b[0m in \u001b[0;36mget_loc\u001b[0;34m(self, key, method, tolerance)\u001b[0m\n\u001b[1;32m 3080\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_engine\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcasted_key\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3081\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0mKeyError\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0merr\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 3082\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0merr\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 3083\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3084\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mtolerance\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mKeyError\u001b[0m: 'score'" ] } ], "source": [ "df_ham_score_d2['score']" ] }, { "cell_type": "code", "execution_count": 218, "id": "293ba583", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 218, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.violinplot(data=df_ham_score_d2, x='quintile_auc', y='auc_de')" ] }, { "cell_type": "code", "execution_count": 216, "id": "dd57303b", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
GeneIDEnsembl_gene_identifierSymboltype_of_genegenehuman_countschimp_countsgorilla_countsrhesus_countsmarmoset_counts...rhesus_logcountsmarmoset_logcountsgene_id_exp_fileauc_deaucgenesavg_rankquintile_rankquintile_aucquintile_human_logcounts
01ENSG00000121410A1BGprotein-codingA1BG0.7972670.5692390.8477420.7540780.861490...0.8574220.857958ENSG000001214100.9442790.729938ENSG000001214100.612127524
114ENSG00000127837AAMPprotein-codingAAMP0.7052990.3923160.6421040.5364430.534037...0.4782440.471692ENSG000001278370.9101830.758164ENSG000001278370.924227119
215ENSG00000129673AANATprotein-codingAANAT0.7535790.6705730.9382260.6961600.984183...0.8493630.813062ENSG000001296730.9602320.761651ENSG000001296730.623898415
319ENSG00000165029ABCA1protein-codingABCA10.8382530.6155750.9160650.6226840.725229...0.8118490.779072ENSG000001650290.7089200.626928ENSG000001650290.900721244
420ENSG00000107331ABCA2protein-codingABCA20.8991540.7125860.9004170.7597370.948100...0.8319910.779529ENSG000001073310.9705510.766895ENSG000001073310.904047213
..................................................................
13460100652824ENSG00000182329KIAA2012protein-codingKIAA20120.8713270.8273920.8831150.8762510.847562...0.9032170.882986ENSG000001823290.7491450.680189ENSG000001823290.638703432
13461100885848ENSG00000267060PTGES3Lprotein-codingPTGES3L0.7401630.7909950.8883040.8666840.877523...0.7980220.826846ENSG000002670600.9530820.750098ENSG000002670600.670852423
13462101060200ENSG00000214029ZNF891protein-codingZNF8910.7183390.4607110.6178570.4133130.641676...0.6159080.596141ENSG000002140290.8567010.710695ENSG000002140290.828691336
13463101928601ENSG00000269964MEI4protein-codingMEI40.7880590.4790220.8505760.5774060.801189...0.7642760.739038ENSG000002699640.5645070.469152ENSG000002699640.520822555
13464102157402ENSG00000085231AK6protein-codingAK60.7427980.3469350.6165540.3705420.612994...0.3298140.319229ENSG000000852310.6967120.537353ENSG000000852310.307587559
\n", "

13465 rows × 23 columns

\n", "
" ], "text/plain": [ " GeneID Ensembl_gene_identifier Symbol type_of_gene gene \\\n", "0 1 ENSG00000121410 A1BG protein-coding A1BG \n", "1 14 ENSG00000127837 AAMP protein-coding AAMP \n", "2 15 ENSG00000129673 AANAT protein-coding AANAT \n", "3 19 ENSG00000165029 ABCA1 protein-coding ABCA1 \n", "4 20 ENSG00000107331 ABCA2 protein-coding ABCA2 \n", "... ... ... ... ... ... \n", "13460 100652824 ENSG00000182329 KIAA2012 protein-coding KIAA2012 \n", "13461 100885848 ENSG00000267060 PTGES3L protein-coding PTGES3L \n", "13462 101060200 ENSG00000214029 ZNF891 protein-coding ZNF891 \n", "13463 101928601 ENSG00000269964 MEI4 protein-coding MEI4 \n", "13464 102157402 ENSG00000085231 AK6 protein-coding AK6 \n", "\n", " human_counts chimp_counts gorilla_counts rhesus_counts \\\n", "0 0.797267 0.569239 0.847742 0.754078 \n", "1 0.705299 0.392316 0.642104 0.536443 \n", "2 0.753579 0.670573 0.938226 0.696160 \n", "3 0.838253 0.615575 0.916065 0.622684 \n", "4 0.899154 0.712586 0.900417 0.759737 \n", "... ... ... ... ... \n", "13460 0.871327 0.827392 0.883115 0.876251 \n", "13461 0.740163 0.790995 0.888304 0.866684 \n", "13462 0.718339 0.460711 0.617857 0.413313 \n", "13463 0.788059 0.479022 0.850576 0.577406 \n", "13464 0.742798 0.346935 0.616554 0.370542 \n", "\n", " marmoset_counts ... rhesus_logcounts marmoset_logcounts \\\n", "0 0.861490 ... 0.857422 0.857958 \n", "1 0.534037 ... 0.478244 0.471692 \n", "2 0.984183 ... 0.849363 0.813062 \n", "3 0.725229 ... 0.811849 0.779072 \n", "4 0.948100 ... 0.831991 0.779529 \n", "... ... ... ... ... \n", "13460 0.847562 ... 0.903217 0.882986 \n", "13461 0.877523 ... 0.798022 0.826846 \n", "13462 0.641676 ... 0.615908 0.596141 \n", "13463 0.801189 ... 0.764276 0.739038 \n", "13464 0.612994 ... 0.329814 0.319229 \n", "\n", " gene_id_exp_file auc_de auc genes avg_rank \\\n", "0 ENSG00000121410 0.944279 0.729938 ENSG00000121410 0.612127 \n", "1 ENSG00000127837 0.910183 0.758164 ENSG00000127837 0.924227 \n", "2 ENSG00000129673 0.960232 0.761651 ENSG00000129673 0.623898 \n", "3 ENSG00000165029 0.708920 0.626928 ENSG00000165029 0.900721 \n", "4 ENSG00000107331 0.970551 0.766895 ENSG00000107331 0.904047 \n", "... ... ... ... ... ... \n", "13460 ENSG00000182329 0.749145 0.680189 ENSG00000182329 0.638703 \n", "13461 ENSG00000267060 0.953082 0.750098 ENSG00000267060 0.670852 \n", "13462 ENSG00000214029 0.856701 0.710695 ENSG00000214029 0.828691 \n", "13463 ENSG00000269964 0.564507 0.469152 ENSG00000269964 0.520822 \n", "13464 ENSG00000085231 0.696712 0.537353 ENSG00000085231 0.307587 \n", "\n", " quintile_rank quintile_auc quintile_human_logcounts \n", "0 5 2 4 \n", "1 1 1 9 \n", "2 4 1 5 \n", "3 2 4 4 \n", "4 2 1 3 \n", "... ... ... ... \n", "13460 4 3 2 \n", "13461 4 2 3 \n", "13462 3 3 6 \n", "13463 5 5 5 \n", "13464 5 5 9 \n", "\n", "[13465 rows x 23 columns]" ] }, "execution_count": 216, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_ham_score_d2" ] }, { "cell_type": "code", "execution_count": 166, "id": "7087d05f", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 166, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.regplot(data=df_ham_score_d2, x='auc_de', y='human_logcounts')" ] }, { "cell_type": "code", "execution_count": 168, "id": "a921d410", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 168, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.scatterplot(data=df_ham_score_d2, x='auc_de', y='auc', hue='human_logcounts')" ] }, { "cell_type": "code", "execution_count": 106, "id": "1107fe7f", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 106, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.scatterplot(y=d2['auc_de'], x=d2['auc'])\n", "\n" ] }, { "cell_type": "code", "execution_count": 144, "id": "77ac7f3d", "metadata": {}, "outputs": [ { "ename": "AttributeError", "evalue": "module 'seaborn' has no attribute 'polyplot'", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mAttributeError\u001b[0m Traceback (most recent call last)", "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0max\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0msns\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpolyplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0md2\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0md2\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'avg_rank'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m>\u001b[0m\u001b[0;36m0.9\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'auc_de'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'auc'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 2\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0max\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mset_xlim\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0.45\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0max\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mset_ylim\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0.45\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mAttributeError\u001b[0m: module 'seaborn' has no attribute 'polyplot'" ] } ], "source": [ "ax = sns.polyplot(data=d2[d2['avg_rank']>0.9], y='auc_de', x='auc')\n", "\n", "ax.set_xlim([0.45,1])\n", "ax.set_ylim([0.45,1])\n", "\n", "x0, x1 = ax.get_xlim()\n", "y0, y1 = ax.get_ylim()\n", "lims = [max(x0, y0), min(x1, y1)]\n", "ax.plot(lims, lims, '-r')\n" ] }, { "cell_type": "code", "execution_count": 143, "id": "9fe7385a", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 143, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYsAAAEKCAYAAADjDHn2AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAABP/ElEQVR4nO2deXycdbX/3+d5ZsmepktaaMtSKJRFEKgI/hAqooJeQBS94HVjkbIJV0VFr4KCC6ssgtAiCFy8oFaRqiyyGIvSQhcotCVATZGupEuabfbn+f7++M5MJ/vSTCaTnPfrlTYz88zMeSbJ9zzne875HDHGoCiKoii94RTaAEVRFGXko85CURRF6RN1FoqiKEqfqLNQFEVR+kSdhaIoitIn6iwURVGUPsmrsxCR+0SkUURW9fC4iMjtIrJWRF4VkSPzaY+iKIoyOPIdWdwPnNzL46cAM9NfFwB35dkeRVEUZRDk1VkYYxYBO3o55HTgQWNZAowTkT3yaZOiKIoycAIFfv+pwPqc2xvS923ufKCIXICNPigvLz9q1qxZw2KgoihKUZNKwYYNsH07y2GbMWbSYF6m0M5CurmvW/0RY8x8YD7A7NmzzbJly/Jpl6IUDXX1jcxb1MD6pgjTa8qYe/wM5syqLbRZykhgwQK45BLYuRO++13kJz/592BfqtDVUBuA6Tm3pwGbCmSLoowo6uobOXv+Eo67/jnOnr+EuvrGbo+5auFqGltjjCsN0tga46qFq7s9VhlDbN4Mn/40fOYzMHUqLFsGP/7xbr1koSOLhcClIvII8H6g2RjTZQtKUcYSdfWNfP+xVaxviiJAyBXaYknmPrSccMBe3wVd4YDJVTS1x0l6HtvbUiQ8n5DrUFUaYN6iBo0uxiLGwP33w9e/DtEoXHcdfOMbENj9pT6vzkJEHgbmABNFZANwNRAEMMbcDTwOfBxYC0SAc/Jpj6IUkrr6Rq5/sp6Gbe0AVIQcoilDLOnZA9IbsH7OcwwQ9wzxaAqAeGrXo4sbtnd5j6TnEUl4tMVS+TgFZSTz9ttwwQXw9NNw3HHwy1/CgQcO2cvn1VkYY87u43EDXJJPGxRlJFBX38hFDy0jmtqVkstd+IcSA7TGPU65dREtsSQBx+Fjh0zhu584KC/vpxQYz4M774TvfhdE7PcXXgjO0GYZCr0NpShFTSa5/Oa7LSQ9QyjgMLE8hIjQGk9RGQ5gjOHNd9vIj2vomTfebUUAz8D85xtoiyX5yacPG2YrlLzy+utw3nmweDGcfDLMmwd77ZWXt1JnoSiDJJNcTqQ8WtLbPm2xFE3tCcBe5G0Ybg+Rg9+prnDBig189JApmssYDSSTcMMNcM01UFEBDz4In/+8/aXLE+osFGUQ1NU3ctkjL9OeSGGMrQE3pPMNmUV6hA2hTPlGE9+jgeXL4dxz4dVX4bOfhdtvh8mT8/62hS6dVZSi4/Zn3mTuQ8tpiaXwfHsF75muV/IjDd/AW++2FNoMZbBEo3DllfD+90NjIzz6KPzmN8PiKECdhaIMiLr6Ru6s+xd+kc6ub4172oNRjCxaBIcfDtdfD1/+MqxZA5/85LCaoNtQitILnbuj1+9oz1sV03AwvjyoW1HFREuLjSbuugv22ceWxZ50UkFMUWehKN2Q6Yl4s7GNoCtMrgyzblsbW1rihTZt0ARdYUJ5mA1NkUKbovSHxx+3JbAbNsB//zf86EdQXl4wc9RZKEonshIaLTFcAePD+qboSMtXDxjPN0STHtNqygptitIb27bB174GDz0EBx8ML7wAxxxTaKs0Z6EonZm3qIGgK3jG4DiCbwy+sUoKxU7SM8w9fkahzVC6wxj47W+tg3jkEfj+92HFihHhKEAjC0XpwpvvthBL+qQ8Q8o3I64EdrC4Ilxz2iGarxiJbNoEF18Mjz0GRx0FzzwDh42sBkqNLBQlh9ufeZMdkSTtCavXZEaJrxhfFmT2PuPVUYw0jIF777XRxFNP2Ua7JUtGnKMAjSwUpYNkx472JCLWQYwGJ5GhNZ7S7aeRRkMDfOUr8NxzcPzxVvhv5sxCW9UjGlkoY5pMMnvdtjaaIknbhW3slo2TP+WEYSfljSbXV+R4HtxyCxx6KCxdCnffDX/724h2FKCRhTIG6G2S3LxFDSRSHtvbEx06sD1jCLkOSc8fFRFGOOBof8VIYPVqK/z34ovwiU9YRzFtWqGt6hcaWSijmr4mya1vitAaS+HQNZIYLY5CgMlV2l9RUBIJK/p3xBGwdi38+tfwpz8VjaMAdRbKKCdTBlsWCiBi/w+6wrxFDQBMrykjnvIR6ToQfjQ4CoDayjAB19H+ikKxdCnMng1XX21Hnb7+Onzuc3lViM0H6iyUUc36pgilQTd7uzWWZPPOKC+9vYOz5y/h2BnjcR0h6fkjXgiwv+RGSK4jVJQEtL+iEEQi8M1v2j6J7dttWezDD8OkSYW2bFBozkIZNXSXm5heU0Zja4yyUIDWWJJNO2OkfKvttPTtHax4p4kjp1ezeF1Tga0fOgKOQ01ZkOaoTdjXVpZ0yNMow0BdHZx/PvzrX3bU6Q03QHV1oa3aLdRZKKOCTG4i6EqH3MSZR05lwYqNRBIpGltiHfIQxhgMhhdHkaOwGJqjSWqrSrQJb7hpboZvfQvmz4f99rNlsR/6UKGtGhJ0G0oZFfSUm1jcsIMzj5zK1tY4keQuR5HZLvZ8hn3cab5JeIZYyqc9nmTeogaVJB8u/vxnOOQQ2y/xjW/Y4USjxFGAOgtllNA5NwFQGnR5q7GVBSs2Mqky3OGx0dKZ3RuO0KX6S8kDW7fahPWpp0JNjZ2HfdNNUDa6CgrUWSijguk1ZUSTXof7okmPRMq3ooCjJXs9ALa3J7tUfylDiDE2YX3wwbBgAfzgB3bk6dFHF9qyvKDOQhkVzD1+BknPEEmkMMb+n/QMQVdIeT7v7Bh7PQYZ/1gadLXHYqjZsAFOO81GFDNmWHXYq6+GUKjQluUNdRbKqGDOrFquOe0QaitLbHK30iZ3J1WE2bgzNmrKYgdCpoRWZ1gMIb5vk9eHHALPPgs332znTRx6aKEtyztaDaWMGubMqu1S+XP9k/WAbbgba/5iQnkwG2Fpj8UQsHatFf6rq7OJ63vusRVPYwR1FsqIpTdNp/7SGk8xdVwJm3ZGSY62sqdemFAWoCQY0B6LoSCVgltvtcOIQiHrJM47r+g6sHcXdRbKiKSnvolroN8LX119Iy3RJO2JFN4odxSZyCnoCl/90P5cdtIBhTZpdPDaa9YxLF1qq53uugumTi20VQVBnYVScLqLIHL7JgDKQgEiiVS/lFPr6hv53qOvsqE5PhzmjwgOnWq7gyOJFIsbdnBZge0peuJx+MlP7FdNjR1z+tnPjrloIhd1FkpByY0gXIGX1zdx3oPLEGDquJIOx/anqqeuvpErFqxkW1sij1aPPFqiSapKg1r5NBS8+KKNJlavhv/6L7sFNXFioa0qOOoslIKSiSBSnmFTcwwH6zSSnmHjzhggVJUGga5VPT1FJE3tY8tROMCm5igAAVe08mmwtLfbvMStt9qtpj//2c6cUAB1FkqBWd8UYVxpkHXN7XamhCMYwE2XLq3fEQGxPQMicNjUKurqG7n+yXrebGzDFcAYNjdHWfFOE+Az1obC+YBjDO+2xrIJbWWAPPusrXRatw4uugiuuw6qqgpt1Ygi730WInKyiLwhImtF5MpuHq8RkUdF5FUReUlERn/BspIl03md8PzsdrAxEHAE3zf47GoucwT++MpmLv/Ny6zb1o5gSHiGhG9/kX1jiKcKdSaFJeXbz02FAwfIzp3WSZx0EriuLYv9xS/UUXRDXp2FiLjAncApwMHA2SJycKfDvgu8Yow5DPgicFs+bVJGFpnOa9cRfGPwjcHzDam0owBb6SOAK/bXtSWaIuUbUjkVTinfzs0eyxy5V406ioHw2GNWquO++6xS7KuvwgknFNqqEUu+I4ujgbXGmAZjTAJ4BDi90zEHA88CGGPqgX1EZHKe7VKGkbr6Rs6ev4Tjrn+Os+cv6SBql+m83md8GZ4xaacAJqeFzqS/Eml5cQOkOrVkGyCWGuX1sX2g20/9pLERzjoLPvlJm7h+8UW4/nooLS20ZSOafDuLqcD6nNsb0vflshL4FICIHA3sDXQZTCsiF4jIMhFZtnXr1jyZqww1fc3ABuswnvzaCdz7xfdxxF41JH0z6vsihpqQKxpV9IUx8NBDcNBB8OijcO21sGyZHXmq9Em+nUV3+wKd04/XATUi8grwVeBloMvOszFmvjFmtjFm9qQiHUs4FulrBnYuc2bV8vAFxxAOqGTZQMlUjCk9sH49/Md/wBe+AAccAC+/DN/73qgW/htq8v1XuQGYnnN7GrAp9wBjTIsx5hxjzHuxOYtJwLo826UME53nTLREk2xpjmVnYHc3ZyE51sqZ+ol0+l6wFWIhV5hZW1kgq0Y4vm+7rg8+2Cavb70V/vEPe1sZEPl2FkuBmSKyr4iEgLOAhbkHiMi49GMA5wOLjDEtebZLGSZy50y0RJNsao6S8HzCrnTZksrkNjrnIxQIBxwmV4WzOZ2gK+lGRqG6NKj5iu54802YMwcuvhiOOQZWrYLLL7dVT8qAyauzMMakgEuBp4DXgd8aY1aLyIUicmH6sIOA1SJSj62aujyfNinDS+6ciW1tVn5DEGqrSjpsSdXVN/LNBSt5sWF7gS0emSQ9n3DAZXJVmFDAQUQQEWbWVnDjmYdrviKXVApuuAEOP9xWON17L/z1r7DvvoW2rKgRY4rvKm727Nlm2bJlhTZD6SeZTuuX3t5B2LWOorLE7rEbY2iOJqkIB3irsU2jim4IOoIjQsAVJlaE2NISZ1JleNBKvKOalSvh3HPtMKJPfhLuvBP23LPQVo0YRGS5MWZQGX3NJCp5J5O4Pnqf8ewxrjTrKGCXhEfDtvbssB5lFyIQcB1E7Ge1cWcMgR4ry8Ys8biV6pg9206x+93v4A9/UEcxhKizUIaNnkaf6n57Lxi7BeXn7ABMqS7ps7JsTPHCC3DEEfCjH9kxp2vWwJlnjmmF2HygzkIZFjJbUe3xJFtb42xpiWVHn86ZVcu+E8rG5OjTvsg0ICY8gyvC1HElHSKzMa0y29ZmE9bHHWdFAJ94Ah54ACZMKLRloxIVElTyTq4M+R7VpUSTXjaimDOrNruNovmKngm6wv6TKkh06lYcs/O1n34aLrgA3n4bLrkEfvpTqNTy4XyizkLJK3X1jVz2yMtEEh7hgMPEijBVpcHsICOAqxaupiU6tmTF+4sjEAo4JD0fY0x2G6806HZwumOGpib4xjfgV7+yzXWLFsEHP1hoq8YEug2l5I1MRNEas8J/7QmPf++I8O9tbdntk+ueeJ3G1hg7o2NULrYPfAPxlE9AhPaExzWnHUJtZQnN0WSHbbwxwaOP2ma6Bx+EK6+0lU/qKIYNjSyUbulusFB3i1Jvx81b1EBbLNlF36Ul7tGwtY29xpfx1ta2MacWmznb/m66GQNxz2CMYc6s2rHjHDJs2QJf/SosWADvfS/85S9w5JGFtmrMoZGF0oX+iP/157j1TRGaIslu3yOS9GmLpwg6TodKn7FARjl3oLzbGh9bZbLG2IT1wQfDn/5k52G/9JI6igKhzkLpQn/F//o6bnpNWa+L4ta2BJUlLmNcWbxfhFw772PMlMn++99wyinw5S9bldhXXoHvfAeCKphYKHQbSulCZtRpLt2VaGaOa43ZctiE5xN0hOaojSbmHj+DJQ3be3QY8ZTP9nb1FH1hBQOFsCOjv0zW9+2kuivTQzV//nOr7eTodW2h0Z+A0oG6+kZaoknqt7TSsLWNlvTC312J5vSaMra3x9m0M0bKt9Pukr6hNZairr6RObNq+eR79+j1/bRath+I3ZGpLguO7jLZN96A44+3+Yn/9/+s8N+ll6qjGCFoZKFkyeQgysMu0YSdi72pOUo85REKuF1KNOceP4O5Dy3HYHAQjA+ebzAC59y/lIArBBwh4KBbTQPEgexY2ZAjjK8IEnS7/gxGBckk3HQT/PCHUFYG998PX/yidmCPMNRZKFkyOYjq0hLCAZetrXFiKY9IwuO6Tx3WpQpnzqxaKsIusaRPwvOzYWqmuS7pGZ1NMQjCAYfKkgATy0OICG3xFNNGq2jgyy/DeefZ/8880247TZlSaKuUblBnoWTJzVVUlgSpLAlmVWF7WqQOmFxFY2uMslCAN7e0jIhtpYAjRdsNHnaFaTWl1FaW8PAFxxTanPwRi8E111gp8YkT4fe/h099qtBWKb2gzkLJMr2mLLvwZ8jNVWR6Kt5qbCWR8gm6km0Qa4+niI+QKKJYHQXAlOrS0a/39I9/2GjizTfhnHPg5puhpqbQVil9oJkjJUtvqrCZfMbb29tojiSJJj1aYimaIgkEaNEO7N1CADet0T5q9Z5aW23C+oMftJLiTz0F992njqJIUGehZJkzq7ZHOYlMPqMlmgKBVDofsaUlTnM0SdLzdR7FIHAl/UcotjhgfVOE5mhy9CWyn3oKDj3UlsVedpmtdProRwttlTIAdFKe0iO5Uh5bW+NMqQqzMV0m2x0hV0h6ZlDdyWOV2ooQOyJJW0WWvs8WGQSZWVtZ/EntHTvga1+zek6zZtkRpx/4QKGtGrPopDxlyOks5SHQq6MAmytQRzEw2hMeriOUBF0CjmR1oyLxVPFPwluwwHZf/9//wf/8j614UkdRtKizULols+3k+YZ129pJ+qbPxLFvbHSh9I+gK8RSHmDwfYPnG1wh29xYtJPwNm+2lU2f+QxMmwZLl9opdiUlhbZM2Q3UWSjdsr4pQsrz2dAUJZL08PtZYbTnuFLeM7WafSaUoW6jZxzgP94zhXDAJZ4yJDwfg5X1MAZCrv3TLKrKKGPsnImDD4bHH4frroMXX7RKsUrRo6WzSrdMrylj+b93kPLNgBb9f2+PEM4M68mbdcWLYKOvmvIQz6/dTkBsX4gj6SZG3xAA9qi2V+FFUxm1bp2dXPfMM7ba6Ze/tMOJlFGDRhZKt8w9fgaJdN9ErqR2ZpukJwwQS/mMkJaLEcde48s4YEoVkypLaIunSHiGqeNKCbpOVt3CEagIBzqULo9YPA9uv91WOi1ZAnfeCXV16ihGIRpZKN0yZ1Ztt5pOngHBMG1cCdvaEnjG7rVjdmkZKT2zYWeUQHMUH1t+nOt2XUcIYnM/zdHkyJf4eP1121y3eLGVE7/7bthrr0JbpeQJdRZKt9TVN+IgdDemx8HKi1eUBKguDbJuW7s6in7i+QYfq/+UxFaPbdgZJSCCK4JnDI4jXHv6oSPXSSSTVqbjmmugogL+93/hv/5Lhf9GOeosxjCdR6IeO2M8T6zawtrGNpK9JLSDrkNVaZCQ69AWT40IPahiIrOtl9Gw8nxDMCikPPu9I4bLHnmZ2886YuQ5jOXL4dxz4dVX4bOftcJ/tSPMRiUvqLMYo9TVN3LFgpW0xVN4vqGxJcbihu0dpLF7Ip7yadjargns3cEYptWUsr4piuebrKMIuDbZHUl4XLVwNdfAyHAY0Sj84AdWSnzyZHj0UfjkJwttlTKMaIJ7jHLdE6+zM5LE+IAhm8zuz3bSYGdIK7vwsZWmQVcoCTiEAw6hgEPAccAI4YAzcnosFi2Cww+3W0/nnANr1qijGINoZDGGyN122rgzihjw0K7rQiDAu60xKsIBBNgRSRBwBN8HH8PEipLC91i0tNjxpnfdBfvua8tiP/zhwtmjFBSNLMYIneU7TLp6SR3FwBiKFK5geypiSZ9JFWG+cMzelIcCeD4EXGHP6lKqSoOF7bF4/HFbDnv33Vbb6bXX1FGMcfIeWYjIycBtgAv80hhzXafHq4GHgL3S9txkjPlVvu0qVjonpftbWnn9k/U0tsTwjCHk9lTnpPTF7n5mgi0ach0h6AgJz2fBio2cf9y+LFixkaArlAbdwvVYbNtmncNDD9lO7BdegGNG8RAmpd/kNbIQERe4EzgFOBg4W0QO7nTYJcAaY8zhwBzgZhEJ5dOuYqVzdNBfobm6+kbebGzDNwY3XYGjjmL3GGyEYbCOQhBqq0qy+k+LG3b0KA8/LBgDv/mNdRCPPAJXXQUrVqijULLkO7I4GlhrjGkAEJFHgNOBNTnHGKBSRASoAHYAOkmnGzLifplJdmUh2+U7b1FDt4tKJgpZ8U4Txhh8BBfB87UrYncIOIJvDAFHwHRV2y0JOMRyuhlFrHMJOkLcMwQd6ygqS+wI20xuYs6s2sJUPm3aBBddBAsXwuzZNjdx2GHDb4cyosl3zmIqsD7n9ob0fbncARwEbAJeAy43xnRZzUTkAhFZJiLLtm7dmi97RzTrmyKUBt0O9/WUBM2NQnxjO4VTviHp+XhFOMNkJBFwBd/s0nJCOkYanT/foOOk5TyEqpIAe4wrzToKKKD+kzFWw+ngg+Gvf4Ubb7Td2OoolG7It7PoLlrvvFJ9DHgF2BN4L3CHiFR1eZIx840xs40xsydNmjTUdhYF02vKiCa9Dvd1t9DU1Tdy2SMvs2lnlC3NMRtVpD/1lG+0iW43MX7HX+yASLZ5OZO8ziXh+Xi+T9L3Of+4fXscXTusNDTASSfBV75iVWFfew2uuAICWiCpdE++ncUGYHrO7WnYCCKXc4A/GMtaYB0wK892FSW9zcgG6yROuXUR5z24jJZYCjBEEx4pX5PZQ0m8k6Kul+OAO3/OGafiG5g5qYLLTjqgsLkJz4NbbrGVTkuXwrx58NxzsP/+w/P+StGS78uIpcBMEdkX2AicBXyu0zHvAB8GnheRycCBwAjoRBp5zJlVyzXY3MWGpkgHobnstlNLDFdsWWxnEUAlP2Q+5u663zPOwzfQFk9x3PXPDaiKbUhZvdoK/734InziE7Ysdtq04bVBKVry6iyMMSkRuRR4Cls6e58xZrWIXJh+/G7gWuB+EXkNeyH2bWPMtnzaVcz0lATNTrZLVzwFsWWZyvAgWM2seC+f+ZaWOFPHlWSr2IZNyiORsIOIfvQjqK62Y07POkuF/5QBkfcNSmPM48Djne67O+f7TcBH823HaGd9U4RxaXG/eMrH1yT2sGLISXzn+ItMP4sArgjb2hLMmFTRaxXbkLJ0qRX+W7UKzj4bbrsNxmjOT9k9NJtVRPTWkDe9pozGtHxEeyKuI017wBHymuD3DB3mgIjYoiOT/j4T7eVdyiMSsb0St9wCe+xhy2JPPTV/76eMelTuo0joqyFv7vEzaIkmaWyNA5rQzlBbEeI9U6vZb1I506rDSHrrJR/OtD3h4RvrKMIBh7DrEA642T6L3NnaeS2Xrauz5a8332yrnVavVkeh7DbqLIqE3IY8Ecl2/uaqkuaqwQr2KnpSRWhMRxmNbQnebY5SGnQRx2GP6hIO3bOKspBLwJG8fTalQQcfQ8r3cbA/C88YJlaE8lcu29wMc+fChz5kbz/3nE1iV1cP7fsoYxLdhioSMjmJXHK3MuYtaqC6NJgulTU4Ivi+IZLwCAdsHmOsRhtb2xJUlgYpD7lsao6xaWc0uxU1lM7CEQgFHJIpH99AdUmAhGcIBRwmVYQxxtCe8KitLBn6aqg//xkuvBA2b7b9Ej/8IZQVSIRQGZWosygSMjmJjNQHdNzKyDiTSZVh1u+IZOclxD1wZWxvSxng7W3pYU2dZoVnPpeQYxPTg/2cMttMxtgtqOrSIM9/+8TdsLqfbN0Kl18ODz9seyf+8Ac4+uj8v68y5tBtqDxTV9/I2fOXcNz1z3H2/CV9iv71RF8NeZnubmOw+/Jj2Tt0Q1qVo8fhTsm0PPge1WH2mVDWa8ThCJQEHZxuDjIGqsuC+ZfvMMaWwB50ECxYYCOJ5cvVUSh5Q51FHhmsSmx3zJlV22vnb8aZvNtq5T1yVzvRevo+p/tloo6Q67C1Nd7rsacfvge1lSXsO7GcSRXB7PNDrjChIkjQdbvkI4bqogGADRvgtNPgv/4L9tvPqsNedRWEVKxZyR+6DZVHBqoSm6FzieyxM8azuGFH9va1px+afX7usZXhAImkj08nYTsVg+pXyWzSN2xoihJwe7+G2tKS4Ki9qnlqdSORtFZXOOBQWRJgnwkVXfIRmYuGoCsdLhoG3JTn+3DPPfDNb0IqBT/7GVx2Gbhu389VlN1EnUUe6Ssp3R2dF5a3t7fx0ts7mFQRYmJFuMNCA3Q4Npr0ur0iHuuuQoBJFWEa+4gYwPZJSC9eJewKb29v48V18XQkYt1yxiF3l7ge7EVDB9autWWwdXVw4onWacwYZvFBZUyj21B5pL8qsbl0LpFtiaZwBFpjqS4ls92V02YY6w4iFxFwHKgM9/3rLpAdEtUZJ625tbk5jp8ZS2vAdRxcEdriqQ6lzBkGIi3fhVQKbroJ3vMeu910zz123oQ6CmWY6bezEJEDRORZEVmVvn2YiHwvf6YVP30lpTPk7meveKeJVI6+UMLzcXI6f2HXQtPdIqR0xBGorQzTHveIe30fn3GyB+9Rxd7jyygJ2j+RsCvdyo8nfUM06ZHwfJKe6dYBDOaiAbCy4R/4gN12+uhHYc0aOP981XRSCsJAIot7gO8ASQBjzKtYFVmlB/pKSkPXJLgIbNwZozWWpDWWxPMN8ZTB8w0t0SSwa6HpbhHSiKIjvoGJFWGq02XFe48vtRPuesEYaIkmeLclRtLzKQu6GHZVVHX7HMD3DRXhrju7/b1oyBKPw9VXw5FHwttv2zGnf/wjTO08N0xRho+B5CzKjDEvdaqs0fGnfdDXqMzcraTWWBLjG1K+4e3tEVxJX0SmPcCm5ijxlEcosKva5qqFq4kkUpQG3S6OQ7Fs2hkllvSJpmxpcdAVgq50iRIyGGDDzhhBV5g2rpR4ymdLS7zP97G9Fl1fszdp+S4sWWJlxNesgc9/3mo7TZw4sBNWlDwwEGexTUT2I710iciZwOa8WDWGyCTBW2NJNu2MISIEHEPKt8nWEtdhQlmA9oRHLOURSXhc96nDsgtN50XoX1vbC3tCI5AdERuRuQIedivJ7WMnZ58JZR1yQNvb4lk12e4qq8KuMKW6hPZE9w67z/na7e3w/e/DrbfaCOIvf4GPf7yPM1OU4WMgzuISYD4wS0Q2YifafT4vVo0hMp3ZW1vjNhErAuLg4RN0BdcRJleXAvaqtTma7LDoZL7//mOrWNKwvSDnMJLJLOwChAIuKc8nZQw9BBVZNu+MUltVkp2Vvee4UtY3RXFEcMQ6HJN+/ek1ZVSVBokkUtRWlgzcyGeftZVO69bBRRfZ2RNVXSYLK0pB6XfOwhjTYIw5CZgEzDLGHGeMeTtvlo0RMvvZsZQHGHzf4GP1hKBjYruneduX/+Zl1jdFNV/RiYAj2aqm3M+mP+nhpG/YlM4dAQRchwNqK5hZW2GjP1cIODZ5XlkSGJw44M6d1kmcdJKdff33v8MvfqGOQhmR9BlZiMjXe7gfAGPMz4bYpjFFZj/7skdeTov+CRMr7NXpxp1RAo5gjK246bwY1dU3cvGvV2Qbw5SOZJxF0vMQIOX5JPvRoBh0Mw7G2DG1js1vnH74nixu2MGkylSHZsk+8xDd8dhjNop491341rfgBz+A0tLBn6yi5Jn+bENVpv8/EHgfsDB9+1RgUT6MGmvMmVXL7WcdkW2wyySrx5UFmVQRpjma7LIY1dU3csWClWPSUQSdjtPoesIYQ1W6WREDqX52sjvAlOpStrXFiaV8aitLOHbGeBas2NihC3vBio1dqtv65N13bdf1b39rZ04sXAizZ/f/+YpSIPp0FsaYHwKIyF+BI40xrenbPwB+l1frRjkZqY63GltJpHyMsZVQqfSGejDg0Nga44DJVdmI4uz5S1jfFKElmiSaSJFTLDVm6MtRZPIUcc+wpTnOhIoQJa6wodlWNJWkt/hiqe5fKO4ZNjVHcUU4oLaChy84hrPnL9m9Lmxj4Ne/tgqxbW12Hva3vgXBYN/PVZQRwEAS3HsBiZzbCWCfIbVmDJHpr0h6Hk3tiQ4J18zgoqTnE095LHt7O0sathNwhYkVISaUh9ncHMXrx9X1WCR3VkXQFXZGktSUBZk1uYKkb7Jlym9v39VA19npCjYS2doWp66+cVDSLVneecfOmnjiCTj2WLj3XqsWqyhFxECcxf8CL4nIo9i/qzOAB/Ji1Rhg3qIGkp7HlpY4nUvzDbZs1k9X3PjpjGzSM2xvSxIOuDgidK8ENboZeCQluI6VS5lYESbp+UQSKSrCgQ4lsJlZ2RmCrsPEijCBtLRKX/NEusX3Yd48G0H4Ptx2G1xyiQr/KUXJQKqhfgycAzQBO4FzjDE/zTwuIjVDbt0o5q3GVra1Jro4ilwyDxmz6/uE5/Pv7ZEeG8pGAw49K1oM5KwNNjqz23s+bfFUh476inCA8WV2gp6bHrEacKA85DJjUgVVpcFs9DDgLuw334Q5c+Dii+GYY2DVKlWIVYqaAanOGmNWACt6ePhZ4MjdtmiUk8lTbG9L9H1wD4xeN2EdheNIv5PR/SHpGcIBh2k1ZR2a4zJbgTXpooK1jW2kfMPEinD2uZnood9d2Bnp8KuvhpISuO8++PKXVc9JKXqGUqJ8TP41dJ490d0CUlffyPVP1vNWYyspf5es9Whe9AeLD0gv4ZYIuNJ/Z5I5qrIk0CUK6OwA9p1Yzta2OAG3+3LlPruwV66Ec8+16rBnnAF33gl77NEvOxVlpDOUzmLMrX39GWpTV9/INxespCmSzCakE6N4C2ko6O3jMQZSve3ddYMAXzhm724X+s4OIOP8B9Q7EYvZ6qbrr4fx4+F3v4NPf1qjCWVUofMsdoPu5klkZk3kHtMaS3U7H0HJPwKMKwuwuGHHgJ5ngJ2RBNc98Xrvo1BfeAGOOAJ+/GM75vT11+HMM9VRKKMO3YbaDfpTTrm+KULK9wm4TpeKm1wcIdspPFbpz+jTgSJAW9zjrXdbujzW3fjaTOOdK/BWYxsAU8eVdI0a29rgf/4Hfv5zmD4dnnwSPvaxoTVeUUYQAxl+dIyIVObcrhSR9+cc8uEhtawI6G2oTWag0dbWOJ4PKc/g9nC1GUoLBs6aUsXe40sZq0FIPkaF76oi6/jineeINLbGuLPuXyRSHmWhANvaEriO4IqwrS3RMWp8+mk7ue72220p7KpV6iiUUc9AtqHuAtpybren7wPAGDOwOH8U0FM55ZSqEHMfWs5Lb2/H+D4itsHL7xRWOGJls5Oe7dpu2NpGwvMp0el3Q4bBOupo0uuwndTdFmLK92mN2REtCc/+3CRnSuHEZITPz/+hnVoXDsPzz9vIorKyFwsUZXQwkG0oMTmTXYwxvogM5TZWUVIecmnYZmdI7DuhjNMP35M76/6FbwxB1yHl7XISntm13TSxIkTK89naZlVNg45dlBpbE5QFHcpDLvGUP6QlpCOBQsiTGGwFVW4RQiSRYkpVRznxsOsQT0uAOEA85WPSP7PDlz7L1/54O+Pam+E734GrrrKlsYoyRhjIYt8gIpexK5q4GOg6nX6MkFsJNbO2gmjSI5L0efy1zXi+IeAIvg+eb7LJHNcR9hxXyplHTuWJVVuo39IK2AXUM4AxGAORpE9ViUskMbocBQy9o8hMvOtLXLC6NMi6be0kPB9XBMcRokmvQ0d2dVmQHe1JtrbGSKV/FpPamrj2mbs4+Y0XeGPKfqy7/7fM/tSY23FVlAFtQ10IfADYCGwA3g9c0NeTRORkEXlDRNaKyJXdPP5NEXkl/bVKRDwRGT8AuwpCT5VQ67ZHCAccW+Lp71q9DNZxNLbG+O2y9bQnPFxHCAfsbATf7OrU9nxDUyQ19mqRc6gI9fNX0xhmTa5g9j4TCDg2Csj9AtuV3RRJkvINriP4xhBNeLREkx22EIOuyyVz9iOS8MAYzlrzHE/fexEfWruUn835Et+4Yr46CmXM0u/IwhjTCJw1kBcXERe4E/gI1sEsFZGFxpg1Oa97I3Bj+vhTga8VQ/6jp0oosA1g29sTXRK2AQd837BhZ4wpVWHCAbtNlUzviY9l59CZeD+iBbCPX3nKQcyZVZuN9hIpj9ZYym4jYfW1slMIsZFcOChMKA9RUx7u0lPx92eW893HbuWo+pdYM+M9/Pzsb7O+di+ao8m8n7eijFT67SxE5Fd0s54ZY87t5WlHA2uNMQ3p13gEOB1Y08PxZwMP99emQtKTsNyMieW0JzwmlIfY0hLv8JyUD65jP8KmSBKMIT6GS2V7wk2XGIdcl4mVAVqiqR5nWwNcsWAliZSfjfS2tcUx2BxEOOjSFEkh+IhjIz4fw56Vdl72k187ZtcL+T7ccQe/vvVbGGO4+8z/5vHjzsA4DtFEqnfRQEUZ5QwkZ/HnnO9LsKqzm/p4zlRgfc7tzPZVF0SkDDgZuLSHxy8gve2111579c/iPDL3+Bl8c8FKNjZFbR+F41BZEuDGMw8H4LonXu/iLAzWYQDZROpYp7uEt2fAxRBJeswoL2diRQmrNjb3GHk1R5IgEE1CSzQJCNPGlVKVjvzaYs14BjxjCLkOEytKCLjScV52fT2cfz78859EjvsQc4/7Cjsm7kGpCNHBjExVlFHGQFRnf5/z9Wvgs8ChfTytu46Bnv7mTwX+2dMWlDFmvjFmtjFm9qRJk/prdl4xAJIeMSu7TmzOrFpqysOUBPPfIJ/RmRqp9NUz0tMvQybgyvSxhAM9f5aOIwQcBwch5dv33Na2y1HvOa4UEdhrfBn7TiwnkE6Kzz1+BiST8JOfwOGHw5o18MADjF/0LJd86cNZddraypKBT8RTlFHG7pS+zsQOROqNDcD0nNvT6DkaOYsi2YICm+CuLg2yR/Wuucm5k9PWN0XwfEMwraA61JtNAlSVBGwydgSzu5W/67a1IwIBkWwU4qS3qQQQR7LKGrk9j4mcyVAB12HmpIqu+YnoRjj6Y/DKK1ai4447YPJkoB+igYoyxhhIzqKVnBELwLvAt/p42lJgpojsi62iOgv4XDevXQ2cAHy+v/YUkrr6Rla804Sf3dYId5h9ADansa0tjvFteWdiCMfaZdbE5lhqREcWGct2x1/4BsKOkEx7HQc7mMgVobrM5jNSvslKqYQDDomUDwL1W1pwHaEiHOCmMw/ftfjHYvDDH8KNN8KkSfD738OnPrU7p6ooo56BVENVpktaZ2JzFtDHOmCMSYnIpcBTgAvcZ4xZLSIXph+/O33oGcBfjTHtAz2B4SZTcSOkR2+m5zUDBFzJJkHnHj+Dyx5eQUty6K/8cz/0kaxg2x/LXOldZRYAsdGDb9KVTdjKspRnqCoNsK01gS/2RcqDLgnPt30uxoCRjnuh//gHnHeeHU50zjlw881Qo3O7FKUvBhJZnA9cjt1KegU4BlgMnNjb84wxjwOPd7rv7k637wfu768tw0lGGuKtxlYSKTuSM+A4VJcGbUWTgPEN65siiEDQEerqG3l1w04ieXAUPREQSI1cv9EtdtF3EGN67FQXdhUDZLahUr4hlvJxEh4V4QClIVuyHHKFhGeYXBVmYsWu5HUkkeKBv77GnDsetTMm9tkH/vpX+MhH8np+ijKaGEjO4nLgfcASY8yHRGQW8MP8mDUyyEQRSc/LVtykfDDGpymSpKYsSHM0ma1w2rumlJ3RJF/532UkPdu5HXTAEYek7+dFKC/DUDiKTC5gOH1ORoMp19nlbl+5nabmCbZpEaytZSGXpkiSypIAM2sreauxlQnl4Q7v8f/WLuPiR26E5q12tOmPfwwVFfk/OUUZRQzEWcSMMTERQUTCxph6ETkwb5aNADJd2tvbUjiO4IiQ8jx8Yxe3tridUxF0hZDrEEl4bGtLdEjsJH1wpaOjCAzx2NChYrhNCgWElGfwDJSHXapLArzblsD3TdaW3j4nA2xvt+NpI/EUja0xWmMpgm6ciRUlVLY3c96jd/Dhl55k45S94S//gA98YBjOTFFGHwOp7dwgIuOAPwJPi8hj9N1nUdSsb4pQmt4Dz1TaBBzByjgZ4imPWMpuNZWF3A6OIpfOe/Ij0VEMF4KNYASrtlsSdNmjOsyhU8fxj++cxFc/tD8B10lLoTjkVh+7mc8+97Ww8u5J31AWClBTFmRHW4LZS5/lzh9/gROWPc0DJ36etU89r45CUXaDgSS4z0h/+wMR+RtQDTyZF6tGCJku7ZDrZCtuHLF6TiIgRrJd2FvbEsNmlwMdFs1hec9Og4lKgg6xvrQ4engNgawzmDGpAmNMtopsccMOptWUduiM39oaY1t6NnZmC8oRsolv2+1tvcoekSZ+uOAWPvbmYlZN2Z9fXHgTnz3vPzhBy2AVZbcYVNeYMebvxpiFxpjhWyELQGZeRVVpAN83pHwfH0NNWZDayhI+fujkbEnncGIKUC3b+TRTgygFzjgKK7Jok9Swa2AU7IrmcplYEWZcaZAjptcwoTxIKOBQWxWmJODgZdRhK0L8v+cXcv/N53BCw3J+ddqFfO1rd7Nq0r6DOl9FUToy5udR9MacWbVcg81dJD1bDRVyhX0nVjD3+Blc9OvlPY5J7Q+Dne2wO+85FLgCg20byTU9d2BURkqjJ82tmZOrePgCq+OUrVB7t4WUbzgkvo3v33s7R7y5jJemH8Jt//ktWvaaQQng5zRKKooyeNRZ5FBX38j1T9Z3GGZ05SkHZRepzsdGB7gNU0gcYHesFWwfSWYYkPHNbjst30BtZQnHzhjPvEUNfO+xVVSGA1l119KgSzTpddFlynZXex5vff+nTL/9x/gIPzj5EupO+CSV5bvKZjvPRFcUZXCos0hTV9/INxespCmSzOoZrd3azlcfXsG0mjJa4ymm58hYz1vUsKvZSwZ3tT+cAcLuOopQekbH+HJbLmwwlASc7FbSQMh8vhXhAHOPn5EdIjWuNEg06aVLjoXmaLKDdHgH1qyB889n5uLFcMopcPfdvPHkJtzWWIfDcre4FEUZPOos0sxb1EBrzJbCZuYe+CmP1rjHv7a2EXCEzc1RVrzTxCVz9mN9U4SqkgDNsVS/V/1CjBTdXbIRibH/NEeT1FaV0B5Pskd1Kas3tQzonIKOYIwhZaAlluKcB5YSEJhaU5YdIgVQUx7uKB+eIZmE66+Ha6+1s68fegg+9zkQYe7xJdmRqT1FJYqiDA51FmnWN0Ws1Li7K+efuWZOeAYRwRUhnvL52TNv7dIgGgDF5ihg12cQ9zKzqQ3lIZfNO6M0RQbmKByxMuG5yXJjIGlg/Y4I08eXUVkS7HnraPlyOPdcePVV+M//hNtvh9pdEUdujqnzQCNFUXYPdRZppteUsa01btVM09skmUUtU8GTzGmYGOg8isFGFcEcEb2RgA+82xLD77To90bQFXzfEAxYAcDMIKNcXSjPwNvbIwRd65T3nVi+6wWiUfjBD+Cmm6wq7B//CKef3u17qVqsouSH/A9cKBLmHj+DypIAnm/wfB/P97M5iaArHeZpD4bBLvdSgDLZvtgZTRJwnWxvQ08IsM+EMmZNqWJaTSnGkM1x9CQgaEuUDVvb4tTVN8KiRXbWxA032KhizZoeHYWiKPlDI4s0c2bV8oVj9ubuRQ1EEh4iML4sQEvcw7D7UhiS/megifDkCFSV9U3OTOtetBINsLXVDiEKuA5H7mXVXV9+pym7rSWdPhMDdspdMkLywovg73+AffeFZ56BD3+4x/fKlNOub4p0KERQFGVo0MgiTV19IwtWbGSP6hL2Hl9K2HXYGUtRFXaHRDPJSoQM7nkjkVjSJ57yuh2F2PE4jw1NUVqiSeYePyMbwWU/i5wTDDpWuuNDDcu476ZzOHHRH+HrX4fXXuvTUVy1cDWNrTHGlQZpbI1x1cLVNjJRFGVIGNORRe7VaEs0SVnIxRGXzc1xRLD760kfwRRlJVO+yMh2ZJxodz0cGSfiG6u82xZP8b3HVjG9pqxDBAdkP+sJ0Rb+55n5nLrqb7w9eW9u+/ZP+dFPz+vTnozgY6aSqiwU6DC1UFGU3afoncVgtx8yV6OJlEdrLEV7wqMllupynOObdCmtHZHauZoHIOw6JD1/wL0MnfWWCkUwPZO6L8qCLqGAPTaW8jFpqY1w0MmKI6Y8Q8CBgOtijCHh+RisFHnmqn/Bio1cePwMFqzYaPNBKY/DFz/N1U/fTXWsjQc+8iUenHM23//UEf2yf31ThHGlwQ73aTOeogwtRe0sMgt+pqErs/1wDfTpMOYtaiCR8tjensDpZTPFN7Zc1MqNm2xDWYZMLmIwoYcj6WluBSJjsiC4YnqdWBcOOIyvCDGuNIjkZN2NMdnmucbWGFuaY1nHkXtqJQE320cRSaRY3LCDa047hN8ufJGzH7iOD77+Am9OP5Cvf/oKEgcdyvcHkHPoSSJEm/EUZego6pxF7vZDZiEKusK8RQ19Pnd9U4TWWAoHwXGk17333MFCnSMBgy2jHWiE4IiVOy8kmRGlht4dBVjpk+k1ZUQ7Tf/LLMo9iS5m3mhS5a6BRKVBlw072pnzj4X84idf4IPrVsBNN3FAwyoeuOV8Hr7gmAFtH2XeO5JIdas3pSjK7lPUkcVAtx865yhiSQ9HhETS7zMomFwZZmtbfMi2jXLLSAuJiJX3Tnpej/pRlWGXK085CKDHDumeRBcTnqE87FJZsuvnNG7zO1z36C3wxnKYMwfuuQf233/Q56DNeIqSf4raWQxk+6HzllXK82mJpfD6sQ0UdtPyH0O4YzQCUhW4Ao4jVJYEiKV8/G5OUICfn31kduHtbVHuriEu87lHEinKXTjlud9yzpP3EQiHYN48OP98cHY/wNVmPEXJL0XpLOq3tHL2/CUcO2M8C1Zs7FELqLtqp+pSq0g6qbKExpZ4n0npoCuMrwjxbks8z2c1/HgGPM+wvT3BzEll1L/b3uWYY/at6bAID3RRzlz1/+XhpznnVz/i4PX1bJvzESb+730wbdpQnIaiKMNAUTqLgCPZqpozj5zK4oYdXa50O0cSm5ujRJMenm+IJLxslQ50bQzLUBZ0ufAEW7Uz2Kgi7NqcSMo3/W6wCzp2dvdw4fmGf++IdqnOcgRWb27dvRdPJJjzm7uY89MfQ3U1/N//seq9JzLv8XWsb3pTG+gUpUgoSmcBdKiq6W7exHVPvE5jawzPN4Rch4BYjaVtbQlCrtUoStK1aidD0BUuPGEGl510AAA/e+atQdkZ90z3uha9kElllIccIom+8ym7g2AdRGY2h5PueRARkumturPnL8lGa7llysfOGM/ihh09ly0vXWolOlatssqwt95K3XYz6Ao2RVEKR9E6C+g5mV1X38hbW9tw00qxKc9W+2SFAR3rIALpK/5M5WvmYl4AjGHBio0cNm0cixt2UBZ0iAzzsKNIYtcCnq9+jM4va5vtdk34dgQaW2NcsWAlAlSVBhlXGuTt7W289PYOJlWEmFgR7rjo71UBV10Ft9wCe+wBCxfCqacCMO/RJdpApyhFSFGXzvaUzJ63qIGg4yDpK2THsU4DrCNIpHySOdtQmaVRsJVB4aADItky3PVNEftaw3ReuXaVhdy8ZsOl0/+dmVgeoiwUoC2eojWWypYpt0RTOAKtsVSHsuXn7/kdHHYY3HwzfOUrsHp11lFA9zO2tYFOUUY+RRtZ9FZLv74pwuSqMJub4/gYm5NIr7jjygK0xT0cBBG7Xw+7Skgl3SgXcp3sIja9poxNO6PDVsG0q1kOZkyqoGFrGwnPz4uoYOYVg66Db0y2oQ6gOuzSnvCo39JCyuvYkJjwfByx/wOURdu4+LFfcMoLf4L99oO//c2WxXaipwq28pDL2fOXqBCgooxQijKy8HxDbWUJ15x2SLcLyvSaMgKuw57jSgg4gpeW7JheU5rd2hHHDuLJ1TBKpHxiKY94ysfzDdva4kxL780PpyxH5q1C6ZLdzMLcX3qTNc9ETxkyzYFu+qs85FIScAi5QiTlk/IMGOtqPQNvvdtKayxJyHXwjX2t9732T37xky/w0cV/4U8f+ZwdTtSNo4DuG+iao0m2tydUCFBRRjBF6SwOnFLZa5dvZkFyHTtEZ2JFCIONRlKeXQBjSXul7oitPgKbszBp4TvPGLa2JZhSFWLBio3DtgWVi4iwpTmK5xviqd69lSOwR3WYY2dMYHxZsEd7MxGL69j/ayvDiGA7rn3bgV1ZEsjKkPjG71CZFUv5bGyKEg44jGtv5meP3cBV91xJc1kVF11yB5W33wJlPctszJlVyzWnHUJtZYkd0VpZwqSKMFWlwUF14iuKMjwU5TZUazeCf53xPY+GpvTkO6C6NEBFOMCO9mSOzEW616DTOpz0QTAEXeGpNY3sUV1CoJ9ie0NJLOUTa0v021HtaE/SFttJW3oGR88YJlWEqSkLMa4sRMprIeEZQgGHfSZUMPf4GVyxYCWReIpo0kZfQdfBGJ+Ub/WgPrryOa5+Zh7B9jbuPelL/O2M8zj/xAP7tXXUuVfjuOufUyFARRnhFKWzyAzU6Y66+kauWLCSnZEkQcfKTRigJZaiOZrqkDzujWB6CyiS8GiNJgs6hMgA1SUBmntxksbA+PKgTTw74PVQuOUKiCOEAi7fPnlWj4v7zNpKGltjvLMjki2l9Y3DvpFtXPfM3Ry9+gV4//vh3ns575BDyAiJD0YFWIUAFWXkk/dtKBE5WUTeEJG1InJlD8fMEZFXRGS1iPy9r9dM9rQSYiuh2uIpWzbrOB1yEgNZ7m1JrdjS0bbEAJ459Ejant4IODCxooSE5xN0nKyzyyXsSrYBsad8T4bcrTzfGIzv8dnlj/Onuy/kPW+u4MHPXA7//Ccccgh19Y2cPX8Js3/0NHMfWs66bW0Dyj2oEKCijHzyGlmIiAvcCXwE2AAsFZGFxpg1OceMA34BnGyMeUdE+tzHCKYTtJ2vYo+dMZ4V7zQRT9mEsGukx+7svvAN+BhKA9CeHPjzh5q+RAczp+iKEE/5OVVOgoMQcIUZkyqIJFLUVpb0ebWfkem47onXSb7xBj994g6Ofuc1ls88khvO+DoXnfMRcN0OnfKReArfWPmQcMClqjTYrx4KFQJUlJFPvrehjgbWGmMaAETkEeB0YE3OMZ8D/mCMeQfAGNNnCcykynAXOY9122yTWOaCOtNc1s0Fdr8xxowIRxF0pdfIoiTogIHWWLJD/wjYGd6uGKZUlw74in3O/uOZ4y3Fu//7xJwA1336G6z8yKe56IT9sgt5rkx80reRiPFhW1ucqtJgv3MPKgSoKCObfDuLqcD6nNsbgPd3OuYAICgidUAlcJsx5sHOLyQiFwAXAOy1115dRmm2xmyTmCNCwNm1bbM7Ja8jQEEcgNqKEBub4wi26ik3feIAFeEAAmxpjuE6gvi2Y902I5LeSoLaypL+X7G/+iqcdx4sW4Z7+umU/+IXXLnnnl0Oy5WJD7l2Yp7k9F9o7kFRRgf5dhbdXdd3Xr4DwFHAh4FSYLGILDHGvNnhScbMB+YDzJ4923SeZZHpRfCMYVpNKVuaY3b0J+mkrthpb+2JEeIBeiC3IQ+sc5g+oYLpEypYt62N1liqw0jTipIAN515OABzH1qOAcJBl4npctTMJLvnv31ij++Zu523b0WAa9csZJ/5t0FNDfzmN/CZz/TYvJGbnJ5UGWbTzhg+tqlRcw+KMnrIt7PYAEzPuT0N2NTNMduMMe1Au4gsAg4H3qQXOlfQhFyHhOcTcp3soJ0NTVECrjC5Msz6HdFuHcVImIOdWYbtQu+QERbxfUPAFTY0Rbj29EO5auFqplQHOsix5yaqj9yrZsBVRbnbee9/902+est17PPuv9ly2meYct9dMGFCr7bPPX5Gdl5FRTjAhIogO9qTlAadgUUyiqKMaPJdDbUUmCki+4pICDgLWNjpmMeAD4pIQETKsNtUr/f1wp0raGwjGVSVBjDGsKU5BkBlOMCm5li3lVAZxdVCE3CgIuwSdG23uTEG3zf42POaVlPWbTNb54qmwVQVzVvUQGUqxlf/fBc33nox5Yko3znvOr72ia/36Siga5PdPhMqmPf5o1j2/Y8OeDyqoigjl7xGFsaYlIhcCjwFuMB9xpjVInJh+vG7jTGvi8iTwKvYJupfGmNW9fXanSto9p1YweeOHp+dbWGAqeNK2NaWwMlu7nSyb+hOtd/YBjebsC4JuJSFHGZOrmLu8TN4dcNO7qz7FynfEA7YCCkUcLOLfV9J4MFUFdUu/Qe3PPozpmzfzF+OO4MHTp1LpKSM5gE0xGlyWlFGP2IGU1daYGbPnm2WLVvW6zFnz1/Soaks4flDFkXkzqoeyDZWScBhclVJtqS0trKkyyyOTP4g7yWkO3fCFVfAvfeyYeI07vjct1m9/3sBerRNUZTiRkSWG2NmD+a5RdnB3RuZxfatxlYrC2IMPv1b1B3ITrXriYAjhAMO+04spzma5NrTD2XuQ8uJ96N0yje78sQ9lZQOy1X6Y4/BRRdBYyPvnH8p5+7zCUxJCaXGdBlNqyiKAkUqJNgTmWRtY2uMKVUljC8PglhNp0BON3d3uGJzB4E+GjMCjo1SMonjeYsaGF8eJNAPWViRXVIlBSkpffdd+M//hE9+Empr4cUX2euen/O9Tx/Zay5EURRlVEUWnXsvJlaUUBYKEHIdxpWFWNKwvcfnBtI9AkdNr2FKVYiFr27B902HvIbrpBv9HMlefX/vsVVMKA8TDrj8e3uk1zyIMYZ4yh/+klJj4Ne/hssvh7Y2+NGP4FvfgqCtGtOcg6IofTGqIoueprC1xVM8fMExHLHXuG4jAMHOyJg5qZyHLziGW846kstP3N92Rqcfry4JEHQcPGPYZ3xZ9up7ek0Z0aRHZUmQspDbY/QScNJNco4zvFfv77wDn/gEfOELcOCB8Mor8D//k3UUiqIo/WFURRa9qZeu2tjM29vau+Qj7GyH9MjVnMazy046gMtOOqDPhHNun8HEihD/3hHtYlfG5Qyrk/B9uPtu+Pa3bWRx++1w8cXgun0/V1EUpROjylnkLty5jWvv26eG/5y/mPa4R9CVbPezwcqDhAMOEytCtMW7SoB3t0XTWcDwzCOnZkt2y4IuSc8DsXO/jTGkjKEs5A6fo3jzTTj/fHj+efjIR2D+fNhnn/y/r6Ioo5ZR5Sy66zPYZ0IZd9b9C883TCgPMe8LR3HzX9/sEoFkykX7orOAYWNrjAUrNmYdQe7jPXVa541UCm6+Ga6+GkpL4Ve/gi99qfc5q4qiKP1gVOUswDqMhy84hr99Yw4zJ1fw8NL1eL5hv0nlPHrxB5i9z/jdmp+Qm0TvbgRofzqt88LKlXYY0ZVXwsc/DmvWwJe/rI5CUZQhYVRFFhnaYkkuffhl6t7YCsCxMyYw7wtHUVW6q/pnsPMTOgsYQteeiWGtLorFbHXT9ddbeY4FC+DTnx6e91YUZcww6pzFhqYIX3lwGa9vbgXgzKOm8tMz3kMw0DGxO9gFfUSNAH3hBSsjXl9vt5t+9jMYP3747VAUZdQzqrahVq7fyafveoHXN7ciwDc/eiA3nnl4F0exO4yIEaBtbXDZZXDccRCJwJNPwv33q6NQFCVvjJrI4onXNnPF71bSnvAoCTrceOZhnHr41CF/n4KPAP3rX+GCC2z/xCWXwE9+ApWVw/PeiqKMWYreWRhjmL+ogeufrMc3MLEixPwvzObIvWvy9p4F6XhuaoKvf91GEAceCIsW2chCURRlGChqZ5FM+Vy1cBUPv2Qnt86sreDeL81mrwnlBbZsiPnDH2wUsXUrfOc7cNVVUNJ3ma+iKMpQUbTOojmS5KsPr2DRW9sA+H/7TeCuz++qeBoVbNkCl14Kv/89HHEEPP64/V9RFGWYKUpnkUj5fHb+Yt7YYiuePjt7Gj854z0E3FGSrzcGHnwQvvY1m8D+6U/hG99QPSdFUQpGUTqLf21to2VLK47AFR89kIs/tH+hTRo63n4b5s61iezjjoNf/tLmKBRFUQpIUTqLlG8oDbrc+JnD+I/D9iy0OV20ogZVHeX7cOedNichAnfcYQcUOaMkWlIUpagpyrGq5VMPMM8vXsKRexW+r2BItKDq663w3z//CR/7GMybB3vvnV/DFUUZc+zOWNWivGzdb1LFiHAU0LdWVK8kk7ZP4vDD4fXX4YEH4Ikn1FEoijLiKMptqFBg5Pi4/mhFdcvLL8O559phRJ/5DPz85zB5cv4MVRRF2Q1GzqpbpGQm5eXSq1ZUNGrzEu97ny2N/cMf4Le/VUehKMqIRp3FbjIgrah//APe+1647jor/LdmDZxxxrDbrCiKMlDUWewm/Zpf0dpqm+s++EFIJODpp+Hee6Emf5IkiqIoQ0lR5ixGGr1qRT35pO2bWL8eLr/czp6oqBheAxVFUXYTjSzyxfbtdqvplFOgvNyWxd56qzoKRVGKEnUWQ40xdlrdwQfD//0ffP/7tvLp2GMLbZmiKMqg0W2ooWTzZqsO++ijcNRRVrLj8MMLbZWiKMpuo5HFUGAM3HcfHHSQbaq74QZYskQdhaIoowaNLHaXdevs5LpnnoHjj4d77oEDDii0VYqiKEOKRhaDxfPgttvg0EPhxRfhrrvgb39TR6Eoyqgk785CRE4WkTdEZK2IXNnN43NEpFlEXkl/XZVvm3abNWtsz8R//zfMmQOrV8OFF6pCrKIoo5a8bkOJiAvcCXwE2AAsFZGFxpg1nQ593hjzH/m0ZUhIJuH66+Haa6GyEh56CD73OSspriiKMorJd87iaGCtMaYBQEQeAU4HOjuLkc+yZXDeefDqq3DWWXYLqnaAMysURVGKlHzvm0wF1ufc3pC+rzPHishKEXlCRA7p7oVE5AIRWSYiy7Zu3ZoPW7snGoVvfQve/37Ytg0eewweflgdhaIoY4p8O4vu9mc6T1taAextjDkc+Dnwx+5eyBgz3xgz2xgze9KkSUNrZU/8/e9w2GFw4402qli9Gk47bXjeW1EUZQSRb2exAZiec3sasCn3AGNMizGmLf3940BQRCbm2a7eaWmxI03nzLHjTp99FubPh3HjCmqWoihKoci3s1gKzBSRfUUkBJwFLMw9QESmiNgMsYgcnbZpe57t6pnHH4dDDrHO4etfh9degxNPLJg5iqIoI4G8JriNMSkRuRR4CnCB+4wxq0XkwvTjdwNnAheJSAqIAmeZQgwG37bNlsL++tfWWSxYYPMUiqIoClKIdXl3mT17tlm2bNnQvJgxdlLdV78KO3fCd79rv0KhoXl9RVGUEYKILDfGzB7Mc8e23MfGjXDxxbBwoR1zeu+98J73FNoqRVGUEcfYbDk2xmo4HXywnVp3002weLE6CkVRlB4Ye5HFv/4FX/mK1XGaM8c6jf33L7RViqIoI5qxE1l4HvzsZzZ6WL7cVjs995w6CkVRlH4wNiKLVatsU91LL8Gpp1qF2KndNZIriqIo3TG6I4tEAn74QzjySGhosDIdjz2mjkJRFGWAjN7I4qWXbDSxapVVhr3tNphY2MZwRVGUYmX0RRaRCFxxBRx7LDQ1wZ/+ZBvt1FEoiqIMmtEVWfztb3D++XbL6cIL4brroLq60FYpiqIUPaMjsmhuhrlzrYaT40BdnU1iq6NQFEUZEorfWfzpT7a57pe/hG9+E1auhBNOKLRViqIoo4ridRZbt9rE9WmnwYQJ8OKLcMMNUFZWaMsURVFGHcWZs9ixAw46yM6duOYa+Pa3VfhPURQljxSns1i3zsqH33uvlRNXFEVR8kpRSpSLyFbg3wV6+4nAtgK9dyEYa+cLes5jhbF4zgcaYyoH88SijCyMMcM0hLsrIrJssHrwxchYO1/Qcx4rjNVzHuxzizfBrSiKogwb6iwURVGUPlFnMXDmF9qAYWasnS/oOY8V9JwHQFEmuBVFUZThRSMLRVEUpU/UWSiKoih9os6iG0TkZBF5Q0TWisiV3Tw+R0SaReSV9NdVhbBzKOnrnNPHzEmf72oR+ftw2zjU9OPn/M2cn/EqEfFEZHwhbB0q+nHO1SLyJxFZmf45n1MIO4eSfpxzjYg8KiKvishLInJoIewcKkTkPhFpFJFVPTwuInJ7+vN4VUSO7NcLG2P0K+cLcIF/ATOAELASOLjTMXOAPxfa1mE+53HAGmCv9O3aQtud73PudPypwHOFtnsYfs7fBa5Pfz8J2AGECm17ns/5RuDq9PezgGcLbfdunvPxwJHAqh4e/zjwBCDAMcCL/XldjSy6cjSw1hjTYIxJAI8ApxfYpnzTn3P+HPAHY8w7AMaYxmG2cagZ6M/5bODhYbEsf/TnnA1QKSICVGCdRWp4zRxS+nPOBwPPAhhj6oF9RGTy8Jo5dBhjFmF/bj1xOvCgsSwBxonIHn29rjqLrkwF1ufc3pC+rzPHpkP1J0Sk2AWq+nPOBwA1IlInIstF5IvDZl1+6O/PGREpA04Gfj8MduWT/pzzHcBBwCbgNeByY4w/POblhf6c80rgUwAicjSwNzBtWKwrDP3+3c+lKOU+8ox0c1/n+uIVwN7GmDYR+TjwR2Bmvg3LI/055wBwFPBhoBRYLCJLjDFv5tu4PNGfc85wKvBPY0xvV2vFQH/O+WPAK8CJwH7A0yLyvDGmJc+25Yv+nPN1wG0i8grWQb5McUdTfTGQ3/0sGll0ZQMwPef2NOxVVhZjTIsxpi39/eNAUESKech3n+ecPuZJY0y7MWYbsAg4fJjsywf9OecMZ1H8W1DQv3M+B7vdaIwxa4F12H38YqW/f8/nGGPeC3wRm6tZN2wWDj8D+d3Pos6iK0uBmSKyr4iEsAvFwtwDRGRKek83E7Y6wPZht3To6POcgceAD4pIIL0t837g9WG2cyjpzzkjItXACdjzL3b6c87vYKNH0vv2BwINw2rl0NKfv+dx6ccAzgcWFXEk1R8WAl9MV0UdAzQbYzb39STdhuqEMSYlIpcCT2ErKe4zxqwWkQvTj98NnAlcJCIpIAqcZdJlBsVIf87ZGPO6iDwJvAr4wC+NMd2W5hUD/fw5A5wB/NUY014gU4eMfp7ztcD9IvIadrvi2+lIsijp5zkfBDwoIh624u+8ghk8BIjIw9iKzYkisgG4GghC9nwfx1ZErQUi2Giy79ct4jVOURRFGSZ0G0pRFEXpE3UWiqIoSp+os1AURVH6RJ2FoiiK0ifqLBRFUZQ+UWehKIqi9Ik6C0VRFKVP1FkoygARkT+mxRRXi8gF6fvach4/U0TuT38/OT0rYWX66wMFMltRdgvt4FaUgXOuMWaHiJQCS0WkNzXa24G/G2POEBEXK/utKEWHOgtFGTiXicgZ6e+n07vi8IlYcTqMMR7QnGfbFCUvqLNQlAEgInOAk4BjjTEREakDSugo8Vwy/JYpSn7RnIWiDIxqoCntKGZhx1ICvCsiB4mIgxUfzPAscBGAiLgiUjW85irK0KDOQlEGxpNAQERexSq0LknffyXwZ+A5IFfu+XLgQ2kV1+VAsU9VVMYoqjqrKIqi9IlGFoqiKEqfqLNQFEVR+kSdhaIoitIn6iwURVGUPlFnoSiKovSJOgtFURSlT9RZKIqiKH3y/wE3YfUuAEH/3AAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ax = sns.regplot(data=d2[d2['avg_rank']<0.8], y='auc_de', x='auc')\n", "\n", "ax.set_xlim([0.45,1])\n", "ax.set_ylim([0.45,1])\n", "\n", "x0, x1 = ax.get_xlim()\n", "y0, y1 = ax.get_ylim()\n", "lims = [max(x0, y0), min(x1, y1)]\n", "ax.plot(lims, lims, '-r')" ] }, { "cell_type": "code", "execution_count": 137, "id": "d19fa143", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[0.45, 0.8]" ] }, "execution_count": 137, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lims" ] }, { "cell_type": "code", "execution_count": 132, "id": "6f9c7ad7", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 132, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ax = sns.scatterplot(data=d2[(d2['avg_rank']<0.9 )], y='auc_de', x='auc')\n", "ax.set_xlim([0.45,0.8])\n", "ax.set_ylim([0.45,1])\n", "x0, x1 = ax.get_xlim()\n", "y0, y1 = ax.get_ylim()\n", "lims = [max(x0, y0), min(x1, y1)]\n", "ax.plot(lims, lims, '-r')\n" ] }, { "cell_type": "code", "execution_count": 104, "id": "e2b507ef", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 104, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYwAAAEGCAYAAAB2EqL0AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAAB85klEQVR4nO39e5hkV33fC3/W2nvXrav63j13oRlpxIirETKWElmMMT4WdmxCXvl5kF+/vHbCkezgyCaBV5w8QBxwTtBjHwhKFCOFOASTwJNMjo1OArKRlbFwIgVJIwQSGjRSz2humul7d91rX9b7x9p7967qqurq23TPzPrwDOqu3pdVu6vXb63f5fsTSikMBoPBYFgJudUDMBgMBsPlgTEYBoPBYOgJYzAMBoPB0BPGYBgMBoOhJ4zBMBgMBkNP2Fs9gLUwOjqqrr322q0ehsFgMFxWPPvss9NKqbG1nn9ZGoxrr72WZ555ZquHYTAYDJcVQojX1nO+cUkZDAaDoSc21WAIIf5YCDEphHihw8+FEOIBIcQrQogfCCFu2szxGAwGg2HtbPYO4yvAHV1+/j7gYPjvbuCPNnk8BoPBYFgjm2owlFJPALNdDnk/8FWleQoYFELs2swxGQwGg2FtbHUMYw9wJvH92fC1ZQgh7hZCPCOEeGZqauqSDM5gMBgMS2x1lpRo81pbNUSl1MPAwwA333yzUUw0GAxXFEePT/LQExOcmauwbyjHPbcf4PCh8a0eVhNbvcM4C+xLfL8XOL9FYzEYDIYt4ejxST79yItMFmsMZh0mizU+/ciLHD0+udVDa2KrdxiPAL8thPgG8FPAglLq9S0ek8FgMKyKTruD5OuFtI1SilLDX7aDeOiJCRxLkEvpKTmXsqk0PB56YmJb7TI21WAIIb4OHAZGhRBngX8COABKqS8B3wJ+AXgFqAC/sZnjMRgMhnYcPT7J/Y8eZ2K6DMD+kRyfeN+NAB3dRJExePniIqW6z3Cfw0hfmlMzJe752rM4Frg+DPc5eH7A2blqfL+zc1WemphhOGdT9RSVho8UkE9Z+AoafkDKkixUGpf+YXRBXI4NlG6++WZlKr0NBsNGcPT4JB8/8jxzFRcZRlU9X4GAQIEUIITAsQT5tM2HbnkD//nZs5yZqyLoEHRdBxJI2RJfKaQQfOTwdTw5MbshsQ0hxLNKqZvXOjZjMAwGw2VNt2BxL4Hkux5+iv81MUOwFYPvgGMJBIK+tKTSCNg7lMUScHa+Rtax+L9+5e1rMhrGYBgMhquWKFjsWIKsY1F1fRaqLmP5NJPFWuwqSlmSi4t13CDg4FieT7zvxnjCfcs/+Tal+nYyFzp9dLyQplT3qDR8dgykubhYJ5quC2mLf3nXTas2Gus1GFudJWUwGAxrJhksFkLg+Yr5isvJ6TI1NyBQiqlig3PzNXylCAI4flHHGB547GUAqu72WzSnbEmp7lFt+ABcWFgyFraESsPfkiyqrc6SMhgMhjVx9Pgkx07P4QcBadtirJBmulRHCvCVwvcVlhDU/aXdQ2QaAqV48OirvG3vIEGwvQyGAIIgoOw1vy4FOFIAAtvWMZVLnUVlDIbBYLjsiFxRQoAUgoYf8NpMJTYIjqV3G26HkLTrK0Dx6195+pKNuVcU4CY8ZJYUBIHCsQQoQYBiNJ8h61icnatc0rEZg2EwGLYdKwWrI1fUjkKGM3MVWjcJ2iBc3lhC8Ot/81re9YYhPv5ffkCl4ZO2BaP5DP1Zh0rDY+9Q7pKOyRgMg8GwrUgGspNVz3eenY/TS6eKdXb2pwGxzFhcjrSm5147kuPB//dNvHn3AABpx2oK7lcaHq6vuOf2A5d0nMZgGAyGbUG0qzh2eg4hYEchg0jpgPZUscaDR19l71CWwazDdLHO2bkqV8BGAmg2FrmUxeP/6DBSLkntHT40zmfQO6uzcxX2bpHWlDEYBoNhy0nuKvwgQArB+YUqlYZOK600fBS6oE6kBANZh4vF+lYPe8PJOYK37x1sMhYRhw+Nb7lMiDEYBoNhy0mmx6ZtCy9QBH7AdKlBypIotNvm/IKW1yjVPWwJ3vYqn1g3VffSu5lWg6nDMBgMW86ZuQpZxwJgrJBGKfBV6KoR2ljYlkAimC7VafgBl2HNcU9s9S6iG2aHYTAYtowobjFVrDNdqrOjoDOAdg/CqRmdMmpLwWAhzVzFRaFo+AoBV0z8IomUgtvuf5x8ykIIQbHubaveGGaHYTAYtoRkD4id/Wk8X3FuvspitYElBWlbsmsgzYGxPOP9GXYPZpBCIIXAllfm1FVIW1gCXpkqc2KyhCXYVr0xrsynbjAYti1Hj09y18NPcc/XnmVysYYfKPqzKfYOZbGl4MJinfFCho8cvg7H0imki9UGFxZquEHAWD5FzfW3+m1sOINZm33DfUyXGlhCYEnBdKmB5ysmizXu+dqz3PXwU1tqOIxLymAwXDKS2VCB0q6l8/M1dg9CIeOQT9ssVF2+fvctALxt7yCf+uYLnAl7SdgCzs3XNlxSfCuxhHavDWQdQPfCQCn8AOoeVGYrocT60m7jM2xNrMMYDIPBsGZW24c6mQ2VsmTcd2KqWKeQcai6/rLq5cliPZTFUE2SGVcKUc+Nc/M1QCCBpHiuQhuUtBRb3onPGAyDwbAmOlVkd1v9npmrMBiupEfzac4vVBEK6l4Qup5cnDDwu28ox3ylgesHV0Q1dycUMNaXYrbicrFY01uJxB4q+k4IXZuxFRpSESaGYTAY1kSrtHguZccKqp3YN5SjGsYf+rMOuweySCmwpIzrLdxAxQbo+IXiFW0sIrIpmz2DGZQCL1CkLUHGlkTle44U+GEecbtd2KXCGAyDwbAmkrUTEZ4fcOz0HLfd/3jbAO09tx/A9RWVhodSCtsSFNI2+0dyTEyXKdU9PF9RrHlcWLiyYhXtEOi04elSHduS3HTNEO+6dpi9wzkO7ijwhpEcjiVBQMqSW6YhFWFcUgaDYU3sG8oxWayRS+lppFhzOTdfQ6CYK+uspmOn5/jI4eu49703xOcFQcDEXA2lIG1LUpbADRSuF6CA12bD+ovl6hhXHLYlkEK75JKG4NOPvEil4ZFP24zkHWbLLllHMl7IbGlNhjEYBoNhTdxz+4F4Yss6FhcWagSBQkjdi8IO3ShRoyKAjx15nvmKGzYC0hOl58NiVXeuSO4ovCt0eyHQHfUEutdFzfPpS9l85pffHBuCpNDgtSN5/vkHtkfhnjEYBoNhTbQqqCrAsSUoYvE8S4DrB3Fco1T3sIRYEtfzfQIFM+VG2Clva97LpUQBSil8pdgz1IfrKz7zy28G4K6Hn+o542wrMAbDYDCsmaSC6l0PP8XTp2axE0qrSkHakrFB8QPdNtUPFF6gc0dVeNzVhh/A2bkq+0dy/ODsPF/+7gSlhjag5+ervHhungfuumlbGQ0T9DYYDBvCrQeG8ZWi5gXUPR83FAgcyDnsHcqxbyiHJQVeoOKfXa34CnYOpDk4nmeh5vL5x06wWPfjjLBAwWLd55N/9sOtHWgLxmAYDIZ1c/T4JEeOnWMwayPQE54XKHwVMFmsM1euc+uBYfJpGy9Qy+IVVxvjhRSj+QylusdMyV3282iPdm6hdmkHtgLGYBgMhnUT1WTsHerjmuEcaVtPLUrB3sEsbqA4cuwcP339yBaPdOsQ6IpuKWCkLw3oCnfRJhssMqbbbRdmDIbBYFg3rTUZrh/GJ8KGFlFR318enyJjX53TjkLvvBxLxsWLDT9oazAici11LluNCXobDIZ1E9VkeL7i/EK1qTo76pJXyNiUGz55R1Lztmig2wDXD1isajeUI3UNihQsq2iXAn7z3dur+97VaeoNBsOGcs/tB1ioupyZq+C25Ma6vuLMXCXWP1qoX3nS5L3iSN3PY6QvxXghQy5tI4VgvJBmLO8QJZjlUha/+7MHmwoetwNmh2EwGFZNq0rtrQeG42B3kujbQMF81eMqKN5uS/S+pRDYlqDc8Hn0o1rCPXqWZ+cq/NT+/m1ZfxFhDIbBcJmxWknxjeaBx17mwaOv6poKKbi4UOXJiRkENBmErYrXDmRsFraZz0uhn02AopBxmsQDk7Us2x1jMAyGy4i1SIpv9P0fPPpq3Pyo7i01bujFQKzWiEQumtUo1i7WvFgSfKtJjiNlS4ZyDinb4tYDw9u+qrsdJoZhMFxGrEVSfKPv7wUBVqgTtdkupkCtzliAnqC3w8SWsSWWFORSFod25CmkLSoNn7lynQePvsqpmVKT0d8OPbtXwuwwDIbLiGQDooh2DXUeeOxlvvzXJyk3fPpSFh++bf+GBFDPzFVIWxJ/DRP5pWSrw+qOhIM7CiilWKi6fOJ9N/LpR17E9nwmi3UCBRcW6gQBjPdntrSL3mrYdIMhhLgD+CJgAV9WSn2u5edDwB8D1wE14O8qpV7Y7HEZDJcjrZLisLyhzgOPvcwXH38FKcCW+udffPwVgCajsZZYyL6hHH4QMFVsbPA7WxsS3aBuNaKFl8JdtSf8fUS/m4eemKDh+cyUG02GdrJYJ5uyyKftLeuitxo2decmhLCAB4H3AW8C7hJCvKnlsH8MfF8p9TbgQ2jjYjAY2tDagKhdQ50v//XJ0FhIpJDhf/XrEUePT/LxI8/z3Ok5LixUee70HB8/8vyKbpF7bj+AY1moSxQh6OTykgKGc86qjcWlYDjnkE/bTb+bM3MVijUPiYjjMghtuKaK9S3torcaNtvV9y7gFaXUhFKqAXwDeH/LMW8C/hJAKXUcuFYIsWOTx2UwXJYcPjTOZ375zYwXMixUXcYLmaY+CgDlho9smWml0K9H3P/ocWbLDep+gB9A3Q+YLTe4/9HjPd1/M91RGUfGGVedbhMomKu4azIWmzX0jC3ZN5TljTv7l/1u9g3lqHu6qtsKS7uV0u+x5vlb2kVvNWy2S2oPcCbx/Vngp1qOeR74O8BfCyHeBbwB2AtcTB4khLgbuBvgmmuu2azxGgzbnpXSMPtSFlVXGw3PD/CVIlC6Wc/R45McPjTOK5MlfLW0gldK+/1fulDkff/iCYp1r6Ob6vChcVKWbMqQ2kjqbrApGVebTcMP6EtZbZ/ZPbcf4NjpOXylsCyBQuEH2pC3Nk/azmy2wWi3o2z9PX8O+KIQ4vvAD4HngGVJ1Eqph4GHAW6++ebt9lkxGLYFR49PMpB1WKx5uH5z6HcgY8cpuF6oatfuD+nEZIk9gxlOzZS452vPkk9bjBcyKKWYKtVxfRVrRa2V2FB1eE0KXRVd327+pg4IdEtZN1Bt05wPHxrnI4ev48Gjr+L6AWlLMlBwcCzrsjEWsPkG4yywL/H9XuB88gCl1CLwGwBCCAGcDP8ZDIZVENVopGzJeD7FZEkHpoWA8Xy6KRunmwqqEHBxUWfyKBSlus9CtYRSOnJhSbHm5X3alri+TstNSohErho/1FW6ZjjHVLGOG+geESlLsGsgw2uz1bXdeIMR6DFOl+p4vkJI3Rwql7I7Zjzd+94beNvewbiqe+9lVH8RsdkG42ngoBBiP3AO+CDwq8kDhBCDQCWMcXwYeCI0IgaDYRUkazRyKZu5qotAq6OO92cAnYJ7YrLYNT7g+go3/Kk+TpG2JY2wybYOoiuCIMANNxq9Zh7tGsigFEyX6ri+v3SeAtsSBErhWJLz8zWEAFsKGr6i4SvOzV0aY9HLe3EswXSpTrmh34ONIGXpkHC7NOeIy6mqux2bajCUUp4Q4reBP0en1f6xUupFIcRvhj//EnAj8FUhhA/8CPh7mzkmg+FKIZkWm09ZvDpdBiBlSUbzaVKWXs3XvYCJqRJ1L8APVpfftNSXofk8IfT/vWE4w4XFOuOFNGfnq1gCuoU2Ts1U6EtZsaR3fH2gFp7oegGOLVGKpl1IL96pjUiZFWKpD4UE2r0dbcSWDJ7rK4Zzejq9XDKe1sKm12Eopb4FfKvltS8lvn4SOLjZ4zAYriQi95Pr+8wU65xNzGqu71OZrVBIW9QCpSdaz+86ka9EcuKOejkAnJ6tUsjYfPb9b+Gerz2LUiv30qu5ftvJP2ow5Cvwg2DZeFcyBJ0m99Ug0K6xILQYK10vGpMloFhzyWfsyybjaS2YSm+D4TLkoScmtLEoubhtZlIFFOt6BZyytFtnrTiS2PXU7j6LNY9f/8rTPa/uW4ciwhOFCGMZdN+lwPKdxEYV4yl04Ho1pC2BbUlqXsB4IdMxLrHVopEbwXaQXDEYDKvkzFyFhYobT7btUICUght2FJYpya7Ekhx374Vxa56wQynXQOn4iGOtPC1F8Y1cyiJq4LfR+VR2azFLBwJg50CGd107zNfvvqWjsfj0Iy8yWaxddvpRSYzBMBguQ/YN5aiv0N4zHYrfRS6ktcQubCk2XTNKsRQzaPhBHMvohiUFh3YWyKUsLCk33FikLN3oqBcEcHauyonJInc9/FRbI7DVopEbhTEYBsNlyD23H8CWsmsQOwgCDoz24foK2eNfumj52rvECoO93i5lSWbKdV2tvoEFhJYUZGyJEAIv6O26gVIM9zns7M903Dm09jyH7tlU2xVjMAyGy5DDh8b5hbfswOviL3IDnd105017sHu0GFIs9aBQbI0ibS/r+qrr8/pCfcPH98tv20khY+MHqqdrS+ANI32kLIuT02VOz1aYLNb43Ldfajpu31CuKVkALs9sKmMwDIbLkKPHJ3n29ELXnUPaEriB4sixcz1XZm+lbLmuGRE9uZdaV+sbce8P/MQuvvDBm/iDO9/OwfF8bLjshBGN6EtZ7OxP49gSzw84v1DF85XOsAoUJ6ZKTbuMXkQjLwdMlpTBcBkSZUl1swOBUkxMlTdNc6mdvMd60Nm/K18tY0sOjOX54bmFNd3HSgTy07Zk/0iOT7zvxjhYHRXXJbsben7AufkaAHsGMzT8gNmyix8EnJmrIoVAWvqJCMARoqna+/ChcT4Dl3WVNxiDYTBsOb02O0qmZU4V65DoeNdumu2UCrsRJJOzso4uFDw7V1238VjpfEvCjrBqXYq17YYUuk+Ir2CskGaoL932uNZJftdAhulSnTPh+xzI2Axk07w2WyVQCikChBAoBTsH0sviE5d7lTeAUN1EZbYpN998s3rmmWe2ehiGK5S15suv5byo2REogmBpwozcI8lrR6vdrGPxylSJmhtgS7HuwLQUMJZPc7FYX9d10vbqFGxTlh57oPQYLCF6qoHI2BKl1IYIE75ldz9VV8uLdxMBTD7/1+er8Th3D2S5uFiLM7ukACEEjiW4djjHox9997rHuJEIIZ5VSt281vNNDMNgSLDWfPm1nqebGmljAcRpsn/2/OtN57amZe4o6FX2eo1Fxpa8aVc/+YxO81xPj+7VZiuF5RcASCGwrN7uXvOCDTEWaVtSrHlcWKhxfr7K3/8Px7jjC3/Fbfc/viw9Nvn83UBhSYFE60nt6M/EMQ5bCi2P4itmyo3Lrs5iJYzBMBgSrDVffq3nlRt+bCySs7VSNJ3bmpbZn3XI2euZ3vUf/1ghHTf7+Qc/cz2j+dS6rrkavEQmkhco6j360CKj2mNdXftroOVHXputUGn4BIGi4vq8MlXGEjBZrPHxI8/HBuTY6Tm8MGCUsrTOlRC6bqQ/62BLEbvpHEuydyhLf9a57OosVsIYDIMhwVrz5dd6Xl/K0m6oNh3ykue2pmWeni5R8da3yrYtwfmFKioImK80+E/PnmU0nybryDVPxqs5byjrNB0fvZuVLpG2JRm7xzThDq8rluRHFEuaUX6gOD1b5dxclZlSg1OzFQazDgI4N19jseoyVkjrhlNKkbIklYaHr+Ca4SyHdvZzYCxPIeNclnUWK2GC3gZDyNHjkyxWXS4s1EjbOpDbn3V6ypffN5Rjslgjl1r6k+rlvA/ftp/PP3ZiWX+KrCOZLtV54ye/DcB4IR0bjMVqg4W633qpVRPpS51dqGMXG3H2Tz5t05eG6bCfxmroz9jMV5f1P1tGPm1R9wKkFPgt7qXIVdXJHPagbwisLSgeHV73dNe/uhtwcrqMFyi8QPH6QpUbdhQYyTvMll2yjmS8kCFlSRotKWuXY53FShiDYTCwFIPoS1tUGz6NMLe+7vmkbGvFfPl7bj/Apx95kUrDI+tYcSA1Oq9TQPze997AyekSf/b866gw+Jt1JOVG8+RzZq6KJUEFipmKuynPYLrU4MBYHtBul3Ldo5pwE/Ui8NeLsQCoNnwQgpWSbuIiQqXvP5pPMdvD+4/iMZFRXK04YVJ23QsUtqWv0PAVFxaqHNzRzz//wFJSQ/T56fT7v1IwWVIGA3DXw0/FO4RizWWqWKfm+fSlbB744DtWlSXVmmffmuHULisnSq0t1rwt6VWdnFAFUMjo9/2xI89Tqnv4gQKlcIONU4btNI5ItfaG8QKDuRQnLi5SaQS6+FBoo9nqjWtNL7aldjklay7WSuRqDALdWe8d+4b4+t23LDuu0+9/O7HeLCmzwzAY0DGIwawDQCHjUMg4KKVYqLo9/9F3yrNPBsSBZW08jx6f5Mixc+RSS8bkUpM0FpFk+Q/OzvOHd76dh56Y4MTFRYp1n5RQK0qlr7cvhRSClCUo1T3uu+MQn37kRQZyunju7FwVXy03BK0jesNIH6dnKxvyLD3fRwpJgGJ3IXPFdtPrBWMwDAZ6j0EkXUuFtI1SilLD71p3ERmjaOfS8AMcKVioatfK/Y8eZ3KxtqEiehGtO4eVps/kz7/4+Cv82w/dzNfvvoW7Hn6KUzMl5spu16usNm6Q7G4X7RK8QOEHitcXavz9/3AML9DxBD9Q8bGq5V4CyKUsGp6PFYoyrsZYZG2oec2pvtHZbgBSBIz0pbAtHbO4WjEGw2Bg5RgENBdvWQJOTJYALRUR1V18BpYZjX1DOU7NlJgp6f4VltQFasWaxwOPvcyPLxY3Xb9pLUlPfqC49+vH8AKouCsH2bVw4VK3ul7IORZ+4OMr0TTBRwaiEuj7pqxmmXWlIul11XS8r2B3f1pXwvdy/5TFcNYmnbI5NVMh6PCLsKVgrqI7nX/qF9/U8/u70jBptQYDoQzEL7+Z8UImrktorfxNupamSw0sKbCEYLrU6Fp3cc/tB5gtuyi0lIcKNxJDOYcv/dXEsgypjSRaMWfstRXlLdb9FY1FlOEqhJ7YV0PN9VFIdhTSZJzm6Sj5WBq+ahq/EMv3OYHSBXUNP6DhByum+I7kbEb6UlwsNnh1qkwQKCwJqfANOZbAlgIpIjkRwVg+fcW7nbphdhgGQ8hKPuhknKPhB1hS6FVwI+D4hcUmN1PrdfNpi5qrJ7KUJRnNZyhkbC4s1jckMNuJ/oxNf8bGCxRTpcamSNFKYChnU2kE5NI2Na/R8218BSJQnJ3XqczQ2XWmWr7xEpbWDif1vpTFbNnFEgIlOkuUS2Cm4jFT8bDlUpDcC0AKpSU+wsHsG8zRn3VYrDaYmC5z2/2PX7YtVteL2WEYDD2SLJ5LWaGfPGxg5PmKihuwUHXbykHcsKOfnQOZuLArqu+IXFTdWMvOQACFtMUPfu/nQQiKNQ+7xw5yq0UJQV/KxhLabSOEIG31Pu5I3iSK4XSzNQLdY1yJ5PcCx7aQaLdWIW2xf7QPhQ6etxbEtxqkQIFjWaQtiSMh41jYlkRKwe4BXbFdrLmcm68hBJd1i9X1YgyGwdAjyZ4Go/nUMp87gO+rZc1zWs9N9kPYM5AhCGsMOvXdXsueQAGlhs/Nv/8dFqsuVddfVWxhNbi+3iFUXF/HEQJF3d/Y1NtkIPofvOcgewaz5BxJypbYYQ9wIbTRGc1r9VkJuIFqythqp+4bB93DnN6BrMNDv/ZOxgsZbEvXilxY0NLmOwqZy7rF6noxBsNg6JFknCOa5EH/Vwq90rUtwcmZ5WmXnWIkv/+330pfWsuD9FjA3DNK6WK8xZpHoOhJCXa7Eo08ZQmOHDtHPmUxkHNQClzfp+751LwglPaocGKyhAh/J8veduuOI1EcaEnB3qHcst+XQic39IcuSbg8W6yuFxPDMBi60K5COyraeuMnv41SCitse+f5Aa6vUCjuevipZT7u6Ovoeg89McGtB4ap95CBdLWRskRTvYee/CW7BzPUPZ/TxTp1X29jkvEfKaHiBnHKbXJTFbuiWgyIFFqIMFAwmHbizLhkTCsq7ExyJUp/rITZYRgMHTh6fJKPHXme587McXGxxnNn5vjYkedjv/WB0T4CpbNzPN+P4xlpS7T1cbeTQH/g8RPU1ikieKWQXPi31lAopbPKAKaLDRp+wN7BbDz3Z2zJtSM5ZLhdiI1F4qJC6OOilxwJ+4ayWFKGKrPa/fTQExPLYhNXSovV9WKkQQyGDtzxhb8K5a5FXGDmK8X1Y308+tF3c/T4JB8/8jzFmheL1dlSsHcoSyHjMFWsUWn49Gcd9g3lmCvXcQPVJD9Sblxeu4vxfIrJNYgS9kLGlrHIn26Lqpa56KLspYxjcWAsz/ELi2EvcMlYIc3p2UpTMR+JwkAp4E27+pku1ZmruBQyNgfHC9x6YJgjx851lW6By0P6YyWMNIjBsEmcnKnoYrQwi0mEOkZRjOLwoXH+IJTO+N6pWdKWYLw/QyHjsFh1mSk3CJTimmFduPf6Qh2JzvPXmUGX12ItbUtmKu6mpAEPZGzqXhBnTHWq0o6MQS6l9Z1SlsT1A+pewPn5WlPhYNL9FMWZLixUKdZ9hvscRvrSTBZrPHj0VYZyDgPZTHjtZumWiKtB+mMljMEwGNZBNIkkxQsBpku60jhjW0wV60yGlccBxO08LyekgP0jOearLvMVF38D38O+oSznF2rIHg2oFFAJd2aj+TTn5qv4gUJaus1rq3xj2hIM9aXYP6qVeE/NlFisekyXGrHBKdY8xgpL51yNAe1eMDEMg6GFo8cnuevhp/ADLbSntYwUgdKFYAdG+5adk/RxL1YblBvardHwg9hYbDQSnQW02Qh09tBUqc5Uqb6iwVvtiPJpm/FCim4N96RYapxkCaFdgErLjg/mHJ3+im4KNZ5PkbIkKUv31t47nIsl6k9MFpkuNvDCNqtR179qS+LB1RjQ7gWzwzBcNXTqSdEqKDhVqjOQddgzmOHsXBXXVwSBwrEkQzmH++44tOzahw+N8xngU998gTNz1fj1dn74jSJAq7ambbkpwoWgJ2pbCoTQRXF+l9vYUuBYktoqsr6kgFcmS1o+vRsKGmHDJSsc00LVZe9Qjk/94pt46ImJph1eLq0bYSlgvJCJg9NzFVffK7yf1r/Snqtee1l0+hxdDRiDYbgqiDKeot4O06U6HzvyPB+65Q0cOXYO1/dZqLicDSd7CewYyLIXwfn5Cp7Sk0pUFJa8btLYvL5QxbFE3Dtis6MU1wznyDoWL18srig7bkmBBShU19V8RLSzCBQcHOtjqtR9p6RX6/6q3rPTplNdOwK0fEeULjuQtvns+9/SNFEnxSMtqeNJUeD6gcde5sGjry4zTNG3GVswHkqXdwtoJwUokxXf7UQnr0SMwTBcFXzu2y8xX9EaQ5bQGTjTpQaff+xErIRqSRHn6k+VGuTS4Z+HEEgUB8fzVF0/niBAT1INz6dY8xLGRpEOVVjXuu4X6OB4u51DNMacY8WTnBCC/rRgsd7+jilL8IPf+3meenWGTz/yIqdnO/vnZZhZJIWOCRSyNvfdcYiHnphgsTrb1TCttjYwCAIswbKGSBGWFOweyDBVrOMrFWdDWVI0BaWjHV6nBlYPHn21Y6W7FJCyrbZNkVpZqbfJlY4xGIYrik7uAp3ZpLWfWie1aAKUifRZBU0S2Y6UnJwua9FBIbj/0eMM5lK6v3a1OcwaAHV37cYC9P3rXoAjwQ+aGxJF95JSf/XZ97+Fh56Y4OmTMx2v99s/cz0Zx4on1nv+5Bnqifal0XX3DWXj60UT760Hhrn/0eOcmCyy0Z6vANjVn+HcfG3ZzkQAN4znKdY9rh/PIxJaWEqpZUHpbg2svCDAsWTb7CtLiFihdiWSApQRV1OA3BgMwxVDN3dBECi8oHNAVgBeEGBL7SIRQN3zAV3MFaCohw12XBQ/vlgkl5KU60FbF8x651UBpB1J2pYU2/TJzjmSa0fy8Xv8mTeO8eREZ4Pxtr2D8deHD40z1p+h4fpMl7WyrBQw1peKfx6tzD/37Zf4F395Qu/ARPduenao3rvSJiMp/ucH8Ppive05tiV431t28uTEbMf2uUePT664sj8zVyFtSa2MS7ObUAgYLaS4diQfv9YtRtFro60rFWMwDFcM3dwFjiVxg87BWIXeWUR+e1QY4BWqqSNcvANRUGkEcb+JjY5VCAH9ad13o90EnU/bCCHIOBYzpQpfffK1rtf7u//+aTK2RTYluWFHP4W0TcOW7BjIxsdUGl7cTS5ZlR49l27upqh4TgoVG9yso11qfuL5yXDHlMQPFGHYJ36vAhjpS3Hk2DnuvGkPR46dY7pUY7rYgLBRUy5l8fEjzzPSl1rW9TA56S9WXTKOFWtCJZHoxIQowL1SjKKXRltXMptuMIQQdwBfBCzgy0qpz7X8fAD4GnBNOJ4/VEr9u80el2Hr2ehsk27ugmxKUvd9gjazb7IQzbYEloKKq+JsnMh1kywEiwxM4qVVsZKR2TeU4+JireNqfrLUQAid9bNSsBv0ZF9xfdwg4OR0CS9YakjUbuKLjG+0Y0i2Um2HQmtpRYV3QsB147qwYbpUY7bsMtzncGFhyc1nJVqsNulBhQZhrJCh0vB4cmKWz/zym7n3G8+F0iuS0XwaIeDsXFW7rMaWdlt3np2PK7cHsw6eHzBVaiCEQKilHZAU4NiSkb5Uk85XtxhFt1jJ1cCmGgwhhAU8CPwccBZ4WgjxiFLqR4nDPgL8SCn1S0KIMeDHQoj/oJTaHP0Bw7ZgM7JNVnIXnJwuUax5TXIcUqDlsf2AtG2RdSQzZRdL6riFt0IUN5+2KNVXL+/R7aoZWyLEygV+F4tLfyK7BjLMlesddaki4yDRvTEcS7BY88KJFPYMZPj9v/3W+NmfmatoQxq+/14UhKJnZQkt3RGRsiRBoMKugxpHgm1Z1D1/2c4lkmAp1lzyaZuzcxUOHxqnP+twzXAujmVMTJVC4UAVS45XGh5f/uuTjBXS8edgrKAFC+cq2rUnBYzl04z3Z1BKNTW96iVGcTVXfG924d67gFeUUhOhAfgG8P6WYxRQEPpTkAdmgeVOW8MVRXIlt1H9BboJxN1z+wFStsXOgUzYenNpEnVDH4mvFGOFTJwlVEtIVbRDxzk2Lgoc9cPwAsXkYm2lw+NzZNjUx7ZEx7ak0S5BhFXS81UvlmhXCs7O1/hH/+n73Hb/49z18FOgFOfmayu2OY2QgCV1TYgQIk4/jhoPWZbg4HieTBhcjgyQLdtPQZYUTBXrTQY/2cAKiNNxU9bSNbKORbnhk00YrMnFWmws9PPSjZ6KNXdZ/KH1HnB1xShWYrMNxh7gTOL7s+FrSf4VcCNwHvgh8DtKqWV/hUKIu4UQzwghnpmamtqs8RouEWfmKk1/1LD+bJNOPSdAG6hKw2OqWNcVwlIyXkhjS4ljSZ1SK+DHF4v4qrf0UCE6ax6tBoGe9FK2xLF0xk6ll0IJdLrsvqEsDT/A9XVLVqfDX3VkBJMjTn4d6URNFmu8vlALhQB7ew/RYftH+5Yqr9s0Hto5kIldgH4Q0G6vpdC7hlqLm6x1QWAJnQ6drI2puj59KSue9Is1t6nSXqENsh8EXFioLYs/GFXa7mx2DKOXBmI/D3wfeA9wHfAdIcR3lVKLTScp9TDwMGi12o0fquFSsp5sk9bYx60HhnlyYrZtLCTp+trZn6Hq+ixWtWrRdLneFIDttyWr8YM2qaKy9sC3gqbitbSt3VKBUl3jE7sG0ozmM/H3w30OU8V6R2PXy/guLNTYNZiNM4p6PQ/AkpJi3WO0L4UQom3joULGYe9QlvPztdi1lEtJ0ragXA8IVEBUiB0Ad960p2Otxf5RXUwYGacoDvPh2/Zz5Ng5Kg2PycVawg2m7xfJgShYpkh7tccoVqJngyGEuAH4I2CHUuotQoi3Ab+slPr9LqedBfYlvt+L3kkk+Q3gc0rrrL8ihDgJHAK+1+vYDJcfq8k26STdMZh1ODld4nunZhkvpGL10WQsJBm8jeooBNEKt/k+i2uIRcDGZUhFgfCqG9DnSBY6FOFFjPQtuX2minWqDb9tO9LVjLHhq7j+RKF3fe3iDO2oewGDYa9y1w/ieo7WxkO2Jbn52uG4UO7o8Unu+dqzKFTsIgM9wX/rh6/ztr2DbRYIepc6lk/rncxijYYX4FiCJydmufOmPTw5McupSHE4ilUBltQS6jddM9TWEFzNMYqVWI1L6t8A/wfgAiilfgB8cIVzngYOCiH2CyFS4fGPtBxzGvhZACHEDuCNwNXVKPcqpJP7qPUPtbXp0MnpMvMVF8/Xgc5izUMKWKx6bWMhZ+YqeL6Wvo4ygxq+Wlm76BIjII5BKKVY6GC8IlE9gd6RFWsu5+drelJvOdaWgpTVqwbsElXXj41NrUdjEb2H1t9BLy6ew4fGyaetsAe3fi3aDbw8WeJjR55P/P5LfPHxVzg1U2Iw69DwA2bKel84VkizayDLZLHGkWPnuOf2A7zr2mF29KeRQsaNriIZ9flKgwcee5m7Hn4qjt20Nk4yNLMal1ROKfW9ZLUlKwSnlVKeEOK3gT9Hp9X+sVLqRSHEb4Y//xLwWeArQogfoj9z9ymlplfzJgyXJ72s5FrTHH2lkELLh/eHE4YUzS6dZCxk31CO507PIcJUzXoPukVbQdrWMZULi7WubijXD7CkYCSf4uxctWvQ3Q0UtlydubAtEcdlkmmvvZCyluaG6HfQzsVz64FhHnpigk9+84XYhXjDjn6eOzNHGhH3HwmUQilFqe6xK6wXSS4QRvMZcimbc3NVEMTHJFNho53sSB5mivXYII3nU8xXG3zx8VcYy6cYzS/fnRqWsxqDMS2EuI5wdyuEuBN4faWTlFLfAr7V8tqXEl+fB/63VYzDcBXRmuYY9S9IZsg0/KApUyYZC7nn9gP8va8+jSW0/HVPwezwv73MlZ3qKVZTzCeAkXyKmXJjxZoKBfSldbLAcJ/D6wsrCQL2OIgQ31fN2loC3LD4ri8lKTfaX1ACuwaXigBnynXKdZ/b7n98WUFdu3TqO2/aw/dOzWpdKT/QYo/ho2gk3kS7BYIXBLQsZNsarNmyS0bCzgHd5CpKy9W9MDJXnS7UWliNwfgIOuh8SAhxDjgJ/NqmjMpwRbOagr3W4PhYIc3ZuWoc6CxkbKZKDfqzdhz4XKy6OFLwzs/+Ba6vUAF4QoW7DD25KTp3jVPoFb9aIegcHbua1zsde25+yc+fNDZRS9IoSJtzLBpeQLnuY/eY8zqYtZlvIy/SikAHmqNU4iB87xlbYluSPYNZXrpQXHbe3sEMdU/vfJRSzJTrTBYbjOVTy2psOhXGPTkxyw3jeV6ZLOKGEi6OFLH212LVpT/rtF0g2FIuS69JLhqinext9z/OYNaJjctKu1PDcnqOYYS1FO8FxoBDSqnblFKnNm1khiuS1phENJl08h3fc/sBFqsuJy4Ween1BS4s1OhLW1w7nGOh6rJ/NM/vvOd6rh3Js1B1Y5/9fNVlseZpf7xYqnEY6XNA6P4O3ebbTlIYvdYliMS/XpFCi+199L0HGcjqCTVQ2rApospkoQUQZW+d+9K2ZN9wH4PZldeG0duNspSkEFhS0J91ePPuAQZzKa4b6+Otewbif9eN9bFvuI8/uPPtcTyqXPcZy6cYC1NpkzGNbunU991xCCkllgxTlsOYkwAuFmvxAiFQxAuESsOjkLFxpODEZJHjFxY5MVlkoeouS6BorbFIWZJA0XF3aljOip8iIcQ/7PA6AEqpz2/wmAxXMGuRh9Y+0PAzJ7Rm0Sfed2PT8feG/73r4ado+DrHXob+8EAsyWAs1nx2FlLMVr2ujX5qnpbdBt2HwZIyVLFV8cq7G6sNNAvg+rE8I/k0//7JU5Tr3jKhPykE5bqPI6NAdve7SAE7+3Xa7d6hHLascnBHP8dOz/VUcBgoFU7WdVw/oFT32dnf3A8k6fqJfh/RSr7dcd3SqQ8fGtfNoGrLx+b7Kl4g/Oq7dBp1FBN5/9t38ydPvYZb04F1lGhrqFsz8/qzNpPFBoWM3ZSWa2ouOtOLSyrqdPtG4CdZynL6JeCJzRiU4cpltfLQDz0xwUDWiQOaQFcD8/LFRWpuQLnh634OSmCFabVv3FHgwmINaVnsGrDJOhYvnF9cdo2IQGkJCykkUggCFI1QeiMSIuwWE0lqVK2EQmcE2dPluG+DYqmLnZvQaUrqQHXCkbB7MBfXP1RdPy5wW0nuJCJQxDZpsaYbT52ZrXLNiKCQWbru3qFck5txttTg4kIVhM7SGs2nsS0R1zR0S6d2W5ISopHaluC7970nfv3exDF3PfwU/VmHnSt8RloD8NeO5LnrJ5uNj6m56M6KBkMp9U8BhBB/AdyklCqG3/8e8J83dXSGK47VFuy1GpjFqst0qc6pmQp3PfzUsiK9haob11do14pCoUjbenJqeAEDWb3DWUxoCLXDCdNXA8IqMrE00dpSYFtymYxEEktK/FVmZdlSNOlB6cl9uURJtyl/JOfQl3Fo+D6vTtaoh7UnfWkbN1BkbNmkp9VKFEOJutsJdM8IJcBTinNzFd64s5/pUp25iq4BuedrzzKUc8J2sT6+AksoXALOzVcZzDl86hfftGJhXKPDzsfrYnlXswhpl5l377KjDJ1YTdD7GmgqhG0A127oaAxXPKuVh04amMWqy/kF3dUubYkmddInJ2Z5+tRM26wgL4CxrI3rKxxLkHWspmt1wvUVlhQM55y4bwQs6RGp0GXTaSrrpfXo8rEuv1qvO4KIXNrmzpv28ODRV3HDJiC+0qmokdJrda6yYkV49POop7djCcDHU3BhoUqx7jPc57BQcQmUYqbcQKIL5ESgQmOtzx/Lp5sqtju1P21nFyTEqbbtuNp7VFxKVlO49yfA94QQvyeE+CfA/wL+/eYMy3CpOXp88pIUMPVasBeRLPyaDntKC3S/5lzKpuH5PHj0VSaLtabK7dbpZTCbIudISnWfH51f5LXZyoo6UJHu0ExZK7omX2+Eqb29BsF7ZbXGIYkUOt5yfqHGt374OkM5B0SzDPtkSa/5RsNmSa1Errb+jI0Q2q1mJ4LCMnQzHdzRz96hLKP5DG6gDatE0PB1NpotdcD80M5+rh/PU6qvnKV1/6PH274eAAdG+zqeZ/SfLh097zCUUv9MCPFt4KfDl35DKfVc9HMhxJBSam6jB2jYfC51Y/vVSC8kXRinZiqkLW0sIh96sebhBUHT6jKa9DK2hR8EKAXlho/ra5dUr1NypFrrJ3z5ESr8Pyl1ReoGaBCuG0sI3WZWolvSquXtaAHOzS/tLqTQjYoqDV0BnUtZPPDBd3D40Djv+xdPcGKypIPf4bMIFBwc62tyA6UsLQMfGVUVPq8o+2il1X4U/2iXshtx3x2HOv7M6D9dOlYlPqiUOgYc6/DjvwRuWveIDJecjWxsv96mSJ3OP3xonLsefmqZ66HuBaTDiSmqUlboSSuKL6Rtiev7zJSWd1zrxr6hHGfnKl2NgW1JLTMSqI7HWYCPjom4YWHcQNZmOhyP7BA8lwCrqLZ2A4UUin0DWS4s1uMaEhH6zaLLJN12gYKpcNeRkpCyZfz7uu+OQ3z8yPPaKPu6fe1QzuG+Ow7FGlG5lM1YIc35+RoBipQtY9mVnfn0iqv95GIl6d5LbtwELKsMb/1MGf2nS8NGyptv8ObccKnYKKnx1dZYrPb8Ww8Mc3auyo/OL/Di+QVeOLeArxQZx6JYcwnazKwSHUidLTXwVhFTSFu6/qDbZK2Auhv10mh/TMaWSEvQn7E58c9+ga/8+k/yzjcMk3FsChmboZyNJQW2aK7xiIroVuOhEuiUY9uSHBjt62ocRZu/1kYA85VG/LwPHxrnD+58O++4ZohdA1muHckxmk/zyW++wFy5zmLVpdLwyKdtRvIOUggKaYuD43muH+sjUKzockwuVpLSIqB3KAKwwnjVWj5Tho1lIw3GNtiUG9bCRjWNWW9TpG7nHz0+yZ889RpeEMT9KhSQtSULNY/z81XdiztBNOkqoO6rju1O29GftfnxhcUVP9SK7j0xGr6W6/7wbfsBPQl//e5b+Oz738KewSxzFb0Cj96TQEtwRBP6iumzlsASeheVsnX6sOsr3veWnaRbmhU54YSctmWXKvHm31dyvBVXx20Gsw5u2Lo1ZUkWqi7XjuR56NfeyR/+yk8wmNM9tntxDSUXKzsHsnFluwKE1MZiNJ/a0EZbhrWz6T29DduftTS2b+c6Wm2NRSvdzr//0ePMVdxlPbndQDGWT3GxWNfZPOjAL2hZCdA1CT32IwL0Kmqm7K5qdd8JpeCnrh3kyYlZvvr736Hh6Z4Prq+1oKLJMbqVJXXgWCl4w3CW6VKjawqsFwaZ3UTq7J037eHIsXMM5RymSrrnhyLagQhyKRl3oFt2vUBx7PQcR49PNk307dyWAIO5FN/+3duBtcXCkhlO/VmHfeTCqm54x74hTkwWYxn3CCPfsXUYl5Rh1ZlLnVxHhbS9rp1Kt53OxHQZFaZpJnF9pVfXluSa4Ry5lIWUEj9cVksBskMb0E5YlohX5ev9UO8cSHPszAKnZkosVHRL0HI9wPMDZkpu005ChlXsoNNIbUsyVkh3vjjE8RpLChCCD9+2nycnZnEswVghw97BHH0pC1sKMo7F33rrThZW0JUSsMzt04vbci07zNYMp4bvo5TulQ6693a3z9Slyu4zaHr+SxJC3CKEKCS+LwghfipxyM9u6MgMl5TI9fDd+97D1+++pasbodPEoJRaV3rjSumRnVb8ry/U2D+Sw/UV/VmbIFCJLKClyb9XosD5ahRn2yEFLFRc/ECxWPW0EQhlPXy15K6KiAoNUdCX0rUiZ+e614pIQewaGsun4s6D0eTen3U4MJbn0M4CA1mHC4sNrB6s4Ln5Cvd+47l4Au7FbbmWWFhysXJhscZs2WUo58R9LaZKS7GS1s/EemNmhtWzmqXXHwGlxPfl8DUAlFKzGzUow/am3cTg+QEnZyqU67ry98JibcWdSivddjr7R3JdCuQUv/DWXdx50x7KdT/eXQi0v373YIZM6M+PVvK9sF6P1Fg+Td0PSNtaYVUIujZu0u40wWghxZt3D5AO27R2O96Rkr6UxYGxPKP5dKzX1GlyPzNXQUHHvt8AdT9AApWGH0/AvdQ6rDUWFi1WDo4X2DuUbRItHMg6jPSl2n4m1hszM6ye1cQwRNhGFQClVCCEMDGQq5DWytpizeXcfA3bEuwayDbFQFab6tgpPfIX3rqL4xdPtD0nZelWnhU3YKyQ5prhHNOleix7nk/bDOYcJsM4R6CU7qsRBMvatG4UAxmbfMZmvupSyNhhvYjqWP0dpddWXZ9Kw8cSgnPzNRxLdJRY16IhKu7rHU3OyZiU5wdcXKzjBgGOFORTVrzLcVD4LbUaIrywqyBti3gC/vrdt6xY67CWWFiSTjGsharLox+9pefjTXxj81jNhD8hhLiXpV3F38e0Ur0qaZ0YLizoXg47EivD9TaiOXp8kvsfPc7EdBk/UASBWibmZwnt6981kOHkTIW9Q9lE3ww9ieq+EZHK6TVNQnO3Hhjm849pI7Qa95MtlyTAO1Fp+IwXMrz/7bs5cuwc/Vm4uEKzo+h6loSLizVtEALVpOnUesu+lEUho593JO/+j/7z96m6AXVXazo5EvYOZnEDxWLVJWUJKq6uUrdFs0Fqur5STRPwSrUO6y2gW63Eh5EEufSsxmD8JvAA8En05+ovgbs3Y1CG7U3rxKCAPYOZWBkV1rfSO3p8ko8feZ65iosUCbmMltnSV6ACxfn5Kl4Ap2crsTqqEFqosO4r3rx7IJ64WoXm/tPTpzm7UF+V+8kOg+rKXx6Ej3DDntFv2zvI2/YO8rlvv8SFFQxG2g5VcQMVt5JN6BAuK2oTAhZqHv5MiT2DOQQwV2mwWPPi52NFZe8sZTilQtXaiekyoA3KYM6OM8NkKAkSsPoJeD0FdKvdoax3R2NYPUKtNiK4Dbj55pvVM888s9XDMIS0q8CuNDzGCxm+fvdyV0InolTdp0/NxkaiUxV0OyyRmMyVQkqte7RzQPu/s47FZFFP2vtHcnzifTcCcO/Xj1Gs+z0ZDVvqvhwpq7viK+iivfH+TJzmqg1b57tkHIlA4PlBnBIMy3cWAp0VZUsR9jgXHBjti/uAeL5+71VXS7xLod1wVvg8so7kmU8tdUWOfn9+oDg/XwtlQPQ1VhuHWi/RZ6DXHcpqj7/aEUI8q5S6ec3n92owhBD/jja7dqXU313rzdeKMRjbi2T+fXKlt5qJJrpGw/O5sNh9Jd6KRKfCer6Wpogksm1LsDvskdBO4kMK+N2fPci3fvg6E9MlVpj/kejFumNJdvSnOT1b7WpkHEtwzXCO1xdqetewgo5VtMOIGjup8H7pUG4jSiHWGlZhAzMUbijbcXA8z0sXinHFe+u9MraMDcxDv/bOJln46PeXjHkcHMsva1RluLxZr8FYjUvqvya+zgAfAM6v9caGy5NOWk+r8V23u0aU8TJT8ladzhoAKanTZ20pqKNX4bsHsvRnHSamSm2lOwIFDzx+gpQtm/SVOt0/QP9gdyFNueF3DUiDdqWdnC4TKL0zsbsUEAp0plnr5Sx0ZpUTGgg/UE1V2kpB2pL4CmbKdYKwAlu0vIko/TYIFELCPV97lpuuGYrdNzlHasFCtDLsfXccWvb7W69OmOHyZ80uKSGEBB5TSr1nxYM3GLPD2Bo2YiXaaTdSrrvsGsjy44tFUGpVldmgJ+O0rdNLT1wsEiiFY+l0Vq9LrCGJFLCjP8NCpYEbKLxALavhsATsGsggpcSxBIvVBlOl7o2YlsYo2rqkolTfAJbdTwod3LUtgSMFJ2cqsXtJKX38SN6Js6o6vU8pwJECX0VuPsUbRvpYqLoIdL1Gt93hRuwiDVvPencY66n0PohuqmS4Soh2AX6geD0KFCvdWvTvffUZ3vcvnlixaKpd7rzr+8xXPY5fKOKHk7Qj2/dl7oQXgC3gxMUidS+g4atQ0rx3Y4HSgfKaF8R6HTpcvESgiNNd/UBRafTeE6OtsQh7WPSlbdKWjKvWo0sGCl6brTAxXebsfIWxPp1Y4Pq65/hI3sHzlR4zzaKCMhQ0lMCbdw/ovhZK4QYKP4ALCzUWKg2KNW/FWgZT82CAVbikhBBFlja5CrgI/P82Y1CG7UmU935yuqz7WSckvVMSXpkscs/XnqWQsTk4XuDWA8Nx5fG+MI312Ok5/CAgbVux7MV0sQFKIYQ2Ep4CiQo7velJ0xK6ArvbxmOh7pNxJJZozi7qhUiHqubp4HchYzNXWS6HHn1frLrMVz2E0JLgtXBLNJ5PMVVq9GSkMmFhnq90J8BKI8C2dBzDD5pTiJWCcj3Alj4DWYexfJpS3WPvUI65ch03UFQbPl6g4kwr2xL0Z21my7pSuur6cQKBI3XMxw3AbxHoapfhZmoeDLC6BkoFIcQwemeRiV7elFEZtiVR3nvDD7DCDB2IGg3pyccRikrd49RMie+dmmUsn2I0n46/F4Af6IZGlZkKtqXlSTOhAZkq1nXQVwgGcg7FmseegTRCCM7P1/D8YJnRSIWuJ4CD4wV+eG5hVe8rMkYKPYlnU5LiCh3ipkoNUmGQGpbiHuWGTy5lUXG1JlJy8xHJjUSBcz90LR0Y7mOoL81zp+f0OWL5H1Z0/YWqx47+dJPo3233P85g1mnqS4FQ1D2FY1l85LCuP4nSaFOWXFL29VkmmNUuldbUPBhgdTuMDwO/A+wFvg/cAjwJXPIYhmFziIKaJyaLNLxAC9jl9WRdrHsU0jYLVRcrXMEu9XzWVdNRuqcbaScJ3RFvrJBhsaolJZpWzUR9s2E0n6aQcShkHJRSLFRdvnvfe5pSdncPwuvzVeotkeHV9s6OJl9H6lW8n3A91f0At6qDz6kOQe1YYVYtNWsSofun5vnsHczy2mw1fDag0O6r6LwdhbTuqx3GAT7xvhv5wdl5nnlttq1UukjcVKGfaXJlH03mhYzD7kG00fUC+lJ2HGO4F7j597/DQsUNDZJ2/VmhcYpqGWbKdWbLLvOVBnc9/FQcFJ8r1zk1U8aROkPMtqSpebgKWU2W1O8APwk8pZT6GSHEIeCfbs6wDOtltRktUVDT9X0WKi4IKNUV8xUXIQR7BjNaDwkYzad4fbEe+8ij9p1OGIiNVvxSLE3mDX8ppdQJdyexQCD6GhNTJb17EYL9YQ/ne24/wMeOPM+5+Sp+oLpqMYGWKemGAG4Y72Om4rKzP8OPXl9c+kEYt/DR7+uNO/uX7VYcKVAovCDqg6FTefcN5ah7PgtVlwuL9XjR7ivIOlp1tu75zJQaXCzWubBYJ+dY/Oa79YR75Ng5RvpSzFVc6l6zAVSAiJ6V0F0Gkyv7ZAFbPq0bMrULSB8cL3BqpsRi1Yt/L1FfkVMzFZzQuA3lHEbzaSaLNT525Pk4KL53MMvFYp2z8zVuGM/zqV9cnklluLJZTdC7ppSqAQgh0kqp48AbN2dYhvWwFhXPKKjZpKoay18ozsxVOT1boVjXk9K//dDN3DCej90saVtCaDjGCmlSliRQS32dU5aMXTS2JbGEiAO0bgCnZypxTwcvUEyV6vF4I30j1aFHdYREB3K7Ces5lmBiusxMucGL5xfj64UisTGBguMXFpcFtBU6wK6LBAW2pYviFqoNpkt16p5+D2P5FJbUPbZH8ynqns+FhXqcIqt3LwF/8tRrfO7bL8Vy5DfsKPCG4dyyP8zk2Cwpmlb2raKNKUuScySf/OYLTZLf99x+AMey2DmQYSjrxG44W0a7Iy2/Uqx5/PhikQsLNRarbhwU78+mODhe4NqRHIO5lDEWVyGr2WGcFUIMAn8GfEcIMYepw9iWrKVHdxTUjOITsLwHdCp0RZ2Y0qLFj3703UturIuLFOs+w30O+bQdT5CCgOMXFuMVtxTg+f6ytNkArTrbl7IYzaexExk4tiXCmEn3Co19w1nOzVc7GhUrEWvpdKVotwTEzyGIemOj01ElMNKXYrHmxcV481UPW2qJ95oXUC81GMg61FxdiJi2ddzADxRB2PTIkoJizWOx5rGzPx3vsPxA/1yq5uZKoGMfHzl8Xcee1is1MYrqZSamyrE6rh0addf3qbgBdpjiW/ajSkbFi+f1TivrWIzmU5sa7Db1HtuX1QS9PxB++XtCiP8ODACPbsqoDOtiLRktkR88ZUm8cMJKTqra9aQziRwhYuOT1A5KyjQMZBwWqh7VxpLkhmApZtCJ0Xya/qyOY5ydq1B1tYtMShG7WkhcD5aCydOlBl6XcEby3pFhSL7HVnFDz9NZS4FUBAGM9DkU6z79GYu5qotEkLZlbDSitNloXAtVl2uGswRKB4gjjafo3p6vCITOajo3X8MSAksI3NBipS3BrsEsU8U6dc/HkrKpQjtJ9OyPnZ5DiFAIMrVcCDL6d90//la4s1i+HWuXYRYZ4brrc26+xvVjfZ0f9DpYS9c+w6VjTXUYSqm/Uko9opRqbPSADOtnLX0Jon4HUQMiLwiacvojWXClYEd/uq3xSTZhEkLQ8AJStiRlLe1YWvtut3JhsdY03oantwNSCASiyUWUXH1HGUoAuZSFI6NWre2J00sTNQ+RsdDnirjJUca2GOlzeOZT/xs3XTNEse4jEUgpEEIs36mEEXQFXFysx+9DtB4TjsOJBhqeF3fhE4JCRmc/2VLiBwH3fuM5bv797zS5mpIuSD8ICALF+YUqi1Udz2m3WOhLWWtqQbtkcFdTJdM7pt5je7ORLVoN24SVmt20a2sZ+cGvHckzkNNVv8M5h5xjkbJE6OsW7A6D3wtVt2tbzInpcix854UZQkDsbulEwwuaxuuExsb1A2qJOgJo3z71V965l8GsrcdrrfzxbpdhpWsTljKgfKUYDRVeo2cb/S9Qatk4ogpsAbhBEL+P6H1HP4/eStaR7BnMaCMVKNJWWEsSKBarDc7OVcNe4LBY85guNXj2tVk+fuT5eGcRTbJp20IIgUQwXdKaXO0WCx++bT+BAi/QPca9RC1GN1OggOGcQ2mFtOO1spaufYZLh2mAdIURTSCVhqdX+Jbg4I7+2A+80pa/nX5QUhJiplxnsthgLJ/q2WXQupKV6EykdihgvJCJxzuWT7NQ9dpWSSdfyadthnM2Z+eqvGEkz2zZxesx3bbdQju5c/F8xUy5ERvWG8bznAz7dKQsyWAhzWSxHqfqemopDiLQq+axfJpAKeYqzROtAKpuwHy1Ssa22DOYpZBxmC7VKNd1/MO2BH5YKxJN5q6vmKu43P/ocYp1L3ZBRrUYoGj4ndvk3vveGwD48l+fpNzw6UtZ/K23jvGtFy7qYsKgfYKBENpovWO8sPyH6+To8UkWqy4XFmqkbRm7J029x/bBGIwriOTkvrM/07bzXbuA+FSxxr3feI7+rLMsyNgqLFiu+4zlU3GDIj9QTC7WmsTsopaqr0yVCdpM2t1iGHsHlyTRH3jsZV6dLneVBLfDBkqDuVQc9/iVd+7lmddmu8YzkkTB6I5jGspiyaW4zX13HFqmq1RteFS9QHfzCzWjonTkyeJStpFj6TiFUsS1K67nI4XOmjo3V2W04ONYFh++7RoePPpqrFQLNAVupNA7uZuuGYprVaJajAsLtWXGF5YHlB/44DuaDP3+x17mwaOv4nXQmJMs7Zo2kuiz25e2qDZ8Gn7A+YUqdc8nZVum3mObsOkuKSHEHUKIHwshXhFCfKLNzz8uhPh++O8FIYQfVpQbVkkv/t/WLf9i1WWm3KDc8LAEPHdmbpkuVDI20Z91YvdMseZyZrZC3QuoewHPvjbLh7/6NDf//ncQQpB1uvekTiLQH8Z8Whuyo8cnefDoqyuetzOsegaYLtWZKTf44uOvrKhD5ViCjCPJ2JI37ervqAclgELGWdZ5rrX3+AN33cS/+f/czA3jBRq+iuVMosZFurmU7kfhKy3b4UQV10LLsKcs3Tq1XPfjHhpRQWFMGLhJuvVaXZCWFIz3Z/jI4esA4vTaBx57ecV063vfewMP/do7ueXASJxum/zn2JKDY/kND0BHn93RfIY9Q9kwLVtRafhG4HAbsak7DCGEBTwI/BxwFnhaCPGIUupH0TFKqT8A/iA8/peAjyqlZjdzXFcqvWRHtUo8RH5uWwjOL9SQCCwBJ6fLbV1NyfNfn6827RaiqujFSgPHEtRCv7uuANeSIJ3MRy6l0zWjwPVDT0zgBwrZ4QyJvtaFxTqWFNS9gKlSA0voiVqHyLsIDypFPu0gIJxo2x8WTczTpTqVhs87P/sXuGHfjYPjBT77/rfEz+eBx15mYrocy4v7YfAZtDaVJQU7BzLxs4/SjVOWjLsVTpfqlBs+X/7rk/Sldc1E5GKCZEaXIFBw/Wiurbz8rQeGOXLsXJPr8cGjrzKUcxjIZsJn3j7dul2KblKhNmo8tZEkP7utFf/GWGwfNnuH8S7gFaXURJhR9Q3g/V2Ovwv4+iaP6Yqll+yo1tVoPVRmjQKlUup/kSBetDuJAuUvX1zk7FyV6VItNhCtq+BGQFykJoWuoxBhoZ4jk1lA+nvHEhwYy2NbMh7rmblK1/4RAWH3OxQXFuthD+0UCuL30C0jS0rJH975dv7gzrczXsjEacS2IO49AYCCqWJNGyOp/fdRqu+pmVK8Qo92RFEQXKkwlhEopkt1qq7PgdG+ZTuBICx0XKy6nF+o0vAD0pag0vC1KCOwezBDJpHypQsC9eCmy1rCA4h3gV+/+xaenJhdttv0goBirTmG0i2gnNxJXVioMlWsxwZmJVXi1bKWzD7DpWezDcYe4Ezi+7Pha8sQQuSAO4D/0uHndwshnhFCPDM1NbXhA70SWCk7Cpa7U6LsnZoX4AYBnh/E8h7RZJJM29w1kMWWLMmbs7y4LHotiLOFEhOwEFqPqJDGkdp6pCzZNNZaKNxX87pLk7sBsdpqypaM9OkKc89X1D2/KfYh0KmkbxjOcd1YHzddMxSvpL9+9y381P4RdvSnSTsWCF257kjtgomMUbWhe2t4vu6VMVd2Y6P60BMTugFS0DxmHy3l4fqK++441PTsrx3OMZRzsORSRpNAu5OiyvmpYp1CxuHgjgK7BtL0Z2yGstoIjBXS7OzPtHUttcs2SltymexIu0k5mUX30BMT3HpgmFza6Xq/9dLLZ9ew9Wx20LvdEq/THPBLwP/o5I5SSj0MPAy6gdLGDO/KotfOd0mXw8ePPM9cRefrB0pXMltKMZhN8+MLi3gKfuMrT4c7BYnrB6vK3xdCr5AnF2vhjkMw3Ocw0pdGSpgtu2QdGQdnLUvwC1/8Lufmqz3fwwsIA8p1nA69tgdzNnsGc02JAEkiPaadA/ayBkGf/OYLWKFRjd4TSn/v+UFcYBiLGIY/j9Jyc2mryQ/f2pjooScmODVTIW1pY6HdMXB+oarl1pWi6upA+AMffBsPPTER9+A+OV2O9bfuf/R4fO126rIDOSeWOk++x+SzaJdF16sraz2stmujYWtYc8e9ni4uxK3A7ymlfj78/v8AUEr98zbH/inwn5VS/3Gl65qOextDpATrB4oLC7V4QnQsgR/2nrAlPWcbdeLakZwOxBYy3HpguCmV88O37efe997AdKnG//mt4/zpsXNx5XbKlvh+0FNvi539aWbKjbZqr/m0hRSCgazTdSJKypw0wjiF3mW1790daWi945ohXjy/QLnuNRnTKJbx7/6/P7nixHfHF/6KU7OVOFV3NK/FCisNPx531F/ke6dmdfc+X1eiJ3uT/NsP3dw1/nDnTXt4cmK246ScVAeO+NHrC2TCbobxe0soChsuHy5lT++18DRwUAixHzgHfBD41daDhBADwLuBX9vk8RgSRIHGqKK4WHOZXKxRcbXSrC10Jo8XdKqaWBkBnJ2rMpRzeP/bd3Pk2Dn60haeH1BuePzLx0/ww3MLHDs9z0xZ++yvH8/jSJ1memGhhtdmx9BK2pYotSQhLoUODEup9a+G8ql4cotcLu20iubKdeaqLo6UsdxIJxR6lzFXrhOoQFd+q6WiPwHkU3JFY3H0+CQz5Qaer2M+rh9wbr7KYM6J016TBiBtCSphcEeFlfBBmGb7uW+/FN+vtU93pC57b5extEuc6NWVZbjy2VSDoZTyhBC/Dfw5up/9HyulXhRC/Gb48y+Fh34A+AulVHkzx3Olslaxtla3RSGj/eln56raNbUB8g9Rn4hS3ePBo6/GirOWFGHjIvjOS9oXnrEld7/7AH//3dfx3i88EYshrngPtASHJSVpW3eSizrZueH25JqU9ud3Kly88+w8R46dY7KoNZ0UsFDrrZrZDRSur2Mkrq9o+AEpS1LI2Owfza94/kNPTNCfdehL20wV6zT8AFvqXiTt6mfG+zOcCg1BALGTVwo4MVXigcdejjOkDo7nqbp+WzddO9bqyjJcHWx6HYZS6ltKqRuUUtcppf5Z+NqXEsYCpdRXlFIf3OyxXImsRco84p7bD7BYdTlxschLry9w4mKRxarL/tCFpBIT0VoppG38QFF1g7jXthcoXD+g4S8FtPozNo/89m38w597I5mUHWfNpHqQ95BCF5PtH8lRyNi4QYDbUqkcVWp3qlX58l+fjPt0SyHiTnrdiNRecymb4T6HqhuwcyDDG3cU2DmQ6bngLApQFzIOB8byHNrZz/Xj+Sb5jWQQu5BxmrKmpIi66EkcKeP3shY9pnbBZ92177qmuhNTG3F1Yiq9L3NWkjJfafehIBS8E7Fg3o27Crw6XdbxgJaFqRNJdCdek2K5/EfEQkKhNQoEQ/PxKUtQSFvcsHNJbiIKQvdn7a6r46iY7NrhHJ9434187Mjzy2oqHEswW2lw7zeew7EEuwayTT/POhblhs81jhVnWfWyubItERu0kb40rq8YL2RWDNq2/k4KaZuq63dtf9q68t85sLTLSNky1qfaOZDm7HyNa9aox9Qt+NzNlWW4OjAG4zKh08TfrVhvJd2oh56YYCDrNE2gU8Ua33rhIoW0zWxlefc6XyWb7mi58V6ypqRiWS/uKN7gBYpi3Y+1mmBp4vrct19isthYJt0h0f0vbEuyUNVdAT925HkWqu6yAHWkwVSqeziWZLpUj6VNQE/OfSntahnNp3WxXdDdEOrx69TWYk3rH3mB7huR6iKT2+53slB143TCTi6fZFe9rGNhSaFToiEOlI8V0lhSxO9lrf2322mKGQxg1GovC7q5nboVPCV3H8Wax4WFGufnq9z7jec4enyyyc1RrLlMTJW4uKi7xlUaPukwSyhtyXhyiidQtdTesxd82tdqRJNyqe5xz9ee5YHHXm46ZqbcwAnjHSI8fu9ghht25LU0uNTjavgBldCFE8mMtN5LHw9zFXdZvv+Hb9uP62vJjt0DGYTUu67+TPOayg7vpzcWijOzFU7NVGh4gTZ8CTXZj4VqsknaucQGsg4jfallLh+gqR7izpv2NB3zD37menYOZLlmOMf+0b64X0j0XlZT09BOwdhgaMXsMC4DurmdWleeydXpJ7/5AoNZJ64ilggsCeWGx6cfeZF8uBL1A8X5+Zpu7BPesxYq3SJ0Hww3UHGKrUJXMYt1pGRLQWyAolanfqB48OirvG3vIIcPjXP/o8eZq7h6NR26XfxAUcg4fPt3bwf0hOoGilzKxg1UHHvpJFhYagTkUhZTxfqy1N637R2MXTHv2LckpJhsDBWlt371qdco1b149xLtnqK7ur7uh57MWoLO8i0LVZdHP3pL/Fq7nciRY+eWxQ6SY066jzq93g7TtMjQK8ZgXAZ0czt18jkDsVR0oMJArqWlKDJ2uGMQAtcPeH2+EhsC0FpMAXrSsyRxPwtLSgIV4FhyqbERSymdvRb0WQKG+lJU6h6+Ig4wRz0govhLsqcG6KJCL1C8dKHIXQ8/xT23H2h6NlG3QDtUi+1EteFzYKyPa0IDe+TYudhItZsgW1+/6+GnYlfe8QuLWFJQc5uL+iJX248nS02utnZZSO3cRb222e11zN1YS0tfw9WJMRiXAStNMq2Tw9Hjk3zsyPPU3CV5DK0aGyBDSYloVfsr79zL5x87ASxpQvmh0qqPbrCjiPphw1g+zVwljBMkXVKr2GxIITg4XuB7p2ZwEllQSul6inbBWT/MrIrGGa2CkwHjqBdEgOpqwBSsa3JsZ6SSF0/eVin4+JHnGelLUWr45FNWUye85I4wGaeaKtbZ2Z9uuu9mNRJaS0tfw9WJiWFcBqxWZ+dz336J+YqLQDQJ6flKMZRzmCrWeenCIgtVl2+/cIGMLUnbkoxjkXYs7NA15UhdJRxNvr5SlOoeuZS17J4rVUu0ChTec/uBsO2o0rUZgSJAUcjY7B3KcfT4JFJoBdyqq/sjRBOxLYlTRZVS8bPJp21G8g5SCPpSnT/arQlQq50ck3GjsUK6KSsr+jK6h2MJ5ioup2b1pOyGRX2pMFifjFck41QCODdfi40LbF6xnBH+M/SKMRiXAe36L3TLgz85U9GuHCmwLRkbDaVgttyg4eudRi5l8fJkif6MjQp1pBQq7lX9bz50Mw988B0M96UShXYB89Xl2VMrkRQodAPFJ//0BxTSutCt5gUEKHxfK89+7+QM//ufPNOxp4XWjnLjdNgmQb+RPB85fB1v2TMU9qPQSLHU49uxmq8cZUn1GvRNGvDISIVagU3vV3+hdzt+2FApCnIP5lKxsmyUsZYMhu8c0FlcF4u1TRfjM8J/hl4xLqltwkr1EutJdbQtSaC0OJ5CSz1E7S/nqy6LNY/dg5m4ytgSguvG+jh8aDz21/elbKZL9RUrrwuh7IenaKvrFHF2oY4ExvMp5qtuLJUeBdZ9X3U+P1RxtaRg71Cu6dkkA7h7h7KcnQt7dij9HPrSEidUx41cQlFaqxuoOOibdCOt1IXw2pE8//wDb+MHZ+f5wl+eaNpxuAFIFNnErqzdjqbVLVTIOOwZ1AZ0oeo2Ba7XWtnfCSP8Z+gVYzC2ARudpXJgtI8TkyWE0gVoSukUUVvAoZ0FXaQXsqOQ5ux8FUsK9o/2xT71++44BCT0plIibvLzw3MLHe89VkjTl9a6VK/NVLqGNpSAcsPHsSSur10ijmXhh9pVsXunpehPS5/rcd56YLhJF2o+bN4UxSj2CRG3K31H2EIWmifHlCVp+EF8jh/oftnFusf1Y/m2v492BvyhJyYYyNjMV5slRQJocuO1c/e0i1PZluSma4bilrWweRlNpvbC0AvGYGwDVlOtXUjbKKXarnwj3veWnbzy31+h7gWhfAUM5VKM9KWWFXTZlm65OdSXbru6TE5kKoxhdCJlCbxAd7CbXKxpV0wXi6EU8Y4lTud1/eVGJnwh6fLpS9lxG9Pk5HlqpsLewaWivELGIZ+2Wai6TRNv8pnddv/jTav7qWJ9mRupl8D4mbmKruUIq+GT72Oh6rKjpc96km7p0UlMRpNhKzEGYxvQa7W2JeDEZAmAPYMZTs2UuOdrz5JPW9ywoz+eXI4cO8doPsVCxaXuBXiBnoiFECxUG5TrHsWaR90LsKTgF96ygwuLjba7gWgiW6g2KNa8uHdGK1LAb//M9XH+/6mZChnHIpeymCk3mjKWoiC6CDWQ/EDhJq1Cy0CSwW4QDOYc/vDOt7edPB1LcHGxTn82FZ+/UgC3dXXf8IO4dWrr76Mb+4ZynA+l0FufZcNXXFiocnBHP7ceGOahJyb45DdfaDL6vbiFTEaTYSsxBmMb0C1tNjkpTkyVdNtRpdVZdaW1ouYGsWuiL2XhWIKBbIa0bXF+voZEy3c0/ICG67PgBQRKkbYkaUfyyA8uMF5IMdKXXubiuPX6Ee540w7++H+eitNHLaFdLMW6dh0JIJeSPDkxy9v2DvL1u29p6quQS9mcm6/G58cGQ8FoPsXrC7X4fberBYwqvC0p2T+iNaMOHxpvKkxMxldcX/Gj1xdIW5KBnINjdRYBPHp8krlynVMzZd0JsD+NJXQdx2h+Ka21l6wh3a9iZtnrEkg5koOhUe/mUlppl9BrHYfBsBmYLKltQLcslaR8R8MPdO9podt+irDnQ+R/b3g+xy8WOT1bYWKqxOvz1eXHBFq2/E27BrhuvEDD01k8i1WvSdn0S3/1KicuFvn7/+EYD//1yXiyz6ctAgXFuh+7iBRQaQQ8d2YulsNIvqdCxmY0n4rlPbxAS3QM51NcWKzT8HUVuZ3s5Io2Em/dM8CBsT7etX+EH//++3j0o++OJ9VC2ubHFxZ5bbZCpeETBEuBclsIGr5ituxy5017OooAfvqRF3EDxd7BLAg4O19jrJBmMOdgh2m7vWYNPTkxy3DOWfa6IowVzVU6quWupCQbSXecmCxydq7K1CXInjIYWjE7jG1AN3fEvieWVpRxkVjkvRGgAu06Way6zJQbYQ9tdF9rX+FIhRSSlCUp1lzqrq5nmJgqMVZIhym2NGU/OVLw0uuL/J0/+p8UQ7VZR2pZkVJ9KV+/tUDN8xXTpQYf/urT/OS1I03d3QazDn6g6M86ZB2LmXKdyWKDsXyKxaqLG+iBy0B3ulOBVoOF5S6Xo8cnuf/R47x0odg0liheYofpxDeM5ak0PJ6cmG2rtNrq0gLBxWKNyWKdA6N9cVe5XrOGzsxV2D2YpdLwqftLpfNRenPKkhw7PYcfBKRti7FCmkLGWdGllHRL7uzP4Fh1Zssunh/EuxYTvzBcCozB2CYkG+WcCVei0BwMHc2nODev3TeWIJajqPtQmasg0bIfgUJLlqNX87al6EvZnA/P1a9r/ShLCHyl1U6VUpQbHufma1r6AyhkdD+LesNHSkmnku5ICoPwns+dnuPFc/PsGcqhgPMLNXIpK56cF6seUuhe3OP9Gc7P14jCxJEy7Wg+w2LVDWsRtCTHrQeGOXLsHK/Pd55g7bBbH2hjc+LiYtsOe8l4QKS3pfWtdBMk11d89v1v6Umi/J7bD8Tuop0DmVibyw+0++/kdBkrFC6Uocvr/HyN3YPE6cGdaDVso/mMbqRUyDQF8g2Gzca4pLYJrYq0UUD7H/3n75Nz9Oo0UHBwPM/O/vSy7COl9Ap7IOuwezCDLQVhuEPXE9Q9FDrNVoZZPA0/oOYFYWYPnJopc3K6EhuLn9g3yDc/8jexBEirt6ZCEV4QsFj3eXmyyGypzmLN4+JinQsLVYCmnU0ho8ccFRhKIRjpS1FpuJyerVBzAxp+wJMTM3z+sROcma3gdikHUWopYD1dqlOs+ysq/U6X6kh0wWLatrq6ijqpB996YDjU3xLsGkijlMILtHGP3psX9t6OtFUuLNRWdCkl3ZIRJtBt2AqMwbjEdJKRTq4iS3WPmZJLoHRA2w0U5YbPZ9//Fr79u7ezb7iPtCNjo5Ccxkt1L+7cdu1oHzfuLLB/NE/d17uIfUM5hnNOU3+JrCNZqPlN7qbBrM1Mqc7pmUrc3yHoUV0wKYPuB4QCg3qOnC41WKy6sQGMJvZCxmHXYJaf2j/CQ7/2TgazDlOlpd4W7eQ3OuErxWg+RaWhs7qG+5y2MYNknEVLjyitl1VIh8+l/aTcKQ7x5MRsXHUeKMg4Fjv70xzaNUCA3kk4UmIL7W5T6N1UzpF88psvdKwwN9Idhu2CMRhd2OgeAd36WpyZq+D5AS9fLOr+CqFLJKqbSK52z8xV8ENV1rRtkXEsnPA3WfP8pmDofXcc4ut338K7rh1m50CG/qxDpeHjSIEj9eq3mliuS6ED0pVGgBcEPPTEBDfs6GekL4VtCZ2l1QNJ21L3gnjCV8CFhSr9WZtAaZdXa/D28KFxhvrSWJJlBnEl0rbk+rE+AgXjhQyFjM1IX3sRv0hyJYoNNXzV1I6206TcbcV/+NA4X7/7Fr5733vozzpxppV2+em4UwAcGMsz0pdCStFUYd6uva6R7jBsF4zB6MB6emV3oluGTD5lcXauSt1r9rUESvvXk6vdfUPNPbcBpJQ4Uhe0tdObSk46NdfHVwo3WF5Yl7IktmUhBCxUXM7OVbjn9gOkbIudAxlu3FlgZ3+6qYVp64TebgeQfK0e9orIOoJKw+fCYm3ZeM/MVUiHu5BeSFmCgazN/pEcpYYfB6oPjhdWXJ2XGz47Cmnd01spzs1VmS51dhX1uuJvJ1IYxYtW2v0kWa2WmMGwWRiD0YG1pj92o9vKVAiBr5ZPvgLtX09OSPfcfoB82sb1A2qur9VcPd2nYvdABgWcnavwW//hWa77x9/ibb/35/zg7Dyf+sUbSYdB8chQ6H4TS/eKZEOEgLofxFpNyQlr/2iej/7sQSypJ+q0rd1jvRDVwing2pE8Y4U0uZS9LNNn31COgZzTro6vLf1ZR0uMtKzWo7hCp9V59HseK2TYPZDVOwGgXPc7Tsq9rvjbiRRKIcg6csXdTyvJnUskWGgwXGpMllQHNqKitjWTJtm7AYh7QStgslgPJ+zl/vp6GJiOJqTDh8b50C1v4F/+91fiugMpdZe8+apLECgmSw39OrBY8/j8YyfI2JJaYgeTtgX7BrOcmdNFdQodpxBCr4RtKZdNgtHQ3rZ3kINjeU7NavdY2pYMpSymovuKpd4aSYIwCLyS7EaUHTaUc9r2Fo9wpH5oM+UGO/vTTVXfU8UaX/7rkziWbl2asiUHxwtNxin5e+7POvRnnTidttOk3GtVdnuRwqXjksWNESY2YdjOGIPRgfVW1LYTiYtUUQE8P4hTZPcMZrhYrKPQKaHpsE+EG/aAyKWsZavdJydmGc2nWKzqgK0fTvTFmkfV9eOVedLBFRkLS0Bf2qbm+szXPA6M5Zkq1bGlaJIM+cjh62Itq3bVyUktp0j/aLGmV91C6KyqpDaUFHoHYwmaGie1M8TJybZd9XSEbVl4vo9ScGGhzmLVi+MGWpJEcePO/iZtpuRzzKcsXpkq4QfaVTSaT2Nb3dNco/H1ssrvdlyv+lEGw3bBGIwOrPaPuXU3MVeuL9M5Ap1eOdSX5tjpOWxLsKOQCVVgBWdD8ToRTvOWXNJNap10TkwWWai4SKkD0W6oXV7zgq5+fym0G+maYe1fj3L5W/tWJyfWpHuuWHOZKtapeT5f/uuTfPi2/XFx3t6hHO9/+27+5KnXdFc+oWIBQkvA3qEsFxfreIGiL2UxMVWK5dT3j/YtG2s02d72ub/k3HxtmWtKFygGcYqtQhcP6v7lmoxtddzJHD0+yUy5gRcGu10/4Nx8lcGcw6d+8U2dH+IGYWTFDZcbxmB0YDV/zO1W4KdmylpuIkHUFvXRj94SK6QWa148cdqhyFIUR7h+dEk3KXmvh56YiKu6U+FKPtJnWin11bEEXih3nlzZt2vzGhW7Re1CizU3LkizpaBU83jw6KsUMnaTq+dtewe5/9HjTEyXsS3Brj6HQlbXguwf7ePcXIXZihu7rbxAMVWq88BjL/PkxCwnJothTEYwXtDFe+2Ub5O9u62oJavQGlWNUDU2SpGNnn9yJ/PQExP0Zx360nbcC8SWgrF8+pJN2kZW3HA5YQxGF3r9Y26rmiolF4taNTUSx6t7AbmUFReNnZwuMVNuIBGx3pOCZRNwRNIwRS6nhh/gKG00dMe85ok0iVbaEKRCyY2Zcp1y3ee2+x8nn9Ir8WLdo5C2mSrVdWe4rMN0qc65+Rq2FLrwTwhcT481UIpK3VuViN4dX/irOPYRuYEavs+DR19luM9hoeKCgKoLi9UiCl3IV27oVq1BoEgopGCFwoSjOYdS3YszzUYLKQqZpThU0qV49Pgkx07PEailMSTjF93Y6AZGBsPlgjEYG0C7APmO/jRn52tMFWvMlHUgWAB9aSv2/x87Padfl9q1EiidRdRuAoZmw+RILa6n0J3inNDV1PBVbCySGUYDaYuyq2MdO/vTTJdqsZaTJeCVqTJBoHBsydk5LZHRcHWXPtfXPbe9QJG2BUGYjmtF7rBAraovQ6nhc/1YvqmR06uTNfxAackQGRrAQNEIFI6lU18PjOUBUEpxYbHGwfECx07PIYCdAxkKGYdxdD+OlCUpN/y2LsXI8AqWdLfOhxXoK8UvNquBkcFwOWDSajeAdnn5tiW5YTyvVVTDVeyeoSyj+UxcFVzI6InfD1fMthRxami7NN4oLXex6uKp5nRTN3TDgJYH+T8/8BZ++E9/nq/8+k9y64ER+nMprh/r4+B4nkDptNGxfIqxQoYLYVwhgHh1roDFuk/N9WPhQQDXU9iW0IJ6YS1IVK3daxZZu+dV9wMsgRbu8wLqnk+glkL2SXHEqutzcLzA1+++hYd+7Z2M92fCupTmgsVOtQuR4dV9s0Wsu3WxuLJMx2akWxsMlwtmh7EBdAqQf+oXD/HJb77ANcO5ptV0NLEeHC/EmVjHLyxiie4TcJS5NV2qt28cgZYfz6UsdhYy5NP2MlHDfUM57rvjUFMvidZiwSS+Aktpl49C74J05bYKdZNkHCfoNYssel5TxVqclaXFXZfeU6D0P0fq/0ZS41EP7pQlue3+x9k3lGtSxW2NNbVb9cdtZ4Vg96DusFf3AoQSKxbEmQZGhqsZYzA2gF7lySOiiTVpaKK+0gLRcQK+5/YDfOqbL1Bu+K1DiGm4PjNewG/9x2PcdM1QrO4adex77swcf++rz5C2JJ4fUKx5KxbHub5Osw2CSEZcNbm68ml7VXIVhw+Nc+fZeR48+ipeEJAODaQXKCypazUIxySEdv2M9KVYqLr0pSztLvOD2CV05Ni5VVU+J1OmCxmHQsah0vAYL2SaMqjaxSm2SwMjE0cxbAXGYGwQnQK93dJzk4ZmclEXz0mUTlt1fVJ2c6e4mrvUtKgTjQBAYQnFZLHGg0dfZSjnILA4v6Blwv1AUQl8Ku5Sx7xuRMHtMAmJtK11kbwgiFf8q00J/dYPXycIAoIAqoEOoEv0xsmSOoCva/IEf5BIK77r4adilx2sraf1SinT3eIU26F2wsRRDFuFMRiXgL6UxcR0GYD9Izk+9YtvWuYy+fQjL5LP+CxUXGqej1dRfOTwNRw+NI7rB3zz2Dn+6X/7EaWwodFK+KFh8AK9iyjixcailV6kN6LTnFDfyQu0e6rqBuTTdlMPj3ZpwMmVMMCPL5aW3TdAG40bd/UDLFv1Q3uXkOcHHDs9F7uoVjJcK6VMt8t6i4zS1+++ZctrJ7qNzxgMw2Zy1RiMzdrCd7tuciV4cDxP1fWptGnkEE0AA9kMo/kMoCfL//nqDB/6Gw3+56szfPKRF+KGSb1yfr6GLUTczrWdsQC9a4i620VSI1EGkWKpfwY0B58jXrpQJG0JKnWPe772LPm0xQ07+pvcYcmVcF/K6mqkolhFu5V7q0uoWHN1yu8qV9vdUn9XilNsde2EiaMYtoqrwmBs1ha+23UB7v3Gc5QbHo7UPnpf6X7an/yzH7JvuC82Micmi+zszzRdO21LTk6X+L1HXuSb3z8fT7B9KatrDCNJoHQFsxXWT+gqck1sDMK6CkcK6r4i51h4oYsoZemAds31ubhY7zjJ65iCol5xw06AoskdNpDV7y1aCZ+YLHa4ku4/3s3F1eoSurCg5VV2FDJdtalWw3aJU3Riu4/PcOVyVRiMzdrCd7ru/Y8eD2sAfCRLGk4pS+D6AWfna/hKMdKXZjLMFHKsOqP5TJh9FMSNhv7s++cByDiSgaxDcYWisiR+oFASfudnrudbP3yd4wk3UHLyT9uSnQMZxgsZ7rn9AB8/8nyYveRzYUGPdTBns1j1llVbAxAKJkaNkxp+QC5lx+6wscLSoVnHan8NfRluvna4a9vRVneSQmtx9SdW3Otdba83TtG667z1wDBPTsxu2O52O8RRDFcnm16HIYS4QwjxYyHEK0KIT3Q45rAQ4vtCiBeFEH+10WNYbYvLXhsndbruxHQZJ5T99oIl944X1luA7mkdrYiHcg6zZZdizaVU93httsJMuYEbqsDeffsB/tn730rKktT9oClI3S5gHb0WBamfnJjlE++7kQ/8xK5lxwZKG4zkhKPCiwihCxT8QMW7pLa0qOtGacFpSy5L2a26fucPnaDrpBf9Xj75zRcA+Oz738JN1wxhW81XXO9qez39J9q12v3i469wcrq0YX1VTH8Mw1axqTsMIYQFPAj8HHAWeFoI8YhS6keJYwaBfw3coZQ6LYTY8E/9arbwq3FfdbouaMMxmk/z2uySUYpKJxzZHAsY7ktRa3g0vIDXF5ZE9t61f5h/9HM38La9g/yviRn6UlaTJAbQXM4d3Sfx9VDO4eS07g8eKKW77EnZdH8vUPGEc9fDTzGQddg1oHWwFqsuZ+YqTJYasYaUH6ime7TuWjw/4PiFxdBwqWUr4bRj6cK8oHmsWdvqOOmtpJi70avttcYpWnedi1UPGaoIjxUyG7a73eo4iuHqZLN3GO8CXlFKTSilGsA3gPe3HPOrwP+tlDoNoJRaXx/UNqymxeVqKnk7XXf/iK5k7s86pEPdpyReEKWQKjw/YKbUoO6j017Rk/yn/9aN/OtffQfv2j/M/5qY4dOPvIgbKK4ZympNp/BaHer3AH2P2bLLdEnLfHu+FjYMFFwznOPNuwd4065+BrJOU3+IaNe0WHU5v1BtupcXNLcxBb1DsRKvRTubQGkZdUeKppVw1pFIIUhZkowtSVsyfOadP4699NHeDqvt1l1nww+QonmBYALUhsuVzY5h7AHOJL4/C/xUyzE3AI4Q4ihQAL6olPpq64WEEHcDdwNcc801qxrEapRnV5OB0um6QOxj3jmQ4cxsNRQFJGzTqQPQ06UapbpPqe4n7iXZN5Rl31CO0YIOFreuWkFwsVjD8wMij0+74ru0Y1HzfAgUaUdqgxHqYEwV6xQyzrKdVnLXNF2qIxFIS+CHmVYq3OG8YThH3dNxmoGsw96hHGdmy0yXGnEb0rFCGiuUc3/0o0txiRt29HNyukSxpnt5pCxJIeOwfzTf8XfY7feynVbbrbvOqCAzlXCbmQC14XJlsw1GOxd767xmA+8EfhbIAk8KIZ5SSr3cdJJSDwMPA9x88829lA400eukstoMlE7XTRqSTFPmkZ7456sNLiw24uNtKRjucxjpS1Oqe3z2v72EY0kOHxpfNln2Zx0KGd27+/xCDVuCFJKa68cB6Ijoay05IghQiFDeo91OKxlQbUTxEiXYUUgzV3GJBDxsS6Cw+NzfeVv8/m+7/3GuH28WFVRKLTO20T12Dtg9u5E2MjNoM6ukWwPS/VmbyWKDQsbumi5sMFwObLZL6iywL/H9XuB8m2MeVUqVlVLTwBPA2zd5XB1ZjfuqlWSw/KEnJrjn9gN89773MJxPcXA8z/XjeXYMZHRhXmJnIAVIFFnHwrYkfWmnyQ3WKtZXrLm8MllislgHWFKnbdlmBIFqciftGswymHXwAoUX6F3GnTftaZoskwFVGfba2D2YYbw/w+7BpdfauX7aiQq2m9TXErRdz+8lSWtQeiOC0Ela39u1I3l+5z3Xs380vy1cZgbDehCqmxN8vRcXwgZeRu8ezgFPA7+qlHoxccyNwL8Cfh5IAd8DPqiUeqHTdW+++Wb1zDPPbNq4u3Wf63ZOFJRNrprvvGkP/+a7E5TqftynInriWpY7zVSxjhQ6l2r3oJbpVkpxOgyYl+oeChjM2vRnnKbWrgtVl/mqhyW19Y9q+/rTkkYAdTfAtgSj+RQpSzada1s6O6rTBNbpPW3U8atlLb+XVtr10Y4qyrul8xoMVwJCiGeVUjev9fxNdUkppTwhxG8Dfw5YwB8rpV4UQvxm+PMvKaVeEkI8CvwArQ7x5W7G4lKwFp94u5qMycUq/+q/v0LOseK+FaB3AhId3B7pS7NY9fB81RRbOD9fZbHm4VhCd8nzFXMVj4WKR8qRcWvX/mwKZssU6z4BkEtJhrM2QsqmmMpDT0yEvSO0wuz5hVoYO7A7ZuystoXoZrcc3YhYhamSNhjWzqbuMDaLzd5hrIWo5Wrkv/cDxcRUkZq3/PlGnqOcIxnvz6AUcTZSoBRvGOljYqqMEJC2lzJuvCDACxRv3tW/LE6wUHX57n3vabpPq6/+h+fmqHsKiYgD2AGKjC15y57Bq0L51OwwDFcz691hmAZKG0Tkvw+UouEFLFQaTcYiFbqFbKFjFn0pCzdQcY/s3QNZpBRYUjIeZkc5VnPOgAwn+V7iBO189eW67rgnpUAI3QQpUIpSw980n/52Y6NiIQbD1YgxGBvE//7T+6m5AXPlBufmK5wLNY4ARvpSvGGkj0rdQ0hBJizqA51zNLmoxfPGCxke+rV38vW7b6GQsWnVCgwU5ByrpwmvXd1CZHC0VLkiUAo/rES/WjrImSppg2HtXBVaUptNseayf6yPd107zCPPn8cP3Xw7+9P4gaIvbZOyBHU/QArBaD4dax9Nl+rUvCDWcYomrg/ftp8vPv4KXqALv6IOdL/57gO8be/ginGCdr76tK2lOmwp4toAV7Aq2ZQrge1Ut2EwXE4Yg7EOGl7ATLnOj84v8vnvvMyL5xcB6M/Y/Oa7r+P9P7Gbl84v8m//xynOzlXoS9nkUlZsLPqzTryzaPWf3/veGwD48l+fpNzw6UtZfPi2/fHrK0147eoWBkLNqp0DmTiL6exclUKm+WNgCssMBkM7TNB7DSilmK+4XFys8SdPvcY3nj4T94v4+Tfv4LfefR0HxvP0Z5pX+JuddtrLvVr7Xyd7Vmz2mAwGw9ayrdNqr0QqDY+ZUoMnX53mC4+d4PWFqK4hy0ffe5CfvmGMkb7UMgVV2Py0017vdW/Lsb24uAwGg8HsMHrE8wNmyw3OzFX4o6Ov8thLOovIloK73rWPD916LbsHs/SljQ02GAzbE7PDuAQsVF1mS3X+2w9f56EnJiiGfbXfuqefj4by48O5FLJVxtVgMBiuIIzB6ELN9ZkpNzhxocjnH3uZH5xdACCftrnn9gP88k/sZkd/hkxLlpHBYDBciRiD0YYgUMxWGkwX6/zH/3Wa//i907HA33sOjfORn7meA6N9DOacpoprg8FguJIxBqOFUt1jttTg6VMzfOGxE5ydqwKwayDD7773ID99cIzRfJqUbWoeDQbD1YUxGCFu2Pnu9fkqX3riVf78xYsAWFLwK+/cy6//jWvZNZhloKUYzmAwGK4WrnqDEdVUzFUa/MWLF/jXR19lMQxqv2lXgX/4czfw1r2DHVNlDQaD4WrhqjYY1YbPdKnOyekSX3jsBM+dnge0MOCHf/oAH3jHHsYKaZMqazAYDFylBiOqqZirNPjG02f42lOv4fo6qP3uG8b47Z+5jmtH84z0mVRZg8FgiLjqDEap7jFdrPP8mXk+/52XeS3sajdeSMdB7bFC2qTKGgwGQwtXncF4fb7KFx57mW/98AKge0z8v27ay2/8zf3sGsiYVFmDwWDowFVjMJRSPPL8eX7vkReZq7gAvHFHgX/4cwd5y95BxkyqrMFgMHTlqjEYxbrHZ/6fHzFXcck6Fn/vtv184B17GC2kTaqswWAw9MBVYzD6Mw6f/Fs38s3nzvNbh6/jDSN9umXqFZwq29rT26jQGgyG9XDVGAyAv/0Te/jpg2NkHIv8FZ4qm+yHkezV/RlWbr5kMBgM7bhyl9dtEGF71CvdWED7nt5Xcq9ug8Gw+VxVBuNq4sxc5arr1W0wGDYXYzCuUPYN5ai6ftNrple3wWBYD8ZgXKHcc/sBXF9RaXgopf/r+op7bj+w1UMzGAyXKcZgXKEcPjTOZ375zYwXMixUXcYLGT7zy282AW+DwbBmrvzo71XM4UPjxkAYDIYNw+wwDAaDwdATxmAYDAaDoSeMwTAYDAZDTxiDYTAYDIaeMAbDYDAYDD0hlFJbPYZVI4SYAl7b4MuOAtMbfM3N5HIbL5gxXwout/GCGfOlIBrvG5RSY2u9yGVpMDYDIcQzSqmbt3ocvXK5jRfMmC8Fl9t4wYz5UrBR4zUuKYPBYDD0hDEYBoPBYOgJYzCWeHirB7BKLrfxghnzpeByGy+YMV8KNmS8JoZhMBgMhp4wOwyDwWAw9IQxGAaDwWDoiSveYAgh7hBC/FgI8YoQ4hNdjvtJIYQvhLgz8dopIcQPhRDfF0I8c2lGvPKYhRCHhRAL4bi+L4T4dK/nbsPxbstnnBj394UQLwoh/mo1527DMV/y59zD5+Ljic/EC+Hf33Av527TMW/Lz7IQYkAI8f8IIZ4PPxe/0eu5y1BKXbH/AAt4FTgApIDngTd1OO5x4FvAnYnXTwGj223MwGHgv671/W6X8W7zZzwI/Ai4Jvx+fKue8XrHvBXPebXPCfgl4PHt/ow7jXmbf5b/MXB/+PUYMBseu+rnfKXvMN4FvKKUmlBKNYBvAO9vc9w/AP4LMHkpB9eBXse80eeula2453rpZcy/CvzfSqnTAEqpyVWcu93GvBWs9jndBXx9jeduFOsZ81bRy5gVUBBCCCCPNhhej+c2caUbjD3AmcT3Z8PXYoQQe4APAF9qc74C/kII8awQ4u5NG2UzK4455NZwi/ltIcSbV3nuRrKe8cL2fcY3AENCiKPh2D60inM3g/WMGS79c+75OQkhcsAd6EXbqs7dYNYzZti+n+V/BdwInAd+CPyOUiro8dwmrvSOe6LNa615xP8CuE8p5WsD3MTfVEqdF0KMA98RQhxXSj2xCeNM0suYj6E1YUpCiF8A/gw42OO5G816xgvb9xnbwDuBnwWywJNCiKd6PHczWPOYlVIvc+mf82qe0y8B/0MpNbuGczeS9YwZtu9n+eeB7wPvAa4Lx/bdHs9t4krfYZwF9iW+34u2skluBr4hhDgF3An8ayHE3wZQSp0P/zsJ/Cl6C7fZrDhmpdSiUqoUfv0twBFCjPZy7iawnvFu22ccHvOoUqqslJoGngDe3uO5m8F6xrwVz3k1z+mDNLt2tvMzjmgd83b+LP8G2lWplFKvACeBQz2e28ylDNBc6n/oFdcEsJ+loM6buxz/FcKgN9AHFBJf/0/gju0wZmAnS0WX7wJOo1cLq3q/22C82/kZ3wj8ZXhsDngBeMtWPOMNGPMlf869PidgAO1T71vtudtszNv5s/xHwO+FX+8AzqHVa1f9nK9ol5RSyhNC/Dbw5+iMgD9WSr0ohPjN8Oft4hYRO4A/Dd1UNvAflVKPbpMx3wn8lhDCA6rAB5X+NLQ9d7uOVwixbZ+xUuolIcSjwA+AAPiyUuoFgEv9jNc7ZiHEAS7xc17F394HgL9QSpVXOnczx7veMbO954vPAl8RQvwQvVC7T+kd6Ko/y0YaxGAwGAw9caXHMAwGg8GwQRiDYTAYDIaeMAbDYDAYDD1hDIbBYDAYesIYDIPBYDD0hDEYBoPBYOgJYzAMBoPB0BPGYBgMq0QI8WehwNyLkcicEKKU+PmdQoivhF/vEEL8aSi8+LwQ4m9s0bANhnVzRVd6GwybxN9VSs0KIbLA00KI/9Ll2AeAv1JKfUAIYaHlpQ2GyxJjMAyG1XOvEOID4df7WFLebcd7gA8BKKV8YGGTx2YwbBrGYBgMq0AIcRh4L3CrUqoihDgKZGiWhc5c+pEZDJuPiWEYDKtjAJgLjcUh4Jbw9YtCiBuFEBItThfxl8BvAQghLCFE/6UdrsGwcRiDYTCsjkcBWwjxA7QK6FPh658A/iu6N/zrieN/B/iZUCn0WSDZbdBguKwwarUGg8Fg6AmzwzAYDAZDTxiDYTAYDIaeMAbDYDAYDD1hDIbBYDAYesIYDIPBYDD0hDEYBoPBYOgJYzAMBoPB0BP/f5IA3gQ1g/L4AAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.regplot(data=d2[d2['avg_rank']<0.75], y='auc_de', x='auc')" ] }, { "cell_type": "code", "execution_count": 96, "id": "39e90863", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 96, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.lineplot(y=d2['auc'], x=d2['avg_rank'])" ] }, { "cell_type": "code", "execution_count": 88, "id": "1b03ec35", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
genesavg_rank
0ENSG000002239720.443509
1ENSG000002272320.733437
2ENSG000002782670.548917
3ENSG000002434850.397697
4ENSG000002843320.301684
.........
64480ENSG000002760170.321917
64481ENSG000002788170.649758
64482ENSG000002771960.612010
64483ENSG000002786250.314648
64484ENSG000002773740.302087
\n", "

64440 rows × 2 columns

\n", "
" ], "text/plain": [ " genes avg_rank\n", "0 ENSG00000223972 0.443509\n", "1 ENSG00000227232 0.733437\n", "2 ENSG00000278267 0.548917\n", "3 ENSG00000243485 0.397697\n", "4 ENSG00000284332 0.301684\n", "... ... ...\n", "64480 ENSG00000276017 0.321917\n", "64481 ENSG00000278817 0.649758\n", "64482 ENSG00000277196 0.612010\n", "64483 ENSG00000278625 0.314648\n", "64484 ENSG00000277374 0.302087\n", "\n", "[64440 rows x 2 columns]" ] }, "execution_count": 88, "metadata": {}, "output_type": "execute_result" } ], "source": [ "exp_genes" ] }, { "cell_type": "code", "execution_count": 41, "id": "d5acd71e", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.scatterplot(y=df['auc_de'], x=df['auc'])" ] }, { "cell_type": "code", "execution_count": 44, "id": "fcf71c7a", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.lineplot(y=df['auc_de'], x=df['auc'])" ] }, { "cell_type": "code", "execution_count": 49, "id": "a0f808c2", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "GO:0005618\n", "GO:0009536\n", "GO:0009579\n", "GO:0015979\n" ] } ], "source": [ "import pandas as pd\n", "import numpy as np\n", "import statsmodels.api as sm\n", "auc_GO_terms_manw_three_list_hic_exp = []\n", "for resolution in [100]:\n", " if species == 'drosophila':\n", " fpath = f'/grid/gillis/data/lohia/hi_c_data_processing/data_human/aggregates/1kbp_raw/max/inter_only/'\n", " else:\n", " fpath = f'/grid/gillis/data/lohia/hi_c_data_processing/data_human/aggregates/{resolution}kbp_raw/max/'\n", " for fname in ['hic_gene_corr_inter_excluding_intra_nanranked_ind_1_percent_per_chr.csv']:\n", " \n", " df = pd.read_csv(f'/grid/gillis/data/lohia/hi_c_data_processing/software/CoCoCoNet/gene2go/{species}_gene2go.csv', delim_whitespace=True)\n", "\n", " df['val'] = 1\n", "\n", " go_table = pd.pivot_table(df, index=['NetworkIDs'],columns=['GO_term'])\n", "\n", " go_table = go_table.fillna(0)\n", "\n", " go_table = pd.DataFrame(go_table.values , index=go_table.index , columns = [x[1] for x in go_table.columns])\n", "\n", "\n", " #df_hic_auc = pd.read_csv(f'/grid/gillis/data/lohia/hi_c_data_processing/data_{species}/aggregates/10kbp_raw/max/inter_only/hic_gene_KR_inter_10_percent_per_chr_mouse_aggregates.csv', sep='\\t')\n", "\n", " #df_hic_auc = pd.read_csv(f'{fpath}/{fname}', sep='\\t')\n", " \n", " df_hic_auc = df2\n", "\n", "\n", " go_df_scores = go_table.merge(df_hic_auc, left_on=go_table.index, right_on='gene_id_exp_file')\n", " GO_groups = pd.read_csv('/grid/gillis/home/lohia/notebooks_proj2_marker_v2/goslim_panther.txt', sep=\" \", names=[\"del\",\"go_id\"])\n", " GO_groups_des = pd.read_csv('/grid/gillis/home/lohia/notebooks_proj2_marker_v2/goslim_panther_description.txt', sep=\":\", names=[\"del\",\"des\"])\n", " GO_groups_ben = pd.read_csv('/grid/gillis/data/lohia/hi_c_data_processing/genomes_jlee/aug4.GOslim', names=[\"go_id\"])\n", " GO_groups_type = pd.read_csv('/grid/gillis/home/lohia/notebooks_proj2_marker_v2/goslim_panther_process.txt', sep=\" \", names=[\"del\",\"type\"])\n", "\n", "\n", "\n", "\n", " from scipy.stats import mannwhitneyu\n", " import scipy.stats as stats\n", " z_list = []\n", " z_p_dict = []\n", " des_list = []\n", " for go_id in GO_groups[\"go_id\"].tolist():\n", " \n", " if go_id in GO_groups_ben[\"go_id\"].tolist():\n", "\n", " try:\n", "\n", " t_p_scores = go_df_scores[go_df_scores[go_id] ==1 ]['auc'].tolist()\n", "\n", " t_n_scores = go_df_scores[go_df_scores[go_id] ==0 ]['auc'].tolist()\n", " \n", "\n", "\n", " U1, p_val = mannwhitneyu(t_p_scores, t_n_scores, use_continuity=False, alternative='greater')\n", " #nx, ny = len(t_p_scores), len(t_n_scores)\n", " #N = nx + ny\n", " #z = (U1 - nx*ny/2) / np.sqrt(nx*ny * (N + 1)/ 12)\n", " #p = stats.norm.sf(z)\n", " z_list.append(U1)\n", " z_p_dict.append(p_val)\n", "\n", " #print (p, p_val)\n", " except:\n", " print (go_id)\n", " z_list.append(np.nan)\n", " z_p_dict.append(np.nan)\n", "\n", "\n", " auc_GO_terms_manw = pd.DataFrame(list(zip(GO_groups[\"go_id\"].tolist(), z_p_dict , z_list, GO_groups_des['des'].tolist(), GO_groups_type['type'].tolist())), columns=['id', 'P_val_agg', 'U1_stat', 'des', 'type'])\n", " auc_GO_terms_manw['species'] = species\n", " auc_GO_terms_manw.dropna(subset=['P_val_agg'], inplace=True)\n", " p_val_adjusted = sm.stats.multipletests(auc_GO_terms_manw['P_val_agg'].values, method='fdr_bh')\n", " auc_GO_terms_manw['adjusted_P_val_agg'] = p_val_adjusted[1]\n", " auc_GO_terms_manw.to_csv(f'{fpath}/GO_{fname}', sep='\\t', index=False)\n", " auc_GO_terms_manw_three_list_hic_exp.append(auc_GO_terms_manw)\n" ] }, { "cell_type": "code", "execution_count": 48, "id": "b2ac79cc", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
GO:0000002GO:0000003GO:0000009GO:0000010GO:0000012GO:0000014GO:0000015GO:0000016GO:0000017GO:0000018...GO:2001295GO:2001300GO:2001301GO:2001302GO:2001303GO:2001304GO:2001306GO:2001311gene_id_exp_fileauc
00.00.00.00.00.00.00.00.00.00.0...0.00.00.00.00.00.00.00.0ENSG000000004190.743154
10.00.00.00.00.00.00.00.00.00.0...0.00.00.00.00.00.00.00.0ENSG000000004570.599157
20.00.00.00.00.00.00.00.00.00.0...0.00.00.00.00.00.00.00.0ENSG000000004600.585266
30.00.00.00.00.00.00.00.00.00.0...0.00.00.00.00.00.00.00.0ENSG000000009380.757391
40.00.00.00.00.00.00.00.00.00.0...0.00.00.00.00.00.00.00.0ENSG000000009710.489380
..................................................................
200320.00.00.00.00.00.00.00.00.00.0...0.00.00.00.00.00.00.00.0ENSG000002854720.497687
200330.00.00.00.00.00.00.00.00.00.0...0.00.00.00.00.00.00.00.0ENSG000002854800.734792
200340.00.00.00.00.00.00.00.00.00.0...0.00.00.00.00.00.00.00.0ENSG000002855050.748928
200350.00.00.00.00.00.00.00.00.00.0...0.00.00.00.00.00.00.00.0ENSG000002855080.668269
200360.00.00.00.00.00.00.00.00.00.0...0.00.00.00.00.00.00.00.0ENSG000002855090.655929
\n", "

20037 rows × 22928 columns

\n", "
" ], "text/plain": [ " GO:0000002 GO:0000003 GO:0000009 GO:0000010 GO:0000012 GO:0000014 \\\n", "0 0.0 0.0 0.0 0.0 0.0 0.0 \n", "1 0.0 0.0 0.0 0.0 0.0 0.0 \n", "2 0.0 0.0 0.0 0.0 0.0 0.0 \n", "3 0.0 0.0 0.0 0.0 0.0 0.0 \n", "4 0.0 0.0 0.0 0.0 0.0 0.0 \n", "... ... ... ... ... ... ... \n", "20032 0.0 0.0 0.0 0.0 0.0 0.0 \n", "20033 0.0 0.0 0.0 0.0 0.0 0.0 \n", "20034 0.0 0.0 0.0 0.0 0.0 0.0 \n", "20035 0.0 0.0 0.0 0.0 0.0 0.0 \n", "20036 0.0 0.0 0.0 0.0 0.0 0.0 \n", "\n", " GO:0000015 GO:0000016 GO:0000017 GO:0000018 ... GO:2001295 \\\n", "0 0.0 0.0 0.0 0.0 ... 0.0 \n", "1 0.0 0.0 0.0 0.0 ... 0.0 \n", "2 0.0 0.0 0.0 0.0 ... 0.0 \n", "3 0.0 0.0 0.0 0.0 ... 0.0 \n", "4 0.0 0.0 0.0 0.0 ... 0.0 \n", "... ... ... ... ... ... ... \n", "20032 0.0 0.0 0.0 0.0 ... 0.0 \n", "20033 0.0 0.0 0.0 0.0 ... 0.0 \n", "20034 0.0 0.0 0.0 0.0 ... 0.0 \n", "20035 0.0 0.0 0.0 0.0 ... 0.0 \n", "20036 0.0 0.0 0.0 0.0 ... 0.0 \n", "\n", " GO:2001300 GO:2001301 GO:2001302 GO:2001303 GO:2001304 GO:2001306 \\\n", "0 0.0 0.0 0.0 0.0 0.0 0.0 \n", "1 0.0 0.0 0.0 0.0 0.0 0.0 \n", "2 0.0 0.0 0.0 0.0 0.0 0.0 \n", "3 0.0 0.0 0.0 0.0 0.0 0.0 \n", "4 0.0 0.0 0.0 0.0 0.0 0.0 \n", "... ... ... ... ... ... ... \n", "20032 0.0 0.0 0.0 0.0 0.0 0.0 \n", "20033 0.0 0.0 0.0 0.0 0.0 0.0 \n", "20034 0.0 0.0 0.0 0.0 0.0 0.0 \n", "20035 0.0 0.0 0.0 0.0 0.0 0.0 \n", "20036 0.0 0.0 0.0 0.0 0.0 0.0 \n", "\n", " GO:2001311 gene_id_exp_file auc \n", "0 0.0 ENSG00000000419 0.743154 \n", "1 0.0 ENSG00000000457 0.599157 \n", "2 0.0 ENSG00000000460 0.585266 \n", "3 0.0 ENSG00000000938 0.757391 \n", "4 0.0 ENSG00000000971 0.489380 \n", "... ... ... ... \n", "20032 0.0 ENSG00000285472 0.497687 \n", "20033 0.0 ENSG00000285480 0.734792 \n", "20034 0.0 ENSG00000285505 0.748928 \n", "20035 0.0 ENSG00000285508 0.668269 \n", "20036 0.0 ENSG00000285509 0.655929 \n", "\n", "[20037 rows x 22928 columns]" ] }, "execution_count": 48, "metadata": {}, "output_type": "execute_result" } ], "source": [ "go_df_scores" ] }, { "cell_type": "code", "execution_count": 46, "id": "2a6ad492", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
gene_id_exp_fileauc
0ENSG000000004190.743154
1ENSG000000004570.599157
2ENSG000000004600.585266
3ENSG000000009380.757391
4ENSG000000009710.489380
.........
55406ENSG000002854980.509631
55407ENSG000002855050.748928
55408ENSG000002855080.668269
55409ENSG000002855090.655929
55410ENSG000002855130.678984
\n", "

55411 rows × 2 columns

\n", "
" ], "text/plain": [ " gene_id_exp_file auc\n", "0 ENSG00000000419 0.743154\n", "1 ENSG00000000457 0.599157\n", "2 ENSG00000000460 0.585266\n", "3 ENSG00000000938 0.757391\n", "4 ENSG00000000971 0.489380\n", "... ... ...\n", "55406 ENSG00000285498 0.509631\n", "55407 ENSG00000285505 0.748928\n", "55408 ENSG00000285508 0.668269\n", "55409 ENSG00000285509 0.655929\n", "55410 ENSG00000285513 0.678984\n", "\n", "[55411 rows x 2 columns]" ] }, "execution_count": 46, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_hic_auc" ] }, { "cell_type": "code", "execution_count": 53, "id": "7f82e63c", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/grid/gillis/home/lohia/.conda/envs/hicexplorer/lib/python3.8/site-packages/seaborn/axisgrid.py:88: UserWarning: Tight layout not applied. The left and right margins cannot be made large enough to accommodate all axes decorations. \n", " self._figure.tight_layout(*args, **kwargs)\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 53, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "df_whole = auc_GO_terms_manw_three_list_hic_exp[0]\n", "df_whole['adjusted_P_val_agg_log'] = [-1*np.log10(x) for x in df_whole['adjusted_P_val_agg']]\n", "\n", "sns.catplot(data=df_whole[df_whole['adjusted_P_val_agg'] <= 0.05].sort_values(['adjusted_P_val_agg']), y='des', x='adjusted_P_val_agg_log', height=10, aspect=8/9.5, kind='bar', dodge=False, row='type', hue='type')\n", " " ] }, { "cell_type": "code", "execution_count": null, "id": "40aa1c52", "metadata": {}, "outputs": [], "source": [ "df_whole = auc_GO_terms_manw_three_list_hic_exp[0]\n", "df_whole['adjusted_P_val_agg_log'] = [-1*np.log10(x) for x in df_whole['adjusted_P_val_agg']]\n", "\n", "sns.catplot(data=df_whole[df_whole['adjusted_P_val_agg'] <= 0.05].sort_values(['adjusted_P_val_agg']), y='des', x='adjusted_P_val_agg_log', height=10, aspect=8/9.5, kind='bar', dodge=False, row='type', hue='type')\n", " " ] }, { "cell_type": "code", "execution_count": 56, "id": "93108f43", "metadata": {}, "outputs": [], "source": [ "resolution_human = 10000\n", "species = \"human\"\n", "SRP_name = \"aggregates\"\n", "resolution = \"10kbp_raw\"\n", "\n", "\n", "\n", "input_path=f'/grid/gillis/data/lohia/hi_c_data_processing/data_{species}/{SRP_name}/{resolution}/max/'\n", "bins_bed = pd.read_csv(f'{input_path}/all_bins.bed', names=['chr', 'start', 'end', 'bin_id'])\n" ] }, { "cell_type": "code", "execution_count": 57, "id": "6822c65a", "metadata": {}, "outputs": [], "source": [ " if species == 'human':\n", "\n", " df_cre = pd.read_csv('/grid/gillis/data/lohia/hi_c_data_processing/data_human/aggregates/li2022/GRCh38-cCREs.bed', sep='\\t', names=['chr', 'start', 'end', 't1', 't2', 't3'])\n", "\n", " else:\n", "\n", " df_cre = pd.read_csv('/grid/gillis/data/lohia/ATAC_Risa/mm10-cCREs.bed', sep='\\t', names=['chr', 'start', 'end', 't1', 't2', 't3'])\n", "\n", " df_cre['start_bin'] = df_cre['start']/resolution_human\n", " df_cre['start_bin'] = df_cre['start_bin'].astype('int')\n", " df_cre['start_bin'] = df_cre['start_bin']*resolution_human\n", " df_cre['start_bin'] = df_cre['start_bin'].astype('str')\n", " df_cre['start_bin'] = df_cre['chr'] + '_' + df_cre['start_bin']\n", " #df_cre_1kb_encode = df_cre.drop_duplicates(subset=['start_bin'])\n", " df_cre['cre'] = 1\n", " df_cre = df_cre.groupby(['start_bin'])['cre'].sum().reset_index()\n", " input_path=f'/grid/gillis/data/lohia/hi_c_data_processing/data_{species}/{SRP_name}/{resolution}/max/'\n", " bins_bed = pd.read_csv(f'{input_path}/all_bins.bed', names=['chr', 'start', 'end', 'bin_id'])\n", " bins_bed['bin_id'] = bins_bed.index\n", " bins_bed['pos'] = bins_bed['chr'] + '_' + bins_bed['start'].astype('str')\n", " df_cre_1kb_encode = df_cre.merge(bins_bed, left_on='start_bin', right_on='pos')" ] }, { "cell_type": "code", "execution_count": 60, "id": "48ca1dcc", "metadata": {}, "outputs": [], "source": [ "cre_bins = df_cre_1kb_encode[df_cre_1kb_encode['cre']>14]['bin_id'].tolist()\n" ] }, { "cell_type": "code", "execution_count": 61, "id": "af4b7214", "metadata": {}, "outputs": [], "source": [ "df_gene_tp_sel_cre = df_gene_tp_sel[cre_bins]" ] }, { "cell_type": "code", "execution_count": 63, "id": "a18ab363", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(13157, 13157)\n", "(13157, 8342)\n", "0.9693905994526353\n", "0.0\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ ":133: RuntimeWarning: invalid value encountered in true_divide\n", " roc = (p / n_p - (n_p + 1) / 2) / n_n\n" ] } ], "source": [ "df_2d_jac, go_chrom = run_egad(df_gene_tp_sel_cre, df_exp_corr)" ] }, { "cell_type": "code", "execution_count": 64, "id": "19226abd", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/grid/gillis/home/lohia/.conda/envs/hicexplorer/lib/python3.8/site-packages/seaborn/_decorators.py:36: FutureWarning: Pass the following variables as keyword args: x, y. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n", " warnings.warn(\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 64, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "sns.scatterplot(df_2d_jac['AUC'], df_2d_jac['DEGREE_NULL_AUC'])\n", "plt.plot([0, 1], [0, 1], c='black')\n", "plt.axvline(x=df_2d_jac['AUC'].mean(),c='black',ls='--')\n", "plt.axhline(y=df_2d_jac['DEGREE_NULL_AUC'].mean(), c='black', ls='--')" ] }, { "cell_type": "code", "execution_count": 65, "id": "08bc9e46", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "from scipy import stats\n", "import statsmodels.api as sm\n", "import pandas as pd\n", "\n", "def fishers_exact(TP, TN, FP, FN):\n", " \"\"\"Fishers exact for enrichment\n", "\t\n", "\tInput are values from a contigency tables\n", "\t\n", "\tArguments:\n", "\t\tTP {int} -- Size of overlap\n", "\t\tTN {int} -- Size of both negative\n", "\t\tFP {int} -- Size of False Positive (Selected but not in query)\n", "\t\tFN {int} -- Size of False Negative (Not selected but in query)\n", "\t\"\"\"\n", " M = TP + TN + FP + FN\n", " n = TP + FN\n", " N = TP + FP\n", " #Have to use 1 - cdf to get correct density\n", " #We want selected P(TP or more)\n", " x = TP - 1\n", " return 1 - stats.hypergeom.cdf(x, M, n, N)\n", "\n", "def enrichment(markerSet, referenceTerm):\n", " \"\"\"Enrichment of a single gene set using Fisher's Exact\n", "\t\n", "\tComputes Fisher's Exact for a given marker set and reference term\n", "\t\n", "\tArguments:\n", "\t\tmarkerSet {[type]} -- binary vector of gene set\n", "\t\treferenceTerm {[type]} -- binary vector of referenceTerm\n", "\t\"\"\"\n", "\n", " assert markerSet.shape[0] == referenceTerm.shape[\n", " 0], 'Must have same list of all genes'\n", " TP = np.dot(markerSet, referenceTerm)\n", " FN = referenceTerm.sum() - TP\n", " FP = markerSet.sum() - TP\n", " TN = markerSet.shape[0] - (TP + FN + FP)\n", " return fishers_exact(TP, TN, FP, FN)\n", "\n", "vector_exact = np.vectorize(\n", " lambda TP, TN, FP, FN: fishers_exact(TP, TN, FP, FN))\n", "\n", "def enrichment_multi_reference(markers, reference):\n", " \"\"\"Compute Enrichment between a list of markers and a list of references\n", "\t\n", "\tComputer enrichment, where markers is a list of cell-type markers and \n", "\tthe reference is all of GO\n", "\t\n", "\tArguments:\n", "\t\tmarkers {np.array} -- Numpy 1-D array of float (0,1) for gene set membership\n", "\t\treference {[type]} -- Numpy 2-D array of genes x terms of float (0,1) for term membership\n", "\t\n", "\tReturns:\n", "\t\tnp.array -- 1-D array of BH adjusted P values\n", "\t\"\"\"\n", " assert markers.shape[0] == reference.shape[\n", " 0], 'Must have same list of all genes'\n", "\n", " TP = markers @ reference\n", " FN = reference.sum(axis=0) - TP\n", " FP = np.sum(markers, axis=0) - TP\n", " TN = markers.shape[0] - (TP + FP + FN)\n", " p_val = vector_exact(TP, TN, FP, FN)\n", " p_adj = sm.stats.multipletests(p_val, method='fdr_bh')[1]\n", " return p_adj\n", "\n", "def enrichment_df(markers_series, referenece_df):\n", " \"\"\"Enrichment of Markers and Reference Network\n", " \n", " Computes enrichment of Markers and Reference Network from DataFrames\n", " \n", " Arguments:\n", " markers_series {pd.Series} -- Series of Marker Membership\n", " referenece_df {pd.DataFrame} -- DataFrame of Reference Gene List Memebership\n", " \n", " Returns:\n", " [type] -- [description]\n", " \"\"\"\n", " shared_index = markers_series.index.intersection(referenece_df.index)\n", " padj = enrichment_multi_reference(\n", " markers_series.loc[shared_index].values.astype(float),\n", " referenece_df.loc[shared_index].values.astype(float))\n", " return pd.Series(padj, index=referenece_df.columns)\n", "\n", "def enrich_multi_markers(markers_df, referenece_df):\n", " \"\"\"Enrihcment of Multiple Markers Lists\n", " \n", " Apply's enrichment test to each marker list in marker df\n", " (Could Make a faster version if I fully vectorize the contingency table calculation)\n", " Arguments:\n", " markers_df {pd.DataFrame} -- genes x markers dataframe of membership\n", " referenece_df {pd.DataFrame} -- genes x terms dataframe of membership\n", " \n", " Returns:\n", " pd.DataFrame -- terms x marker names\n", " \"\"\"\n", " return markers_df.apply(lambda x: enrichment_df(x, referenece_df))" ] }, { "cell_type": "code", "execution_count": 66, "id": "97295dda", "metadata": {}, "outputs": [], "source": [ " GO_groups_des = pd.read_csv('/grid/gillis/home/lohia/notebooks_proj2_marker_v2/goslim_panther_description.txt', sep=\":\", names=[\"del\",\"des\"])\n", " GO_groups_ben = pd.read_csv('/grid/gillis/data/lohia/hi_c_data_processing/genomes_jlee/aug4.GOslim', names=[\"go_id\"])\n", " GO_groups_type = pd.read_csv('/grid/gillis/home/lohia/notebooks_proj2_marker_v2/goslim_panther_process.txt', sep=\" \", names=[\"del\",\"type\"])\n", " GO_groups = pd.read_csv('/grid/gillis/home/lohia/notebooks_proj2_marker_v2/goslim_panther.txt', sep=\" \", names=[\"del\",\"go_id\"])\n", "\n" ] }, { "cell_type": "code", "execution_count": 67, "id": "69b4e965", "metadata": {}, "outputs": [], "source": [ "go_term_enrich = enrich_multi_markers(df_gene_tp_sel_cre, go_table[list(set(GO_groups_ben['go_id'].tolist()).intersection(set(go_table.columns.tolist())))])\n", "\n" ] }, { "cell_type": "code", "execution_count": 68, "id": "95eb35b7", "metadata": {}, "outputs": [], "source": [ "g3 = GO_groups_type.merge(GO_groups_des, left_on=GO_groups_type.index, right_on=GO_groups_des.index)" ] }, { "cell_type": "code", "execution_count": 107, "id": "62701819", "metadata": {}, "outputs": [], "source": [ "df_l = []\n", "for each_clust in df_2d_jac[df_2d_jac['AUC'] >0.8].index.tolist():\n", "\n", " g1 = go_term_enrich[go_term_enrich<0.01][each_clust].dropna().reset_index()\n", " g2 = GO_groups.merge(g3[['type', 'des']], left_on=GO_groups.index, right_on=g3.index)\n", " \n", " df_l.append(g1.merge(g2, left_on='index', right_on='go_id')[['go_id', 'type', 'des']])" ] }, { "cell_type": "code", "execution_count": 108, "id": "d223bdd0", "metadata": {}, "outputs": [], "source": [ "df2 = pd.concat(df_l)" ] }, { "cell_type": "code", "execution_count": 109, "id": "059719ed", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
go_idtypedes
1GO:0003677molecular_functionDNA binding
2GO:0003723molecular_functionRNA binding
3GO:0003735molecular_functionstructural constituent of ribosome
4GO:0009058biological_processbiosynthetic process
5GO:0034641biological_processcellular nitrogen compound metabolic process
0GO:0003735molecular_functionstructural constituent of ribosome
0GO:0006412biological_processtranslation
3GO:0003735molecular_functionstructural constituent of ribosome
0GO:0006412biological_processtranslation
2GO:0003723molecular_functionRNA binding
4GO:0003735molecular_functionstructural constituent of ribosome
2GO:0003723molecular_functionRNA binding
0GO:0006412biological_processtranslation
3GO:0003723molecular_functionRNA binding
5GO:0003735molecular_functionstructural constituent of ribosome
2GO:0003677molecular_functionDNA binding
3GO:0003723molecular_functionRNA binding
4GO:0022618biological_processribonucleoprotein complex assembly
3GO:0003735molecular_functionstructural constituent of ribosome
1GO:0003735molecular_functionstructural constituent of ribosome
2GO:0022618biological_processribonucleoprotein complex assembly
1GO:0003735molecular_functionstructural constituent of ribosome
2GO:0022618biological_processribonucleoprotein complex assembly
1GO:0003677molecular_functionDNA binding
2GO:0003677molecular_functionDNA binding
0GO:0006397biological_processmRNA processing
1GO:0003677molecular_functionDNA binding
2GO:0003677molecular_functionDNA binding
5GO:0003735molecular_functionstructural constituent of ribosome
3GO:0003735molecular_functionstructural constituent of ribosome
4GO:0022618biological_processribonucleoprotein complex assembly
0GO:0022618biological_processribonucleoprotein complex assembly
2GO:0003677molecular_functionDNA binding
2GO:0003735molecular_functionstructural constituent of ribosome
1GO:0003735molecular_functionstructural constituent of ribosome
0GO:0009058biological_processbiosynthetic process
0GO:0009058biological_processbiosynthetic process
2GO:0003723molecular_functionRNA binding
3GO:0003729molecular_functionmRNA binding
1GO:0003677molecular_functionDNA binding
0GO:0003677molecular_functionDNA binding
1GO:0003735molecular_functionstructural constituent of ribosome
0GO:0003677molecular_functionDNA binding
0GO:0003677molecular_functionDNA binding
1GO:0003677molecular_functionDNA binding
1GO:0003677molecular_functionDNA binding
1GO:0003677molecular_functionDNA binding
1GO:0003677molecular_functionDNA binding
1GO:0003735molecular_functionstructural constituent of ribosome
0GO:0016301molecular_functionkinase activity
2GO:0003723molecular_functionRNA binding
3GO:0034641biological_processcellular nitrogen compound metabolic process
\n", "
" ], "text/plain": [ " go_id type \\\n", "1 GO:0003677 molecular_function \n", "2 GO:0003723 molecular_function \n", "3 GO:0003735 molecular_function \n", "4 GO:0009058 biological_process \n", "5 GO:0034641 biological_process \n", "0 GO:0003735 molecular_function \n", "0 GO:0006412 biological_process \n", "3 GO:0003735 molecular_function \n", "0 GO:0006412 biological_process \n", "2 GO:0003723 molecular_function \n", "4 GO:0003735 molecular_function \n", "2 GO:0003723 molecular_function \n", "0 GO:0006412 biological_process \n", "3 GO:0003723 molecular_function \n", "5 GO:0003735 molecular_function \n", "2 GO:0003677 molecular_function \n", "3 GO:0003723 molecular_function \n", "4 GO:0022618 biological_process \n", "3 GO:0003735 molecular_function \n", "1 GO:0003735 molecular_function \n", "2 GO:0022618 biological_process \n", "1 GO:0003735 molecular_function \n", "2 GO:0022618 biological_process \n", "1 GO:0003677 molecular_function \n", "2 GO:0003677 molecular_function \n", "0 GO:0006397 biological_process \n", "1 GO:0003677 molecular_function \n", "2 GO:0003677 molecular_function \n", "5 GO:0003735 molecular_function \n", "3 GO:0003735 molecular_function \n", "4 GO:0022618 biological_process \n", "0 GO:0022618 biological_process \n", "2 GO:0003677 molecular_function \n", "2 GO:0003735 molecular_function \n", "1 GO:0003735 molecular_function \n", "0 GO:0009058 biological_process \n", "0 GO:0009058 biological_process \n", "2 GO:0003723 molecular_function \n", "3 GO:0003729 molecular_function \n", "1 GO:0003677 molecular_function \n", "0 GO:0003677 molecular_function \n", "1 GO:0003735 molecular_function \n", "0 GO:0003677 molecular_function \n", "0 GO:0003677 molecular_function \n", "1 GO:0003677 molecular_function \n", "1 GO:0003677 molecular_function \n", "1 GO:0003677 molecular_function \n", "1 GO:0003677 molecular_function \n", "1 GO:0003735 molecular_function \n", "0 GO:0016301 molecular_function \n", "2 GO:0003723 molecular_function \n", "3 GO:0034641 biological_process \n", "\n", " des \n", "1 DNA binding \n", "2 RNA binding \n", "3 structural constituent of ribosome \n", "4 biosynthetic process \n", "5 cellular nitrogen compound metabolic process \n", "0 structural constituent of ribosome \n", "0 translation \n", "3 structural constituent of ribosome \n", "0 translation \n", "2 RNA binding \n", "4 structural constituent of ribosome \n", "2 RNA binding \n", "0 translation \n", "3 RNA binding \n", "5 structural constituent of ribosome \n", "2 DNA binding \n", "3 RNA binding \n", "4 ribonucleoprotein complex assembly \n", "3 structural constituent of ribosome \n", "1 structural constituent of ribosome \n", "2 ribonucleoprotein complex assembly \n", "1 structural constituent of ribosome \n", "2 ribonucleoprotein complex assembly \n", "1 DNA binding \n", "2 DNA binding \n", "0 mRNA processing \n", "1 DNA binding \n", "2 DNA binding \n", "5 structural constituent of ribosome \n", "3 structural constituent of ribosome \n", "4 ribonucleoprotein complex assembly \n", "0 ribonucleoprotein complex assembly \n", "2 DNA binding \n", "2 structural constituent of ribosome \n", "1 structural constituent of ribosome \n", "0 biosynthetic process \n", "0 biosynthetic process \n", "2 RNA binding \n", "3 mRNA binding \n", "1 DNA binding \n", "0 DNA binding \n", "1 structural constituent of ribosome \n", "0 DNA binding \n", "0 DNA binding \n", "1 DNA binding \n", "1 DNA binding \n", "1 DNA binding \n", "1 DNA binding \n", "1 structural constituent of ribosome \n", "0 kinase activity \n", "2 RNA binding \n", "3 cellular nitrogen compound metabolic process " ] }, "execution_count": 109, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df2[df2['type']!='cellular_component']" ] }, { "cell_type": "code", "execution_count": null, "id": "bfc1c756", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 451, "id": "f1248bf0", "metadata": {}, "outputs": [ { "ename": "KeyboardInterrupt", "evalue": "", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 8\u001b[0m \u001b[0mdf_gene_tp_sel_sum\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'score2'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdf_gene_tp_sel\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mT\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0meach_gene_score\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 9\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 10\u001b[0;31m \u001b[0mdf_gene_tp_sel_sum\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'true_neg'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mx\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;36m1.0\u001b[0m \u001b[0;32melse\u001b[0m \u001b[0;36m1.0\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mx\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mdf_gene_tp_sel_sum\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'true_pos'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 11\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 12\u001b[0m \u001b[0mauc_ll_con_per_gene\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcalc_auroc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdf_gene_tp_sel_sum\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mpredicted_score\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'score2'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m(.0)\u001b[0m\n\u001b[1;32m 8\u001b[0m \u001b[0mdf_gene_tp_sel_sum\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'score2'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdf_gene_tp_sel\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mT\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0meach_gene_score\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 9\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 10\u001b[0;31m \u001b[0mdf_gene_tp_sel_sum\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'true_neg'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mx\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;36m1.0\u001b[0m \u001b[0;32melse\u001b[0m \u001b[0;36m1.0\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mx\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mdf_gene_tp_sel_sum\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'true_pos'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 11\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 12\u001b[0m \u001b[0mauc_ll_con_per_gene\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcalc_auroc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdf_gene_tp_sel_sum\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mpredicted_score\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'score2'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mKeyboardInterrupt\u001b[0m: " ] } ], "source": [ "auc_ll_con = []\n", "for each_gene_score in df_gene_tp_sel.index.tolist():\n", " auc_ll_con_per_gene = []\n", " for each_gene in df_gene_tp_sel.index.tolist():\n", " if each_gene_score != each_gene:\n", " df_gene_tp_sel_sum['true_pos'] = df_gene_tp_sel.T[each_gene]\n", "\n", " df_gene_tp_sel_sum['score2'] = df_gene_tp_sel.T[each_gene_score]\n", "\n", " df_gene_tp_sel_sum['true_neg'] = [0 if x == 1.0 else 1.0 for x in df_gene_tp_sel_sum['true_pos']]\n", "\n", " auc_ll_con_per_gene.append(calc_auroc(df_gene_tp_sel_sum,predicted_score='score2')) \n", " auc_ll_con.append(auc_ll_con_per_gene)\n", " \n", " " ] }, { "cell_type": "code", "execution_count": 464, "id": "45a65747", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.5088496262647088\n", "0.5091117887888953\n", "0.5069638213260435\n", "0.5065253033655868\n", "0.5078139439435877\n", "0.5102398581648129\n", "0.5102506044206383\n", "0.5102506044206383\n", "0.5102506044206383\n", "0.5102506044206383\n", "0.5167101665163215\n", "0.5155638131328498\n", "0.5185874374867828\n", "0.5220471184594321\n", "0.5236142039040441\n", "0.5294541036787581\n", "0.5309765375844905\n", "0.5350235175835734\n", "0.5383030119805586\n", "0.5334369797240671\n", "0.5368475553831457\n", "0.5318099181829996\n", "0.5339063189905405\n", "0.5326801158507354\n", "0.532103773702619\n", "0.525046788959974\n", "0.5362500943045568\n", "0.5385802500082023\n", "0.5351491396223215\n", "0.5339942046068404\n", "0.5346615163482941\n", "0.5387644783457523\n", "0.538015152224149\n", "0.5301500721024127\n", "0.5358865126491319\n", "0.5316905409615801\n", "0.5361739127289308\n", "0.5368716721952229\n", "0.5340110327213081\n", "0.529587560187159\n", "0.5313235017479395\n", "0.5309004805359238\n", "0.5330848530551971\n", "0.5276138219683882\n", "0.5354681558342993\n", "0.5355844490786812\n", "0.5303962397699207\n" ] }, { "ename": "KeyboardInterrupt", "evalue": "", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 2\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0mdf_cre_tog\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'score2'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdf_gene_tp_sel\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mT\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0meach_gene_score\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 4\u001b[0;31m \u001b[0mprint\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mcalc_auroc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdf_cre_tog\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mpredicted_score\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'score2'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 5\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 6\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m\u001b[0m in \u001b[0;36mcalc_auroc\u001b[0;34m(df_trial, predicted_score)\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0mrank_abs\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mlambda\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mstats\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrankdata\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0mpredicts2\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mapply_along_axis\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mrank_abs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdf_trial\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mpredicted_score\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvalues\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 5\u001b[0;31m \u001b[0mdf_trial\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'p'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0my\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m==\u001b[0m\u001b[0;36m1\u001b[0m \u001b[0;32melse\u001b[0m \u001b[0;36m0\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0my\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mzip\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdf_trial\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'true_pos'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpredicts2\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 6\u001b[0m \u001b[0;31m#print (df_trial['p'].sum())\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 7\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mdf_trial\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'true_neg'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msum\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;36m0\u001b[0m \u001b[0;32mor\u001b[0m \u001b[0mdf_trial\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'true_pos'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msum\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m(.0)\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0mrank_abs\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mlambda\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mstats\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrankdata\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0mpredicts2\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mapply_along_axis\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mrank_abs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdf_trial\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mpredicted_score\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvalues\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 5\u001b[0;31m \u001b[0mdf_trial\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'p'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0my\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m==\u001b[0m\u001b[0;36m1\u001b[0m \u001b[0;32melse\u001b[0m \u001b[0;36m0\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0my\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mzip\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdf_trial\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'true_pos'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpredicts2\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 6\u001b[0m \u001b[0;31m#print (df_trial['p'].sum())\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 7\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mdf_trial\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'true_neg'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msum\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;36m0\u001b[0m \u001b[0;32mor\u001b[0m \u001b[0mdf_trial\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'true_pos'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msum\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mKeyboardInterrupt\u001b[0m: " ] } ], "source": [ "for each_gene_score in high_auc_gene:\n", " \n", " df_cre_tog['score2'] = df_gene_tp_sel.T[each_gene_score]\n", " print (calc_auroc(df_cre_tog,predicted_score='score2'))\n", " \n", "\n", "\n" ] }, { "cell_type": "code", "execution_count": 466, "id": "74eb4c3b", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "13695" ] }, "execution_count": 466, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(high_auc_gene)" ] }, { "cell_type": "code", "execution_count": 452, "id": "baa856b5", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 452, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.histplot(auc_ll)" ] }, { "cell_type": "code", "execution_count": 453, "id": "fef9f10c", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.8439316073712761" ] }, "execution_count": 453, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sum(auc_ll)/len(auc_ll)" ] }, { "cell_type": "code", "execution_count": 455, "id": "bc20d033", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "8" ] }, "execution_count": 455, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(auc_ll_con)" ] }, { "cell_type": "code", "execution_count": null, "id": "fe18ad34", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 459, "id": "a732d210", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.5332116504427725\n", "0.5104975609223948\n", "0.5068489304205346\n", "0.5451920010630175\n", "0.5040269609550581\n", "0.5108359075665246\n", "0.5113596657432488\n", "0.5224915083243008\n" ] }, { "ename": "IndexError", "evalue": "list index out of range", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mIndexError\u001b[0m Traceback (most recent call last)", "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0mauc_ll_con_2\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mi\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0meach_gene_score\u001b[0m \u001b[0;32min\u001b[0m \u001b[0menumerate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdf_gene_tp_sel\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mindex\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtolist\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 3\u001b[0;31m \u001b[0mprint\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0msum\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mauc_ll_con\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m/\u001b[0m\u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mauc_ll_con\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 4\u001b[0m \u001b[0msns\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mhistplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mauc_ll_con\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mIndexError\u001b[0m: list index out of range" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "auc_ll_con_2 = []\n", "for i, each_gene_score in enumerate(df_gene_tp_sel.index.tolist()):\n", " print (sum(auc_ll_con[i])/len(auc_ll_con[i]))\n", " sns.histplot(auc_ll_con[i])\n", " " ] }, { "cell_type": "code", "execution_count": 434, "id": "8b3adf8e", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.9187018934191182" ] }, "execution_count": 434, "metadata": {}, "output_type": "execute_result" } ], "source": [ "\n", "calc_auroc(df_gene_tp_sel_sum,predicted_score='score')" ] }, { "cell_type": "code", "execution_count": null, "id": "c2aecc1e", "metadata": {}, "outputs": [], "source": [ "df_gene_tp_sel.T['ENSG00000000419']\n", "\n" ] }, { "cell_type": "code", "execution_count": 404, "id": "1f4638c3", "metadata": {}, "outputs": [], "source": [ "th = pd.read_csv('/grid/gillis/data/lohia/hi_c_data_processing/data_human/aggregates/10kbp_raw/max/_totg_cre_auc_14.csv', sep='\\t')" ] }, { "cell_type": "code", "execution_count": 488, "id": "3d772f20", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.6907919130581389" ] }, "execution_count": 488, "metadata": {}, "output_type": "execute_result" } ], "source": [ "th[th.gene_id_exp_file.isin(high_auc_gene)]['auc'].mean()\n" ] }, { "cell_type": "code", "execution_count": 489, "id": "82eaef0c", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.7940575632100098" ] }, "execution_count": 489, "metadata": {}, "output_type": "execute_result" } ], "source": [ "th[th.gene_id_exp_file.isin(high_auc_gene)]['auc'].max()" ] }, { "cell_type": "code", "execution_count": 487, "id": "af699bdb", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.8149413612564936" ] }, "execution_count": 487, "metadata": {}, "output_type": "execute_result" } ], "source": [ "th['auc'].max()" ] }, { "cell_type": "code", "execution_count": 490, "id": "875ea223", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 490, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZUAAAEOCAYAAABB+oq7AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAAAj20lEQVR4nO3de3SU9YH/8ffcwtZfEhzCZLKLC17WEG3BdtHmBDxuLBOkbkPEhqbq8YJxFJstkWhLoBbcKk2RglTENUCExS09km25mJ7twgiFsyTF7nG7ka4NntScFZWZQIAkQG4z8/vDH/MjkkkmyTM3+LzO4Zzk+Wae+TxfknzyXOYZUzAYDCIiImIAc7wDiIjI5UOlIiIihlGpiIiIYVQqIiJiGJWKiIgYRqUiIiKGiVmpbNiwAZfLxeTJkzl69Gi/sba2NvLy8li5cmVoWXt7O6WlpRQUFFBcXExLS0to7NChQ8yePRuXy8Xy5csJBAKx2gwRERlEzEolNzeXLVu2MGHChEvGVq5cybRp0/otq66uJjs7m71791JSUkJVVRUAfr+fpUuXsnbtWvbs2UNzczN79uyJyTaIiMjgYlYqt9xyC9dcc80ly3/7299it9uZPHlyv+Uej4eioiIACgsLqa+vp6enh8bGRux2Ozk5OZjNZubMmYPH44nJNoiIyOCs8Xzyzs5OXn31VV5//XU2b97cb8zn82G32ykrK2PZsmWkpaXR2tqK1+vF6XTS0NDA/v37mTFjBl6vd1jPe+rUWQIB424kkJGRysmTnYatL5qSKSskV15ljZ5kyptMWSGyvGazCbv9/0S0vriWyqpVq3jkkUdITU0dcNxms7F+/foBx/Ly8sjLy+PAgQPDft5IJ2c4MjIG3oZElExZIbnyKmv0JFPeZMoKxuaNa6k0NjZy+PBhXn75ZU6dOgXAmDFjeOqpp3A6nfh8PsaNG0dXVxcdHR04HA6ysrL67Zn4fD6cTuewnvfkyU5D91QcjjRaWzsMW180JVNWSK68yho9yZQ3mbJCZHnNZlPExRPXUtmxY0fo43Xr1nHu3DmeeuopAFwuF7t27SInJ4e6ujqmT59OSkoKU6ZM4fTp0zQ1NXHjjTeye/duHnjggThtgYiIXCxmJ+rXrVvHHXfcwfHjx5k/fz4PPvjgoF/vdrs5evQoBQUF/OIXv2DJkiUAWCwWVqxYwcKFC5k1axbXX389s2bNisUmiIjIEExX4q3vdfgrObJCcuVV1uhJprzJlBWMP/ylV9SLiIhhVCoiImIYlYqIiBgmrld/iYhcjmxjrPT5Bz5va7WY6O3ui3Gi2FGpiIgYrM8fZOXW3w84tvih22KcJrZ0+EtERAyjUhEREcOoVERExDAqFRERMYxKRUREDKNSERERw6hURETEMCoVERExjEpFREQMo1IRERHDqFRERMQwKhURETGMSkVERAyjUhEREcOoVERExDAqFRERMYxKRUREDBOzUtmwYQMul4vJkydz9OhRAN5++20KCwv5xje+wb333suBAwdCX9/e3k5paSkFBQUUFxfT0tISGjt06BCzZ8/G5XKxfPlyAoFArDZDREQGEbNSyc3NZcuWLUyYMCG0zOFwsHnzZurq6njppZd4+umnOX/+PADV1dVkZ2ezd+9eSkpKqKqqAsDv97N06VLWrl3Lnj17aG5uZs+ePbHaDBERGUTMSuWWW27hmmuu6bds6tSpjB8/HoCJEycC0NHRAYDH46GoqAiAwsJC6uvr6enpobGxEbvdTk5ODmazmTlz5uDxeGK1GSIiMoiEOafi8Xi47rrryMzMBMDn82G32ykrK+PMmTOkpaXR2tqK1+vF6XTS0NDAj3/8Y5xOJ16vN87pRUQEwBrvAAB//vOfWbVqFRs3buy33GazsX79+gEfk5eXR15eXr/zMJHKyEgdUc7BOBxphq8zWpIpKyRXXmWNnmTKa7GYsdkG/vVqsZix26+KcaLBGTm3cS+V48ePU1ZWRlVVFZMmTQotdzqd+Hw+xo0bR1dXFx0dHTgcDrKysvrtmfh8PpxO57Ce8+TJTgKBoGHb4HCk0draYdj6oimZskJy5VXW6EmmvA5HGn5/gN7evgHH/f5AQm1LJHNrNpsi/mM8roe/2traePzxx6msrGTatGn9xlwuF7t27QKgrq6O6dOnk5KSwpQpUzh9+jRNTU0EAgF2796Ny+WKR3wREfmcmO2prFu3jtraWk6cOMH8+fO5/vrr+dKXvsSxY8dYs2YNa9asAeDFF19k8uTJuN1uKioqKCgoID09ndWrVwNgsVhYsWIFCxcuxO/3M2PGDGbNmhWrzRARwTbGSp9/4KMdp9q7MJlNMU6UOEzBYNC440BJQoe/kiMrJFdeZY2eRMtrslpYufX3A47ZbFYq7v9bVv7zOwOOL37oNoJ9/mjGG5bL6vCXiIhcXlQqIiJiGJWKiIgYRqUiIiKGUamIiIhhVCoiImIYlYqIiBhGpSIiIoZRqYiIiGFUKiIiYhiVioiIGEalIiIihlGpiIiIYVQqIiJiGJWKiIgYRqUiIiKGUamIiIhhVCoiImIYlYqIiBhGpSIiIoZRqYiIiGFUKiIiYpiYlcqGDRtwuVxMnjyZo0ePhpZv2rQJl8uFy+Vi+/btoeXt7e2UlpZSUFBAcXExLS0tobFDhw4xe/ZsXC4Xy5cvJxAIxGozRERkEDErldzcXLZs2cKECRNCy5qbm9m2bRs7d+7kzTffZO3atfh8PgCqq6vJzs5m7969lJSUUFVVBYDf72fp0qWsXbuWPXv20NzczJ49e2K1GSIio2K1mjFZLWH/2cZY4x1xVGKW/pZbbrlkmcfjweVykZqaSmpqKnl5eRw4cIB58+bh8Xj42c9+BkBhYSE/+tGP6Onp4Y9//CN2u52cnBwA5syZg8fjYfbs2bHaFBGREevzB1m59fdhxxc/dFsM0xgvrpXo9XqZMGECNTU1ZGRkkJWVhdfrBcDn82G32ykrK2PZsmWkpaXR2tqK1+vF6XTS0NDA/v37mTFjRugxkcrISDV8WxyONMPXGS3JlBWSK6+yRk8i5T3V3oXNFv7Xp8lE2PHBxgAsFjN2+1WjzjgcRs5tQuxnlZaWArBq1ap+y202G+vXrx/wMXl5eaE9m+E6ebKTQCA4/KBhOBxptLZ2GLa+aEqmrJBceZU1ehItr8lqobe3b8Axm81KMEjY8cHGAPz+QEy3NZK5NZtNEf8xHtervy7eMwFCeyEATqczdH6lq6uLjo4OHA7HJY/x+Xyhx4iISHzFtVRmzpzJvn37OHv2LG1tbTQ0NJCfnw+Ay+Vi165dANTV1TF9+nRSUlKYMmUKp0+fpqmpiUAgwO7du3G5XHHcChERuSBmh7/WrVtHbW0tJ06cYP78+Vx//fW88cYblJSUUFRUBEB5eTkOhwMAt9tNRUUFBQUFpKens3r1agAsFgsrVqxg4cKF+P1+ZsyYwaxZs2K1GSIiMoiYlcp3v/tdvvvd716y3O1243a7L1k+duxYampqBlzXjBkz+Pd//3fDM4qIyOjoFfUiImIYlYqIiBhGpSIiIoZRqYiIiGFUKiIiYhiVioiIGEalIiIihlGpiIiIYVQqIiJiGJWKiIgYRqUiIiKGUamIiIhhVCoiImIYlYqIiBhGpSIiIoZRqYiIiGFUKiIiYhiVioiIGEalIiIihlGpiIiIYVQqIiJiGJWKiIgYJiFK5e2336aoqIiioiK+/e1v09zcDMCmTZtwuVy4XC62b98e+vr29nZKS0spKCiguLiYlpaWOCUXkcuVbYwVk9Uy8D+zKd7xEpY13gGCwSCVlZXU1tZy7bXXsnnzZn72s59RXl7Otm3b2L17N93d3RQWFpKfn09mZibV1dVkZ2dTU1NDbW0tVVVVVFdXx3tTROQy0ucPsnLr7wccW/zwV2OcJnlEvKfS1tY24PJTp06NPoTZzNmzZwE4e/YsTqcTj8eDy+UiNTWVjIwM8vLyOHDgAAAej4eioiIACgsLqa+vp6enZ9Q5RERkdCLeU3G5XLz77ruXLJ87dy6//e1vRxzAZDLx0ksvUVpaSkpKCna7nZ///OesWbOGCRMmUFNTQ0ZGBllZWXi9XgB8Ph92u52ysjKWLVtGWloara2tTJgwIaLnzMhIHXHecByONMPXGS3JlBWSK6+yRk+s855q78JmG/hXpMlE2LGhxod6rMVixm6/anhhR8nIuY24VILB4CXL/H4/vb29owrg9/vZuHEjW7ZsIScnh1deeYUVK1bwhS98AYDS0lIAVq1a1e9xNpuN9evXj+g5T57sJBC4dHtGyuFIo7W1w7D1RVMyZYXkyqus0ROPvCarhd7evgHHgkHCjtls1kHHBxsD8PsDMd3WSObWbDZF/Mf4kKXy/e9/H4De3t7Qxxf8+c9/5sYbb4zoicJ5//338fl85OTkAPD1r3+dxx57jPvuuy+0ZwLg9XrJzc0FwOl04vP5GDduHF1dXXR0dOBwOEaVQ0RERm/IcyoTJ05k4sSJmEym0McTJ05k0qRJfOtb32LdunWjCuBwOPjkk0/4+OOPAfjd737Htddey8yZM9m3bx9nz56lra2NhoYG8vPzgc8Oxe3atQuAuro6pk+fTkpKyqhyiIjI6A25p/IP//APANTU1IQ+NpLT6WTp0qW43W6sVivp6ek8//zzXHfddZSUlIROyJeXl4f2RtxuNxUVFRQUFJCens7q1asNzyUiIsMX8TmVjRs3Ri3EvHnzmDdv3iXL3W43brf7kuVjx46lpqYmanlERGRkIr6k+NZbb41mDhERuQxEvKfS2NjI+vXraWlpobu7u9/YaC4pFhGRy0fEpVJRUcHXvvY1HnroIWw2WzQziYhIkoq4VDo7O6msrMRsTojbhYmISAKKuCEWLFjAa6+9xqlTpwgEAv3+iYiIwDD2VH7yk58A9HtdSjAYxGQy8f777xufTEREkk7EpfL2229HM4eIiFwGIi6VSG/WKCIiV66IS+V73/seJtPAb0zz4osvGhZIRESSV8SlMmnSpH6fd3Z2cvDgQaZNm2Z4KBERSU4Rl8pA9/0qLy9n8eLFhgYSEZHkNaoXnQQCAZqamozKIiIiSS7iPZX777+/3zkVv9/Phx9+yF133RWVYCIiknwiLpXP30V4zJgxTJo0iS9+8YuGhxIRkeQUcanMnTs3mjlEROQyEHGpAPzpT3/C4/Fw4sQJxo8fT35+Pl/60peilU1EJGpsY6z0+YNhx03mgV9CIYOLuFRqa2tZtWoVd955J+PHj+ejjz7i0Ucf5emnn6akpCSaGUVEDNfnD7Jy6+/Dji9++KsxTHP5GNY7P/7Lv/wL2dnZoWVNTU185zvfUamIiAgwjEuK29vbufbaa/stmzRpEp2dnUZnEhGRJBXxnsqMGTMoLy/nkUceYfz48Zw4cYItW7Zw++23RzOfiIgkkYhL5R//8R956aWXqKys5OTJk2RkZDBz5kyeeuqpKMYTEZFkMuThr8bGRt577z1SU1P54Q9/yP79+2lsbGT//v0UFRXR3Nw86hA+n4/HH38cl8vF3XffTUNDAwCbNm3C5XLhcrnYvn176Ovb29spLS2loKCA4uJiWlpaRp1BRERGb8hSefbZZ8OOWSwWli5dOuoQzz33HDfffDMej4e33nqLm266iebmZrZt28bOnTt58803Wbt2LT6fD4Dq6mqys7PZu3cvJSUlVFVVjTqDiIiM3pCl8tFHH4V9LUpOTg6ffPLJqAKcPn2a+vp6Hn/8ceCzorr66qvxeDy4XC5SU1PJyMggLy+PAwcOAODxeCgqKgKgsLCQ+vp6enp6RpVDRERGb8hSGT9+PO+9996AY0eOHGHcuHGjCvDJJ5+QmZnJyy+/TGFhIQsWLODYsWN4vV6cTic1NTXs3LmTrKwsvF4v8NnhMrvdTllZGWfOnCEtLY3W1tZR5RARkdEb8kT9I488wne+8x0ef/xxvvzlL3P11Vdz+vRp/vCHP7Bx40YWLFgwqgDnz5/no48+YurUqVRWVrJ582aef/750DtNlpaWArBq1ap+j7PZbKxfv35Ez5mRkTqqzANxONIMX2e0JFNWSK68yho9Ruc91d6FzRb+V6DJRNjxwcZG+1iLxYzdflXY8Wgwcm6HLJUHHniAcePGsWHDBlauXInf78disZCdnc2SJUu4++67RxUgMzOTQCBAQUEBAHfccQdbt25l2rRpoT0TAK/XS25uLgBOpxOfz8e4cePo6uqio6MDh8MR8XOePNlJIBD+9gzD5XCk0draYdj6oimZskJy5VXW6IlGXpPVQm9vX9jxYJCw44ON2WzWET8WwO8PxPT/JpK5NZtNEf8xHtGLH7/+9a+zY8cOGhsb+Y//+A8aGxvZsWPHqAsF4K//+q+ZOHEi77zzDgB/+MMfuO6665g5cyb79u3j7NmztLW10dDQQH5+PgAul4tdu3YBUFdXx/Tp00lJSRl1FhERGZ1h3VDSYrEwfvx4w0O8/PLLPPfcc7z44otcddVVvPDCC9xwww2UlJSETsiXl5eH9kbcbjcVFRUUFBSQnp7O6tWrDc8kIiLDN6xSiZabbrqJN99885Llbrcbt9t9yfKxY8dSU1MTi2giIjIMo3o7YRERkYupVERExDAqFRERMYxKRUREDKNSERERw6hURETEMAlxSbGIiNFsY6z0+cPfOcNkNsUwzZVDpSIil6U+f5CVW38fdnzxw1+NYZorhw5/iYiIYVQqIiJiGB3+EpG4Geq8h9Viorc7/B19L0dWq5nBtjjR50SlIiJxM+R5j4dui2GaxJDsc6LDXyIiYhiVioiIGEalIiIihtE5FRFJWBdOWp9q78JktVw6nuAnra9EKhURSVgXTlrbbNYB39f9B4/mDlg2oFfMx4tKRUSiarDLhkf7i3+wK6X0ivn4UKmISFRfL6Jf/FcWlYqIjOq1Ebpxo1xMpSIio6IbN8rFdEmxiIgYJmFKZcmSJeTm5oY+37RpEy6XC5fLxfbt20PL29vbKS0tpaCggOLiYlpaWuKQVuTKYrWaMVktA//T4S25SEIc/jp06BDnz58Pfd7c3My2bdvYvXs33d3dFBYWkp+fT2ZmJtXV1WRnZ1NTU0NtbS1VVVVUV1fHMb3I5U8n2yVScd9TOXfuHK+++iplZWWhZR6PB5fLRWpqKhkZGeTl5XHgwIHQWFFREQCFhYXU19fT09MTl+wiycI2xtpv7+LCiwm1tyFGi/ueypo1a3j44Yf5whe+EFrm9XqZMGECNTU1ZGRkkJWVhdfrBcDn82G32ykrK2PZsmWkpaXR2trKhAkT4rUJIgnv83san38xofY2xChxLZX/+q//4qOPPuLZZ5/l2LFjl4yXlpYCsGrVqn7LbTYb69evH/HzZmSkjvix4TgcaYavM1qSKSskV95EzXqqvQubrf+P+8Wfm0xcMn6xwcZj9diBvi5auaK57tHmsljM2O1XhR0fCSO/b+NaKv/5n//JBx98wOzZs+nr66Ojo4NvfOMbzJkzJ7RnAp/tuVw4ie90OvH5fIwbN46uri46OjpwOBzDet6TJzsJBMJfVz9cDkcara0dhq0vmpIpKyRX3nhnHeqV6xfvmXx+TyUYZMDboEQyHovHhrtNS7RyjWbdNps1qrn8/oCh32eRfN+azaaI/xiPa6m43W7cbjcAx44d45vf/CZ1dXU0NzfzxBNPUF5eTnd3Nw0NDSxevBgAl8vFrl27yMnJoa6ujunTp5OSkhLPzRBJCDqZLokg7udUBnLDDTdQUlISOiFfXl4e2htxu91UVFRQUFBAeno6q1evjmdUERG5SMKUyjXXXMPhw4dDn1+8F3OxsWPHUlNTE8toIiISoYQpFREZ/LyI3jtEkoFKRSSBDHpeZJCbOookiri/+FFERC4fKhURETGMSkVERAyjcyoiScJqNTPYaXrdv0sSgUpFJEnozbAkGahURGJIb70rlzuVikgMaW9DLnc6US8iIoZRqYiIiGFUKiIiYhiVioiIGEYn6kUMpKu75EqnUhExkK7ukiudDn+JiIhhVCoiImIYlYqIiBhG51REhincyfhT7V06ES9XPJWKyDCFOxlvs1mpuP9v45BIJHHo8JeIiBhGpSIiIoaJe6mcOXOG+fPnc9ddd1FYWMiKFSsIBAIAbNq0CZfLhcvlYvv27aHHtLe3U1paSkFBAcXFxbS0tMQpvVyObGOsmKyW8P903kQkrLifUzGZTJSVlXHrrbfi9/t57LHH2LVrF1OnTmXbtm3s3r2b7u5uCgsLyc/PJzMzk+rqarKzs6mpqaG2tpaqqiqqq6vjvSlymdALGEVGLu57Kunp6dx6660AWCwWbrjhBnw+Hx6PB5fLRWpqKhkZGeTl5XHgwAEAPB4PRUVFABQWFlJfX09PT0/ctkFERD4T91K5WGdnJ/v27SM/Px+v14vT6aSmpoadO3eSlZWF1+sFwOfzYbfbKSsr48yZM6SlpdHa2hrn9CIiEvfDXxf4/X6eeeYZHnzwQSZPnhxaXlpaCsCqVav6fb3NZmP9+vUjeq6MjNSRBw3D4UgzfJ3RkkxZIfZ5T7V3YbOF/9EwmQg7PtjYaMeNfuzFnydSrnDjA33d5fJ/MZxxi8WM3X5V2PGRMPJnLGFKZdmyZVxzzTXMnz8foN+eCYDX6yU3NxcAp9OJz+dj3LhxdHV10dHRgcPhiPi5Tp7sJBAIfyfZ4XI40mht7TBsfdGUTFkhPnlNVgu9vX1hx4NBBhy32axhx4Z6bCTjRj7WZrP2+zxRcoUb/3zeaOcazbqH+j4YbS6/P2Doz0QkP2NmsyniP8YT4vDXypUr6e3t5Qc/+EFo2cyZM9m3bx9nz56lra2NhoYG8vPzAXC5XOzatQuAuro6pk+fTkpKSjyiS5Ia9AovXd0lMmJx31P54IMPeP3117nxxhu55557AJg9ezZPPvkkJSUloRPy5eXlob0Rt9tNRUUFBQUFpKens3r16njFlwQ11Pua+IOEvcJLV3eJjFzcS+XGG2+kqalpwDG3243b7b5k+dixY6mpqYl2NEliuixYJD4S4vCXiIhcHlQqIiJimLgf/hIJxzbG+tnt5K2WS8asFhO93eGvkBGR+FCpSMLq8wdZ84t3B7y8cvFDt8UhkUj8Wa1mwv05lQh/bKlUJCkN9oMF6LJguWwNdhFKIvyxpVKRpKSru0QSk07Ui4iIYVQqIiJiGB3+krgZ6lXvOi8iknxUKhJVgxXHYLdKAZ0XEUlGKhWJqkGvVFFpiFx2dE5FREQMo1IRERHDqFRERMQwOqcio6IruETkYioVGRW9sl1ELqZSkUFpT0REhkOlIoPSnoiIDIdKRQbdG9GeiIgMh0rlCnBxaQz0pleDvbJdeyIiMhwqlSvAxYewbDbrJW96peIQEaOoVC4DOpkuIokiaUvlf/7nf6isrOT8+fPcdNNNvPjii/zFX/xFvGPFhU6miwgM/Y6osXi74aQtleXLl7No0SLuvPNOnnnmGX7+859TWloa71gjNtTehs1mprc3MOCY9kREBCL4AzMGbzeclKXi8/n43//9X/Lz8wGYO3cur7zySsSlYo7CL+FI1mlLsdIXGLg4gpjYsOO/wz52QfGX2bCjMeyYPW3MoNkujFttVvp6LWHHB3us0eORPPbqtDGX5E2EXAONW23WhMw10Njnvw8SJVe48YG+b6OZazTrHur7IN7fI8EBflcN9ftrOL8zTcFgMPyfxwnqvffeY8mSJaxZs4YNGzbw5JNP4na72bdvX7yjiYhc0ZL6hpLZ2dn89Kc/jXcMERH5f5KyVJxOJ62trVzYyfJ6vTidzjinEhGRpCyVzMxMJk2axIEDBwDYuXMnLpcrzqlERCQpz6nA/7+k+Ny5c9x8881X9CXFIiKJImlLRUREEk9SHv4SEZHEpFIRERHDqFRERMQwKhURETFMUt6mJdpGerPKX/3qVyxZsoS33nqL7OxsACZPnkx2djZm82f9/cYbb5Cenh7XvJWVldTX12O32wGYP38+99xzDwCHDh3i+eefp6+vjxkzZrB8+fJQ9kTLmohz29fXR1VVFfv37+eqq66isLCQJ554Aki8uR0sa7TndjhZu7q6KCkpCX1+/vx5Tp8+zTvvvANEf16NzptIcwvQ3NzMD3/4Q86dO4ff76e8vDz0Eo0RzW1QLlFcXBzct29fMBgMBp9++ungpk2bhnxMa2tr8LHHHgvm5+cHm5qaQsuzs7ODnZ2dUcsaDA4/7+LFi4NvvPHGJcv7+vqCd9xxR/D9998P+v3+4AMPPBD8t3/7t4TMGgwm5txu3rw5+PDDDwe7u7uDwWAweOLEiWAwmJhzGy5rMBj9uR3Jz9gFr732WnD58uXBYDA282pk3mAw8eZ2wYIFwTfffDMYDAaDR44cCebm5gaDwZHPrQ5/fc5AN6v0eDxDPm7FihUsWrQIkym2dwwead6BNDY2YrfbycnJwWw2M2fOnBGvK9pZY2EkeXfs2METTzxBSkoKABkZGUBizm24rNE22u+DX/7yl9x7771A9OfV6LzRNpKsZrOZs2fPAnDu3LnQ3UlGOrcqlc/xer04HA4++OADnnnmGbKysvB6vYM+Zu/evWRkZHDzzTcPOP7ggw9SVFTEhg0bEiIvwJYtW/j7v/97Fi1aFPr6C7e7aWho4Mc//jFOpzOidcUj6wWJNrfHjh3jyJEj3HPPPXz729+moaEhtK5Em9twWS+I1tyO9PsA4PDhw9hsNqZOnRpaVzTn1ei8FyTS3C5dupRf/epX/N3f/R0LFy6kqqoqtK6RzK3OqYRx4WaVzc3Ng35de3s7r776Klu3bh1w/ODBgzidTk6ePInb7cbpdFJUVBS3vAAVFRU4HA6CwSCvvPIKixcvZsuWLaHxvLw88vLyQrfBSdSsiTi33d3dfPrpp+zYsYMjR47gdrs5ePBgaDyR5jZc1pSUlJjM7XCyXlBbW8vcuXMvWR7teQXj8iba3G7fvp3777+f++67j8OHD7No0SJ+/etfh8aHO7faU/mc4d6s8oMPPuDkyZPMmzeP2bNn4/V6efLJJ/njH/8YWh98dmhh9uzZ/Pd/h3/PlFjkhc/unWYymTCbzdx3332hTJ//q8bn8xl6o04js15YHyTW3DocDlwuFyaTiSlTpmCxWPB6vQk5t+GyXlgfRGduR3pD2Pb2dvbt29fvF3C059XovBfWB4kzt1u3buWuu+4CIDc3l46ODj799NMRz61K5XOGulnl97//fVavXh36fNq0aRw8eJDf/OY3/OY3v8HpdPJP//RPfPGLX+TUqVOhY5Xd3d3U19dz0003xTUvwMcffxz6eP/+/eTk5AAwZcoUTp8+TVNTE4FAgN27dxt6o04jsybq3E6fPp3Dhw8D0NLSQk9PD06nMyHnNlzWaM/tSLICvPXWW9x22204HI7QsmjPq9F5E3FunU4nv/vd7wBoamqip6eHzMzMEc+tDn8N4LnnnqOyspIXXniBm2++mQceeCA09umnn0Z8ueKHH37IkiVLSElJwe/3c+edd/LNb34z7nkrKys5ceIEVquVzMxMVq5cCYDFYmHFihUsXLgQv9/PjBkzmDVrVkJmTdS5/d73vsfSpUspKioiEAhQVVUVOhGeaHMbLuuRI0eiPrcj+Rn713/919AlzxfE4nvWyLyx+L4dbtaqqipeeOEFXnvtNUwmEz/96U8ZM+azd48cydzqhpIiImIYHf4SERHDqFRERMQwKhURETGMSkVERAyjUhEREcOoVERExDAqFRERMYxKRUREDKNSEYmBjRs3MnPmTL7yla8wZ86c0G00Kisreemll0Jf9+CDD1JbWxv6/OOPP2bBggXk5uZy++2388Ybb8Q8u8hwqFREYmDs2LFs3LiRd999l0WLFlFWVkZbW9ugj+nr6+OJJ55g8uTJHDx4kLfeeou//Mu/jFFikZHRvb9EYuBb3/pW6OM777yT9PT0IW9L3tjYSFtbGwsXLsRisTBmzBjDb5YoYjSVikgM7Ny5k9dff53jx48TCATo7Oykr69v0MccP36crKwsLBZLjFKKjJ5KRSTKPv74Y5599lm2bt3KV77yFUwmE1/96lcJBoOhu9Ve0NnZGfo4KyuL48eP4/f7VSySNHRORSTKzp8/j8lkIiMjA7/fT01NDe3t7QBce+21vPfeewSDQT788EOOHj0aetzUqVOx2+28/PLLdHd3c+bMGd5+++14bYZIRFQqIlH2N3/zNzz66KPMmzeP22+/nbNnz/JXf/VXANx777309vYyd+5ctmzZwpQpU0KPs1qtvPbaa/zpT3/ijjvu4O677+73pmUiiUjvpyIiIobRnoqIiBhGpSIiIoZRqYiIiGFUKiIiYhiVioiIGEalIiIihlGpiIiIYVQqIiJiGJWKiIgY5v8CWkwyPOaZQeEAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.histplot(th[th.gene_id_exp_file.isin(high_auc_gene)]['auc'])\n" ] }, { "cell_type": "code", "execution_count": 468, "id": "c51da563", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
gene_id_exp_fileauc
0ENSG000000004190.743154
1ENSG000000004570.599157
2ENSG000000004600.585266
3ENSG000000009380.757391
4ENSG000000009710.489380
.........
55343ENSG000002852800.540083
55356ENSG000002853310.669822
55372ENSG000002853990.655908
55379ENSG000002854100.710762
55387ENSG000002854370.693511
\n", "

13158 rows × 2 columns

\n", "
" ], "text/plain": [ " gene_id_exp_file auc\n", "0 ENSG00000000419 0.743154\n", "1 ENSG00000000457 0.599157\n", "2 ENSG00000000460 0.585266\n", "3 ENSG00000000938 0.757391\n", "4 ENSG00000000971 0.489380\n", "... ... ...\n", "55343 ENSG00000285280 0.540083\n", "55356 ENSG00000285331 0.669822\n", "55372 ENSG00000285399 0.655908\n", "55379 ENSG00000285410 0.710762\n", "55387 ENSG00000285437 0.693511\n", "\n", "[13158 rows x 2 columns]" ] }, "execution_count": 468, "metadata": {}, "output_type": "execute_result" } ], "source": [ "th[th.gene_id_exp_file.isin(high_auc_gene)]\n" ] }, { "cell_type": "code", "execution_count": 422, "id": "7f381503", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 422, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.histplot(th[th.gene_id_exp_file.isin(high_auc_gene)]['auc'])\n" ] }, { "cell_type": "code", "execution_count": 386, "id": "fc1f80aa", "metadata": {}, "outputs": [], "source": [ "def calc_auroc (df_trial,predicted_score='predicted_score'):\n", " df_trial = df_trial.sort_values(by=[predicted_score], ascending=False)\n", " rank_abs = lambda x: stats.rankdata(x)\n", " predicts2 = np.apply_along_axis(rank_abs, 0, df_trial[predicted_score].values)\n", " df_trial['p'] = [y if x==1 else 0 for x,y in zip(df_trial['true_pos'], predicts2)]\n", " #print (df_trial['p'].sum())\n", " if df_trial['true_neg'].sum() == 0 or df_trial['true_pos'].sum() == 0:\n", " return np.nan\n", " else:\n", " return (((df_trial['p'].sum() /df_trial['true_pos'].sum() )- (df_trial['true_pos'].sum() + 1)/2)) / df_trial['true_neg'].sum()\n" ] }, { "cell_type": "code", "execution_count": 388, "id": "0a8cb79d", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0 0\n", "1 110\n", "2 10\n", "3 35\n", "4 27\n", " ... \n", "287504 506\n", "287505 262\n", "287506 255\n", "287507 61\n", "287508 0\n", "Length: 287509, dtype: int64" ] }, "execution_count": 388, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_gene_tp_sel_sum\n", "\n" ] }, { "cell_type": "code", "execution_count": 473, "id": "95a7914f", "metadata": {}, "outputs": [], "source": [ " with h5py.File(f'/grid/gillis/data/lohia/hi_c_data_processing/data_{species}/{SRP_name}/{resolution}/max/hic_inter_bins_mean_none.h5', 'r') as hf:\n", " \n", " data = (((hf['mean'][()])));\n", " df_max_gene_inter_by_bins = pd.DataFrame(data)\n", " #df_max_gene_inter_by_bins['proj'] = proj\n", " df_max_gene_inter_by_bins = df_max_gene_inter_by_bins.reset_index()\n", "\n", " #df_max_gene_inter_by_bins = df_max_gene_inter_by_bins.merge(bins_bed, left_on='index', right_on='bin_id')\n" ] }, { "cell_type": "code", "execution_count": 458, "id": "8cea1421", "metadata": {}, "outputs": [ { "ename": "NameError", "evalue": "name 'df_max_gene_inter_by_bins' is not defined", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mdf_max_gene_inter_by_bins\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", "\u001b[0;31mNameError\u001b[0m: name 'df_max_gene_inter_by_bins' is not defined" ] } ], "source": [ "df_max_gene_inter_by_bins\n" ] }, { "cell_type": "code", "execution_count": 481, "id": "2e32d8c9", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
start_bincrechrstartendbin_idpos
0chr10_100001chr101000020000167493chr10_10000
1chr10_1000001chr10100000110000167502chr10_100000
2chr10_10000001chr1010000001010000167592chr10_1000000
3chr10_100000006chr101000000010010000168492chr10_10000000
4chr10_10000000016chr10100000000100010000177492chr10_100000000
........................
213396chr9_999400001chr99994000099950000163646chr9_99940000
213397chr9_999500001chr99995000099960000163647chr9_99950000
213398chr9_999600001chr99996000099970000163648chr9_99960000
213399chr9_999700002chr99997000099980000163649chr9_99970000
213400chr9_999900001chr999990000100000000163651chr9_99990000
\n", "

213401 rows × 7 columns

\n", "
" ], "text/plain": [ " start_bin cre chr start end bin_id \\\n", "0 chr10_10000 1 chr10 10000 20000 167493 \n", "1 chr10_100000 1 chr10 100000 110000 167502 \n", "2 chr10_1000000 1 chr10 1000000 1010000 167592 \n", "3 chr10_10000000 6 chr10 10000000 10010000 168492 \n", "4 chr10_100000000 16 chr10 100000000 100010000 177492 \n", "... ... ... ... ... ... ... \n", "213396 chr9_99940000 1 chr9 99940000 99950000 163646 \n", "213397 chr9_99950000 1 chr9 99950000 99960000 163647 \n", "213398 chr9_99960000 1 chr9 99960000 99970000 163648 \n", "213399 chr9_99970000 2 chr9 99970000 99980000 163649 \n", "213400 chr9_99990000 1 chr9 99990000 100000000 163651 \n", "\n", " pos \n", "0 chr10_10000 \n", "1 chr10_100000 \n", "2 chr10_1000000 \n", "3 chr10_10000000 \n", "4 chr10_100000000 \n", "... ... \n", "213396 chr9_99940000 \n", "213397 chr9_99950000 \n", "213398 chr9_99960000 \n", "213399 chr9_99970000 \n", "213400 chr9_99990000 \n", "\n", "[213401 rows x 7 columns]" ] }, "execution_count": 481, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_cre_1kb_encode" ] }, { "cell_type": "code", "execution_count": 483, "id": "45670935", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.734436321722935" ] }, "execution_count": 483, "metadata": {}, "output_type": "execute_result" } ], "source": [ " df_cre_tog = df_cre_1kb_encode.merge(df_max_gene_inter_by_bins, left_on='bin_id', right_on='index', how='right')\n", "\n", " df_cre_tog['cre'] = df_cre_tog['cre'].fillna(0)\n", "\n", "\n", " df_cre_tog['true_pos'] = [1.0 if x>=14 else 0 for x in df_cre_tog['cre']]\n", "\n", " df_cre_tog['true_neg'] = [0 if x == 1.0 else 1.0 for x in df_cre_tog['true_pos']]\n", " df_cre_tog['score'] = df_cre_tog[0]\n", " calc_auroc (df_cre_tog,predicted_score='score')\n", " " ] }, { "cell_type": "code", "execution_count": 480, "id": "00dfbef2", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
start_bincrechrstartendbin_idposindex0true_postrue_neg
0NaN0.0NaNNaNNaNNaNNaN00.0000000.01.0
1NaN0.0NaNNaNNaNNaNNaN10.4252530.01.0
2NaN0.0NaNNaNNaNNaNNaN20.0545250.01.0
3NaN0.0NaNNaNNaNNaNNaN30.1649770.01.0
4NaN0.0NaNNaNNaNNaNNaN40.1775240.01.0
....................................
287504chr22_507700001.0chr2250770000.050780000.0287504.0chr22_507700002875041.4599910.01.0
287505chr22_507800004.0chr2250780000.050790000.0287505.0chr22_507800002875050.9376760.01.0
287506NaN0.0NaNNaNNaNNaNNaN2875060.8919970.01.0
287507NaN0.0NaNNaNNaNNaNNaN2875070.2613950.01.0
287508NaN0.0NaNNaNNaNNaNNaN2875080.0000000.01.0
\n", "

287509 rows × 11 columns

\n", "
" ], "text/plain": [ " start_bin cre chr start end bin_id \\\n", "0 NaN 0.0 NaN NaN NaN NaN \n", "1 NaN 0.0 NaN NaN NaN NaN \n", "2 NaN 0.0 NaN NaN NaN NaN \n", "3 NaN 0.0 NaN NaN NaN NaN \n", "4 NaN 0.0 NaN NaN NaN NaN \n", "... ... ... ... ... ... ... \n", "287504 chr22_50770000 1.0 chr22 50770000.0 50780000.0 287504.0 \n", "287505 chr22_50780000 4.0 chr22 50780000.0 50790000.0 287505.0 \n", "287506 NaN 0.0 NaN NaN NaN NaN \n", "287507 NaN 0.0 NaN NaN NaN NaN \n", "287508 NaN 0.0 NaN NaN NaN NaN \n", "\n", " pos index 0 true_pos true_neg \n", "0 NaN 0 0.000000 0.0 1.0 \n", "1 NaN 1 0.425253 0.0 1.0 \n", "2 NaN 2 0.054525 0.0 1.0 \n", "3 NaN 3 0.164977 0.0 1.0 \n", "4 NaN 4 0.177524 0.0 1.0 \n", "... ... ... ... ... ... \n", "287504 chr22_50770000 287504 1.459991 0.0 1.0 \n", "287505 chr22_50780000 287505 0.937676 0.0 1.0 \n", "287506 NaN 287506 0.891997 0.0 1.0 \n", "287507 NaN 287507 0.261395 0.0 1.0 \n", "287508 NaN 287508 0.000000 0.0 1.0 \n", "\n", "[287509 rows x 11 columns]" ] }, "execution_count": 480, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_cre_tog" ] }, { "cell_type": "code", "execution_count": null, "id": "b0cfc5eb", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 14, "id": "186830f1", "metadata": {}, "outputs": [], "source": [ "exp_genes = pd.read_csv(\"/grid/gillis/data/lohia/hi_c_data_processing/software/CoCoCoNet/Homo_sapiens_average_rank.csv\")\n", "\n", "exp_genes['genes'] = [x.split('.')[0] for x in exp_genes['genes']]\n", "\n", "exp_genes.set_index('genes', inplace=True)\n", "\n", "exp_genes['avg_rank'] = exp_genes.sum(axis=1)\n", "\n", "exp_genes['avg_rank'] = [ x/ exp_genes.shape[1] for x in exp_genes['avg_rank']]\n", "\n", "exp_genes = exp_genes[['avg_rank']]\n", "\n", "exp_genes.reset_index(inplace=True)\n", "\n", "exp_genes.drop_duplicates(['genes'], inplace=True)\n", "\n", "high_auc_gene = exp_genes[exp_genes['avg_rank'] > 0.7]['genes'].tolist()\n", "\n", "df_gene_tp_sel = df_gene_tp[df_gene_tp.index.isin(high_auc_gene)]" ] }, { "cell_type": "code", "execution_count": 17, "id": "b73a46cc", "metadata": {}, "outputs": [], "source": [ "cre_bins = df_cre_1kb_encode[df_cre_1kb_encode['cre']>14]['bin_id'].tolist()" ] }, { "cell_type": "code", "execution_count": 18, "id": "47cb4f7c", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "2.780666666666667" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(cre_bins)/3000" ] }, { "cell_type": "code", "execution_count": 19, "id": "9db9622b", "metadata": {}, "outputs": [], "source": [ "df_gene_tp_sel = df_gene_tp_sel[cre_bins]" ] }, { "cell_type": "code", "execution_count": 20, "id": "13950b5d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(13157, 13157)\n", "(13157, 8342)\n", "0.9693905994526353\n", "0.0\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ ":133: RuntimeWarning: invalid value encountered in true_divide\n", " roc = (p / n_p - (n_p + 1) / 2) / n_n\n" ] } ], "source": [ "df_2d_jac, go_chrom = run_egad(df_gene_tp_sel, df_exp_corr)" ] }, { "cell_type": "code", "execution_count": 22, "id": "96443f84", "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "import seaborn as sns" ] }, { "cell_type": "code", "execution_count": 23, "id": "040ed4a8", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/grid/gillis/home/lohia/.conda/envs/hicexplorer/lib/python3.8/site-packages/seaborn/_decorators.py:36: FutureWarning: Pass the following variables as keyword args: x, y. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n", " warnings.warn(\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "sns.scatterplot(df_2d_jac['AUC'], df_2d_jac['DEGREE_NULL_AUC'])\n", "plt.plot([0, 1], [0, 1], c='black')\n", "plt.axvline(x=df_2d_jac['AUC'].mean(),c='black',ls='--')\n", "plt.axhline(y=df_2d_jac['DEGREE_NULL_AUC'].mean(), c='black', ls='--')" ] }, { "cell_type": "code", "execution_count": 25, "id": "8b719664", "metadata": {}, "outputs": [], "source": [ "df_t = df_2d_jac.merge(df_gene_tp_sel.sum().reset_index(), left_on=df_2d_jac.index, right_on='index')\n" ] }, { "cell_type": "code", "execution_count": 26, "id": "de5a2977", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
AUCAVG_NODE_DEGREEDEGREE_NULL_AUCP_Valueindex0
00.54864810432.2513300.5000192.071635e-02177492147
10.59345410135.5782460.4425645.234711e-0217755726
20.53645410060.6682460.4078402.975338e-0117756520
30.62454310300.1791060.4781415.764654e-07177566127
40.46189710385.4440570.5161286.432477e-02177580129
.....................
78760.60138910454.0277720.5109801.831122e-08163474249
78770.56014910544.3219320.5298884.074555e-03163477159
78780.52562910027.9083660.4159762.571734e-0116355760
78790.66011110531.9339670.4986883.683678e-0316356232
78800.69296910628.6372470.5471721.431164e-17163634162
\n", "

7881 rows × 6 columns

\n", "
" ], "text/plain": [ " AUC AVG_NODE_DEGREE DEGREE_NULL_AUC P_Value index 0\n", "0 0.548648 10432.251330 0.500019 2.071635e-02 177492 147\n", "1 0.593454 10135.578246 0.442564 5.234711e-02 177557 26\n", "2 0.536454 10060.668246 0.407840 2.975338e-01 177565 20\n", "3 0.624543 10300.179106 0.478141 5.764654e-07 177566 127\n", "4 0.461897 10385.444057 0.516128 6.432477e-02 177580 129\n", "... ... ... ... ... ... ...\n", "7876 0.601389 10454.027772 0.510980 1.831122e-08 163474 249\n", "7877 0.560149 10544.321932 0.529888 4.074555e-03 163477 159\n", "7878 0.525629 10027.908366 0.415976 2.571734e-01 163557 60\n", "7879 0.660111 10531.933967 0.498688 3.683678e-03 163562 32\n", "7880 0.692969 10628.637247 0.547172 1.431164e-17 163634 162\n", "\n", "[7881 rows x 6 columns]" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_t" ] }, { "cell_type": "code", "execution_count": 28, "id": "eb638849", "metadata": {}, "outputs": [], "source": [ "df_t['quintile'] = pd.qcut(df_t[0] , 10, labels=np.arange(10, 0, -1))" ] }, { "cell_type": "code", "execution_count": 29, "id": "8522f3e5", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/grid/gillis/home/lohia/.conda/envs/hicexplorer/lib/python3.8/site-packages/seaborn/_decorators.py:36: FutureWarning: Pass the following variables as keyword args: x, y. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n", " warnings.warn(\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.boxplot(df_t['quintile'], df_t['AUC'])" ] }, { "cell_type": "code", "execution_count": 55, "id": "2896488a", "metadata": {}, "outputs": [], "source": [ "high_auc_ind = df_t[df_t['quintile'] == 1]['index'].tolist()" ] }, { "cell_type": "code", "execution_count": 57, "id": "029f6945", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
177591177716177731177735177763174719177260191694192715192763...167374167376167383167412167413156954156996157089157163157217
ENSG000000004190000010010...0000000000
ENSG000000004570000000000...0000000000
ENSG000000004600000000000...0000000000
ENSG000000009381100010000...0000000000
ENSG000000009710000000000...0000000000
..................................................................
ENSG000002852800000000000...0000000000
ENSG000002853310000000000...0000010100
ENSG000002853990000000000...0000000000
ENSG000002854100000101100...0000010100
ENSG000002854370000010001...0000000000
\n", "

13158 rows × 787 columns

\n", "
" ], "text/plain": [ " 177591 177716 177731 177735 177763 174719 177260 \\\n", "ENSG00000000419 0 0 0 0 0 1 0 \n", "ENSG00000000457 0 0 0 0 0 0 0 \n", "ENSG00000000460 0 0 0 0 0 0 0 \n", "ENSG00000000938 1 1 0 0 0 1 0 \n", "ENSG00000000971 0 0 0 0 0 0 0 \n", "... ... ... ... ... ... ... ... \n", "ENSG00000285280 0 0 0 0 0 0 0 \n", "ENSG00000285331 0 0 0 0 0 0 0 \n", "ENSG00000285399 0 0 0 0 0 0 0 \n", "ENSG00000285410 0 0 0 0 1 0 1 \n", "ENSG00000285437 0 0 0 0 0 1 0 \n", "\n", " 191694 192715 192763 ... 167374 167376 167383 167412 \\\n", "ENSG00000000419 0 1 0 ... 0 0 0 0 \n", "ENSG00000000457 0 0 0 ... 0 0 0 0 \n", "ENSG00000000460 0 0 0 ... 0 0 0 0 \n", "ENSG00000000938 0 0 0 ... 0 0 0 0 \n", "ENSG00000000971 0 0 0 ... 0 0 0 0 \n", "... ... ... ... ... ... ... ... ... \n", "ENSG00000285280 0 0 0 ... 0 0 0 0 \n", "ENSG00000285331 0 0 0 ... 0 0 0 0 \n", "ENSG00000285399 0 0 0 ... 0 0 0 0 \n", "ENSG00000285410 1 0 0 ... 0 0 0 0 \n", "ENSG00000285437 0 0 1 ... 0 0 0 0 \n", "\n", " 167413 156954 156996 157089 157163 157217 \n", "ENSG00000000419 0 0 0 0 0 0 \n", "ENSG00000000457 0 0 0 0 0 0 \n", "ENSG00000000460 0 0 0 0 0 0 \n", "ENSG00000000938 0 0 0 0 0 0 \n", "ENSG00000000971 0 0 0 0 0 0 \n", "... ... ... ... ... ... ... \n", "ENSG00000285280 0 0 0 0 0 0 \n", "ENSG00000285331 0 1 0 1 0 0 \n", "ENSG00000285399 0 0 0 0 0 0 \n", "ENSG00000285410 0 1 0 1 0 0 \n", "ENSG00000285437 0 0 0 0 0 0 \n", "\n", "[13158 rows x 787 columns]" ] }, "execution_count": 57, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_gene_tp_sel[high_auc_ind]" ] }, { "cell_type": "code", "execution_count": 264, "id": "18ee9c07", "metadata": {}, "outputs": [], "source": [ "arr_gene = df_gene_tp_sel.to_numpy()" ] }, { "cell_type": "code", "execution_count": 265, "id": "c06e9183", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/grid/gillis/home/lohia/.conda/envs/hicexplorer/lib/python3.8/site-packages/sklearn/metrics/pairwise.py:1776: DataConversionWarning: Data was converted to boolean for metric jaccard\n", " warnings.warn(msg, DataConversionWarning)\n" ] } ], "source": [ " zero_row_indices = np.where(~arr_gene.any(axis=1))[0] #[when the gene row sum is zero, its jaccard similarity is zero]\n", " \n", "\n", "\n", " jac_sim_gene = 1 - pairwise_distances(arr_gene, metric = \"jaccard\") #[calculates the jaccard coefficient for each bin pair based on the , allbins X allbins where values are number of common neighbours]\n", " jac_sim_gene[zero_row_indices,:] = 0" ] }, { "cell_type": "code", "execution_count": 266, "id": "0551b6f7", "metadata": {}, "outputs": [], "source": [ "np.fill_diagonal(jac_sim_gene, 1)" ] }, { "cell_type": "code", "execution_count": 267, "id": "86a1e5c2", "metadata": {}, "outputs": [], "source": [ "import pandas as pd, seaborn as sns\n", "import scipy.spatial as sp, scipy.cluster.hierarchy as hc\n", "from sklearn.datasets import load_iris\n", "sns.set(font=\"monospace\")\n", "\n", "iris = load_iris()\n", "X, y = iris.data, iris.target\n", "DF = pd.DataFrame(X, index = [\"iris_%d\" % (i) for i in range(X.shape[0])], columns = iris.feature_names)\n", "\n", "DF_corr = DF.T.corr()\n", "DF_dism = 1 - jac_sim_gene # distance matrix\n", "linkage_gene = hc.linkage(sp.distance.squareform(DF_dism), method='average')\n", "#sns.clustermap(DF_dism, row_linkage=linkage_gene, col_linkage=linkage_gene)" ] }, { "cell_type": "code", "execution_count": 268, "id": "891b64b4", "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX0AAAEACAYAAABfxaZOAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAAAc3UlEQVR4nO3de2xb9aEH8O85duw4LUkaz3HpK7TcpSMtl7b7g61Ca2AOFzFoqdbxWKVJKEKjq1aUteSWMWjuCqrE0koTtNBqE91KhbYBfdwyGMkmgqo+/rhsQJuJhDyWPoLjpCNpkziu43P/SM+J7fhxbB8/f9+PVCnxefgXJ/2e3/m9jqQoigIiIhKCnO0CEBFR5jD0iYgEwtAnIhIIQ5+ISCAMfSIigTD0iYgEwtAnIhIIQ5+ISCAMfSIigTD0iYgEwtAnIhIIQ5+ISCC6Qv/AgQNwuVxYunQpOjo64u4/MjKC+vp61NXVYcOGDejt7U21nEREZABdoX/nnXfi4MGDmD9/vq6T7t+/H9XV1WhpacEjjzyCXbt2pVRIIiIyhq7Qv+OOO7BgwQLdJ21tbcW6desAAA8++CBOnToFn8+XXAmJiMgwaWnTHxgYwJw5c7B582YMDw/jpptugsfjSegcuw//XzqKRkQkNHO6TlxUVIS9e/cmfXx7zxAe3Hos5DWTLEFRFAQUQJYASBL+89avYeeTq1MsLRGRGNIS+k6nEwMDA6ioqIDX68XVq1fhcDhSPu9kYPohXwEFgKLgH52eGReHcLIsIRB0rCwBxVYzJEnCdf8kqhfNwZqVC3Dft29JuYxERLks5dBvbGyE0+nE1q1btddcLheOHTuGb3zjGzhx4gRWr14Ni8WS6lslLTjwgakLxpjXr31/rmsI57qGsPetT7TXJAlQHyQpS4AkS5icjPxkyRs3HTCbZJjN0y1mS+aXRdz/gvsqhq9N9XHIMu9WiChzdIX+yy+/jD/96U8YHBzE448/jiVLluDQoUMAgP7+fshyaNfAE088gZ/97Geoq6tDaWkpdu/ebXzJ0yz4ycEBBUCUwAeAGzcd8PkD8PkD2uvnuoYgS8Bc+yxUlBVrr6uBD0xdkILvVkyyFHJHE3x818WvMOGbhKJMvae6HZi6cwkW7YITjHc3ROKRcvXB6PUvfICBf49nuxiGkiVg0/fvCLmj0H1sWBNVoVDvkpIVfrETkZ4LPBW2a2PX8fK2u3Xty/8xGRRQkFTgAzObqAqFepeUrOBmunSSZQnFFlNG3osoUWPe67r3ZegXGAnTTT+5Qs7Dmnz4xSQQUEJeW/F1B/thKGfUv/CB7n0Z+gVEkm6EfljqL7/VrrXfr3v6eMbvGhQFsBVP/6kFN0d0XfwK3olJ2IrNePyBZTnRx/D+6d64d2RqP4wkAXf8By8AlD8Y+gVEkiTYLCaMhtVS1dFJgLHNRLJ0o5M7DgVTNWeLOXR0EwCMT0wCN7bvfeuTpJu/wpUUJ/en7fVNJvQZKcr0BSD44kqUqxj6BSQQULB4fpkW8OFefedTY98vwevHZECB3zcJsyxrNeN4cywyLZWLonpx3ffWJ1rndKxRVVeGvfjq2gSWzC/jxYIyhqFfYNq7Iwc+kP3OYHUo6j86PXj/dG/CIafeKajBecF9FVfHrhs6z8GIi1Bw53R430B795B2IVC3nesaQvelYRz58AuMeq9j3OtHdRUnDFJ6MPQLTL4M8knmrsPnD8Af9AOq8x2C5zkEdxpH6gTO5vBGtTnMO+HHXPuskAvCkrA7tHNdQ2jvHsIb7//T8AsbiY2hX2CW32qP2ryTSwIBBfuSaL8PBBStBhypVq5eE1IYMJQ2atkCCvDl0GjItl0/uWvGzxNQQi9s67YdQ7HVfGOCXujVPZkLHO8kxMTQLzCRwiNXJXtT8urb8S8WCqZq1MGzl4GpGnRwJ6/acasOwczUZ5fMHZl6zGSEgyPNV4h38T/XNaTrs4wlFybHiTw5Te0Xmm0r0n0MH5dYYN4/3ZvtIqRdQAFeP3E+6nZZmm7miZetgaB+hudeO2VQCdPnDy9+L+ljJUx/NsGfEeWvr65NwDuR2ATF7F+myVBHPvwi20XIiGgzcWVZQs3iCu377kvDAKZrg2rNqHy2FV9dmwg59h+diT3zIddZzDKqq+ZoNf5kZz/HujjEC5xM3Amov2OVKDX/f/ZeweSkkvDwZIZ+gQkPMtEEAgq6Lw2jfLYVFWXFM4ZIfjk0qjWTjCdYQ8oFidzJ+ScD8XfSIZXBAZlaJiNY8AipQqau+pvoDVvhfzKC4R37VNCMe/2oKCsO6ax89Bd/RkCZmrg1cX0ypTV/jKY3zBNpgw8oUxc6I+TbUhqFXtsP7q8Z901iVgJt+gz9AjOWh7XXdFAwPezx9RPnsWR+GUbHpxalykbtMx69zXJGD8m1mGVMKorWTJArS2FQbMEDDhKdf8OO3AKTS7XXbJPzqKcy+HkLRgofGhruuj+gNROoS2E8s++kEAMCRMWaPhWsYosJS+aXYddP7gKQe0s+ZEK8SqAc9tAeYHo5iVff/gRmkwz/ZEA7j/qoUVW0ZhTOAchdDH0qWGNeP9p7ruC5107l/GzW8BEomRKraSCgTN0JKGGvhT9qNJJE5wCks90/H9v3L7iv4ro/kJbmNjbvUEFTH0eZ67LVzxCvNdAWNhwwfJx/rH+UvOFrPq25zej5I6zpE1FU4RejYis7ezMhuCnyH50ePLPvpGFNZgx9EgI7Jo2h1j5fP3EeiqJgwjeJYquZy0OnmToSre3vF1MehsvQJyGIMlM5U8LvANTO33gPwYnV7JNKu3622u0zeaFTP59UJ2Ay9EkIos9UTqfHH1im+4lnsUYTJbqGTDC9HeGpvEe4gAJtHogR1Avpiq87ou6zZuUC9FweSel9GPokhFyckFUoot1FybIEm9WMxfNKM1yi6LI1SioR0QYejHn9eP3E+ZT/lhn6RJSSwa/GZ7xmMcvw+QPaLGi298enZx6JEZUXDtkkopSEP+weAIqKTNrXalt/PixdLQLW9InIcGoNP5j69C9gulMyvAOWdwTpx5o+EaXEqP6SnkvDaPv7RUPORdGxpk9EGVNsNcPvD2ijaNq7p5dxCChTTUHq3UCscxghm8szXBn2zlj6O1MY+kSUMeNe/4ylHyQAkmBLNwx+NY7Lg6PahKs1Kxdk7L0Z+kSUMZIE3GyfhYqyYm2xNkkCapbY07rIWK555Nl34buxmN25rqGMDiVl6BNRxgSUqWcH7PrJXdoQRbW5ZviaDwCw961PtMle4bX/WE07yTbXZKOJxeubBDB1l6Mgs/NIGPpElFV/ePF7ACKPUw+fwRtrRm0yteUxrx/dGepA7rk8gq8vKMfOJ1drS1ob/SQ0PXSFfnt7O7Zv347x8XHcdttteOmll1BcHP1JP11dXXjuuecwNjaGyclJPPXUU3C5XIYVmojyV/elYd0L4Knt/cVWs/aw+3w1On494mxbdSJbpugK/R07dqChoQF33303tm3bhsOHD6O+vj7q/s3NzXjooYfw8MMP4/z586ivr2foExGAqdr1wXfbde2rYOoRoGNeP8a8fu3xj5GaefQ272RrLkC0GbeZDHxAR+gPDAygr68PtbW1AID169fjlVdeiRn6sixjdHTqlzM2Ngan02lMaYmoIESavBVOlmY2f6jfR2rm0dO8Y3RzTjIXkGwv8x039N1uNxwOBzo7O3HgwAFs2rQJbrc75jE///nP8eSTT+LgwYPw+Xz47W9/a1iBiUgM4YG//FY7gKkx7smumlpy40lg0S4QiazCmcgqm2rHLQDddznporsjt7q6Gs3Nzejq6oq77x//+Ef88Ic/xGOPPYazZ8+ioaEB7777Lsxm9hsTUaj3T/fqqi2rD7h/Zt9JDF+bwOI0TK5K19DJ4GcR67nLSae4Kex0OuHxeKAoCiRJgtvtjttc8/vf/x5//etfAQB33nknrl69iv7+fixcuNCYUhNRwTjy4Re6Qv+ZfScBRA7mXF+zR88KmpkSN/QrKytRVVWFtrY21NbW4ujRoyGdso2NjXA6ndi6dav2mtPpxJkzZ3D//ffj888/h8/nQ2VlZXp+AiLKa8OjPl37BS/ZEPy93maWVJZdyOayCUbT1d7S1NSE7du344UXXkBNTQ02btyobevv74csh67btmvXLrzwwgt47bXXIEkSmpubYbVajS05ERUEvc0dAWW6TT7T+gdHcXlwFD2XR8QI/ZqaGhw/fjzitkOHDs14beXKlXj77bdTKxkRURBZmq6tZ7rGvW7bMShK9tvjjcCeVSLKCwFlqpnl8uAo/tlzBa+fOI8l88sKosklkxj6RJQ31KGakwEFY14/znUNoeNf/9ba89N1J5CN5RLShaFPRHljzOvH8lvt2gqdy2+1o+Nf/8aY1w9ZmhrZEz4By+gLgN4hprmKoU9EWZfILNWeyyPa17t+che+/9//C2B6aYbgCVh6ZuAmelE4+G47Q5+IKBVHPvxC977hnanq2jWRhmSqs3ejTbqKd1GIdEHI985chj4RZZ3esfqxqDN2g6Uye7fnxoUin2v1kTD0iSjrkq0962kWWjy/LOIFId55O/7174SWgc4XDH0iylvpWrzs4Lvt8PkD8PkDGXnASiYx9IkobwXfIahr8wRT2/IjbYu1tELweSP1Bzz32insfHJ1ssXOKoY+ERWEc11DmPe1WSFP14q13s7lG0srtHcPoe3vFyOGf0mxOeLzayM9AStfMPSJqGB8OTSqhX68oZjBK1+e6xqKOIon1vr6+Tpen6FPRAUl1vj8SBeCmiX2qOeKNRM3X8frM/SJqGAEB/iVYW9Ie3y0C0GkkT161r8fHb+el7V9hj4RFYzgAI81Rr8n6GKQSnDnY22foU9EBSvaGP1n9p3U1u9JJbjzcXauHH8XIqLCErx+Tz4GdyoY+kQknPCg//IvHyR9rnPP/0+qxckohj4RCUe+6Yr29cLxL+H5aObkLb2GP/nUiCJlDNv0iahg/OpMh/b1hZHxGa/dOa8C31n0tRnHjXb34Mu/fIC5/3Vvgu84NaYzuWOzg6FPRDlAASClfJaOK9dgM8sotRThjtqqGdsujIxFPG5ybAy9v3sjSnDHL1v0Y3MPQ5+I8og6WypyCNvMMsb9AQDXUVZcFFKz/9WZDnRcuYazl69EPHZydDTpUqVybKYx9ImoYCwsLdG+nmreuaKF/rD3+o3XxyDLFQhko4A5gB25RFQwnv5WtfZvYaktZNuI7zpkTF0YJMlq+Hvnyygehj4RCWHixmMVn/5WdVrOny+jeBj6RCSEwI1/6ZQPtX2GPhHRDalM0gLyo7bPjlwiKhgf9Q1qo3PU4ZnB4/Tj8Xx0Mm+GXiaLNX0iKhhnL1/RJmUtLC0JGc2jx2hPb8plSPVuId1Y0yeigrKw1Baxs/aJP38c91gjxtvn+kQt1vSJqGBcGBnDhZEx/OpMBz7qG8xKGXJ9ohZr+kRUMNTmnPCJWYnI9eaZVLGmT0QFQ52YZZYlfHHlWlI1/lRW3FTl8tBNhj4RFRx/IIAApmr80dbaSadcHrqpK/Tb29uxdu1a1NXVYcuWLfB6vTH39/v92LlzJ+655x488MAD2L9/vyGFJSLSy2aWZyzFACBrbf25Qlfo79ixAw0NDWhpaYHFYsHhw4dj7v/GG2+gq6sL77//Pk6cOIENGzYYUlgiolj0BHq8mr8RwzYB4LNnn8dnzz6fc30EcUN/YGAAfX19qK2tBQCsX78era2tMY85cuQIfvzjH8NisQAA7HZ76iUlIopDDfQJfwBef0AbzRN8MVBX24zGqNE3o909GDl3Hr0HDxlyPqPEDX232w2Hw4HOzk5s27YNc+fOhdvtjnnMxYsXce7cOTz00EN49NFHcfr0acMKTEQUjRroAagr70sApJDa/YgvMw9CLyovQ+nyZZi1ZHFG3k8v3R251dXVaG5u1rXvxMQE+vv7ceTIETz77LNoaGiAz+dLupBERHpc9flDvl9YakOpxRzyxKxxf2ZW0vd+6cZod09G3isRcUPf6XTC4/FAUaaum263G06nM+YxDocDLpcLkiTh9ttvh8lkint3QESUqjH/ZMj3F0bGMOafzFjQRzLak1vBHzf0KysrUVVVhba2NgDA0aNH4XK5tO2NjY3YvXt3yDGrV6/G2bNnAQC9vb3w+XxxLxREREYb9wdm1P4zpXiuE9968xBkc1FW3j8aXc07TU1N2LNnD1wuF7xeLzZu3Kht6+/vh8fjCdn/6aefRmdnJ9atW4ef/vSn2LVrl9apS0QkguvDIwCAwPXM9CHopWsZhpqaGhw/fjzitkOHZvZMl5eXY9++famVjIgoCbkyDj9X1+DhjFwiKigfdE/3H0pR9rF/szIzhQEwGWcya6Yx9ImooJQVT7ehRwv9TPnyLx8Agex1IkfC0CeighI8+SrbcXvpaORm8Wxi6BNRQcnU5Cs91M7cXMLQJ6KCks0x+eFysTOXoU9EJBCGPhGRQBj6REQCYegTEQmEoU9EJBCGPhGRQBj6REQCYegTEcWU7cUcjMXQJyISCEOfiEggDH0iIoEw9ImIBMLQJyISCEOfiEggDH0iIoEw9ImIBMLQJ6KsK6zpT7mNoU9EJBCGPhGRQBj6REQCYegTEcWlZLsAhmHoExEJhKFPRCQQhj4RkUAY+kREAmHoExEJhKFPRCQQXaHf3t6OtWvXoq6uDlu2bIHX69V18nfeeQdLly5FR0dHSoUkIiJj6Ar9HTt2oKGhAS0tLbBYLDh8+HDcYwYHB/Hee+9h3rx5KReSiIiMETf0BwYG0NfXh9raWgDA+vXr0draGvfEL774IhoaGiBJXEqJiChXxA19t9sNh8OBzs5ObNu2DXPnzoXb7Y55TEtLC+x2O2pqagwrKBERpU53R251dTWam5vj7jcyMoJ9+/bhqaeeSqlgRERkvLih73Q64fF4oChTa0+43W44nc6o+3d2dmJoaAg/+MEPcN9998HtdmPTpk04f/68caUmIqKkmOPtUFlZiaqqKrS1taG2thZHjx6Fy+XStjc2NsLpdGLr1q0AgG9+85v46KOPtO333HMPXn31VVRXV6eh+ERElAhdzTtNTU3Ys2cPXC4XvF4vNm7cqG3r7++Hx+NJWwGJiMg4cWv6AFBTU4Pjx49H3Hbo0KGYx/7tb39LvFRERJQWnJFLRFlnMU9muwjCYOgTEQmEoU9EJBCGPhGRQBj6REQCYegTEQmEoU9EJBCGPhGRQBj6REQCYegTEQmEoU9EJBCGPhGRQBj6REQCYegTEQmEoU9EJBCGPhGRQBj6REQCYegTEQmEoU9EJBCGPhGRQBj6REQCYegTEQmEoU9EJBCGPhGRQBj6REQCYegTEQmEoU9EJBCGPhGRQBj6REQCYegTEQmEoU9EJBCGPhGRQBj6REQCMevZqb29Hdu3b8f4+Dhuu+02vPTSSyguLo66f1NTE06dOgWbzYabb74ZL774Iux2u2GFJiKi5Oiq6e/YsQMNDQ1oaWmBxWLB4cOHY+5/991347333sOxY8ewfPlyNDc3G1JYIiJKTdzQHxgYQF9fH2prawEA69evR2tra8xj1qxZA5PJBABYunQpBgYGUi8pERGlLG7ou91uOBwOdHZ2Ytu2bZg7dy7cbrfuN3jnnXfw3e9+N6VCEhGRMXR35FZXVyfcTPOb3/wGAPDYY48lVioiIkqLuB25TqcTHo8HiqJAkiS43W44nc64Jz569ChaW1vx+uuvQ5IkQwpLRESpiVvTr6ysRFVVFdra2gBMhbnL5dK2NzY2Yvfu3SHHtLa24ne/+x32798Pm81mcJGJiChZupp3mpqasGfPHrhcLni9XmzcuFHb1t/fD4/HE7L/L37xCwwPD+NHP/oR1q1bh82bNxtbaiIiSoqucfo1NTU4fvx4xG2HDh2a8dqZM2dSKxUREaUFZ+QSEQmEoU9EJBCGPhGRQBj6REQCYegTEQmEoU9EJBCGPhGRQBj6REQCYegTEQmEoU9EJBCGPhGRQBj6REQCYegTEQmEoU9EJBCGPhGRQBj6REQCYegTEQmEoU9EJBCGPhGRQBj6REQCYegTEQmEoU9EJBCGPhGRQBj6REQCYegTEQmEoU9EJBCGPhGRQBj6REQCYegTEQmEoU9EJBCGPhGRQBj6REQCYegTEQlEV+i3t7dj7dq1qKurw5YtW+D1emPuPzIygvr6etTV1WHDhg3o7e01oqxERJQiXaG/Y8cONDQ0oKWlBRaLBYcPH465//79+1FdXY2WlhY88sgj2LVrlyGFJSKi1Jjj7TAwMIC+vj7U1tYCANavX49XXnkF9fX1UY9pbW3Fr3/9awDAgw8+iF/+8pfw+XywWCy6C2YvK9a9LxHlN4t5Ej6/KeXz2G36MyYwxwYAqLDNhvW6I2Rb5Y1telgrHXH3SeR8yUgkL+OGvtvthsPhQGdnJw4cOIBNmzbB7XbHPGZgYABz5szB5s2b8fzzz+Omm26Cx+PB/PnzdRfspZ9+R/e+REQJu3t50DcbQzb9NqET3Rt3j8TOl166O3Krq6vR3Nys+8RFRUXYu3cvnE5nUgUjIiLjxQ19p9MJj8cDRVEATNX84wW50+nEwMAAAMDr9eLq1atwOOLfAhERUXrFDf3KykpUVVWhra0NAHD06FG4XC5te2NjI3bv3h1yjMvlwrFjxwAAJ06cwOrVqxNqzyciovTQ1bzT1NSEPXv2wOVywev1YuPG6fav/v5+eDyekP2feOIJdHR0oK6uDm+++SaeeeYZY0tNRERJkRS13YaIiAoeZ+QSEQmEoU9EJBCGPhGRQBj6REQCYegTEQkk7jIMmfTxxx8DmFrVs6amBqtWrcpyiWY6c+YMLl++jHXr1uHTTz/FypUrtW2nT5/Gt7/9be37np4eAFNzG1atWoU1a9ZkvLyZ8Nlnn2FiYgInT57EvHnz8PDDD2e7SHnr5Zdfxr333oulS5dmuyhkoLa2NphMJly8eBGlpaW4//77I+63c+dOXLhwARMTE1ixYgUaGhoi7tfa2oru7m4AwJIlS0LmTsWTE0M2m5qa8Oabb2a7GEREee3zzz+Pu09ONO/EW8CNiIiMkROhf/vtt2e7CEREQsiJ0L98+XK2i0BEJIScCP3BwcFsF4GISAg5Efps3iEiyoycCP1bbrkl20UgIhJCToQ+h2sSEWVGToR+Is/OJSKi5OVE6F+6dCnbRSAiEkJOhP6KFSuyXQQiIiHkxDIMALjWCBFRivJmGQYiIsqMnAl9k8kEWZaxcOHCuPuazdOLg5pMpqj7lZaWal8vWrRI+1qSJEiSpH1fVFQESZJQUlICm80Gq9WK0tJSWK1WFBUVwWq1wmQyQZIkmEwmmEwmzJ49GyaTCVarFbNnz4bVaoXNZoPJZILD4YDVaoUsyygtLYUsy9q+kiRBlmUUFRXNKL/6mrq/yWQK+RlkWdbKH7y/Wvbgn89qtc74rNTX1PeVZRlms1krz+zZs7XP5uabb9aOVcsSTVFREWRZDvm8HA6H9pr6eTidTixatEj7bO12O0pLS2Gz2bTXTCYTli1bpv28ixcv1n5eu90Om8024/MK/l2Xl5fD6XRqP9+yZcu0/YqKilBSUgJZlrWymUwm2Gw2SJIEs9ms/ZyRft7gvxlZlrXPXf29lJaWau9VUlIS8vtU30/9OpLwv8lYrFar9vtU//bMZjNsNhtsNpv2N6n+7tTyqu8T/L3JZEJRURHKy8tRUVGh/SxOpzPkmEhlCv5Z1P8TJSUlKCkp0c6r/t+J9nOHn8dkMmHWrFna/5mKigrt/YM/v0Q+L/X3qf59Wq1WLFq0SHsfu92u/dzq+e12OywWi/Y5qsdZLBbt/6a67ZZbboHT6URJSQlWrVqFBQsWwG63a3/ndrtdex/1dfX3Evz/sKysDA6HA+Xl5SgvL9c+y4qKipCf0WazaeW86667cN9998X9DFQ507xDRETplzM1fSIiSj+GPhGRQBj6REQCYegTEQmEoU9EJJD/B/3rCyTBORdgAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from scipy.cluster.hierarchy import dendrogram\n", " \n", "# Create a dendrogram\n", "dn = dendrogram(linkage_gene, distance_sort=True)\n", " \n", "# Display the dendogram\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "id": "dc372853", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 352, "id": "1e817688", "metadata": {}, "outputs": [], "source": [ "cluster_labels = fcluster(linkage_gene, 0.7, criterion='distance')" ] }, { "cell_type": "code", "execution_count": 353, "id": "9ca931c6", "metadata": {}, "outputs": [], "source": [ "from collections import Counter\n", "z = list(cluster_labels)\n", "z = Counter(z)" ] }, { "cell_type": "code", "execution_count": 354, "id": "77642fbd", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "468" ] }, "execution_count": 354, "metadata": {}, "output_type": "execute_result" } ], "source": [ "max(z.values())" ] }, { "cell_type": "code", "execution_count": 355, "id": "74950522", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/grid/gillis/home/lohia/.conda/envs/hicexplorer/lib/python3.8/site-packages/seaborn/_decorators.py:36: FutureWarning: Pass the following variable as a keyword arg: x. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n", " warnings.warn(\n" ] }, { "data": { "text/plain": [ "(0.0, 30.0)" ] }, "execution_count": 355, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax=sns.countplot(list(z.values()))\n", "ax.set_ylim([0,30])" ] }, { "cell_type": "code", "execution_count": 356, "id": "148cfeaa", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "24243" ] }, "execution_count": 356, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(all_genes)" ] }, { "cell_type": "code", "execution_count": 357, "id": "aaa09341", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "9126 468\n", "9141 242\n", "9232 421\n", "9061 44\n", "8851 14\n", "8754 16\n", "9166 26\n", "9171 53\n", "9165 9\n", "9121 18\n", "9228 5\n", "8749 5\n", "8010 12\n", "9134 5\n", "9127 18\n", "8755 5\n", "9220 29\n", "8966 5\n", "9120 6\n", "6901 12\n", "9164 15\n", "8858 44\n", "9160 7\n", "9060 10\n", "8856 5\n", "9035 38\n", "9083 9\n", "9098 53\n", "8842 6\n", "8831 5\n", "8146 5\n", "9140 9\n", "9118 10\n", "8854 7\n", "8853 7\n", "8882 5\n", "8480 6\n", "9499 6\n", "8965 5\n", "9133 11\n", "9290 7\n", "9169 26\n", "8857 5\n", "9288 7\n", "6861 5\n", "9199 5\n" ] } ], "source": [ "df_exp_clust = pd.DataFrame(cluster_labels , index=df_gene_tp_sel.index.tolist())\n", "\n", "df_exp_clust['label'] = df_exp_clust[0]\n", "\n", "for clust, clust_len in zip(z.keys(), z.values()):\n", " if clust_len >= 5:\n", " \n", " print (clust, clust_len)\n", " df_exp_clust[clust] = [1 if x == clust else 0 for x in df_exp_clust['label'].tolist()]" ] }, { "cell_type": "code", "execution_count": 358, "id": "517f6226", "metadata": {}, "outputs": [], "source": [ "df_exp_clust = df_exp_clust.drop(['label', 0], axis=1)" ] }, { "cell_type": "code", "execution_count": 359, "id": "3eaa681b", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
9126914192329061885187549166917191659121...8480949989659133929091698857928868619199
ENSG000000004190000000000...0000000000
ENSG000000004570000000000...0000000000
ENSG000000004600000000000...0000000000
ENSG000000009380000000000...0000000000
ENSG000000009710000000000...0000000000
..................................................................
ENSG000002852800000000000...0000000000
ENSG000002853310000000000...0000000000
ENSG000002853990000000000...0000000000
ENSG000002854100000000000...0000000000
ENSG000002854370000000000...0000000000
\n", "

13158 rows × 46 columns

\n", "
" ], "text/plain": [ " 9126 9141 9232 9061 8851 8754 9166 9171 9165 9121 \\\n", "ENSG00000000419 0 0 0 0 0 0 0 0 0 0 \n", "ENSG00000000457 0 0 0 0 0 0 0 0 0 0 \n", "ENSG00000000460 0 0 0 0 0 0 0 0 0 0 \n", "ENSG00000000938 0 0 0 0 0 0 0 0 0 0 \n", "ENSG00000000971 0 0 0 0 0 0 0 0 0 0 \n", "... ... ... ... ... ... ... ... ... ... ... \n", "ENSG00000285280 0 0 0 0 0 0 0 0 0 0 \n", "ENSG00000285331 0 0 0 0 0 0 0 0 0 0 \n", "ENSG00000285399 0 0 0 0 0 0 0 0 0 0 \n", "ENSG00000285410 0 0 0 0 0 0 0 0 0 0 \n", "ENSG00000285437 0 0 0 0 0 0 0 0 0 0 \n", "\n", " ... 8480 9499 8965 9133 9290 9169 8857 9288 6861 \\\n", "ENSG00000000419 ... 0 0 0 0 0 0 0 0 0 \n", "ENSG00000000457 ... 0 0 0 0 0 0 0 0 0 \n", "ENSG00000000460 ... 0 0 0 0 0 0 0 0 0 \n", "ENSG00000000938 ... 0 0 0 0 0 0 0 0 0 \n", "ENSG00000000971 ... 0 0 0 0 0 0 0 0 0 \n", "... ... ... ... ... ... ... ... ... ... ... \n", "ENSG00000285280 ... 0 0 0 0 0 0 0 0 0 \n", "ENSG00000285331 ... 0 0 0 0 0 0 0 0 0 \n", "ENSG00000285399 ... 0 0 0 0 0 0 0 0 0 \n", "ENSG00000285410 ... 0 0 0 0 0 0 0 0 0 \n", "ENSG00000285437 ... 0 0 0 0 0 0 0 0 0 \n", "\n", " 9199 \n", "ENSG00000000419 0 \n", "ENSG00000000457 0 \n", "ENSG00000000460 0 \n", "ENSG00000000938 0 \n", "ENSG00000000971 0 \n", "... ... \n", "ENSG00000285280 0 \n", "ENSG00000285331 0 \n", "ENSG00000285399 0 \n", "ENSG00000285410 0 \n", "ENSG00000285437 0 \n", "\n", "[13158 rows x 46 columns]" ] }, "execution_count": 359, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_exp_clust" ] }, { "cell_type": "code", "execution_count": 360, "id": "b2dfb44d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(13157, 13157)\n", "(13157, 46)\n", "0.9971398924692096\n", "0.0\n" ] } ], "source": [ "df_2d_jac, go_chrom = run_egad(df_exp_clust, df_exp_corr)" ] }, { "cell_type": "code", "execution_count": 361, "id": "ad59fb69", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/grid/gillis/home/lohia/.conda/envs/hicexplorer/lib/python3.8/site-packages/seaborn/_decorators.py:36: FutureWarning: Pass the following variables as keyword args: x, y. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n", " warnings.warn(\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 361, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "sns.scatterplot(df_2d_jac['AUC'], df_2d_jac['DEGREE_NULL_AUC'])\n", "plt.plot([0, 1], [0, 1], c='black')\n", "plt.axvline(x=df_2d_jac['AUC'].mean(),c='black',ls='--')\n", "plt.axhline(y=df_2d_jac['DEGREE_NULL_AUC'].mean(), c='black', ls='--')" ] }, { "cell_type": "code", "execution_count": 58, "id": "a43c3bf2", "metadata": {}, "outputs": [], "source": [ "arr = df_gene_tp_sel[high_auc_ind].to_numpy().T" ] }, { "cell_type": "code", "execution_count": 59, "id": "2c33ce2e", "metadata": {}, "outputs": [], "source": [ "from sklearn.metrics.pairwise import pairwise_distances" ] }, { "cell_type": "code", "execution_count": 60, "id": "2c6ab49d", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/grid/gillis/home/lohia/.conda/envs/hicexplorer/lib/python3.8/site-packages/sklearn/metrics/pairwise.py:1776: DataConversionWarning: Data was converted to boolean for metric jaccard\n", " warnings.warn(msg, DataConversionWarning)\n" ] } ], "source": [ " zero_row_indices = np.where(~arr.any(axis=1))[0] #[when the gene row sum is zero, its jaccard similarity is zero]\n", " \n", "\n", "\n", " jac_sim = 1 - pairwise_distances(arr, metric = \"jaccard\") #[calculates the jaccard coefficient for each bin pair based on the , allbins X allbins where values are number of common neighbours]\n", " jac_sim[zero_row_indices,:] = 0" ] }, { "cell_type": "code", "execution_count": 61, "id": "8217bc44", "metadata": {}, "outputs": [], "source": [ "np.fill_diagonal(jac_sim, 1)" ] }, { "cell_type": "code", "execution_count": 51, "id": "19e8a136", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 51, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import pandas as pd, seaborn as sns\n", "import scipy.spatial as sp, scipy.cluster.hierarchy as hc\n", "from sklearn.datasets import load_iris\n", "sns.set(font=\"monospace\")\n", "\n", "iris = load_iris()\n", "X, y = iris.data, iris.target\n", "DF = pd.DataFrame(X, index = [\"iris_%d\" % (i) for i in range(X.shape[0])], columns = iris.feature_names)\n", "\n", "DF_corr = DF.T.corr()\n", "DF_dism = 1 - jac_sim # distance matrix\n", "linkage = hc.linkage(sp.distance.squareform(DF_dism), method='average')\n", "sns.clustermap(DF_dism, row_linkage=linkage, col_linkage=linkage)" ] }, { "cell_type": "code", "execution_count": 73, "id": "c9bf59ea", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 73, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import pandas as pd, seaborn as sns\n", "import scipy.spatial as sp, scipy.cluster.hierarchy as hc\n", "from sklearn.datasets import load_iris\n", "sns.set(font=\"monospace\")\n", "\n", "iris = load_iris()\n", "X, y = iris.data, iris.target\n", "DF = pd.DataFrame(X, index = [\"iris_%d\" % (i) for i in range(X.shape[0])], columns = iris.feature_names)\n", "\n", "DF_corr = DF.T.corr()\n", "DF_dism = 1 - jac_sim # distance matrix\n", "linkage = hc.linkage(sp.distance.squareform(DF_dism), method='average')\n", "sns.clustermap(DF_dism, row_linkage=linkage, col_linkage=linkage)" ] }, { "cell_type": "code", "execution_count": 195, "id": "b0e2da75", "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from scipy.cluster.hierarchy import dendrogram\n", " \n", "# Create a dendrogram\n", "dn = dendrogram(dist_mat, distance_sort=True)\n", " \n", "# Display the dendogram\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 180, "id": "2a1fc707", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 180, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import pandas as pd, seaborn as sns\n", "import scipy.spatial as sp, scipy.cluster.hierarchy as hc\n", "from sklearn.datasets import load_iris\n", "sns.set(font=\"monospace\")\n", "\n", "iris = load_iris()\n", "X, y = iris.data, iris.target\n", "DF = pd.DataFrame(X, index = [\"iris_%d\" % (i) for i in range(X.shape[0])], columns = iris.feature_names)\n", "\n", "DF_corr = DF.T.corr()\n", "DF_dism = 1 - DF_corr # distance matrix\n", "linkage_l = hc.linkage(sp.distance.squareform(DF_dism), method='average')\n", "sns.clustermap(DF_dism, row_linkage=linkage_l, col_linkage=linkage_l)" ] }, { "cell_type": "code", "execution_count": 214, "id": "3ff47542", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 214, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.heatmap(DF_dism)" ] }, { "cell_type": "code", "execution_count": 196, "id": "5fda3f49", "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from scipy.cluster.hierarchy import dendrogram\n", " \n", "# Create a dendrogram\n", "dn = dendrogram(linkage_l, count_sort=True)\n", " \n", "# Display the dendogram\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 219, "id": "a9af1505", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n", " 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1,\n", " 1, 1, 1, 1, 1, 1, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4,\n", " 4, 4, 4, 4, 4, 4, 3, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 3, 4, 4, 4, 4,\n", " 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3,\n", " 4, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 4, 3, 3, 3, 4,\n", " 3, 3, 3, 3, 3, 3, 4, 3, 3, 4, 3, 3, 3, 4, 3, 3, 3, 3], dtype=int32)" ] }, "execution_count": 219, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fcluster(linkage_l, 0.02, criterion='distance')" ] }, { "cell_type": "code", "execution_count": 178, "id": "e2e3eb3f", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.6629234656501589" ] }, "execution_count": 178, "metadata": {}, "output_type": "execute_result" } ], "source": [ "max(dist_mat[:,2])*0.7" ] }, { "cell_type": "code", "execution_count": null, "id": "524d1295", "metadata": {}, "outputs": [], "source": [ "0.7*max(Z[:,2]" ] }, { "cell_type": "code", "execution_count": null, "id": "f328829b", "metadata": {}, "outputs": [], "source": [ "dist_mat = linkage" ] }, { "cell_type": "code", "execution_count": 236, "id": "32f2d1b7", "metadata": {}, "outputs": [], "source": [ "from scipy.cluster.hierarchy import fcluster, linkage\n", "cluster_labels = fcluster(dist_mat, 0.7, criterion='distance')" ] }, { "cell_type": "code", "execution_count": 258, "id": "a83971af", "metadata": {}, "outputs": [], "source": [ "from scipy.cluster.hierarchy import fcluster, linkage\n", "cluster_labels = fcluster(dist_mat, 50, criterion='maxclust')" ] }, { "cell_type": "code", "execution_count": 171, "id": "d774fb5d", "metadata": {}, "outputs": [], "source": [ "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 248, "id": "bcb49464", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([1, 1, 1, 1, 1, 1, 3, 3, 3, 1, 1, 1, 1, 1, 1, 3, 1, 1, 1, 1, 1, 1,\n", " 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n", " 1, 1, 1, 1, 1, 1, 1, 1, 1, 3, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n", " 1, 1, 1, 1, 1, 1, 1, 1, 1, 3, 1, 1, 1, 3, 1, 3, 2, 1, 1, 1, 1, 1,\n", " 1, 1, 1, 1, 1, 3, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n", " 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 3, 1, 1, 1, 1, 1, 1, 3, 1,\n", " 3, 3, 3, 1, 1, 3, 1, 2, 3, 3, 3, 3, 1, 1, 1, 1, 1, 3, 3, 3, 1, 1,\n", " 1, 1, 1, 1, 1, 1, 1, 1, 3, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n", " 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 3, 1, 1, 1, 1, 1, 1, 3, 1, 1,\n", " 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 3, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n", " 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 3, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n", " 1, 1, 1, 1, 1, 3, 1, 3, 3, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n", " 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1,\n", " 1, 1, 3, 4, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n", " 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n", " 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n", " 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n", " 1, 1, 1, 1, 1, 1, 1, 3, 3, 3, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n", " 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n", " 1, 1, 3, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n", " 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n", " 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n", " 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n", " 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 3, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n", " 1, 3, 3, 3, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n", " 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n", " 1, 1, 1, 1, 1, 3, 3, 3, 3, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n", " 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n", " 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n", " 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 3, 3, 1, 1, 1, 1, 1, 1, 1, 1,\n", " 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 3, 1, 1, 1, 1, 1, 1, 1, 1, 3,\n", " 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 3, 1, 1, 1, 3, 1, 1, 1,\n", " 1, 3, 3, 3, 3, 3, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 3,\n", " 3, 3, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n", " 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n", " 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 3, 3, 1, 1, 1], dtype=int32)" ] }, "execution_count": 248, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cluster_labels" ] }, { "cell_type": "code", "execution_count": 262, "id": "5831f4fd", "metadata": {}, "outputs": [], "source": [ "df_t_1 = df_t[df_t['quintile'] == 1]" ] }, { "cell_type": "code", "execution_count": 263, "id": "f52df699", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ ":1: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " df_t_1['cluster_labels'] = cluster_labels\n" ] } ], "source": [ "df_t_1['cluster_labels'] = cluster_labels " ] }, { "cell_type": "code", "execution_count": 239, "id": "b54c2eb4", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/grid/gillis/home/lohia/.conda/envs/hicexplorer/lib/python3.8/site-packages/seaborn/_decorators.py:36: FutureWarning: Pass the following variables as keyword args: x, y. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n", " warnings.warn(\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 239, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.scatterplot(df_t_1.reset_index().index, df_t_1['AUC'], hue=df_t_1['cluster_labels'])" ] }, { "cell_type": "code", "execution_count": 261, "id": "93544124", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/grid/gillis/home/lohia/.conda/envs/hicexplorer/lib/python3.8/site-packages/seaborn/_decorators.py:36: FutureWarning: Pass the following variables as keyword args: x, y. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n", " warnings.warn(\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = sns.scatterplot(df_t_1.reset_index().index, df_t_1['AUC'], hue=df_t_1['cluster_labels'])\n", "sns.move_legend(ax, \"upper left\", bbox_to_anchor=(1, 1))" ] }, { "cell_type": "code", "execution_count": 226, "id": "46ddf340", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
AUCAVG_NODE_DEGREEDEGREE_NULL_AUCP_Valueindex0quintilecluster_labels
50.61639310677.1105810.5749542.229388e-681775911983144
140.66338910572.3408110.5441119.583433e-1051777161536127
150.70715310588.8458150.5397165.304060e-1741777311604144
180.70747810582.9089730.5417112.018835e-2341777352206144
230.59815810705.3178710.5886702.556946e-631777632636144
...........................
77610.64228010809.8336240.6107192.569722e-1221569542442173
77660.52647010515.7064320.5290046.451476e-041569961277195
77690.51880310666.1000790.5771768.463337e-041570892503157
77740.57720610723.2433490.5917328.175634e-381571632467157
77780.70211310578.2503680.5377833.649385e-1881572171839144
\n", "

787 rows × 8 columns

\n", "
" ], "text/plain": [ " AUC AVG_NODE_DEGREE DEGREE_NULL_AUC P_Value index 0 \\\n", "5 0.616393 10677.110581 0.574954 2.229388e-68 177591 1983 \n", "14 0.663389 10572.340811 0.544111 9.583433e-105 177716 1536 \n", "15 0.707153 10588.845815 0.539716 5.304060e-174 177731 1604 \n", "18 0.707478 10582.908973 0.541711 2.018835e-234 177735 2206 \n", "23 0.598158 10705.317871 0.588670 2.556946e-63 177763 2636 \n", "... ... ... ... ... ... ... \n", "7761 0.642280 10809.833624 0.610719 2.569722e-122 156954 2442 \n", "7766 0.526470 10515.706432 0.529004 6.451476e-04 156996 1277 \n", "7769 0.518803 10666.100079 0.577176 8.463337e-04 157089 2503 \n", "7774 0.577206 10723.243349 0.591732 8.175634e-38 157163 2467 \n", "7778 0.702113 10578.250368 0.537783 3.649385e-188 157217 1839 \n", "\n", " quintile cluster_labels \n", "5 1 44 \n", "14 1 27 \n", "15 1 44 \n", "18 1 44 \n", "23 1 44 \n", "... ... ... \n", "7761 1 73 \n", "7766 1 95 \n", "7769 1 57 \n", "7774 1 57 \n", "7778 1 44 \n", "\n", "[787 rows x 8 columns]" ] }, "execution_count": 226, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_t_1" ] }, { "cell_type": "code", "execution_count": 212, "id": "6d4adc34", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
level_0AUCAVG_NODE_DEGREEDEGREE_NULL_AUCP_Valueindex0quintilecluster_labels
050.61639310677.1105810.5749542.229388e-68177591198311
1140.66338910572.3408110.5441119.583433e-105177716153611
2150.70715310588.8458150.5397165.304060e-174177731160411
3180.70747810582.9089730.5417112.018835e-234177735220611
4230.59815810705.3178710.5886702.556946e-63177763263611
..............................
78277610.64228010809.8336240.6107192.569722e-122156954244213
78377660.52647010515.7064320.5290046.451476e-04156996127714
78477690.51880310666.1000790.5771768.463337e-04157089250311
78577740.57720610723.2433490.5917328.175634e-38157163246711
78677780.70211310578.2503680.5377833.649385e-188157217183911
\n", "

787 rows × 9 columns

\n", "
" ], "text/plain": [ " level_0 AUC AVG_NODE_DEGREE DEGREE_NULL_AUC P_Value \\\n", "0 5 0.616393 10677.110581 0.574954 2.229388e-68 \n", "1 14 0.663389 10572.340811 0.544111 9.583433e-105 \n", "2 15 0.707153 10588.845815 0.539716 5.304060e-174 \n", "3 18 0.707478 10582.908973 0.541711 2.018835e-234 \n", "4 23 0.598158 10705.317871 0.588670 2.556946e-63 \n", ".. ... ... ... ... ... \n", "782 7761 0.642280 10809.833624 0.610719 2.569722e-122 \n", "783 7766 0.526470 10515.706432 0.529004 6.451476e-04 \n", "784 7769 0.518803 10666.100079 0.577176 8.463337e-04 \n", "785 7774 0.577206 10723.243349 0.591732 8.175634e-38 \n", "786 7778 0.702113 10578.250368 0.537783 3.649385e-188 \n", "\n", " index 0 quintile cluster_labels \n", "0 177591 1983 1 1 \n", "1 177716 1536 1 1 \n", "2 177731 1604 1 1 \n", "3 177735 2206 1 1 \n", "4 177763 2636 1 1 \n", ".. ... ... ... ... \n", "782 156954 2442 1 3 \n", "783 156996 1277 1 4 \n", "784 157089 2503 1 1 \n", "785 157163 2467 1 1 \n", "786 157217 1839 1 1 \n", "\n", "[787 rows x 9 columns]" ] }, "execution_count": 212, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_t_1.reset_index().index" ] }, { "cell_type": "code", "execution_count": 240, "id": "11b2f8a2", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ ":1: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " df_t_1['count'] = 1\n" ] } ], "source": [ "df_t_1['count'] = 1" ] }, { "cell_type": "code", "execution_count": 89, "id": "b4e51b79", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
AUCAVG_NODE_DEGREEDEGREE_NULL_AUCP_Valueindex0quintilecluster_labels
50.61639310677.1105810.5749542.229388e-6817759119831163
140.66338910572.3408110.5441119.583433e-1051777161536150
150.70715310588.8458150.5397165.304060e-17417773116041157
180.70747810582.9089730.5417112.018835e-23417773522061158
230.59815810705.3178710.5886702.556946e-6317776326361164
...........................
77610.64228010809.8336240.6107192.569722e-12215695424421439
77660.52647010515.7064320.5290046.451476e-0415699612771488
77690.51880310666.1000790.5771768.463337e-0415708925031401
77740.57720610723.2433490.5917328.175634e-3815716324671402
77780.70211310578.2503680.5377833.649385e-1881572171839195
\n", "

787 rows × 8 columns

\n", "
" ], "text/plain": [ " AUC AVG_NODE_DEGREE DEGREE_NULL_AUC P_Value index 0 \\\n", "5 0.616393 10677.110581 0.574954 2.229388e-68 177591 1983 \n", "14 0.663389 10572.340811 0.544111 9.583433e-105 177716 1536 \n", "15 0.707153 10588.845815 0.539716 5.304060e-174 177731 1604 \n", "18 0.707478 10582.908973 0.541711 2.018835e-234 177735 2206 \n", "23 0.598158 10705.317871 0.588670 2.556946e-63 177763 2636 \n", "... ... ... ... ... ... ... \n", "7761 0.642280 10809.833624 0.610719 2.569722e-122 156954 2442 \n", "7766 0.526470 10515.706432 0.529004 6.451476e-04 156996 1277 \n", "7769 0.518803 10666.100079 0.577176 8.463337e-04 157089 2503 \n", "7774 0.577206 10723.243349 0.591732 8.175634e-38 157163 2467 \n", "7778 0.702113 10578.250368 0.537783 3.649385e-188 157217 1839 \n", "\n", " quintile cluster_labels \n", "5 1 163 \n", "14 1 50 \n", "15 1 157 \n", "18 1 158 \n", "23 1 164 \n", "... ... ... \n", "7761 1 439 \n", "7766 1 488 \n", "7769 1 401 \n", "7774 1 402 \n", "7778 1 95 \n", "\n", "[787 rows x 8 columns]" ] }, "execution_count": 89, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_t_1.groupby(['cluster_labels'])['AUC', ]" ] }, { "cell_type": "code", "execution_count": 108, "id": "3fdaace1", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "5 143\n", "14 48\n", "15 140\n", "18 140\n", "23 144\n", " ... \n", "7761 269\n", "7766 314\n", "7769 236\n", "7774 237\n", "7778 93\n", "Name: cluster_labels, Length: 787, dtype: int32" ] }, "execution_count": 108, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_t_1['cluster_labels']" ] }, { "cell_type": "code", "execution_count": 241, "id": "425410dc", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
cluster_labelsAUC
010.636854
120.607362
230.585396
340.606201
450.567897
.........
4034040.506506
4044050.557196
4054060.496782
4064070.526470
4074080.540969
\n", "

408 rows × 2 columns

\n", "
" ], "text/plain": [ " cluster_labels AUC\n", "0 1 0.636854\n", "1 2 0.607362\n", "2 3 0.585396\n", "3 4 0.606201\n", "4 5 0.567897\n", ".. ... ...\n", "403 404 0.506506\n", "404 405 0.557196\n", "405 406 0.496782\n", "406 407 0.526470\n", "407 408 0.540969\n", "\n", "[408 rows x 2 columns]" ] }, "execution_count": 241, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_t_1.groupby(['cluster_labels'])['AUC'].mean().reset_index()" ] }, { "cell_type": "code", "execution_count": 244, "id": "3fb21871", "metadata": {}, "outputs": [], "source": [ "df2 = df_t_1.groupby(['cluster_labels'])['count'].sum().reset_index().merge(df_t_1.groupby(['cluster_labels'])['AUC'].mean().reset_index())\n", "\n" ] }, { "cell_type": "code", "execution_count": 242, "id": "e7cdc125", "metadata": {}, "outputs": [], "source": [ "df2 = df_t_1.groupby(['cluster_labels'])['count'].sum().reset_index().merge(df_t_1, left_on='cluster_labels', right_on='cluster_labels')\n" ] }, { "cell_type": "code", "execution_count": 246, "id": "8f46f0ad", "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = sns.scatterplot(data=df2, x='count', y='AUC')\n", "#ax.set_xlim(0,10)" ] }, { "cell_type": "code", "execution_count": 372, "id": "4135db85", "metadata": {}, "outputs": [ { "ename": "ValueError", "evalue": "Bin edges must be unique: array([ 1., 1., 1., 1., 1., 173.]).\nYou can drop duplicate edges by setting the 'duplicates' kwarg", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mdf2\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'quintile'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mqcut\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdf2\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'count'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m,\u001b[0m \u001b[0;36m5\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlabels\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0marange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m5\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m-\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", "\u001b[0;32m~/.conda/envs/hicexplorer/lib/python3.8/site-packages/pandas/core/reshape/tile.py\u001b[0m in \u001b[0;36mqcut\u001b[0;34m(x, q, labels, retbins, precision, duplicates)\u001b[0m\n\u001b[1;32m 356\u001b[0m \u001b[0mquantiles\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mq\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 357\u001b[0m \u001b[0mbins\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0malgos\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mquantile\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mquantiles\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 358\u001b[0;31m fac, bins = _bins_to_cuts(\n\u001b[0m\u001b[1;32m 359\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 360\u001b[0m \u001b[0mbins\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m~/.conda/envs/hicexplorer/lib/python3.8/site-packages/pandas/core/reshape/tile.py\u001b[0m in \u001b[0;36m_bins_to_cuts\u001b[0;34m(x, bins, right, labels, precision, include_lowest, dtype, duplicates, ordered)\u001b[0m\n\u001b[1;32m 397\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0munique_bins\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m<\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mbins\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mbins\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m!=\u001b[0m \u001b[0;36m2\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 398\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mduplicates\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;34m\"raise\"\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 399\u001b[0;31m raise ValueError(\n\u001b[0m\u001b[1;32m 400\u001b[0m \u001b[0;34mf\"Bin edges must be unique: {repr(bins)}.\\n\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 401\u001b[0m \u001b[0;34mf\"You can drop duplicate edges by setting the 'duplicates' kwarg\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mValueError\u001b[0m: Bin edges must be unique: array([ 1., 1., 1., 1., 1., 173.]).\nYou can drop duplicate edges by setting the 'duplicates' kwarg" ] } ], "source": [ "df2['quintile'] = pd.qcut(df2['count'] , 5, labels=np.arange(5, 0, -1))" ] }, { "cell_type": "code", "execution_count": 374, "id": "c5da54bb", "metadata": {}, "outputs": [], "source": [ "df2['count_cat'] = ['count=1' if x<=1 else 'count>1' for x in df2['count']]" ] }, { "cell_type": "code", "execution_count": 376, "id": "7b4738fa", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
cluster_labelscountAUCcount_cat
0110.636854count=1
1210.607362count=1
2310.585396count=1
3410.606201count=1
4510.567897count=1
...............
40340410.506506count=1
40440510.557196count=1
40540610.496782count=1
40640710.526470count=1
40740810.540969count=1
\n", "

408 rows × 4 columns

\n", "
" ], "text/plain": [ " cluster_labels count AUC count_cat\n", "0 1 1 0.636854 count=1\n", "1 2 1 0.607362 count=1\n", "2 3 1 0.585396 count=1\n", "3 4 1 0.606201 count=1\n", "4 5 1 0.567897 count=1\n", ".. ... ... ... ...\n", "403 404 1 0.506506 count=1\n", "404 405 1 0.557196 count=1\n", "405 406 1 0.496782 count=1\n", "406 407 1 0.526470 count=1\n", "407 408 1 0.540969 count=1\n", "\n", "[408 rows x 4 columns]" ] }, "execution_count": 376, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df2" ] }, { "cell_type": "code", "execution_count": 364, "id": "fc409137", "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = sns.boxplot(data=df2, x='count', y='AUC')\n", "#ax.set_xlim(0,10)" ] }, { "cell_type": "code", "execution_count": 375, "id": "235e0c50", "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = sns.boxplot(data=df2, x='count_cat', y='AUC')" ] }, { "cell_type": "code", "execution_count": 373, "id": "5e14809e", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
cluster_labelscountAUC
0110.636854
1210.607362
2310.585396
3410.606201
4510.567897
............
40340410.506506
40440510.557196
40540610.496782
40640710.526470
40740810.540969
\n", "

408 rows × 3 columns

\n", "
" ], "text/plain": [ " cluster_labels count AUC\n", "0 1 1 0.636854\n", "1 2 1 0.607362\n", "2 3 1 0.585396\n", "3 4 1 0.606201\n", "4 5 1 0.567897\n", ".. ... ... ...\n", "403 404 1 0.506506\n", "404 405 1 0.557196\n", "405 406 1 0.496782\n", "406 407 1 0.526470\n", "407 408 1 0.540969\n", "\n", "[408 rows x 3 columns]" ] }, "execution_count": 373, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df2" ] }, { "cell_type": "code", "execution_count": 363, "id": "71604f7e", "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYsAAAEMCAYAAAA1VZrrAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAAApRUlEQVR4nO3de3BU53038O85e9UdSaxkGwzGGIkYxoSYlkvfODaIBNvFQMcTl8a0UWzTZhhPgVAsyhjbbWccCPLEAY8HjB21vK7j0HgAk2kcBNhOkOvL24SkuAGMTWSDQBeQtPdze94/9iKtLrtasXv2rPT9zNhIZ89qfzosz/ec3zl7HkkIIUBERJSEnOsCiIjI+hgWRESUEsOCiIhSYlgQEVFKDAsiIkqJYUFERCkxLIiIKCV7rgvIpmvX/DCMkX+MpLKyGF1dvixWlFn5Vi+QfzWz3uxivdk30pplWUJ5edGwj4/psDAMkVZYxJ6TT/KtXiD/ama92cV6sy8TNbMNRUREKZlyZBEOh7FmzRqEQiEIITBnzhw89dRTcDgcwz6nt7cXGzZsQGtrK8rKyrBz507ccsstZpRLREQDmHJk4XA4sG/fPhw+fBhvvvkmfD4fDhw4kPQ5e/bsQU1NDY4ePYqHHnoIzz77rBmlEhHREEwJC1mWUVpaCiBylOH1ehEOh5M+p7m5GStWrAAALF++HC0tLVAUJeu1EhHRYKae4P72t7+N3/3ud1i0aBFWr16ddN329naUl5dj3bp12LZtG0pKStDR0YFJkyaN+PUqK4vTrtHjKUn7ObmUb/UC+Vcz680u1pt9majZ1LBoampCIBDAP/zDP+DkyZNYsmRJ0vUdDgdeeOGFUb9eV5cvrasAPJ4SdHR4R/16Zsu3eoH8q5n1Zhfrzb6R1izLUtIdbNOvhiosLMT999+f8pxFdXU12tvbAQChUAherxcej8eMEomIaABTwuLKlSvxgV/XdbzzzjuYMmVK/PHNmzejsbEx4Tl1dXU4dOgQAODIkSNYtGgRnE6nGeUSEeUlAQFVN7Lys01pQ3V0dGDr1q0wDAOqqmLWrFl4/PHH44+3tbVBlhNz67HHHsPGjRuxdOlSlJaWDgoTIiKKEQirBrwBBW6XHQ5b5o8DTAmL2bNnx48ShrJ///5By8rKyvDyyy9nsywiorynGwa8ARVhRUc2P1s+pm/3QUQ0lvlDKvxBDYbI/i1IGBZERHlEkoCwoqM3qEDTzLtPFcOCiChPGIaB3mC05WTy/QwZFkREFicEEFA0+INqzu56y7AgIrKoSMvJgDcYhmpiy2koDAsiIgvSDQFfUEVI0UxvOQ2FYUFEZCECQDCswZfDltNQGBZERBYgSUBYNeALKFC07HwK+3owLIiIcswQAr6AimDYGi2noTAsiIhyRAAIKhr8ARW6hVpOQ2FYEBHlgKIZ8AVVKKqe61JGhGFBRGQiQ0SucrJyy2koDAsiIpPEWk6axVtOQ2FYEBFlmaob8AVUhPOk5TQUhgURUZYYQsAf0hAIqXnVchoKw4KIKOMEQqoBn1/Jy5bTUBgWREQZpBkCPr+CUB63nIbCsCAiygCBaMvJpMmIzMawICK6Ln3zX2v62AuJGIYFEdEomTX/tRUwLIiI0iQgEAhpps1/bQUMCyKiNCiq+fNfWwHDgohoBAzDQGd3ENd84bz/zMRoyLkugIjI6vxhDZ29YYRVfVwGBcAjCyKiIVlp/msrYFgQEQ1gtfmvrYBhQUQUZdX5r62AYUFE415s/mtvQIFqwfmvrYBhQUTjmm4I+EP5NxmR2RgWRDQu5dP811bAsCCicSff5r+2AlPCoqenB+vXr8elS5fgdDqxYMECbNmyBbI8/Mc8Ghoa0NLSgvLycgBAfX09Vq5caUa5RDRG5ev811ZgSlhIkoR169Zh3rx50HUdjz76KA4dOoRVq1Ylfd7atWvx8MMPm1EiEY1xQUWDjy2nUTMlLEpLSzFv3jwAgM1mw/Tp09He3m7GSxPRODcW5r+2AkkIcw/GfD4fHnjgAbz44ouora0ddr2GhgZ89NFHcLlcqKmpQUNDA6qrq02slIjymaYb8PqVSMsp18WYqMjtwIQSV8Z/rqlhoes61q1bh/nz56O+vj7puu3t7fB4PBBCYPfu3fjv//5vNDU1pfV6XV2+tD5Y4/GUoKPDm9Zr5FK+1QvkX82sN7uyU2/25r+uqCjC1av+jP7MTCsudKDY7Yh/P9JtLMsSKiuLh388I9WN0LZt2zB58uSUQQEAVVVVkCQJsixj9erVOHXqlAkVElE+03SBa14F3d5wxoNivDMtLLZv3w5VVbF169ZBj23evBmNjY0Jyy5evBj/+sSJE5g5c2bWaySi/CQg4A2q6OoN8txElphygvvcuXN45ZVXMGPGjPjlr8uWLcN3v/tdAEBbW9ugy2gbGhrQ2dkJu92OqqoqbN++3YxSiSivRFtOY3z+ayswJSxmzJiBM2fODPv4/v37R7SMiChGM6JXOY2D+a+tgJ/gJqK8IiDgD2kIjKP5r62AYUFEeUGSgJCiwzsO57+2AoYFEVmebhjwBqMtJ+ZETjAsiMjS/CEV/pDGyYhyjGFBRJbD+a+th2FBRJZiGAa8QY3zX1sMw4KILEEIIKBo8HP+a0tiWBBRTnH+6/zAsCCinFE1HT2xO8PyYMLSGBZEZLrY/NdadxCBkJbrcmgEGBZEZJpYyyk2/3WF05H6SWQJDAsiMoUhBHwBzn+drxgWRJRVAkCI81/nPYYFEWWNqhvwBiItJ8pvDAsiyjhDRO8MG1LZchojGBZElEHZm/+acothQUQZoekC3oDCaU3HKIYFEV0XAQFfkC2nsY5hQUSjxJbTeMKwIKK0aYaAzx9pOTEmxgeGBRGNGOe/Hr8YFkQ0AiJ+Z1hNZ0iMRwwLIkoqPv91mC2n8YxhQUTD4vzXFMOwIKIEkfmvdfQGFWic/5qiGBZEFMf5r2k4DAsi4vzXlBLDgmgci7ScDHiDnP+akmNYEI1TuiHgD3EyIhoZhgXROCMABMMafGw5URoYFkTjxMD5r4nSYUpY9PT0YP369bh06RKcTicWLFiALVu2QJblYZ/T29uLDRs2oLW1FWVlZdi5cyduueUWM8olGnM4/zVdr+FH6wySJAnr1q3DW2+9hYMHD+KTTz7BoUOHkj5nz549qKmpwdGjR/HQQw/h2WefNaNUojFFAAgqGrp6QgiEGBQ0eqaERWlpKebNmwcAsNlsmD59Otrb25M+p7m5GStWrAAALF++HC0tLVAUJeu1Eo0Vqm7gmjeMHp8Cnecm6DqZfs7C5/Ph+PHjePHFF5Ou197ejvLycqxbtw7btm1DSUkJOjo6MGnSpBG/VmVlcdr1eTwlaT8nl/KtXiD/as63essriuD1K1DDGopLbLkuJ6WKiqJcl5AWq9db5HZgQokrYVkm3sOmhoWu69i0aRPWrFmD2tralOs7HA688MILo369ri5fWld7eDwl6Ojwjvr1zJZv9QL5V3O+1esucuGLi915MxlRRUURrl7157qMEcuHepVCB9RQXxdmpO9hWZaS7mCb0oaK2bZtGyZPnoz6+vqU61ZXV8dbVaFQCF6vFx6PJ9slEuUlTRe45g2jl7PWUZaYFhbbt2+HqqrYunXroMc2b96MxsbGhGV1dXXxk+BHjhzBokWL4HQ6TamVKF8YQsAbVNHVG0SYl8NSFpnShjp37hxeeeUVzJgxAytXrgQALFu2DN/97ncBAG1tbYMuo33sscewceNGLF26FKWlpYPChGh84/zXZC5TwmLGjBk4c+bMsI/v379/0LKysjK8/PLL2SyLKC/F5r8O8UiCTMRPcBPlCc5/TbnEsCCyPM5/TbnHsCCyMN0w4A2oCCuc/5pyi2FBZFH+kAo/W05kEQwLIgvh/NdkVQwLIoswDAO9wWjLiTlBFsOwIMoxzn9N+YBhQZQjnP+a8knS2308/fTTOHjw4JCPHT58GE8++WQ2aiIa83RDoNun4JovxKCgvJA0LN566y3U1dUN+djixYvxy1/+MitFEY1VAkAgrKGrN8RZ6yivJG1DKYqSdOpTVVUzXhDRWBSf/zqgQOGRBOWhpEcW8+fPx3PPPQdN0xKW67qO559/Hn/6p3+a1eKIxgJDCPT4FVzzhhgUlLeSHlk8+eSTWLt2Le666y7Mnj0bZWVl6OnpwenTp1FRUYE9e/aYVSdR3onNf+0PqJzWlPJe0rC48cYbcfjwYRw7dgz/+7//i87OTkyZMgXf/OY3sWTJEkiSZFadRHlF0Qz4gioU3hmWxoiUl85KkoS6urphT3QTUR9DCPiCKk9e05iTNCy2bNkyaJksyygsLMSsWbPiExkRUV/LiZMR0ViUNCyqq6uHXK7rOl555RV8+umn2LhxY1YKI8oXmi7gDSic1pTGtKRhsX79+mEfW7NmDVatWsWwoHHLENHJiEIqW0405o36dh9lZWX8nAWNU5z/msafpGHx3nvvDblcCIHDhw9jwYIFWSmKyKo4/zWNV0nDYuvWrYOWybKMgoICzJs3D//4j/+YtcKIrITzX9N4lzQsjh8/PmiZpmn48MMPcfz4cTz44IO8PxSNaUIIhFWd81/TuDeicxbXrl3DO++8g7fffhu//vWv4ff7cffdd+Pv/u7vsl0fUc5ohoHO7hC6vWHOf03jXtKw2Lt3L06cOIHf//73mD59OhYtWoTnnnsOjz/+OF588UWzaiQyVf+W04RyG4OCCCnC4rnnnsNNN92EZ555Bvfeey8KCwvNqovIdJIEhBQdXs5/TTRI0rD48Y9/jLfffht79+7FU089hS9/+ctYuHAhBE/w0RijGwa8QRXhsM4jCaIhJL1F+cKFC7Flyxa89dZbePPNN7FkyRK8//77MAwDX/3qV/HMM8+YVSdR1vhDKrp6wwgxKIiGNeIP5U2bNg3Tpk1DfX09fD4f3n33XbzzzjvZrI0oayLzX+vR+a8ZEUSpjOoT3MXFxbjvvvtw3333ZboeoqwzDAPeoIaQwjvDEo3UqG/3QZRvhAACigZ/UIXB23QQpYVhQWNepOVkRFtOnNaUaDSSnuDOpL1796Kurg61tbU4e/ZsyvUbGhpw1113YcWKFVixYgUOHjyY/SJpzNENgW6fgmu+EIOC6DqYdmQxf/583Hffffjrv/7rET9n7dq1ePjhh7NYFY1VAkAwrMHHlhNRRpgWFnPmzDHrpWgckyQgrBrwBthyIsokS5+zaGpqwmuvvYaamho0NDQMO3PfcCori9N+TY+nJO3n5FK+1Qtkr2ZV09HrVwGhoaS0IGM/t6KiKGM/ywysN7usXm+R24EJJa6EZZn4N2fZsNi4cSM8Hg+EENi9ezeeeOIJNDU1pfUzurp8abUgPJ4SdHR406w0d/KtXiA7NQv0zX+tZ7jlVFFRhKtX/Rn9mdnEerMrH+pVCh1QQ0r8+5H+m5NlKekOtmknuNNVVVUFSZIgyzJWr16NU6dO5bokshhJAhTNwDVvGL0+JeNBQUR9LBEWmzdvRmNjY8Kyixcvxr8+ceIEZs6caXZZZGGGEOjxK7jmDUHhrHVEWWdaG2rXrl04cOAAOjs7UV9fj1tvvRX79+8HALS1tUGWE3OroaEBnZ2dsNvtqKqqwvbt280qlSxMAAgpGnxZaDkR0fAkMYZvIctzFtZzPTWrugFvQDX1SCIfetT9sd7syod6iwsdKHY74t9n6pyFZU9wE8UYIjoZUUjlvZyIcoRhQZYWu8pJY8uJKKcYFmRJmi7gDSgI8+Q1kSUwLMhS2HIisiaGBVmEQEg14PMrbDkRWRDDgnJOMwR8fgUhtpyILIthQTkjIOALagiGNBjsORFZGsOCciDacgoo0HSGBFE+YFiQqUKKhm6fgrCigzFBlD8YFmQKgchVTqokIaTw3ARRvmFYUJaJyGREQQWaJuB0O3NdEBGNAsOCskY3DHiDKsJhtpyI8h3DgrLCH1LhD2mc/5pojGBYUMZIEhBWdPRGW05ENHYwLCgjDMNAb1CNXOXEnCAacxgWdF2EAAKKBn9QZcuJaAxjWNCoRFpOBrzBMFS2nIjGPIYFpU03BHxBFSFFY8uJaJxgWNCICQDBsAYfW05E4w7DglKSJEQ+WBdQoGpGrsshohxgWFBSuiHgD6kIhtlyIhrPGBY0JIG++a91tpyIxj2GBSWItZx8QRUKJyMioiiGBcUZQsAXYMuJiAZjWBAEIvNM+NhyIqJhMCzGOVU34A2w5UREyTEsxilDRCYjCoRUtpyIKCWGxTgUu8pJY8uJiEaIYTGOaLqAN6AgzJYTEaWJYTEOsOVERNdLNuuF9u7di7q6OtTW1uLs2bMp1+/t7cUjjzyCpUuX4sEHH8SFCxeyX+SYIxBSdVztCcEfZFAQ0eiZFhbz589HU1MTJk2aNKL19+zZg5qaGhw9ehQPPfQQnn322SxXOLZohkC3V0G3N8xzE0R03UwLizlz5mDy5MkjXr+5uRkrVqwAACxfvhwtLS1QFCVb5Y0ZAgLeoIqrPSGEeG6CiDLEtLBIV3t7O8rLy7Fu3Tr09PSgpKQEHR0duS7LwiItp65oy8lgz4mIMsjSJ7gdDgdeeOGFUT+/srI47ed4PCWjfr1c8HhKEFI0eP0qZOgoLbP0XykAoKKiKNclpIX1ZhfrzawitwMTSlwJyzIxrll2ZKmurkZ7ezsqKioQCoXg9Xrh8XjS+hldXb60JunxeErQ0eFNt9ScqagoQuulbgSCWt4cSVRUFOHqVX+uyxgx1ptdrDfzlEIH1FBfy36k45osS0l3sC3Rhtq8eTMaGxsTltXV1eHQoUMAgCNHjmDRokVwOp25KM+CBMKqjo7uAHwBtpyIKPtMC4tdu3bhrrvuwuXLl1FfX481a9bEH2traxt0PuKxxx7D2bNnsXTpUrz22mvYsmWLWaVamm4Y6PZHrnLSOWkdEZlEEmLs7paOtTaUP6TC36/llA+HxAPlW82sN7tYb+YVFzpQ7HbEv89UG8qy5ywoQpKAsKKjN6hA08ZsrhORxTEsLMwwDPQGVYQVnZ++JqKcYlhYlD+sRT4vwU9fE5EFMCwsJNJyMuANhqGy5UREFsKwsAi2nIjIyhgWFuAPqfCHNLaciMiyGBY5IxBWDXh5lRPRuKYbBhTVQFjVEVZ1KKoBRdWhqDrC0eWKpiOs6FA0I/qnHn9ObD0l+vzKUje2PHwnCt2ZHd4ZFib53flO/OL9VvT4FUypKsadM6tws6cYjAmi/GEYAiFF6xvE4/8NGLj7De5KvxDoC4RoKGg6ND2zo8DFTj+8QYVhkU2v/fIPOPj2eQQVDRIkOB0SbrmhFMvmT8Ed0yeO+uf+7nwn/r35LMqKXagqL8DFLj/ONp/FA382DbVTyjP4GxBRjCEEVM1IGMwH7olHBvXo4D7EXrqSEAoGVJNumyABcDpscDpkOB02uGJf221wRZfFlruiy696Q/jk824UuB34v2+dwdI/ufm6xq2BGBZRh3/9KQ7++kL8ewGBkCLwh9Zu/KG1G6WFDtw0sWhUwXHiNxcxcUIhdF2gszsEAcBmk/GrU5cYFhZzpvUafnXqEq55wygvceG+/3MrbiovyHVZY54QAqpuxFswgwbqfu2XsKIjPGCPXRlqoNfMux+Owx4b1OXIwG63weWMDOL9B3tXfJAfKgT61nHYZUiSNOLXP9N6Db/+/SXYbDJKixzo6g3j1aORGUmXZOhO2gyLqDdb/pj08d6AikK/Ev8LGGlgxOa/Dis69H4nsB02Gde84dEXTBl3pvUaDp/8DDabDLfLjt6gip/88gzuXziVod6PEAK6IeKDcnwvvX8rRtOhKEbkz4R1EoNA1QVCYQ2KZt5VgHab1G+vPDIwJx/MbXDaZbicNkysKEI4qESWOyPLnXYbZHnkA/tISfH/xb6X+j3Q95AkAb8514HyUjdcdhtstsjvoRsCv3i/FUsWTMtIPQyLKH0EVyK5HDb0hDXsPfwxCt12TCxzD3ukIQCEFC1yV1jdQFDR4LTb4o+ruoHyAfecp9z61anInpnTbkMwrMIX0qBrBl4/9gkeWnJb3gZG/xOoiXvuekLvPbY3PtSe/cC2jVl3OrbJUso98YF77vEB3iHDZe8b1GPLbdcxsFdUFOHatcR7Q0mQBgzqkQEcEiBJEiRIkKXIelJ0GSRAjq4Y/TayrgRIIvYDouvEv409H4Do9zWAa14FBa5IQPiCKnRDwGmX0dkTGvXvOhDDIg2fX/FCIPIXOHGCG91DHGlIEhBWDfiCKpTotKZfnXMTDp/8DAoiRxSqbkDXDXx1zk05+k1oKNe8YbhddgTDKnr8CiQANhlQNB2HT36GB4CsB4ZhiPiVLgP33GODed/VMIP767oQCATVhMF+JDtCmSBJGLRnPrC90n/v3emQUTmhEKqixffu+54fedxuS31j7IF74JFvkwzgkCBJEmT0DdDxgT0+wKPv69gADgkVpS5Iuh4dsPvWAQBZkqLjQ/TBATKar1Lizyxy29HtjxzxxCiagYll7oy9JMMiDbF/c7IcebO5HDaEAfzi/VbcMX0idEPAH1IRDGsJb4zaKeV4AEjohX91zk15u6c6VpWXuNAbjBxRSOj7x2+3S0OeY0p2AnWoSxwH760P3NPPwQlUuwyn0waXfcCe+8AWjMMGl7OvHRPpxcsJg7vdJiX02YdsowwYwMvLC9HdE4gOznJkzgQpOuD2H6yROJgD0b1uEVsvsS0TWye+Rx7/OlG6A3iBywFfkgCTEGnTmW3Z/Cl49ehZhAE47TIULbJDumz+lIy9BsNiNPq961wOGSFFRyCswZfkXk61U8oZDjkkhICmi8EDdb9LHD0TCtDWFYCqGpAAGNG9Q0mS0OtTcK03jMaf/Dbek1dVw7RLnx226KDerwXTdwK1b3AvK3XD0PR+J1blhP58/ASqQ47uASfvhUf+SzKID7cXnqqNEn1Vz8RiOAZsxWyNtWP5zgixzsYv3m9FZ08oaYt8tBgWoxA7rC9w2WGzSbBJQK9fGXQlDY8eRifxBOoQlzgq0ROoAy5rHPLSx357+OkMFv1XVftdVdPVm7oH3P8E6vB74nLCOvEB3dm/TWODO/pn7ATqwH64DVLfII5IT71vT33AnnjsJ0h9QRBppQzfC0/8exn59kvHWB7EzXTH9IkZDYeBGBZpkKTIG9thk1BW7ERI0dF1NYj7Fkwd8koas/rcuRY7gZowUGs6lCEucZRtMnq8oZTXvZt1AlWWpPgeeqzNoukCXb1ByLIEh02Otx9n3VKOSZ7iAb31SBi4HDa4ndE+u90GObYXneSkZmRvPbY3PtQgPrgfPlQ7pf+mKi91Qwuro98gA3rhRDEMizQ47DKK3Q44HTZ0XA2gwGXHfQsil1Xue/N0/EoaAHDabVAAy32WYtAJ1KQnTJN8QKnf8zL9CdThxE+gxvbEnQP76dFB3NnXqokN4G5nbM/djgKHDW6nHW6XDQ67bchB/JOLPXjvfy6jx6+ipNCBP7vjBsy8uTxahxQfsKWEPfvstlNiGcGBnHKBYTFCxQUOlJe6oGkGCpw2PLp8VsLjsStp+rvez1IIIeKXMsYH6n7tF8cXPbjaHRjyvjIDe/JhzYCi6KadQAXQ14Lpd5K0uMgJGUi4zNHljPzndtjhcsiRP502uF3R/6KDu9MhQ5bltPvio2mpzJ5WidnTKkc8JeUYnp2YCADDIiWX04YJxa5+V73o+Pqf3DxovQnFTvQGVdhtNgghIETkkssCpw3/89nVIffWh7yePTqom34Ctd8Hk/p65X177W6HPbqHbu9ru8QHchvcLnvkz9i6ThtkSRo0kE+cWIyrV30YbiDPxpjLcZzo+jEshuGwy3DaZQgAnd1B6IaAyyHDM6EA755qQ/P/+2LQjcKGGpR6APx79LMYmRI7gVrgssNhk+MnRiODdHRAjw7iff10OwpcfV8nDPTOyKc+geTXimdi0LXb5L6rbzL0M4ko+xgWw1A1I+EqGCDyYbsvOvzDPGNosizFb/YVb7nE9tb7DeSufnvlsa8LYu2Z6EDvdtngckQCQpKAiRNL0NkZaZFkctDN1bXiRGRdDIsBYpccxj4/FPkAXt9tB+6s9cDtiAzablffgF/g6hv0C5x2FLjscDsjn0CNXdGSyfE39rM4phORGRgWAwgAbmfkiibDEPFLOAvdDlSVuXHHrZVpf/CFAzoR5TuGxRCCYS3h+/ISF2QJqJ0yAa8ePQubTUZh9F4s6d6FlogoH6W+SxehyG3Ht5bW4A+t3fHb/8buDWWzyfjF+625LpGIKKsYFiMQjt49trMnBKc9cZNl+jbARERWxLAYgdjRw8Qy96DZtzJ9G2AiIitiWIxA7Ohh2fwp0HUj+pmKyB1MM30bYCIiK+IJ7hGIHT2YcRtgIiIrYliMQP+jh2zfBpiIyIpMC4uPP/4YDQ0NCAaD+NKXvoQdO3bA7R6+19/Q0ICWlhaUl0fu9FlfX4+VK1eaVG2iP5t9AwOCiMY1085ZPPXUU9iwYQOOHj0Kp9OJV199NeVz1q5di0OHDuHQoUM5CwoAOPk/l/G78505e30iolwzJSza29vR2tqKu+++GwCwatUqNDc3m/HSGcHPUhDReGdKWFy5cgUejwfnzp3Dpk2bcMMNN+DKlSspn9fU1IT7778fGzZsGNH62cLPUhDReGfqCe6amhrs3LkT58+fT7nuxo0b4fF4IITA7t278cQTT6CpqSmt16usLB5lpYkMIXCjpxgeT0lGfl4mWbGmVPKtZtabXaw3+zJRsylhUV1djY6ODgghIEkSrly5gurq6qTPqaqqAhC5A+zq1avx4x//OO3X7erywTCu/y5+YUXHkrk3jWjGNDONdBY3K8m3mllvdrHe7BtpzbIsJd3BNqUNVVVVhalTp+Kdd94BABw8eBB1dXXxxzdv3ozGxsaE51y8eDH+9YkTJzBz5sys1jh5YuGQy+0y8K2lNbwaiojGNdPaUE8//TQaGhrwL//yL7j99tvxrW99K/5YW1sbZDkxtxoaGtDZ2Qm73Y6qqips3749q/X906ML8EzTB/jjZV982eSJhfinRxdk9XWJiPKBJMbwlGjptqHy7RAz3+oF8q9m1ptdrDf78qoNRURE+Y1hQUREKTEsiIgoJYYFERGlNKbvOivLkinPyaV8qxfIv5pZb3ax3uwbSc2p1hnTV0MREVFmsA1FREQpMSyIiCglhgUREaXEsCAiopQYFkRElBLDgoiIUmJYEBFRSgwLIiJKiWFBREQpjenbfYzUxx9/jIaGBgSDQXzpS1/Cjh074Ha7c11WXE9PD9avX49Lly7B6XRiwYIF2LJlCz788EOsXbsWt9xyCwBg6tSp+NGPfpTbYvtZvHgxnE4nXC4XAKCxsRG33XYb9u3bh5/85CcAgLVr1+Kb3/xmLssEAHz00Uf453/+5/j3XV1d+PKXv4w1a9ZYZhvv3bsXP/3pT/H555/jzTffRE1NDQAMuz17e3uxYcMGtLa2oqysDDt37oz/Hrms+dixY/jhD38IIQScTif+/u//Hl/72tcARCY9a2lpQXl5OQCgvr4eK1euzGm977///rDvgVxv46Hq3b59O1paWuLrnD9/Hs8//zyWLFlyfdtXkHjwwQfF8ePHhRBCfO973xP79u3LcUWJenp6xIcffiiEEELTNPHtb39bvPHGG+K//uu/xKpVq3Jc3fDuuececebMmYRln3zyibjnnnuE1+sVnZ2dYuHCheLKlSs5qnB43/nOd8TPf/5zS23j3/72t+Lzzz9P2K7JtueOHTvE97//fSGEED/96U/F2rVrLVHzqVOnREdHhxBCiAsXLog777xTBAIBIYQQTzzxhNi/f7/pdSarN9l7INfbeKh6+7t8+bKYP3++CIfDQojr277jvg3V3t6O1tZW3H333QCAVatWobm5ObdFDVBaWop58+YBAGw2G6ZPn4729vYcVzU6zc3NqKurQ3FxMSorK7Fw4cL43OxWcenSJZw+fTphnngrmDNnDiZPnpywLNn2bG5uxooVKwAAy5cvR0tLCxRFyXnNd9xxByZOjMxpP2XKFACA12uN2eeGqjeZXG/jVPX+7Gc/w7333gun03ndrzXuw+LKlSvweDw4d+4cNm3ahBtuuAFXrlzJdVnD8vl8OH78eDzcLly4gAceeAB/+Zd/iRMnTuS2uCFs2rQJy5cvx44dO6AoCq5cuYLq6mq8/PLLOHjwoCW398B/YFbexsm2Z3t7O8rLy7Fu3Tr09PSgpKQEHR0dOa44UXNzM6ZNm4aqqqr4sqamJtx///3YsGGDZd4bw70HrLyNhRD42c9+hlWrViUsH+325TmLqJqaGuzcuRPnz5/PdSnD0nUdmzZtwpo1a1BbWwufz4df/epXKCoqwunTp/HII4/gwIEDuPnmm3NdKgDgtddeQ3V1NXw+HzZs2IB9+/bFH3vkkUcAAD/4wQ9yVd6QDMPAG2+8geeffx4AMGvWLEtv45jhtqfD4cALL7yQi5JS+vTTT/GDH/wAL730UnzZxo0b4fF4IITA7t278cQTT6CpqSl3RSL1e8Cq2/i9996D2+3GHXfcEV92Pdt33B9ZVFdXo6OjAyJ6p/bYnpoVbdu2DZMnT0Z9fT0AoLi4GEVFRQAib+hZs2bh9OnTuSwxQWw7FhcXY+XKlTh16tSgIwmrbe+TJ0+iqKgo/g/M6ts42fasrq6OtytDoRC8Xi88Hk9O6hzo8uXLWLduHZ599llMnTo1vryqqgqSJEGWZaxevRqnTp3KYZURyd4DVt7G//Ef/4G/+Iu/SFh2Pdt33IdFVVUVpk6dGu/zHjx40HK9agDYvn07VFXF1q1b48suX74MXdcBRAaJM2fOYMaMGbkqMYHf70d3dzeAyBHRu+++i5kzZ2LJkiU4fvw4/H4/rl69ivfeey/eUrOCAwcOJBy2W3kbA0i6Pevq6nDo0CEAwJEjR7Bo0aKM9K6v19WrV7F27Vo0NDTgzjvvTHjs4sWL8a9PnDiBmTNnml3eIMneA1bdxt3d3Thx4gQeeOCBhOXXs305+RH6Lp0NBAK4/fbbLXfp7Llz5/Dnf/7nmDFjBmw2GwBg2bJlKC4uxv79++FyuSBJEh599NFBb45c+fzzz/G3f/u3kGUZhmFg7ty5ePLJJ+F2u/HSSy/h9ddfB2CdS2eByCC2ePFiHD16NL53uH//fsts4127duHAgQPo7OxEeXk5br31Vuzfv3/Y7dnT04ONGzeitbUVpaWlaGxsNP3S2aFqnj17Nl5//fWEVt6OHTtQW1uLNWvWoLOzE3a7HVVVVXjqqafiJ8FzVe/Xv/71Yd8Dud7Gw70n/u3f/g0nT57Enj17Eta/nu3LsCAiopTGfRuKiIhSY1gQEVFKDAsiIkqJYUFERCkxLIiIKCWGBRERpcSwILK4Xbt2YdOmTbkug8Y5hgUREaXEsCBK06uvvopvfOMb+MpXvoK/+qu/QkdHB7xeL773ve9h/vz5qKurw4EDB+Lrv/HGG1i9enX8+/5HCl988QVqa2vR1NSE+fPnY/HixfH79Xz00UeYO3cu9uzZg//8z//E3LlzMXfuXHR1dZn7CxOBd50lSsuRI0fw8ssv48UXX8Rtt92GDz74AJqm4Yc//CH8fj/efvtttLa24uGHH8asWbNw++23j+jn+nw+nDx5Etu3b8fu3bvx0ksvYd68efjNb36DXbt24Y9//CN27tyZ5d+OaHg8siBKwxtvvIHvfOc7qK2thc1mw8KFC3HjjTfi2LFj+Ju/+RsUFBSgtrYW99xzD44dOzbin7t69WrY7XZ87Wtfw4ULF7L3CxCNEsOCKA1tbW2YNGnSoOVdXV0Jt6aeOHFiWpPglJWVAYjMjRAOh6+/UKIMY1gQpeHGG29MuM1zTGVlZUI4dHZ2xqcOdblc8VtcA5GWUzokSRpltUSZw7AgSsOqVavwyiuv4OzZs9B1HR988AHa2tqwePFi/Ou//iuCwSDOnDmTMPXt1KlT8dlnn8Hn8yEYDOLdd99N6zU9Hg8+/fRTaJqWhd+IaGR4gpsoDcuXL0d3dzcef/xxtLe3Y+bMmfjRj36E9evX4+mnn8bdd9+NoqIibNy4MT7b3uzZs/GNb3wDq1atQm1tLb7yla+k1Wq699578fOf/xx33XUX7HY7Dh48iIqKimz9ikRD4nwWRESUEttQRESUEsOCiIhSYlgQEVFKDAsiIkqJYUFERCkxLIiIKCWGBRERpcSwICKilBgWRESU0v8HrWScgwF+B70AAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = sns.regplot(data=df2, x='count', y='AUC')" ] }, { "cell_type": "code", "execution_count": 235, "id": "5d28e4e2", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 235, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.scatterplot(data=df2, x='cluster_labels', y='count')" ] }, { "cell_type": "code", "execution_count": 139, "id": "3fcabf8a", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
cluster_labelscount_xAUCAVG_NODE_DEGREEDEGREE_NULL_AUCP_Valueindex0quintilecount_y
0110.63685410516.9231580.5214668.037594e-64199809130711
1210.60736210588.8525440.5461314.187548e-43199810141311
2310.58539610653.9075440.5628054.093480e-25200156125411
3410.60620110416.2354740.5014284.661889e-41199671137011
4510.56789710505.0549130.5244021.805022e-224038179211
.................................
78231110.50650610646.4148090.5598251.860828e-01177260129711
78331210.55719610593.9665090.5420244.542107e-13238760135011
78431310.49678210598.1271320.5485412.980249e-01188405125611
78531410.52647010515.7064320.5290046.451476e-04156996127711
78631510.54096910520.8928510.5315084.745512e-07255027123811
\n", "

787 rows × 10 columns

\n", "
" ], "text/plain": [ " cluster_labels count_x AUC AVG_NODE_DEGREE DEGREE_NULL_AUC \\\n", "0 1 1 0.636854 10516.923158 0.521466 \n", "1 2 1 0.607362 10588.852544 0.546131 \n", "2 3 1 0.585396 10653.907544 0.562805 \n", "3 4 1 0.606201 10416.235474 0.501428 \n", "4 5 1 0.567897 10505.054913 0.524402 \n", ".. ... ... ... ... ... \n", "782 311 1 0.506506 10646.414809 0.559825 \n", "783 312 1 0.557196 10593.966509 0.542024 \n", "784 313 1 0.496782 10598.127132 0.548541 \n", "785 314 1 0.526470 10515.706432 0.529004 \n", "786 315 1 0.540969 10520.892851 0.531508 \n", "\n", " P_Value index 0 quintile count_y \n", "0 8.037594e-64 199809 1307 1 1 \n", "1 4.187548e-43 199810 1413 1 1 \n", "2 4.093480e-25 200156 1254 1 1 \n", "3 4.661889e-41 199671 1370 1 1 \n", "4 1.805022e-22 4038 1792 1 1 \n", ".. ... ... ... ... ... \n", "782 1.860828e-01 177260 1297 1 1 \n", "783 4.542107e-13 238760 1350 1 1 \n", "784 2.980249e-01 188405 1256 1 1 \n", "785 6.451476e-04 156996 1277 1 1 \n", "786 4.745512e-07 255027 1238 1 1 \n", "\n", "[787 rows x 10 columns]" ] }, "execution_count": 139, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df2" ] }, { "cell_type": "code", "execution_count": 163, "id": "b5ea900d", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 163, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.scatterplot(data=df2, y=0, x='count_x')" ] }, { "cell_type": "code", "execution_count": 104, "id": "11fec07a", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/grid/gillis/home/lohia/.conda/envs/hicexplorer/lib/python3.8/site-packages/seaborn/_decorators.py:36: FutureWarning: Pass the following variables as keyword args: x, y. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n", " warnings.warn(\n", "/grid/gillis/home/lohia/.conda/envs/hicexplorer/lib/python3.8/site-packages/seaborn/_decorators.py:36: FutureWarning: Pass the following variable as a keyword arg: x. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n", " warnings.warn(\n" ] }, { "data": { "text/plain": [ "(0.0, 10.0)" ] }, "execution_count": 104, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = sns.scatterplot(df_t_1['cluster_labels'], df_t_1['AUC'])\n", "ax = sns.countplot(df_t_1['cluster_labels'])\n", "ax.set_ylim([0,10])" ] }, { "cell_type": "code", "execution_count": 205, "id": "14b0079f", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/grid/gillis/home/lohia/.conda/envs/hicexplorer/lib/python3.8/site-packages/seaborn/_decorators.py:36: FutureWarning: Pass the following variables as keyword args: x, y. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n", " warnings.warn(\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 205, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.scatterplot(df_t_1['cluster_labels'], df_t_1['AUC'])" ] }, { "cell_type": "code", "execution_count": 100, "id": "ccc6a2cd", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/grid/gillis/home/lohia/.conda/envs/hicexplorer/lib/python3.8/site-packages/seaborn/_decorators.py:36: FutureWarning: Pass the following variable as a keyword arg: x. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n", " warnings.warn(\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 100, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [] }, { "cell_type": "code", "execution_count": 97, "id": "baea7e80", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "315" ] }, "execution_count": 97, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_t_1['cluster_labels'].max()" ] }, { "cell_type": "code", "execution_count": 86, "id": "956674e5", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
AUCAVG_NODE_DEGREEDEGREE_NULL_AUCP_Valueindex0quintile
00.54864810432.2513300.5000192.071635e-021774921476
10.59345410135.5782460.4425645.234711e-021775572610
20.53645410060.6682460.4078402.975338e-011775652010
30.62454310300.1791060.4781415.764654e-071775661276
40.46189710385.4440570.5161286.432477e-021775801296
........................
78760.60138910454.0277720.5109801.831122e-081634742494
78770.56014910544.3219320.5298884.074555e-031634771596
78780.52562910027.9083660.4159762.571734e-01163557608
78790.66011110531.9339670.4986883.683678e-03163562329
78800.69296910628.6372470.5471721.431164e-171636341625
\n", "

7881 rows × 7 columns

\n", "
" ], "text/plain": [ " AUC AVG_NODE_DEGREE DEGREE_NULL_AUC P_Value index 0 \\\n", "0 0.548648 10432.251330 0.500019 2.071635e-02 177492 147 \n", "1 0.593454 10135.578246 0.442564 5.234711e-02 177557 26 \n", "2 0.536454 10060.668246 0.407840 2.975338e-01 177565 20 \n", "3 0.624543 10300.179106 0.478141 5.764654e-07 177566 127 \n", "4 0.461897 10385.444057 0.516128 6.432477e-02 177580 129 \n", "... ... ... ... ... ... ... \n", "7876 0.601389 10454.027772 0.510980 1.831122e-08 163474 249 \n", "7877 0.560149 10544.321932 0.529888 4.074555e-03 163477 159 \n", "7878 0.525629 10027.908366 0.415976 2.571734e-01 163557 60 \n", "7879 0.660111 10531.933967 0.498688 3.683678e-03 163562 32 \n", "7880 0.692969 10628.637247 0.547172 1.431164e-17 163634 162 \n", "\n", " quintile \n", "0 6 \n", "1 10 \n", "2 10 \n", "3 6 \n", "4 6 \n", "... ... \n", "7876 4 \n", "7877 6 \n", "7878 8 \n", "7879 9 \n", "7880 5 \n", "\n", "[7881 rows x 7 columns]" ] }, "execution_count": 86, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_t[df_t['quintile'] == 1]['index'].tolist()" ] }, { "cell_type": "code", "execution_count": 83, "id": "77dd091d", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[5.14000000e+02, 5.24000000e+02, 3.62843014e-01, 2.00000000e+00],\n", " [3.63000000e+02, 3.71000000e+02, 3.81848107e-01, 2.00000000e+00],\n", " [3.72000000e+02, 7.88000000e+02, 3.95659915e-01, 3.00000000e+00],\n", " ...,\n", " [1.56500000e+03, 1.56600000e+03, 9.22622612e-01, 7.27000000e+02],\n", " [2.89000000e+02, 1.56900000e+03, 9.26219682e-01, 6.00000000e+01],\n", " [1.57000000e+03, 1.57100000e+03, 9.47033522e-01, 7.87000000e+02]])" ] }, "execution_count": 83, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dist_mat" ] }, { "cell_type": "code", "execution_count": null, "id": "28c0940f", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "hicexp", "language": "python", "name": "hicexp" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.10" } }, "nbformat": 4, "nbformat_minor": 5 }