{ "cells": [ { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "# Benchmarking the Recovery of Known Drug Targets from L1000 Chemical Perturbation Data" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# Import libraries\n", "import pandas as pd\n", "import numpy as np\n", "import plotly.graph_objects as go\n", "import requests\n", "import scipy.stats as ss\n", "from maayanlab_bioinformatics.dge.characteristic_direction import characteristic_direction\n", "from maayanlab_bioinformatics.dge.limma_voom import limma_voom_differential_expression\n", "from maayanlab_bioinformatics.enrichment import enrich_crisp\n", "from math import log2\n", "from IPython.display import display, Markdown\n", "from random import sample\n", "from maayanlab_bioinformatics.plotting.bridge import bridge_plot\n", "import matplotlib.pyplot as plt\n", "from sklearn.metrics import pairwise_distances\n", "import seaborn as sns\n", "from os.path import exists\n", "from scipy.stats import ttest_ind, ranksums\n", "import h5py" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import warnings\n", "warnings.filterwarnings('ignore')" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Load in Data" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# Set perturbagen\n", "pert = 'dexamethasone'\n", "\n", "# Set working directory\n", "l1000_data_dir = '../L1000_data'" ] }, { "cell_type": "code", "execution_count": 6, "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", "
CPC004_A375_6H_X1_B3_DUO52HI53LO:E13CPC004_A375_6H_X2_B3_DUO52HI53LO:E13CPC004_A375_6H_X3_B3_DUO52HI53LO:E13CPC004_HA1E_24H_X1_B3_DUO52HI53LO:E13CPC004_HA1E_24H_X2_B3_DUO52HI53LO:E13CPC004_HA1E_24H_X3_B3_DUO52HI53LO:E13CPC004_HA1E_6H_X1_B3_DUO52HI53LO:E13CPC004_HA1E_6H_X2_B3_DUO52HI53LO:E13CPC004_HA1E_6H_X3_B3_DUO52HI53LO:E13CPC004_HCC515_24H_X1_B3_DUO52HI53LO:E13...CRCGN004_PC3_6H_X2_F1B7_DUO52HI53LO:J21LPROT002_A375_6H_X1_B22:H07LPROT002_A375_6H_X1_B22:H09LPROT002_A375_6H_X1_B22:H11LPROT002_MCF7_6H_X1_B22:H08LPROT002_MCF7_6H_X1_B22:H10LPROT002_MCF7_6H_X1_B22:H12LPROT004_YAPC_6H_X1_B32:H07LPROT004_YAPC_6H_X1_B32:H09LPROT004_YAPC_6H_X1_B32:H11
symbol
NAT25.3475255.312605.549005.26205.36645.16326.50296.19245.7018005.69435...6.5216003.85434.5582004.87854.09174.30974.5944005.0515004.671505.2628
ADA6.8144496.211857.372357.99957.41177.65268.42217.43739.5584007.31210...8.4122518.52998.1729007.80017.70427.53137.1617996.5633005.726156.8200
CDH27.4970508.358857.5146010.144211.508910.41579.99376.07237.9509506.61335...3.21120010.53059.3097999.01005.40285.99915.0227506.7827006.525306.6286
AKT39.71020011.618959.4031010.40819.94649.154810.66569.71188.0529997.07675...7.7513999.96558.7037009.52985.40867.92505.3722508.0760017.892508.1305
MED67.9235006.120908.329258.22687.80208.09968.93118.55629.4229518.44575...9.2654009.74469.5073009.456010.41129.09109.7623009.5158009.543009.8093
\n", "

5 rows × 1310 columns

\n", "
" ], "text/plain": [ " CPC004_A375_6H_X1_B3_DUO52HI53LO:E13 \\\n", "symbol \n", "NAT2 5.347525 \n", "ADA 6.814449 \n", "CDH2 7.497050 \n", "AKT3 9.710200 \n", "MED6 7.923500 \n", "\n", " CPC004_A375_6H_X2_B3_DUO52HI53LO:E13 \\\n", "symbol \n", "NAT2 5.31260 \n", "ADA 6.21185 \n", "CDH2 8.35885 \n", "AKT3 11.61895 \n", "MED6 6.12090 \n", "\n", " CPC004_A375_6H_X3_B3_DUO52HI53LO:E13 \\\n", "symbol \n", "NAT2 5.54900 \n", "ADA 7.37235 \n", "CDH2 7.51460 \n", "AKT3 9.40310 \n", "MED6 8.32925 \n", "\n", " CPC004_HA1E_24H_X1_B3_DUO52HI53LO:E13 \\\n", "symbol \n", "NAT2 5.2620 \n", "ADA 7.9995 \n", "CDH2 10.1442 \n", "AKT3 10.4081 \n", "MED6 8.2268 \n", "\n", " CPC004_HA1E_24H_X2_B3_DUO52HI53LO:E13 \\\n", "symbol \n", "NAT2 5.3664 \n", "ADA 7.4117 \n", "CDH2 11.5089 \n", "AKT3 9.9464 \n", "MED6 7.8020 \n", "\n", " CPC004_HA1E_24H_X3_B3_DUO52HI53LO:E13 \\\n", "symbol \n", "NAT2 5.1632 \n", "ADA 7.6526 \n", "CDH2 10.4157 \n", "AKT3 9.1548 \n", "MED6 8.0996 \n", "\n", " CPC004_HA1E_6H_X1_B3_DUO52HI53LO:E13 \\\n", "symbol \n", "NAT2 6.5029 \n", "ADA 8.4221 \n", "CDH2 9.9937 \n", "AKT3 10.6656 \n", "MED6 8.9311 \n", "\n", " CPC004_HA1E_6H_X2_B3_DUO52HI53LO:E13 \\\n", "symbol \n", "NAT2 6.1924 \n", "ADA 7.4373 \n", "CDH2 6.0723 \n", "AKT3 9.7118 \n", "MED6 8.5562 \n", "\n", " CPC004_HA1E_6H_X3_B3_DUO52HI53LO:E13 \\\n", "symbol \n", "NAT2 5.701800 \n", "ADA 9.558400 \n", "CDH2 7.950950 \n", "AKT3 8.052999 \n", "MED6 9.422951 \n", "\n", " CPC004_HCC515_24H_X1_B3_DUO52HI53LO:E13 ... \\\n", "symbol ... \n", "NAT2 5.69435 ... \n", "ADA 7.31210 ... \n", "CDH2 6.61335 ... \n", "AKT3 7.07675 ... \n", "MED6 8.44575 ... \n", "\n", " CRCGN004_PC3_6H_X2_F1B7_DUO52HI53LO:J21 LPROT002_A375_6H_X1_B22:H07 \\\n", "symbol \n", "NAT2 6.521600 3.8543 \n", "ADA 8.412251 8.5299 \n", "CDH2 3.211200 10.5305 \n", "AKT3 7.751399 9.9655 \n", "MED6 9.265400 9.7446 \n", "\n", " LPROT002_A375_6H_X1_B22:H09 LPROT002_A375_6H_X1_B22:H11 \\\n", "symbol \n", "NAT2 4.558200 4.8785 \n", "ADA 8.172900 7.8001 \n", "CDH2 9.309799 9.0100 \n", "AKT3 8.703700 9.5298 \n", "MED6 9.507300 9.4560 \n", "\n", " LPROT002_MCF7_6H_X1_B22:H08 LPROT002_MCF7_6H_X1_B22:H10 \\\n", "symbol \n", "NAT2 4.0917 4.3097 \n", "ADA 7.7042 7.5313 \n", "CDH2 5.4028 5.9991 \n", "AKT3 5.4086 7.9250 \n", "MED6 10.4112 9.0910 \n", "\n", " LPROT002_MCF7_6H_X1_B22:H12 LPROT004_YAPC_6H_X1_B32:H07 \\\n", "symbol \n", "NAT2 4.594400 5.051500 \n", "ADA 7.161799 6.563300 \n", "CDH2 5.022750 6.782700 \n", "AKT3 5.372250 8.076001 \n", "MED6 9.762300 9.515800 \n", "\n", " LPROT004_YAPC_6H_X1_B32:H09 LPROT004_YAPC_6H_X1_B32:H11 \n", "symbol \n", "NAT2 4.67150 5.2628 \n", "ADA 5.72615 6.8200 \n", "CDH2 6.52530 6.6286 \n", "AKT3 7.89250 8.1305 \n", "MED6 9.54300 9.8093 \n", "\n", "[5 rows x 1310 columns]" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "try: \n", " expr_df = pd.read_csv(f\"{l1000_data_dir}/{pert.capitalize()}_L1000_ChemPert_fulldata.tsv\", sep='\\t', index_col=0)\n", "except: \n", " l1000_data_df = pd.read_csv(f\"{l1000_data_dir}/{pert.capitalize()}_L1000_ChemPert_data.tsv\", sep='\\t')\n", "\n", " l1000_data_list = []\n", " l1000_meta_list = []\n", " for row in l1000_data_df.itertuples(): \n", " try:\n", " temp_df = pd.read_csv(row.persistent_id, sep='\\t', index_col=0)\n", " except:\n", " print(f\"Unable to access data from row {row.Index} at {row.persistent_id}\")\n", " continue\n", " for col in temp_df.columns:\n", " l1000_meta_list.append([col] + l1000_data_df.loc[row.Index].tolist())\n", " l1000_data_list.append(temp_df)\n", " expr_df = pd.concat(l1000_data_list, axis=1)\n", "expr_df.head()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "File at '../L1000_data/Dexamethasone_L1000_ChemPert_fulldata.tsv' already exists!\n" ] } ], "source": [ "if not exists(f\"{l1000_data_dir}/{pert.capitalize()}_L1000_ChemPert_fulldata.tsv\"): \n", " expr_df.to_csv(f\"{l1000_data_dir}/{pert.capitalize()}_L1000_ChemPert_fulldata.tsv\", sep='\\t', index=True)\n", "else: \n", " print(f\"File at '{l1000_data_dir}/{pert.capitalize()}_L1000_ChemPert_fulldata.tsv' already exists!\")" ] }, { "cell_type": "code", "execution_count": 12, "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", "
tissuediseasecell_linepert_namepert_timepert_typedata_levelcreation_timepersistent_idpert_dosebatch
id
CPC004_A375_6H_X1_B3_DUO52HI53LO:E13skin of bodymelanomaA375dexamethasone6 hChemical Perturbation32021-01-21https://lincs-dcic.s3.amazonaws.com/LINCS-data...NaNCPC004_A375_6H
CPC004_A375_6H_X2_B3_DUO52HI53LO:E13skin of bodymelanomaA375dexamethasone6 hChemical Perturbation32021-01-21https://lincs-dcic.s3.amazonaws.com/LINCS-data...NaNCPC004_A375_6H
CPC004_A375_6H_X3_B3_DUO52HI53LO:E13skin of bodymelanomaA375dexamethasone6 hChemical Perturbation32021-01-21https://lincs-dcic.s3.amazonaws.com/LINCS-data...NaNCPC004_A375_6H
CPC004_HA1E_24H_X1_B3_DUO52HI53LO:E13kidneyNaNHA1Edexamethasone24 hChemical Perturbation32021-01-21https://lincs-dcic.s3.amazonaws.com/LINCS-data...NaNCPC004_HA1E_24H
CPC004_HA1E_24H_X2_B3_DUO52HI53LO:E13kidneyNaNHA1Edexamethasone24 hChemical Perturbation32021-01-21https://lincs-dcic.s3.amazonaws.com/LINCS-data...NaNCPC004_HA1E_24H
\n", "
" ], "text/plain": [ " tissue disease cell_line \\\n", "id \n", "CPC004_A375_6H_X1_B3_DUO52HI53LO:E13 skin of body melanoma A375 \n", "CPC004_A375_6H_X2_B3_DUO52HI53LO:E13 skin of body melanoma A375 \n", "CPC004_A375_6H_X3_B3_DUO52HI53LO:E13 skin of body melanoma A375 \n", "CPC004_HA1E_24H_X1_B3_DUO52HI53LO:E13 kidney NaN HA1E \n", "CPC004_HA1E_24H_X2_B3_DUO52HI53LO:E13 kidney NaN HA1E \n", "\n", " pert_name pert_time \\\n", "id \n", "CPC004_A375_6H_X1_B3_DUO52HI53LO:E13 dexamethasone 6 h \n", "CPC004_A375_6H_X2_B3_DUO52HI53LO:E13 dexamethasone 6 h \n", "CPC004_A375_6H_X3_B3_DUO52HI53LO:E13 dexamethasone 6 h \n", "CPC004_HA1E_24H_X1_B3_DUO52HI53LO:E13 dexamethasone 24 h \n", "CPC004_HA1E_24H_X2_B3_DUO52HI53LO:E13 dexamethasone 24 h \n", "\n", " pert_type data_level \\\n", "id \n", "CPC004_A375_6H_X1_B3_DUO52HI53LO:E13 Chemical Perturbation 3 \n", "CPC004_A375_6H_X2_B3_DUO52HI53LO:E13 Chemical Perturbation 3 \n", "CPC004_A375_6H_X3_B3_DUO52HI53LO:E13 Chemical Perturbation 3 \n", "CPC004_HA1E_24H_X1_B3_DUO52HI53LO:E13 Chemical Perturbation 3 \n", "CPC004_HA1E_24H_X2_B3_DUO52HI53LO:E13 Chemical Perturbation 3 \n", "\n", " creation_time \\\n", "id \n", "CPC004_A375_6H_X1_B3_DUO52HI53LO:E13 2021-01-21 \n", "CPC004_A375_6H_X2_B3_DUO52HI53LO:E13 2021-01-21 \n", "CPC004_A375_6H_X3_B3_DUO52HI53LO:E13 2021-01-21 \n", "CPC004_HA1E_24H_X1_B3_DUO52HI53LO:E13 2021-01-21 \n", "CPC004_HA1E_24H_X2_B3_DUO52HI53LO:E13 2021-01-21 \n", "\n", " persistent_id \\\n", "id \n", "CPC004_A375_6H_X1_B3_DUO52HI53LO:E13 https://lincs-dcic.s3.amazonaws.com/LINCS-data... \n", "CPC004_A375_6H_X2_B3_DUO52HI53LO:E13 https://lincs-dcic.s3.amazonaws.com/LINCS-data... \n", "CPC004_A375_6H_X3_B3_DUO52HI53LO:E13 https://lincs-dcic.s3.amazonaws.com/LINCS-data... \n", "CPC004_HA1E_24H_X1_B3_DUO52HI53LO:E13 https://lincs-dcic.s3.amazonaws.com/LINCS-data... \n", "CPC004_HA1E_24H_X2_B3_DUO52HI53LO:E13 https://lincs-dcic.s3.amazonaws.com/LINCS-data... \n", "\n", " pert_dose batch \n", "id \n", "CPC004_A375_6H_X1_B3_DUO52HI53LO:E13 NaN CPC004_A375_6H \n", "CPC004_A375_6H_X2_B3_DUO52HI53LO:E13 NaN CPC004_A375_6H \n", "CPC004_A375_6H_X3_B3_DUO52HI53LO:E13 NaN CPC004_A375_6H \n", "CPC004_HA1E_24H_X1_B3_DUO52HI53LO:E13 NaN CPC004_HA1E_24H \n", "CPC004_HA1E_24H_X2_B3_DUO52HI53LO:E13 NaN CPC004_HA1E_24H " ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "try: \n", " meta_df = pd.read_csv(f\"{l1000_data_dir}/{pert.capitalize()}_L1000_ChemPert_metadata.tsv\", sep='\\t', index_col=0)\n", "except:\n", " meta_df = pd.DataFrame(l1000_meta_list, columns=['id'] + l1000_data_df.columns.tolist()).set_index('id')\n", "if 'batch' not in meta_df.columns:\n", " meta_df['batch'] = meta_df.index.map(lambda x: '_'.join(x.split('_')[:3]))\n", "meta_df.head()" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "File at '../L1000_data/Dexamethasone_L1000_ChemPert_metadata.tsv' already exists!\n" ] } ], "source": [ "if not exists(f\"{l1000_data_dir}/{pert.capitalize()}_L1000_ChemPert_metadata.tsv\"): \n", " meta_df.to_csv(f\"{l1000_data_dir}/{pert.capitalize()}_L1000_ChemPert_metadata.tsv\", sep='\\t', index=True)\n", "else: \n", " print(f\"File at '{l1000_data_dir}/{pert.capitalize()}_L1000_ChemPert_metadata.tsv' already exists!\")" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "240" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "all_batches = set(['_'.join(x.split('_')[:3]) for x in meta_df.index.tolist()])\n", "len(all_batches)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Load in MODZ Data" ] }, { "cell_type": "code", "execution_count": 9, "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", "
CPC006_A375_24HCPC006_A549_24HCPC006_HA1E_24HCPC006_HCC515_24HCPC006_HT29_24HCPC006_MCF7_24HCPC006_PC3_24HCPC009_A549_24HCPC009_MCF7_24HCPC009_PC3_24HCPC006_VCAP_24HCPC009_VCAP_24HCRCGN001_HA1E_24HCRCGN004_HA1E_24H
pr_gene_symbol
PSME10.50-1.321.371.030.670.47-0.17-0.441.650.070.240.27-0.580.72
ATF11.03-0.420.980.260.390.760.09-0.05-1.870.650.100.53-0.78-0.02
RHEB-0.02-0.66-0.27-0.840.410.040.24-0.631.131.060.41-0.48-0.760.05
FOXO3-0.752.80-1.631.05-0.16-0.67-0.941.96-0.21-0.31-0.540.37-0.240.20
RHOA0.10-0.33-0.371.16-0.111.080.850.021.400.340.350.43-0.450.46
.............................................
ADGRA2-0.340.240.05-1.21-0.34-0.34-0.16-0.26-0.29-0.25-0.17-1.030.70-0.40
CX3CL1-0.33-0.18-0.170.21-0.21-0.410.330.07-0.440.38-0.20-0.900.18-0.12
ADAP1-0.48-0.09-0.990.23-0.06-0.540.42-0.43-0.650.53-0.491.171.230.12
EPS8L1-0.69-0.68-0.87-0.300.150.49-0.58-0.590.88-0.86-0.380.87-0.03-0.87
ACTB-0.20-0.320.140.40-0.73-0.23-0.160.460.370.16-0.032.51-0.600.73
\n", "

12327 rows × 14 columns

\n", "
" ], "text/plain": [ " CPC006_A375_24H CPC006_A549_24H CPC006_HA1E_24H \\\n", "pr_gene_symbol \n", "PSME1 0.50 -1.32 1.37 \n", "ATF1 1.03 -0.42 0.98 \n", "RHEB -0.02 -0.66 -0.27 \n", "FOXO3 -0.75 2.80 -1.63 \n", "RHOA 0.10 -0.33 -0.37 \n", "... ... ... ... \n", "ADGRA2 -0.34 0.24 0.05 \n", "CX3CL1 -0.33 -0.18 -0.17 \n", "ADAP1 -0.48 -0.09 -0.99 \n", "EPS8L1 -0.69 -0.68 -0.87 \n", "ACTB -0.20 -0.32 0.14 \n", "\n", " CPC006_HCC515_24H CPC006_HT29_24H CPC006_MCF7_24H \\\n", "pr_gene_symbol \n", "PSME1 1.03 0.67 0.47 \n", "ATF1 0.26 0.39 0.76 \n", "RHEB -0.84 0.41 0.04 \n", "FOXO3 1.05 -0.16 -0.67 \n", "RHOA 1.16 -0.11 1.08 \n", "... ... ... ... \n", "ADGRA2 -1.21 -0.34 -0.34 \n", "CX3CL1 0.21 -0.21 -0.41 \n", "ADAP1 0.23 -0.06 -0.54 \n", "EPS8L1 -0.30 0.15 0.49 \n", "ACTB 0.40 -0.73 -0.23 \n", "\n", " CPC006_PC3_24H CPC009_A549_24H CPC009_MCF7_24H \\\n", "pr_gene_symbol \n", "PSME1 -0.17 -0.44 1.65 \n", "ATF1 0.09 -0.05 -1.87 \n", "RHEB 0.24 -0.63 1.13 \n", "FOXO3 -0.94 1.96 -0.21 \n", "RHOA 0.85 0.02 1.40 \n", "... ... ... ... \n", "ADGRA2 -0.16 -0.26 -0.29 \n", "CX3CL1 0.33 0.07 -0.44 \n", "ADAP1 0.42 -0.43 -0.65 \n", "EPS8L1 -0.58 -0.59 0.88 \n", "ACTB -0.16 0.46 0.37 \n", "\n", " CPC009_PC3_24H CPC006_VCAP_24H CPC009_VCAP_24H \\\n", "pr_gene_symbol \n", "PSME1 0.07 0.24 0.27 \n", "ATF1 0.65 0.10 0.53 \n", "RHEB 1.06 0.41 -0.48 \n", "FOXO3 -0.31 -0.54 0.37 \n", "RHOA 0.34 0.35 0.43 \n", "... ... ... ... \n", "ADGRA2 -0.25 -0.17 -1.03 \n", "CX3CL1 0.38 -0.20 -0.90 \n", "ADAP1 0.53 -0.49 1.17 \n", "EPS8L1 -0.86 -0.38 0.87 \n", "ACTB 0.16 -0.03 2.51 \n", "\n", " CRCGN001_HA1E_24H CRCGN004_HA1E_24H \n", "pr_gene_symbol \n", "PSME1 -0.58 0.72 \n", "ATF1 -0.78 -0.02 \n", "RHEB -0.76 0.05 \n", "FOXO3 -0.24 0.20 \n", "RHOA -0.45 0.46 \n", "... ... ... \n", "ADGRA2 0.70 -0.40 \n", "CX3CL1 0.18 -0.12 \n", "ADAP1 1.23 0.12 \n", "EPS8L1 -0.03 -0.87 \n", "ACTB -0.60 0.73 \n", "\n", "[12327 rows x 14 columns]" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "modz_data_df = pd.read_csv(f'{l1000_data_dir}/dex_modz.gct', sep='\\t', header=2).iloc[8:].set_index('pr_gene_symbol')\n", "modz_data_df = modz_data_df.drop(columns=['id', 'pr_gene_title', 'pr_is_lm', 'pr_is_bing', 'self_correlation', 'frac_self_rank', 'p_value', 'gene_space'])\n", "modz_data_df = modz_data_df.astype('float32')\n", "modz_data_df.loc['MIA2'] = modz_data_df.loc[['MIA2', 'CTAGE5']].mean(axis=0)\n", "modz_data_df = modz_data_df.drop(index=['CTAGE5'])\n", "modz_data_df.columns = modz_data_df.columns.map(lambda x: x.split(':')[0])\n", "modz_data_df = modz_data_df[[x for x in modz_data_df.columns if x.endswith('24H') ]]\n", "modz_data_df" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Load in Control Data\n", "\n", "Note that you may need to build the control data matrix yourself using the code in the `../L1000/Retrieving_L1000_Data.ipynb` notebook. " ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "gctx = h5py.File(f\"{l1000_data_dir}/Dexamethasone_L1000_Controls_fulldata.gctx\", 'r')\n", "ctrl_expr_df = pd.DataFrame(\n", " data=gctx['0/DATA/0/matrix'][()],\n", " index=gctx['0/META/COL/id'].asstr()[:],\n", " columns=gctx['0/META/ROW/id'].asstr()[:]\n", ").T\n", "gctx.close()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "overlapping_dex = set(expr_df.columns.tolist()).intersection(ctrl_expr_df.columns.tolist())" ] }, { "cell_type": "code", "execution_count": 8, "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", "
ABY001_A375_XH_X1_B15:B03ABY001_A375_XH_X1_B15:B04ABY001_A375_XH_X1_B15:B05ABY001_A375_XH_X1_B15:B06ABY001_A375_XH_X1_B15:B07ABY001_A375_XH_X1_B15:B08ABY001_A375_XH_X1_B15:B09ABY001_A375_XH_X1_B15:B10ABY001_A375_XH_X1_B15:B11ABY001_A375_XH_X1_B15:B12...ZTO.XPR001_U937_408H_X1_B17:J21ZTO.XPR001_U937_408H_X1_B17:J22ZTO.XPR001_U937_408H_X1_B17:K21ZTO.XPR001_U937_408H_X1_B17:K22ZTO.XPR001_U937_408H_X1_B17:L21ZTO.XPR001_U937_408H_X1_B17:L22ZTO.XPR001_U937_408H_X1_B17:M21ZTO.XPR001_U937_408H_X1_B17:M22ZTO.XPR001_U937_408H_X1_B17:N21ZTO.XPR001_U937_408H_X1_B17:N22
A1CF10.3202010.653710.818111.162810.681010.23169.6970010.432610.73699.74270...10.45974910.06735010.83950010.54992511.06069910.5293510.07040010.27005011.64209910.257450
A2M5.970605.93275.90166.18085.81526.01296.299405.44525.14905.96260...5.3442005.4948256.3188505.6790255.4156255.947055.5580505.7970505.2196506.025475
A4GALT6.177705.78185.97255.91176.58496.35176.270806.33736.46155.85820...5.2978504.5385505.8665504.7560004.9762004.820805.3478504.9172505.7639005.112450
A4GNT10.014809.25509.75489.79789.22369.54799.012959.87219.32629.38560...9.9621009.3197999.51765110.01755010.1853509.7764010.15164910.4531999.5153509.748150
AAAS6.101656.01015.92675.85045.92375.97875.868356.17356.28245.58345...6.5854505.9174006.1125006.4240006.1193506.133056.0058506.5179006.2525256.627600
\n", "

5 rows × 32516 columns

\n", "
" ], "text/plain": [ " ABY001_A375_XH_X1_B15:B03 ABY001_A375_XH_X1_B15:B04 \\\n", "A1CF 10.32020 10.6537 \n", "A2M 5.97060 5.9327 \n", "A4GALT 6.17770 5.7818 \n", "A4GNT 10.01480 9.2550 \n", "AAAS 6.10165 6.0101 \n", "\n", " ABY001_A375_XH_X1_B15:B05 ABY001_A375_XH_X1_B15:B06 \\\n", "A1CF 10.8181 11.1628 \n", "A2M 5.9016 6.1808 \n", "A4GALT 5.9725 5.9117 \n", "A4GNT 9.7548 9.7978 \n", "AAAS 5.9267 5.8504 \n", "\n", " ABY001_A375_XH_X1_B15:B07 ABY001_A375_XH_X1_B15:B08 \\\n", "A1CF 10.6810 10.2316 \n", "A2M 5.8152 6.0129 \n", "A4GALT 6.5849 6.3517 \n", "A4GNT 9.2236 9.5479 \n", "AAAS 5.9237 5.9787 \n", "\n", " ABY001_A375_XH_X1_B15:B09 ABY001_A375_XH_X1_B15:B10 \\\n", "A1CF 9.69700 10.4326 \n", "A2M 6.29940 5.4452 \n", "A4GALT 6.27080 6.3373 \n", "A4GNT 9.01295 9.8721 \n", "AAAS 5.86835 6.1735 \n", "\n", " ABY001_A375_XH_X1_B15:B11 ABY001_A375_XH_X1_B15:B12 ... \\\n", "A1CF 10.7369 9.74270 ... \n", "A2M 5.1490 5.96260 ... \n", "A4GALT 6.4615 5.85820 ... \n", "A4GNT 9.3262 9.38560 ... \n", "AAAS 6.2824 5.58345 ... \n", "\n", " ZTO.XPR001_U937_408H_X1_B17:J21 ZTO.XPR001_U937_408H_X1_B17:J22 \\\n", "A1CF 10.459749 10.067350 \n", "A2M 5.344200 5.494825 \n", "A4GALT 5.297850 4.538550 \n", "A4GNT 9.962100 9.319799 \n", "AAAS 6.585450 5.917400 \n", "\n", " ZTO.XPR001_U937_408H_X1_B17:K21 ZTO.XPR001_U937_408H_X1_B17:K22 \\\n", "A1CF 10.839500 10.549925 \n", "A2M 6.318850 5.679025 \n", "A4GALT 5.866550 4.756000 \n", "A4GNT 9.517651 10.017550 \n", "AAAS 6.112500 6.424000 \n", "\n", " ZTO.XPR001_U937_408H_X1_B17:L21 ZTO.XPR001_U937_408H_X1_B17:L22 \\\n", "A1CF 11.060699 10.52935 \n", "A2M 5.415625 5.94705 \n", "A4GALT 4.976200 4.82080 \n", "A4GNT 10.185350 9.77640 \n", "AAAS 6.119350 6.13305 \n", "\n", " ZTO.XPR001_U937_408H_X1_B17:M21 ZTO.XPR001_U937_408H_X1_B17:M22 \\\n", "A1CF 10.070400 10.270050 \n", "A2M 5.558050 5.797050 \n", "A4GALT 5.347850 4.917250 \n", "A4GNT 10.151649 10.453199 \n", "AAAS 6.005850 6.517900 \n", "\n", " ZTO.XPR001_U937_408H_X1_B17:N21 ZTO.XPR001_U937_408H_X1_B17:N22 \n", "A1CF 11.642099 10.257450 \n", "A2M 5.219650 6.025475 \n", "A4GALT 5.763900 5.112450 \n", "A4GNT 9.515350 9.748150 \n", "AAAS 6.252525 6.627600 \n", "\n", "[5 rows x 32516 columns]" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ctrl_expr_df = ctrl_expr_df.drop(columns=list(overlapping_dex))\n", "ctrl_expr_df.head()" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "# ctrl_expr_df.to_csv('../L1000_data/Dexamethasone_L1000_Control_Profiles.tsv.gz', sep='\\t')" ] }, { "cell_type": "code", "execution_count": 9, "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", "
batch
id
ABY001_A375_XH_X1_B15:B03ABY001_A375_XH
ABY001_A375_XH_X1_B15:B04ABY001_A375_XH
ABY001_A375_XH_X1_B15:B05ABY001_A375_XH
ABY001_A375_XH_X1_B15:B06ABY001_A375_XH
ABY001_A375_XH_X1_B15:B07ABY001_A375_XH
\n", "
" ], "text/plain": [ " batch\n", "id \n", "ABY001_A375_XH_X1_B15:B03 ABY001_A375_XH\n", "ABY001_A375_XH_X1_B15:B04 ABY001_A375_XH\n", "ABY001_A375_XH_X1_B15:B05 ABY001_A375_XH\n", "ABY001_A375_XH_X1_B15:B06 ABY001_A375_XH\n", "ABY001_A375_XH_X1_B15:B07 ABY001_A375_XH" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ctrl_meta_df = pd.DataFrame(\n", " data = [ctrl_expr_df.columns.tolist(),['_'.join(x.split('_')[:3]) for x in ctrl_expr_df.columns]],\n", " index = ['id', 'batch']\n", ").T.set_index('id')\n", "ctrl_meta_df.head()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Process Data" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Remove duplicate genes" ] }, { "cell_type": "code", "execution_count": 10, "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", "
CPC004_A375_6H_X1_B3_DUO52HI53LO:E13CPC004_A375_6H_X2_B3_DUO52HI53LO:E13CPC004_A375_6H_X3_B3_DUO52HI53LO:E13CPC004_HA1E_24H_X1_B3_DUO52HI53LO:E13CPC004_HA1E_24H_X2_B3_DUO52HI53LO:E13CPC004_HA1E_24H_X3_B3_DUO52HI53LO:E13CPC004_HA1E_6H_X1_B3_DUO52HI53LO:E13CPC004_HA1E_6H_X2_B3_DUO52HI53LO:E13CPC004_HA1E_6H_X3_B3_DUO52HI53LO:E13CPC004_HCC515_24H_X1_B3_DUO52HI53LO:E13...ZTO.XPR001_U937_408H_X1_B17:J21ZTO.XPR001_U937_408H_X1_B17:J22ZTO.XPR001_U937_408H_X1_B17:K21ZTO.XPR001_U937_408H_X1_B17:K22ZTO.XPR001_U937_408H_X1_B17:L21ZTO.XPR001_U937_408H_X1_B17:L22ZTO.XPR001_U937_408H_X1_B17:M21ZTO.XPR001_U937_408H_X1_B17:M22ZTO.XPR001_U937_408H_X1_B17:N21ZTO.XPR001_U937_408H_X1_B17:N22
A1CF3.7061505.194354.101954.643804.2708003.96654.41744.54124.54364.50700...10.45974910.06735010.83950010.54992511.06069910.5293510.07040010.27005011.64209910.257450
A2M7.0601254.313807.435505.551907.0820006.17725.76498.59136.39168.73610...5.3442005.4948256.3188505.6790255.4156255.947055.5580505.7970505.2196506.025475
A4GALT6.2452006.807206.304807.306256.8278507.19496.97627.00236.83646.90265...5.2978504.5385505.8665504.7560004.9762004.820805.3478504.9172505.7639005.112450
A4GNT5.5583005.770205.689405.670505.7317005.89506.00366.26116.30695.24015...9.9621009.3197999.51765110.01755010.1853509.7764010.15164910.4531999.5153509.748150
AAAS8.2560006.880108.093508.256308.2283018.03267.95157.68697.28948.11190...6.5854505.9174006.1125006.4240006.1193506.133056.0058506.5179006.2525256.627600
\n", "

5 rows × 33826 columns

\n", "
" ], "text/plain": [ " CPC004_A375_6H_X1_B3_DUO52HI53LO:E13 \\\n", "A1CF 3.706150 \n", "A2M 7.060125 \n", "A4GALT 6.245200 \n", "A4GNT 5.558300 \n", "AAAS 8.256000 \n", "\n", " CPC004_A375_6H_X2_B3_DUO52HI53LO:E13 \\\n", "A1CF 5.19435 \n", "A2M 4.31380 \n", "A4GALT 6.80720 \n", "A4GNT 5.77020 \n", "AAAS 6.88010 \n", "\n", " CPC004_A375_6H_X3_B3_DUO52HI53LO:E13 \\\n", "A1CF 4.10195 \n", "A2M 7.43550 \n", "A4GALT 6.30480 \n", "A4GNT 5.68940 \n", "AAAS 8.09350 \n", "\n", " CPC004_HA1E_24H_X1_B3_DUO52HI53LO:E13 \\\n", "A1CF 4.64380 \n", "A2M 5.55190 \n", "A4GALT 7.30625 \n", "A4GNT 5.67050 \n", "AAAS 8.25630 \n", "\n", " CPC004_HA1E_24H_X2_B3_DUO52HI53LO:E13 \\\n", "A1CF 4.270800 \n", "A2M 7.082000 \n", "A4GALT 6.827850 \n", "A4GNT 5.731700 \n", "AAAS 8.228301 \n", "\n", " CPC004_HA1E_24H_X3_B3_DUO52HI53LO:E13 \\\n", "A1CF 3.9665 \n", "A2M 6.1772 \n", "A4GALT 7.1949 \n", "A4GNT 5.8950 \n", "AAAS 8.0326 \n", "\n", " CPC004_HA1E_6H_X1_B3_DUO52HI53LO:E13 \\\n", "A1CF 4.4174 \n", "A2M 5.7649 \n", "A4GALT 6.9762 \n", "A4GNT 6.0036 \n", "AAAS 7.9515 \n", "\n", " CPC004_HA1E_6H_X2_B3_DUO52HI53LO:E13 \\\n", "A1CF 4.5412 \n", "A2M 8.5913 \n", "A4GALT 7.0023 \n", "A4GNT 6.2611 \n", "AAAS 7.6869 \n", "\n", " CPC004_HA1E_6H_X3_B3_DUO52HI53LO:E13 \\\n", "A1CF 4.5436 \n", "A2M 6.3916 \n", "A4GALT 6.8364 \n", "A4GNT 6.3069 \n", "AAAS 7.2894 \n", "\n", " CPC004_HCC515_24H_X1_B3_DUO52HI53LO:E13 ... \\\n", "A1CF 4.50700 ... \n", "A2M 8.73610 ... \n", "A4GALT 6.90265 ... \n", "A4GNT 5.24015 ... \n", "AAAS 8.11190 ... \n", "\n", " ZTO.XPR001_U937_408H_X1_B17:J21 ZTO.XPR001_U937_408H_X1_B17:J22 \\\n", "A1CF 10.459749 10.067350 \n", "A2M 5.344200 5.494825 \n", "A4GALT 5.297850 4.538550 \n", "A4GNT 9.962100 9.319799 \n", "AAAS 6.585450 5.917400 \n", "\n", " ZTO.XPR001_U937_408H_X1_B17:K21 ZTO.XPR001_U937_408H_X1_B17:K22 \\\n", "A1CF 10.839500 10.549925 \n", "A2M 6.318850 5.679025 \n", "A4GALT 5.866550 4.756000 \n", "A4GNT 9.517651 10.017550 \n", "AAAS 6.112500 6.424000 \n", "\n", " ZTO.XPR001_U937_408H_X1_B17:L21 ZTO.XPR001_U937_408H_X1_B17:L22 \\\n", "A1CF 11.060699 10.52935 \n", "A2M 5.415625 5.94705 \n", "A4GALT 4.976200 4.82080 \n", "A4GNT 10.185350 9.77640 \n", "AAAS 6.119350 6.13305 \n", "\n", " ZTO.XPR001_U937_408H_X1_B17:M21 ZTO.XPR001_U937_408H_X1_B17:M22 \\\n", "A1CF 10.070400 10.270050 \n", "A2M 5.558050 5.797050 \n", "A4GALT 5.347850 4.917250 \n", "A4GNT 10.151649 10.453199 \n", "AAAS 6.005850 6.517900 \n", "\n", " ZTO.XPR001_U937_408H_X1_B17:N21 ZTO.XPR001_U937_408H_X1_B17:N22 \n", "A1CF 11.642099 10.257450 \n", "A2M 5.219650 6.025475 \n", "A4GALT 5.763900 5.112450 \n", "A4GNT 9.515350 9.748150 \n", "AAAS 6.252525 6.627600 \n", "\n", "[5 rows x 33826 columns]" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "combined_expr_df = pd.concat([\n", " expr_df.groupby(expr_df.index).mean(), \n", " ctrl_expr_df.groupby(ctrl_expr_df.index).mean()\n", "], axis=1)\n", "combined_expr_df.head()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Get batches" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "NMH002_NEU_24H\n", "CRCGN004_PC3_6H\n", "CRCGN004_HA1E_24H\n", "CRCGN004_HMELZ_24H\n", "CRCGN004_HMELZ_6H\n", "LIVB001_HUH7_72H\n", "NMH002_FIBRNPC_24H\n", "DPK.CP001_A549_24H\n", "NMH002_NPC_6H\n", "CRCGN001_HA1E_24H\n", "CRCGN004_HA1E_6H\n", "KTOX002_HPTEC_24H\n", "KTOX002_HPTEC_6H\n", "NMH002_NEU_6H\n", "CRCGN004_MCF7_6H\n", "CRCGN001_HA1E_6H\n", "CRCGN004_PC3_24H\n", "NMH002_FIBRNPC_6H\n", "NMH002_NPC_24H\n" ] } ], "source": [ "batches = all_batches.intersection(ctrl_meta_df['batch'].unique())\n", "for b in batches:\n", " print(b)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Compute Signatures: Batch Perturbations vs. Batch Controls" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "batch_profiles = {x: {'perts': [], 'ctrls': []} for x in batches}\n", "for b in batches: \n", " batch_profiles[b]['perts'] = meta_df[meta_df['batch'] == b].index.tolist()\n", " batch_profiles[b]['ctrls'] = ctrl_meta_df[ctrl_meta_df['batch'] == b].index.tolist()" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "batch_signatures = {\n", " 'cd': {}, \n", " 'limma': {}, \n", " 'limma-voom': {},\n", " 'fc': {},\n", " 'ranksum': {},\n", " 'ttest': {},\n", " 'modz': {},\n", "}" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### MODZ" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "for b in batches: \n", " batch_signatures['modz'][b] = pd.concat([\n", " modz_data_df[b].rename('MODZ'), \n", " modz_data_df[b].apply(abs).rename('Significance')\n", " ], axis=1)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Characteristic Direction" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "# Function for computing signatures with characteristic direction\n", "def cd_signature(ctrl_ids, case_ids, dataset):\n", " \n", " signature = characteristic_direction(\n", " dataset.loc[:, ctrl_ids], \n", " dataset.loc[:, case_ids], \n", " calculate_sig=True\n", " )\n", " signature['Significance'] = signature['CD-coefficient'].apply(abs)\n", " \n", " return signature.sort_values(by=['CD-coefficient'], ascending=False)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Note: the following step may take a few minutes to run." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "for b in batches: \n", " batch_signatures['cd'][b] = cd_signature(\n", " batch_profiles[b]['ctrls'], \n", " batch_profiles[b]['perts'],\n", " combined_expr_df\n", " )" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Limma" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "# Function for computing signatures\n", "def limma(ctrl_ids, case_ids, dataset, voom):\n", " \n", " signature = limma_voom_differential_expression(\n", " dataset.loc[:, ctrl_ids],\n", " dataset.loc[:, case_ids],\n", " voom_design=voom,\n", " filter_genes=False\n", " )\n", " signature['Significance'] = signature['P.Value']\n", "\n", " return signature.sort_values(\"t\", ascending=False)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Note: the following step may take a few minutes to run." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "R[write to console]: Loading required package: R.oo\n", "\n", "R[write to console]: Loading required package: R.methodsS3\n", "\n", "R[write to console]: R.methodsS3 v1.8.1 (2020-08-26 16:20:06 UTC) successfully loaded. See ?R.methodsS3 for help.\n", "\n", "R[write to console]: R.oo v1.24.0 (2020-08-26 16:11:58 UTC) successfully loaded. See ?R.oo for help.\n", "\n", "R[write to console]: \n", "Attaching package: ‘R.oo’\n", "\n", "\n", "R[write to console]: The following object is masked from ‘package:R.methodsS3’:\n", "\n", " throw\n", "\n", "\n", "R[write to console]: The following objects are masked from ‘package:methods’:\n", "\n", " getClasses, getMethods\n", "\n", "\n", "R[write to console]: The following objects are masked from ‘package:base’:\n", "\n", " attach, detach, load, save\n", "\n", "\n", "R[write to console]: R.utils v2.10.1 (2020-08-26 22:50:31 UTC) successfully loaded. See ?R.utils for help.\n", "\n", "R[write to console]: \n", "Attaching package: ‘R.utils’\n", "\n", "\n", "R[write to console]: The following object is masked from ‘package:utils’:\n", "\n", " timestamp\n", "\n", "\n", "R[write to console]: The following objects are masked from ‘package:base’:\n", "\n", " cat, commandArgs, getOption, inherits, isOpen, nullfile, parse,\n", " warnings\n", "\n", "\n", "R[write to console]: \n", "Attaching package: ‘RCurl’\n", "\n", "\n", "R[write to console]: The following object is masked from ‘package:R.utils’:\n", "\n", " reset\n", "\n", "\n", "R[write to console]: The following object is masked from ‘package:R.oo’:\n", "\n", " clone\n", "\n", "\n", "R[write to console]: Loading required package: S4Vectors\n", "\n", "R[write to console]: Loading required package: stats4\n", "\n", "R[write to console]: Loading required package: BiocGenerics\n", "\n", "R[write to console]: Loading required package: parallel\n", "\n", "R[write to console]: \n", "Attaching package: ‘BiocGenerics’\n", "\n", "\n", "R[write to console]: The following objects are masked from ‘package:parallel’:\n", "\n", " clusterApply, clusterApplyLB, clusterCall, clusterEvalQ,\n", " clusterExport, clusterMap, parApply, parCapply, parLapply,\n", " parLapplyLB, parRapply, parSapply, parSapplyLB\n", "\n", "\n", "R[write to console]: The following objects are masked from ‘package:stats’:\n", "\n", " IQR, mad, sd, var, xtabs\n", "\n", "\n", "R[write to console]: The following objects are masked from ‘package:base’:\n", "\n", " Filter, Find, Map, Position, Reduce, anyDuplicated, append,\n", " as.data.frame, basename, cbind, colnames, dirname, do.call,\n", " duplicated, eval, evalq, get, grep, grepl, intersect, is.unsorted,\n", " lapply, mapply, match, mget, order, paste, pmax, pmax.int, pmin,\n", " pmin.int, rank, rbind, rownames, sapply, setdiff, sort, table,\n", " tapply, union, unique, unsplit, which.max, which.min\n", "\n", "\n", "R[write to console]: \n", "Attaching package: ‘S4Vectors’\n", "\n", "\n", "R[write to console]: The following objects are masked from ‘package:base’:\n", "\n", " I, expand.grid, unname\n", "\n", "\n", "R[write to console]: Loading required package: IRanges\n", "\n", "R[write to console]: \n", "Attaching package: ‘IRanges’\n", "\n", "\n", "R[write to console]: The following object is masked from ‘package:R.oo’:\n", "\n", " trim\n", "\n", "\n", "R[write to console]: Loading required package: GenomicRanges\n", "\n", "R[write to console]: Loading required package: GenomeInfoDb\n", "\n", "R[write to console]: Loading required package: SummarizedExperiment\n", "\n", "R[write to console]: Loading required package: MatrixGenerics\n", "\n", "R[write to console]: Loading required package: matrixStats\n", "\n", "R[write to console]: \n", "Attaching package: ‘MatrixGenerics’\n", "\n", "\n", "R[write to console]: The following objects are masked from ‘package:matrixStats’:\n", "\n", " colAlls, colAnyNAs, colAnys, colAvgsPerRowSet, colCollapse,\n", " colCounts, colCummaxs, colCummins, colCumprods, colCumsums,\n", " colDiffs, colIQRDiffs, colIQRs, colLogSumExps, colMadDiffs,\n", " colMads, colMaxs, colMeans2, colMedians, colMins, colOrderStats,\n", " colProds, colQuantiles, colRanges, colRanks, colSdDiffs, colSds,\n", " colSums2, colTabulates, colVarDiffs, colVars, colWeightedMads,\n", " colWeightedMeans, colWeightedMedians, colWeightedSds,\n", " colWeightedVars, rowAlls, rowAnyNAs, rowAnys, rowAvgsPerColSet,\n", " rowCollapse, rowCounts, rowCummaxs, rowCummins, rowCumprods,\n", " rowCumsums, rowDiffs, rowIQRDiffs, rowIQRs, rowLogSumExps,\n", " rowMadDiffs, rowMads, rowMaxs, rowMeans2, rowMedians, rowMins,\n", " rowOrderStats, rowProds, rowQuantiles, rowRanges, rowRanks,\n", " rowSdDiffs, rowSds, rowSums2, rowTabulates, rowVarDiffs, rowVars,\n", " rowWeightedMads, rowWeightedMeans, rowWeightedMedians,\n", " rowWeightedSds, rowWeightedVars\n", "\n", "\n", "R[write to console]: Loading required package: Biobase\n", "\n", "R[write to console]: Welcome to Bioconductor\n", "\n", " Vignettes contain introductory material; view with\n", " 'browseVignettes()'. To cite Bioconductor, see\n", " 'citation(\"Biobase\")', and for packages 'citation(\"pkgname\")'.\n", "\n", "\n", "R[write to console]: \n", "Attaching package: ‘Biobase’\n", "\n", "\n", "R[write to console]: The following object is masked from ‘package:MatrixGenerics’:\n", "\n", " rowMedians\n", "\n", "\n", "R[write to console]: The following objects are masked from ‘package:matrixStats’:\n", "\n", " anyMissing, rowMedians\n", "\n", "\n", "R[write to console]: \n", "Attaching package: ‘limma’\n", "\n", "\n", "R[write to console]: The following object is masked from ‘package:DESeq2’:\n", "\n", " plotMA\n", "\n", "\n", "R[write to console]: The following object is masked from ‘package:BiocGenerics’:\n", "\n", " plotMA\n", "\n", "\n" ] } ], "source": [ "for b in batches: \n", " batch_signatures['limma'][b] = limma(\n", " batch_profiles[b]['ctrls'], \n", " batch_profiles[b]['perts'], \n", " combined_expr_df,\n", " voom=False\n", " )" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "for b in batches: \n", " batch_signatures['limma-voom'][b] = limma(\n", " batch_profiles[b]['ctrls'], \n", " batch_profiles[b]['perts'], \n", " combined_expr_df,\n", " voom=True\n", " )" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Wilcoxon Rank-Sum Test" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "def ranksum(ctrl_ids, case_ids, dataset):\n", " if len(ctrl_ids) + len(case_ids) < 32: \n", " print(\"Warning! Sample sizes < 16 generally do not provide good results. \")\n", " res_array = []\n", " for gene in dataset.index: \n", " res = ranksums(\n", " dataset.loc[gene, case_ids],\n", " dataset.loc[gene, ctrl_ids]\n", " )\n", " res_array.append([gene, res.statistic, res.pvalue])\n", " signature = pd.DataFrame(\n", " res_array, columns=['Geneid', 'Statistic', 'Pvalue']\n", " ).set_index('Geneid')\n", " signature['Significance'] = signature['Pvalue']\n", " return signature.sort_values(by=['Statistic'], ascending=False)" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "for b in batches: \n", " batch_signatures['ranksum'][b] = ranksum(\n", " batch_profiles[b]['ctrls'], \n", " batch_profiles[b]['perts'], \n", " combined_expr_df\n", " )" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Welch's t-test" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [], "source": [ "def ttest(ctrl_ids, case_ids, dataset):\n", " res_array = []\n", " for gene in dataset.index: \n", " res = ttest_ind(\n", " dataset.loc[gene, case_ids],\n", " dataset.loc[gene, ctrl_ids],\n", " equal_var = False\n", " )\n", " res_array.append([gene, res.statistic, res.pvalue])\n", " signature = pd.DataFrame(\n", " res_array, columns=['Geneid', 'Statistic', 'Pvalue']\n", " ).set_index('Geneid')\n", " signature['Significance'] = signature['Pvalue']\n", " return signature.sort_values(by=['Statistic'], ascending=False)" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "for b in batches: \n", " batch_signatures['ttest'][b] = ttest(\n", " batch_profiles[b]['ctrls'], \n", " batch_profiles[b]['perts'], \n", " combined_expr_df\n", " )" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### (log2) Fold Change" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "# Function for computing signatures with fold change\n", "def logFC(ctrl_ids, case_ids, dataset):\n", "\n", " case_mean = dataset.loc[:, case_ids].mean(axis=1)\n", " ctrl_mean = dataset.loc[:, ctrl_ids].mean(axis=1)\n", "\n", " signature = case_mean / (ctrl_mean + 0.001)\n", "\n", " signature_df = pd.DataFrame(\n", " signature.apply(lambda x: log2(x+0.001)), columns=['logFC']\n", " )\n", " signature_df['Significance'] = signature_df['logFC'].apply(abs)\n", " \n", " return signature_df.sort_values('logFC', ascending=False)" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [], "source": [ "for b in batches: \n", " batch_signatures['fc'][b] = logFC(\n", " batch_profiles[b]['ctrls'], \n", " batch_profiles[b]['perts'],\n", " combined_expr_df\n", " )" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## All Signatures" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/markdown": [ "All CD batch signatures" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "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", "
CPC009_A549_24HCPC006_A375_24HCPC006_HA1E_24HCPC009_MCF7_24HCPC006_HT29_24HCPC006_MCF7_24HCPC006_HCC515_24HCPC009_PC3_24HCPC006_A549_24HCPC006_PC3_24H
Gene
A1CF0.0052420.013102-0.0127370.008695-0.007102-0.001283-0.0013960.0180310.0009520.001854
A2M-0.0065460.003915-0.0062170.022046-0.009718-0.0004990.002863-0.0183330.021682-0.026343
A4GALT0.0007300.0023840.001069-0.0061210.0008020.0047560.0037700.0036740.0068340.004920
A4GNT0.000148-0.002679-0.001182-0.004465-0.0042680.0025430.0021900.006255-0.0010110.003500
AAAS-0.002238-0.005967-0.003162-0.003427-0.0037570.0082180.0010990.002202-0.003752-0.003620
.................................
ZXDB-0.0018440.002464-0.0042880.000986-0.004406-0.0001600.000702-0.0022930.003825-0.000073
ZXDC0.0005400.001144-0.0021950.0035410.0086320.0094060.0020270.0005580.0056250.004271
ZYX-0.005301-0.013534-0.002055-0.003315-0.0062420.0097120.001899-0.018816-0.002841-0.014867
ZZEF10.0027100.004589-0.0062760.0110170.0069540.004555-0.005430-0.003639-0.005954-0.007576
ZZZ3-0.009311-0.004806-0.014607-0.0075910.010721-0.002183-0.0023360.003312-0.007250-0.001067
\n", "

12327 rows × 10 columns

\n", "
" ], "text/plain": [ " CPC009_A549_24H CPC006_A375_24H CPC006_HA1E_24H CPC009_MCF7_24H \\\n", "Gene \n", "A1CF 0.005242 0.013102 -0.012737 0.008695 \n", "A2M -0.006546 0.003915 -0.006217 0.022046 \n", "A4GALT 0.000730 0.002384 0.001069 -0.006121 \n", "A4GNT 0.000148 -0.002679 -0.001182 -0.004465 \n", "AAAS -0.002238 -0.005967 -0.003162 -0.003427 \n", "... ... ... ... ... \n", "ZXDB -0.001844 0.002464 -0.004288 0.000986 \n", "ZXDC 0.000540 0.001144 -0.002195 0.003541 \n", "ZYX -0.005301 -0.013534 -0.002055 -0.003315 \n", "ZZEF1 0.002710 0.004589 -0.006276 0.011017 \n", "ZZZ3 -0.009311 -0.004806 -0.014607 -0.007591 \n", "\n", " CPC006_HT29_24H CPC006_MCF7_24H CPC006_HCC515_24H CPC009_PC3_24H \\\n", "Gene \n", "A1CF -0.007102 -0.001283 -0.001396 0.018031 \n", "A2M -0.009718 -0.000499 0.002863 -0.018333 \n", "A4GALT 0.000802 0.004756 0.003770 0.003674 \n", "A4GNT -0.004268 0.002543 0.002190 0.006255 \n", "AAAS -0.003757 0.008218 0.001099 0.002202 \n", "... ... ... ... ... \n", "ZXDB -0.004406 -0.000160 0.000702 -0.002293 \n", "ZXDC 0.008632 0.009406 0.002027 0.000558 \n", "ZYX -0.006242 0.009712 0.001899 -0.018816 \n", "ZZEF1 0.006954 0.004555 -0.005430 -0.003639 \n", "ZZZ3 0.010721 -0.002183 -0.002336 0.003312 \n", "\n", " CPC006_A549_24H CPC006_PC3_24H \n", "Gene \n", "A1CF 0.000952 0.001854 \n", "A2M 0.021682 -0.026343 \n", "A4GALT 0.006834 0.004920 \n", "A4GNT -0.001011 0.003500 \n", "AAAS -0.003752 -0.003620 \n", "... ... ... \n", "ZXDB 0.003825 -0.000073 \n", "ZXDC 0.005625 0.004271 \n", "ZYX -0.002841 -0.014867 \n", "ZZEF1 -0.005954 -0.007576 \n", "ZZZ3 -0.007250 -0.001067 \n", "\n", "[12327 rows x 10 columns]" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/markdown": [ "All LIMMA batch signatures" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "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", "
CPC009_A549_24HCPC006_A375_24HCPC006_HA1E_24HCPC009_MCF7_24HCPC006_HT29_24HCPC006_MCF7_24HCPC006_HCC515_24HCPC009_PC3_24HCPC006_A549_24HCPC006_PC3_24H
Gene
A1CF0.488978-0.457685-1.3856890.224118-1.803227-0.496867-1.345300-0.066385-0.294205-0.823307
A2M-0.9578640.199035-0.6758400.060950-1.071238-1.5921960.611259-0.8377141.287795-0.226417
A4GALT1.052068-0.0840851.4584600.837572-0.6712241.2647021.5363140.3065740.5929040.990301
A4GNT-0.875634-0.521193-0.717047-0.182202-1.127489-0.982429-0.432298-0.312889-0.143384-0.811679
AAAS-0.6980371.2619810.8217520.469454-0.1233931.7907930.9318231.1661930.0861391.050528
.................................
ZXDB0.583538-1.103166-0.7084411.459864-1.638648-1.2881761.128436-1.9008111.740872-0.855682
ZXDC-0.3669400.191507-0.9514700.1144710.964735-0.582374-0.111600-0.7059520.207162-0.498437
ZYX0.6804570.3489420.9322100.0611140.5005990.1237710.0364280.1564310.515698-0.059634
ZZEF1-0.009333-0.557480-1.2653361.224806-0.369694-0.257675-1.0598560.326231-0.355968-0.811313
ZZZ3-0.2251080.448167-0.344133-2.3379860.6148330.0312050.0173581.262405-0.409015-0.177657
\n", "

12327 rows × 10 columns

\n", "
" ], "text/plain": [ " CPC009_A549_24H CPC006_A375_24H CPC006_HA1E_24H CPC009_MCF7_24H \\\n", "Gene \n", "A1CF 0.488978 -0.457685 -1.385689 0.224118 \n", "A2M -0.957864 0.199035 -0.675840 0.060950 \n", "A4GALT 1.052068 -0.084085 1.458460 0.837572 \n", "A4GNT -0.875634 -0.521193 -0.717047 -0.182202 \n", "AAAS -0.698037 1.261981 0.821752 0.469454 \n", "... ... ... ... ... \n", "ZXDB 0.583538 -1.103166 -0.708441 1.459864 \n", "ZXDC -0.366940 0.191507 -0.951470 0.114471 \n", "ZYX 0.680457 0.348942 0.932210 0.061114 \n", "ZZEF1 -0.009333 -0.557480 -1.265336 1.224806 \n", "ZZZ3 -0.225108 0.448167 -0.344133 -2.337986 \n", "\n", " CPC006_HT29_24H CPC006_MCF7_24H CPC006_HCC515_24H CPC009_PC3_24H \\\n", "Gene \n", "A1CF -1.803227 -0.496867 -1.345300 -0.066385 \n", "A2M -1.071238 -1.592196 0.611259 -0.837714 \n", "A4GALT -0.671224 1.264702 1.536314 0.306574 \n", "A4GNT -1.127489 -0.982429 -0.432298 -0.312889 \n", "AAAS -0.123393 1.790793 0.931823 1.166193 \n", "... ... ... ... ... \n", "ZXDB -1.638648 -1.288176 1.128436 -1.900811 \n", "ZXDC 0.964735 -0.582374 -0.111600 -0.705952 \n", "ZYX 0.500599 0.123771 0.036428 0.156431 \n", "ZZEF1 -0.369694 -0.257675 -1.059856 0.326231 \n", "ZZZ3 0.614833 0.031205 0.017358 1.262405 \n", "\n", " CPC006_A549_24H CPC006_PC3_24H \n", "Gene \n", "A1CF -0.294205 -0.823307 \n", "A2M 1.287795 -0.226417 \n", "A4GALT 0.592904 0.990301 \n", "A4GNT -0.143384 -0.811679 \n", "AAAS 0.086139 1.050528 \n", "... ... ... \n", "ZXDB 1.740872 -0.855682 \n", "ZXDC 0.207162 -0.498437 \n", "ZYX 0.515698 -0.059634 \n", "ZZEF1 -0.355968 -0.811313 \n", "ZZZ3 -0.409015 -0.177657 \n", "\n", "[12327 rows x 10 columns]" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/markdown": [ "All LIMMA-VOOM batch signatures" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "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", "
CPC009_A549_24HCPC006_A375_24HCPC006_HA1E_24HCPC009_MCF7_24HCPC006_HT29_24HCPC006_MCF7_24HCPC006_HCC515_24HCPC009_PC3_24HCPC006_A549_24HCPC006_PC3_24H
Gene
A1CF0.530413-0.432861-1.0573380.233817-1.426047-0.461192-1.151080-0.065431-0.299872-0.723968
A2M-0.9854430.198667-0.6405930.060802-1.045904-1.2563540.612243-0.8576671.195174-0.221229
A4GALT1.041888-0.0840931.4574040.835355-0.6712891.2633571.5417950.3061850.5867690.992215
A4GNT-0.803284-0.518001-0.693777-0.182461-1.089057-0.957077-0.420382-0.310522-0.146902-0.778560
AAAS-0.7018991.2500100.8168070.467396-0.1234321.7629980.9248931.1606330.0860071.044281
.................................
ZXDB0.588070-1.086361-0.6977611.473848-1.582549-1.2728001.158135-1.8599021.794068-0.842987
ZXDC-0.3507360.191458-0.8990010.1143940.963724-0.581834-0.111469-0.6883860.209948-0.491523
ZYX0.6669520.3465840.8942560.0609870.4944380.1234180.0363960.1558010.511624-0.059739
ZZEF1-0.009334-0.559051-1.2708321.215608-0.369780-0.257917-1.0620950.325266-0.358077-0.809179
ZZZ3-0.2255310.446982-0.344768-2.3640380.6127560.0312020.0174091.246159-0.412010-0.178105
\n", "

12327 rows × 10 columns

\n", "
" ], "text/plain": [ " CPC009_A549_24H CPC006_A375_24H CPC006_HA1E_24H CPC009_MCF7_24H \\\n", "Gene \n", "A1CF 0.530413 -0.432861 -1.057338 0.233817 \n", "A2M -0.985443 0.198667 -0.640593 0.060802 \n", "A4GALT 1.041888 -0.084093 1.457404 0.835355 \n", "A4GNT -0.803284 -0.518001 -0.693777 -0.182461 \n", "AAAS -0.701899 1.250010 0.816807 0.467396 \n", "... ... ... ... ... \n", "ZXDB 0.588070 -1.086361 -0.697761 1.473848 \n", "ZXDC -0.350736 0.191458 -0.899001 0.114394 \n", "ZYX 0.666952 0.346584 0.894256 0.060987 \n", "ZZEF1 -0.009334 -0.559051 -1.270832 1.215608 \n", "ZZZ3 -0.225531 0.446982 -0.344768 -2.364038 \n", "\n", " CPC006_HT29_24H CPC006_MCF7_24H CPC006_HCC515_24H CPC009_PC3_24H \\\n", "Gene \n", "A1CF -1.426047 -0.461192 -1.151080 -0.065431 \n", "A2M -1.045904 -1.256354 0.612243 -0.857667 \n", "A4GALT -0.671289 1.263357 1.541795 0.306185 \n", "A4GNT -1.089057 -0.957077 -0.420382 -0.310522 \n", "AAAS -0.123432 1.762998 0.924893 1.160633 \n", "... ... ... ... ... \n", "ZXDB -1.582549 -1.272800 1.158135 -1.859902 \n", "ZXDC 0.963724 -0.581834 -0.111469 -0.688386 \n", "ZYX 0.494438 0.123418 0.036396 0.155801 \n", "ZZEF1 -0.369780 -0.257917 -1.062095 0.325266 \n", "ZZZ3 0.612756 0.031202 0.017409 1.246159 \n", "\n", " CPC006_A549_24H CPC006_PC3_24H \n", "Gene \n", "A1CF -0.299872 -0.723968 \n", "A2M 1.195174 -0.221229 \n", "A4GALT 0.586769 0.992215 \n", "A4GNT -0.146902 -0.778560 \n", "AAAS 0.086007 1.044281 \n", "... ... ... \n", "ZXDB 1.794068 -0.842987 \n", "ZXDC 0.209948 -0.491523 \n", "ZYX 0.511624 -0.059739 \n", "ZZEF1 -0.358077 -0.809179 \n", "ZZZ3 -0.412010 -0.178105 \n", "\n", "[12327 rows x 10 columns]" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/markdown": [ "All RANKSUM batch signatures" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "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", "
CPC009_A549_24HCPC006_A375_24HCPC006_HA1E_24HCPC009_MCF7_24HCPC006_HT29_24HCPC006_MCF7_24HCPC006_HCC515_24HCPC009_PC3_24HCPC006_A549_24HCPC006_PC3_24H
Gene
A1CF0.782361-0.417907-2.0636960.782913-2.4125020.269830-1.5691260.777130-0.869339-0.653255
A2M-1.2625220.120335-0.5388140.079282-1.368122-2.0559851.065474-1.0527771.217205-0.420350
A4GALT1.383402-0.2272991.7429111.248697-0.8072511.7101921.5427120.2275251.8388121.132939
A4GNT-0.9703960.006530-0.5757010.052855-1.996264-1.0919300.7194180.126637-0.660620-0.838930
AAAS-1.3028161.6632310.7416920.670597-0.3502292.5170420.4365771.0346260.0208070.966747
.................................
ZXDB0.849516-1.035439-1.1434971.704571-1.905869-1.3799441.396988-2.1287721.862220-1.568344
ZXDC-0.5305280.761498-1.0295420.3617261.300430-0.2542850.368019-0.7066360.598199-0.123685
ZYX1.020763-0.1091410.9478640.0445960.241755-0.164244-0.387013-0.6070140.518223-0.814134
ZZEF1-0.134311-0.208021-1.6671601.519579-0.0660100.232875-1.0070070.497262-0.531877-0.807345
ZZZ3-0.2820530.350121-0.563844-1.6418060.516304-0.231702-0.2329801.427624-1.148282-0.231429
\n", "

12327 rows × 10 columns

\n", "
" ], "text/plain": [ " CPC009_A549_24H CPC006_A375_24H CPC006_HA1E_24H CPC009_MCF7_24H \\\n", "Gene \n", "A1CF 0.782361 -0.417907 -2.063696 0.782913 \n", "A2M -1.262522 0.120335 -0.538814 0.079282 \n", "A4GALT 1.383402 -0.227299 1.742911 1.248697 \n", "A4GNT -0.970396 0.006530 -0.575701 0.052855 \n", "AAAS -1.302816 1.663231 0.741692 0.670597 \n", "... ... ... ... ... \n", "ZXDB 0.849516 -1.035439 -1.143497 1.704571 \n", "ZXDC -0.530528 0.761498 -1.029542 0.361726 \n", "ZYX 1.020763 -0.109141 0.947864 0.044596 \n", "ZZEF1 -0.134311 -0.208021 -1.667160 1.519579 \n", "ZZZ3 -0.282053 0.350121 -0.563844 -1.641806 \n", "\n", " CPC006_HT29_24H CPC006_MCF7_24H CPC006_HCC515_24H CPC009_PC3_24H \\\n", "Gene \n", "A1CF -2.412502 0.269830 -1.569126 0.777130 \n", "A2M -1.368122 -2.055985 1.065474 -1.052777 \n", "A4GALT -0.807251 1.710192 1.542712 0.227525 \n", "A4GNT -1.996264 -1.091930 0.719418 0.126637 \n", "AAAS -0.350229 2.517042 0.436577 1.034626 \n", "... ... ... ... ... \n", "ZXDB -1.905869 -1.379944 1.396988 -2.128772 \n", "ZXDC 1.300430 -0.254285 0.368019 -0.706636 \n", "ZYX 0.241755 -0.164244 -0.387013 -0.607014 \n", "ZZEF1 -0.066010 0.232875 -1.007007 0.497262 \n", "ZZZ3 0.516304 -0.231702 -0.232980 1.427624 \n", "\n", " CPC006_A549_24H CPC006_PC3_24H \n", "Gene \n", "A1CF -0.869339 -0.653255 \n", "A2M 1.217205 -0.420350 \n", "A4GALT 1.838812 1.132939 \n", "A4GNT -0.660620 -0.838930 \n", "AAAS 0.020807 0.966747 \n", "... ... ... \n", "ZXDB 1.862220 -1.568344 \n", "ZXDC 0.598199 -0.123685 \n", "ZYX 0.518223 -0.814134 \n", "ZZEF1 -0.531877 -0.807345 \n", "ZZZ3 -1.148282 -0.231429 \n", "\n", "[12327 rows x 10 columns]" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/markdown": [ "All TTEST batch signatures" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "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", "
CPC009_A549_24HCPC006_A375_24HCPC006_HA1E_24HCPC009_MCF7_24HCPC006_HT29_24HCPC006_MCF7_24HCPC006_HCC515_24HCPC009_PC3_24HCPC006_A549_24HCPC006_PC3_24H
Gene
A1CF0.600913-0.815173-4.6378470.283788-3.953539-2.726108-2.466058-0.305456-0.320777-3.318610
A2M-9.7279570.178960-0.6075080.055592-1.315067-2.8948560.621131-1.6193111.029799-0.350408
A4GALT2.934027-0.1873632.3331862.107487-1.0153741.8837322.5541630.8253120.5197741.478609
A4GNT-1.084934-1.452731-6.601442-0.197389-3.900530-4.730529-3.498468-1.255108-0.246314-5.220164
AAAS-1.0046283.8401681.7418880.993238-0.1656914.2855301.7951431.3967590.0516272.359116
.................................
ZXDB0.748831-1.477842-0.5949051.966396-3.129890-1.6666871.818086-3.6032971.817554-1.892693
ZXDC-2.4648520.246233-1.5420900.1611201.703616-1.192863-0.533967-1.7255560.166390-1.068104
ZYX13.0148750.4983272.1746160.1273870.7734100.128454-0.1501600.5948750.591836-0.279141
ZZEF1-0.353694-2.341365-3.9942311.719959-0.754950-0.232539-2.7638370.462720-1.006280-2.492458
ZZZ3-0.5714920.500864-0.563517-1.2415461.1733090.015091-0.0417271.782880-1.103177-0.277392
\n", "

12327 rows × 10 columns

\n", "
" ], "text/plain": [ " CPC009_A549_24H CPC006_A375_24H CPC006_HA1E_24H CPC009_MCF7_24H \\\n", "Gene \n", "A1CF 0.600913 -0.815173 -4.637847 0.283788 \n", "A2M -9.727957 0.178960 -0.607508 0.055592 \n", "A4GALT 2.934027 -0.187363 2.333186 2.107487 \n", "A4GNT -1.084934 -1.452731 -6.601442 -0.197389 \n", "AAAS -1.004628 3.840168 1.741888 0.993238 \n", "... ... ... ... ... \n", "ZXDB 0.748831 -1.477842 -0.594905 1.966396 \n", "ZXDC -2.464852 0.246233 -1.542090 0.161120 \n", "ZYX 13.014875 0.498327 2.174616 0.127387 \n", "ZZEF1 -0.353694 -2.341365 -3.994231 1.719959 \n", "ZZZ3 -0.571492 0.500864 -0.563517 -1.241546 \n", "\n", " CPC006_HT29_24H CPC006_MCF7_24H CPC006_HCC515_24H CPC009_PC3_24H \\\n", "Gene \n", "A1CF -3.953539 -2.726108 -2.466058 -0.305456 \n", "A2M -1.315067 -2.894856 0.621131 -1.619311 \n", "A4GALT -1.015374 1.883732 2.554163 0.825312 \n", "A4GNT -3.900530 -4.730529 -3.498468 -1.255108 \n", "AAAS -0.165691 4.285530 1.795143 1.396759 \n", "... ... ... ... ... \n", "ZXDB -3.129890 -1.666687 1.818086 -3.603297 \n", "ZXDC 1.703616 -1.192863 -0.533967 -1.725556 \n", "ZYX 0.773410 0.128454 -0.150160 0.594875 \n", "ZZEF1 -0.754950 -0.232539 -2.763837 0.462720 \n", "ZZZ3 1.173309 0.015091 -0.041727 1.782880 \n", "\n", " CPC006_A549_24H CPC006_PC3_24H \n", "Gene \n", "A1CF -0.320777 -3.318610 \n", "A2M 1.029799 -0.350408 \n", "A4GALT 0.519774 1.478609 \n", "A4GNT -0.246314 -5.220164 \n", "AAAS 0.051627 2.359116 \n", "... ... ... \n", "ZXDB 1.817554 -1.892693 \n", "ZXDC 0.166390 -1.068104 \n", "ZYX 0.591836 -0.279141 \n", "ZZEF1 -1.006280 -2.492458 \n", "ZZZ3 -1.103177 -0.277392 \n", "\n", "[12327 rows x 10 columns]" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/markdown": [ "All MODZ batch signatures" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "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", "
CPC009_A549_24HCPC006_A375_24HCPC006_HA1E_24HCPC009_MCF7_24HCPC006_HT29_24HCPC006_MCF7_24HCPC006_HCC515_24HCPC009_PC3_24HCPC006_A549_24HCPC006_PC3_24H
Gene
A1CF0.34-0.14-0.961.00-1.470.21-0.510.010.440.02
A2M-0.72-0.19-0.410.18-0.08-0.390.85-0.471.640.39
A4GALT0.59-0.130.191.32-0.840.66-0.01-0.311.500.38
A4GNT-0.71-0.61-1.030.75-1.15-0.240.38-0.310.630.04
AAAS-1.420.25-0.850.75-0.620.38-0.300.200.12-0.15
.................................
ZXDB0.10-0.64-0.951.75-0.58-0.300.44-1.071.07-0.42
ZXDC-0.390.10-0.870.830.120.16-0.06-0.580.97-0.12
ZYX0.65-0.580.190.060.03-0.10-0.07-0.28-0.23-0.39
ZZEF1-0.160.23-0.501.33-0.37-0.27-0.31-0.010.02-0.05
ZZZ3-0.420.02-0.16-1.91-0.35-0.21-0.160.760.110.08
\n", "

12327 rows × 10 columns

\n", "
" ], "text/plain": [ " CPC009_A549_24H CPC006_A375_24H CPC006_HA1E_24H CPC009_MCF7_24H \\\n", "Gene \n", "A1CF 0.34 -0.14 -0.96 1.00 \n", "A2M -0.72 -0.19 -0.41 0.18 \n", "A4GALT 0.59 -0.13 0.19 1.32 \n", "A4GNT -0.71 -0.61 -1.03 0.75 \n", "AAAS -1.42 0.25 -0.85 0.75 \n", "... ... ... ... ... \n", "ZXDB 0.10 -0.64 -0.95 1.75 \n", "ZXDC -0.39 0.10 -0.87 0.83 \n", "ZYX 0.65 -0.58 0.19 0.06 \n", "ZZEF1 -0.16 0.23 -0.50 1.33 \n", "ZZZ3 -0.42 0.02 -0.16 -1.91 \n", "\n", " CPC006_HT29_24H CPC006_MCF7_24H CPC006_HCC515_24H CPC009_PC3_24H \\\n", "Gene \n", "A1CF -1.47 0.21 -0.51 0.01 \n", "A2M -0.08 -0.39 0.85 -0.47 \n", "A4GALT -0.84 0.66 -0.01 -0.31 \n", "A4GNT -1.15 -0.24 0.38 -0.31 \n", "AAAS -0.62 0.38 -0.30 0.20 \n", "... ... ... ... ... \n", "ZXDB -0.58 -0.30 0.44 -1.07 \n", "ZXDC 0.12 0.16 -0.06 -0.58 \n", "ZYX 0.03 -0.10 -0.07 -0.28 \n", "ZZEF1 -0.37 -0.27 -0.31 -0.01 \n", "ZZZ3 -0.35 -0.21 -0.16 0.76 \n", "\n", " CPC006_A549_24H CPC006_PC3_24H \n", "Gene \n", "A1CF 0.44 0.02 \n", "A2M 1.64 0.39 \n", "A4GALT 1.50 0.38 \n", "A4GNT 0.63 0.04 \n", "AAAS 0.12 -0.15 \n", "... ... ... \n", "ZXDB 1.07 -0.42 \n", "ZXDC 0.97 -0.12 \n", "ZYX -0.23 -0.39 \n", "ZZEF1 0.02 -0.05 \n", "ZZZ3 0.11 0.08 \n", "\n", "[12327 rows x 10 columns]" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/markdown": [ "All FC batch signatures" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "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", "
CPC009_A549_24HCPC006_A375_24HCPC006_HA1E_24HCPC009_MCF7_24HCPC006_HT29_24HCPC006_MCF7_24HCPC006_HCC515_24HCPC009_PC3_24HCPC006_A549_24HCPC006_PC3_24H
Gene
A1CF0.054025-0.057449-0.2561820.025282-0.184498-0.090305-0.134439-0.033161-0.039201-0.158875
A2M-0.2258730.017373-0.0862720.020151-0.117227-0.1942160.052870-0.1141150.202267-0.024419
A4GALT0.064774-0.0017290.0426840.049822-0.0132580.0280680.0463360.0130170.0316200.019167
A4GNT-0.079883-0.028826-0.074368-0.009831-0.076852-0.058964-0.052952-0.024717-0.011731-0.071222
AAAS-0.0465970.0437870.0380410.029721-0.0033220.0516540.0324980.0405680.0042240.023722
.................................
ZXDB0.023491-0.019754-0.0142450.065967-0.031598-0.0170980.024613-0.0422190.045476-0.016062
ZXDC-0.0432770.003964-0.0535410.0130450.028926-0.028414-0.009909-0.0362270.009077-0.019981
ZYX0.0653770.0141560.0629930.0077900.0271310.003019-0.0063080.0073570.044630-0.006935
ZZEF1-0.005162-0.032865-0.0826740.077580-0.017674-0.004313-0.0596060.021032-0.027045-0.026066
ZZZ3-0.0334730.014170-0.013333-0.1780280.0182400.001494-0.0002760.068013-0.030140-0.004346
\n", "

12327 rows × 10 columns

\n", "
" ], "text/plain": [ " CPC009_A549_24H CPC006_A375_24H CPC006_HA1E_24H CPC009_MCF7_24H \\\n", "Gene \n", "A1CF 0.054025 -0.057449 -0.256182 0.025282 \n", "A2M -0.225873 0.017373 -0.086272 0.020151 \n", "A4GALT 0.064774 -0.001729 0.042684 0.049822 \n", "A4GNT -0.079883 -0.028826 -0.074368 -0.009831 \n", "AAAS -0.046597 0.043787 0.038041 0.029721 \n", "... ... ... ... ... \n", "ZXDB 0.023491 -0.019754 -0.014245 0.065967 \n", "ZXDC -0.043277 0.003964 -0.053541 0.013045 \n", "ZYX 0.065377 0.014156 0.062993 0.007790 \n", "ZZEF1 -0.005162 -0.032865 -0.082674 0.077580 \n", "ZZZ3 -0.033473 0.014170 -0.013333 -0.178028 \n", "\n", " CPC006_HT29_24H CPC006_MCF7_24H CPC006_HCC515_24H CPC009_PC3_24H \\\n", "Gene \n", "A1CF -0.184498 -0.090305 -0.134439 -0.033161 \n", "A2M -0.117227 -0.194216 0.052870 -0.114115 \n", "A4GALT -0.013258 0.028068 0.046336 0.013017 \n", "A4GNT -0.076852 -0.058964 -0.052952 -0.024717 \n", "AAAS -0.003322 0.051654 0.032498 0.040568 \n", "... ... ... ... ... \n", "ZXDB -0.031598 -0.017098 0.024613 -0.042219 \n", "ZXDC 0.028926 -0.028414 -0.009909 -0.036227 \n", "ZYX 0.027131 0.003019 -0.006308 0.007357 \n", "ZZEF1 -0.017674 -0.004313 -0.059606 0.021032 \n", "ZZZ3 0.018240 0.001494 -0.000276 0.068013 \n", "\n", " CPC006_A549_24H CPC006_PC3_24H \n", "Gene \n", "A1CF -0.039201 -0.158875 \n", "A2M 0.202267 -0.024419 \n", "A4GALT 0.031620 0.019167 \n", "A4GNT -0.011731 -0.071222 \n", "AAAS 0.004224 0.023722 \n", "... ... ... \n", "ZXDB 0.045476 -0.016062 \n", "ZXDC 0.009077 -0.019981 \n", "ZYX 0.044630 -0.006935 \n", "ZZEF1 -0.027045 -0.026066 \n", "ZZZ3 -0.030140 -0.004346 \n", "\n", "[12327 rows x 10 columns]" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "all_signatures = {}\n", "\n", "all_signatures['cd_all']= pd.concat([\n", " df['CD-coefficient'].rename(b) for (b, df) in batch_signatures['cd'].items()\n", "], axis=1).sort_index().rename_axis('Gene')\n", "all_signatures['limma_all'] = pd.concat([\n", " df['t'].rename(b) for (b, df) in batch_signatures['limma'].items()\n", "], axis=1).sort_index().rename_axis('Gene')\n", "all_signatures['limma-voom_all'] = pd.concat([\n", " df['t'].rename(b) for (b, df) in batch_signatures['limma-voom'].items()\n", "], axis=1).sort_index().rename_axis('Gene')\n", "all_signatures['ranksum_all'] = pd.concat([\n", " df['Statistic'].rename(b) for (b, df) in batch_signatures['ranksum'].items()\n", "], axis=1).sort_index().rename_axis('Gene')\n", "all_signatures['ttest_all'] = pd.concat([\n", " df['Statistic'].rename(b) for (b, df) in batch_signatures['ttest'].items()\n", "], axis=1).sort_index().rename_axis('Gene')\n", "all_signatures['modz_all'] = pd.concat([\n", " df['MODZ'].rename(b) for (b, df) in batch_signatures['modz'].items()\n", "], axis=1).sort_index().rename_axis('Gene')\n", "all_signatures['fc_all'] = pd.concat([\n", " df['logFC'].rename(b) for (b, df) in batch_signatures['fc'].items()\n", "], axis=1).sort_index().rename_axis('Gene')\n", "\n", "for k in all_signatures.keys(): \n", " method = k.split('_')[0].upper()\n", " display(Markdown(f\"All {method} batch signatures\"))\n", " display(all_signatures[k])" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Enrichment Analysis Rankings" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [], "source": [ "# Function to get Enrichr Results\n", "\n", "def getEnrichrLibrary(library_name): \n", " ENRICHR_URL = f'https://maayanlab.cloud/Enrichr/geneSetLibrary?mode=json&libraryName={library_name}'\n", " resp = requests.get(ENRICHR_URL)\n", " if not resp.ok: \n", " raise Exception(f\"Error downloading {library_name} library from Enrichr, please try again.\")\n", " return resp.json()[library_name]['terms']\n", "\n", "def getLibraryIter(libdict):\n", " for k,v in libdict.items():\n", " if type(v) == list:\n", " yield k, v\n", " else:\n", " yield k, list(v.keys())\n", "\n", "def enrich(gene_list, lib_json, name): \n", " all_terms = list(lib_json.keys())\n", " termranks = []\n", " enrich_res = enrich_crisp(gene_list, getLibraryIter(lib_json), 20000, False)\n", " enrich_res = [[r[0], r[1].pvalue] for r in enrich_res]\n", " sorted_res = sorted(enrich_res, key=lambda x: x[1])\n", " for i in range(len(sorted_res)): \n", " termranks.append([name, sorted_res[i][0], i])\n", " for t in set(all_terms).difference([x[1] for x in termranks]): \n", " i+=1\n", " termranks.append([name, t, i])\n", " return pd.DataFrame(termranks, columns=['Gene_Set', 'Term', 'Rank'])" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [], "source": [ "chea2022 = getEnrichrLibrary('ChEA_2022')" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [], "source": [ "# Get gene lists to put into Enrichr\n", "gene_lists = {}\n", "for m in all_signatures.keys():\n", " mname = m.split('_')[0]\n", " gene_lists[mname] = {'up': {}, 'down': {}, 'combined': {}}\n", " for col in all_signatures[m].columns: \n", " gene_lists[mname]['up'][col] = all_signatures[m][col].sort_values(ascending=False).index.tolist()[:100]\n", " gene_lists[mname]['down'][col] = all_signatures[m][col].sort_values(ascending=True).index.tolist()[:100]\n", " gene_lists[mname]['combined'][col] = gene_lists[mname]['up'][col] + gene_lists[mname]['down'][col]" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [], "source": [ "# Get results\n", "chea2022_results = []\n", "\n", "for m in gene_lists.keys(): \n", " for sig in gene_lists[m]['up'].keys(): \n", " chea2022_results.append(enrich(gene_lists[m]['up'][sig], chea2022, f\"{sig}:{m}:up:ChEA 2022\"))\n", " chea2022_results.append(enrich(gene_lists[m]['down'][sig], chea2022, f\"{sig}:{m}:down:ChEA 2022\"))\n", " chea2022_results.append(enrich(gene_lists[m]['combined'][sig], chea2022, f\"{sig}:{m}:combined:ChEA 2022\"))\n", "\n", "chea2022_df = pd.concat(chea2022_results, axis=0)" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [], "source": [ "targets = [\n", " 'NR3C1', \n", " 'NR1I2',\n", " 'NR0B1'\n", "]\n", "\n", "dex_chea2022_df = chea2022_df[chea2022_df['Term'].apply(lambda term: any(t in term for t in targets))]\n", "dex_chea2022_df['Library'] = 'ChEA 2022'" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [], "source": [ "def createResultsDf(df):\n", " df['Method'] = df['Gene_Set'].apply(lambda x: x.split(':')[1])\n", " df['Direction'] = df['Gene_Set'].apply(lambda x: x.split(':')[2])\n", " df['Method_Direction'] = df.apply(lambda row: row.Method + ':' + row.Direction, axis=1)\n", " df['TF'] = df['Term'].apply(lambda x: x.split(' ')[0].split('_')[0])\n", " df['Cell'] = df['Gene_Set'].apply(lambda x: x.split(':')[0].split('_')[1])\n", " df['Batch'] = df['Gene_Set'].apply(lambda x: x.split(':')[0])" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [], "source": [ "createResultsDf(dex_chea2022_df)" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [], "source": [ "full_df = dex_chea2022_df\n", "\n", "up_df = full_df[full_df['Direction'] == 'up']\n", "down_df = full_df[full_df['Direction'] == 'down']\n", "combined_df = full_df[full_df['Direction'] == 'combined']" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "text/markdown": [ "Mean ranks of Dexamethasone target TF terms for up genes from each method." ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "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", "
Rank
TFLibraryMethod
NR0B1ChEA 2022cd172.600000
ttest182.900000
limma195.500000
ranksum210.200000
limma-voom217.000000
modz239.100000
fc269.700000
NR1I2ChEA 2022fc126.700000
cd129.200000
modz225.300000
ranksum247.600000
limma-voom260.400000
limma299.300000
ttest442.500000
NR3C1ChEA 2022fc252.516667
cd298.033333
limma-voom304.466667
modz318.266667
limma349.933333
ranksum355.450000
ttest445.566667
\n", "
" ], "text/plain": [ " Rank\n", "TF Library Method \n", "NR0B1 ChEA 2022 cd 172.600000\n", " ttest 182.900000\n", " limma 195.500000\n", " ranksum 210.200000\n", " limma-voom 217.000000\n", " modz 239.100000\n", " fc 269.700000\n", "NR1I2 ChEA 2022 fc 126.700000\n", " cd 129.200000\n", " modz 225.300000\n", " ranksum 247.600000\n", " limma-voom 260.400000\n", " limma 299.300000\n", " ttest 442.500000\n", "NR3C1 ChEA 2022 fc 252.516667\n", " cd 298.033333\n", " limma-voom 304.466667\n", " modz 318.266667\n", " limma 349.933333\n", " ranksum 355.450000\n", " ttest 445.566667" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/markdown": [ "Mean ranks of Dexamethasone target TF terms for down genes from each method." ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "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", "
Rank
TFLibraryMethod
NR0B1ChEA 2022ranksum135.100000
limma-voom156.600000
cd161.500000
limma226.600000
modz262.300000
ttest316.100000
fc354.700000
NR1I2ChEA 2022cd238.200000
ttest337.000000
modz364.800000
ranksum421.000000
limma429.300000
fc435.000000
limma-voom485.900000
NR3C1ChEA 2022fc255.916667
limma328.116667
ttest329.333333
cd341.833333
ranksum370.533333
limma-voom421.383333
modz433.116667
\n", "
" ], "text/plain": [ " Rank\n", "TF Library Method \n", "NR0B1 ChEA 2022 ranksum 135.100000\n", " limma-voom 156.600000\n", " cd 161.500000\n", " limma 226.600000\n", " modz 262.300000\n", " ttest 316.100000\n", " fc 354.700000\n", "NR1I2 ChEA 2022 cd 238.200000\n", " ttest 337.000000\n", " modz 364.800000\n", " ranksum 421.000000\n", " limma 429.300000\n", " fc 435.000000\n", " limma-voom 485.900000\n", "NR3C1 ChEA 2022 fc 255.916667\n", " limma 328.116667\n", " ttest 329.333333\n", " cd 341.833333\n", " ranksum 370.533333\n", " limma-voom 421.383333\n", " modz 433.116667" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/markdown": [ "Mean ranks of Dexamethasone target TF terms for combined up and down genes from each method." ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "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", "
Rank
TFLibraryMethod
NR0B1ChEA 2022limma-voom116.200000
ranksum123.600000
cd129.000000
limma171.300000
modz196.800000
ttest202.700000
fc306.200000
NR1I2ChEA 2022cd138.700000
fc251.000000
modz258.100000
ranksum334.100000
limma-voom355.900000
limma362.900000
ttest413.500000
NR3C1ChEA 2022fc206.933333
limma302.333333
cd308.500000
limma-voom337.716667
ranksum339.300000
modz354.550000
ttest397.850000
\n", "
" ], "text/plain": [ " Rank\n", "TF Library Method \n", "NR0B1 ChEA 2022 limma-voom 116.200000\n", " ranksum 123.600000\n", " cd 129.000000\n", " limma 171.300000\n", " modz 196.800000\n", " ttest 202.700000\n", " fc 306.200000\n", "NR1I2 ChEA 2022 cd 138.700000\n", " fc 251.000000\n", " modz 258.100000\n", " ranksum 334.100000\n", " limma-voom 355.900000\n", " limma 362.900000\n", " ttest 413.500000\n", "NR3C1 ChEA 2022 fc 206.933333\n", " limma 302.333333\n", " cd 308.500000\n", " limma-voom 337.716667\n", " ranksum 339.300000\n", " modz 354.550000\n", " ttest 397.850000" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "display(Markdown(f\"Mean ranks of Dexamethasone target TF terms for up genes from each method.\"))\n", "display(up_df.groupby(['TF', 'Library', 'Method']).mean(numeric_only=True).sort_values(['TF', 'Library', 'Rank']))\n", "display(Markdown(f\"Mean ranks of Dexamethasone target TF terms for down genes from each method.\"))\n", "display(down_df.groupby(['TF', 'Library', 'Method']).mean(numeric_only=True).sort_values(['TF', 'Library', 'Rank']))\n", "display(Markdown(f\"Mean ranks of Dexamethasone target TF terms for combined up and down genes from each method.\"))\n", "display(combined_df.groupby(['TF', 'Library', 'Method']).mean(numeric_only=True).sort_values(['TF', 'Library', 'Rank']))" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [], "source": [ "# bootstrap random results\n", "random_arr_chea2022 = []\n", "for i in range(10):\n", " rand_100 = sample(combined_expr_df.index.tolist(), 100)\n", " rand_200 = sample(combined_expr_df.index.tolist(), 200)\n", "\n", " random_arr_chea2022.append(enrich(rand_100, chea2022, 'random:100'))\n", " random_arr_chea2022.append(enrich(rand_200, chea2022, 'random:200'))\n", "\n", "rand_chea2022_df = pd.concat(random_arr_chea2022, axis=0)\n", "rand_chea2022_df['Library'] = 'ChEA 2022'\n", "rand_chea2022_df['TF'] = rand_chea2022_df['Term'].apply(lambda x: x.split(' ')[0])\n", "\n", "rand_df = rand_chea2022_df\n", "rand_df = rand_df[rand_df['TF'].isin(['NR3C1', 'NR0B1', 'NR1I2'])]\n", "rand_df['Method'] = 'random'" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "# Boxplots" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [ { "data": { "image/png": "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" }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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" }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# with ChEA manual libraries\n", "method_color_map = {\n", " 'random': '#000000',\n", " 'cd': '#117733',\n", " 'limma': '#88CCEE',\n", " 'limma-voom': '#DDCC77',\n", " 'fc': '#CC6677',\n", " 'ttest': '#AA4499',\n", " 'ranksum': '#44AA99',\n", " 'modz': '#882255'\n", "}\n", "for tf in full_df['TF'].unique():\n", " sub_df = full_df[full_df['TF'] == tf]\n", " sub_df = sub_df[sub_df['Cell'] == 'A375']\n", " sub_df = sub_df[sub_df['Term'].apply(lambda x: 'MLEC' not in x and 'Wistar' not in x)]\n", " order = sub_df.groupby('Method_Direction').mean(numeric_only=True).sort_values('Rank').index.map(lambda x: x.split(':')[0]).unique()\n", " sub_df['Method'] = pd.Categorical(sub_df['Method'], order)\n", " sub_df['Direction'] = pd.Categorical(sub_df['Direction'], ['up', 'combined', 'down'])\n", " sub_df = sub_df.sort_values(by=['Direction', 'Method'])\n", "\n", " fig1 = go.Figure()\n", " for method in sub_df['Method'].unique():\n", " m_df = sub_df[sub_df['Method'] == method]\n", " fig1.add_trace(\n", " go.Box(\n", " x=m_df[m_df['Method'] == method]['Direction'],\n", " y=m_df[m_df['Method'] == method]['Rank'],\n", " name=method.replace('fc', 'logfc'), \n", " marker_color=method_color_map[method]\n", " )\n", " )\n", " sub_rand_df = rand_df[rand_df['TF'] == tf]\n", " fig1.add_trace(\n", " go.Box(\n", " x=sub_rand_df['Method'],\n", " y=sub_rand_df['Rank'],\n", " name='random',\n", " marker_color='black'\n", " )\n", " )\n", " fig1.update_layout(\n", " width=800,\n", " boxmode='group',\n", " boxgap=0.1,\n", " xaxis={\n", " 'title': {'text': 'Direction'}, \n", " },\n", " yaxis={\n", " 'title': {'text': 'Gene Set Rank'}\n", " },\n", " legend_title_text='Method'\n", " )\n", "\n", " fig1.show(\"png\")\n", " if tf == 'NR3C1': \n", " fig1.write_image('/Users/maayanlab/Documents/manuscripts/dex-benchmark/revised_figures/3D_300dpi.png', scale=(800/300))" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "data": { "image/png": "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" }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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" }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "method_color_map = {\n", " 'up': '#648FFF',\n", " 'down': '#DC267F', \n", " 'combined': '#785EF0'\n", "}\n", "for tf in full_df['TF'].unique():\n", " fig1 = go.Figure()\n", " sub_df = full_df[full_df['TF'] == tf]\n", " sub_df = sub_df[sub_df['Cell'] == 'A375']\n", " sub_df = sub_df[sub_df['Term'].apply(lambda x: 'MLEC' not in x and 'Wistar' not in x)]\n", " order = sub_df.groupby(['Method_Direction']).mean(numeric_only=True).sort_values('Rank').index.map(lambda x: x.split(':')[0]).unique()\n", " sub_df['Method'] = pd.Categorical(sub_df['Method'], order)\n", " sub_df['Method'] = sub_df['Method'].apply(lambda x: x.replace('fc', 'logfc'))\n", " sub_df = sub_df.sort_values(by=['Method'])\n", " for d in ['up', 'combined', 'down']:\n", " d_df = sub_df[sub_df['Direction'] == d]\n", " fig1.add_trace(\n", " go.Box(\n", " x=d_df['Method'],\n", " y=d_df['Rank'],\n", " name=d, \n", " marker_color=method_color_map[d]\n", " )\n", " )\n", " sub_rand_df = rand_df[rand_df['TF'] == tf]\n", " fig1.add_trace(\n", " go.Box(\n", " x=sub_rand_df['Method'],\n", " y=sub_rand_df['Rank'],\n", " name='random',\n", " marker_color='black'\n", " )\n", " )\n", " fig1.update_layout(\n", " width=800,\n", " boxmode='group',\n", " boxgap=0.1,\n", " xaxis={\n", " 'title': {'text': 'Method'}, \n", " },\n", " yaxis={\n", " 'title': {'text': 'Gene Set Rank'}\n", " },\n", " legend_title_text=\"Direction\"\n", " )\n", " fig1.show(\"png\")\n", " if tf=='NR3C1': \n", " fig1.write_image('/Users/maayanlab/Documents/manuscripts/dex-benchmark/revised_figures/3C_300dpi.png', scale=(800/300))" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "data": { "image/png": "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" }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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" }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAArwAAAH0CAYAAADfWf7fAAAgAElEQVR4XuydB5gUxbqGv13YRHCBJSsoYEAvBhQ8xwgmEEQFFBRQRAQEQRRRAREBJYgJFcEACuYcQRCUJIqZoJgIikjOaQMb7/MXp4eZ2Zmdnqnunpmer5/n3Cs7lfr9q7vfrq6uTiopKSkBNxIgARIgARIgARIgARJwKYEkCq9LI8vdIgESIAESIAESIAESUAQovOwIJEACJEACJEACJEACriZA4XV1eLlzJEACJEACJEACJEACFF72ARIgARIgARIgARIgAVcToPC6OrzcORIgARIgARIgARIgAQov+wAJkAAJkAAJkAAJkICrCVB4XR1e7hwJkAAJkAAJkAAJkACFl32ABEiABEiABEiABEjA1QQovK4OL3eOBEiABEiABEiABEiAwss+QAIkQAIkQAIkQAIk4GoCFF5Xh5c7RwIkQAIkQAIkQAIkQOFlHyABEiABEiABEiABEnA1AQqvq8PLnSMBEiABEiABEiABEqDwsg+QAAmQAAmQAAmQAAm4mgCF19Xh5c6RAAmQAAmQAAmQAAlQeNkHSIAESIAESIAESIAEXE2Awuvq8HLnSIAESIAESIAESIAEKLzsAyRAAiRAAiRAAiRAAq4mQOF1dXi5cyRAAiRAAiRAAiRAAhRe9gESIAESIAESIAESIAFXE6Dwujq83DkSIAESIAESIAESIAEKL/sACZAACZAACZAACZCAqwlQeF0dXu4cCZAACZAACZAACZAAhZd9gARIgARIgARIgARIwNUEKLyuDi93jgRIgARIgARIgARIgMLLPkACJEACJEACJEACJOBqAhReV4eXO0cCJEACJEACJEACJEDhZR8gARIgARIgARIgARJwNQEKr6vDy50jARIgARIgARIgARKg8LIPkAAJkAAJkAAJkAAJuJoAhdfV4eXOkQAJkAAJkAAJkAAJUHjZB0iABEiABEiABEiABFxNgMLr6vBy50iABEiABEiABEiABCi87AMkQAIkQAIkQAIkQAKuJkDhdXV4uXMkQAIkQAIkQAIkQAIJLbzFxSXYtHUH0lJTUbN6Fct7Q0FhEZKTklCuXHLEZUsZW7btVG3MqnYUypcr51PWzHlLsf9gDrp1vDTiOuzOuO9ANnbs3IvU1PKoXaMaUlNTglZpNibCZeeuvWrfa2RVQbUqlYOWGU5au1kkcvk//7YOP/78J6645BzUqlE1KIrCoiLk5eUjNaV8mX0l2iylnfOXLMO6fzajuKgYzc44Cf898xRHm1VUVIxtO3ajBED1aplIK+PYcrRhYVR24GAOdu7eh4oVMlC1SmWklPc9x4VRlG1JYyHWtu2cX8EHs3OxfddeFBQUonbNasisXNGpqk3VU1JSgm0796j2ybk/PS3VVD7/RD/9vBorf1uLq1ufj6yqR6mfZ33+DfbsO4Abr20VUZn+mXJy8yDXtEoVMywpj4XoEYg54X131iKMemyG2qve3drhzt7X+uzhlBkfYfKMj/DJy+PQ6Ni66rd7H3oOn87/1iedXFBbtWiOm69rE/DiOuOdzzB5+keQDimbCNPoe3ri4vOaesqRC9lVN91XirCkbXluU9zes2NQUd699wAuaH87bunSFnfd2jnsKM1b/COeeekDdTH13lqeewY6tLkAF593JpKTk3DdraPx14Yt+GHOcyHraN6mr2d/AyV++L4+uLLVuT4/ff3DKvS55zH1t9F334xr27UIWY+R4O2PF+D512Zi2449PnmEye23XFPqwmYmJnJhvG/8VEi7vLeTTzgWIwZ1x+mnNPL8OZy0/jslJ73zr77d1L726noFBvXpZCpttBIF6svSjxsddzSuu+oitLn4P7Y37cU3Z+OJ59/Bq5OG48xTTwhan9zEDR33QsDj3/ZGmqxALrq33PUIvlv+uyfHdVdfjAcGdTdZQuTJpO7ZC77DtNdnYfVfG30KknNi+zbno92l59pyEx95q0vnlDg/M/1DbNyyw+fHExseo/pjnxuuDKs6kf8np76HhsfWUedIq7ZoxtqqfXj6xffx/KszVXEzXxmPhvXrlCp67qLv8dS09/HPxm0+v8k158F7enqkcMl3P6PvkCfKbNrkcXdC8skm1w//87WR+dhjamH2axNM7eYfazfgkclv+hxzklHO/Z3atUC7y85FxQrppsqSRM+89CGefeVjvDd1tCpDthsGjMXyVWvw66LDDlLWJtfTypUysODdiUGTXdxpkLr+fT/7ubDaFqpu/h4ZgZgT3nc+WYjRT7zs2ZsvP3zac6B5d9KPp4/F8Q2OVunuGjUFcrC2u+wcdTeanZOHb376VXW0Y+rUwJvPPuAzAvjWxwvw0MRXlDB36XCJGk166a3ZEEmd8eRQND+jsSp37d+bcPXNwyEH5YX/PR3FxcXIyT2EpT+uUmWLVM976zGfUdcfVvyBNX9vwlsfzVeyGonwysVeLgaydet4mTqB79i1Fyt/W4dvfvxV/V0Et0JGekTC2/7y8wP2lmuuaFFKRIY/PA0fffaVSn/mqSfi1UmlbwCCdb07H3gGn3/5I0QEjj/uaKxdv0ntl9xk9Ot+NQb07ODJajYmf677Fx1vGYHTTmmEC/97GjLS0vDFkp/USUp4zHl9ghrpki2ctP77IH1o3NOv+fzZ6FNyU3SU16jH+Wef6ogwRnaIH85l9GU5HlqcczoKi4qxeesOLPnuF/X7kP5d0L1Ta50qQuY1K7zfLvsNL78zF61aNLNUXEI2MIwEP678EzfdMR5XXPJf3N3venWOOpiTa/toWN6hfAwY/pQ6D0h/b3/5eTihwTGQv0t/N47VQIMFYeye7Um9pemSC87EWaedhF2790GkxpAjM9Lh3VAZ8Tvjsl5KtES4rNqiFWur2i8jjC06DlTXN9n639wBt910dani5Xz3+gdfQK4Pp5x4LMqVK4eP534NeTIj10S5Nhrn1Vffmxeweb/++be6CXtm3B246NzDg0c9B01QkiqDKf5PKOVc7T+oFahg74EwOeZOPbmh6vO/r9mgrv2yvfDo3TiveRPT2KwQ3vS0FCz5aFLQOuX6Kdwnju4f8Ui06R1iwpAEYlZ4W7c8W3Xknte3xeC+R0ZIjU4aSHjnvP4I6h9dU+20PMbuffejEAH1H7mUUVuRUZHVo2tXV+nlIisjNnJQSnrZDEmQE8DYob08MPPzC3Bt75GqDO92SALjDtFIHK7wGhcCkekXH78XDfzuxBd/sxJ3P/gsFn/wZETCG+oA9e4xuXn5aHZ5H3X3K4+NRCq/ePtx1KmVFbJjSYIFXy1TYmoIqDdn2T/vO2OzMZFR21V//O0ZPTAaYnB/ZERfJSGyhZPWzA4ZTxJEqusfXctMFtvSyKhTUlKS6fKD9WURp153P6pu3soaqTBdEYBgbTMrvOHUFSptuJxClWf8/v6nX+KBR1/CtMfuwTnN/s9sNu10L7w2U43CyXH11IO3lxrF3bc/G+OfeV1NHTIjEtoNiqAAOX9e3u1eNWgQ6Fj6fc0/mDD5TY9g+VcRLKZ2Ca8VsbaiH0ZaxrJf1uDG28eiU7uWEHGUm97P3nik1PlDbjQa1KuNuv+7Jgp3uQZc2GGgGqT4Yc7zqJCRFjTiItadbx0FiZ/3tdUQ3uXzpkY0RUnO4y063qHq9RZpoyHyhFPOzfKULZDwBuPmhPCaOTzMxtVsOjN1JmqamBXe5ybchfGTXlePVxa+96TnxG5WeCWgxqNRb+n8e8MWtOs+DBf851Q8N2GwT9xlCoLcja344kX1uD2YJEimgSOeVvP3Zr0y3kdKN2/didxD+Vj790Y18hyu8La9YYjaZ9n/C/5zWsB+KfNWK1fMUCcsY0rDW889oKZoiDDLdvlFZ+Pe265H5UoVPGXII5hwhHfuoh9w16jJuOe265Xwyqi4/HePzpdHfLzIY8fTLump8v+yYLqalhFOTIJVPOPtz/Dos2+pi7yMbpW1hZPWuxwzwrto6Qq88u5c/PLH3yrrf888WY0AylMC2WRUYtDIyWokvfNVF+GDT7/EL3/8peIkU0bkQi8i0Lf7VXhm+gf45sff1NOJjm0vxK03XqluOl54bRZk1EliKX+//ZaOpUZO/Pe/rL5sPHb7ZtYUHPW//iJTOsY//boacduyfbe64MmjZpnS0vmqiz3TUX79c716LC2PFDdt3alGhOSCJ09PBve9To0mG1sg4ZWL5FPT3lOjQm0v/o+64ZT8T7/4ATpf1dIzSmRw6X9z+5D93Dj2X3v/c6z682/FT46HfzdvxznNmuAmr5FsOYbf/Hg+/ly7QTXzuHp1ICOO1199cdARGZnnN+mlD9SjeBHPKkdVUnmffuh2pKSUV7wmPv+Oesok5xMZHZM+6X0xNrhJPfWOrolZny/Fmr82qvZ17XBJwO67fedeXHTt4ZHLUDeeUq/3vHa5ORfOy39Zo9rUtMkJ6HfT1T5tCpdxqL4e7Bjcsm0XLr1usOojMjXNzCZzaF99dx4+W/i9iqlImzzhGXjLNerYkf4pT5RE2mTku9npJ6liM9LT8MSo29R/Wx3rWV98A5l6NuLOGw9fp5YuV8fATZ0ux9lNGytZlCl487/6Sf0uAwdXtz5PPbWT857/+aBh/bqQaV3Lflmt+lWvLlfg4vObqlF7kW459uU8cttN7dXTTLPb2KdexRsfzsdbz43E9LdmQ87r8t+nNm4QsghDeCXh0k+eUf072CYsBo18RvXf4Xfc6EmmK7zjnn4dr3/weZnXUrnZkUEuQ8jlvRGZEij9QdjLuUumuQh7450aJ4T30SlvqT7x5IMDSsX7xIb18PI7n6nRbxlw6NrhUjXAZ/QNyRCq34cMIBP4EIhZ4ZWRk737D6rRTHnUKo9cZQtHeN+ZuQijH5/hM8L77U+/4ZbBj6hHOvJox3szJNYQ7GCSII8OZUTxmDrV8eFLYwJ2KbloyyhwOMJrzBsN50IgwisXAGNrclIDNadXLgAiQw/de1guZQtXeA0ecreeUr68utjKiSPYPps5tqRtV3Yfpi7GxqOgcGISrA5DRsff1xtXtTqvzKaEk9a7oFDCO/2tOXjsubdVltYtm2PDpu1K3mQz+pS8EPKfK/qpE5ycpI3HjAaPQPE04vufpid75q9JnI2/Txp7h8/c80A7H6wvy6jB2W37lZqLtmHTNrTpNkS1Uy7UcpEQ+ZZ+5f3UxX8+n6SvVCHDM/fc+6lLIOEVyZIbhMsubIZHH+inRNoYdb5v4A2elzHD6efGOULER8TjUH6BZyqQ99MaEdchY2XUKh3nNDsFMvL4089r1D56j1D585TzyqQX31exE/EybirfnDJCye41vR5QZYjgytQXeSoj/x43rLcSHtkMbsLW6CPyd+8nTP71yhOT2+9/upRQhDrujEfykk6mJVWskOaZyuI91zIcxmb6erB2SZ+7vOu96obhlafvw1mnnVjmLkj624Y9iS+/XaliJTckX3//i+Ivx4FMWRO+MoppzGk25mTKy0LyKN6OWMuN3rQ3PlVyKo/9jU3OuVe2Og839B+jjlE5Z550fH11syH77N0HjfOBkVf2T6TW6BMSLxFg/79/9fEkVM0M/qKuUZ6cY869aoA6vue/8wQ+//InJaUyaCGDF2Vt8rRApi7IPNdQ1zERM3lKJ3IpT4q8X0o1hHfxB0+p80ilihXCejHRePon+b2fFgZr+649+9Gpz0jPlEZ5r8N4x8f73OWE8PrPCQ4Ub5lPbZzLvZ9Gm+n33nIc6jzA34GYFt6zm56MDj3vVxfP+e8+oR7TmRVeeQzSrf8YdYLxPlBmz/8O9zz0bMA5i/dPeBEfzlmCD158CCc1qucZ4ZWTjfxbtt1793sm9X/xzhOoU7NawH4UifDKHN2utz2kHsnLo3kzm3GRkhHBXl3bISM9FXLAywVFLgI/z3/Jc0drvLQWbEWD+++8ETKVRDY52Z17VX91MpcLuWw97nxYTRH5ZMZY9bJTJJsRv5uvb4O7+16niggnJoHqlAtf6y73qP0NdVIMJ61/XWUJr/QzaYNcaOVmrUrm4VE/6U/Sr2RU8d7+XeB9wpMLd/drW6PhsXUhb6rLhc6Ip9yMyUVG3ro3ZFXKk3nPctKWvxtzlGWFDpHDsrZAwisnVBkFffiZN9TIx30Du3mKkJGdTVt2eObJqz5xIBvtbhyKvEMFnpckDXGTm7SHhtzieWnQeLlUpiNJe2XzF94pL3+MydM/VNNTnhw9wDN6VJbwhurnxg2VsJzx5DDPkyG5+WjT7V4f2ehy20NKVLyf0sh+v/3JAiWmZQnFy+/OVS/QTJ84VEm1sRl9xHtqjYzwtL/5fpVk4XsT1Rvb3jcK8tKjjEDXrF4V+QWFQc8pBj8RKrmZNbOJiHTsOUKdQ72PW+OpivcNrNlzidm+Xlb7jNhLGhkBP/uMxjipUX01N9N/xRyZ2iZPy+RdgKH9u6jH4rJfox9/GR/M/hLGDV9ZUxrsiPXEF95VwivXh3v6XYf/nnWKWk1Hjk15r2DkY9PVU5wRd3ZXo3bSt/oNfUKdQ9+YMkIdK8b5QMp48J6bVT+QJ3fGYI38fcyQW9R8dvm7jNTKiO3E0QPU30JtRj+Tp0MyGi7voDRvc6sacFj4/pMBnwzJcd7jjvGemwfJK31U2hJskyc78jKxcZ7zTmcIr/ffJOb9e7T3vC8TrFyJ8+mX3KLqNvNitpQjTyLlnRC5wbyq1bmKm1wbZABKhNy4RkRTeGV/5AXXKy49R/UNY0ql95Nns/0+VB/g70cIxLTwytw4eelJHlUZj0nKEl4RiMoVK2DXnn2eEQzpVHKiNDbj5aiRd92kTkbem/HoR17MkjtrQxKkcxpiK6NFIk1yAMld7LihvdWJzn+LRHiNDh7qbtq7rmCrNMhUBHl0tej9J9XSLerC8r9VGuRxZqBNTmzGNApD1LxH2YwXB+REdVuP9mEfR8ZBLSfbj6aP9byMGE5M/CuVx1j9h01Uj65k1QwRomBbOGkDlVGW8MqjSHl8JaJz+f9uGqQMeZHp3Cv7e174My5wgabUSPpg8ZRpB3JB939BQqbhyAhjqDedjb4sffbcZk3UhU+m3YgISX94bGQ/dUPpv8kUDHnZcNv2Pdi9b796rCx5ls6crF7QMi6o/seZIePejze9hVdebhHRllFQERbv5bSCCW+g1Uj8+7mMSEm53sIp+2TMA/QeXbvx9nFq9GzK+EE+Uy/MdOxAwmtcnAM9oTFuAIy6DG5y0yc3f2Y240LuP91JRpB/WPmHTxHNT2+s9kmm1lzfd7Q6193v9ZhZEstLd/KY3JhbafZcYravl7VP0q8mvfiBeoTvv4nMy9QVoz/2GzpRje7OffNR1Kl55P0BOZ/ICgDGS1hlCa/VsZY2G8IrAwIyMOC9GSsT+N+AG+dA4xxvnA9koMGYeiHlyE1Sq+vvLjXibzx58Z82EIy18QK090oExnnsxSfuDbiMngx29LhzvDpm5FonN4/j7+vjswKOd31yTZSbSZmKFWjAQa6rMg0vq8pRKCgsxPJVaz0j2K89M1ydf4JtxjQeGUiQfQi1yRSpUy++WT15+fS1h5GEI+85THn5Izz3yieem9RoCq9/vI0nbTWyMj3ncrP9PhQT/n6EQMwLr3Tga3qNUHebn7/1GD6YvUQ9Ygn00pp/YGXESkauvDfj0Za3yBm/j3jkJTViYJwcgj0GljYt+HoZ7hgxSZ0MAslGJMIr6wJ2HziuzMea/vsY7CIlK13IihfCzHgJIZwpDcZduYxWylqMhjTIKG+wlx7KOrCMC6+k8T/JhRMT7zpkPvCwcS+ox1XySFykzf8tYCN9OGmD7UdZwmvwDpbXeCks2AXOyBcsnvKkY+OWnaVGOWTOt4wOl/WmsJTtPUrs3Ua5+Zj31uPqyYA/W1lSTkZgA21ff/yMGsUOJrzyaP/SznepOb8yN1k2Q3hl/qHEXB5Hz3hqWKm6wxFe/35u/Nv/KUQg4TVeRpK2yXEsKwVcdF5TXHTuGSFfCAwkvMEkRco3btxlbqPISjBuZR1DU1+fpZbd8h/hlaXehK33ZgiV8fSkrHKNc4TZc4nZvm7mQiujnr/8/hfW/L1RzWU3VqeRfrno/cOPwOXJif/SZd5lG32sLOG1OtZSvyG8H00fo1bK8N6C3aAa/VAGZ55+aKBnhNdfgPbuO4jzrh5Q6mmfkb+sqS9GO4zRXBmweef5kZ7mLfh6uVoe0PvYDBYruSGSx/JSxoJ3n/B5J8TI8+ZH8zHmyVfVKLDZ5RllGpNMZ5KpX0+M6h+0qxgx9Z4CV1a/Ms47ZaWZMPxWNQc6loRX2iv9XG4IjJeHzfZ7M8cZ0xwmEPPCK42UA/T24U+pUQq5SwwmvMZ8QWPtWDlI335+pM+ag8Zvd/S6ptQ6j8ZokTEHqawXfaRdxrJb/is1yG+RCK9xNxvOPNlgFyljNCgS4ZU7dTlhl7UFGtUIll6mavQa/KgaFQ/0Vns4MTHqkNHaEY+8qC6Q8khcTprBFt0PJ21Z+1yW8Bq/yShzoHlm0hfbXvKfoBc4o95whVfmt8ncb7PCa4xwCpNb73lMzQkOtH6scTGQ0Up54eqEhseo/ZLH+HKDEUp4jb4cSHiNfRUm8jSl8fH1fbCHI7z+/Vweq8rjVf+XcgIJr1QqdYlIeq+nKyL+2uT7y5xnGEh4jbWO/efOSz3yQtOA+55S03hkRDcS4ZXH5HKTLYviDx3Q1cNMltCT/8n28+/rVBpDeI2nMiJIzU47/CKX/yb9sqwlDv0Zm+3rkVxkRfRk1RA5fxrrNRtPpowbJ/9yj6tXW72kFmqVBitjLW0oS3iDrdEq0wXkiY/xhCfYDbCRzn96m/GehxnhNZ4YBouDxHzJR0+HXC7LuMHxn74j5co5vUXHO9X/NzuvWPLJCP9ZrfuowRMZuS9rM17kNp4qlZXWOAblGO50ZcuASWUKkqyyE+vCa7bfR3KcJWqeuBBeGe7v1OfwcidyRyiP6kMtS2Y82pQD6u3nRnrmVMpIgsynC3RnabytbjziCyW8xvq/xnws704UifDKfsoSMP7rAft3Tnl0aoxk2iG8Bju5C27cyFdG5PG2vDXs/SJhWQePIS+SJtgHB8KJiZQjo0L3PvSsuhGSkZEJw/sEfXs4nLShTgJlCa/xyFqWkgs0xcUo2+oR3kiFV9ojctGx1wj1KNL/aYjxooj/RcYQSh3hFcGWL5LJyzMyciMvHclxamw6wisj0jI/1BhJNcoMJrzG73IDIPN5RWLUShgh1vQMJLzGMn7ea5Ya5RujYPLYWvpsJMJrzEOWMo13Gvz7rDEiZwiv8Qg90Eu6/nnNnkvM9vVgx5M8bZF5lcFeuJHHzrIKxsjBPdD5ypaepR5DLYtlCG+w6UJWxjqU8BpzhpfNm+pzI+4/1cdO4ZVBIjlHyprn/h9kkL/LdJ5JYwbi4vPPLPPUZ6zPG2jqj8xhlmMm3GluxrFi5sMT8mKpPBGS9xdkXwJtcu0sKi5GYWGREmmZJiFPEsvaYl14jRfeQvX7UNct/n6EQFwIrzTX/23wUMIreYwpCnIBmvro3UqKjDeERSo/ffVhzwsSxgtj3iJclvD+tnq9knDZAnXISIRXyvpk3tcYNm6qesT67MN3eZazMkIm0x5EOmSlBFmCxexFSvKbndIgk/ul/YHmYxkjDzI68M2syWUuh2Xsi0iNCITx5rT/ARhOTGSE4/bhTyspkUfDQwZ0DdqGcNKaOSmUJbzGKLWcaKc/OdRndFBGP1b+uk6t1xpLwiv7bNxsyH/LMn0iC0ZfkXZ/O2uK5zGmzMO79d7HlRjqCK9x42PM3RbZlZtG4/OeOsJrrPghcyrlaYJc6GXKh0iUzBf1nsMrj/sva9HMJ1ay8L5c4ANNh/LuI8FeWjOOHe8vQcoNaqfeI9W0LFn/tF7dmhEJr9QvI+xSt7xj8OgDfUvNu/YXXmNEUI5XeTnP++15mZq1aOlyj/CYPZeY7evBjimZwiCPwIfe3rXU/E1ZKaPnXY+o4/utZx9QL7EZXwkL9G6DLAMp5yTj3PJ/LXsEnGZmR6zLGuF9/Ll31MeM/L9Oacij8Ta+XcJrTIkItuKPEUPvqRQyIiwfi/D+9LvxoqpcL72fFkps5bdLOx9e2vOLdx4P+NGVrTt2Y8/eA6XO/cbLd/5r3AfqM8YLlvJboBtR6QOjHp+Bmzpfrt4JMG42Ai3tKf1KRnflXBPrwhtOvzdz/WKaOJnSIIESKeraf4xn+Rczwut98vR+tCpr+snafjJ1oNOVFyG/oAAvvvGpGln1HqHz/TqVfCaxRAnLv5t3qLtj2Ubd3UMt6G1sshahjCZt3rYTsnSPyLZ84li2jm0vCPn4SC5C/e87vASPbDKNQ75Stn3nHjXXzXj0GupLa8GmNIjEGEsj+R8AwkjeTJd1iuXEISeXQJuxXFlZi+57r7crondsgA81nHf2qZ7ltMzGxJjHKO2SkcJAn16Qx71ycxNOWjMng1DLkhkjKnKREZYVK2Tgj7X/qLVDm556Qplz9oz6nZrS4L2/xuN2+ZtxXBlPL0TgZV6r9GlZK9ZYRs0K4ZX6jJO6PIKc/uQQ9WhdR3ilTHkkbnyRUG4cvT+V6n2BlRtAuRmTT/HK0kAyB1eOWVmFwvuLfYH6RjDhNURCypWXqSpmpKuVOuS4lTV35fPXskUywiv55PjtPnC8uiEVVvLI+8RG9SDfIJERYJEWGbH3lkPj2JL0Mp1CPrYjErH4mxVKwo0vmpkVXmmHmb5elvBe3+9B9bP0L5FaeSn419XrsfSHVaqPeT+yl3OuvBQlf5cvXkp/lNFcY86v9/sYRuxlWol8LWzz1l3qw0V2xLos4ZWVcuRpnWwy+tnouLr4dtnv6r0KOT988NJD6kbdLuE15izLnFqZW+u/yRMNmVrhfVMrNwvSb+WzzrJyjLy89tr78xR3ucbJtc57k1F4uZEsa+1z41iWa1PEPL0AACAASURBVIDcpMm0qBWr1qhpR7J5L1tY1jlYbh7kJkI2mf/c9P9OUCuayHEg8+NlM2RY1riWD2DIJsdck8YN1JdKZXk+OT6Nd3SsEN6yrqcjBt2kPn7l/anisgY8/OfwhtPvzVy/mCYWhfd/a+cGejTs/Xjc+6UUWat3zoLv1Fwg70ejEmC5UMsLP3LQej/mNL5YZHQCuRjI19S8l3pZt34TrupR+rGI1CGyLBcPOYi9N/8vrXn/ZnaOk0jvzM+XqkXL/V/WEBGVuUmXXnCWz4cn/JdsMVac8F46zZgTFKzjy6iD3JHLizHea4b6pzfmhomMy2oXgTbjbdmyDjJZUUHmvBqbmZh4S2ywsn/87AX1IlQ4ac2cDI4I75Ev+nnnk3lp09+eg5fenKMuJMYm0iX7KusDy1zLs9v2VY+1vd/KNtIGkw5jSR3/OEvflj4eag6v0ZcDzS+Vug1WMgIo0iuPHEVqvNd4FrmSukTeln4yGZlHVVQXEHkj3X/VE2MOr3cfMdZu9X5pUW5kH3h0unpZ1LjJMkZpvY/XYFwC9XO50X3xrdn4btnv6hGniI/wlhdCvZfDkwuojDL7x0qWkQr19TTjpZuXnxrm+ciBEUO5AN83fppPuVLvwJ4dPaNnwbiZ6YcyYiwfLJEX1fzPD3Jeat/mAiXCxlxyYSw3XfJhFpFh73PedVdf5FkeMBzGZvp6sH2RC/l7sxZDPtzgvQaxpJfzsDy6FlHxnpMv/enx599Wj7a9N1mbWoTLWCVB+vnkGR+paW9GeXLM2BFrOU/KcRPoHQ6pW24mhox5zrO8l/xNnqCMGdLLE5tg5wN5mnJOu9vUy1XykpWxGSO3oUZGDfEvSyiNQZFHR/RT7xfIvz/536ffvRmLsPfs0tZnsMZoh8TLWGovULzlxkqetIr0eW8yIi8CLTe6Zjcp45Epb/mseSx5D38Qp6X6sITx4Qk5bz086Y1S9cpxIU8FZYTXmP5kLEMqZfmvm1tW20JdT+VDPrcNnegjvGWd/2WusgwUec9pNtvvzTJM9HQxN6XByYDIhUNGf2Sxe3nMGM6nWp1qp7EeqrytXLtmVqk32p1qh1P1xENMQrEQwRAxlBESEUjvr92FyhtLv8tNi3ydTISwbq3qSnDjdVvy3S/oO+RxyFrTXdof+ZKZxEpG4+R/MrqVVTUz6NzScPZd2ImMihjKDU+wFyrDKTNQWu/zg4zcej+ODpReHkPL0yJ5kiMXfd1znm5fFz4y+iYiIMuQGetXB+Mi5wf5UpvwlWNLvgAZaBNh3H8gG7WqV/XM77cr1qFiKOcC2cej69TwfMkwVJ5o/S5cZVlPabPIbN1aWWV+Xc1sO+UmZ/uuvTh0KF/7XCJ9QKYx5OcXokb1KgGnUhjtkv61edsuZKSlqrTBVvExux/RSme230erffFSb0ILb7wEie0kARIwT0DmB8qnt49vcLS62Vi3frOalysCGuxlL/OlMyUJkAAJkEA8EqDwxmPU2GYSIIGgBIwF2/0TGOtvEh0JkAAJkEDiEaDwJl7Mucck4GoC8rhTXmiSx7IyJ+6YujVx2skNA66P7GoQ3DkSIAESIAEPAQovOwMJkAAJkAAJkAAJkICrCVB4XR1e7hwJkAAJkAAJkAAJkACFl32ABEiABEiABEiABEjA1QQovK4OL3eOBEiABEiABEiABEiAwss+QAIkQAIkQAIkQAIk4GoCFF5Xh5c7RwIkQAIkQAIkQAIkQOFlHyABEiABEiABEiABEnA1AQqvq8PLnSMBEiABEiABEiABEqDwsg+QAAmQAAmQAAmQAAm4mgCF19Xh5c6RAAmQAAmQAAmQAAlQeNkHSIAESIAESIAESIAEXE2Awuvq8HLnSIAESIAESIAESIAEKLzsAyRAAiRAAiRAAiRAAq4mQOF1dXi5cyRAAiRAAiRAAiRAAhRe9gESIAESIAESIAESIAFXE6Dwujq83DkSIAESIAESIAESIAEKL/sACZAACZAACZAACZCAqwlQeF0dXu4cCZAACZAACZAACZAAhZd9gARIgARIgARIgARIwNUEKLyuDi93jgRIgARIgARIgARIgMLLPkACJEACJEACJEACJOBqAhReV4eXO0cCJEACJEACJEACJEDhZR8gARIgARIgARIgARJwNQEKr6vDy50jARIgARIgARIgARKg8LIPkAAJkAAJkAAJkAAJuJoAhdfV4eXOkQAJkAAJkAAJkAAJUHjZB0iABEiABEiABEiABFxNgMLr6vBy50iABEiABEiABEiABCi87AMkQAIkQAIkQAIkQAKuJkDhdXV4uXMkQAIkQAIkQAIkQAIUXvYBEiABEiABEiABEiABVxOg8Lo6vNw5EiABEiABEiABEiABCi/7AAmQAAmQAAmQAAmQgKsJUHhdHV7uHAmQAAmQAAmQAAmQAIWXfYAESIAESIAESIAESMDVBCi8rg4vd44ESIAESIAESIAESIDCyz5AAiRAAiRAAiRAAiTgagIUXleHlztHAiRAAiRAAiRAAiRA4WUfIAESIAESIAESIAEScDUBCq+rw8udIwESIAESIAESIAESoPCyD5AACZAACZAACZAACbiaAIXX1eHlzpEACZAACZAACZAACVB42QdIgARIgARIgARIgARcTYDC6+rwcudIgARIgARIgARIgAQovOwDJEACJEACJEACJEACriZA4XV1eLlzJEACJEACJEACJEACFF7NPrB5V65mCcxOAiRAAiRAAiRAAmUTqJuVQUQaBCi8GvAkK4VXEyCzkwAJkAAJkAAJhCRA4Q2JqMwEFF49fhReTX7MTgIkQAIkQAIkEJoAhTc0o7JSUHj1+FF4NfkxOwmQAAmQAAmQQGgCFN7QjCi8eozKzM0pDTbCZdEkQAIkQAIkQAKKAIVXryNwhFePH0d4NfkxOwmQAAmQAAmQQGgCFN7QjDjCq8eII7w28mPRJEACJEACJEACoQlQeEMzovDqMaLw2siPRZMACZAACZAACYQmQOENzYjCq8eIwmsjPxZNAiRAAiRAAiQQmgCFNzQjCq8eIwqvjfxYNAmQAAmQAAmQQGgCFN7QjCi8eowovDbyY9EkQAIkQAIkQAKhCVB4QzOi8OoxovDayI9FkwAJkAAJkAAJhCZA4Q3NiMKrx4jCayM/Fk0CJEACJEACJBCaAIU3NCMKrx4jCq+N/Fg0CZAACZAACZBAaAIU3tCMKLx6jCi8NvJj0SRAAiRAAiRAAqEJUHhDM6Lw6jGi8NrIj0WTgFUEikqAN/7J0yru1MzyOKNqea0ymJkESIAE7CBA4dWjyk8L6/Hjp4U1+TE7CVhFgMJrFUmWQwIkEIsEKLx6UaHw6vGj8GryY3YScIrAvK352JZXjMtqp6J2erJT1bIeEiABErCEAIVXDyOFV48fhVeTH7OTgFMEKLxOkWY9JEACdhCg8OpRpfDq8aPwavJjdhJwigCF1ynSrIcESMAOAhRePaoUXj1+FF5NfsxOAk4RoPA6RZr1kAAJ2EGAwqtHlcKrx4/Cq8mP2UnAKQIUXqdIsx4SIAE7CFB49ahSePX4UXg1+TE7CThFgMLrFGnWQwIkYAcBCq8eVQqvHj8KryY/ZicBpwhQeJ0izXpIgATsIEDh1aNK4dXjR+HV5MfsJOAUAQqvU6RZDwnED4H8/Hw0qFtFq8EDB92LIcNHaZVhJjOF1wyl4GkovHr8KLya/JidBJwiQOF1ijTrIYH4IUDhjZ9Y6baUwqtJcPOuXM0SmJ0ESMAJAhReJyizDhJwF4Frr26Nb75egnc//gznnndhVHeOI7x6+Cm8evw4wqvJj9lJwCkCFF6nSLMeEnAPAQqve2JJ4dWMJUd4NQEyOwk4RIDC6xBoVkMCLiJA4XVPMCm8mrGk8GoCZHYScIgAhdch0KyGBFxEgMLrnmBSeDVjSeHVBMjsJOAQAQqvQ6BZDQm4iACF1z3BpPBqxpLCqwmQ2UnAIQIUXodAsxoScBEBCq97gknh1YwlhVcTILOTgEMEKLwOgWY1JOAiAhRe9wQz4YQ3OycP+w/moFb1qkhOTvJEsri4BNt37UH1apkoX65cqQgfOJiDwqIiVM2s7PMbhdc9BwP3xN0EKLzuji/3jgTsIEDhtYNqdMpMGOFd/M1KTJj8Bv7ZuE2R/vClMTix4THqv+W3ux98Fjm5eerfIwf3QOcrW6r/lr8NGfM8Fny9XP37tFMaYdKYgUqMZaPwRqfjslYSCJcAhTdcYkxPAiRA4XVPH0gI4V20dAX63/ckendrh6tbn6dGadPSUpGRnorcvHxc2GEgBvTsgG4dL4WkvWPEJMx981EcU6cGpr3xKd6duQivThqu0vcbOhEN6tfBQ/f2pPC65zjgniQAAQpvAgSZu0gCFhOg8FoMNIrFuV54S0pK0PGWETjp+Pp4+L4+pVDL6O5twyZi+bypSE1NUb+3vWGIkt9uHS/Dtb1HonXL5kqWZZu76HvcNWoKVi2cjqSkJI7wRrHzsmoSCIcAhTccWkxLAiQgBCi87ukHrhfe3XsP4IL2t+Pi85qioLAQ2TmHcM5Zp6Bnl7ZIT0vFOzMXYcbbczD7tQmeqN4+/CkcV68OBvftjOZt+mLMkFuU9Mr22+r16NRnFJbOnIzMyhUpvO45FrgnLidA4XV5gLl7JGADAQqvDVCjVKTrhff3Nf+oUdpO7Vri3OZNsP9ANiZMfhNXXPJfjLq7h5qy8NnC7/He1NGeEMh83koVMjBy8E1octHNmDJ+EFqcc7r6fd36Tbiqx3B88fbjqFMrC0XFJVEKHaslARIIh8Dbaw7i34OFuO74SqhXuXw4WZmWBEggQQlccvFFWLx4MebPX4AWLQ+/2xOtrZzXi/bRakM815swwrvko0moVuXwCgsfzP4S4ye9ge9nP4t3Zy0OOcI7dmgvtGrRTOX1H+Hdtvfwi27cSIAEYpvAZ5sOYWteMS6vm4baGcmx3Vi2jgRIICYIdGzXCku/XoIPZs7FuedfGNU21aqSHtX6471y1wvvvgPZOPfK/nhzygi1woJs73yyEKOfeBm/LJiOJd/9rObwrvh8GlJSDo/6tO5yD7p3auWZw3v5RWejV9cr1G+cwxvvXZ7tT1QCnNKQqJHnfpNA5AQ4pSFydrGW0/XCK8D7Dnkcss7ukw8OwM7d+3HPg8+q6Qjy75zcQ2je5lYM6d8FXQOs0jD19Vl4b9ZitUpDhYw09B3yBFdpiLVezPaQgAkCFF4TkJiEBEjAhwCF1z0dIiGEd+OWHbjzgWcg83ll+0/Tk/HIiL6etXRljV15Uc3Y7r/zRnRpf4n6p3yoQub0fvntSvXvJic1wKSxd6Bm9Srq31yH1z0HA/fE3QQovO6OL/eOBOwgQOG1g2p0ykwI4TXQbt+5F+XLl/PM5fVGXlRUjK07dqNmVhXP1Abv32VqREFBoUeSjd8ovNHpuKyVBMIlQOENlxjTkwAJUHjd0wcSSnjtCBuF1w6qLJMErCdA4bWeKUskAbcToPC6J8IUXs1YUng1ATI7CThEgMLrEGhWQwIuIkDhdU8wKbyasaTwagJkdhJwiACF1yHQMVpNSd7hdzgi3lKOQlK5qhFnZ8b4JEDhjc+4BWo1hVczlhReTYDMTgIOEaDwOgQ6RqvJW3/k40KRNLHcUecjpdrhl5m5JQ4BCq97Yk3h1YwlhVcTILOTgEMEKLwOgY7Rag5tmRG0ZSUFW4HiQ0hKqQUkB17cv3zl01GuUtMY3Ts2yy4CFF67yDpfLoVXkzmFVxMgs5OAQwQovA6BjsNq8rfOQHHeP0itfROS04+Lwz1gk+0iQOG1i6zz5VJ4NZlTeDUBMjsJOESAwusQ6DishsIbh0FzqMkUXodAO1ANhVcTMoVXEyCzk4BDBCi8DoGOw2oovHEYNIeaTOF1CLQD1VB4NSFTeDUBMjsJOESAwusQ6DishsIbh0FzqMkUXodAO1ANhVcTMoVXEyCzk4BDBCi8DoGOw2oovHEYNIeaTOF1CLQD1VB4NSFTeDUBMjsJOESAwusQ6DishsIbh0FzqMkUXodAO1ANhVcTMoVXEyCzk4BDBCi8DoGOw2oovHEYNIeaTOF1CLQD1VB4NSFTeDUBMjsJOESAwusQ6DishsIbh0FzqMkUXodAO1ANhVcTMoVXEyCzk4BDBCi8DoGOw2oovHEYNIeaTOF1CLQD1VB4NSFTeDUBMjsJOESAwusQ6DishsIbh0FzqMkUXodAO1ANhVcTMoVXEyCzk4BDBCi8DoGOw2oovHEYNIeaTOF1CLQD1VB4NSFTeDUBMjsJOESAwusQ6DishsIbh0FzqMkUXodAO1ANhVcTMoVXEyCzk4BDBCi8DoGOw2oovHEYNIeaTOF1CLQD1VB4NSFTeDUBMjsJOESAwusQ6DishsIbh0FzqMkUXodAO1ANhVcTMoVXEyCzk4BDBCi8DoGOw2oovHEYNIeaTOF1CLQD1VB4NSFTeDUBMjsJOESAwusQ6DishsIbh0FzqMkUXodAO1ANhVcTMoVXEyCzk4BDBCi8DoGOw2oovHEYNIeaTOF1CLQD1VB4NSFTeDUBMjsJOESAwusQ6DishsIbh0FzqMkUXodAO1ANhVcTMoVXEyCzk4AJAvnFwJ78EhMpgyf5YVc+9hSUoHlWCqqmJEdclmStlpoUcX5mjD0CFN7Yi0mstIjCGyuR0G8HhVeTIYVXEyCzk4AJAptzizF/W76JlPYnyUpNQtu6afZXxBocI0DhdQx13FVE4Y27kAVtMIVXM5YUXk2AzE4CJggYwlsOQLr8nyhsxQByiwAKbxTg21wlhddmwHFcPIU3joPn13QKr2YsKbyaAJmdBEwQ2JhThIXbC1A5JQkNKkQ+HcFEVUGT5BQCa7OLKLw6EGM0L4U3RgMTA82i8MZAECxqAoVXEySFVxMgs5OACQIUXhOQmCRiAhTeiNG5PiOF1z0hpvBqxpLCqwmQ2UnABAEKrwlITBIxAQpvxOhcn5HC654QU3g1Y0nh1QTI7CRgggCF1wQkJomYQKIJb9GePSjasz9iXpIxteGxWvnjJTOFN14iFbqdFN7QjMpMQeHVBMjsJGCCAIXXBCQmiZhAognv/rnzkb34q4h5ScY640Zq5Y+XzBTeeIlU6HZSeEMzovBqMmJ2EtAlQOHVJcj8ZRFINOHN/XEZspf9HBBJSV4eCrduQ1J6GsrXrh0UW/U+PRKiU1F43RNmCq9mLDnCqwmQ2UnABAEKrwlITBIxgUQT3rJAHfprPXZPexmpDY5FVu/EkNqyeFB4Iz6sYi4jhVczJBReTYDMTgImCFB4TUBikogJUHiPoKPw+nYjCm/Eh1XMZaTw/i8kxcUl2L5rD6pXy0T5cqVXtj9wMAeFRUWomlnZJ4gU3pjr02yQCwlQeF0Y1BjaJQovhTdYd6TwxtCBqtmUhBDeCZPfxCvvzvVB1bTJCXjtmeHqb4u/WYm7H3wWObl56t8jB/dA5ytbqv+Wvw0Z8zwWfL1c/fu0Uxph0piBSoxlo/Bq9kBmJwETBCi8JiAxScQEKLwUXgpvxIdP3GRMCOF9+Jk38O/m7bj3ti6ewKSlpaB2jWrIzcvHhR0GYkDPDujW8VIsWroCd4yYhLlvPopj6tTAtDc+xbszF+HVScORkZ6KfkMnokH9Onjo3p4U3rjp5mxovBOg8MZ7BGO7/RReCi+FN7aPUStalzDCu3f/QTx8X59SzGR097ZhE7F83lSkpqao39veMETJb7eOl+Ha3iPRumVz9O7WTv02d9H3uGvUFKxaOB1JSUkc4bWiF7IMEghBgMLLLmInAQovhZfCa+cRFhtlJ4zwzlv8A/575ilqDu7F55+Js047UUXgnZmLMOPtOZj92gRPRG4f/hSOq1cHg/t2RvM2fTFmyC1KemX7bfV6dOozCktnTkZm5YoU3tjox2yFywlQeF0eYI3dKynchaIDgZfYMltsUfZKlBTuQ3Kl05BcrorZbKXSJadkIrnSmRHnj4WMfGnNNwqcwxsLvdKaNiSE8M6ctxTrN25FWmoKVv35N+YvWYYnRt2G1i3PVlMWPlv4Pd6bOtpDVObzVqqQgZGDb0KTi27GlPGD0OKc09Xv69ZvwlU9huOLtx9HnVpZyM4rtCYSLIUESCAogfUHCjFrQy4yU5NxYmb5qJDKLijBb3sLUDMjGZ0bVoxKG1hpaQKHDv6Jvf+8GhNoUtKPRrVG/WKiLZE2ImfN39jwzIuo0Og41B/YK9JiXJOvTatLsGTJl5gz9wtccGGLqO5XxfTonPuiutMWVp4QwuvPa+i4F7B33wE8N2GwqRHesUN7oVWLZqoY/xHefdkFFoaDRZEACQQi8M/BQszZmIejUpNxQuXSq6g4QU2E94/9haiRnoxrjqvgRJWswwSBgoOrsX/jq0hKTke5tFomclifpKT4EIoObUX59KOReVxf6ytwsMTctX9j05SXkNHoOBzd/xYHa47Nqtq1uRRfLfkSs+Z8jvMviK7wZlY8PO2SW2QEElJ4n5z6Hn76eTVenXSfWqFB5vCu+HwaUlIO3z217nIPundq5ZnDe/lFZ6NX1yvUb5zDG1lHYy4S0CHAKQ069NydtyhnNQq2v4mklGooV6FJVHa2pHA/irJXIDm1LlLr9o5KG6yqlFMafElySoNVPSv65SSE8E584V1c1epc1D+mNv5ctwE33zlBCeytN16JnNxDaN7mVgzp3wVdA6zSMPX1WXhv1mK1SkOFjDT0HfIEV2mIfr9lCxKMAIU3wQIexu5SeMOAZSIphZfCa6KbxGWShBDe624drebuGlv7y8/HiEHdkZ6Wqv4ka+zKi2rGdv+dN6JL+0vUP7Nz8tQavV9+u1L9u8lJDTBp7B2oWf3wiw1chzcu+z0bHWcEKLxxFjAHm0vh9YVdsHkLSvLyI45A4dYt2DdrLsrXroXMdm0iLkcyptSuiaQKGVplRDszR3ijHQHr6k8I4RVc8qW0PfsOoEZWVbWerv9WVFSMrTt2o2ZWFc/UBu80+w5ko6Cg0PPBCeM3Cq91nZElkUAwAhRe9o1gBCi8vmR2TJmKwo2bY6LDVOvRDWknHh8TbYm0ERTeSMnFXr6EEV670FN47SLLckngCAEKL3sDhddcHzCEN7lyRSA5Om/1F2dnA4WFoPCai5nZVHWz4nu03Ox+2pWOwqtJlsKrCZDZScAEAQqvCUgJmoQjvL6B3zn5BRRs2oIKzZoi+ajKUekVuStWoWj3blTt3gXpjQ+veR+vG0d44zVypdtN4dWMJYVXEyCzk4AJAhReE5ASNAmFl8JrZ9en8NpJ19myKbyavCm8mgCZnQRMEKDwmoCUoEkovBReO7s+hddOus6WTeHV5E3h1QTI7CRgggCF1wSkBE1C4aXw2tn1Kbx20nW2bAqvJm8KryZAZicBEwQovCYgJWgSCi+F186uT+G1k66zZVN4NXlTeDUBMjsJmCBA4TUBKUGTUHgpvHZ2fQqvnXSdLZvCq8mbwqsJkNlJwAQBCq8JSAmahMJL4bWz61N47aTrbNkUXk3eFF5NgMxOAiYIUHhNQErQJBReCq+dXZ/CayddZ8um8GrypvBqAmR2EjBBgMJrAlKCJqHwUnjt7PoUXjvpOls2hVeTN4VXEyCzk4AJAhReE5ASNAmFl8JrZ9en8NpJ19myKbyavCm8mgCZnQRMEKDwmoCUoEkovBReO7s+hddOus6WTeHV5E3h1QTI7CRgggCF1wSkBE1C4aXw2tn1Kbx20nW2bAqvJm8KryZAZicBEwQovCYgJWgSCi+F186uT+G1k66zZVN4NXlTeDUBMjsJmCBA4TUBKUGTUHgpvHZ2fQqvnXSdLZvCq8mbwqsJkNlJwAQBCq8JSAmahMJL4bWz61N47aTrbNkUXk3eFF5NgMxOAiYIUHhNQErQJBReCq+dXZ/CayddZ8um8GrypvBqAmR2EjBBgMJrAlKCJqHwUnjt7PoUXjvpOls2hVeTN4VXEyCzk4AJAhReE5ASNAmFl8JrZ9en8NpJ19myKbyavCm8mgCZnQRMEKDwmoCUoEkovBReO7s+hddOus6WTeHV5E3h1QTI7CRgggCF1wSkBE1C4aXw2tn1Kbx20nW2bAqvJm8KryZAZicBEwQovCYgJWgSCi+F186uT+G1k66zZVN4NXlTeDUBRpB9w7srI8h1JEvmybWR2aSWVhnM7CwBCq+zvOOpNgovhdfO/krhtZOus2VTeDV5U3g1AUaQ/evrX40g15Esx7RvgmOvb6pVBjM7S4DC6yzveKqNwkvhtbO/UnjtpOts2RReTd4UXk2AEWQva4R3++J1OLQzGzUubIj0GpUCls4R3gigRzkLhTfKAYjh6im8FF47uyeF1066zpZN4dXkTeHVBGhx9lUPzsO+37ahyQOXIfOU2haXzuKiRYDCGy3ysV8vhZfCa2cvpfDaSdfZsim8mrwpvJoALc5O4bUYaIwUR+GNkUDEYDMovBReO7slhddOus6WTeHV5E3h1QRocXYKr8VAY6Q4Cm+MBCIGm0HhpfDa2S0pvHbSdbZsCq8mbwqvJkCLs1N4LQYaI8VReGMkEDHYDAovhdfObknhtZOus2VTeDV5U3g1AVqcncJrMdAYKY7CGyOBiMFmUHgpvHZ2SwqvnXSdLZvCq8mbwqsJ0OLsFF6LgcZIcRTeGAlEDDaDwkvhtbNbUnjtpOts2RReTd4UXk2AFmen8FoMNEaKo/DGSCBisBkUXgqvnd2SwmsnXWfLpvBq8qbwagK0ODuF12KgMVIchTdGAhGDzaDwUnjt7JYUXjvpOls2hVeTN4VXE6DF2Sm8FgONkeIovDESiBhsBoWXwmtnt6Tw2knX2bIpvP/jXVxcgu279qB6tUyUL1euVBQOHMxBYVERqmZW9vmNwutshw1VG4U3FKH4/J3CG59xc6LVFF4Kr539jMJrnq8OfAAAIABJREFUJ11ny04o4c3PL8Atgx9Fbt4hvDd1tIf04m9W4u4Hn0VObp7628jBPdD5ypbqv+VvQ8Y8jwVfL1f/Pu2URpg0ZqASY9kovM522FC1UXhDEYrP3ym88Rk3J1pN4aXw2tnPKLx20nW27IQR3pKSEtw/4UV89NlXOPmEYz3Cm5uXjws7DMSAnh3QreOlWLR0Be4YMQlz33wUx9SpgWlvfIp3Zy7Cq5OGIyM9Ff2GTkSD+nXw0L09KbzO9lVTtVF4TWGKu0QU3rgLmWMNpvBSeO3sbBReO+k6W3bCCO/U12dh9vxv0e6yczFnwXce4ZXR3duGTcTyeVORmpqi6Le9YYiS324dL8O1vUeidcvm6N2tnfpt7qLvcdeoKVi1cDqSkpI4wutsfw1ZG4U3JKK4TEDhjcuwOdJoCi+F186ORuG1k66zZSeE8M5b/CMemvgy3p06Gl9+sxLvzFzkEV757xlvz8Hs1yZ4yN8+/CkcV68OBvftjOZt+mLMkFuU9Mr22+r16NRnFJbOnIzMyhUpvM7215C1UXhDIorLBBTeuAybI42m8FJ47exoFF476TpbtuuF95c//kbPQRPw0sQhOLVxA7zzyUIf4ZUpC58t/N5nTq/M561UIQMjB9+EJhfdjCnjB6HFOaeryKxbvwlX9RiOL95+HHVqZWHX/kPORoy1lUlg+QNzsefXrThzdGtUaVKbtFxCYEN2EeZtPoSjUpPQqFLpl0qd2M3swhKs3l+E6mnJaF8/XVWZ5ETFrKNMAgXZq5G9+XUkp1ZDSqVTo0KruHA/CvYvR7m0o1Gpfp+otMGodPNTzyN/42ZUOvtMlPN7ydqphmUv+wWFu3ajZs9uqHDyiU5Va0s9V1/RCl9/9SU+njUP511woS11mC0066g0s0mZLgAB1wvvQxNfwTc//YqW55yhdv+3Nf/g1z/Xo1O7Fuh309WYs/D7kCO8Y4f2QqsWzQ7n9xvhzcsvYseKIQJLh87Grl+24NzxbZF1Wp0YahmbokPg7wOF+GR9DjLTktE4s7xOURHnPVhQgl/3FKBWRjlcf3xFVU5JxKUxo1UE8g78iT3rX0H5tGrIyDw8MOH0VlSwHzl7fkJqxjGofnw/p6v3qW/do1OQt2ET0o+pi+T0w9P0nN4Obd6OopxcHNu3Oyr930lOV29pfa0uuwRLvlyMufPm48IWLSwtO9zC0lOjc7MfbjtjNb3rhXfJdz/j9zX/ePiv/G0dfv5tHW68thVuuOYy/LDiTzWHd8Xn05CScvhC2rrLPejeqZVnDu/lF52NXl2vUL9xDm+sduXD7eKUhtiOT6St45SGSMm5Px+nNPjGeOfkF1CwaUtMBL5q9y5IbxzfI7yc0hATXcmSRrheeP0p+U9pyMk9hOZtbsWQ/l3QNcAqDfKy23uzFqtVGipkpKHvkCe4SoMlXc+eQii89nCNdqkU3mhHIHbrp/D6xmbH5Kko3LQZ5evURlJaalQCV7htO0py81Dtpq5IO+mEqLTBqkopvFaRjH45CS+8EgJZY1deVDO2+++8EV3aX6L+mZ2Tp9bo/fLblerfTU5qgElj70DN6lXUv7kOb/Q7sXcLKLyxFQ+rWkPhtYqk+8qh8AYe4a3QrCmSj/L9UJJT0c9dsQpFu3eDI7zWEq+blWFtgQlWWsIJb7D4FhUVY+uO3aiZVcUztcE77b4D2SgoKPR8cML4jcIbW0cMhTe24mFVayi8VpF0XzkUXgqvnb2aI7x20nW2bAqvJm8KryZAi7NTeC0GGiPFUXhjJBAx2AwKL4XXzm5J4bWTrrNlU3g1eVN4NQFanJ3CazHQGCmOwhsjgYjBZlB4Kbx2dksKr510nS2bwqvJm8KrCdDi7BRei4HGSHEU3hgJRAw2g8JL4bWzW1J47aTrbNkUXk3eFF5NgBZnp/BaDDRGiqPwxkggYrAZFF4Kr53dksJrJ11ny6bwavKm8GoCtDg7hddioDFSHIU3RgIRg82g8FJ47eyWFF476TpbNoVXkzeFVxOgxdkpvBYDjZHiKLwxEogYbAaFl8JrZ7ek8NpJ19myKbyavCm8mgAtzk7htRhojBRH4Y2RQMRgMyi8FF47uyWF1066zpZN4dXkTeHVBGhxdgqvxUBjpDgKb4wEIgabQeGl8NrZLSm8dtJ1tmzbhXfHrr2okXX4q2T+28rf1uHEhvWQkR6dzx9agZrCawVF68qg8FrHMpZKovDGUjRiqy0UXgqvnT2SwmsnXWfLtl147xo1GR3aXIgL/nOqz54t+e4X9B3yOJbOnIzMyhWd3WsLa6PwWgjTgqIovBZAjMEiKLwxGJQYaRKFl8JrZ1ek8NpJ19mybRfep198H8+/OhMvPHo3zmveRO3dnAXf4e4Hn1X/njx+EFLKl3N2ry2sjcJrIUwLiqLwWgAxBoug8MZgUGKkSRReCq+dXZHCayddZ8u2XXiLi0swftJreOPD+Up6N23ZgdFPvIw2F/8H44b2QmpqirN7bHFtFF6LgWoWR+HVBBij2Sm84Qdm5Qsf4OdpH4ef0SvHjd+/rJXficwUXgqvnf2MwmsnXWfLtl14ZXdKSkrw2LNvY8Y7n6m969rhEgwd0A3lyiU7u7c21EbhtQGqRpEUXg14MZyVwht+cCi84TOLNEdJ4X4UZa9AcmpdpNbtHWkxluTbOfkFFGzaggrNmiL5qMqWlBluIbkrVqFo925U7d4F6Y1PDDd7TKWn8MZUOLQaY4vwyqhucUlxqYY9NfV9vPTWbMx6ZTzqHV1T/V6+XPxOZ5D2U3i1+p/lmSm8liONiQIpvNaGYdtPf2Bev/Go2bQxWj8/zNrCHS6NI7y+wCm81nZACq+1PKNZmi3Ce/vwp7Dg6+Wm9osvrZnCxEQmCSSa8C7Zug5fbV5nkk7gZMPObKWV34nMFF5rKVN4reXJEV5fnhzhtbZ/GaXVzcqwp+AEKdUW4f36h1XYvG2nKYRXtzovrufxcoTXVJgdS5RowvvhXyvx0fqftfi+fPGNWvmdyEzhtZYyhddanhReCq+1PSpwaRRePcq2CK9ek+IrN4U3tuKVaMK7I+8gduVlBwzChoO78frqH1GvYhXccNLZQQPVuEqt2ApigNZQeK0NEYXXWp4U3tgU3i/mzcFNXa+xNtgRlnZG07Pw6edLIsx9OBuFVwsfHBPevzdswcYtpUd9z2l2SlzP46Xw6nVAq3MnmvCWxe+Pvdswftk8nFSlFu6Lg2kLZe0LhdeXzg+Pv449azZEfPjkH8hR+VMqZaDaicdGXI5kbH5XN1Q9sb5WGTqZOYfXlx7n8B7hQeHVObLcl9d24V31598YPGoKNm7ZEZAe5/C6r1NFc48ovEfoU3it7Yk5hcDa7CJkpSahbd00awsPs7S5t47H9uV/hJnLnuStnh2GWmc1tqdwE6VSeCm8wbqJIbwNGjZCh2uuM9GbrE+yZctmvPnaDHCE13q24ZZou/DKC2yr/9qIB+/tiTo1s0p9ZKJWjWpITk4Kt90xk54jvDETCtUQCi+F164eGYvCW/e/TZCRlWnXLpdZ7qZvfkHe7v2g8AKc0uDbVWLlpTUKb1RODTFbqe3Ce3GnQeh0ZUv06351zELQaRiFV4eeb96Da3bi7zeWaRWY/c9uFOUUoEL9KihfMfJRuIyjj8Lxvf6r1ZZoZ+YIr7URiEXhbXTFeahYp7q1O2qytHWzvkL21l0UXllrnuvw+vQaCu8RHBzhNXlCcSCZ7cI7ZOzzKCgowhOjbnNgd5yvgsJrHfO9Kzbj14fnW1egRkmVGmXh9LFtNUqIflYKr7UxoPD68qTwHuFB4eUIb7CzDYXX2vOwTmm2C+/ib1bitmET8cy4O1C7RrVSbT2xYb24/uIahVen+/nmNYQ3tVoFVGlS27qCwyip4MAh7Fm+CRTeMKA5kJQvrflCNubwcoQX4Bxe377Bl9aO8OCUBgdOznFUhe3CG+ojFHxpLY56i81N3b1sI35/ZCHSa1dGjfMa2Fxb4OLzd+dg28K1qNQwC6eP4whvVIIQoFIKL4U3WF+k8FJ4g/UNCm+snMFjox22C+8/G7dh/4HA64QKgpNPPJbLksVGX4h6Kyi81oaAUxqs5ckpDb48OaXhCA9OafDtG5zDe4QHpzRYex7WKc124dVpXDzk5ZQG66JE4bWOpZRE4bWWJ4WXwhusR1F4KbzB+gaF19rzsE5pjgjvzt378PuaDcjJzSvV1ovPP7PUUmU6O+R0XgqvdcQpvNaxpPBay1JKo/BSeCm85o4rjvByhNdcT3E2le3C+/Nv69DltoeC7hXn8Dob8FiujcLrG50lW9cF/WywmTjuyD2Ar7b8herpFXFB3ePNZAma5rzaDVEjvZJWGTqZOYfXlx5fWjvCg3N4ffsGX1o7woNzeHXOuu7La7vwDhzxNDZv3YURg7qj620P4cOXxqBWjaoY8ciLKCkuwaSxd8Q1VY7wWhc+Cq8vy3HL5uHPvdusA6xR0rAzW6FxlVoaJehlpfBSeIP1IAovhTdY36Dw6p133ZbbduFte8MQ3HBNK3S+qiVOv+QWvDd1NE4+4VgsX7UGNwwYi4XvPYma1avELVcKr3Who/AGFt56FauiQvlU60CHUdKGg7uRW1QACi+nNPh3G760doQI5/D69g5OaTjCg3N4w7jg2JzUduFt3eUe3NT5cnTtcAnkv2/r0R5Xtz4PsnqDyPCrk+7DmaeeaPNu2lc8hdc6thTewMJ7fp2GqJ4WnekExrQKCi+Fl8Ib/FxH4aXwBusdFF7rHEG3JNuFt+egCahbuzrGDLkFo594GUt/WIUh/bvgiyU/4eO5X+O7T59FpYoZuvsRtfwUXuvQU3gpvMF6E6c0cEoDpzSYO9dyDu8RTpzSYK7PJEoq24V39vzvsP7fLWpkd/vOvbim1wjs3ntA8b2773W4+fo2cc2awmtd+Ci8FF4Kr7njiS+tHeHEOby+fYbCS+E1dxZJvFS2C68/0sKiIqxe9y/q1a2J1NQUpJQvj+TkpLglT+G1LnQUXgovhdfc8UThpfAG6ykUXgqvubNI4qVyXHgNxLv27MeA4U/huQl3IbNyxbglT+G1LnQUXgovhdfc8UThpfBSeEMfK5zSEJpRIqWwVXj/WLsBf677F42Pr48TGx6DpKTDI7l/bdiCfkOewMYtO/D97OdQsUK67cwP5Rdgx669qJCRjmpVKpeqr7i4BNt37UH1apkBP3V84GAOZHS6aqZvXgqvdaGj8FJ4KbzmjicKL4WXwhv6WKHwhmaUSClsE97XP/gC455+zcOy+RmNMe3xe7Ds5zXof9+TSE9LwZSH78KpjRvYzvv+CS/iwzlLPPXIqhCTxgxElczDb74v/mYl7n7wWc+X4EYO7oHOV7ZUv8nX4YaMeR4Lvl6u/n3aKY1UXhFj2Si81oWPwkvhpfCaO54M4U2XG/S08uYyWZwqZ+c+FBcUotWzw1DrrMYWl26+OM7h9WXFKQ1HeFB4zR9HiZDSFuHNzctHs8v74OLzmmJAz47YvnMP7hs/Va2/+/UPq9Ror8hunZrVHGH8/Kszcf7Zp+LERvWwZdtOdOs/Bjde2wp9brgS0tYLOwzEgJ4d0K3jpVi0dAXuGDEJc998FMfUqYFpb3yKd2cuwquThiMjPRX9hk5Eg/p18NC9PSm8FkePwkvhpfCaO6gM4TWX2t5UFF6Ay5L59jGuw3uEB5cls/f8E07ptgjvmr83ov3N9+OTl8eh0bF1VXvembkIox+foSR4wv23qqkF0dgKCgpxcadBuL1nR3S+6iI1unvbsIlYPm+qeolONlkfWOS3W8fLcG3vkWjdsjl6d2unfpu76HvcNWoKVi2crqZocITXuihSeCm8FF5zx5MhvHX/2wQZWYefNjm9bfrmF+Tt3s8RXlB4/fsehZfC6/T5yEx9tgiv8RW1b2ZNwVGVKqh2fL/8D9w86GH8+NkLaqTU6S0/vwAvvTUHi79diRpZmRg3tLda/1dEfMbbczD7tQmeJt0+/CkcV68OBvftjOZt+qo1hEV6Zftt9Xp06jMKS2dOVi/bUXitiySFl8JL4TV3PHEO7xFOnNLg22c4peEID05pMHc+SZRUtgjvsl/W4Mbbx+Kj6WNQqcLhj0r88sffGDTyGSWWqSlH5pzVqlHNkWXJZOrC8Ien4Y+1/6Bm9aoYf18fNaVCpix8tvB79cljY5P5vNLukYNvQpOLbsaU8YPQ4pzT1c/r1m/CVT2G44u3H0edWlkoKSlJlL5i+35u+W4Dvh4xFxXrHoX6Fx9ve32BKsjdmY31n/2JqifWwCXPtI9KGzz9cPEs/LxjCy479gTUqlD6RUsnGjfvn9XYnnMQj7Vsh9Oq13GiyoB1rNtXgPfXZaNKWjJOqXr4SYzT28H8Evy8Ox+1K5RD98bRiYexz292HY1/v/8NTTpciKOOqeE0ClXfqvcXY//mnejy+kjU+88pUWmDVJqz7w9sW/cyUtKyULHq4fO001tR/j4c2P0T0iocg7qN+ztdvU99f4x/Bjn/bELWec2QUuWoqLRl9/crkb9jFxr1vwmZp0Zvfvenn36KK6+8Escffzy6du0aFRabNm3Ciy++iObNm+O7777TaoPx4r9WIQmc2VbhNcPVGCk1k9aKNCKove95DLVrVFMjt2ZGeMcO7YVWLZqp6jnCa0UUApfBEV5fLuOWzcOfe7eBnxYG+KU1377BEd4jPDjC69s3OMJ7hAdHeO27XsdjybYIr3xJ7duffjPF47ILz0KK14ivqUyaiWT1CFkabdpj93jm8K74fJqnHa273IPunVp55vBeftHZ6NX1ClUr5/Bqwi8jO4WXwhuse1B4KbzB+gaFl8IbrG9QeO27XsdjybYIbyyBOJidixdem4kObS7AMXVrqhHaXoMfVQJ7641XIif3EJq3uRVD+ndB1wCrNEx9fRbem7VYrdJQISMNfYc8wVUabAowhZfCS+E1d3BxhJcjvMF6Ckd4OcJr7iySeKlcL7zZOXm46Y7x+H3NP57otr/8fDxw101I+9+qDLLGrryoZmz333kjurS/RP1T8suc3i+/Xan+3eSkBpg09g7UrF5F/ZsvrVl30FB4KbwUXnPHE4WXwkvhDX2scIQ3NKNESuF64TWCKeK6a88+VK9WRY3U+m9FRcXYumM3amZVCTjFYt+BbMiSZsYHJ4z8FF7rDhcKL4WXwmvueKLwUngpvKGPFQpvaEaJlCJhhNeuoFJ4rSNL4aXwUnjNHU8UXgovhTf0sULhDc0okVJQeDWjTeHVBOiVncJL4aXwmjueKLwUXgpv6GOFwhuaUSKloPBqRpvCqwmQwhsUIJclO4KGqzT4dhMKL4WXwhv62kPhDc0okVJQeDWjTeHVBEjhpfCa6EIUXgpvsG7CZcl8yXCVhiM8KLwmTq4JlITCqxlsCq8mQAovhddEF6LwUngpvCYOFAAUXgqvuZ6SeKkovJoxp/BqAqTwUnhNdCEKL4WXwmviQKHw+kDiCK+5PpMoqSi8mpGm8GoCpPBSeE10IQovhZfCa+JAofBSeM11k4RMReHVDDuFVxMghZfCa6ILUXgpvBReEwcKhZfCa66bJGQqCq9m2Cm8mgApvBReE12IwkvhpfCaOFAA7JgyFYUbNyO5ckUguby5TBanKs7OBgoLUa1HN6SdeLzFpZsvjlMazLNKhJQUXs0oU3g1AVJ4KbwmuhCFl8JL4TVxoHgJr7nU9qai8AJbtmzGm6/NwBlNz8Knny/RAl43K0Mrf6JnpvBq9gAKryZACi+F10QXovAGFt70apkonxadUbycnftQXFCIVs8OQ62zGpuIoj1JinPXIn/b6wDKA+Uq2lNJyFILgaJsJKXWRVrd3iFT25mgYPMWlOTlR1xF4dYt2DdrLsrXroXMdm0iLkcyptSuiaQK0ZM0jvBqhc91mSm8miGl8GoCpPBSeE10IQpvYOE1gc72JNEWXmMdXtt31EQFyal1kRpl4TXRzDKTHPprPXZPexmpDY5FVu8eusVFNT+FN6r4Y65yCq9mSCi8mgApvBReE12IwusLac/qDcg/kGOCXOAke9b8gx+eeANVj6+H5oNviLgcyVjtxPpIqVxBqwydzJ4R3nKVUT69oU5REectKc5GUe7amBjhjXgn/peRwqtL0Dc/pzRYy1OnNAqvDj0AFF5NgBReCq+JLkThNQEpjCTbfvoD8/qNR82mjdH6+WFh5Iy9pPzSmrUxofBay5PCay1PndIovDr0KLya9Hyz7162Eb8/shDptSujxnkNLC3bbGH5u3OwbeFaVGqYhdPHtTWbzZZ045bNw597t+H8Og1RPa2SLXWEKnTJ1nXYlZeNYWe2QuMqtUIlt+13Cq+1aCm81vIsKdyPouwV4JQGa7nqlsYpDboE3ZWfwqsZT47wagLkCC9HeE10IQqvCUhhJKHwhgHLRFIKrwlIUUhC4Y0C9BiuksKrGRwKryZACi+F10QXovCagBRGEgpvGLBMJKXwmoAUhSQU3ihAj+EqKbyawaHwagKk8FJ4TXQhCq8JSH5JVr7wAX6e9nH4Gb1y3Pj9y1r5ncjMObzWUuYcXmt5cg6vtTx1SqPw6tDjHF5Ner7ZOYfXlwfn8B7hQeEN/1Cj8IbPLNIcHOGNlJy9+TjCay/feCudwqsZMY7wagLkCC9HeE10IQqvCUgJmoQjvNYGniO81vLkCK+1PHVKo/Dq0OMIryY9jvCWBZAjvBzhtfQAc2lhFF5rA0vhtZYnhddanjqlUXh16FF4NelReCm85roQR3jNcUrEVBRea6NO4bWWJ4XXWp46pVF4dehReDXpUXjNCK+lkCMsjOvwAjmFwNrsImSlJqFt3bQISTKb1QQovNYSpfBay5PCay1PndIovDr0KLya9Ci8FF5zXYgjvOY4JWIqCq+1UafwWsuTwmstT53SKLw69Ci8mvQovGaEl19aAyi8lh5qriqMwmttOCm81vKk8FrLU6c0Cq8OPQqvJj0KL4XXXBei8JrjlIipKLzWRp3Cay1PCq+1PHVKo/Dq0KPwatKj8FJ4zXUhCq85TomYisJrbdQpvNbypPBay1OnNAqvDj0KryY9Ci+F11wXovCa45SIqSi81kadwmstTwqvtTx1SqPw6tCj8GrSo/BSeM11IQqvOU6JmIrCG37UD8ydj4OLvwo/o1eO2g/dj6Ry5bTKsDszv7RmN+H4Kp/CqxkvfmlNE6BXdn5a2JclPzxxhAeF17rjzG0lUXjDjyiFN3xmkebgCG+k5KzPR+HVZErh1QRI4Q0KkMJL4bXu6HJvSRRe98ZWd884wqtL0F35Kbya8aTwagKk8FJ4TXQhjvCagJSgSSi8CRp4E7tN4TUBKYGSUHg1g03h1QRI4aXwmuhCFF4TkBI0CYU3QQNvYrcpvCYgJVASCq9msCm8mgApvBReE12IwmsCUoImofAmaOBN7DaF1wSkBEqSMMKbm5ePPXv3o3bNLCQnJ5UKcXFxCbbv2oPq1TJRPsCbpwcO5qCwqAhVMyv75KXwWne08KU1X5acw3uEB4XXuuPMbSVReN0WUev2h8JrHUs3lJQQwnv78Kew4OvlKl7VqlRG+8svwOC+nT3xW/zNStz94LPIyc1Tfxs5uAc6X9lS/bf8bciY5z35TzulESaNGajEWDYKr3WHAYWXwhusN1F4rTvO3FYShddtEbVufyi81rF0Q0kJIbzPvPQhWrVsjvpH18S3P/2G/vc9ibeefQCnntwQMvJ7YYeBGNCzA7p1vBSLlq7AHSMmYe6bj+KYOjUw7Y1P8e7MRXh10nBkpKei39CJaFC/Dh66tyeF1+IjgMJL4aXwWnxQJUBxFN4ECHKEu0jhjRCcS7MlhPD6x+7iToNw/dUXo88NV0JGd28bNhHL501FamqKStr2hiFKfrt1vAzX9h6J1i2bo3e3duq3uYu+x12jpmDVwulISkriCK+FBwaFl8JL4bXwgEqQoii8CRLoCHaTwhsBNBdnSTjh/WfjNiW0U8YPQotzTsc7MxdhxttzMPu1CZ4wyxSI4+rVUdMemrfpizFDblHSK9tvq9ejU59RWDpzMjIrV6TwWnhwUHgpvBReCw+oBCmKwpsggY5gNym8EUBzcZaEEt7snDzcMGAMKlWsgBlPDkW5cslqysJnC7/He1NHe8Is83krVcjAyME3oclFN3vkWBKsW78JV/UYji/efhx1amXhUEGRi7uHs7u27ft/8d2oeahQ9ygc07KRs5X/r7a8ndnYMG81qpxQAxc+dVVU2mBUOvSrT7Fq51ZcUv8E1MyoFJW2zN+wBttzD2L8BW1xaladqLRBKv17fyE+Xp+DzLRkNM4sH5V2HCwowa97ClAroxy6nFAxKm1gpaUJ5O3/E7vWv4LyadWQkXl6VBAVFexHzp6fkJpxDGqc0C8qbWClpQnMmT0bHdpfheOPPx7XXd8lKog2b9qE6dNfQrNmzfHV0m+02pCWEtufctbaOQcyJ4zwylzdO0Y8ja3bd+OVp+9DlczDAmFmhHfs0F5o1aKZSu8/wrtz3yEHwpQYVez6aSN+Hj8fGbUro9YFDaOy04d2ZWPLgrWo3Kg6mk24IiptMCp98IfP8PuebbiwbiPUSI+O8C7evBY787IxonlrnFK1dtR4/JtdhHlbDuGolCQ0qhSdk352YQlWHyhC9bRkXF0vPWosWLEvgcLs1cjZ8jqSU6ohpdKpUcFTXLgfBQeWo1za0ahYr09U2sBKSxP4fO4cdL2uAxo2PB7XdLouKoi2bN6M116djqZnNsO8BV9ptaF6ZppW/kTPnBDCu/9gDgbe/zRycw/h+UcGe2RXgm/M4V3x+TSkpBweOWrd5R5079TKM4f38ovORq+uh+WHc3jtO2Q4pcGXLZclO8KDqzTYd9zFe8mc0hDvEbSv/Qu+mIsbr++A9PQMVK9Rw76Kyig5Pz8f27dtVcLdYx7tAAAgAElEQVQ7a96XWm2om5WhlT/RM7teeHNyD+H6vqPVGroTRw9ApYqHO0xycjLq1KwG+b15m1sxpH8XdA2wSsPU12fhvVmL1SoNFTLS0HfIE1ylwaajhsJL4Q3WtSi8Nh10LiiWwuuCINq0C8YcXpuKD6vYM5qehU8/XxJWHv/EFF4tfHC98G7bsQeyKoP/JuvxLvlokvqzrNErL6oZ2/133ogu7S9R/5R5vzKn98tvV6p/NzmpASaNvQM1q1dR/+Y6vHod0Ds3hZfCS+G17nhKlJIovIkS6fD30xjhrVP3aJx/weG19Z3edu/ehfmff8YRXqfBB6jP9cJrlnFRUTG27tiNmllVPFMbvPPuO5CNgoJCzwcnjN8ovGYJh05H4aXwUnhDHydM4UuAwsseEYwAV2lg3/AmQOHV7A8UXk2AXtkpvBTeYL1pU24xFmzLR2oyUCWl9KfBreuFwUsqKAH25JegWmoSrqjLl0ecYG6mDgqvGUqJmYbCm5hxD7bXFF7N/kDh1QRI4Q0KkC+tHUFjzOG1rrdFXlJWahLaUngjB2hxTgqvxUBdVByF10XBtGBXKLyaECm8mgApvCGF99RqdVElNTpv5/68exP25edh2Jmt0LhKLeuCHWZJHOENE1gCJafwJlCww9xVCm+YwFyenMKrGWAKryZACm9I4bWOcOQlRVt4uUpD5LFze04Kr9sjHPn+UXgjZ+fGnBRezahSeDUBUniDAnxt9Q/YcHBPxIBzCg7h3+y9yCifgvqVqkVcjmS84cTmqF+pqlYZOpkpvDr03J2Xwuvu+OrsHYVXh5778lJ4NWNK4dUESOG1DqBfSX/s3Ybxy+bhpCq1cN+ZrWyrx4mCKbxOUI7POii88Rk3J1pN4XWCcvzUQeHVjBWFVxMghdc6gBRe21hKwTmFwNrsIvClNVsxh104hTdsZAmTgcKbMKE2taMUXlOYgiei8GoCpPBaB5DCaxtLCq+taLUKp/Bq4XN1Zgqvq8Mb9s5ReMNG5puBwqsJkMJrHUAKr20sKby2otUqnMKrhc/VmSm8rg5v2DtH4Q0bGYVXE1nQ7PzwhLVkOYfXWp6c0mAtT6tKo/BaRdJ95VB43RdTnT2i8OrQA8ARXk2AHOG1DiBHeG1jyRFeW9FqFU7h1cLn6swUXleHN+ydo/CGjYwjvJrIOMJrIUAZxZX/Bdp25B7AV1v+QvX0irig7vFBa21/3GkWtsieorhKgz1c3VAqhdcNUbRnHyi89nCN11IpvJqR4wivJkCO8GoB/PCvlfho/c9aZbx88Y1a+Z3ITOF1gnJ81kHhjc+4OdFqCq8TlOOnDgqvZqwovJoAKbxaAGV09/fdW7XK6NDwdK38TmSm8DpBOT7roPDGZ9ycaDWF1wnK8VMHhVczVhReTYAUXusAurgkCq+Lg6u5axReTYAuzk7hdXFwI9g1Cm8E0LyzUHg1AVJ4rQPo4pIovC4OruauUXg1Abo4O4XXxcGNYNcovBFAo/BqQguSncuS2cPVDaVSeN0QRXv2gcJrD1c3lErhdUMUrdsHCq8mS47wagLkCK91AF1cEoXXxcHV3DUKryZAF2en8Lo4uBHsGoU3Amgc4dWExhFeewC6uFQKr4uDq7lrFF5NgC7OTuF1cXAj2DUKbwTQKLya0Ci89gB0cakUXhcHV3PXKLyaAF2cncLr4uBGsGsU3gigUXg1oVF47QHo4lIpvC4OruauUXg1Abo4O4XXxcGNYNcovBFAo/BqQqPw2gPQxaVSeF0cXM1do/BqAnRxdgqvi4Mbwa5ReCOARuHVhEbhtQegi0ul8Lo4uJq7RuHVBOji7BReFwc3gl2j8EYAjcKrCY3Caw9AF5dK4XVxcDV3jcKrCdDF2Sm8Lg5uBLtG4Y0AGoVXExqF1x6ALi6Vwuvi4GruGoVXE6CLs1N4XRzcCHaNwhsBNAqvJjQKrz0AXVwqhdfFwdXcNQqvJkAXZ6fwuji4EewahTcCaBReTWgUXnsAurhUCq+Lg6u5axReTYAuzk7hdXFwI9g1Cm8E0Ci8mtAovPYAdHGpFF4XB1dz1yi8mgBdnJ3C6+LgRrBrFN4IoFF4NaFReO0B6OJSKbwuDq7mrhXnrkX+tteBcpVRPr2hZmmRZS8pzkZR7lokpdZFWt3ekRXCXJYToPBajjSuC6TwaoZv865czRKY3SCwe9lG/P7IQqTXrowa5zWICpj83TnYtnAtKjXMwunj2kalDay0NAEKL3tFMAIe4Y0BRBTeGAiCVxMovLEVj2i3hsKrGQEKryZAr+wUXutYuq0kCq/bImrd/pQc2oT83Z9rFVhSsBUoPoSklFpAcnrEZSWnVkdKVruI8zOjtQQovNbyjPfSKLyaEaTwagKk8FoH0MUlUXhdHNwY2LX8rTNQnPcPUmvfhOT042KgRWyCFQQovFZQdE8ZFF7NWFJ4NQFSeK0D6OKSKLwuDm4M7BqFNwaCYEMTKLw2QI3jIim8msGj8GoCpPBaB9DFJVF4XRzcGNg1Cm8MBMGGJlB4bYAax0UmlPAWF5egpKQE5collwqZ/LZ91x5Ur5aJ8uXKlfr9wMEcFBYVoWpmZZ/fKLzW9X7O4bWOpdtKovC6LaKxtT8U3tiKh1WtofBaRdId5SSM8Irojnp8hora6Ltv9one4m9W4u4Hn0VObp76+8jBPdD5ypbqv+VvQ8Y8jwVfL1f/Pu2URpg0ZqASY9kovNYdCBRe61i6rSQKr9siGlv7Q+GNrXhY1RoKr1Uk3VFOQgjv3EXfY8yTr2L33gO4tl0LH+HNzcvHhR0GYkDPDujW8VIsWroCd4yYhLlvPopj6tTAtDc+xbszF+HVScORkZ6KfkMnokH9Onjo3p4UXouPAQqvxUBdVByF10XBjMFdofDGYFAsaBKF1wKILiri/9s77/ioiq+NP0lIgJAQIPQqAqJUQRBBOkqXJqH3Guk9SPnRqwhIU4r0DgICEqQXpVcpIkVA6b0TUsj7OYO77yak7O7dbHb3PvcvMTNzz3zP3LnPPXNmVheC98XLV3jy7DkmzVqFZEm9ogheie52+noSjm+ZDS8vT+Xa6s2ClPhtWu9z1G8/BFXKF0f7pm+OmhHx3GvoDJzeOQ9ubm6M8NrwYaDgtSFMF2uKgtfFHOpg3aHgdTCH2MgcCl4bgXSRZnQheA2+Gj5pISIiIqII3pUbdmH+imBsWjzO6NKuA7/DO9kyoXdgAxSvFoiRQW2V6JXr7PkrCOgwFPs2TIefbwoKXhs+CBS8NoTpYk1R8LqYQx2sOxS8DuYQG5lDwWsjkC7SjO4Fr6QsbN55CKtnDzO6VPJ5fbyTY0jvlihQoTVmjOmJciULq79funIdtVoNxLYV3yJTBn88fh7mIkMh8btx98i/OD5yG5Jn8kWmsrkSxaCQ+89xY9sFpMydFp9M+CJRbOBN3yZw9Vk4gq+FIKWXO/L4vr2p1B7MnodF4tyTcKRL5o4v3/FWt3Szx415D7MIRJpVKuZCT/75EWEvrsAvexsk8U6cX3nUYD6rxkLg182b0LB+HbybKzcCGjRKFE43blzHogXzUPSjYtixe58mG/xSvFmF5mUdAd0LXnMivKP6t0PlcsUU4egR3mcvKXitG3pv17pz+F8cHbEN3pl8kblc4gnea1svwC93WpSaSMFrK99qbefK03D88m8I/Lzc8V7KxBO8Zx+HI30ydwS8+0bwahFZWpmwflQCWj4+Hl55I3hT52gDzxQUvK4ytjYHb0LAl3WQK1duNGiYeIJ3wfx5+OijYti1V5vg9UlOwatlbOpe8BpyeE9snQNPzySKZZXGfdEioLIxh7dqhY/RrkkN9Tfm8GoZbnHXZUpDwrF19paZ0uDsHnRs+5nS4Nj+sda6Hdt+RfNGdZEpcxaULvPm5CV7Xw8e3Mf2rZtRpGgxbNyyR9PtM/sn11Rf75V1IXgjIl7j9evXGPndIoSHR2Bo71bw8PCAu7sbZENb8WodEdS5MZrEcErD7CUbsXrjbnVKg3fypAgMmshTGhLoqaHgTSCwLtAsBa8LONGBu0DB68DO0WCaQfBqaMJmVSl4bYbS6oZ0IXhXrt+JYRMXRIEkx4rVq15W/T85Y1c2qhmuQT2ao3GdSuqfz1+EqDN69xw4qf5dIG9OTB3VHenTplL/5jm8Vo+9typS8NqOpau1RMHrah51rP5Q8DqWP2xlzbGjhzF6+CBNzZ059QeePHmMfAUKwc/vzfn71ly58+TF2AlTrKlqrMMIryZ80IXgNQeRRIFv3X2A9P6pjKkNpvUeP32OsLBw4w9OGP5GwWsOXfPKUPCax0mPpSh49eh1+/WZgtd+rJ3tTvVrV8H+3/di1c+bUerTN0GyxLooeLWRp+DVxo8RXo38TKtT8NoQpos1RcHrYg51sO5Q8DqYQxzIHApeB3KGRlMoeDUCtEeEd92ZYKw7FazJ0vmNtC2laLq5mZUpeM0EpcNiFLw6dLodu0zBa0fYTnYrCl4nc1gc5lLwavSlPQTv9N9+xPf752uy9HTfvZrq26MyBa89KDvnPSh4ndNvzmI1Ba+zeMr+dlLw2p95Qt2RglcjWXsI3utPbuLG41sxWnruzgWM2zEV76XLha8rdY+1N8WzFdHY04SvTsGb8Iyd9Q4UvM7qOeewm4LXOfyUGFZS8CYG9YS5JwWvRq5aBa8I1mevnlltxbm7FzF2+xTkTZcbX1fqZnU7UjFvujzwTeajqQ0tlSl4tdBz7boUvK7t38TuHQVvYnvAce9Pweu4vrHUMgpeS4lFK69V8LZc1hVHr53QaIVtqs9rNAWJGQmm4LWNH12xFQpeV/SqHfsUGYGQqyM13TCJXxkkSV1RUxus7HwEKHidz2exWUzBq9GXthK8abxTI6mHl0ZrrKt+/8VDhEaEgoIXCH3wArd3XoTPu/4oPLq6dUBZy+YEKHhtjlRfDVLw6svfNuwtBa8NYSZyUxS8Gh1gK8FbO38VZE6ZSaM11lVfdzoYN5/epuAFBa91Iyjha1HwJjxj3oEESOBtAhS8rjMqKHg1+pKCVyNAk+pMabAdS1driYLX1TzK/pCAcxCg4HUOP5ljJQWvOZTiKEPBqxEgBa/tALpwSwbB6whd9PdyQ/XMSR3BFNpAAiSQwAQoeBMYsB2bp+DVCJuCVyNACl7bAXThlih4Xdi57BoJODABCl4Hdo6FplHwWggsenEKXo0AKXhtB5AtxUlgy61Q3A55jc8zeiFjMnfSIgESIIF4CVDwxovIaQpQ8Gp0FQWvRoAm1R+duIEzY7fD3csDnimT2a5hC1p6HfYaYY9fwieXPwqP4ikNFqBz+KIUvA7vIhpIAg5HgILX4VxitUEUvFaje1ORglcjwBgivLZr0fqWeCyZ9ewctSYFr6N6hnaRgOMSoOB1XN9YahkFr6XEopWn4NUIMIYIr1cab6QqkNF2DVvQUtjTV3h4/DojvBYwc5aiFLzO4inaSQKOQ4CC13F8odUSCl6NBG0leP290yBpksT54Yl7z+8jNCKM5/DyHF6NT4NjV6fgdWz/0DoScEQCFLyO6BXrbKLgtY6bsZatBK9GM2xSnb+0xh+esMlActBGKHgd1DE0iwQcmAAFrwM7x0LTKHgtBBa9OAWvRoAm1blpzXYs2dLbBCh4OSpIgAQsJUDBaykxxy1PwavRNxS8GgHGIHht16L1LfGUBuvZOWpNCl5H9QztIgHHJUDB67i+sdQyCl5LiUUrr1XwmnP7w/8ex6Grx8wpGmuZzqXbaqpvj8rhz0Lx4p+Hcd7qdUQkzozaqsmctKVzIlPFPHG24Z7cEz4502i6Dys7FgEKXsfyB60hAWcgQMHrDF4yz0YKXvM4xVrKHoJXo4kuVV3Oyd3ffImmPmWtUxA5Gn2oqQ1Wdj4CFLzO5zNaTAKJTYCCN7E9YLv7U/BqZEnBqxEgq5OAnQhQ8NoJNG9DAi5EgILXdZxJwavRlxS8GgGyOgnYiQAFr51A8zYk4EIEKHhdx5kUvBp9ScGrESCrk4CdCFDw2gk0b0MCLkSAgtd1nEnBq9GXFLwaAbI6CdiJAAWvnUDzNiTgQgQoeF3HmRS8Gn1JwasRIKuTgJ0IUPDaCTRvQwIuRICC13WcScGr0ZcUvBoBsjoJ2JDA7ZDIWFs7fD8UD8MiUdzfE6k93WMsl8IT8PFws6FFbIoESMCZCVDwOrP3otpOwavRlxS8GgGyOgnYkMCiKyGaWiuQ0gNF0nhqaoOVSYAEXIcABa/r+JKCV6MvKXg1AmR1ErAhgV9vhmpqLZevB3L7eGhqg5VJgARchwAFr+v4koJXoy8peDUCZHUSIAESIAEScFACFLwO6hgrzKLgtQKaaRUKXo0AWZ0ESIAESIAEHJQABa+DOsYKsyh4rYBGwasRGquTAAmQAAmQgBMQoOB1AieZaSIFr5mgYivGCK9GgKxOAiRAAiRAAg5KgILXQR1jhVkUvFZAY4RXIzRWJwESIAESIAEHIBAaGoqcmVNpsqRbz34IGjhUUxvmVM7sn9ycYiwTCwEKXo1DgxFejQBZnQRIgARIgAQSiQAFbyKBT4TbUvCaCf3psxcIj4hAaj/fKDUoeM0EyGIkQAIkQAIkQAJWE2CE12p0qiIFbzz8XrwMQdDImdjx+3FVslC+XJg6shvSpvFT/6bg1TYAWZsESIAESIAESCB+AhS88TOKqwQFbzz85iz9Bas27MKiqQORPJkXvuo/CTmzZ8KIfm0oeLWNPdYmARIgARIgARIwkwAFr5mgYilGwRsPv/rth6BK+eJo37SmKvnrrkPoNXQGTu+cBzc3N0Z4tY0/1iYBEiABEiABEjCDAAWvGZDiKELBGw+/4tUCMTKorRK9cp09fwUBHYZi34bp8PNNgVdhr7V5gLVJgARIgARIgARIIB4CST3dyUgDAQreOOBFRkaiQIXWmDGmJ8qVLKxKXrpyHbVaDcS2Fd8iUwZ/DehZlQRIgARIgARIgARIwB4EKHjNiPCO6t8OlcsVizHCe/9JqD38xHuQAAmQAAmQAAnomIB/Si8d91571yl442EoObxVK3yMdk1qqJLM4dU+6NgCCZAACZAACZCAZQSYw2sZr+ilKXjj4Td7yUas3rhbndLgnTwpAoMm8pQGbWOOtUmABEiABEiABCwkQMFrIbBoxSl44+H3/EUI+gz/HnsOnFQlC+TNiamjuiN92jc/RchzeLUNQNYmARIgARIgARKInwAFb/yM4ipBwWsmv8dPnyMsLNz4gxOGahS8ZgJkMRIgARIgARIgAasJUPBajU5VpODVxo8RXo38WJ0ESIAESIAESCB+AhS88TNihFcbozhrM8KbgHDZNAmQAAmQAAmQgCJAwattIDDCq40fI7wa+bE6CZAACZAACZBA/AQoeONnxAivNkaM8CYgPzZNAiRAAiRAAiQQPwEK3vgZUfBqY8TaJEACJEACJEACJEACTkyAKQ1O7DyaTgIkQAIkQAIkQAIkED8BCt74GbEECZAACZAACZAACZCAExOg4HVi58Vl+oXL1/D02QsULfiei/aQ3YpO4J/rt3H95j2ULJbf5eDIOdj7Dp9WP/Pt5uaGFy9fwcsrCZJ4eLhcXx2lQwk5hxz94zz8fFMgd84sCAuPQEREBJIl9XKUrruUHZf/uYk79x+hRJEPNPdLfHXo+J+4//AxPivzEbyTJ9PcpjM1cODYWWRIm1r92iov5yNAwet8PjPL4hkLfsa5i1cxZUQ3s8o7aqHd+0/i1J9/o0ubukYTf1y2CVkzpUWV8h9rMttW7WgywoaVV67fibWbf8OyGYNt2KpjNHXmryto0HEoTm7/EWFhEShWtYP6xcOKnxZxDANd0IqEnEM6D5iMQh/kQsfmX2Da3LXY/ttRrJ070gUpJn6XFq76Fbv2ncDcSUGajAmPiEDlRn3g450cObJmwNddmyJzxrSa2nS2ys27jlYf3U3rfeZsptNe/vCE646BhHxZ2ZPakjXbsHnnISyaOsB4226Dp+D93DnQqWVtTabYqh1NRtiwsl4Er7ubu/qYy5o5PVL6eNuQIJsyJZCQc4ip4L1z7xGePnuOXO9koQMSgICtBO/hE+fQ6evJOLBxBjw83BPAUsdvkoLX8X0Ul4WM8DqZ/27evo9vvl+Bwyf+hKdnErWsNKBbM7x4GYLx05fjl+0HkCypp1pqyps7m1NHeK9eu41mXUbiwaOnKJA3p/JUs/qfY/jEhaqPmTOkRZ53s2JkUFvcuHUPY6YuwYFjf6Jw/lwIqFkeVcoXV3WWrt2OxT9twd37j1VkokvrungVGopB4+a+1Y49h8OGLftw4sxFZe/GrfuRJ2dWVPi0CIZPXICbdx4oUyqU+hADezRXy78XL19H/9GzUPPzkli2drv6e9vG1dGgVgX139EF74qfdyB45yGMHxSo+jt22lIcOn5O9bnkR/kVt/OXr2HctGVRPigCg75F+6Zf4KNC76k6Hu7uuHT1OvYePKXSJfp3boLZSzdix2/H8XGR99Gt7ZfImytbgqIzjfBKGkOzLqMwsHszfJAnh8U2Nu40AmU/KYQtuw7j2s17qFutNL74vBS+nbkScp8vKpdCtzb1kMrPB0dO/hWrPxK0w2Y2LmNo94GT8PXxVmMoU/o0GNqnFfYfOYPlP+9QP4XepXU9VCpTVLV46eoNjJq8CAeP/4lcOTKjS5t6qFyumPpbXHPIpFmrcODo2ShW1a1eBo1qVzTT0qjFTAWvzFmS4vC/ni2MY7x6pRJY/NNW9XPuvTo2gJeXJ2YuXI+Hj5+ief3K6NDsC9Wgpf1ftHoL5q0Ixu27D5EmlS8a16mEr1rWVmkyMV29hs5AyWL51HxiuLoO/E49g7LCFBdPScMZP30Ztuw+Al+f5Khfszw6NKup0nAstdsqyP9Vii54d+47jkkzVynbJeVtcM8WeO/drKq0pD+MmrJYjR+ZK9OnTY2GtSqgcL5caNZ1lOImc3H+93Mqfx07dR6TZq3GuYv/qFU38U296mW1mKuprjzbwljmqj8vXFVznKRCxeZzgx9kfl2/ZR/ez51drSYa0j/+uX4HIycvxO+HTyse8g7p0b6+ivBGRLzG3OWbsGzddjx99lI9Y193aQq/lP8/V5s7jjV1mpXNJkDBazaqxC8ok3/t1gPVJCRC5/XrSMxeshGLpw3EsIkLsHv/CXRuVVflxf2wcD08PT2cWvBKnuakWStx8NifalKWK0vGdOg38gdkz5IedauVgU+K5MidMytqtxqAD/PnVhPu5X9uoe+I77Fl+QTcufdQiaOJQzvh3RyZcfz0RYSHR6BS6aLoPWxGlHZEPNnzmr9iM775fjkK5culPlwypfdH9qzpceHva0rIvQx5hSHfzEP5Uh+ql76kdjT6arhaxheR+++Nuxj13SLs2zBdCWJTwbs2eC8GjftRjY0iBfKgQ98J8PDwUJP1k6fPsfqX3fhfz5Y4/ddltOk5Dmd2zTd2vUydrhjRr62671f9JynR16tjAHJmy4QhE+bh2s27aN+0phK/8jIVsTV2QIcERRdd8OYv3woLpwxQotxSG6WuvOADW8gKQSRE1MgHYp/ABsieJQMGjpujPorkxS18YvNHgnbYzMYNY0jmg08/Logla7Zi+95jSox9WaMsjv7xF1Zt2IU9a6cgNCwc1Zr2Q/733kHLBlVVLub0+euwevYwNd7imkMuXbmOR0+eK6tELE+ft9bI30xToxQzFbymgswwxj8vWwwBX5THybOX1L3EPhG58uzKs71x4RiVR2lJ/0XUivhMksQD2TKnw7/X76DroCmYMaYnypUsHGM3JO1JnqvNS8crUWwYh7t+moyUvini5NlvxA9KCMqz++DRE4yZutQoliy12xrGhjqmfOWjWd4h8vzKR598VEjk9tdlMj+4o1bLAciSMa36u1zyLLRtXEM9C1N//AnbfzumRKQ8897Jk6Ja0yD1t3rVy+DKv7fUB/ywPq21mKuprjzbcjWt9zkyZ/RXz4GMqdh8bvBD60bVUPrjggjecVD5WJ4JSeEQHmlSpVQ8vDyTGHmI4F21cZcKMvXt1Eh9aH435yd1T0kjtHQca+o0K5tNgILXbFSJX1C+utv1+QabFo9TX5uGS4Twh5+3w4h+bYxf1wm5HGlPEuakNMhGgra9xmPBd18jhfebTRRDJ8xH7aqlkTNbRsXsh3G9VaTGdJNTYqc0yGT76+7DWDJtENzd/z/CdPf+Ixw7dUGJdXlBp/T1xvTRPYyT6Omd84wRKRGnw/u1QYVSRYyCt1WDqug1dLriUaxwXsVDRL9E+2Q1IH3aVEYXiniJT/AWLZjH+AKcPHs1ZDOT2COXRIv+N34u9q6bmqDDIj7Ba4mN8lI0fAiI0Q07DkONzz5Bi4Aqqg/fzFiO+4+eGEV8bP5I0A6b2biMod8On8KcCX1VDYlEyceN4QPm8ZPnKFWrs5oz5ENF/rZt5UT1gpZLXuhlShRSQsycOURY1Gs7WImgVg2rmmnl28XiE7yGMS5R5+LVArFy5lDkz/uOaqhum0HKV/LBa0n/DXOmiPez56/i7oNHmLc8GO2a1kTLgCrYtP2gSpUxXCJyXoaEokL9HsbxMnrKEtx78AgTh3Y2so6JZ+fWdZTd3wz+ChLlk0tWSw4eO6tyla2x21rYpoJ3yo8/4ZdtB/Drsm9Uc/cfPkHZut0wbXR39dEnc0HwkvEqECCX6RL+6o271cfTiplD1N8k93rF+h3qYyq2CLm1NltbT55tmevLlCgYpYnYfB7dDxLhrtnia+xbPx0Xr1xHi26jjR9X0XlINFkiwkN6tVT32rb3KLoPnqrqygZiCU6YO46t7S/rWUaAgtcyXola+qdf9qhJ83DwD1Hs+PfGHVRt0g8bFo7Bu//tHtWT4F2zaQ8Gj5+rIpmml6QHtKhfGWOmLYUs78slX/wSrcyaKR0cQfCaihWxTyIMfas3dw8AABHqSURBVIZ/r5YaP8iTHef/vqZSEGQSN0QNTAVv9WZBaslaXqoSiZIonVx1qpbGqP7tjDgklaH/6JlqSVL63q5pDbVMa6ngnbV4w5uo23+C1/CxYRohToiHxBLBG5+N0QWvvOTLlfpQiR65Zsxfp7hPHt4lTn8kRD8tbTP6C1uWmEWkGPzxKjQMRSu3x5ofR+DMX5chqQmmHycSsZfTXHp2CIh3DpGIV+se4+CfOiUmDeusSeSYK3hl2bhQpTZKZBnTmrqMQvVKn6BJ3UpvCce4+i9pNzJ/SlqDrJLkyJYRm7YfQPMvK0MifDJHyNg2XEFdmqiVE5kn0vilxNfdmqJ07a5qXHxavABk3omNZ9c29ZRwMg1OSMqJPJ8yf1viN63pQqaCV1Ki5DJdkakY0FN90EqwYMSkRVHeL3EJ3qBRM1Vb4wZ2tHTYJlj56M+26mscPo/uB8knlw+c7asmqhWQuHhIsEGi9/LhJZekG37WsLd61kJDw6II3vjGcYIBYcNRCFDwOtGAkJ228qLYveY7Fa0zXHJUzIeftVVRHsORVK4ieCX/Vl5KEpEzXEqo5sqOTq3qqP8lJzmISNy/cXqsx1RJpOuPPy9h4syVyJs7u5rwo7dj76EQfbKV+0vErWrFEsYNeZIjJhOvuYJX8rtliW3Yt/NVjl1DkxxLmXQlgrF17xEVnZFlYcmPlihGXCkNptFTSaGRZUtHFrzx2Rj9pSgrABLljEnwxuUPe4+XmO73tnC6gOZdR8UoeG/cvocuA75TESjJM5RLIv/yYdWvc5N455Bvf1iJLbsPq+VeWdLWcpkreCVtq2DF1hYI3tj7L3OmRDPltAJDjqbkq5cokk8J3tiuvQf/QGDQRLWUP3XuGmxd/q1a/pfVjdh4ykeoRNblOZHUILnkmdu044ASwZb4zZaCV1Yv9h05bTwR4/mLEHxcPVClfOV+JwtqtRpoTJESm+MSvBN+WIE9+09i/YLRWoaCTetGf7YNEezYfB6X4L334LFa/ZEPFMPxa6Y8ZKVB0oj6BDZUfTCswO5cPRm37z6IInjjG8c2hcDGYiVAwetEg0M2bFRu1FdtmPiqRW2VlyRf77IcKeJNBE1Q58YQcSeRBEM+kRN18S1TJWLTsd9EBC8Zp14yqVL6qLxlySuVY6lkwpb//1mD3upLu0f7L1Ubh0/8hbDwcCT18sSTZy9Q8dOi8HB3U3mtPj7eSgxKJNC0HdnEYs8rJsErAkQ24vXqEKCWoCU1I3UqH7MFr+FYMkmF6Dlkmlp6lc17Ilbq1yynliolr7B++yFKuMgyryy9yotZNs8F7zik8oINL2rJj9Wz4I3LH/YcK7HdyxLhJKksMn80rlNRLeMfOXEuSg5rXHPI1j1H0ON/09TmRsmZl8szSRIkT2bd2bmJIXgzZfBHyZqdlHCtXK64evblQ1lOe4lL8Epku8KXPdTHocy1hvxWw3wcG08ZOz4pkmFIr1Zqs13PIdPVfXsHNkg0wWsQZSJwSxUroN4fEhyRnGTDB4GkjtStVlatCEgOs6RBSc5q9JQG2cTYtvd4NZd+UflT3LxzX20Qk30UiXVFF7wy98fl87gEr/AoWbOz6nuTup+pFTaJkBs2rckHzJrgPZg8rAsypEujNrfJZuNVs4bi9LnLFLyJNQjiuC8FrwM6JS6TZMKSjQSyNC2XLH3LS+j46Qvo0PdbtdNavkZl41o6fz+n3rQm/ZOXTZcBk9WuW7mObJ6FW3fuqxxVWXaWNAaJ/kr/B46dAznZQS5hIFFcWaaTjSnCRS5Zihzau5U6P1KindHbsedwmL9ys3pBzPqmj/G2koPZf9RM9XJVJ23kyqaiad+P7YlTMokGDjPmhUklSWmQ5dNqFUtg5YZdkM1qhnN4ZffwyMmLVC7vgpWbseP34+o+GdKlVhN4uyY11L9lCV82L8kl0ShZSTBs5BHBKxvDDGWjR08lJUKiXNHTbGzN8ez5Kwjo8OYcXsnDlhebjHsZ/5baGG+Ed8HPuHj5mjFPMzZ/2LqP1rQXfQxJ7rdphFeWVov8l9IgY8mwGmJ4HgJb1FLjR6645pBWPcaqzU2ml2xWkn0D1lxy0kHBD95VG9EkxWDn78dV5DX6GI8pMiZRNknhkRMWLO2/CDhZ5ZFLTqmQlA9pJ758ZBGFsnlux6pJ6vkxXHHxlPlFcjrlNATDsyVzkjzPltptDWNDHVO+8v++X/izijabzpOGUzxk/Eier+wfkE1cvx06hTaNqquPZUmpk7QpQw6v1Jd+SNTYcJmOJy02W1s3ppSGuHwe3Q+So17+yx5GP8sKowQA5JKNrnLyRrsmNVU6jTxDA8bMgXwMyiXBg6kju6nj9Swdx9b2l/UsI0DBaxkvhyktSzXyy0SGTVpimKQ2yESVMV0alzsnUSYaL0/PKBElYSA7pT2T/P+vbUk52cQneYaGjRSRkZFqc4YISNlZHP2KqZ3EdLSIfMkHy5jeP0rftNoU8ioUT56+iLJpzdCmRMplB7xhqVvrvVypfkL5I7EYyUrQrbsP1O7z6BFaV55DTMe6RP4MG/e0+iEuntK25IUmTeqp8oEd5ZK5QJbsM6ZPEyUNTMa6YWOv5HZXDOilVnvk+MHYLum/zKGpUqZQx8c54iXzm7U+F2Erx46ZfuiY9lHeOSEhobH+3RF56NUmCl69ep79JgESIAESIAETArJaIkJX0l8koi/7HWaN7xPlFBkCIwFnJUDB66yeo90kQAIkQAIkYEMCkt8v6UNyZnO2zOnxSdF8LrdaaENcbMrJCFDwOpnDaC4JkAAJkAAJkAAJkIBlBCh4LePF0iRAAiRAAiRAAiRAAk5GgILXyRxGc0mABEiABEiABEiABCwjQMFrGS+WJgESIAESIAESIAEScDICFLxO5jCaSwIkQAIkQAIkQAIkYBkBCl7LeLE0CZAACZAACZAACZCAkxGg4HUyh9FcEiABEiABEiABEiABywhQ8FrGi6VJgARIgARIgARIgAScjAAFr5M5jOaSAAmQAAmQAAmQAAlYRoCC1zJeLE0CJEACJEACJEACJOBkBCh4ncxhNJcESIAESIAESIAESMAyAhS8lvFiaRIgARIgARIgARIgAScjQMHrZA6juSRAAiRAAiRAAiRAApYRoOC1jBdLkwAJuDiBf67fwcXL15Apgz8+yJMjSm9v332IM39dRupUvihSII/VJF6GhKJNr3Ho0rouPi1ewOp2Yqr4w8L1uH3vIYb0amnTdtkYCZAACTgzAQpeZ/YebScBErA5gSVrtmH0lMVIk8oX21ZORFIvT+M9+o+ehQ1b9qFEkQ8wd1KQWfeeseBnLFu7DXvXTTWWf/rsBT6p2QnfDP4K1SuVMKsdcwsNHDsHV6/dxuJpA82twnIkQAIk4PIEKHhd3sXsIAmQgCUEDIJX6gzv2wZf1iirql+/dQ+VG/VR/22J4J0+by2W/7yDgtcSJ7AsCZAACdiYAAWvjYGyORIgAecmYBC8Tet9jt37T+CXxWORxMMD46Yvw7E/zsPX1xuvI14bI7wREa+xeM1W/LRxNy5dvYH33s2KwBa1UaV8cew9+AcGjJmNB4+eGlMgalUuhWoVS6gIb+fWdfH31RvYvf8k3s+dHc3rV0blcsWMAO89eIzx05dh/9EzCHkVhoqli6DvV42QNo2fscy2vUchovr839eQK0dmvAoNQzr/VIzwOvcwpPUkQAI2JkDBa2OgbI4ESMC5CRgE75blE1REV9IOShbLh9K1u2La6O5YtnY7wsMjjIJ34syVWLZuBxrXqYhC+XJh885DCN5xEEtnDIZPiuQYN20pfj98GoN6NFdgRNjmfieLErxy1aj0CYoUzKPE9d6Dp7B/4wyk9PFGWHgEarcagLv3H6N1o2qq7LzlwUjn74ef54+GZxIPJagDgyYiR9YMSiyHhYVj/srNyJwhLQWvcw9DWk8CJGBjAhS8NgbK5kiABJybgEHwntk1X0VnT5+7jKoVS2DzjoNYN28UAoO+NQre+w+foGzdbujVsQHaNq6uOh4eEYGSNTurVIj+XZqo6GtsKQ0DuzdHk7qVVD2JApep0xUTh3ZW0eFfdx1Gr6HTMWNMT5QrWViV2bXvBDoPmIxJw7qoSHDDjsPw6MkzBC8ZD3d3N1WGObzOPf5oPQmQQMIQoOBNGK5slQRIwEkJmAreC5evoU7rQaon4wcHqmhsh74TjIL3yMm/0LL7GGTNlA6+Pt7GHv954SrKl/oQ00f3iFPwRt+0lr98K/Tt1AitGlSFbHYTsWyI+Erjj58+R6kvOqtUiA7NaqJwpbYqsivC2nBR8DrpwKPZJEACCUqAgjdB8bJxEiABZyNgKnjF9q4Dv8OZ81cgKQ6Sy2sqeCUFQSK+A7o1Q/Ys6aN0NZWfLwq+n9NqwTt59mrMXrIRx7bMNp4UEfIqFB9V6YDAFrVURLl4tUD07BCAdk1qUPA620CjvSRAAnYlQMFrV9y8GQmQgKMTiC54Hz1+hpDQUGRMl0aZbip45czeak37qTNvG9SqEKVrkZGRcHNzw5ylv2Dmog04HPyD8e+xHUtmGuFdG7wXg8b9iPmT+6P4h++ruoeOn0PrnmMxMqgt6lYrowTvJ0U/wNRR3Y1tSxqG2MVjyRx9pNE+EiABexKg4LUnbd6LBEjA4QlEF7zRDTYVvPK3boOnYPveYxjWpzU+KvQeJK93z4GTcHd3R4/29fHH2Uto3GmEEqn53ntHieBM6dPEeA6vqeB98uwFKgX0UhvS5AcqpN7UuWvUGbvbV01UG9vkvGCxt02j6ij7SSG1OU6iwvKjGBS8Dj/UaCAJkIAdCVDw2hE2b0UCJOD4BMwRvK8jIzFnQl/VGcmrlfSDlet3GjsnP1ohaQ5y/JgcWzZw3Bz1gxVySTpC64bVUKLGV2/98IQI3n6dG6NlQBVV9uTZS+g5ZBrkF97kypAuNSYP66JOg5BLos9dB03BsVPn1b/ll+E83N3h6ZmEgtfxhxotJAESsCMBCl47wuatSIAEXJeAnM5w994jJEvmhdR+vm919MXLELx4+Qr+qVOqaK25l6RG3PpP8GZMlzrGuiKIpc30aVOZ2yzLkQAJkICuCFDw6srd7CwJkAAJkAAJkAAJ6I8ABa/+fM4ekwAJkAAJkAAJkICuCFDw6srd7CwJkAAJkAAJkAAJ6I8ABa/+fM4ekwAJkAAJkAAJkICuCFDw6srd7CwJkAAJkAAJkAAJ6I8ABa/+fM4ekwAJkAAJkAAJkICuCFDw6srd7CwJkAAJkAAJkAAJ6I8ABa/+fM4ekwAJkAAJkAAJkICuCFDw6srd7CwJkAAJkAAJkAAJ6I8ABa/+fM4ekwAJkAAJkAAJkICuCFDw6srd7CwJkAAJkAAJkAAJ6I8ABa/+fM4ekwAJkAAJkAAJkICuCFDw6srd7CwJkAAJkAAJkAAJ6I8ABa/+fM4ekwAJkAAJkAAJkICuCFDw6srd7CwJkAAJkAAJkAAJ6I8ABa/+fM4ekwAJkAAJkAAJkICuCFDw6srd7CwJkAAJkAAJkAAJ6I8ABa/+fM4ekwAJkAAJkAAJkICuCFDw6srd7CwJkAAJkAAJkAAJ6I8ABa/+fM4ekwAJkAAJkAAJkICuCFDw6srd7CwJkAAJkAAJkAAJ6I8ABa/+fM4ekwAJkAAJkAAJkICuCFDw6srd7CwJkAAJkAAJkAAJ6I8ABa/+fM4ekwAJkAAJkAAJkICuCFDw6srd7CwJkAAJkAAJkAAJ6I8ABa/+fM4ekwAJkAAJkAAJkICuCFDw6srd7CwJkAAJkAAJkAAJ6I8ABa/+fM4ekwAJkAAJkAAJkICuCFDw6srd7CwJkAAJkAAJkAAJ6I8ABa/+fM4ekwAJkAAJkAAJkICuCFDw6srd7CwJkAAJkAAJkAAJ6I8ABa/+fM4ekwAJkAAJkAAJkICuCFDw6srd7CwJkAAJkAAJkAAJ6I8ABa/+fM4ekwAJkAAJkAAJkICuCFDw6srd7CwJkAAJkAAJkAAJ6I8ABa/+fM4ekwAJkAAJkAAJkICuCFDw6srd7CwJkAAJkAAJkAAJ6I8ABa/+fM4ekwAJkAAJkAAJkICuCFDw6srd7CwJkAAJkAAJkAAJ6I/A/wEWd9RqKl2NpgAAAABJRU5ErkJggg==" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "method_color_map = {\n", " 'random': '#000000',\n", " 'cd': '#117733',\n", " 'limma': '#88CCEE',\n", " 'limma-voom': '#DDCC77',\n", " 'fc': '#CC6677',\n", " 'ttest': '#AA4499',\n", " 'ranksum': '#44AA99',\n", " 'modz': '#882255'\n", "}\n", "\n", "for tf in full_df['TF'].unique():\n", " sub_df = full_df[full_df['TF'] == tf]\n", " sub_df = sub_df[sub_df['Cell'] == 'A375']\n", " sub_df = sub_df[sub_df['Term'].apply(lambda x: 'MLEC' not in x and 'Wistar' not in x)]\n", " fig1 = go.Figure()\n", " for gs in sub_df.groupby(['Method']).mean(numeric_only=True).sort_values('Rank').index:\n", " fig1.add_trace(\n", " go.Box(\n", " y=sub_df[sub_df['Method']==gs]['Rank'].tolist(),\n", " name=gs.replace('fc', 'logfc'), \n", " marker_color=method_color_map[gs]\n", " )\n", " )\n", " sub_rand_df = rand_chea2022_df[rand_chea2022_df['TF'] == tf]\n", " fig1.add_trace(\n", " go.Box(\n", " y=sub_rand_df['Rank'].tolist(),\n", " name='random',\n", " marker_color='black'\n", " )\n", " )\n", "\n", " fig1.update_layout(\n", " title_text=f\"{tf} ChEA 2022 Term Rankings for Gene Sets from A375 Cell Line\",\n", " xaxis={\n", " 'title': {'text': 'Method'}, \n", " },\n", " yaxis={\n", " 'title': {'text': 'Rank'}\n", " },\n", " showlegend=False\n", " )\n", " fig1.show(\"png\")\n", " if tf=='NR3C1': \n", " fig1.write_image('/Users/maayanlab/Documents/manuscripts/dex-benchmark/revised_figures/3B_300dpi.png', scale=(800/300))" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAArwAAAH0CAYAAADfWf7fAAAgAElEQVR4XuydB5QUxdqG342wBMngYkTMFwNKUFFJEgUUFK4ElZwFYYFFAQFZVFRAXYIIigED4aq/IEmBRSSIKGDAiGBEJEtm03++Wnucnd3Z6Zmanunpefuce67LdFVXPfV19dPV1dUxubm5ueBGAiRAAiRAAiRAAiRAAg4lEEPhdWjLslokQAIkQAIkQAIkQAKKAIWXgUACJEACJEACJEACJOBoAhReRzcvK0cCJEACJEACJEACJEDhZQyQAAmQAAmQAAmQAAk4mgCF19HNy8qRAAmQAAmQAAmQAAlQeBkDJEACJEACJEACJEACjiZA4XV087JyJEACJEACJEACJEACFF7GAAmQAAmQAAmQAAmQgKMJUHgd3bysHAmQAAmQAAmQAAmQAIWXMUACJEACJEACJEACJOBoAhReRzcvK0cCJEACJEACJEACJEDhZQyQAAmQAAmQAAmQAAk4mgCF19HNy8qRAAmQAAmQAAmQAAlQeBkDJEACJEACJEACJEACjiZA4XV087JyJEACJEACJEACJEACFF7GAAmQAAmQAAmQAAmQgKMJUHgd3bysHAmQAAmQAAmQAAmQAIWXMUACJEACJEACJEACJOBoAhReRzcvK0cCJEACJEACJEACJEDhZQyQAAmQAAmQAAmQAAk4mgCF19HNy8qRAAmQAAmQAAmQAAlQeBkDJEACJEACJEACJEACjiZA4XV087JyJEACJEACJEACJEACFF7GAAmQAAmQAAmQAAmQgKMJUHgd3bysHAmQAAmQAAmQAAmQAIWXMUACJEACJEACJEACJOBoAhReRzcvK0cCJEACJEACJEACJEDhZQyQAAmQAAmQAAmQAAk4mgCF19HNy8qRAAmQAAmQAAmQAAlQeBkDJEACJEACJEACJEACjiZA4XV087JyJEACJEACJEACJEACFF7GAAmQAAmQAAmQAAmQgKMJUHgd3bysHAmQAAmQAAmQAAmQAIWXMUACJEACJEACJEACJOBoAhReRzcvK0cCJEACJEACJEACJBC1wpubm4vDfx/DX/sPIz4+DlWrVERS8USfEXH4yDEcOnIUFcuXQelSJYrcPys7W/0eHxfnM19vO0g59+4/hMzMLFSqUBbFi+Uv4+KVG/D3sRPo3O62gI9hdcKTp85g34G8OpxduQJKlihe5CH3HzyCEydP4ZyzKyEuLrbQfXNycnHw8N84cOhvlDmrJCqVLxuUfa1mEc35y7m25MMNuP7qy3DNldW9opCYP37iFOLi4kydk+FkumX7d9j29Y84dvwkzj+nMtq1vDXkxZHzRXhVKHcWSpVMCvnxdQ946vQZ/LX/kOony5U9y7Ztboe21mVtJv3pM5mqPSSmy5c9C1UqlTOTLKT7+HMd9law3//cjxUZm1G35pX4z2UXqt0+++J7bN/xI+5odrM6n3Q3YSnXveLFE7U8QLccTJ9HwHbCu3BJBsY9/bIqXK/OrfBgr7vztdWMl9/F9JffxXuvPIbqF1RVv42Y8DzeX7Up335ykjatXxvd/tuiwAn7zOxFeP3tD5VUuW/3t2+GoX07FAhMkaopsxZg5dot+dKUL1saHe9sjLYtbkFylQr58pKLdvve49S/LZo93u94+/bHX/Dk9DfxydZv8qW94pIL0L5VfbRqcpMSx//2GY+fftmDT5c97/MYhXFyTyQX6wkjuufL58jR47ip9QD1b62a3IhJo/r4PI6xw+dffo8JU1/F9z/9li9Nk1tr4eFBXVC5Ytl8/y51HTZ+Bg4ePur69/7334H+Xe9ETEyM69/GPPkSlq/ZXKAthvbpoNrCffNnX8+Kte0+ukDZC6t8jcuqYf6ssaa5hGvH2i36Foh5OYfaNKuH++5uisTEBEuLtn3HTnTqP0Gd03Jue9t+27MPzToOh925Pv/qe0h/6W1XNc5NroQVbz5lKUMj8y+/+QlTX1iIL7/dVeA8aNO0Hlo3vQmXX3x+SMoS6EEkHp6dvahAHyf9qvRvEiPy3/5s8/9vNfb8dbDAdcOfPArbN5xtrVt2Sb/+06/Qe/jTKqvxw7rh7lb1C2Qr/fSjU17B1q9+yPfbpRedq9Jc/c9Nqohw3dv7FVms7ve0RErfDmqf2a8vgVxzvW1rFj1T4FpQ2L6BXIeLKuTGLV+j57Cn1LXIGDCa9tI7mPnq/6lrtlxri9qkPy1dKgmrF071uptcf95e+hGen5SCW+peFYymZB4aBGwnvAveW4PxU15xVemjd57Ld6dlBOT/zZ2Ii6udo/YbOm6GulMTIStTuqQa7dj42dfYu+8Q5CL05sxH8nWcLbukYt+BI+qkr3Z+Mo4eO4GX5y9TojWwe1v0u+8O1/HlgtJ9yCR1UbnuqktV0JYskQQR0owNW1UadzHf+fMf+GLHTiXHH23ark4af4XXXfpvb3wDrrriIsgoyDc//KLqKdsLTw1Dvdo1/BJeg1OjejVxVumSBcJG6nfX7flHqN5Ztg6jJ73o2nfz0ud9jtAaO7/xzipMfPY1iOBe+5+L1YjB4g82QISmZo1L8Fr6wy6R/eaHn3F3r7EokVQcvbu0QpmzSuF/S9biq+92YVCPu9Dn3tauMvynQVd1E9PqthvViPHmrd/gg4+2qN/nPD0cN9b6T0D7egJ57sX/qRgyth93/a7KIx3/Recnu/79nLMrKim3+2YIr3TuckN26MgxLFv9iSp2g5uuxfTHHrS0CmaFV0Ys5UJx4XlnI3VAR0vLFGjm8tSiVvPeuODcKnhuwiDVF8moU9kypQLN0nQ6ictZry1W+4vYXnnJBepm5Zff9qrzS/oku98syGj/7feOzNevZufk4IeffsO6T75U//7GjDFFPgkoDNi9DzwGudH+OiNv0CQYWzjbOhjllzxGPTEH7y7/WGUn/bz0vZ6bXLOGjJ2mrnHyFEZGODd9tkMNJkm//OGCyer6KteitGdeK7Ro+w8eVu3XtUNzDO9/j9rnhXmL8eyc/6l++exK5QukGzGgI87y8bTU3+uwGW7BEN7ixRKw7t10r4d7bdFKbNjyNQZ2a+saRTZTNu5jDQHbCm+zBnWU3LnfKQqCooR32etPqseKsmVmZaPXsKfw6bZv8cTDvdWFwdjkBG5407XqJDY2ERkZLRURmzdtlPpneWzesd+jSnL63tcGA7q2RWzsvyONMvr52HPzkFy5gmtEYfrcdzDjlf9z5euv8MrFvn67wSr9tMcGo+FNNfO1vIzmykjtkN7tAxZed06+wkrugKVj+O8djSCjJ0+N6YeWjev6SqZ+F/EvViwRl1U/z7W/3Fzc0Kq/+vvD+ZNdI+NPTHsD0jlMHT8QTevXUr8LixadUyGdSsb/nnVNWRAJb9n4BhRzG5E0Rv7bt2qAccO6uo7nz76+KmXciKSl9igwkuwrrR1+F+H17KBF6Fvd95ASjJVvPQ2Rd91NZNp9RN7Iz6zwmj2+t+O4pzezj9njue+365c9ipvcHMtNsrct2MeXR673DXpM3cA/lzZI9Vfum0yjenXhCqz+eKurH/Msmz9l8mdffzgaT5sK60/kvH/6+fnqqcOVl+Y9aja7WSG8Ztu6qDIGg2OgeRjCLtcimRInI7jufa9R7h92/YYTJ08XuMkY8PAzyNiwDS9OHoEbrr+yyKaQdpv71rJ81wlDeF+amoq6Na8w25Su/QK5DpvpA0IhvH5XlgksJWBb4X1+0lA8nv46fv5tL9wfeZgVXqEm81tHPvYCenRsCXncXdRmCG/jW65TIzayyajhg49MU6Mlbz3/SKEXcdlPxFfufGWT0RWZ4ytbm/sf9nuE97HnXsfrb39QZJllTpAIfYmkYq4RXinf9LnvYt0nX6hjN29YByP635NvnrExwmtWeGUUpuHdD+LWG65Rgi2P+OW/Zz4xRCso+42cqka/5cbCuGAbo4/bV72Yb0qJtJ+0o6/RHnnEe0+/R9UogozyFrX5s697PmaEV0b4n52zCFu//EHFgtSv3/13qJsTY5s0/U01cvzkmD6qbjI38OjxExjz4H34ePOX6unAgG534p2l67Bmw1YcPXZS3QSMGtxFzddOf/Ftxe/U6Uw1GjP6wftMPfotTHilTMZjtxmPD0H9G69RxZQYfvy519WTDHlELEIsjzblqUiHNo2QEJ83L11Ge4aMnY7rrroEl150Hl5ZsFw9opYR+E5tb1M3rMZNojfhXfLBRjWKVP3CqhjW979qztugMenqwis3mrLJjYtweaB7Wyz+YCNWf/y5elIg7T1qUBf1pMZ9kzaW6QbyKFe2Zg1qq7iS+fqPPdTLtavU74V5S7Dt6x8UZxmxvanWf9Cp3W2FjkZJwu92/opxk19WN3TyBOmif6ZWDe55l5pGIIIhN2CrPv5M9V8iGnc0q4fO7Zq4WLhz69CmId5+/yN8+e1P6nyVx8feNmOazZRxA1SdvG0Se+7TAaSPmvYPDymTtKVM/5EyGfPk/WVsJta9la9R+yHqHPB8glfUeSvSJTIvo32y3XDdFRjW7x7VZrLJ06R3l69XsSr9lLGNfvBedSMX7LbOzs7BtLnv4J47GuG8cypjyQcb1Aj1jbVqoFPbxurw0mcsWpz3pEpiRc6vwT3vzveUzOgPJNanzX0bG7fsUG0nU8zkyZYIqsSo9BNywyr//kCPdqbnhK7I+BRDx01XI64ivDLNTP5bRmHNbIbw/m/Oo0VOk5F+4rYOQ9VUw3deSnPFla7wBnIdlhu/1xauVFPfDPa33nC1elpovHsTCuGV/n3p6k/w8KDOOK9q3mCc0d7Sx/u6Zsv+vuLeTBtynzwCthVekRZ5qWzYozNxX/tmrkeb/gjvgsUZGD/55QIjvJ6NL5PX5RGNSISI9i11r3YFpnSwzzw6UD2W93eTR+/+jvCKJMuFZO3bz6oX43xtMiotJ7SxiZzLKLB0+p5zcv0VXpnnLCPYxgi5TAWRi6U8wvF3bp1RPrlbr99ukJLB5W88qToBufhf36x3vtF1Y3+jDFPG9YeM+nvbFi1Zi7FPz1UXcRmBLWrzZ1/3fHwJr1yQ7h/8uEoijw1LliimHu/JJtMFZNqAbEabSVu5t92SVx9Xjx3nvPG+67ASP3v3HXQ9pjbaVv5d2kLaWeaey2NBX5s34ZVzTKY2uI/w/vL7XjW6LuIqxxIpkguxHM/9qYvnfD55aiLTPYx6uT9dKUx4P1z3GQaPSVcyIDdA8mKmMSLlfvMp81XduYiwicQZ05ben/eESwCEed/UyQpH7WsvR+mSSdj0+Teq7BK3xiNIY+RO9hNxlseq8gKa5On5VMidrdQtZdwMJdySX5V/HtOOHXo/Lr/kAnQZkKbqL2W87OLz1c2P7Htn85sxcWRPlZXBTfiK4Bvz1t3L59meMmWi3h0DleC9/9oTXm/APdPJ3Mf2vce6WMmNhPHOg3tb+sPYbKx7i0mZtibT1+RGWt6z8PZyqpFeRg1l9FA2Ef1ffv8LMg1KNmNAxP0dBff5l9J3iJzKiHww21quT31Tp6jzwyiL5C9PEyV+5B2MVxauUDFSr85V2PXzHhUX0n7/mzPB9XJeYX24cf7IiKjxHod7f5E+cTBkapqZbdCY57Bq3efq/E6Ij1eDGBKbIqVFbfLC1frNX+KB0c+Zuo4ZbfrshAdw2y3Xu7I2hFfKLFPbkooX8+vFRBFEf67DMhLe/6Fn1PVc+iPpR6QexlQfmeIoN+GhEN7C5gT7c802E/dmYoD75BGwtfDWqXmFGlUUAVy1cIoacTErvPJYrPOANHWh8SaPm7d+izFPvui6cHm+9CQXTbl4Ln718XxzNs0Gj7/CK3el1zTuoU5SMy+hucuTjA707NRKdSRygWveaYS6wH+x6iXXxcQQXslfRgo8N3lRxH3OpHFiblwyQ8mA8eLG2JSu6NC6gVkM+fYzOhn3G4E/9x1E4/ZDC51H+t7K9XjosdmQURp5QbCwTSRaRFPm7rmLpe6+numLEl5pu3bdx6hYfe/liah+Yd78ckOq3C8wBlcZCZEXuGpcnjdH++xK5dQLmSJ2coMlI7oigNKObbuPUXEq0i+jBXIzJHPVW9//kBq1WTpvks/2KEx4DQmVi7B7HiKdv+/Z55onL5mLYLa6d6QaWTbi0xA3ialHhtyH22+7UV1MNn2+Az2GPqlGoOWFDdk8hdeIBZHdV557yDWiWpTwysXroQe6ILlyeQjz3sOeVkJgPAE4cyYTre9/WLFyf4IgT0Sk7MLSEF4ZAZaYfnR4d9fcdYklkXDhK6PW3jbjidCAbm0hL1Yam3EzJaO2MmIvLKQ+/UZOUdOrjHK63yhIne67u5kaKZYpP8aIpeexZaSvy8CJLqHy2eD/7CAjem/932o1st2m6U1KlIWDzJmXmyajfzSE1xdjf2LdWxmlzeTdCNmkvjJ1S0bHr7z0Ate5Y6Q1XmKUPkMGQox50sb7Be43fN6mNFjR1vI0TYRXtp6dbldP1SpXLIczmVk4ceIk2nQdpURx7tRU16iivPz84ptL1QtdcrPh3odLLMnTSJmqJe8L3NEtb2qdTJmRfeXf5elCux5j1EtW8rKVr+3I38dxU5sB6r2DN2eMUbt3ffAJFYvu/ZRnPsa1Qv5d+pyhfdqrm1Jvm8SRDIhIPycy7z71zxBe97TS5j063l7gnZHC8vf3OixTIaX8Mg1v5ICOan67xOz4ya+oF8iMm4VwC6+va7Y/ce8rDvh7HgFbC6+MuhiPM+QR0ajB9xYpvNJRly5ZAgcOHXGNrMlFWAK/sE0m5MsIpvHIVh6DPTq8m5IMdaJ3HK4unJuWzPC5BFlh+fsrvMYUAn9Ghb2t0iCPsORRVsb/nnHVx+jEpFOSF+88N3nk07tL3sthRgfmPsomMicj0O7znP05kaR+d/Uco+60X35mpBp9k03eDpYbG+lYZTTGfTM6L3lcbJTN85gyZ1rmTku8vPDksHydrc6+nmmLEl55zHpP3/EQ0Rk9+N58SUXGRVa2rpytOl9DeI2/3Xc2pOPduWm4pNq5rp+MaQcyCuz++N54GcW9nb21iTFtREbB5QLw+5796iZBRqBkVEZGpT03EfEfd/+OvX8dwsEjf6vHhBIHGxZPV9N4DHHzbDsZZanTsh8qVSjjEml34a11zWVK3mSEc176KFR1mztclPB6cnnz3VXq6YzxiH/H97vV6iiec7mlXnJBFqE0hNeIG3ls3O/+O13TNMzEtDfhlTfhZRqF5022cQNgTK8yuLnfEPg6rozCy2i8yJWMjBqbjPrLhdx9q1KxHO69u6l6D+GqRt2UrMgoeAz+fQdhxivvKuGfO3Uk6tS8XK36IDdbvhj7E+tF1el/73+EZ2YvzLcqi+wvcSjTseRlXdleXrAcT814C0+O6Yvmbk95jp04qVaQcX8Jy5vwWtHWhvDKNJxu97TIV1XhKDw9nw4a7e7ex3vrw2Xah4z+e74UdcudD6jrkZmbXOOmwH0lAqMfG9D1Tq8v28qo8Hc//qquf3IzKzfZnivguFfYGF13nxZl/C7tvHbTNpxdqYIafNn1yx+u67OZqRX+XoeNKXOyYoq8X2Nscg7K+WncpIZTeAtbWcnzmu1P3PvqO/h7HgHbC6902CJJIkUfvPU03l66Ti0bUtgqDZ6NKiepzFHztcnFX1YEeHTqq2qupayAIJuMQMhIhKdk+MrP+N1f4ZXO7domPfM9dvV1LG+dpfF4SZgZMuHPlAZ5C1zeBn+ge7t8cwXlhRkRVn9fcJLHsZJWZGnkwE7qYmxsf/y5H03uGaYePRnzp43fjHnY7h22OxNjVQ+5oMvoWVFrJ/qzb2HcixLepas+wfAJM4tsLqMtilpKzpt0GI9H3Zfjk4MZc77l4udtZNAoVGHLkslvhc3Nk0fAs+YtVjcShW3r/2+aGmnzJrySRi5UmVlZrmV7DOGVqR3ydEVGGQubT+6P8BrcZbk8WaXF+LuwpxCewmvcaElZ5aIuU5lkXmjrpvV8PnL1JrzeJMV4GdWI8aK4eQuiz7/8Afc+UHCE132k0UhrCJUxr7KowDTYeYs9b4yLytO93ylqP4kzmVv7/U+/4qtvd6k568bKKMYIpNGXectHbpqMpaG8Ca8VbW1wL2xQxdsNqtTBmBpmrCThrT+QQYDf9uwv8LTPM46L4mtcw2Rk/OzKeSskSCzKKK/0mTKtrLAXTI085elbv9Qp6vrr/sTE/ZjGqLOvd13c0xh9gZx3m5fOLLIM/l6HDUH2xkXeQ5B58nYTXs9rtj9x78sT+HseAdsLrxRy9fqteGDUs2r0rELZs7wKr3HxNNYclJNJ1kd1X0KqqIY3TpTPV85Wj4/kJQhZWsvXY3JveforvO6doTGC5itQvXWWxmPMQIXX6JS9Hb+wUQ1v+0oHKytmSKdZ2Bqs8mZw7RZ91Bu88iav+yaPYqUuTz/SDy0a5V8dwvhNOm4ZMfZcC7mwfMzs660eRQmv8ZvM36t19WWFZiGrW0hMBiK8xtvPnsJrzG8zK7zuqzQY04NEjl597mH1EqSxGb/JtAtZdu+Si85Vj/lFvGX+p47wusMpbMULf4TXeAJgSJsxolXYyFFhoiA3WzKNxH2NbRnxFh6eL8K5l9ub8Hpbm9NYz9oY0Q1EeGWq0q1tB6mXgiQOjE2mcRz++7j6U0bWRboN4TWeyoiMtPcyDUlGd88/p4rXEV5Pxv7Euq/+y/N3uel/LP11Nb/X6CuM0UO5+S7svQY5p4yVY4papSHYbV2U8BplLmxgwHjx8Ks1c5Xo+Su88pRNXiotajks4So3DhILRW0yzcFYX9fbfsYNj+f0HWN/46U2zyUhfbW90VYfLpiipih52/y9Dhs39t5e/pTlDuUJk92E1/Oa7U/c+2LN3/MIRITwGh9xkBcD5IUFeVRf2Aiv+2iRLHElS12J4Mx/fqyp9TENyTNkUx7FPPLUS+rRuwiVt01GiAv7mlogwps6cRbkrXXP9YDdjy08ZM1KOaYVwms8FpaOsKnHy3qnzpxR00o8L7re2MgLgXKHLo/Gihpxl05Ktk/en5lvSoK8iCbzIkVArr/630fuxrwwKcecySOKXLjcn32L6hiKEl7jkbXM55QLQ1GbXYRXnp48ODZdvdAic4ZlWoAx9854edLzxuvhx2fj/1as1xJeka/RQ+5zrW/t+RhUR3hlmlKPlCcLfVpQ1MiYnFPymFFeEhFplmkO8ka3t82b8HbsP0Gt3mDcNBvpjVEwY2pWIMIreRmrG8iTEBkt9tykHjUadnMJb1EvhHqm9TbC6ym8/sS6v32m7G+8ECc3uHKjayw5aGZZLDPLkgWrrYsSXmPO8CvPPqTkythkRFuWZXSf6mOV8BrXQHnycXn1/B8hkWlK8oKs+wvh3trKWJ/Xc4lQ2d+YV+5tbd+i+kGZ0iTpfb2g7e912Mj302Wz8t3Ee5bF7sLrT9xTaM0RiAjhlap4PrbzJbySxnisJMI6+6lhSEiIVy90fb/z13wfJ5B9jUcs7o/H3F+AkTmkMsne/W1iGZmUpX6SkoqpR/+eWyDC6/7muPFxCfd8ZZRClkS6v0PzItfh1RnhNV6s8HZRNeages7186y/3KDInCmZAlHUW++Sznh8475KhvtLUiJeshSW3FzIclkyuitziadNHOz1Zsaffc2cLkUJr4y43HzHA2oEV6bAuH+OU8RSPlLS6OY8QbGL8EpZ5MU3WWtaRgLdJc8YJXGfvy5LovUZMVkJnc4IrzFyZ8wFlXK4LzunI7zGSKq0w4JZY9UorcSBTI2RD6i4r4IgfcpVl1+UL36MD6DIG/Dycou/wjv5+QV46a2lBb5mJe8KyIojxnkQqPAaT7u8rcPrKbxSfkPC3c8to14iHDK6K1OBzAqvP7HujZ/MQx3Rv6PrJUf3/QyGw/vdg67/be76Spic73OfGZlvrrVMi9n+9U5Xf26sSOD59S4r2roo4V27cTv6PzS1wNcpDXl0X0HHKuGVlxIlngsTSvfzZOOS6WrwRJ6MykuD5cr8+3U76btkBFdWPDCeori3lfECnPs7Ge6/y7knYlmv9lX5BjKM86yoVUmMfPy9DhsfZilsOVK5fkrd5QmI3YXXeFJtJu7NXL+4T4SM8EpDSUfeaUCautjKZkZ45UTpPvRJdRdpzNsxTjQJeJmve05yJfUmvSx7Ipu8GCFfNzM2mWvYbcgT6k8Zmap/07VqDUWRZukEPL+0JuL89Xe71f7yKEZOaHkhRrab61zl+jBGUcEnF0zp9GWTUZya/7lEvfkrZTe+KObrS2tFCa9czI21CN3LIXfp8mJCg7sGq3ptWf5CoXMZjaXCfC26b3y0QkbZpe6e2znJFV1vKhsjZq4vrZUuiXeWf6za2/3lCmMeo+Qla5vKEjeem6yhKiO//uxrpjPwtSyZrJ8sc2qlDvISi6z9KbG1duM2NZ3D15w9KYM36bBiSoNRZxl9l1UgRB4MITPme0tn27BeTTXvT9YZNZbPCobwyvENaRBmspa0tJuO8Eqe7p8ylXnN8gKmsblfYOUFMBETWXFE+oPjJ07i3RXrVcz5Gk30NsJrTDuQ40ncytrCsiSaPKKXur390gQlF4EKr+Qrn16XWJRNXhYUSSl7Vim1fN1Hm75QS1+5vxQl/VGHPnmfOZc1Y2tcXg37DhxWI6lyUTU+o2pWeCUfs7Hu7bySwQDZpH1kQOLiC8+BLIUn5ZH2kn9f+MJ413q1MqVNZF8YSl+e97XLn9U6qzWvusQ1999oe8lTngbKY315aXny8/OD3tZFCa/79UqmOdW/4Rr1lMv4xK77VAcrhNcYOHF/J8WzLYybA2MqgvG39KuXVj8PcbGx6mmjxJNwXzh7fL6P/RjCWNTa58a5LOnr33itWq9YVn8xlhg0+yEjf67Dcm616DxC9VXyIrr0XzJVRta5lhtf432QYAiv9JnCq7BtzJD78eIb7xf4VLE/T2XNxr2Z6xf3saPw/rN2buNjtWkAACAASURBVGEXHCNApeHcl1Qx1hGVtzI9l06RC7XMmZLgl1Uemtx6vRohlcWc3Te5EKYO6KTuyD23PXsP4KmZb6mpFJ5p5E69Y9vGriWVjMcQhQVXetog1yifr+ATSX9yxlsuwTf2z1v8v4ESU/cPT3guY2bMe3KfH2Vw8nZsqYvkKy/GuK8Z6rm/MTdMWAtzb5shvN5+d18qR/aRi5186EM6EWOTN9JloXbjUbvxCK0ofkYH7s++vtpDfjeWnJLlnQrr5OQiJxdgiRX3TxKrebt3NFQfVZCtqBFeuSDKRdv9hk7SGKPuni9QGi+zLXt9khqpK2or6tvv7uuqLpg1Tq3sIZ2t+zrBciMo55O8yLnhvekoc1beZ7zrtOxb6AobMoVAHuEaMSIiKaONnvO4ZYqETJWQc/DduRPVDYN8tlemWchb7rJ542I8bve8cMqFbXnGZtUO8tlfWbVBjiHnjLH+qOwjHw4QETE2OfaDve7y+bKrIZHyZMf4OIaRh9zcpKY9r25yjE3m7qal9nTNQS2Km5lYlL5QmLi3j6QzPrktkuW+yofs90T6G+rm332TNk0d2EmN8PrD2Gyse6uLLDe4dNUm19v67vvJtI8+97bJN19XpmbMnb8ML725LF//IGIs/Ns0zZMOkR358IvxAQr5N7lW7Pj+56C3tTECJ+svy/slnpssCTZ+ysv5rhvSZz49tj+uuryaa3dv/YGxbJxn3y7XMzkPi5rDa4i/t75KDm6cO1J2qYP0b7Jyh3vfJftJjKT0/W++p1by78aTg6I+CiTLAaaMn66mTblvcq7L8oJmv9opaf25DsuKQJNnzVfC7r7JeyLS/8i1x5j+JF5gfCjE+FLq2y9OyPeF0MLi2NtLwMa+spznawtXqC+vuufnrb0Lu2abjXszfQb3saHwhqpR5I7vrwOHIasHVCh/FipXKFfkclZSLunk5USSBcflsU/linnLl1m5ySMheQxz5kwWKlUs6/qim5XHDGfewviPvQfURe3Cc89W01AicZPHZn/tP6TiRGSiqDeh7Vo/eZz56x9/qbaoWqWiEtxI3YxHuDLqJ3OV3TfjAxby5EbWUTW+IqdbV5ESGUmVp0iyjrUVm/QPIgIyvUpkSupQ1CYXUDm/koolqv6ksHcP/C2nTqxL+Q8c/BsHD/+N8mXPUjda7mu4epZF+gfhKjIpcl/YkypJI/37nr8OKGl2/4S8VW1dFDORcDmPKpQrE5Jrhr/t57m/sJXVGaQd5CmVO79A85aPWEh/KPylTWTZvED7RH+uw8b5IX2ZxIusWR6Jm9m4j8S6hbLMtpvDG8rK81gkQALOIyCPmuXxuHzQo1L5Mth38Ij6zLCMinp+Bcp5tWeNSIAESIAECiNA4WVckAAJOIqAsWC7Z6XMvJHuKBCsDAmQAAmQgIsAhZfBQAIk4CgC8th021c/4o+9+3Hq1Bm14L58traodXUdBYCVIQESIAESKECAwsugIAESIAESIAESIAEScDQBCq+jm5eVIwESIAESIAESIAESoPAyBkiABEiABEiABEiABBxNgMLr6OZl5UiABEiABEiABEiABCi8jAESIAESIAESIAESIAFHE6DwOrp5WTkSIAESIAESIAESIAEKL2OABEiABEiABEiABEjA0QQovI5uXlaOBEiABEiABEiABEiAwssYIAESIAESIAESIAEScDQBCq+jm5eVIwESIAESIAESIAESoPAyBkiABEiABEiABEiABBxNgMLr6OZl5UiABEiABEiABEiABCi8jAESIAESIAESIAESIAFHE6DwOrp5WTkSIAESIAESIAESIAEKL2OABEiABEiABEiABEjA0QQovI5uXlaOBEiABEiABEiABEiAwssYIAESIAESIAESIAEScDQBCq+jm5eVIwESIAESIAESIAESoPAyBkiABEiABEiABEiABBxNgMLr6OZl5UiABEiABEiABEiABCi8jAESIAESIAESIAESIAFHE6DwOrp5WTkSIAESIAESIAESIAEKL2OABEiABEiABEiABEjA0QQovI5uXlaOBEiABEiABEiABEiAwssYIAESIAESIAESIAEScDQBCq+jm5eVIwESIAESIAESIAESoPAyBkiABEiABEiABEiABBxNgMLr6OZl5UiABEiABEiABEiABCi8jAESIAESIAESIAESIAFHE6DwOrp5WTkSIAESIAESIAESIAEKL2OABEiABEiABEiABEjA0QQovI5uXlaOBEiABEiABEiABEiAwssYIAESIAESIAESIAEScDQBCq+jm5eVIwESIAESIAESIAESoPAyBkiABEiABEiABEiABBxNgMLr6OZl5UiABEiABEiABEiABCi8jAESIAESIAESIAESIAFHE6DwOrp5WTkSIAESIAESIAESIAEKL2OABEiABEiABEiABEjA0QQovI5uXlaOBEiABEiABEiABEiAwssYIAESIAESIAESIAEScDQBCq+jm5eVIwESIAESIAESIAESoPAyBkiABEiABEiABEiABBxNgMLr6OZl5UiABEiABEiABEiABCi8jAESIAESIAESIAESIAFHE6DwOrp5WTkSIAESIAESIAESIAEKr2YM/HHgpGYOTE4CJEACJEACJEACRROoWiGJiDQIUHg14ElSCq8mQCYnARIgARIgARLwSYDC6xNRkTtQePX4UXg1+TE5CZAACZAACZCAbwIUXt+MitqDwqvHj8KryY/JSYAESIAESIAEfBOg8PpmROHVY1Rkak5psBAusyYBEiABEiABElAEKLx6gcARXj1+HOHV5MfkJEACJEACJEACvglQeH0z4givHiOO8FrIj1mTAAmQAAmQAAn4JkDh9c2IwqvHiMJrIT9mTQIkQAIkQAIk4JsAhdc3IwqvHiMKr4X8mDUJkAAJkAAJkIBvAhRe34wovHqMKLwW8mPWJEACJEACJEACvglQeH0zovDqMaLwWsiPWZMACZAACZAACfgmQOH1zYjCq8eIwmshP2ZNAiRAAiRAAiTgmwCF1zcjCq8eIwqvhfyYNQmQAAmQAAmQgG8CFF7fjCi8eowovBbyY9YkQAIkQAIkQAK+CVB4fTOi8OoxovBayI9ZkwAJkAAJkAAJ+CZA4fXNiMKrx4jCayE/Zk0CJEACJOA8AieOH8clF1QKe8V+/GU/kkqUCHs5glEACq8eRX5aWI8fPy2syY/JSYAESIAEnEeAwhv8NqXw6jGl8Orxo/Bq8mNyEiABEiABEvAkMPnJiZjy5EQMHTEKKSNGERAACq9eGFB49fhReDX5MTkJkAAJkAAJUHh9xwCF1zejovag8Orxo/Bq8mNyEiABEiABEqDw+o4BCq9vRhRePUZFpv7jwEkLc2fWJEACJEACJBB9BDiloWCbU3j1zgOO8Orx4wivJj8mJwESIAESIAGO8PqOAQqvb0Yc4dVjxBFeC/kxaxIgARIgARKg8PqOAQqvb0YUXj1GFF4L+TFrEiABEiABEqDw+o4BCq9vRhRePUYUXgv5MWsSIAESIAESoPD6jgEKr29GFF49RhReC/kxaxIgARIgARKg8PqOAQqvb0YUXj1GFF4L+TFrEiABEiABEqDw+o4BCq9vRhRePUYUXgv5MWsSIAESIAESoPD6jgEKr29GFF4TjHJycvHXgUOoWL4M4uPiCqQ4euwEsrKzUa5M6Xy/cR1eE3C5CwmQAAmQAAn4QYDr8BaEReH1I4AK2dXx6/D+/NtetOySWqDqJZKK49Nlz6t/X7txO4Y9OhMnTp5Sf49N6YoOrRuo/5Z/S02bhdXrt6q/r76yOtLTBikxlo3CqxeATE0CJEACJEACngQovBTeYJ8VjhfezKxs/PHn/nzc3vq/1Vi7cRuWzpuEk6fO4Na2gzCwe1t0bncbMjZsw+Ax6Vjx5lM4N7kS5rzxPhYuzsBr6aOQVDwR/UZORbXzkzFhRHcKb7CjkfmRAAmQAAmQAAAKL4U32CeC44XXE9jxE6fQ4K4H8ciQ+9C66U1qdLf/Q1OxdeVsJCYmqN1lRFjkt3O7Jri711g0a1AbvTq3Ur+tyNiMoeNm4Ks1cxETE8MR3mBHJPMjARIgARKIegIUXgpvsE+CqBPema/+Hxav3ID3XnlMzdVdsDgDL89fpkZ7je2BUc/iwvOSkdK3A2q36Iu01B5KemXb8f1utO89DhsWT0eZ0iUpvMGOSOZHAiRAAiQQ9QQovBTeYJ8EUSW8+w8eQf12g/HchEFofMt1iqVMWVi+ZjMWzR7vYivzeUuVSMLYlPtRo2E3zHh8COrfeI36fefu39Gm6yh8OH8ykqtUwOnM7GC3CfMjARIgARIggagmkDbhUcj/Ro95RP2PG1AsoeAL9eRinkBUCe8T097A1i9/wFvPP6KmI8hmZoR34sieaFq/VqEjvPuPnDZP28F7/vRnLGJyc1UNqyXn/T83EiABEiABEgiEwJNPpOGpJ9IwfORojBg5OpAsHJemYplijqtTKCsUNcL76x9/oXmnEZjz9HDcWOs/LsbGHN5tH8xBQkK8+vdmHYfjvvZNXXN4mzesg56dble/cQ5vwfCcu7IYdu+Ndf1QrUoOujbljUAoT2QeiwRIgAScRIBTGgq2Jpcl04vwqBHekY+9gD//OoiXnxmZj9iJk6dRu0UfpA7oiE6FrNIw+/UlWLRkrVqloURSMfRNncJVGtwIfvNrHN7KSCwQhfc0OIMrzuN0D73Tk6lJgARIIDoJUHgpvMGO/KgQ3u92/op2PcZg3rRRqFnjkgIMZY1deVHN2EY/eC863tlY/SmrOsic3o82bVd/17isGtInDkblimXV39G+Du+aLxKQsT1vZNx9a3BNFhpenRnseGV+JEACJEACUUCAwkvhDXaYR4XwmoGWnZ2DP/cdROUKZV1TG9zTHTl6HJmZWa4PThi/Rbvwbt0Zh3c3FBzhvfOmM6hZnSO8ZmKP+5AACZAACeQnQOGl8Ab7nKDwahKNduE9eQZ45u0knHIbzC2eADzY7iSSCnqwJm0mJwESIAESiAYCFF4Kb7DjnMKrSTTahVfwifRu+jYBh47GoFzpXNxweSZlVzOumJwESIAEopkAhZfCG+z4p/BqEqXwagJkchIgARIgARLwIEDhpfAG+6Sg8GoSpfBqAmRyEiABEiABEqDw+owBLkvmE1GRO1B49fhF/SoNmviYnARIgARIgAQKEOAIL0d4g31aUHg1iXKEVxMgk5MACZAACZAAR3h9xgBHeH0i4givHqKiU1N4raTLvEmABEiABKKRAEd4OcIb7LjnCK8mUQqvJkAmJwESIAESIAGO8PqMAY7w+kTEEV49RBzhtZIf8yYBEiABEiABTwIc4eUIb7DPCo7wahLlCK8mQCYnARIgARKwFYHVH67A1s+3hLVMG9d/hI3r1+HGerfgxnq3hrUs19a8Ho2bNA9rGeTgHOHVawIKrx4/rtKgyY/JSYAESIAE7EVgzEMpeGn2THsVKoyl6dqjDyZOmhrGEuQdmsKr1wQUXj1+FF5NfkxOAiQQ2QQy56wLewUSet4S9jI4qQCG8F5Y7SIkJ5/jpKr5VZc9e/7A7l07QeH1C5ttd6bwajYNpzRoAmRyEiCByCVwKhMnG00Je/mTVg8FiieEvRxOKYAhvA0bNUHN62s7pVp+10OmdaxZtZLC6zc5eyag8Gq2C4VXEyCTkwAJRDQBnRHe7M9/Re62XxFz7XmIu+68gDlwhDdgdIUmpPDmYaHwBjeuwp0bhVezBSi8mgCZnARIIGoJZL74MbJeXI/4HvWQ0OPmqOVgt4pTeCm8dovJYJSHwqtJkcKrCZDJSYAEopYAhdeeTU/hpfDaMzL1SkXh1ePHl9Y0+TE5CZBA9BKg8Nqz7Sm8FF57RqZeqSi8evwovJr8mJwESCB6CVB47dn2FF4Krz0jU69UFF49fhReTX5MTgIkEL0EKLz2bHsKL4XXnpGpVyoKrx4/Cq8mPyYnARKIXgIUXnu2PYWXwmvPyNQrFYVXjx+FV5Mfk5MACUQvAQqvPduewkvhtWdk6pWKwqvHj8KryY/JSYAEopcAhdeebU/hpfDaMzL1SkXh1eNH4dXkx+QkQALRS4DCa8+2p/BSeO0ZmXqlovDq8aPwavJjchIggeglQOG1Z9tTeCm89oxMvVJRePX4UXg1+TE5CZBA9BKg8Nqz7Sm8FF57RqZeqSi8evwovJr8mJwESCB6CVB47dn2FF4Krz0jU69UFF49fhReTX5MTgIkEL0EKLz2bHsKL4XXnpGpVyoKrx4/Cq8mPyYnARKIXgIUXnu2PYWXwmvPyNQrVdQJ7/ETp/D3sROoUrEcYmNjXPRycnLx14FDqFi+DOLj4gpQPXrsBLKys1GuTOl8v/1x4KReCzA1CZAACUQpAQqvPRuewkvhtWdk6pUqaoR37cbtmDT9Dfz8215F7J2X0nDpReeq/5bfhj06EydOnlJ/j03pig6tG6j/ln9LTZuF1eu3qr+vvrI60tMGKTGWjcKrF4BMTQIkEL0EKLz2bHsKL4XXnpGpV6qoEN6MDdsw4OFn0KtzK9zRrJ4apS1WLBFJxRNx8tQZ3Np2EAZ2b4vO7W6D7Dt4TDpWvPkUzk2uhDlvvI+FizPwWvootX+/kVNR7fxkTBjRncKrF3tMTQIkEOUEKLz2DAAKL4XXnpGpVyrHC29ubi7a9RiDyy4+H0883LsALRnd7f/QVGxdORuJiQnq95ZdUpX8dm7XBHf3GotmDWorWZZtRcZmDB03A1+tmYuYmBiO8OrFH1OTAAlEMQEKrz0bn8JL4bVnZOqVyvHCe/DwUdxy5wNoVK8mMrOycPzEadx4/ZXo3rElihdLxILFGXh5/jIsnTfJRfKBUc/iwvOSkdK3A2q36Iu01B5KemXb8f1utO89DhsWT0eZ0iXx58G8aRDcSMDJBDYtzwp79W5oHh/2MrAAwSVwZs46ZL64Hgk96iGx5y3BzZy5BUxg9MgUvDh7Bho2borrrs+79kXjtvXzLVj94Qp069EXjz05NewIzi5fPOxliOQCOF54v/nhZzVK275VA9xUuwb+Pnock6a/idsb34Bxw7qqKQvL12zGotnjXe0o83lLlUjC2JT7UaNhN8x4fAjq33iN+n3n7t/RpusofDh/MpKrVEBObm4ktz/LTgI+CWSeAcb1/tvnflbvMO6Fs5CQaPVRmH8oCRyaloHD09ai7MD6KDcw770JbuEnMHjwYExLT0ezZs1Qt27d8BcoTCXYvHkzli9fjv4DBiA9PT1Mpfj3sLEx/75oH/bCRGABokZ4172bjvJl81ZYeHvpR3g8/Q1sXjoTC5es9TnCO3FkTzStX0ul9Rzh5UtrERj1LLLfBD7RGOH97cdc/PFTLqpeFINzLw68w67LEV6/283uCTilwZ4txCkNee0iI7xrVq1E1x59MHFS+Ed4q1ZIsmfAREipHC+8R44ex02tB+DNGWPUCguyLXhvDcZPeQVfrp6LdZ98oebwbvtgDhIS8h6ZNus4HPe1b+qaw9u8YR307HS7+o1zeCMksllM2xD4ZEU2Nq/IRp1mcajbrOCSf7YpKAsScgIU3pAjN3VACi+F11SgRNhOjhdeaY++qZMh6+w+8+hA7D/4N4Y/OlNNR5C/T5w8jdot+iB1QEd0KmSVhtmvL8GiJWvVKg0lkoqhb+oUrtIQYUHO4oaXAIU3vPztfHQKrz1bh8JL4bVnZOqVKiqE97c9+/DgI9Mg83llq1vzCjw5pq9rLV1ZY1deVDO20Q/ei453NlZ/yocqZE7vR5u2q79rXFYN6RMHo3LFsupvTmnQC0Cmdj4BCq/z2zjQGlJ4AyVnbToKL4XX2ggLT+5RIbwG2r/2H0Z8fJxrLq878uzsHPy57yAqVyjrmtrg/rtMjcjMzHJJsvEbhTc8gcujRg4BCm/ktFWoS0rhDTVxc8ej8FJ4zUVKZO0VVcJrRdNQeK2gyjydRIDC66TWDG5dKLzB5Rms3Ci8FN5gxZKd8qHwarYGhVcTIJM7ngCF1/FNHHAFKbwBo7M0IYWXwmtpgIUpcwqvJngKryZAJnc8AQqv45s44ApSeANGZ2lCCi+F19IAC1PmFF5N8BReTYBM7ngCFF7HN3HAFaTwBozO0oQUXgqvpQEWpswpvJrgKbyaAJnc8QQovI5v4oArSOENGJ2lCSm8FF5LAyxMmVN4NcFTeDUBMrnjCVB4Hd/EAVeQwhswOksTUngpvJYGWJgyp/BqgqfwagJkcscToPA6vokDriCFN2B0liak8FJ4LQ2wMGVO4dUET+HVBMjkjidA4XV8EwdcQQpvwOgsTUjhpfBaGmBhypzCqwmewqsJkMkdT4DC6/gmDriCFN6A0VmakMJL4bU0wMKUOYVXEzyFVxMgkzueAIXX8U0ccAUpvAGjszQhhZfCa2mAhSlzCq8meAqvJkAmdzwBCq/jmzjgClJ4A0ZnaUIKL4XX0gALU+YUXk3wFF5NgEzueAIUXsc3ccAVpPAGjM7ShBReCq+lARamzCm8muApvJoAmdzxBCi8jm/igCtI4Q0YnaUJKbwUXksDLEyZU3g1wTtJeF9aUUyThn7y7s1O62fCHGxFgMJrq+awVWEovLZqDldhKLwUXntGpl6pKLx6/OAU4c3MBtLeSNKkoZ98dKeTSIjTz4c52IcAhdc+bWG3klB47dYieeWh8FJ47RmZeqWi8Orxc4zwCobdewM3zc9/jMX2n+JxzUVZuO7inICpXlglO+C0TGhPAhRee7aLHUpF4bVDKxQsA4WXwmvPyNQrFYVXj5+jhFcHxZovEpCxPR4NrslCw6szdbJiWocRoPA6rEGDWB0KbxBhBjErCi+FN4jhZJusKLyaTeGUKQ2aGEDh1SXo3PQUXue2rW7NKLy6BK1JT+Gl8FoTWeHNlcKryZ/CmweQwqsZSA5OTuF1cONqVo3CqwnQouQUXgqvRaEV1mwpvJr4KbwUXs0QcnxyCq/jmzjgClJ4A0ZnaUIKL4XX0gALU+YUXk3wFF4Kr2YIOT45hdfxTRxwBSm8AaOzNCGFl8JraYCFKXMKryZ4Ci+FVzOEHJ+cwuv4Jg64ghTegNFZmpDCS+G1NMDClDmFVxM8hZfCqxlCjk9O4XV8EwdcQQpvwOgsTUjhpfBaGmBhypzCqwmewkvh1Qwhxyen8Dq+iQOuIIU3YHSWJqTwUngtDbAwZU7h1QRP4aXwaoaQ45NTeB3fxAFXkMIbMDpLE1J4KbyWBliYMqfwaoKn8FJ4NUPI8ckpvI5v4oArSOENGJ2lCSm8FF5LAyxMmVN4NcFTeCm8miHk+OQUXsc3ccAVpPAGjM7ShBReCq+lARamzCm8/4DPycnFXwcOoWL5MoiPiyvQHEePnUBWdjbKlSmd7zcKL4U3TOduxByWwhsxTRXyglJ4Q47c1AEpvBReU4ESYTtFhfBOmv4mXl24Il/T1KxxCeZNG6X+be3G7Rj26EycOHlK/T02pSs6tG6g/lv+LTVtFlav36r+vvrK6khPG6TEWDYKL4U3ws75kBeXwhty5BFzQAqvPZuKwkvhtWdk6pUqKoT3iWlv4Nc//sKI/h1dtIoVS8DZlcrj5KkzuLXtIAzs3had292GjA3bMHhMOla8+RTOTa6EOW+8j4WLM/Ba+igkFU9Ev5FTUe38ZEwY0Z3C6xZ7/LSw3ono5NQUXie3rl7dKLx6/KxKTeGl8FoVW+HMN2qE9/Dfx/DEw70LsJbR3f4PTcXWlbORmJigfm/ZJVXJb+d2TXB3r7Fo1qA2enVupX5bkbEZQ8fNwFdr5iImJoYjvP8QpfCG8zS297EpvPZun3CWjsIbTvrej03hpfDaMzL1ShU1wrty7ae44bor1RzcRjdfh+uvvlSRW7A4Ay/PX4al8ya5SD4w6llceF4yUvp2QO0WfZGW2kNJr2w7vt+N9r3HYcPi6ShTuiSFl8KrdwZGQWoKbxQ0coBVpPAGCM7iZBReCq/FIRaW7KNCeBev3IDdv/2JYokJ+Oq7XVi17nNMGdcfzRrUUVMWlq/ZjEWzx7saQObzliqRhLEp96NGw26Y8fgQ1L/xGvX7zt2/o03XUfhw/mQkV6mAI8czw9Jwdjvoys/jsPKzWDS9PgdNr8u2W/FYnjAS+Pj9TMj/br49Qf2PGwkYBE7M+ggnZq1DiT63oESfWwnGJgRShw3BrOeno3GTpqhVq45NShX6Yny25VN8+MEK9OrdD09NeTb0BfA4YpmS7D91GiEqhNcT0MjHXsDhI0fx/KQUUyO8E0f2RNP6tQod4T1+KkuHv2PSLt8SC/lf81o56n/cSMAg8NHiM/hoSSZubZWAW1snEgwJuAgcm7kWx55fh1J9b0GpfvVJxiYEhqU8iOdnTEeTps1Qq3b0Cu+WLZ/igxXL0btvP0yZ+lzYW6dk8fiwlyGSCxCVwvvM7EX47Ivv8Vr6w2qFBpnDu+2DOUhIyAumZh2H4772TV1zeJs3rIOenW5Xv3EOb+Hhzjm8kdwNWFt2Tmmwlm8k584pDfZsPU5pyGuXrZ9vwZpVK9G1Rx9MnDQ17I1VtUJS2MsQyQWICuGd+sJCtGl6E84/92x8t/MXdHtwkhLYPve2xomTp1G7RR+kDuiIToWs0jD79SVYtGStWqWhRFIx9E2dwlUaCol4Cm8kdwPWlp3Cay3fSM6dwmvP1qPwUnjtGZl6pYoK4f1vn/Fq7q6x3dn8ZowZch+KF8t7vCpr7MqLasY2+sF70fHOxurP4ydOqTV6P9q0Xf1d47JqSJ84GJUrllV/cx3ePGoUXr0T0cmpKbxObl29ulF49fhZlZrCS+G1KrbCmW9UCK8Ali+lHTpyFJUqlFPr6Xpu2dk5+HPfQVSuUNY1tcF9nyNHjyMzM8v1wQnjNwovhTecJ3AkHJvCGwmtFJ4yUnjDw93XUSm8FF5fMRKJv0eNPZ0NUAAAIABJREFU8FrVOBReCq9VseWUfCm8TmnJ4NeDwht8psHIkcJL4Q1GHNktDwqvZotQeCm8miHk+OQUXsc3ccAVpPAGjM7ShBReCq+lARamzCm8muApvBRezRByfHIKr+ObOOAKUngDRmdpQgovhdfSAAtT5hReTfAUXgqvZgg5PjmF1/FNHHAFKbwBo7M0IYWXwmtpgIUpcwqvJngKL4VXM4Qcn5zC6/gmDriCFN6A0VmakMJL4bU0wMKUOYVXEzyFl8KrGUKOT07hdXwTB1xBCm/A6CxNSOGl8FoaYGHKnMKrCZ7CS+HVDCHHJ6fwOr6JA64ghTdgdJYmpPBSeC0NsDBlTuHVBE/hpfBqhpDjk1N4Hd/EAVeQwhswOksTUngpvJYGWJgyp/BqgqfwUng1Q8jxySm8jm/igCtI4Q0YnaUJKbwUXksDLEyZU3g1wVN4KbyaIeT45BRexzdxwBWk8AaMztKEFF4Kr6UBFqbMKbya4Cm8FF7NEHJ8cgqv45s44ApSeANGZ2lCCi+F19IAC1PmFF5N8BReCq9mCDk+OYXX8U0ccAUpvAGjszQhhZfCa2mAhSlzCq8meAovhVczhByfnMLr+CYOuIIU3oDRWZqQwkvhtTTAwpQ5hVcTPIWXwqsZQo5PTuG1ZxNnTvkAWYs+t2fhwlCq+LtqIiGlaRiObL9DUngpvPaLSv0SUXg1GVJ4KbyaIeT45BReezYxhTd/u1B4/+VB4aXw2rPX0isVhVePHyi8FF7NEHJ8cgqvPZvYEN7YutUQ+59kexYyBKXK2bEHOZt2gcJL4fUMt62fb8GaVSvRtUcfTJw0NQTRWPQhqlZICnsZIrkAFF7N1qPwUng1Q8jxySm89mxiCm9eu1B4C8YnR3g5wmvPXkuvVBRePX4c4f2H35ovEpCxPR4NrslCw6szNakyuZMIUHjt2ZoUXgqvt8ik8FJ47dlr6ZWKwqvHj8JL4dWMIOcnp/Das40pvBReCm/R5yanNNiz7wq0VBTeQMn9k45TGvJAcIRXM5AcnJzCa8/GpfBSeCm8FF579k7WlIrCq8mVwkvh1Qwhxyen8NqziSm8FF4KL4XXnr2TNaWi8GpypfBSeDVDyPHJKbz2bGIKL4WXwkvhtWfvZE2pKLyaXCm8FF7NEHJ8cgqvPZuYwkvhpfBSeO3ZO1lTKgqvJlcKL4VXM4Qcn5zCa88mpvBSeCm8FF579k7WlIrCq8mVwkvh1Qwhxyen8NqziSm8FF4KL4XXnr2TNaWi8GpypfBSeDVDyPHJKbz2bGIKL4WXwkvhtWfvZE2pLBfefQcOo1KFsoWWfvuOnbj0ovOQVDzRmtqFIFcKL4U3BGEW0Yeg8Nqz+Si8FF5fwnthtYuQnHyOPQM4BKXas+cP7N61k58WDgHrUBzCcuEdOm462ra4FbfUvSpffdZ98iX6pk7GhsXTUaZ0yVDU1ZJjUHgpvJYEloMypfDaszEpvBReX8Jrz8gNfam69uiDiZOmhv7AHkesWiEp7GWI5AJYLrzPvfg/zHptMV54ahjq1a6hWC1b/QmGPTpT/T398SFIiI8LO8OcnFz8deAQKpYvg/i4guU5euwEsrKzUa5M6XxlpfBSeMMevDYvAIXXng1E4aXw+hJejvByhNeevVdgpbJceEUkH0+fhzfeWaWk9/c9+zB+yito0aguHhvZE4mJCYGVPIBUZ85kokfKUzh56jQWzR7vymHtxu1KwE+cPKX+bWxKV3Ro3UD9t/xbatosrF6/Vf199ZXVkZ42SImxbBReCm8AoRhVSSi89mxuCi+F15fwNmzUBDWvr23PAA5Bqfhp4RBADuEhLBdeqUtubi6enjkfLy9YrqrWqW1jjBzYGXFxsSGrqpRh9KQX8e7yj3HFJRe4hPfkqTO4te0gDOzeFp3b3YaMDdsweEw6Vrz5FM5NroQ5b7yPhYsz8Fr6KDXXuN/Iqah2fjImjOhO4XVrPX5aOGShHHEHovDas8kovBReCm/R5yaF1559V6ClskR4ZVQ3JzenQJmenf0/vPTWUix59XGcd05l9Xth0wcCrUxR6Wa/vgRLV21CqyY3qSkVxgivjO72f2gqtq6c7RptbtklVclv53ZNcHevsWjWoDZ6dW6lsl+RsRlDx83AV2vmIiYmhiO8/0Cn8FoRtc7Ik8Jrz3ak8FJ4KbwUXnv2TtaUyhLhfWDUs64pAL6KHYqX1lau3YIJU1/Bwtnj8dHG7ViwOMMlvPLfL89fhqXzJrmKKuW/8LxkpPTtgNot+iIttYeSXtl2fL8b7XuPc71sxykNedgovL4iPXp/p/Das+0pvBReCi+F1569kzWlskR413/6Ff7Yu99Uie9oWs/SebxffrsL3YdMwktTU3HV5dWw4L01+YRXpiwsX7M535xemc9bqkQSxqbcjxoNu2HG40NQ/8ZrVH127v4dbbqOwofzJyO5SgWcziw4km2q4g7baemnMVi6OQYt6+SiZe1ch9WO1dEhkPHeaWS8dwYN2iSiQZtiOlkxbRAJHH5sGY698SmK1auOxKujd+mpM1/+gdMf/4hSHWuh7KiWQSQcuVkNHTIYM6ZPQ9OmzVC7Tt3IrYhmybd8uhkrVixH33798cyz6Zq56ScvlhC6aaD6pbVfDpYIr52qOWHqq9j42ddocOO1qlg7fvgZX3+3G+1b1Ue/++/AsjWbfY7wThzZE03r18pL7zHCe+DvM3aqbtjK8uHWOMj/bquZrf7HjQQMAhuWZmLDsizc1CIeN7UM3UuqbIGiCZx8agVOL/gM8TdehLgaVaMWV/bXe5C1YSeKtb8eSSOaRS0H94o/NGIIZs+agUa3NcX1tepELZPPP/sUqz5YgR69+mHS08+EnUOFsyL3mwVhhwcgZMK765c9+G1PwVHfG2tdaek83nWffIFvfvjZxVo+dvHFjp249+6m6HJXE3y67Ts1h3fbB3OQkBCv9mvWcTjua9/UNYe3ecM66NnpdvUb5/AWHrac0mCH09meZeCUBnu2C6c05LVLzo49yNm0C/F31URCSlN7NlaISzXmoRS8NHsmuErDFqxZtZIfnghx/Fl1OMuF96vvdiFl3Az8tmdfoXUIxRxe9wN7Tmk4cfI0arfog9QBHdGpkFUa5GW3RUvWqlUaSiQVQ9/UKVyloZCWpPBadYpGfr4UXnu2IYWXwustMim8eWS4SoM9+65AS2W58MoLYN//9BseHdEdyZUrFPjIRJVK5REbGxNo+f1O5ym8koGssSvlNLbRD96Ljnc2Vn8eP3FKrdH70abt6u8al1VD+sTBqFwx73PJfGktjxqF1+9QjJoEFF57NjWFl8JL4S363KTw2rPvCrRUlgtvo/ZD0L51A/S7745AyxiSdNnZOfhz30FUrlDWNbXB/cBHjh5HZmaW64MTxm8UXgpvSAI0gg9C4bVn41F4KbwUXgqvPXsna0plufCmTpyFzMxsTBnX35oahDlXCi+FN8whaPvDU3jt2UQUXgovhZfCa8/eyZpSWS68xocdpj02GGdXKl+gFpdedF5Iv7gWbIwUXgpvsGPKaflReO3ZohReCi+Fl8Jrz97JmlJZLry+PkIR6pfWgo2RwkvhDXZMOS0/Cq89W5TCS+Gl8FJ47dk7WVMqy4X359/24u+jx72W/opLL7B0WTJrsP2bK4WXwmt1jEV6/hRee7YghZfCS+Gl8Nqzd7KmVJYLrzXFtk+uFF4Kr32i0Z4lofDas10ovBReCi+F1569kzWlConw7j94BN/88AtOnDxVoBaNbr6uwFJl1lTVmlwpvBReayLLOblSeO3ZlhReCi+Fl8Jrz97JmlJZLrzyVbOO/Sd4LT3n8FrTsKHOlevwhpp45ByPwmvPtqLwUngpvBRee/ZO1pTKcuEdNOY5/PHnAYwZch869Z+Ad15KQ5VK5TDmyReRm5OrPuIQyRtHeDnCG8nxG4qyU3hDQdn/Y1B4KbwUXgqv/z1H5KawXHhbdklFl7uaokObBrimcQ8smj0eV1xyAbZ+9QO6DJyINYuecX21LBIxUngpvJEYt6EsM4U3lLTNH4vCS+Gl8FJ4zfcYkb+n5cLbrONw3N+hOTq1bQz57/5d78QdzepBVm8QGX4t/WFcd9WlEUuSwkvhjdjgDVHBKbwhAu3nYSi8FF4KL4XXz24jone3XHi7D5mEqmdXRFpqD4yf8go2fPoVUgd0xIfrPsP/rViPT96fiVIlkyIWIoWXwhuxwRuiglN4QwTaz8NQeCm8FF4Kr5/dRkTvbrnwLl31CXb/ukeN7P61/zDu6jkGBw8fVdCG9f0vut3TIqIBUngpvBEdwCEoPIU3BJADOASFl8JL4aXwBtB1RGwSy4XXk0xWdja+3/krzqtaGYmJCUiIj0dsbEzEAqTwUngjNnhDVHAKb4hA+3kYCi+Fl8JL4fWz24jo3UMuvAatA4f+xsBRz+L5SUNRpnTJiIVI4aXwRmzwhqjgFN4QgfbzMBReCi+Fl8LrZ7cR0btbKrzf/vgLvtv5Ky6/+HxcetG5iInJG8n96Zc96Jc6Bb/t2YfNS59HyRLFIxYihZfCG7HBG6KCU3hDBNrPw1B4KbwUXgqvn91GRO9umfC+/vaHeOy5eS44ta+9HHMmD8fnX/yAAQ8/g+LFEjDjiaG46vJqEQ2QwkvhjegADkHhKbwhgBzAISi8FF4KL4U3gK4jYpNYIrwnT51Brea90aheTQzs3g5/7T+Ehx+frdbfXf/pV2q0V2Q3uXL5iAVnFJzCS+GN+CC2uAIUXosBB5g9hZfCS+Gl8AbYfURkMkuE94ddv+HObqPx3iuPofoFVRWYBYszMH7yy0qCJ43ugxJJkTuNwb2lKbwU3og880NYaApvCGH7cSgKL4WXwkvh9aPLiPhdLRFe4ytqG5fMwFmlSihIm7d+i25DnsCW5S8gqXhixIPjCG/+JlzzRQIytsejwTVZaHh1pmPalxXRJ0Dh1WdoRQ4UXgovhZfCa0XfYtc8LRHez7/8Afc+MBHvzk1DqRJ5H5X48ttdGDJ2GpbOm4TEhHgXjyqVynNZMrtGhx/lovD6ASvKdqXw2rPBKbwUXgovhdeevZM1pbJUeM0UecPi6VyWzAwom+9D4bV5A4WxeBTeMMIv4tAUXgovhZfCa8/eyZpSWSK88iW1TZ/tMFXiJrdejwS3EV9TiWy0E+fw5jUGhddGQWmzolB4bdYg/xSHwkvhpfBSeO3ZO1lTKkuE15qi2jNXCi+F156RaZ9SUXjt0xbuJaHwUngpvBRee/ZO1pSKwqvJlcJL4dUMIccnp/Das4kpvBReCi+F1569kzWlovBqcqXwUng1Q8jS5GvfzsIXH+dYeoxIyvyqerFocNe/L81GUtmDXVYKL4WXwkvhDXa/Yuf8KLyarUPhpfBqhpClySm8+fFSeP/lQeGl8FJ4KbyWXoBsljmFV7NBKLwUXs0QsjS5IbwXXBaLKhdYeihbZ773l1z8/G0uKLwUXs9AzdmxBzmbdiH+rppISGlq6zgOVeHGPJSCl2bPRMNGTVDz+tqhOqztjrP18y1Ys2oluvbog4mTpoa9fFUr5C3zyi0wAhTewLi5UlF4KbyaIWRpcgpvHl4Kb8Ew4whvHhMKb8HYoPDmMaHwWnp5CnnmUSO8p89kYt+Bw+qTxuXLli4AOicnF38dOISK5csgPi6uwO9Hj51AVnY2ypXJn5bCS+EN+VnrxwEpvBReb+FC4aXweosNCi+F14/LTMTsGhXCO3rSi3hn2TpXo1x31aVITxuEsmVKqX9bu3E7hj06EydOnlJ/j03pig6tG6j/ln9LTZuF1eu3qr+vvrK6SitiLBuFl8Jr57OdwkvhpfAWfYZyhLcgHwovhdfO17VAyxYVwjvrtcW4uc5VuLT6edizdz86D0jDvXc3Re8urXHy1Bnc2nYQBnZvi87tbkPGhm0YPCYdK958CucmV8KcN97HwsUZeC19FJKKJ6LfyKmodn4yJozoTuF1izp+eCLQU9DadBReCi+Fl8Lrby9D4aXw+hszkbB/VAive0NkZmahUfsheKB7O3Ro01CN7vZ/aCq2rpyNxMQEtWvLLqlKfju3a4K7e41Fswa10atzK/XbiozNGDpuBr5aMxcxMTEc4f0HLoXXnqc7hZfCS+Gl8PrbO1F4Kbz+xkwk7B81wnvmTCZeemsZ1m7ajkoVyuCxkb1QqmQSFizOwMvzl2HpvEmu9npg1LO48LxkpPTtgNot+iIttYeSXtl2fL8b7XuPw4bF01GmdEn8eShvGkS0b6u3x2PNtng0vDYLja7JinYctql/xv+ysH1dNi64PBZnXxBjm3KFuiDy0trub3Jw9c1xaHg31+EV/mcmf4DMhZ8h7oaLEPuf5FA3iW2OJ1Masjf+hIS7r0PiMK7SIA0zemQKXnxhBho2borronyVhtUfrkC3nn3x2JPhX6Xh7HLFbXPeRGJBokZ4ZerCqCfm4Nsff0bliuXw+MO9kVy5vJqysHzNZiyaPd7VfjKft1SJJIxNuR81GnbDjMeHoP6N16jfd+7+HW26jsKH8ycjuUoFyMtu3IDFn8RgySdAq7pA67pkYpeYWDzvFDatOoNLa8Tj3OqxdilWyMvx264cfP9FFuo2SkSbe3nRkAY4kLYMf7++GUk3V0exa84JeZvY5YCnv/gDJ9f9iLM61UaFMS3tUqywlmPw4MGYNi0dzZo1Q926dcNalnAefPPmzVi+fDn69x+A9PT0cBZFHTs2NnoHLYIBP2qE14CVm5uLXsOfxtmVyquRWzMjvBNH9kTT+rVUFp4jvHxpLY8spzQE43QMfh6c0pDHlMuSFYwtrtKQx4QvrRWMDU5pyGPCZcmCf00KZ45RJ7wC+7Hn5uGnX/ZgztPDXXN4t30wBwkJeY86m3UcjvvaN3XN4W3esA56drpd/cY5vIWHK4U3nKex92NTeCm83qKDwkvh9RYbFF4Krz2vaHqlcrzwHjt+Ei/MW4y2LW7BuVUrqxHanilPKYHtc29rnDh5GrVb9EHqgI7oVMgqDbNfX4JFS9aqVRpKJBVD39QpXKWhkJij8OqdiFalpvBSeCm8RZ9dHOHlCK+3COEIr1VXpvDk63jhPX7iFO4f/Di++eFnF+E7m9+MR4bej2L/rMoga+zKi2rGNvrBe9HxzsbqT0kvc3o/2rRd/V3jsmpInzgYlSuWVX9zSkMeNQpveE5gX0el8FJ4KbwUXl/9hOfvHOHlCK+/MRMJ+zteeI1GEHE9cOgIKpYvq0ZqPbfs7Bz8ue8gKlco65ra4L7PkaPHIUuaGR+cMH6j8FJ47XyiU3gpvBReCq+/fRSFl8Lrb8xEwv5RI7xWNQaFl8JrVWwFI18KL4WXwkvh9bcvofBSeP2NmUjYn8Kr2UoUXgqvZghZmpzCS+Gl8FJ4/e1kKLwUXn9jJhL2p/BqthKFl8KrGUKWJqfwUngpvBRefzsZCi+F19+YiYT9KbyarUThpfBqhpClySm8FF4KL4XX306Gwkvh9TdmImF/Cq9mK1F4KbyaIWRpcgovhZfCS+H1t5Oh8FJ4/Y2ZSNifwqvZShReCq9mCFmanMJL4aXwUnj97WQovBRef2MmEvan8Gq2kh2Ed9N38dixO06zJnrJDx+PwZHjMShTMhdlS+bqZaaZ+j8XZKPu5VmauTgjOYWXwkvhpfD625tReCm8/sZMJOxP4dVsJTsI79LNCfjku7zPInMD6l6WhZZ1MokCAIWXwkvhpfD62xlSeCm8/sZMJOxP4dVsJTsJ7zkVslEp7wNwUbntOwz8fiCOwuvW+hReCi+Fl8Lr7wWBwkvh9TdmImF/Cq9mK9lCeD9NwCffxuPiqtk4t2KOZo0iN/mv+2Ox84843HB5FlrU5givtCSFl8JL4aXw+turU3gpvP7GTCTsT+HVbCUKrybAICan8BaESeGl8FJ4Kbz+drMUXgqvvzETCftTeDVbicKrCTCIySm8FF5v4bT3l1z8/G0urqoXiwZ3cb67cMqc8gGyFn2O2LrVEPuf5CCeiZGVVc6OPcjZtAvxd9VEQkrTyCq8RaWl8FJ4LQqtsGZL4dXET+HVBBjE5BReCi+F1/wJReHNY0XhLRgzFF4Kr/meJHL2pPBqthWFVxNgEJNTeCm8FF7zJxSFl8LrLVoovBRe8z1J5OxJ4dVsKwqvJsAgJqfwUngpvOZPKAovhZfCW/T5svXzLVizaiW69uiDiZOmmj+5LNqzaoUki3KOjmwpvJrtTOHVBBjE5BReCi+F1/wJReGl8FJ4Kbzme4zI35PCq9mGFF5NgEFMTuGl8FJ4zZ9QFF4KL4WXwmu+x4j8PSm8mm1I4dUEGMTkFF4KL4XX/AlF4aXwUngpvOZ7jMjfk8Kr2YYUXk2AQUxO4aXwUnjNn1AUXgovhZfCa77HiPw9KbyabUjh1QQYxOQUXgovhdf8CUXhpfBSeCm85nuMyN+TwqvZhhReTYBBTE7hpfBSeM2fUBReCi+Fl8JrvseI/D0pvJptSOHVBBjE5BReCi+F1/wJReGl8FJ4Kbzme4zI35PCq9mGFF5NgEFMTuGl8FJ4zZ9QFF4KL4WXwmu+x4j8PSm8mm1I4dUEGMTkFF4KL4XX/AlF4aXwUngpvOZ7jMjfk8Kr2YYUXk2AQUxO4aXwUnjNn1AUXgovhZfCa77HiPw9KbyabUjh1QQYxOQUXgovhdf8CUXhpfBSeCm85nuMyN+TwqvZhhReTYBBTE7hpfBSeM2fUBReCi+Fl8JrvseI/D2jRnhPnjqDQ4f/xtmVKyA2NqZAy+Xk5OKvA4dQsXwZxMfFFfj96LETyMrORrkypfP9RuG1z0lA4aXwUnjNn48UXgovhZfCa77HiPw9o0J4Hxj1LFav36paq3zZ0riz+S1I6dvB1XprN27HsEdn4sTJU+rfxqZ0RYfWDdR/y7+lps1ypb/6yupITxukxFg2Cq99TgIKL4WXwmv+fKTwUngpvBRe8z1G5O8ZFcI77aV30LRBbZx/TmVs+mwHBjz8DN6a+QiuuuIiyMjvrW0HYWD3tujc7jZkbNiGwWPSseLNp3BuciXMeeN9LFycgdfSRyGpeCL6jZyKaucnY8KI7hRem8U/hZfCS+E1f1JSeCm8FF4Kr/keI/L3jArh9WymRu2H4J47GqF3l9aQ0d3+D03F1pWzkZiYoHZt2SVVyW/ndk1wd6+xaNagNnp1bqV+W5GxGUPHzcBXa+YiJiaGI7w2OgcovBReCq/5E5LCS+Gl8FJ4zfcYkb9n1Anvz7/tVUI74/EhqH/jNViwOAMvz1+GpfMmuVpTpkBceF6ymvZQu0VfpKX2UNIr247vd6N973HYsHg6ypQuSeG10TlA4aXwUnjNn5AUXgovhZfCa77HiPw9o0p4j584hS4D01CqZAm8/MxIxMXFqikLy9dsxqLZ412tKfN5S5VIwtiU+1GjYTeXHMsOO3f/jjZdR+HD+ZORXKUC/j6RGfYoeGdDHD7+KhaXnZeDCyrnhr084SrAz3tj8N1vsbilRg7uvCk7XMWw1XFXzj+DzzKycNGVcahareDLmrYqrIWF2bM7Fzu/zsZ19ePR7J5EC48UOVkfm7QCJ9/agsSbLkL8VVUjp+BBLmnmV3uQuX4nkv57PUqNbB7k3CMzuxHDhmDWzOm4rUlT1KpdJzIrEYRSf7blU3ywcgV69emHp6c8G4Qc9bI4q0TeU2hugRGIGuGVubqDxzyHP/86iFefexhly5RSxMyM8E4c2RNN69dS+3uO8B47mRUY+SCment9LNZ9FYvLz8uNauHdrYQ3BrfWyEHbejlBJBy5Wa146zS2ZGShuhLe2MitiGbJ/9ido4T3+vrxaN6xmGZuzkh+9InlOKGEtzoSolp4/8CZ9TtR4r/Xo/RDLZzRuJq1GJ7yIJ6fOR1NmjSLauHdooR3OXr36YfJU5/TpKqfvFRSvH4mUZxDVAjv38dOYNDo53Dy5GnMejLFJbvS7sYc3m0fzEFCQl4wNes4HPe1b+qaw9u8YR307HS7+o1zeO17tnBKQ8G2Wft2Fr74OAcXXBaLKhfYt+2sLtneX3Lx87e5uKpeLBrcxYuG8OaUhryoy9mxBzmbdiH+rppISGlqdShGRP5jHkrBS7NnomGjJqh5fd50vmjctn6+BWtWrUTXHn0wcdLUsCOoWiEp7GWI5AI4XnhPnDyNe/qOV2voTh0/EKVK5gVMbGwskiuXh/xeu0UfpA7oiE6FrNIw+/UlWLRkrVqloURSMfRNncJVGmwa8RReCq+30KTwFiRD4aXwejtfKLx5ZCi8Nr3YB1gsxwvv3n2HIKsyeG6yHu+6d9PVP8savfKimrGNfvBedLyzsfpT5v3KnN6PNm1Xf9e4rBrSJw5G5Ypl1d9chzfAyLMgGYWXwkvhNX9iUXgpvBTeos8XCq/5/iQS9nS88JpthOzsHPy57yAqVyjrmtrgnvbI0ePIzMxyfXDC+I3Ca5aw9ftReCm8FF7z5xmFl8JL4aXwmu8xIn9PCq9mG1J4NQEGMTmFl8JL4TV/QlF4KbwUXgqv+R4j8vek8Gq2IYVXE2AQk1N4KbwUXvMnFIWXwkvhpfCa7zEif08Kr2YbUng1AQYxOYWXwkvhNX9CUXgpvBReCq/5HiPy96TwarYhhVcTYBCTU3gpvBRe8ycUhZfCS+Gl8JrvMSJ/TwqvZhtSeDUBBjE5hZfCS+E1f0JReCm8FF4Kr/keI/L3pPBqtiGFVxNgEJNTeCm8FF7zJ9SZKR8ie9FniLnibMReWNF8QoftmbN7P3K/+ZMfnnBrV67DmweDy5I562Sn8Gq2J4VXE2AQk1N4KbwUXvMnlDHCaz6Fs/fkl9b+bV8KL4XXiWc7hVezVSm8mgCDmJzCS+Gl8Jo/oVwjvKWLI7dEovmEDtsz5sQZ5B49xRFejvAWiGyO8DrrZKfwarYnhVcTYBCTU3gpvBTQyteDAAAgAElEQVRe8ycU5/DmscrZsQc5m3ZReCm8FF7z3UdE7knh1Ww2Cq8mwCAmp/BSeCm85k8oCi+F11u0cEpDHhmO8JrvTyJhTwqvZitReDUBBjE5hZfCS+E1f0JReCm8FN6izxcKr/n+JBL2pPBqthKFVxNgEJNTeCm8FF7zJxSFl8LrLVoeeXgYXnxhBsqWLYdSpUubDyqH7Xns6FEcPnwIXXv0wcRJU8Neu6oVksJehkguAIVXs/UovJoAg5icwkvhpfCaP6EovBReX8JrPpqcvSeF1xntS+HVbEcKrybAICan8FJ4KbzmTygKL4XXW7Ts+mkn9uz53XwwWbDngjfnYeFb89D+ni7o0LGLBUcwn+XZZ1fFRdUvNp/Aoj05wqsHlsKrxw8UXk2AQUxO4aXwUnjNn1AUXgqv+WgJ/Z6Tn5yIKU9OxNARo5AyYlToC2DDI1J49RqFwqvHj8KryS+YySm8FF4Kr/kzisJL4TUfLaHfk8JbkDmFVy8OKbx6/Ci8mvyCmZzCS+Gl8Jo/oyi8FF7z0RL6PSm8FN5gRx2FV5MopzRoAgxicgovhZfCa/6EovBSeM1HS+j3pPBSeIMddRReTaIUXk2AQUxO4aXwUnjNn1AUXgqv+WgJ/Z4UXgpvsKOOwqtJlMKrCTCIySm8FF4Kr/kTisJL4TUfLaHfk8JL4Q121FF4NYlSeDUBBjE5hZfCS+E1f0JReCm85qMl9HtSeCm8wY46Cq8mUQqvJsAgJqfwUngpvOZPKAovhdd8tIR+TwovhTfYUUfh1SRK4dUEGMTkFF4KL4XX/AlF4aXwmo+W0O9J4aXwBjvqKLyaRCm8mgCDmJzCS+Gl8Jo/oSi8FF7z0RL6PSm8FN5gRx2FV5MohVcTYBCTU3gpvBRe8ycUhZfCaz5aQr8nhZfCG+yoo/BqEqXwagIMYnIKL4WXwmv+hKLwUnjNR0vo96TwUniDHXUUXk2iFF5NgEFMTuGl8FJ4zZ9QFF4Kr/loCf2eFF4Kb7CjjsKrSZTCqwkwiMkpvBReCq/5E4rCS+E1Hy2h35PCS+ENdtRFlfDm5OQiNzcXcXGxBTjKb38dOISK5csgPi6uwO9Hj51AVnY2ypUpne83Cm+wQzLw/Ci8FF4Kr/nzh8JL4TUfLaHfk8JL4Q121EWN8Irojpv8suI3fli3fBzXbtyOYY/OxImTp9S/j03pig6tG6j/ln9LTZuF1eu3qr+vvrI60tMGKTGWjcIb7JAMPD8KL4WXwmv+/KHwUnjNR0vo96TwUniDHXVRIbwrMjYj7ZnXcPDwUdzdqn4+4T156gxubTsIA7u3Red2tyFjwzYMHpOOFW8+hXOTK2HOG+9j4eIMvJY+CknFE9Fv5FRUOz8ZE0Z0p/AGOxo186PwehdeTbSOSX5VvVg0uCveMfXRqQiFl8KrEz9Wp6XwUniDHWNRIbwnTp7G38eOY+oLC1G8WGI+4ZXR3f4PTcXWlbORmJig+Lbskqrkt3O7Jri711g0a1AbvTq3Ur+JPA8dNwNfrZmLmJgYe4zwbk7AJ9/Fo3hiLorlVSEqt9OZwKkzMah7WRZa1smMSgaelV77dha++DiHLP4hQOH9NxQovBReO3cMFF4Kb7DjMyqE14D26NRXkZ2dnU94FyzOwMvzl2HpvEkutg+MehYXnpeMlL4dULtFX6Sl9lDSK9uO73ejfe9x2LB4OsqULmkP4f00AZ98y1ErowFvuDwLLWpTeIWHIbwXXBaLKhcEu/uInPz2/pKLn7/NBYWXwusZtTk79iBn0y7E31UTCSlNIyeoHV5SCi+FN9ghHvXCK1MWlq/ZjEWzx7vYynzeUiWSMDblftRo2A0zHh+C+jdeo37fuft3tOk6Ch/On4zkKhVwJiv8o2cLP4pBxhcxuKBKLpLLxwQ7RiImvz0Hc/Hz3hg0uDoX7W/NjZhyW1nQ918/hc2rM3FxjXice1HBlzWtPLad8v59Vw5++DILdRom4PYuxe1UtLCV5dDEZTj2xqcofnN1JF59TtjKEe4Dn/nyD5xa9yNKd6yFsqNbhrs4PP4/BCY8Oh5pEx7F6DGPYMwjY8kFQGJ89PbhwQiAqBdeMyO8E0f2RNP6tQod4d1/5HQw2kErj/c+icfGHXG49JwcnFcp/AKuVRmNxL/si8UPv8fipiuz0bpulkZOzkm6alEmtn2UjQsvj0XyhdF7M/Tnz7nY9U0Orr0lDo3bR/G8H7fQPvn0SpxZ8Bnib7gIcTWSnRP0ftYk++s9yNr4E4q1vw7FhzfzMzV3t4rAk0+k4akn0jB85GiMGDnaqsNEVL4VyxSLqPLarbBRL7zGHN5tH8xBQkLetIBmHYfjvvZNXXN4mzesg56dble/2XIO7z9TGi6umo1zK0av8PKltYLdC6c05DHhlIaCscE5vHlMOKXBblqSVx5OaSjYLlUrJNmzsSKkVFEhvNnZOcjJyUHas68hKysb41K6Ii4uDrGxMZAX2mq36IPUAR3RqZBVGma/vgSLlvx/e+cBFtXRtuFHEQsWsGHvvZfYo7HGHlvUWKJGLMEuRsWIfvaCGrDE3jWWaGzRGHvv+ltijBoTjb1XxAbIf73jt/stiuwJ5+yCh2euK1cEZubM3PMu3DvnPbO71SkNbkkSwds3gKc0xNLgpvBSeN8XmhReCu/7YoPCGzt/oVN4KbxGR2acEN4VP+/EsICFEdjJsWJN6n6ividn7MqDapYyqHcbtGxUXX0Z/OyFOqN3z6FT6uvC+XJgyqhe8Ezjob7mObxGh2T0+6PwUngpvNpfP9zhfcOKwqs9ZpxZk8JL4TU63uKE8GqBJrvAt+4+gGdqD2tqg227x0HBCAkJtX7ghOVnFF4tdJ1Th8JL4aXwan+tUXgpvNqjxfk1KbwUXqOjjsKrkyiFVydAA5tTeCm8FF7tLygKL4VXe7Q4vyaFl8JrdNRReHUSpfDqBGhgcwovhZfCq/0FReGl8GqPFufXpPBSeI2OOgqvTqIUXp0ADWxO4aXwUni1v6AovBRe7dHi/JoUXgqv0VFH4dVJlMKrE6CBzSm8FF4Kr/YXFIWXwqs9Wpxfk8JL4TU66ii8OolSeHUCNLA5hZfCS+HV/oKi8FJ4tUeL82tSeCm8RkcdhVcnUQqvToAGNqfwUngpvNpfUBReCq/2aHF+TQovhdfoqKPw6iRK4dUJ0MDmFF4KL4VX+wuKwkvh1R4tzq9J4aXwGh11FF6dRCm8OgEa2JzCS+Gl8Gp/QVF4Kbzao8X5NSm8FF6jo47Cq5MohVcnQAObU3gpvBRe7S8oCi+FV3u0OL8mhZfCa3TUUXh1EqXw6gRoYHMKL4WXwqv9BUXhpfBqjxbn16TwUniNjjoKr06iFF6dAA1sTuGl8FJ4tb+gKLwUXu3R4vyaFF4Kr9FRR+HVSZTCqxOggc0pvBReCq/2FxSFl8KrPVqcX5PCS+E1OuoovDqJUnh1AjSwOYWXwkvh1f6CovBSeLVHi/NrUngpvEZHHYVXJ1EKr06ABjan8FJ4KbzaX1AUXgqv9mhxfk0KL4XX6Kij8OokSuHVCdDA5hReCi+FV/sLKuS7rQhddRzxMnkAaZNpb2i2mveeIvzaIyT4vARcv6lpttl9sPOh8FJ4jQ5eCq9OohRenQANbE7hpfBSeLW/oCzCq72FuWtSeGPX+lJ4KbxGRySFVydRCq9OgAY2p/BSeCm82l9Qrw9eRNiZ69obOKBm2PGrCD95FfGKZ4FLySwOuIL2Ll0KZUL88jm1N2BNhxKg8FJ4jQ4wCq9OohRenQANbE7hpfBSeA18QTmhq5C5+xA6dz8SdPgYrh0qOuGKvMSHQoDCS+E1OlYpvDqJxibh1TkV0zQvlz8UdUqHmGY+eiaye3Uoftv3GtnyxUe6bHp6+rDb3r4SjsvnwlHk4/io8nmCD3syJho9hddEi2nwVCi8FF6DQwoUXp1EKbw6ATqgOYX3f1ApvG9YUHgd8EIzoEsKrwEQTdoFhZfCa3RoU3h1Eo0NwqtzCoY03/mbK3adSoAqxUJRtSh3Vw2BakAnFF4KrwFh5LAuKLwOQ/vBd0zhpfAaHcQUXp1EKbxvAFJ4dQaSg5pTeCm8DgotQ7ql8BqC0ZSdUHgpvEYHNoVXJ1EKL4VXZwg5tDmFl8Lr0ADT2TmFVydAEzen8FJ4jQ5vCq9OohReCq/OEHJocwovhdehAaazcwqvToAmbk7hpfAaHd4UXp1EKbwUXp0h5NDmFuH1zAKkThffodeKzZ0/uP0at6+CpzTEskWi8MayBYlFw6HwUniNDkcKr06iFF4Kr84Qcmhzi/A69CIfUOc8lix2LRaFN3atR2waDYWXwmt0PFJ4dRKl8FJ4dYaQQ5uf2vcaf50Mc+g17HUe9DAcQQ+B5Cnlv3j2qjv057mLuaBYpbi70+1QuNHonMIbDWhxpAmFl8JrdKhTeHUSpfBSeHWGkOmbH94chiObw1CmlgvK1nIx/Xw5Qe0EKLzaWcW1mhReCq/RMU/h1Ug06OkzhIaFIaV78ggtKLwUXo0hFGerUXjNvfQhc/ZGe4Jhx68i/ORVxCueBS4ls0S7H9eOlaLdlg1jJwEKL4XX6Mik8Noh+uz5C/iOnIkd+0+omkUL5sKUkT2RJpW7+prCS+E1+kVptv4ovGZbUZv5vAjB82oBMT7BJDv6AIldY3wcHIBxBCi8FF7joulNTxReO0TnLP0FK9fvwuIpfkiSOCG6DAhEjqwZMKK/F4XXhh0/eMLol6Z5+qPwmmctI5uJnh1eo8hwh9cokrGnHwovhdfoaKTw2iHatNMQ1KpSGp1a11c1N+86gj5Dp+H3nfMRL148U+3w7jyVINrxdemWCy7fiY9snq+RI330H5KqWiw02mNgw9hJgMIbO9eFoyKB2EyAwkvhNTo+Kbx2iJau442Rvh2U9Er5489/0KzzUBxYPxXuyZMi6FmI0WsSI/2FhAK+82L+lqC/Vwhco+/dMcLO7Bd99RKY0PtZjE+z3yQ3uCaM8WFwACRAAhoIBAcHI4NnSg01HVvl1t1HcHNzc+xFnNR7creY/xvtpKk65DIU3iiwhoeHo3DV9pg2xgeVyxdTNf/+5zoafOWHbT9+hwzpUjtkUWKq058PxdSV/3fdBuVifgwcQUQCIrxDOj+OcSzDZ7tTeGN8FTgAEtBGQIQ3WbJk2io7sJaMwyzC60BMcaJrCq+dZZYd3lEDOqJm5VKqpll3eONEtHOSJEACJEACJPCBEuAOr76Fo/Da4Sc5vLWrlkHHVvVUTTPn8OoLJbYmARIgARIgARJwFIGMqZM4qus40S+F184yz16yAT9t2K1OaXBLkgjevgE8pSFOvDQ4SRIgARIgARKIPQQovPrWgsJrh1/wsxfoO3w69hw6pWoWzpcDU0b1gmcaD/U1z+HVF4BsTQIkQAIkQAIkYJ8Ahdc+o6hqUHg18nscFIyQkFDrB05YmlF4NQJkNRIgARIgARIggWgToPBGG51qSOHVx487vDr5sTkJkAAJkAAJkIB9AhRe+4y4w6uPUZStucPrQLjsmgRIgARIgARIQBGg8OoLBO7w6uPHHV6d/NicBEiABEiABEjAPgEKr31G3OHVx4g7vA7kx65JgARIgARIgATsE6Dw2mdE4dXHiMLrQH7smgRIgARIgARIwD4BCq99RhRefYwovA7kx65JgARIgARIgATsE6Dw2mdE4dXHiMLrQH7smgRIgARIgARIwD4BCq99RhRefYwovA7kx65JgARIgARIgATsE6Dw2mdE4dXHiMLrQH7smgRIgARIgARIwD4BCq99RhRefYwovA7kx65JgARIgARIgATsE6Dw2mdE4dXHiK1JgARIgARIgARIgAQ+YAL84IkPePE4dBIgARIgARIgARIgAfsEKLz2GbEGCZAACZAACZAACZDAB0yAwvsBLx6HTgKxmcDFKzdx7/5jlCmRP9JhPnv+EgkTJkACFxdDp3Ho+B9IlyYlcmTNYGi/7Ew7gXsPHuP46QuoWbmU9kasSQLvIXDh0jUEPX2GkkXykhEJRJsAhTfa6NiQBEggKgILftyEfUdPY86Efu9Ue/7iFUrV7owpo3qh2sclDAXZpsdo1K5aBq2b1DC0X3amncCRE+fQ3mcszuxaoL0Ra5LAewhMW7gO5/66jMkjepIRCUSbAIU32ujYkARIILrC+/p1uPoDljmjJ1IkczMUJIXXUJzR6ozCGy1sbEThZQw4kACF14Fwzdh1SGgYvuw2EuMGeyNb5nRqitMWrEXyZG5o07Qm1m85gJ0HTiKpW2Js2nkEqTySY1DvNqhUtqgZcXywcwoPD8eqX/ZgyeqtuHbzHvLnzoo+XzdDicJ5sPPACQTOXIm/L99QtxAH+7RF3pyZ1Vxbdh2BT8oVxZZdR1W7xnUq4rNPK+C7mStw5vw/+KxmBfT0agIP92SQHd51m/ehYN7s2LL7mIqF//Rph49LF1Z9fdl9FPx6fYkCebKpuNl96BTckyfFz1sOqPF092qMsiUKqLo3bt3DmClLcOj4WRQrlAvN6ldBrSql1c+uXL+DkRMXYf/R31VM3r3/GL07NeUOrxOjU+Jp0U9bsHDFJty++1DFy58Xr1l3eCWWRk1cjMMnziJXtozo7tVEpTvIrepBY+di/kRfuCVJjI3bD2Pb3v9DwNCuavQBM1cgvWdqtGpcXcVe1QrFVSxdvnYbLRpWQ9evGiFJ4oROnCkvFRmBsd8vRdZM6fA46CkOHD2Dlo2qwzONB4YHLMTNOw9UE1k7v95t1Gv8r0vXMWD0LNT/tDyWrdmuft6hZV00b1BV/fvZ8xcYN3U5ftl+CIkTuarYyJc7i3WH16jfUVzNuEWAwhu31lv3bF+9CkGJmp2was5wJSVSBo6ZjVQpU6Cv9xdKcsZPXw7vtg1QtEAurFi/E7/98Tf2rp2i+9rswDgCIpjyB6dnh89R/qOCOHDsDFIkT4oyxfOjYXs/dGpdX4ntD6u24ujJc9i8bALckiRCoSpfKZnxbtsQQDj6DJ2m/hj19W6u/uD5+c9B9/aN0aTuJ+/EwvJ1O3D+7yvYsTJQTUT6WjR5ID4qmtdat32LOqhYpgh+3XFYCfRPs4dB3mQ1/GogihfKrd5UXbpyC/1GTMeW5ROQLm1KNGg3EKk8UqgxJ3RNoMbQoWU9Cq9x4WK3JxFVWZNuXzXCJ+WLYevuY5iz9BclvC9fhaBO6/4olDc72jWvjSMnzmLqgrVqbSXP+qNanbFg4gCULp4fnftNUG9cZG0zpU+DSo16YFg/L5X2IvEisiyxJ7HYb8QMJcZ8M213eRxeocuAQOw5dAq1qpRRb0iL5M+p8vMvXLym3tA+f/ESQ8bPR5UKxdHn6+Y4ffYiWnQZrtZVJPfqjbsYNWkxDqyfqoR4WMBC7D54Et2+aozcOTJhxqKf4erqooRXZNmo31EOB8MLxCoCFN5YtRyxfzBahNc2b/POvUeo2rQ3Nv7gb90Rjv2zNP8IZXc1c8a0GDuwc4TJTp67Cr9sO4TNy8ar799/+ASfNO6J70f3QtUKb6Tjh+/91E6wlC++HoZ6NcqhbbNa6uvx05bj/qMnqt+3c3jlQabKTXrh1yX+So7fFl7buLl05Sbqt/0WB36eirN/XUaHPuOwcNK36s6BlKETFqBh7YrIlysL2vYcjQ2LxlgfUmNKg/Pj18vHH55pU1rjyTalQQRWRHbbigBk8EylBidvUkRU+3VtgY59x6udfBGfCp91U3cAKpcvjk8/KaV+d0gMuKdI+k7s+Y6aiTQp3VUfLDFLQIRXXotyZ8W23L3/SD28eOfeQ7UznyK5G6aO7m0V3t93zke8ePFUE3lzM7y/FyqWLoLin3bEiP5e6o2zFNscXiN/R8UsNV7d2QQovM4m/oFf798Kr0y3dB1vjPT1Uu/+WWIHAVmTAd1b4fN6b/6gWIrs+kqxFeFqzXzU7qncpnxbeEV0Klcojnb/FV5Jb5Fb2ROHd39HeN+OhaiE1/JGafvKABw4+jsGj5tnlWzLWKt+XAJpU7tjROBiHP11hnUOFF7nx5jISq+OTdG0fmV1cVvhXb1xDwJnrYxwl2fIhPnqqfuAod0wd9lGHD15Fg1qVsS2vceU6C5ZvQ1eLeuqdCnZCZbyduzJjmBo2GsM6dPO+RPmFSMQEOEtWSSP+j1hKXKXpu/w6SotqkCerOr3gqQnzPD/JlLhrfulL7q3b4IiBXKgdqv+WL9oDHL+96QVW+E18ncUlzFuEaDwxq311j1bub1cvEYHLJ/+HxQpkFP193ZKg+1O3fVb91CzRV/rLUvdA2AHhhBo7DUIZUsWVNJrW2SH9sCx37Fm3kj17eBnL1Cmrre6dSxvWN6WDtmdk506LcJ76+4DVG/WB/MDB6ijyrQK7/m/rqo/nAc3TH3nCLPfz19Su8wivJJaIYXCa0iI/KtOug2ciAK5s6m867eFV/Ituw+cZN2plZ/LHQaRIL9ebVTKk+TnVq9UEnWqllUpLeXqd1X54J6pPdQtcArvv1oOp1eOTHhlF792tbLo2k7Sn4B5yzeqdBZ7wvtp5VLqb4yc7lK+VCHV1lZ4jfwd5XRQvGCMEqDwxij+D/PiIhSSdyk7MCdOX8Ag/znq9rIlh1ceVJo5ri9evnqlcvX2HzmNLcu/48MlsWi5p85fA8mpHf1tJ/VH5djJ83j67DmSJkmsbjGL4FYoVRiLVm5Wf2x2rZqItKk9/rXwbth2EPMCfSF3BqYvXIctu4+qdAmRU63CmyRxItRo/g0a16mE3p0+VxSPnjyPkNBQlRNYvn43la/bqnENtXMkO0B8aM25wbZ0zXb1wNqYgZ3Vrvv389dgw9aDKof34eMg1GzRDy0bVUPH1vVx7OQ59Bg0GdPG+KBy+WIqR1sER8qhDdPUA7A9/CZhx/4TmOHfx5qjyx1e567pv7laZMIrb2ry5MyMPp2b4drNuyoNKaVHMrvCW7d6WfQcPBlhYa/h260lHj8JVjm9GdOnVjm8B4+dMex31L+ZI+t++AQovB/+Gjp9Bjv2HYfcknzwKEjl5SZK6IqKZYriG+/m1oePLIPKnCEtxg/2RtGCuZw+Tl7w/QTkHFw52WDtpn2qkgio/6Cv1UMk0xetw/fz1li/L+kNsvsmxe4O78J1+OvSNXWresGKTZg6f6164tpyDcnfs3wQhfS1eMpAdctT6krqwqzxfVVdyf2r8nlv9YCbPJh24vcL8Bs7Rz2db+nLMi6RLbm9LUUeqHscFIyOreqrJ/tZnENA8rM79R2vbltLkTxcyd21nMO7++AptUtviQV5qLWHVxPr4ERwpci5zFIsD1VaBDiy2JM1D3sdjv/4tHXOJHmV9xIQ4ZVNkI6t6lnryPoPGDVT/Z1QpyzkyqLezEwf64PT5y6hhfcw2ObwSkqDxESdamXV671zv+9UvEhbeXBN3khZzuE16ncUlzRuEaDwxq31Nmy2oWFhuP/giZIR22J5UGn6GB8EBT9XR1GxxF4CsvP66EkwUqdMAReX+NaBvnj5CiIx6T1T6f4kNPlEtfsPHyNDutS6+xKZDQkJVeO1POwig5Y/jEFPn78Tj7GXvPlGJkeT3brzACk9kiNxonePCpMdO0lrkRM1eJSY+dY/shnJ34mbt++ro+VcE/y7T1SUnX952C192lQRfjdZrmPk76i4sRqcJYWXMWAogag+XcvQC7EzEiABEiABEiABEtBIgMKrERSraSMgtzTl4PlKZYtoa8BaJEACJEACJEACJOBgAhReBwNm9yRAAiRAAiRAAiRAAjFLgMIbs/x5dRIgARIgARIgARIgAQcToPA6GDC7JwESIAESIAESIAESiFkCFN6Y5c+rkwAJkAAJkAAJkAAJOJgAhdfBgNk9CZAACZAACZAACZBAzBKg8MYsf16dBEiABEiABEiABEjAwQQovA4GzO5JgARIgARIgARIgARilgCFN2b58+okQAIkQAIkQAIkQAIOJkDhdTBgdk8CJEACJEACJEACJBCzBCi8McufVycBEiABEiABEiABEnAwAQqvgwGzexIgARIgARIgARIggZglQOGNWf68OgmQAAmQAAmQAAmQgIMJUHgdDJjdkwAJkAAJkAAJkAAJxCwBCm/M8ufVScA0BIKePsPRk+fUfOLFj4ckiRMhTUp35MqeEfHixYswzxO/X8C1G3fxWc0KTp9/TF777cmGhb3Gjv3H8fPm/bh87TZ6dvwcNSp99F4md+8/wh9/Xsbla7fg4uKCjOlTo3Sx/EiWNInTOUZ2wecvXmHfkd/U2iZM6ArPNB4oVjC3+j8LCZAACcQkAQpvTNLntUnARATOXriMpp2GvDOjbJnToa/3F6hWsaT1Z0MnLMDKDbtwZtcChxF4+SoEJWt2wuhvO6FhrY+dem2tkzpy4hza+4xF0/qVkTNbRhTOlwMfFc37TvPQsDAs+HETAmetVD/LlS0jnj57jtt3H6qvfTo3Q8dW9bRe1iH1/v7nOlp0GYFnz18glUdyvHgZov4tZdxgb9SrXk7Tddv0GA2JmZG+HTTVZyUSIAES0EKAwquFEuuQAAnYJWAR3lnj+6JCqUIICn6OM+cuYdrCdTh++k9MG+ODyuWLqX6ePX+JkNBQuCdParff6FZ48fIVPqrVWYlT4zqVrN0449paxzz2+6U4fPwPrJk3Msoms35Yj0lzVqFT6/rwbtsAiRMlVPVv3X2AH1Zthez8+vt9rfWyhtd7/TocLbsMx8UrN7Fi5hDkyJpBXePmnQdYtHIz8ufOGuFNR1QD+LL7KCW8owZ0NHyc7JAESCDuEqDwxt2158xJwFACtsL7cenC1r7lNnfnfhOU9B7bNAtJEidUu7sHj51BwNBuqt6P63bg8Ilz6PZVQyxZsx0XL99Azw5N1O3wH1ZvxaoNu/H35RvImzMzvNs2RK0qpa39X7l+GxNnr8LJMxcQEhKKj5kgoWMAAAw/SURBVIrmU1I4Zd5q7DpwEpkzpEXa1G9uqc+e0A8bth2IcG1pM33ROvyy7RCu3byLsiUK4BvvL1AoX3bV5tQff2P8tOVo1bgGVqzfiTPn/0HVCsXRrnlta533gZS646cvV6keMo76n5aHd5sGcHVNgAUrNmHq/LWqab5cWZDQNQHmBfq+05VIbfVmfVTb90nt0+Dn1rQGSY2YMH05Dh0/i8SJXFGpbFH07dJC7bpKGTxuHlKnTIHXr19jw7aDcE2QAC0bVUerxtVVGoIUSU+ZPHcVtu87rnaRhUn/bi2VuEZW5Ppl63VB6yY1MLDnl1HGVVTjs4i9W5LEiomU/l1boGjBXIbGKjsjARKIewQovHFvzTljEnAIgfcJr1xs98FT6PptIBZP8UPJInmUTK3dtA87VgaqsQTMXIG5yzaqf5cskhfp0qbEFw2qYu/h37Bs7Q60bFRNSc+mnUfw647DWDptMIoVzKVkrFozHyVzrZt8ipTuybB6417UqloayZO5QVIn5FZ6iSJ5VN9N61fB9IVrI1zbkl4haQUF8mRTO5IiZZuWjkOWjJ5qDN6+Aap922a11PcWrtgEjxTJ8OPMd1M4LHCvXL+DOq37q91KaSd8ftqwG80bVMWQPu2UBA+ZMB+JErqq77nEj6/+/3bZse84egyajOXT/4MiBXJGuXZ37j1C1aa9FcPmn1XBg8dBmLNkgxLzGf7fvGHQaYgaS4nCeVCzcilcvXEHS9dsVz+vVLYIJK+4VdcRePTkKVo1qYFU7snVLrLs3u5YGaC4Rla8fPxx+twlDPZpg8rlisM9xbu79/bGJ2+C/PznIG0qDzSqU1FdpnK5YsiYPo1DYpadkgAJxB0CFN64s9acKQk4lEBUwmvZpfTt1lLJX2TCK2L7w/d+1p29+w+f4JPGPdHn6+bo0LKuGrvkspav3w2f1/sEA7q3gv/UZUpQt60IQAbPVKqO3F5/8OiJ2vGMLKXB9toWAfNqURffeDdX7R89foqPG3a37lZahHfVnOHWHc7te4+j5+DJ2PnTxPc+kDVq0mIlkgfWT7WmbkyY8SPmL//V2k52vmWclp3uyBZoztJfVO7u/nXfw8M9maoiO9E3b9+3Vhfhz5U9k9qJXrF+F3avngjZJZWyfN0OjAhchD1rJqudXRFe2W0OHNbN+jBhg3YDUbZkAfj1aoOdB06g+8BJ1jcV0sefF6+hsdcgTBrR470P1Z0+exHDAhYqmZYib1rKf1QIXi3rqpxjKVrGx5QGh75M2TkJxFkCFN44u/ScOAkYSyAq4b105Sbqt/3Wmk8bmfBu3nUUm5eNtw7q2KnzaNdrjJIz211FuU6VCsUxdXRvyANOT4OfRZoD+74cXttrHz5xFrIzOcO/j7r1bykihXLKxOIpA607vLZSLTuZLbyHYfmMISiSP0ekIGVsr16FRNgFtsjz/MABKFMiv0r1sCe8FmHdsnwCMv13p3Pq/DUqN9pSalUpg4ChXfFV77Fq51h2qi1F0hNEkFfOGoqCebMr4ZWdYtlltpQuA97stE8f64MZi35W6SC2fYSFhSnptbxheV/khIeH4/Dxszh97qJK/di655iqasnf1jI+Cq+xr0v2RgIk8IYAhZeRQAIkYAiBqIR3/ZYDGDB6FjYsGqMeaNIivHsPn4a373cqJzRrJs8IY/RwT65E84uvhyFJkkRYMHHAO3PQIryWa4jYShqApYiYySkPy6YNjlR4LXONSnhlbEndEkfIyxUZlb7nTOiH8qUKaRJei5QHDuuuUhCkyNjkPynteo5GjqwZlfDKNeO7xEfXdg3f4VGsUG6kSOYWqfD28JuE0LDXSngnzv4Js5dsUG8C3i7ZMqd/Zy2iCp57Dx6jTmtflSohu9haxkfhNeTlyE5IgATeIkDhZUiQAAkYQuB9wiu7u82/HqZyWWWXUc7k1SK8lhxY2Yl8O7dVdhKln4FjZmPd5v04uGGakjlLkTzUcISjWPUO+I9PW3zRsJr1Z7bXllzdul/6ortXY3Rp+0YS5SG7UrU7q1MF5Egzy66s7Q6vFuEVwRfRtzyoJ33Lrqzszv66xB9ZM6XTJLzBz16gdqt+KkVhzbwR1lQFy4REIjNlSKuE12/sHBz8vzP4ZbG/ejjQUiy85OvIdnhthVd4Kq7zRyF3jkwRYsO2H9sfPA4KVg8aSl6wbZE3HZ9+8Y01h1jL+N7serup+bCQAAmQgFEEKLxGkWQ/JBDHCVgksFv7xirX9fGTp+ohJjmBQdIS5EEzySGVokV4pZ7kyUq+7LC+7dX5tJLXu+fQKcSPHx+9OzWFfIiE7AjKKQLtW9RRpzHIaQtpUrujXbNaaof4afAL+PX6EiJlpYrlw7QFER9a69h3PM7/dQU9vJogX+6sWLhiMzbvOqLyiUXgoiu8x09fQJseoyDpBu2a18L5v69iytxVKlVAjm6ToiWlQepZHvoTjt3bN0beXFkg8nnh4jWMm7YMpYsXUIJoWYNPyhVTJ1VIusS5v66ovGHZVZYcYHvCK4L9Wbtv1dFnvt1aIXuW9Pjn6i2s27xPfVBI1Qol3ol0yxuH6pVKonaVssieJR2u3rirOEqqioxNOGgZn4xV3hjIbrOcXJHeMzU/uCKO/27h9EnACAIUXiMosg8SIAGrzFhQyINU6dKmUg85NfusilV25eeSI7rm173WUxrkoSw5gcE2h1fqiaTKLfYVP++0EpZ+Jc2hTrWy6nsbtx/GmCk/4MGjIPW1PCw1on8HyNFo8tT/mClL1JFmUo7+OkOdBmF7bXlwbcComZDUAUuxPbvXIrzbVwYgfdo3D8ZZxE1OaZAPi3hfWb1xjzoGzFIkjWH0gE5WgRMhl53bqB5as7S1PeLM9npyCkWLRtXV6RdSZLwjJy5WebuWIikFgcN6qF1f2REumC97hBxeeWMhu+KSFy1FTmQYGbgoAhMRdTkb13JcmO0YJE9YJHXD1gPWdbCshU+nZhE+Uc/e+K7fuofB/nOt17akf/AlRgIkQAJ6CFB49dBjWxIgAacQkNMZ7t57hMSJEyKl+5vzZN8uki8qRXaR3/4oY5FaefDN9jb/2+3ldIYnT4PVEVgJXFwMm5eM/cate0iRLKn1lAU9nUt/ckJDooQJkTa1+ztztfQtbxbkfNy0qdyt5+v+2+tKSoJwFeaSj6ylyHUfPHyCVClTRPnBIvbG9/BxkNrJd+SHk2iZD+uQAAmYgwCF1xzryFmQAAmQAAmQAAmQAAm8hwCFl6FBAiRAAiRAAiRAAiRgagIUXlMvLydHAiRAAiRAAiRAAiRA4WUMkAAJkAAJkAAJkAAJmJoAhdfUy8vJkQAJkAAJkAAJkAAJUHgZAyRAAiRAAiRAAiRAAqYmQOE19fJyciRAAiRAAiRAAiRAAhRexgAJkAAJkAAJkAAJkICpCVB4Tb28nBwJkAAJkAAJkAAJkACFlzFAAiRAAiRAAiRAAiRgagIUXlMvLydHAiRAAiRAAiRAAiRA4WUMkAAJkAAJkAAJkAAJmJoAhdfUy8vJkQAJkAAJkAAJkAAJUHgZAyRAAiRAAiRAAiRAAqYmQOE19fJyciRAAiRAAiRAAiRAAhRexgAJkAAJkAAJkAAJkICpCVB4Tb28nBwJkAAJkAAJkAAJkACFlzFAAiRAAiRAAiRAAiRgagIUXlMvLydHAiRAAiRAAiRAAiRA4WUMkAAJkAAJkAAJkAAJmJoAhdfUy8vJkQAJkAAJkAAJkAAJUHgZAyRAAiRAAiRAAiRAAqYmQOE19fJyciRAAiRAAiRAAiRAAhRexgAJkAAJkAAJkAAJkICpCVB4Tb28nBwJkAAJkAAJkAAJkACFlzFAAiRAAiRAAiRAAiRgagIUXlMvLydHAiRAAiRAAiRAAiRA4WUMkAAJkAAJkAAJkAAJmJoAhdfUy8vJkQAJkAAJkAAJkAAJUHgZAyRAAiRAAiRAAiRAAqYmQOE19fJyciRAAiRAAiRAAiRAAhRexgAJkAAJkAAJkAAJkICpCVB4Tb28nBwJkAAJkAAJkAAJkACFlzFAAiRAAiRAAiRAAiRgagIUXlMvLydHAiRAAiRAAiRAAiRA4WUMkAAJkAAJkAAJkAAJmJoAhdfUy8vJkQAJkAAJkAAJkAAJUHgZAyRAAiRAAiRAAiRAAqYmQOE19fJyciRAAiRAAiRAAiRAAv8PV2lmiYST6dcAAAAASUVORK5CYII=" }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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" }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# with ChEA manual libraries\n", "method_color_map = {\n", " 'up': '#648FFF',\n", " 'down': '#DC267F', \n", " 'combined': '#785EF0'\n", "}\n", "for tf in full_df['TF'].unique():\n", " sub_df = full_df[full_df['TF'] == tf]\n", " sub_df = sub_df[sub_df['Cell'] == 'A375']\n", " sub_df = sub_df[sub_df['Term'].apply(lambda x: 'MLEC' not in x and 'WistarRat' not in x)]\n", " fig1 = go.Figure()\n", " for gs in sub_df.groupby(['Direction']).mean(numeric_only=True).sort_values('Rank').index:\n", " fig1.add_trace(\n", " go.Box(\n", " y=sub_df[sub_df['Direction']==gs]['Rank'].tolist(),\n", " name=gs,\n", " marker_color=method_color_map[gs]\n", " )\n", " )\n", " sub_rand_df = rand_chea2022_df[rand_chea2022_df['TF'] == tf]\n", " fig1.add_trace(\n", " go.Box(\n", " y=sub_rand_df['Rank'].tolist(),\n", " name='random',\n", " marker_color='black'\n", " )\n", " )\n", "\n", " fig1.update_layout(\n", " title_text=f\"{tf} ChEA 2022 Term Rankings for Gene Sets from A375 Cell Line\",\n", " xaxis={\n", " 'title': {'text': 'Direction of Gene Set'}, \n", " },\n", " yaxis={\n", " 'title': {'text': 'Rank'}\n", " },\n", " showlegend=False\n", " )\n", " fig1.show(\"png\")\n", " if tf=='NR3C1': \n", " fig1.write_image('/Users/maayanlab/Documents/manuscripts/dex-benchmark/revised_figures/3A_300dpi.png', scale=(800/300))" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Bridge plots" ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [], "source": [ "chea2022_genesets = {\n", " t: chea2022[t] for t in dex_chea2022_df['Term'].unique() if ('MLEC' not in t and 'Wistar' not in t)\n", "}" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [], "source": [ "bridge_color_map = {\n", " 'random': '#000000',\n", " 'cd': '#117733',\n", " 'limma': '#88CCEE',\n", " 'limma-voom': '#DDCC77',\n", " 'fc': '#CC6677',\n", " 'ttest': '#AA4499',\n", " 'ranksum': '#44AA99',\n", " 'modz': '#882255'\n", "}" ] }, { "cell_type": "code", "execution_count": 74, "metadata": {}, "outputs": [], "source": [ "def geneSetBridgePlot(gs, method):\n", " y = [] \n", " for col in all_signatures[f\"{method}_all\"].columns:\n", " if method in ['fc', 'cd', 'modz']:\n", " sig = batch_signatures[method][col]['Significance'].sort_values(ascending=False)\n", " else:\n", " sig = batch_signatures[method][col]['Significance'].sort_values(ascending=True)\n", " select = pd.Series(\n", " [x.upper() in gs for x in sig.index.tolist()]\n", " )\n", " _, y_temp = bridge_plot(select)\n", " y.append(y_temp)\n", " y_mean = np.mean(np.array(y), axis=0)\n", "\n", " return y_mean\n", "\n", "def methodBridgePlot(gsdict, tf, method):\n", " y = []\n", " for gs in gsdict.keys(): \n", " if tf not in gs:\n", " continue\n", " y_temp = geneSetBridgePlot(gsdict[gs], method)\n", " y.append(y_temp)\n", "\n", " if len(y) == 0:\n", " return y\n", " else:\n", " y_mean = np.mean(np.array(y), axis=0)\n", " return y_mean\n", "\n", "def randomBridgePlot(gsdict, tf): \n", " y = []\n", " for gs in gsdict.keys(): \n", " if tf not in gs: \n", " continue\n", " y_gs = []\n", " for _ in range(10):\n", " rand_sig = sample(\n", " combined_expr_df.index.tolist(), \n", " combined_expr_df.shape[0]\n", " )\n", " select = pd.Series([\n", " x.upper() in gsdict[gs] for x in rand_sig\n", " ])\n", " _, y_temp = bridge_plot(select)\n", " y_gs.append(y_temp)\n", " y.append(np.mean(np.array(y_gs), axis=0))\n", " if len(y) == 0:\n", " return y\n", " else:\n", " y_mean = np.mean(np.array(y), axis=0)\n", " return y_mean\n", "\n", "def tfBridgePlot(tf, lib_genesets, libnames, leading_edge = False): \n", " if leading_edge:\n", " fig = plt.figure(figsize=(7,5))\n", " else:\n", " fig = plt.figure(figsize=(7,5))\n", " for method in batch_signatures.keys(): \n", " x = np.arange(all_signatures[f\"{method}_all\"].shape[0] + 1)\n", " y = []\n", " for lg in lib_genesets:\n", " y1 = methodBridgePlot(lg, tf, method)\n", " if len(y1) != 0:\n", " y.append(y1)\n", " y_mean = np.mean(np.array(y), axis=0)\n", " if leading_edge:\n", " x_mean = x/len(x)\n", " x_mean = x_mean[x_mean < 0.02]\n", " plt.plot(x_mean, y_mean[:len(x_mean)], label=method.split('_')[0], color=bridge_color_map[method.split('_')[0]])\n", " else:\n", " plt.plot(x/len(x), y_mean, label=method.split('_')[0], color=bridge_color_map[method.split('_')[0]])\n", " rand_x = np.arange(all_signatures[f\"{method}_all\"].shape[0] + 1)\n", " rand_y = []\n", " for lg in lib_genesets:\n", " rand_y1 = randomBridgePlot(lg, tf)\n", " if len(rand_y1) != 0: \n", " rand_y.append(rand_y1)\n", " rand_y_mean = np.mean(np.array(rand_y), axis=0)\n", " if leading_edge:\n", " rand_x_mean = rand_x/len(rand_x)\n", " rand_x_mean = rand_x_mean[rand_x_mean < 0.02]\n", " plt.plot(rand_x_mean, rand_y_mean[:len(rand_x_mean)], label='random', color='gray')\n", " else:\n", " plt.plot(rand_x/len(rand_x), rand_y_mean, label='random', color='gray')\n", "\n", " plt.axhline(y=0, color='black', linestyle='dashed')\n", " if leading_edge:\n", " plt.legend(bbox_to_anchor=(1,1))\n", " else:\n", " plt.legend(bbox_to_anchor=(1, 1))\n", " locs, labels = plt.xticks() # Get the current locations and labels.\n", " if leading_edge:\n", " plt.xticks(np.arange(0, 0.02, step=0.005))\n", " plt.xlabel('Rank')\n", " plt.ylabel('D(r) - r')\n", " # plt.title(f\"{tf} Target Gene Rankings for L1000 Dex Perturbation Signatures\\nLibraries: {', '.join(libnames)}\")\n", " plt.show()\n", " if tf == 'NR3C1': \n", " if leading_edge:\n", " fig.savefig('../../publicationfigs/Figure3F.png', format='png', dpi=300, bbox_inches='tight')\n", " else:\n", " fig.savefig('../../publicationfigs/Figure3E.png', format='png', dpi=300, bbox_inches='tight')" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Ranking by absolute expression value" ] }, { "cell_type": "code", "execution_count": 75, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "tfBridgePlot('NR3C1', [chea2022], ['ChEA 2022'])" ] }, { "cell_type": "code", "execution_count": 674, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "tfBridgePlot('NR3C1', [chea2022], ['ChEA 2022'])" ] }, { "cell_type": "code", "execution_count": 76, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "tfBridgePlot('NR3C1', [chea2022], ['ChEA 2022'], True)" ] }, { "cell_type": "code", "execution_count": 675, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "tfBridgePlot('NR3C1', [chea2022], ['ChEA 2022'], True)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Signature similarity" ] }, { "cell_type": "code", "execution_count": 104, "metadata": {}, "outputs": [], "source": [ "rank_comparisons = {\n", " b: pd.concat([\n", " all_signatures[method][b].rename(method.split('_')[0]).rank() for method in all_signatures.keys()\n", " ], axis=1).dropna(axis=0).sort_index(axis=1)\n", "for b in batches}\n", "\n", "expr_comparisons = {\n", " b: pd.concat([\n", " all_signatures[method][b].rename(method.split('_')[0]) for method in all_signatures.keys()\n", " ], axis=1).dropna(axis=0).sort_index(axis=1)\n", "for b in batches}\n", "\n", "method_cols = rank_comparisons[list(batches)[0]].columns" ] }, { "cell_type": "code", "execution_count": 107, "metadata": {}, "outputs": [], "source": [ "sns.set(font_scale=1.2)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Correlation of signature expression values" ] }, { "cell_type": "code", "execution_count": 108, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "expr_correlations = {\n", " b: 1 - pairwise_distances(m.T, metric='cosine') for b,m in expr_comparisons.items()\n", "}\n", "for _,m in expr_correlations.items():\n", " np.fill_diagonal(m, 1)\n", "\n", "expr_mean_correlations = np.zeros(shape=expr_correlations[list(batches)[0]].shape)\n", "for i in range(expr_mean_correlations.shape[0]):\n", " for j in range(expr_mean_correlations.shape[1]): \n", " expr_mean_correlations[i,j] = np.mean([m[i,j] for _,m in expr_correlations.items()])\n", "\n", "hm, hm_ax = plt.subplots(figsize=(10,8))\n", "sns.heatmap(pd.DataFrame(\n", " expr_mean_correlations, index=method_cols, columns=method_cols\n", "), cmap=sns.cm.rocket_r, annot=True)\n", "hm_ax.xaxis.tick_top()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Correlation of signature gene ranks" ] }, { "cell_type": "code", "execution_count": 109, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rank_correlations = {\n", " b: 1 - pairwise_distances(m.T, metric='cosine') for b,m in rank_comparisons.items()\n", "}\n", "for _,m in rank_correlations.items():\n", " np.fill_diagonal(m, 1)\n", "\n", "rank_mean_correlations = np.zeros(shape=rank_correlations[list(batches)[0]].shape)\n", "for i in range(rank_mean_correlations.shape[0]):\n", " for j in range(rank_mean_correlations.shape[1]): \n", " rank_mean_correlations[i,j] = np.mean([m[i,j] for _,m in rank_correlations.items()])\n", "\n", "hm, hm_ax = plt.subplots(figsize=(10,8))\n", "sns.heatmap(pd.DataFrame(\n", " rank_mean_correlations, index=method_cols, columns=method_cols\n", "), cmap=sns.cm.rocket_r, annot=True)\n", "hm_ax.xaxis.tick_top()" ] } ], "metadata": { "kernelspec": { "display_name": "ScatterEnv", "language": "python", "name": "scatterenv" }, "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" }, "vscode": { "interpreter": { "hash": "59b903cdca14fb863026e39f4185dd43265f1412df959e516078f4f22f35cec9" } } }, "nbformat": 4, "nbformat_minor": 2 }