From ce94153871749813c729c9fffead4c4a8d1a44e7 Mon Sep 17 00:00:00 2001 From: Zimolzak Date: Wed, 21 Jun 2023 15:46:15 -0500 Subject: [PATCH 1/5] one new ipynb with spacy, AJZ reviewed --- Adel/Notes_first_approach.ipynb | 2310 +++++++++++++++++++++++++++++++ Adel/ls-l.txt | 29 + 2 files changed, 2339 insertions(+) create mode 100644 Adel/Notes_first_approach.ipynb create mode 100644 Adel/ls-l.txt diff --git a/Adel/Notes_first_approach.ipynb b/Adel/Notes_first_approach.ipynb new file mode 100644 index 0000000..83172f3 --- /dev/null +++ b/Adel/Notes_first_approach.ipynb @@ -0,0 +1,2310 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "pd.set_option(\"display.max_colwidth\", 150)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "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", + "
TABLE_CATALOGTABLE_SCHEMATABLE_NAMETABLE_TYPE
0ORD_Singh_201911038DDflt_B00_ML4TrgPos_Y201621_01_04_cohortBASE TABLE
1ORD_Singh_201911038DDflt_B00_ML4TrgPos_Y201621_05_04_RadBASE TABLE
2ORD_Singh_201911038DDflt_B00_ML4TrgPos_Y201621_04_04_LabBASE TABLE
3ORD_Singh_201911038DDflt_B00_ML4TrgPos_Y201621_06_Med_04_RxOutpatBASE TABLE
4ORD_Singh_201911038DDflt_B00_ML4TrgPos_Y201621_06_Med_07_NonVAMedBASE TABLE
5ORD_Singh_201911038DDflt_B00_ML4TrgPos_Y201621_06_Med_05_BCMA_DispensedDrugBASE TABLE
6ORD_Singh_201911038DDflt_B00_ML4TrgPos_Y201621_06_Med_08_AllMedBASE TABLE
7ORD_Singh_201911038DDflt_B00_ML4TrgPos_Y201621_08_ConsultBASE TABLE
8ORD_Singh_201911038DDflt_B00_ML4TrgPos_Y201621_12_ICDBASE TABLE
9ORD_Singh_201911038DDflt_B00_ML4TrgPos_Y201621_14_VitalBASE TABLE
10ORD_Singh_201911038DDflt_B00_ML4TrgPos_Y201622_30_Note_withRoleBASE TABLE
11ORD_Singh_201911038DDflt_B00_ML4TrgPos_Y201621_16_HFBASE TABLE
12ORD_Singh_201911038DDflt_B00_ML4TrgPos_Y201621_01_04_DemorgraphicsBASE TABLE
13ORD_Singh_201911038DDflt_B00_ML4TrgPos_Y201621_05_04_Rad_Only10daysPrior30DaysAfterBASE TABLE
\n", + "
" + ], + "text/plain": [ + " TABLE_CATALOG TABLE_SCHEMA \\\n", + "0 ORD_Singh_201911038D Dflt \n", + "1 ORD_Singh_201911038D Dflt \n", + "2 ORD_Singh_201911038D Dflt \n", + "3 ORD_Singh_201911038D Dflt \n", + "4 ORD_Singh_201911038D Dflt \n", + "5 ORD_Singh_201911038D Dflt \n", + "6 ORD_Singh_201911038D Dflt \n", + "7 ORD_Singh_201911038D Dflt \n", + "8 ORD_Singh_201911038D Dflt \n", + "9 ORD_Singh_201911038D Dflt \n", + "10 ORD_Singh_201911038D Dflt \n", + "11 ORD_Singh_201911038D Dflt \n", + "12 ORD_Singh_201911038D Dflt \n", + "13 ORD_Singh_201911038D Dflt \n", + "\n", + " TABLE_NAME TABLE_TYPE \n", + "0 _B00_ML4TrgPos_Y201621_01_04_cohort BASE TABLE \n", + "1 _B00_ML4TrgPos_Y201621_05_04_Rad BASE TABLE \n", + "2 _B00_ML4TrgPos_Y201621_04_04_Lab BASE TABLE \n", + "3 _B00_ML4TrgPos_Y201621_06_Med_04_RxOutpat BASE TABLE \n", + "4 _B00_ML4TrgPos_Y201621_06_Med_07_NonVAMed BASE TABLE \n", + "5 _B00_ML4TrgPos_Y201621_06_Med_05_BCMA_DispensedDrug BASE TABLE \n", + "6 _B00_ML4TrgPos_Y201621_06_Med_08_AllMed BASE TABLE \n", + "7 _B00_ML4TrgPos_Y201621_08_Consult BASE TABLE \n", + "8 _B00_ML4TrgPos_Y201621_12_ICD BASE TABLE \n", + "9 _B00_ML4TrgPos_Y201621_14_Vital BASE TABLE \n", + "10 _B00_ML4TrgPos_Y201622_30_Note_withRole BASE TABLE \n", + "11 _B00_ML4TrgPos_Y201621_16_HF BASE TABLE \n", + "12 _B00_ML4TrgPos_Y201621_01_04_Demorgraphics BASE TABLE \n", + "13 _B00_ML4TrgPos_Y201621_05_04_Rad_Only10daysPrior30DaysAfter BASE TABLE " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "dict_keys(['cohort', 'Rad', 'Lab', 'RxOutpat', 'NonVAMed', 'Consult', 'ICD', 'withRole', 'Demorgraphics', 'Only10daysPrior30DaysAfter'])\n" + ] + } + ], + "source": [ + "import dizzy_util as util\n", + "dataset = util.extractDataset(\"B00_ML4TrgPos_Y2016\", {\"Note\", \"AllMed\", \"Vital\", \"HF\", \"DispensedDrug\"})" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "dizziness_df, label_map = util.retrieveLabels()\n", + "label_df = util.convertLabelMap(label_map)\n", + "datasubset = util.extractAndStandarizeCohort(dataset, \"Dizziness\")" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "datasubset[\"cohort\"] = datasubset[\"cohort\"].merge(label_df.rename(columns={\"PatientSSN\":\"patientSSN\"}))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "datasubset['cohort']" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [], + "source": [ + "single_visit_pts = np.extract(datasubset['cohort']['patientSSN'].value_counts() == 1, datasubset['cohort']['patientSSN'].value_counts().index)\n", + "multi_visit_pts = np.extract(datasubset['cohort']['patientSSN'].value_counts() > 1, datasubset['cohort']['patientSSN'].value_counts().index)" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [], + "source": [ + "single_visit_cohort = datasubset['cohort'][datasubset['cohort']['patientSSN'].isin(single_visit_pts)]\n", + "multi_visit_cohort = datasubset['cohort'][datasubset['cohort']['patientSSN'].isin(multi_visit_pts)]" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "metadata": {}, + "outputs": [], + "source": [ + "note_w_ed_start = datasubset['withRole'].merge(single_visit_cohort, left_on='PatientSSN', right_on='patientSSN', how='left')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "for visit in multi_visit_cohort.iterrows():\n", + " print(visit)\n", + " break" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "dizziness_df['PtSSN'].value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "datasubset['cohort'].dropna(subset=['studyID'])['patientSSN'].value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 72, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "NoMOD 44\n", + "MOD 38\n", + "PMOD 12\n", + "CodingEr 6\n", + "Name: DxErrorERCoded, dtype: int64" + ] + }, + "execution_count": 72, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dizziness_df['DxErrorERCoded'].value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "note_w_ed_start = datasubset['withRole'].merge(datasubset['cohort'].dropna(subset=['studyID']), \n", + " left_on='PatientSSN', right_on='patientSSN', how='left')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "datasubset['cohort'][~pd.isna(datasubset['cohort']['studyID'])]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": false + }, + "outputs": [], + "source": [ + "import importlib\n", + "import get_texts\n", + "importlib.reload(get_texts)\n", + "from get_texts import get_texts\n", + "\n", + "report_texts = get_texts()" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "False 36\n", + "True 32\n", + "Name: MOD, dtype: int64" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "report_texts['MOD'].value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 83, + "metadata": {}, + "outputs": [], + "source": [ + "dizziness_df = pd.read_csv(open(\"Viral_data/ML4_HighRisk_Dizziness/labels-Dizziness.csv\", 'r', errors=\"ignore\"))" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "NoMOD 44\n", + "MOD 38\n", + "PMOD 12\n", + "CodingEr 6\n", + "Name: DxErrorERCoded, dtype: int64" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dizziness_df['DxErrorERCoded'].value_counts()" + ] + }, + { + "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", + "
TABLE_CATALOGTABLE_SCHEMATABLE_NAMETABLE_TYPE
0ORD_Singh_201911038DDflt_B00_ML4TrgPos_Y201621_01_04_cohortBASE TABLE
1ORD_Singh_201911038DDflt_B00_ML4TrgPos_Y201621_05_04_RadBASE TABLE
2ORD_Singh_201911038DDflt_B00_ML4TrgPos_Y201621_04_04_LabBASE TABLE
3ORD_Singh_201911038DDflt_B00_ML4TrgPos_Y201621_06_Med_04_RxOutpatBASE TABLE
4ORD_Singh_201911038DDflt_B00_ML4TrgPos_Y201621_06_Med_07_NonVAMedBASE TABLE
5ORD_Singh_201911038DDflt_B00_ML4TrgPos_Y201621_06_Med_05_BCMA_DispensedDrugBASE TABLE
6ORD_Singh_201911038DDflt_B00_ML4TrgPos_Y201621_06_Med_08_AllMedBASE TABLE
7ORD_Singh_201911038DDflt_B00_ML4TrgPos_Y201621_08_ConsultBASE TABLE
8ORD_Singh_201911038DDflt_B00_ML4TrgPos_Y201621_12_ICDBASE TABLE
9ORD_Singh_201911038DDflt_B00_ML4TrgPos_Y201621_14_VitalBASE TABLE
10ORD_Singh_201911038DDflt_B00_ML4TrgPos_Y201622_30_Note_withRoleBASE TABLE
11ORD_Singh_201911038DDflt_B00_ML4TrgPos_Y201621_16_HFBASE TABLE
12ORD_Singh_201911038DDflt_B00_ML4TrgPos_Y201621_01_04_DemorgraphicsBASE TABLE
13ORD_Singh_201911038DDflt_B00_ML4TrgPos_Y201621_05_04_Rad_Only10daysPrior30DaysAfterBASE TABLE
\n", + "
" + ], + "text/plain": [ + " TABLE_CATALOG TABLE_SCHEMA \\\n", + "0 ORD_Singh_201911038D Dflt \n", + "1 ORD_Singh_201911038D Dflt \n", + "2 ORD_Singh_201911038D Dflt \n", + "3 ORD_Singh_201911038D Dflt \n", + "4 ORD_Singh_201911038D Dflt \n", + "5 ORD_Singh_201911038D Dflt \n", + "6 ORD_Singh_201911038D Dflt \n", + "7 ORD_Singh_201911038D Dflt \n", + "8 ORD_Singh_201911038D Dflt \n", + "9 ORD_Singh_201911038D Dflt \n", + "10 ORD_Singh_201911038D Dflt \n", + "11 ORD_Singh_201911038D Dflt \n", + "12 ORD_Singh_201911038D Dflt \n", + "13 ORD_Singh_201911038D Dflt \n", + "\n", + " TABLE_NAME TABLE_TYPE \n", + "0 _B00_ML4TrgPos_Y201621_01_04_cohort BASE TABLE \n", + "1 _B00_ML4TrgPos_Y201621_05_04_Rad BASE TABLE \n", + "2 _B00_ML4TrgPos_Y201621_04_04_Lab BASE TABLE \n", + "3 _B00_ML4TrgPos_Y201621_06_Med_04_RxOutpat BASE TABLE \n", + "4 _B00_ML4TrgPos_Y201621_06_Med_07_NonVAMed BASE TABLE \n", + "5 _B00_ML4TrgPos_Y201621_06_Med_05_BCMA_DispensedDrug BASE TABLE \n", + "6 _B00_ML4TrgPos_Y201621_06_Med_08_AllMed BASE TABLE \n", + "7 _B00_ML4TrgPos_Y201621_08_Consult BASE TABLE \n", + "8 _B00_ML4TrgPos_Y201621_12_ICD BASE TABLE \n", + "9 _B00_ML4TrgPos_Y201621_14_Vital BASE TABLE \n", + "10 _B00_ML4TrgPos_Y201622_30_Note_withRole BASE TABLE \n", + "11 _B00_ML4TrgPos_Y201621_16_HF BASE TABLE \n", + "12 _B00_ML4TrgPos_Y201621_01_04_Demorgraphics BASE TABLE \n", + "13 _B00_ML4TrgPos_Y201621_05_04_Rad_Only10daysPrior30DaysAfter BASE TABLE " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "dict_keys(['cohort', 'Rad', 'Lab', 'RxOutpat', 'NonVAMed', 'Consult', 'ICD', 'withRole', 'Demorgraphics', 'Only10daysPrior30DaysAfter'])\n" + ] + } + ], + "source": [ + "import dizzy_util as util\n", + "dataset = util.extractDataset(\"B00_ML4TrgPos_Y2016\", {\"Note\", \"AllMed\", \"Vital\", \"HF\", \"DispensedDrug\"})\n", + "\n", + "dizziness_df, label_map = util.retrieveLabels() # labeled\n", + "label_df = util.convertLabelMap(label_map)\n", + "datasubset = util.extractAndStandarizeCohort(dataset, \"Dizziness\")" + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "NoMOD 44\n", + "MOD 38\n", + "PMOD 12\n", + "CodingEr 6\n", + "Name: Label, dtype: int64" + ] + }, + "execution_count": 81, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "label_df['Label'].value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 78, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "98" + ] + }, + "execution_count": 78, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "36 + 32 + 24 + 6" + ] + }, + { + "cell_type": "code", + "execution_count": 80, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "100" + ] + }, + "execution_count": 80, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "44 + 38 + 12 + 6" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "110" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "datasubset[\"cohort\"] = datasubset[\"cohort\"].merge(label_df.rename(columns={\"PatientSSN\":\"patientSSN\"}))\n", + "len(datasubset[\"cohort\"])" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [], + "source": [ + "note_w_ed_start = datasubset['withRole'].merge(datasubset['cohort'].dropna(subset=['studyID']), \n", + " left_on='PatientSSN', right_on='patientSSN', how='left')" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [], + "source": [ + "def extractSubset(ds, subsetNames):\n", + " pkeys = util.getPrimaryKeys(dataset)\n", + " cohort_key = pkeys[\"cohort\"]\n", + " cohort_subset = ds[\"cohort\"][ds[\"cohort\"].Label.isin(subsetNames)]\n", + " ids = pd.DataFrame({cohort_key: cohort_subset[cohort_key].unique()})\n", + " dss = dict()\n", + " for table, df in ds.items():\n", + " dss[table] = ids.merge(df, how=\"inner\", left_on=cohort_key, right_on=pkeys[table])\n", + " if pkeys[table] != cohort_key:\n", + " dss[table] = dss[table].drop([cohort_key], axis = 1)\n", + " dss[table][pkeys[table]] = dss[table][pkeys[table]].astype(int)\n", + " return dss\n", + "\n", + "# datasubset['withRole'] = datasubset['withRole'][datasubset['withRole']['DuringVisit']]\n", + "\n", + "modsubset = extractSubset(datasubset, [\"MOD\"]) # dizziness MOD cases\n", + "nomodsubset = extractSubset(datasubset, [\"NoMOD\"])" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "110" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(datasubset['cohort'])" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "44" + ] + }, + "execution_count": 54, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(modsubset['cohort'])" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "38" + ] + }, + "execution_count": 55, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(pd.unique(modsubset['cohort']['patientSSN']))" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "47" + ] + }, + "execution_count": 53, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(nomodsubset['cohort'])" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "41" + ] + }, + "execution_count": 56, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(pd.unique(nomodsubset['cohort']['patientSSN']))" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [], + "source": [ + "def getPhysician(df):\n", + " return df[(df['ProviderRole'] == 'Allopathic & Osteopathic Physicians') & (df['TIUStandardTitle'] != 'ADDENDUM')]" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [], + "source": [ + "mod_ed_or_physician_df = getPhysician(modsubset['withRole']).sort_values(\"EntryDateTime\")\n", + "nomod_ed_or_physician_df = getPhysician(nomodsubset['withRole']).sort_values(\"EntryDateTime\")" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [], + "source": [ + "mod_texts = mod_ed_or_physician_df.groupby('PatientSSN').aggregate(lambda seq: '\\n\\n'.join(seq))\n", + "nomod_ed_or_physician_df.loc[:,'ReportText'] = nomod_ed_or_physician_df['ReportText'].fillna('')\n", + "nomod_texts = nomod_ed_or_physician_df.groupby('PatientSSN').aggregate(lambda seq: '\\n\\n'.join(seq))" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "38" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(mod_texts)" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "41" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(nomod_texts)" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [], + "source": [ + "note_w_ed_start = note_w_ed_start.set_index('TIUDocumentSID', drop=False)\n", + "datasubset['withRole'] = datasubset['withRole'].set_index('TIUDocumentSID', drop=False)\n", + "datasubset['withRole']['DuringVisit'] = (note_w_ed_start['EntryDateTime'] >= note_w_ed_start['EDStartDateTime']) & (note_w_ed_start['EntryDateTime'] <= note_w_ed_start['EDEndDateTime'])\n", + "datasubset['withRole'] = datasubset['withRole'][datasubset['withRole']['DuringVisit']]" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [], + "source": [ + "modsubset = extractSubset(datasubset, [\"MOD\"])" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "37" + ] + }, + "execution_count": 45, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(pd.unique(modsubset['withRole']['PatientSSN']))" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "41" + ] + }, + "execution_count": 46, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(pd.unique(nomodsubset['withRole']['PatientSSN']))" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([], dtype=int32)" + ] + }, + "execution_count": 51, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.setdiff1d(nomodsubset['cohort']['patientSSN'], nomodsubset['withRole']['PatientSSN'])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "dizziness_df[['CaseSummaryER', 'DxErrorERCoded']]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "report_texts.head()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": false + }, + "outputs": [], + "source": [ + "from sklearn.model_selection import KFold\n", + "from sklearn.naive_bayes import MultinomialNB\n", + "from sklearn.svm import SVC, LinearSVC\n", + "from sklearn.linear_model import LogisticRegression\n", + "from sklearn.feature_extraction.text import CountVectorizer, TfidfVectorizer\n", + "from sklearn.metrics import confusion_matrix, classification_report, accuracy_score\n", + "from sklearn.inspection import permutation_importance\n", + "\n", + "kf = KFold(n_splits=5, shuffle=True)\n", + "\n", + "mod_texts = dizziness_df[dizziness_df['DxErrorERCoded'] == 'MOD']\n", + "nomod_texts = dizziness_df[dizziness_df['DxErrorERCoded'] == 'NoMOD']\n", + "texts = pd.concat([mod_texts, nomod_texts]).reset_index(drop=True)\n", + "accs = []\n", + "for train_indices, test_indices in kf.split(texts['CaseSummaryER']):\n", + " vectorizer = TfidfVectorizer(ngram_range=(1,5))\n", + " clf = LinearSVC()\n", + " clf.fit(vectorizer.fit_transform(texts['CaseSummaryER'][train_indices]), texts['DxErrorERCoded'][train_indices])\n", + " x_test = vectorizer.transform(texts['CaseSummaryER'][test_indices])\n", + " y_test = texts['DxErrorERCoded'][test_indices]\n", + " y_pred = clf.predict(x_test)\n", + " acc = accuracy_score(texts['DxErrorERCoded'][test_indices], y_pred)\n", + " print(acc)\n", + " accs.append(acc)\n", + " \n", + " imp = clf.coef_[0]\n", + " word_lookup = {index: word for word,index in vectorizer.vocabulary_.items()}\n", + " df_lookup = pd.DataFrame(word_lookup.values(), index=word_lookup.keys(), columns=['Word'])\n", + " features = df_lookup['Word']\n", + " sorted_idx = imp.argsort()\n", + " sorted_idx = np.concatenate([sorted_idx[:10], sorted_idx[-10:]])\n", + " fig, ax = plt.subplots()\n", + " fig.set_size_inches(6, 8)\n", + " ax.barh(features[sorted_idx], imp[sorted_idx])\n", + " ax.set_xlabel('Coefficient')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "print(dizziness_df['CaseSummaryER'][0])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "print(dizziness_df['CaseSummaryER'][3])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "print(dizziness_df['CaseSummaryER'][4])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "print(dizziness_df['CaseSummaryER'][5])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "print(dizziness_df['CaseSummaryER'][10])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def strip_analysis(fulltext):\n", + " paragraphs = fulltext.split('\\n\\n')\n", + " try:\n", + " return paragraphs[0]+'\\n\\n'+paragraphs[1]\n", + " # if there are no paragraphs\n", + " except IndexError as e:\n", + " return fulltext" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "dizziness_df['CaseSummaryAbridged'] = dizziness_df['CaseSummaryER'].map(strip_analysis)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": false + }, + "outputs": [], + "source": [ + "from sklearn.model_selection import KFold\n", + "from sklearn.naive_bayes import MultinomialNB\n", + "from sklearn.svm import SVC, LinearSVC\n", + "from sklearn.linear_model import LogisticRegression\n", + "from sklearn.feature_extraction.text import CountVectorizer, TfidfVectorizer\n", + "from sklearn.metrics import confusion_matrix, classification_report, accuracy_score\n", + "from sklearn.inspection import permutation_importance\n", + "\n", + "kf = KFold(n_splits=5, shuffle=True)\n", + "\n", + "mod_texts = dizziness_df[dizziness_df['DxErrorERCoded'] == 'MOD']\n", + "nomod_texts = dizziness_df[dizziness_df['DxErrorERCoded'] == 'NoMOD']\n", + "texts = pd.concat([mod_texts, nomod_texts]).reset_index(drop=True)\n", + "accs = []\n", + "for train_indices, test_indices in kf.split(texts['CaseSummaryAbridged']):\n", + " vectorizer = TfidfVectorizer(ngram_range=(1,5))\n", + " clf = LinearSVC()\n", + " clf.fit(vectorizer.fit_transform(texts['CaseSummaryAbridged'][train_indices]), texts['DxErrorERCoded'][train_indices])\n", + " x_test = vectorizer.transform(texts['CaseSummaryAbridged'][test_indices])\n", + " y_test = texts['DxErrorERCoded'][test_indices]\n", + " y_pred = clf.predict(x_test)\n", + " acc = accuracy_score(texts['DxErrorERCoded'][test_indices], y_pred)\n", + " print(acc)\n", + " accs.append(acc)\n", + " \n", + " imp = clf.coef_[0]\n", + " word_lookup = {index: word for word,index in vectorizer.vocabulary_.items()}\n", + " df_lookup = pd.DataFrame(word_lookup.values(), index=word_lookup.keys(), columns=['Word'])\n", + " features = df_lookup['Word']\n", + " sorted_idx = imp.argsort()\n", + " sorted_idx = np.concatenate([sorted_idx[:10], sorted_idx[-10:]])\n", + " fig, ax = plt.subplots()\n", + " fig.set_size_inches(6, 8)\n", + " ax.barh(features[sorted_idx], imp[sorted_idx])\n", + " ax.set_xlabel('Coefficient')" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "import re\n", + "def get_ctx(series, phrase):\n", + " ctx = series.str.extract(r\"([\\s\\S]{0,50}\" + phrase + \"[\\s\\S]{0,50})\", flags=re.IGNORECASE | re.MULTILINE)\n", + " return ctx[~ctx[0].isnull()]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "get_ctx(dizziness_df['CaseSummaryAbridged'], 'alarm symptoms')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "dizziness_df.loc[get_ctx(dizziness_df['CaseSummaryAbridged'], 'alarm symptoms').index]['DxErrorERCoded']" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "dizziness_df.columns[-20:]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "get_ctx(dizziness_df['CaseSummaryAbridged'], 'noted')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "I believe that the highest-yield things for us to do are to look for alarm sx and incomplete physical exam. Let's start with physical exam because I think it's a little easier to extract" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "get_ctx(dizziness_df['CaseSummaryAbridged'], 'exam')" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "df_combined = dizziness_df.merge(report_texts, left_on='PtSSN', right_on='PatientSSN')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "print(df_combined.loc[4]['CaseSummaryER'])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "print(df_combined.loc[3]['ReportText'])" + ] + }, + { + "cell_type": "code", + "execution_count": 76, + "metadata": {}, + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'get_ctx' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mget_ctx\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf_combined\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'ReportText'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'hints'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[1;31mNameError\u001b[0m: name 'get_ctx' is not defined" + ] + } + ], + "source": [ + "get_ctx(df_combined['ReportText'], 'hints')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "df_signs.loc[2,'HEADACHE-']" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "re.findall(r\"[\\s\\S]{,50}\\bha\\b[\\s\\S]{,50}\", df_combined.loc[41,'ReportText'], flags=re.IGNORECASE)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "doc = nlp(df_combined.loc[2,'ReportText'])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from medspacy.visualization import visualize_ent\n", + "visualize_ent(doc)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "df_combined.loc[2,'ReportText'].find('-HA')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "df_combined.loc[2,'ReportText'][4193:4196]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "doc.char_span(4194, 4196)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "doc._.signs" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import re\n", + "\n", + "for text in df_combined['ReportText']:\n", + " results = re.findall(r'hee?nt:[^:]+?(?=.+:)', text, flags=re.IGNORECASE | re.MULTILINE)\n", + " for res in results:\n", + " print(res)\n", + " print(\"<>\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "symptoms = {\n", + " 'paresthesia': ['paresthesias', 'no paresthesias', 'tingling'],\n", + " 'weakness': ['weakness', '+weakness', 'denies acute upper or lower extremities weakness', '+ve weakness'],\n", + " 'numbness': ['numbness', '-numbness', 'loss of sensation', 'saddle anesthesia'],\n", + " 'facial droop': ['no facial droop'],\n", + " 'dysphagia': ['difficulty swallowing', 'dysphagia'],\n", + " 'dizziness': ['dizziness (now resolved)', '+dizziness'],\n", + " 'vision change': ['new vision or speech changes', 'va 20/200 in each eye', '-vision changes', '+blurry vision', 'no visual disturbance', 'visual changes'],\n", + " 'hearing change': ['hearing loss'],\n", + " 'tinnitus': ['tinnitus'],\n", + " 'nystagmus': ['no nystagmus'],\n", + " 'speech': ['new vision or speech changes'],\n", + " 'headache': ['severe sudden headache', r'headache\\s+\\[\\s+\\]', 'headaches', '+ headaches', '-ha', 'no headache'],\n", + " 'syncope': ['syncope', 'loc'],\n", + " 'incontinence': ['loss of bowel or bladder control'],\n", + " 'fall': ['falls'],\n", + " 'memory loss': ['no memory problems']\n", + "}" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "exam_components = {\n", + " 'Mental Status': [\n", + "# 'alert and oriented', \n", + "# 'alert oriented',\n", + " 'alert, oriented x 3', \n", + " 'alert and oriented x3',\n", + " 'a+ox3',\n", + " 'a+o x 3',\n", + " 'a&ox3',\n", + " 'aao x 3',\n", + " 'a,a,ox3',\n", + " 'AOx4', 'a&ox4', \n", + "# 'normal mentation',\n", + "# 'conversant, unaltered'\n", + " ],\n", + " 'Cranial Nerves': [\n", + " 'cn ii-xii intact',\n", + " 'cnii-xii grossly intact',\n", + " 'cn ii-xii grossly intact',\n", + "# 'c2-c12 intact',\n", + " 'cn2-12 wnl',\n", + " 'cn 2-12 intact',\n", + "# 'cn 2-12i',\n", + " 'cn grossly intact',\n", + " 'cranial nerves ii-xii intact',\n", + " 'cranial nerves ii-xii grossly intact',\n", + " 'cranial nerves are intact',\n", + " 'cranial nerves intact',\n", + " 'cranials ii-xii intact',\n", + "# 'ii-xii grossly intact',\n", + " 'normal cranial nerves',\n", + "# 'no gross deficits in cranial nerve function', \n", + "# 'normal shoulder shrugging'\n", + " ],\n", + " 'Pupils': [\n", + " 'perrla', \n", + " 'perrl', \n", + " 'perla', \n", + " 'pupils equal, round reactive to light',\n", + " 'pupils are equal, round, and reactive to light and accommodation',\n", + " 'pupils - equal, round, reactive to light', 'pupils equal, round, and reactive tolight'\n", + " ],\n", + " 'EOM': [\n", + " 'eomi', \n", + " 'extraocular muscles are intact', \n", + " 'extra occular movement intact',\n", + "# 'w/ lateral nystagmus only', \n", + "# 'patient has nystagmus',\n", + " ],\n", + " 'Vision': [\n", + " 'Visual fields reveal a left homonymous hemianopsia'\n", + " ],\n", + " 'Focal deficits': [\n", + " 'no focal deficits', \n", + " 'grossly non-focal',\n", + " 'without any focal deficits',\n", + " 'no focal neuro deficits', \n", + " 'nonfocal', \n", + " 'non-focal', \n", + " 'non focal',\n", + " ],\n", + " 'Reflexes': [\n", + " 'reflexes 2/4 throughout', \n", + "# 'babinski neg', \n", + " \"dtr's 2+ bilaterally symmetric\"\n", + " ],\n", + " 'Motor Extremities': [\n", + " 'strength 5/5 b/l upper and lower ext', \n", + " 'strength 5/5 bilaterally',\n", + " 'strength 5/5 and symmetric',\n", + " 'motor 5/5 in all 4 extremities',\n", + " '5/5 strength in all ext',\n", + " '5/5 strength to bilateral hand grip, arm flexion/extension, hip flexion/extension, leg extension/flexion, great toe dorsiflexion, foot plantar/dorsiflexion',\n", + " 'muscle strength 5/5 and symmetric in ue/le',\n", + " 'motor strength 5/5 in all extremities',\n", + " 'strength 5/5 in bl upper and lower extremities',\n", + " 'normal motor and sensory (except neuropathy to feet bilateral)'\n", + " 'motor/sensor grossly intact',\n", + " 'no sensory or motor deficit',\n", + " 'no focal sensory or motor deficits',\n", + " 'no focal motor deficits',\n", + "# 'nl strength/sensation x 4 extremities',\n", + " 'normal motor function',\n", + "# 'normal extension rise of upper extremities',\n", + "# 'slightly decreased strength to grip, flexion and extension of the right upper extremity, 4/5',\n", + "# 'leg lift strength is 5 over 5 bilaterally',\n", + "# 'dorsiflexion is 5/5 bilaterally',\n", + "# 'plantar flexion on the right is slightly decreased compared to the left',\n", + "# 'no movement deficits',\n", + " 'strength equal & adequate',\n", + " 'strength 4/5 symmetric ue & le',\n", + "# 'appearing weak',\n", + "# 'patient has some weakness to the left arm and left leg',\n", + " 'motor 5/5'\n", + " ],\n", + " 'Motor Face': [\n", + " 'face\\r\\nsymmetric',\n", + " 'no facial droop appreciated',\n", + " 'no facial droop', \n", + " 'no focal facial asymmetry', \n", + " 'normal facial movements and symmetry'\n", + " ],\n", + " 'Sensation': [\n", + " 'normal motor and sensory (except neuropathy to feet bilateral)'\n", + " 'motor/sensor grossly intact', \n", + " 'no sensory or motor deficit',\n", + " 'no focal sensory or motor deficits',\n", + " 'nl strength/sensation x 4 extremities',\n", + " 'sensation intact', \n", + " 'sensation\\ngrossly intact in ue/le', \n", + " 'normal sensation',\n", + " 'mild sensory def to soft touch',\n", + " 'sensation intact to light touch in the face',\n", + " 'sensation intact below the head',\n", + " 'no sensory deficits',\n", + " 'sensory intact'],\n", + " 'Speech': ['speech clear and appropriate', 'speech clear', 'no slurred speech', 'normal speech'],\n", + " 'Gait': ['gait wnl', 'gait appears to be normal', 'gait steady', 'normal gait', 'gait normal', 'no ataxia', 'nl steady gait with no ataxia'],\n", + " 'Proprioception': [\n", + " 'negative rhomberg', \n", + " 'Rhomber negative', \n", + " 'neg romberg', \n", + " 'negative pronator drift', \n", + " 'pronator drift negative',\n", + " ],\n", + " 'Cerebellar': [\n", + " 'finger to nose WNL bilaterally',\n", + " 'finger-nose normal',\n", + " 'normal finger to nose, heel to shin, rapid alternating movements',\n", + " 'normal finger to nose bilat',\n", + "# 'normal heel to shin bilat',\n", + "# 'heel-shin', \n", + "# 'no dysmetria or past-pointing', \n", + " 'the patient is slightly slower and finger to nose movements with the right upper extremity',\n", + " 'normal cerebellar function f-n-f',\n", + " 'good finer to nose and rapid alternating movements',\n", + " 'finger-to-nose and ram intact'\n", + " ],\n", + " 'Dix-Hallpike': ['dix hall pike w/o dizziness or nystagmus']\n", + "}" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "alarm_sx = {\n", + " 'vision changes': ['vision changes', 'blurred vision', 'blurry vision', 'changes in vision', 'change in vision', 'visual changes', 'worsening vision', 'blurring of the vision', 'vision has blurred'],\n", + " 'chest pain': ['chest pain', 'cp'],\n", + " 'headache': ['ha', 'headache'],\n", + " 'nuchal rigidity': ['stiff neck', 'neck stiffness', 'neck pain or stiffness', 'nuchal rigidity'],\n", + " 'fever': ['fever','fevers'],\n", + " 'LOC': ['loc', 'loss of \\r\\nconsciousness'],\n", + " 'vomiting': ['vomit', 'vomiting', 'emesis'],\n", + " 'palpitations': ['palp', 'palpitation', 'palpitations'],\n", + " 'walk': ['able to walk', 'can walk', 'unable to walk'],\n", + " r\"(?Pvis(?:ion|ual)\\schanges?|changes?\\sin\\svision|blurr(?:ed|y)\\svision)|blurring.{,10}vision\",\n", + " r\"(?Pchest pain|cp)\",\n", + " r\"(?Pheadache|\\bha\\b)\",\n", + " r\"(?Pfevers?)\",\n", + " r\"(?Pneck\\sstiffness|stiff\\sneck|neck\\spain\\sor\\sstiffness)\",\n", + " r\"(?P\\bloc\\b|loss\\sof\\sconsciousness)\",\n", + " r\"(?Pvomit(?:ing)?)\",\n", + "}" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "H:\\AppData\\Roaming\\Miniconda3\\envs\\ahrq\\lib\\site-packages\\ipykernel\\ipkernel.py:281: DeprecationWarning: `should_run_async` will not call `transform_cell` automatically in the future. Please pass the result to `transformed_cell` argument and any exception that happen during thetransform in `preprocessing_exc_tuple` in IPython 7.17 and above.\n", + " and should_run_async(code)\n" + ] + } + ], + "source": [ + "from spacy.tokens import Span\n", + "import medspacy\n", + "from medspacy.context import ConTextRule\n", + "from medspacy.section_detection import SectionRule\n", + "import regex as fuzzy\n", + "import re\n", + "\n", + "def nlp(proc):\n", + " nlp_ = medspacy.load()\n", + " ctx = nlp_.get_pipe('medspacy_context')\n", + " nlp_.disable_pipe('medspacy_target_matcher')\n", + " # we have to run ctx separately since we're using regex for target matching\n", + " nlp_.disable_pipe('medspacy_context')\n", + " \n", + " ctx_rules = [\n", + " ConTextRule(\"Negative\", category=\"NEGATED_EXISTENCE\", direction=\"FORWARD\"),\n", + " ConTextRule(\"Negative\", category=\"NEGATED_EXISTENCE\", direction=\"BIDIRECTIONAL\"),\n", + " ConTextRule(\"Neg\", category=\"NEGATED_EXISTENCE\", direction=\"BIDIRECTIONAL\"),\n", + " ConTextRule(\"None\", category=\"NEGATED_EXISTENCE\", direction=\"BACKWARD\"),\n", + " ConTextRule(\"WNL\", category=\"NEGATED_EXISTENCE\",direction=\"BACKWARD\"),\n", + " ConTextRule(\"normal\", category=\"NEGATED_EXISTENCE\", direction=\"BIDIRECTIONAL\"),\n", + " ConTextRule(\"steady\",category= \"NEGATED_EXISTENCE\", direction=\"BIDIRECTIONAL\"),\n", + " ConTextRule(\"intact\", category=\"NEGATED_EXISTENCE\", direction=\"BIDIRECTIONAL\"),\n", + " ConTextRule(\"symmetric\", category=\"NEGATED_EXISTENCE\", direction=\"BIDIRECTIONAL\"),\n", + " ConTextRule(\"-\", category=\"NEGATED_EXISTENCE\", pattern=[{\"TEXT\": \"-\"}, {\"LOWER\": \"ve\", \"OP\": \"?\"}], max_scope=1, direction=\"BIDIRECTIONAL\"),\n", + " ConTextRule(\"Denies\", category=\"NEGATED_EXISTENCE\", direction=\"BIDIRECTIONAL\"),\n", + " ConTextRule(\"Denied\", category=\"NEGATED_EXISTENCE\", direction=\"BIDIRECTIONAL\"),\n", + " ]\n", + " ctx.add(ctx_rules)\n", + " \n", + " sectionizer = nlp_.add_pipe(\"medspacy_sectionizer\", config={\"rules\": \"default\"})\n", + " section_patterns = [\n", + " SectionRule(category=\"medications\", literal=\"medications:\",\n", + " pattern=[\n", + " {\"LOWER\": \"inactive\", \"OP\": \"?\"},\n", + " {\"LOWER\": \"active\", \"OP\": \"?\"}, \n", + " {\"LOWER\": \"non\", \"OP\": \"?\"}, \n", + " {\"TEXT\": \"-\", \"OP\": \"?\"},\n", + " {\"LOWER\": \"va\", \"OP\": \"?\"}, \n", + " {\"LOWER\": \"inpatient\", \"OP\": \"?\"},\n", + " {\"LOWER\": \"outpatient\", \"OP\": \"?\"},\n", + " {\"LOWER\": \"medications\"},\n", + " {\"TEXT\": \"(\", \"OP\": \"?\"},\n", + " {\"LOWER\": \"including\", \"OP\": \"?\"},\n", + " {\"LOWER\": \"excluding\", \"OP\": \"?\"},\n", + " {\"LOWER\": \"supplies\", \"OP\": \"?\"},\n", + " {\"TEXT\": \")\", \"OP\": \"?\"},\n", + " {\"TEXT\": \":\"}]),\n", + " SectionRule(category=\"medications\", literal=\"medications status\",\n", + " pattern=[\n", + " {\"LOWER\": \"inactive\", \"OP\": \"?\"},\n", + " {\"LOWER\": \"active\", \"OP\": \"?\"}, \n", + " {\"LOWER\": \"non\", \"OP\": \"?\"}, \n", + " {\"TEXT\": \"-\", \"OP\": \"?\"},\n", + " {\"LOWER\": \"va\", \"OP\": \"?\"}, \n", + " {\"LOWER\": \"inpatient\", \"OP\": \"?\"}, \n", + " {\"LOWER\": \"outpatient\", \"OP\": \"?\"},\n", + " {\"LOWER\": \"medications\"},\n", + " {\"TEXT\": \"(\", \"OP\": \"?\"},\n", + " {\"LOWER\": \"including\", \"OP\": \"?\"},\n", + " {\"LOWER\": \"excluding\", \"OP\": \"?\"},\n", + " {\"LOWER\": \"supplies\", \"OP\": \"?\"},\n", + " {\"TEXT\": \")\", \"OP\": \"?\"},\n", + " {\"LOWER\": \"status\"}]),\n", + " SectionRule(category=\"delete\", literal=\"suicide screen:\"),\n", + " SectionRule(category=\"delete\", literal=\"suicide screening:\"),\n", + " SectionRule(category=\"medications\", literal=\"medication list:\",\n", + " pattern=[{\"LOWER\": {\"REGEX\": \"med(ication?)s?\"}}, {\"LOWER\": \"list\"}, {\"TEXT\": \":\", \"OP\": \"?\"}]),\n", + " SectionRule(category=\"medications\", literal=\"meds:\"),\n", + " SectionRule(category=\"medications\", literal=\"active outpatient medications\"),\n", + " SectionRule(category=\"history\", literal=\"problem list\"),\n", + " SectionRule(category=\"keep\", literal=\"total medications\"), # marks end of meds template\n", + " SectionRule(category=\"medications\", literal=\"medications upon discharge\"),\n", + " SectionRule(category=\"medications\", literal=\"medications/supplies\",\n", + " pattern=[{\"LOWER\": {\"REGEX\": \"med(ication?)s?\"}}, {\"TEXT\": \"/\"}, {\"LOWER\": \"supplies\"},]),\n", + " SectionRule(category=\"medications\", literal=\"medications administered:\"),\n", + " ]\n", + " sectionizer.add(section_patterns)\n", + "\n", + " doc = nlp_(proc)\n", + " # requires the a, the o, and the x3/4. conjunction between a and o is optional\n", + " matchers = [\n", + " r\"(?Pa(?:lert)?\\s?(?:[&+a,](?:nd)?)?\\s?o(?:riented)?\\s?x\\s?[34])\",\n", + " r\"(?P(?:cranials|c(?:ranial\\s)?n(?:erves)?)\\s?(?:(?:2|ii)-(?:12|xii)\\s)?(?:are\\s)?(?:grossly\\s)?(?:intact|wnl))\",\n", + " r\"(?P(?:perrla){d<=1}|(?:pupils))\",\n", + " r\"(?Peomi|extra.?occ?ular\\s(?:muscles|movements?)?\\s(?:are\\s)?intact)\",\n", + " r\"(?P(?:no\\s)?focal(?:\\s(?:neuro\\s)?deficits?)?|non[ -]?focal)\",\n", + " r\"(?Pnystagmus)\",\n", + " r\"(?Preflex\\w*|dtrs?)\",\n", + " r\"(?Pstrength (?:\\d/5|equal)|\\d/5 strength|motor)\",\n", + " r\"(?Pfac(?:e|ial)\\s+(?:\\w+\\s){,2}(?:droop|a?symmetr\\w+))\",\n", + " r\"(?Psensation|sensory)\",\n", + " r\"(?Pspeech)\",\n", + " r\"(?Pgait)\",\n", + " r\"(?Pataxi[ac])\",\n", + " r\"(?Prh?omberg)\",\n", + " r\"(?Ppronator\\s+drift)\",\n", + " r\"(?P(?:finger(?:-|\\s+|[-\\s]to[-\\s])nose){e<=1}|f-n-f)\",\n", + " r\"(?Pdix[-\\s]?hall[ -\\s]?pike)\",\n", + " # alarm sx\n", + " r\"(?Pvis(?:ion|ual)\\schanges?|changes?\\sin\\svision|blurr(?:ed|y)\\svision|blurring.{,10}vision)\",\n", + " r\"(?Pchest pain|cp)\",\n", + " r\"(?Pheadache|\\bha\\b)\",\n", + " r\"(?Pfevers?)\",\n", + " r\"(?Pneck\\sstiffness|stiff\\sneck|neck\\spain\\sor\\sstiffness)\",\n", + " r\"(?P\\bloc\\b|loss\\sof\\sconsciousness)\",\n", + " r\"(?Pvomit(?:ing)?)\",\n", + " ]\n", + " allow_plus_minus = [r\"(?<=[+-])?\"+m+r\"(?=[+-])?\" for m in matchers]\n", + " # BESTMATCH flag keeps out extra spaces from fuzzy matches\n", + " matches = fuzzy.finditer('|'.join(allow_plus_minus), proc, flags=re.IGNORECASE | fuzzy.BESTMATCH)\n", + "\n", + " original_ents = list(doc.ents)\n", + " mwt_ents = []\n", + " for match in matches:\n", + " start, end = match.span()\n", + " span = doc.char_span(start, end)\n", + " # this makes sure that we only match at token boundaries\n", + " if span is not None:\n", + " mwt_ents.append((span.start, span.end, match.lastgroup))\n", + " for start, end, name in mwt_ents:\n", + " if name is None:\n", + " print('Skipping ent:')\n", + " print(start, end, name)\n", + " continue\n", + " ent_span = Span(doc, start, end, label=name)\n", + " original_ents.append(ent_span)\n", + " doc.ents = original_ents\n", + " \n", + " return ctx(doc)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "H:\\AppData\\Roaming\\Miniconda3\\envs\\ahrq\\lib\\site-packages\\ipykernel\\ipkernel.py:281: DeprecationWarning: `should_run_async` will not call `transform_cell` automatically in the future. Please pass the result to `transformed_cell` argument and any exception that happen during thetransform in `preprocessing_exc_tuple` in IPython 7.17 and above.\n", + " and should_run_async(code)\n" + ] + } + ], + "source": [ + "from spacy.tokens import Doc\n", + "def get_signs(doc):\n", + " signs = {}\n", + " for ent in doc.ents:\n", + " if ent._.section is not None:\n", + " if ent._.section.category == 'medications' or ent._.section.category == 'delete':\n", + " continue\n", + " if ent._.is_hypothetical or ent._.is_historical:\n", + " continue\n", + " \n", + " has_neg = np.any([mod.category == 'NEGATED_EXISTENCE' for mod in ent._.modifiers])\n", + " # 0 = positive (has sign), 1 = negative/normal (no sign), 2 = unsure\n", + " status = not has_neg\n", + " \n", + " # create the array first if needed\n", + " if ent.label_ not in signs:\n", + " signs[ent.label_] = [0, 0]\n", + " signs[ent.label_][status] += 1\n", + " return signs\n", + " \n", + "Doc.set_extension(\"signs\", getter=get_signs, force=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "H:\\AppData\\Roaming\\Miniconda3\\envs\\ahrq\\lib\\site-packages\\ipykernel\\ipkernel.py:281: DeprecationWarning: `should_run_async` will not call `transform_cell` automatically in the future. Please pass the result to `transformed_cell` argument and any exception that happen during thetransform in `preprocessing_exc_tuple` in IPython 7.17 and above.\n", + " and should_run_async(code)\n" + ] + } + ], + "source": [ + "df_combined = dizziness_df.merge(report_texts, left_on='PtSSN', right_on='PatientSSN')" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "H:\\AppData\\Roaming\\Miniconda3\\envs\\ahrq\\lib\\site-packages\\ipykernel\\ipkernel.py:281: DeprecationWarning: `should_run_async` will not call `transform_cell` automatically in the future. Please pass the result to `transformed_cell` argument and any exception that happen during thetransform in `preprocessing_exc_tuple` in IPython 7.17 and above.\n", + " and should_run_async(code)\n" + ] + }, + { + "data": { + "text/plain": [ + "0 15288\n", + "1 3627\n", + "2 8009\n", + "3 18068\n", + "4 7227\n", + " ... \n", + "63 3921\n", + "64 39853\n", + "65 1191\n", + "66 10167\n", + "67 19351\n", + "Name: ReportText, Length: 68, dtype: int64" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_combined['ReportText'].map(len)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "from medspacy.visualization import visualize_ent\n", + "visualize_ent(nlp(df_combined['ReportText'][7]))" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "H:\\AppData\\Roaming\\Miniconda3\\envs\\ahrq\\lib\\site-packages\\ipykernel\\ipkernel.py:281: DeprecationWarning: `should_run_async` will not call `transform_cell` automatically in the future. Please pass the result to `transformed_cell` argument and any exception that happen during thetransform in `preprocessing_exc_tuple` in IPython 7.17 and above.\n", + " and should_run_async(code)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Processing a report text\n", + "Processing a report text\n", + "Processing a report text\n", + "Processing a report text\n", + "Processing a report text\n", + "Processing a report text\n", + "Processing a report text\n", + "Processing a report text\n", + "Processing a report text\n", + "Processing a report text\n", + "Processing a report text\n", + "Processing a report text\n", + "Processing a report text\n", + "Processing a report text\n", + "Processing a report text\n", + "Processing a report text\n", + "Processing a report text\n", + "Processing a report text\n", + "Processing a report text\n", + "Processing a report text\n", + "Processing a report text\n", + "Processing a report text\n", + "Processing a report text\n", + "Processing a report text\n", + "Processing a report text\n", + "Processing a report text\n", + "Processing a report text\n", + "Processing a report text\n", + "Processing a report text\n", + "Processing a report text\n", + "Processing a report text\n", + "Processing a report text\n", + "Processing a report text\n", + "Processing a report text\n", + "Processing a report text\n", + "Processing a report text\n", + "Processing a report text\n", + "Processing a report text\n", + "Processing a report text\n", + "Processing a report text\n", + "Processing a report text\n", + "Processing a report text\n", + "Processing a report text\n", + "Processing a report text\n", + "Processing a report text\n", + "Processing a report text\n", + "Processing a report text\n", + "Processing a report text\n", + "Processing a report text\n", + "Processing a report text\n", + "Processing a report text\n", + "Processing a report text\n", + "Processing a report text\n", + "Processing a report text\n", + "Processing a report text\n", + "Processing a report text\n", + "Processing a report text\n", + "Processing a report text\n", + "Processing a report text\n", + "Processing a report text\n", + "Processing a report text\n", + "Processing a report text\n", + "Processing a report text\n", + "Processing a report text\n", + "Processing a report text\n", + "Processing a report text\n", + "Processing a report text\n", + "Processing a report text\n" + ] + } + ], + "source": [ + "ls = []\n", + "# spacy NER can only handle 1 million characters, so we'll take the last million for long texts\n", + "# texts['ReportText'] = texts['ReportText'].map(lambda t: t[-1_000_000:])\n", + "for text in df_combined['ReportText']:\n", + " print('Processing a report text')\n", + " doc = nlp(text)\n", + " ls.append({**{k+\"+\": v[0] for k,v in doc._.signs.items()}, **{k+\"-\": v[1] for k,v in doc._.signs.items()}})" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "H:\\AppData\\Roaming\\Miniconda3\\envs\\ahrq\\lib\\site-packages\\ipykernel\\ipkernel.py:281: DeprecationWarning: `should_run_async` will not call `transform_cell` automatically in the future. Please pass the result to `transformed_cell` argument and any exception that happen during thetransform in `preprocessing_exc_tuple` in IPython 7.17 and above.\n", + " and should_run_async(code)\n" + ] + } + ], + "source": [ + "df_signs = pd.DataFrame(ls)\n", + "df_signs = df_signs.fillna(0).astype(int)\n", + "# df_signs.to_csv('ner7.csv')" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "H:\\AppData\\Roaming\\Miniconda3\\envs\\ahrq\\lib\\site-packages\\ipykernel\\ipkernel.py:281: DeprecationWarning: `should_run_async` will not call `transform_cell` automatically in the future. Please pass the result to `transformed_cell` argument and any exception that happen during thetransform in `preprocessing_exc_tuple` in IPython 7.17 and above.\n", + " and should_run_async(code)\n" + ] + } + ], + "source": [ + "df_signs['PtSSN'] = df_combined['PtSSN']\n", + "df_signs = df_signs.set_index('PtSSN')\n", + "df_signs.to_csv('ner8.csv')" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "H:\\AppData\\Roaming\\Miniconda3\\envs\\ahrq\\lib\\site-packages\\ipykernel\\ipkernel.py:281: DeprecationWarning: `should_run_async` will not call `transform_cell` automatically in the future. Please pass the result to `transformed_cell` argument and any exception that happen during thetransform in `preprocessing_exc_tuple` in IPython 7.17 and above.\n", + " and should_run_async(code)\n" + ] + } + ], + "source": [ + "df_signs = df_signs.reset_index()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "df_combined.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 73, + "metadata": {}, + "outputs": [], + "source": [ + "df_signs = pd.read_csv('ner8.csv').drop('PatientSSN', axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 88, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "51" + ] + }, + "execution_count": 88, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_signs['HEADACHE+'].sum()" + ] + }, + { + "cell_type": "code", + "execution_count": 74, + "metadata": {}, + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'df_combined' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mdf_signs\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'MOD'\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mdf_combined\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'DxErrorERCoded'\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m==\u001b[0m \u001b[1;34m'MOD'\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[1;31mNameError\u001b[0m: name 'df_combined' is not defined" + ] + } + ], + "source": [ + "df_signs['MOD'] = df_combined['DxErrorERCoded'] == 'MOD'" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "df_signs.loc[:,'VISION_CHANGES-':'NUCHAL_RIGIDITY-'].sum()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "plt.hist(df_signs.loc[:,'VISION_CHANGES-':'NUCHAL_RIGIDITY-'].values.flatten())" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.feature_selection import RFECV\n", + "from sklearn.model_selection import KFold, ShuffleSplit, StratifiedShuffleSplit, train_test_split\n", + "from sklearn.svm import LinearSVC, SVC\n", + "from sklearn import metrics\n", + "from sklearn.inspection import permutation_importance\n", + "from sklearn.feature_extraction.text import CountVectorizer\n", + "\n", + "# text_train, text_test, lab_train, lab_test = train_test_split(texts['ReportText2'], texts['MOD'])\n", + "\n", + "rfecv = RFECV(\n", + " estimator=LogisticRegression(),\n", + " step=1,\n", + " cv=ShuffleSplit(10, test_size=0.25),\n", + " scoring=metrics.make_scorer(metrics.auc),\n", + " n_jobs=2,\n", + ")\n", + "rfecv.fit(df_signs.loc[:,:'NUCHAL_RIGIDITY-'], df_signs['MOD'])\n", + "rfecv.n_features_" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "df_signs.columns[np.where(rfecv.ranking_ == 1)]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "pd.crosstab(df_signs['ATAXIA+'], df_signs['MOD'])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "pd.crosstab(df_signs['NUCHAL_RIGIDITY+'], df_signs['ATAXIA+'])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import umap\n", + "import matplotlib.pyplot as plt\n", + "reducer = umap.UMAP()\n", + "# embed = reducer.fit_transform(df_signs.loc[:,df_signs.columns[np.where(rfecv.ranking_ == 1)]])\n", + "embed = reducer.fit_transform(df_signs.loc[:,:'NUCHAL_RIGIDITY-'])\n", + "plt.scatter(embed[:,0], embed[:,1], c=np.where(df_signs['MOD'], 'red', 'green'))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "(df_signs[col] > 0).any()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from scipy.stats import fisher_exact\n", + "good_vars = []\n", + "for col in df_signs.columns[:-1]:\n", + " print(col)\n", + " if (df_signs[col] > 0).any() and (df_signs[col] == 0).any():\n", + " t, p = fisher_exact(pd.crosstab(df_signs[col] > 0, df_signs['MOD']))\n", + " print(t, p)\n", + " if p < 0.2:\n", + " good_vars.append(col)\n", + " else:\n", + " print('skip')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "good_vars" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "good_vars" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.svm import LinearSVC\n", + "from sklearn.linear_model import LogisticRegression\n", + "from sklearn.naive_bayes import MultinomialNB, BernoulliNB\n", + "from sklearn.model_selection import train_test_split, KFold, ShuffleSplit\n", + "from sklearn.metrics import confusion_matrix, accuracy_score, f1_score, roc_auc_score, precision_score, recall_score, roc_curve\n", + "\n", + "kf = ShuffleSplit(n_splits=100, test_size=0.25)\n", + "\n", + "accs = []\n", + "f1s = []\n", + "precs = []\n", + "recs = []\n", + "log_probs = []\n", + "fpr = []\n", + "tpr = []\n", + "for train_indices, test_indices in kf.split(df_signs):\n", + " clf = BernoulliNB()\n", + " clf.fit(df_signs.loc[train_indices,good_vars], df_signs['MOD'][train_indices])\n", + " x_test = df_signs.loc[test_indices,good_vars]\n", + " y_test = df_signs['MOD'][test_indices]\n", + " y_pred = clf.predict(x_test)\n", + " log_probs.append(clf.feature_log_prob_)\n", + "# acc = accuracy_score(df_signs['MOD'][test_indices], y_pred)\n", + "# f1s.append(f1_score(df_signs['MOD'][test_indices], y_pred))\n", + "# precs.append(precision_score(df_signs['MOD'][test_indices], y_pred))\n", + "# recs.append(recall_score(df_signs['MOD'][test_indices], y_pred))\n", + "# accs.append(acc)\n", + " roc = roc_curve(df_signs['MOD'][test_indices], \n", + " clf.predict_proba(df_signs.loc[test_indices,good_vars])[:,1],\n", + " drop_intermediate=False)\n", + " fpr.append(roc[0])\n", + " tpr.append(roc[1])\n", + "print(f\"{np.mean(accs)} +/- {np.std(accs)}\")\n", + "print(f\"{np.mean(f1s)} +/- {np.std(f1s)}\")\n", + "print(f\"{np.mean(precs)} +/- {np.std(precs)}\")\n", + "print(f\"{np.mean(recs)} +/- {np.std(recs)}\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "tpr_interp = []\n", + "fpr_interp = np.linspace(0,1,20)\n", + "for f,t in zip(fpr, tpr):\n", + " tpr_interp.append(np.interp(fpr_interp, f, t))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "y = np.mean(tpr_interp, axis=0)\n", + "s = np.std(tpr_interp, axis=0)\n", + "plt.plot(fpr_interp, y)\n", + "plt.fill_between(fpr_interp, y-s, y+s, alpha=0.2)\n", + "plt.plot([0,1], [0,1], ls='--', c='tab:blue')\n", + "plt.xlabel('False Positive Rate')\n", + "plt.ylabel('True Positive Rate')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "mean_log_prob = np.mean(np.array(log_probs), axis=0)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "mean_prob = np.exp(mean_log_prob)\n", + "mean_prob" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "idx = np.argpartition(np.abs(mean_prob[1] - mean_prob[0]), -10)[-10:]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "diff = mean_prob[1] - mean_prob[0]\n", + "diff[idx]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.1" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/Adel/ls-l.txt b/Adel/ls-l.txt new file mode 100644 index 0000000..1d53869 --- /dev/null +++ b/Adel/ls-l.txt @@ -0,0 +1,29 @@ +-rw-r--r-- 1 VHA16+VHAHOUZimolA 4266656257 1760 Jun 21 15:26 abd_surg_all_sys_30_time.sql +-rw-r--r-- 1 VHA16+VHAHOUZimolA 4266656257 1768 Jun 21 15:26 abd_surg_dig_sys_30_time.sql +-rw-r--r-- 1 VHA16+VHAHOUZimolA 4266656257 1772 Jun 21 15:26 abd_surg_dig_sys_all_time.sql +-rw-r--r-- 1 VHA16+VHAHOUZimolA 4266656257 21600 Jun 21 15:26 abd_util.py +-rw-r--r-- 1 VHA16+VHAHOUZimolA 4266656257 1844 Jun 21 15:26 adels_notes.md +-rw-r--r-- 1 VHA16+VHAHOUZimolA 4266656257 829137 Jun 21 15:26 bagofwords_amh.ipynb +-rw-r--r-- 1 VHA16+VHAHOUZimolA 4266656257 191938 Jun 21 15:26 cpt_codes.csv +-rw-r--r-- 1 VHA16+VHAHOUZimolA 4266656257 97482 Jun 21 15:26 cpt_codes_nomod.xlsx +-rw-r--r-- 1 VHA16+VHAHOUZimolA 4266656257 21470 Jun 21 15:26 dizzy_util.py +-rw-r--r-- 1 VHA16+VHAHOUZimolA 4266656257 6002 Jun 21 15:26 eval_util.py +-rw-r--r-- 1 VHA16+VHAHOUZimolA 4266656257 12296 Jun 21 15:26 feature_util.py +-rw-r--r-- 1 VHA16+VHAHOUZimolA 4266656257 3003 Jun 21 15:26 get_texts.py +-rw-r--r-- 1 VHA16+VHAHOUZimolA 4266656257 1080 Jun 21 15:26 ner.csv +-rw-r--r-- 1 VHA16+VHAHOUZimolA 4266656257 3267 Jun 21 15:26 ner2.csv +-rw-r--r-- 1 VHA16+VHAHOUZimolA 4266656257 3810 Jun 21 15:26 ner3.csv +-rw-r--r-- 1 VHA16+VHAHOUZimolA 4266656257 3978 Jun 21 15:26 ner4.csv +-rw-r--r-- 1 VHA16+VHAHOUZimolA 4266656257 7044 Jun 21 15:26 ner5.csv +-rw-r--r-- 1 VHA16+VHAHOUZimolA 4266656257 7045 Jun 21 15:26 ner6.csv +-rw-r--r-- 1 VHA16+VHAHOUZimolA 4266656257 7045 Jun 21 15:26 ner7.csv +-rw-r--r-- 1 VHA16+VHAHOUZimolA 4266656257 7611 Jun 21 15:26 ner8.csv +-rw-r--r-- 1 VHA16+VHAHOUZimolA 4266656257 145163 Jun 21 15:26 Notes_first_approach.ipynb +-rw-r--r-- 1 VHA16+VHAHOUZimolA 4266656257 53256 Jun 21 15:26 pmh_mentalhealth_exploring.ipynb +-rw-r--r-- 1 VHA16+VHAHOUZimolA 4266656257 21625 Jun 21 15:26 pmh_mentalhealth_slim.ipynb +-rw-r--r-- 1 VHA16+VHAHOUZimolA 4266656257 32016 Jun 21 15:26 Untitled.ipynb + +Viral_data: +total 4 +drwxr-xr-x 1 VHA16+VHAHOUZimolA 4266656257 0 Jun 21 15:26 ML4_HighRisk_AbdominalPain/ +drwxr-xr-x 1 VHA16+VHAHOUZimolA 4266656257 0 Jun 21 15:26 ML4_HighRisk_Dizziness/ From ed71a4cf0a781387634d661f09330cb0416c6b35 Mon Sep 17 00:00:00 2001 From: Zimolzak Date: Wed, 21 Jun 2023 16:06:04 -0500 Subject: [PATCH 2/5] one recent ipy from DS. AZ reviewed. --- .../Analysis_Dizziness_AbdPain_Apr2023.ipynb | 5979 +++++++++++++++++ 1 file changed, 5979 insertions(+) create mode 100644 Devika/Analysis_Dizziness_AbdPain_Apr2023.ipynb diff --git a/Devika/Analysis_Dizziness_AbdPain_Apr2023.ipynb b/Devika/Analysis_Dizziness_AbdPain_Apr2023.ipynb new file mode 100644 index 0000000..18a8dac --- /dev/null +++ b/Devika/Analysis_Dizziness_AbdPain_Apr2023.ipynb @@ -0,0 +1,5979 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 104, + "metadata": {}, + "outputs": [], + "source": [ + "# ipython magic\n", + "\n", + "\n", + "%matplotlib inline\n", + "\n", + "from B00_util import *\n", + "%reload_ext autoreload\n", + "%autoreload 2" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Get trigger positive data for ML4" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "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", + "
TABLE_CATALOGTABLE_SCHEMATABLE_NAMETABLE_TYPE
0ORD_Singh_201911038DDflt_B00_ML4TrgPos_Y201621_01_04_cohortBASE TABLE
1ORD_Singh_201911038DDflt_B00_ML4TrgPos_Y201621_05_04_RadBASE TABLE
2ORD_Singh_201911038DDflt_B00_ML4TrgPos_Y201621_04_04_LabBASE TABLE
3ORD_Singh_201911038DDflt_B00_ML4TrgPos_Y201621_06_Med_04_RxOutpatBASE TABLE
4ORD_Singh_201911038DDflt_B00_ML4TrgPos_Y201621_06_Med_07_NonVAMedBASE TABLE
5ORD_Singh_201911038DDflt_B00_ML4TrgPos_Y201621_06_Med_05_BCMA_Dispense...BASE TABLE
6ORD_Singh_201911038DDflt_B00_ML4TrgPos_Y201621_06_Med_08_AllMedBASE TABLE
7ORD_Singh_201911038DDflt_B00_ML4TrgPos_Y201621_08_ConsultBASE TABLE
8ORD_Singh_201911038DDflt_B00_ML4TrgPos_Y201621_12_ICDBASE TABLE
9ORD_Singh_201911038DDflt_B00_ML4TrgPos_Y201621_14_VitalBASE TABLE
10ORD_Singh_201911038DDflt_B00_ML4TrgPos_Y201622_30_Note_withRoleBASE TABLE
11ORD_Singh_201911038DDflt_B00_ML4TrgPos_Y201621_16_HFBASE TABLE
12ORD_Singh_201911038DDflt_B00_ML4TrgPos_Y201621_01_04_DemorgraphicsBASE TABLE
13ORD_Singh_201911038DDflt_B00_ML4TrgPos_Y201621_05_04_Rad_Only10daysPri...BASE TABLE
\n", + "
" + ], + "text/plain": [ + " TABLE_CATALOG TABLE_SCHEMA \\\n", + "0 ORD_Singh_201911038D Dflt \n", + "1 ORD_Singh_201911038D Dflt \n", + "2 ORD_Singh_201911038D Dflt \n", + "3 ORD_Singh_201911038D Dflt \n", + "4 ORD_Singh_201911038D Dflt \n", + "5 ORD_Singh_201911038D Dflt \n", + "6 ORD_Singh_201911038D Dflt \n", + "7 ORD_Singh_201911038D Dflt \n", + "8 ORD_Singh_201911038D Dflt \n", + "9 ORD_Singh_201911038D Dflt \n", + "10 ORD_Singh_201911038D Dflt \n", + "11 ORD_Singh_201911038D Dflt \n", + "12 ORD_Singh_201911038D Dflt \n", + "13 ORD_Singh_201911038D Dflt \n", + "\n", + " TABLE_NAME TABLE_TYPE \n", + "0 _B00_ML4TrgPos_Y201621_01_04_cohort BASE TABLE \n", + "1 _B00_ML4TrgPos_Y201621_05_04_Rad BASE TABLE \n", + "2 _B00_ML4TrgPos_Y201621_04_04_Lab BASE TABLE \n", + "3 _B00_ML4TrgPos_Y201621_06_Med_04_RxOutpat BASE TABLE \n", + "4 _B00_ML4TrgPos_Y201621_06_Med_07_NonVAMed BASE TABLE \n", + "5 _B00_ML4TrgPos_Y201621_06_Med_05_BCMA_Dispense... BASE TABLE \n", + "6 _B00_ML4TrgPos_Y201621_06_Med_08_AllMed BASE TABLE \n", + "7 _B00_ML4TrgPos_Y201621_08_Consult BASE TABLE \n", + "8 _B00_ML4TrgPos_Y201621_12_ICD BASE TABLE \n", + "9 _B00_ML4TrgPos_Y201621_14_Vital BASE TABLE \n", + "10 _B00_ML4TrgPos_Y201622_30_Note_withRole BASE TABLE \n", + "11 _B00_ML4TrgPos_Y201621_16_HF BASE TABLE \n", + "12 _B00_ML4TrgPos_Y201621_01_04_Demorgraphics BASE TABLE \n", + "13 _B00_ML4TrgPos_Y201621_05_04_Rad_Only10daysPri... BASE TABLE " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "dict_keys(['cohort', 'Rad', 'Lab', 'RxOutpat', 'Consult', 'ICD', 'Vital', 'withRole', 'Demorgraphics'])\n" + ] + } + ], + "source": [ + "dataset = extractDataset(\"B00_ML4TrgPos_Y2016\", { \"AllMed\", \"HF\",\"NonVAMed\", \"DispensedDrug\",\"Only10daysPrior30DaysAfter\"})" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Cohorts" + ] + }, + { + "cell_type": "code", + "execution_count": 107, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Dizzy cohort = (193, 12) Abdpain cohort = (915, 12)\n", + "Dizzy cohort df = (193, 19) Abdpain cohort df = (915, 19)\n" + ] + } + ], + "source": [ + "cohorts = dataset['cohort']\n", + "dizzy_cohort_df, abdpain_cohort_df = separate_cohorts(cohorts)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Demographic data\n", + "- for dizzy df, there are four labeled patients for which we do not have demo or cohort records" + ] + }, + { + "cell_type": "code", + "execution_count": 108, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "dizzy demographics shape = (168, 7)\n", + "abdpain demographics shape = (783, 7)\n", + "Dizzy demo df = (168, 9) Abdpain demo df = (783, 9)\n" + ] + } + ], + "source": [ + "demog = dataset['Demorgraphics']\n", + "dizzy_demo_coded, abdpain_demo_coded = separate_demog(demog,dizzy_cohort_df,abdpain_cohort_df)\n", + "print('Dizzy demo df = ', dizzy_demo_coded.shape, ' Abdpain demo df = ', abdpain_demo_coded.shape) " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# ED vitals\n", + "- vitals during ED visit\n", + " - systolic, diastolic (per visit)\n", + " - pulse, respiration, pulse oximetry, pain, temperature (count, min, max, first for multiple readings)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 109, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(2288, 14) (13373, 14)\n", + "(1371, 26) (9815, 26)\n" + ] + } + ], + "source": [ + "vitals = dataset['Vital']\n", + "\n", + "dizzy_EDvitals_df,abdpain_EDvitals_df = separate_cohorts_EDvitals(vitals,dizzy_cohort_df,abdpain_cohort_df)\n", + "print(dizzy_EDvitals_df.shape,abdpain_EDvitals_df.shape)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Vitals during the hospitalizations subsequent to ED visits" + ] + }, + { + "cell_type": "code", + "execution_count": 110, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(25219, 14) (94585, 14)\n", + "(1481, 31) (35005, 31)\n" + ] + } + ], + "source": [ + "# get vitals from hospital visits\n", + "dizzy_hosp_vitals_df,abdpain_hosp_vitals_df = separate_cohorts_hosp_vitals(vitals,dizzy_cohort_df,abdpain_cohort_df)\n", + "print(dizzy_hosp_vitals_df.shape,abdpain_hosp_vitals_df.shape)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Consults ordered during ED visit\n", + "- count up top three consult depts for dizzy\n", + "- count up top seven consult depts for abdpain\n", + "\n", + "Cardiology consult count useful for dizzy\n", + "EKG consult count useful for abdpain" + ] + }, + { + "cell_type": "code", + "execution_count": 113, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(115, 13) (416, 13)\n", + "(168, 4) (783, 8)\n" + ] + } + ], + "source": [ + "consults = dataset['Consult']\n", + "dizzy_consults, abdpain_consults = separate_cohorts_consults(consults,dizzy_cohort_df,abdpain_cohort_df)\n", + "\n", + "# look at which departments are being consulted (pick top N)\n", + "dizzy_topN_consult_counts = topN_consult_counts(dizzy_consults,dizzy_demo_coded,3)\n", + "abdpain_topN_consult_counts = topN_consult_counts(abdpain_consults,abdpain_demo_coded,7)\n", + "print(dizzy_topN_consult_counts.shape, abdpain_topN_consult_counts.shape)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Imaging features\n", + "- ct images: - how many ordered, how many w/contrast, how many abnormal\n", + "- xr images: how many ordered, how many abnormal\n", + "- us images: how many ordered, how many abnormal\n" + ] + }, + { + "cell_type": "code", + "execution_count": 112, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(174, 9) (820, 11)\n" + ] + } + ], + "source": [ + "# get imaging records for dizzy and abdpain\n", + "images = dataset['Rad']\n", + "\n", + "dizzy_images, abdpain_images = separate_cohorts_images(images,dizzy_cohort_df,abdpain_cohort_df)\n", + "print(dizzy_images.shape, abdpain_images.shape)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "# Labs: ED visit only\n", + "- for select labs, get count, min, max, abnormal_count" + ] + }, + { + "cell_type": "code", + "execution_count": 114, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(8039, 14) (48930, 14)\n" + ] + } + ], + "source": [ + "labs = dataset['Lab']\n", + "dizzy_labs, abdpain_labs = separate_cohorts_labs(labs,dizzy_cohort_df,abdpain_cohort_df)\n", + "print(dizzy_labs.shape,abdpain_labs.shape)\n", + "\n", + "labs = ['WBC','glucose','albumin','potassium','calcium','lact','chloride','bun','creat','troponin','CO2','ast','alt',\n", + " 'alkphos','lipase','amylase','hgb']\n", + "lab_fns = ['matches_' + lab + '_loinc' for lab in labs]\n", + "\n", + "# collect all labs and then filter later on\n", + "dizzy_lab_dict = {}\n", + "abdpain_lab_dict = {}\n", + "for i in range(len(labs)):\n", + " lab, labfn = labs[i], lab_fns[i]\n", + " dizzy_lab_dict[lab] = get_labs_data(dizzy_labs,lab,eval(labfn),dizzy_demo_coded)\n", + " abdpain_lab_dict[lab] = get_labs_data(abdpain_labs,lab,eval(labfn),abdpain_demo_coded)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# History\n", + "- for dizzy, use Viral's ICD list\n", + "- for abdpain, use Adel's ICD list refined by Andy Z" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(125546, 7) (429443, 7)\n", + "(168, 10)\n", + "(795, 8)\n" + ] + } + ], + "source": [ + "icds = dataset['ICD']\n", + "dizzy_icds,abdpain_icds = separate_cohorts_icds(icds,dizzy_cohort_df,abdpain_cohort_df)\n", + "print(dizzy_icds.shape,abdpain_icds.shape)\n", + "\n", + "# get dizzy risk factors\n", + "dizzy_rf_df = get_dizzy_rf(dizzy_icds,dizzy_cohort_df)\n", + "print(dizzy_rf_df.shape)\n", + "\n", + "# get abdpain risk factors\n", + "abdpain_rf_df = get_abdpain_rf(abdpain_icds,abdpain_cohort_df)\n", + "print(abdpain_rf_df.shape)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Get labeled data" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(100, 2) (104, 2)\n", + "NoMOD 44\n", + "MOD 38\n", + "PMOD 12\n", + "CodingEr 6\n", + "Name: label, dtype: int64\n", + "NoMOD 73\n", + "MOD 31\n", + "Name: label, dtype: int64\n", + "\n", + "PPV for dizzy = 0.38\n", + "PPV for abdpain = 0.298\n" + ] + } + ], + "source": [ + "dizzy_df, dizzy_labels_df = retrieveLabels_dizzy(dizzy_fname)\n", + "abdpain_df, abdpain_labels_df = retrieveLabels_abdpain(abdpain_fname)\n", + "print(dizzy_labels_df.shape,abdpain_labels_df.shape)\n", + "\n", + "print(dizzy_labels_df.label.value_counts())\n", + "print(abdpain_labels_df.label.value_counts())\n", + "print('\\nPPV for dizzy = ', dizzy_labels_df[dizzy_labels_df.label=='MOD'].shape[0]/dizzy_labels_df.shape[0])\n", + "print('PPV for abdpain = ', np.round(abdpain_labels_df[abdpain_labels_df.label=='MOD'].shape[0]/abdpain_labels_df.shape[0],3))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Labeled versions of all dataframes" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cohort: (109, 20) (131, 20)\n", + "Demo: (96, 10) (104, 10)\n", + "EDVitals: (81, 27) (109, 27)\n", + "Hosp vitals: (98, 27) (119, 27)\n", + "Consults: (96, 5) (104, 9)\n", + "Imaging: (100, 10) (115, 12)\n", + "Risk Factors: (96, 11) (104, 9)\n" + ] + } + ], + "source": [ + "# labeled versions of the cohort datasets\n", + "dizzy_cohort_df_labeled = pd.merge(dizzy_cohort_df,dizzy_labels_df,on='PtSSN')\n", + "abdpain_cohort_df_labeled = pd.merge(abdpain_cohort_df,abdpain_labels_df,on='PtSSN')\n", + "print('Cohort:',dizzy_cohort_df_labeled.shape, abdpain_cohort_df_labeled.shape)\n", + "\n", + "# labeled versions of demog datasets\n", + "dizzy_demo_coded_labeled = pd.merge(dizzy_demo_coded,dizzy_labels_df,on='PtSSN')\n", + "abdpain_demo_coded_labeled = pd.merge(abdpain_demo_coded,abdpain_labels_df,on='PtSSN')\n", + "print('Demo:', dizzy_demo_coded_labeled.shape,abdpain_demo_coded_labeled.shape)\n", + "\n", + "# get labeled version of ED vitals\n", + "dizzy_EDvitals_labeled = pd.merge(dizzy_EDvitals_df,dizzy_labels_df,on='PtSSN')\n", + "abdpain_EDvitals_labeled = pd.merge(abdpain_EDvitals_df,abdpain_labels_df,on='PtSSN')\n", + "print('EDVitals:', dizzy_EDvitals_labeled.shape,abdpain_EDvitals_labeled.shape)\n", + "\n", + "# get labeled versions of hosp vitals\n", + "dizzy_hosp_vitals_labeled = pd.merge(dizzy_hosp_vitals_df,dizzy_labels_df,on='PtSSN')\n", + "abdpain_hosp_vitals_labeled = pd.merge(abdpain_hosp_vitals_df,abdpain_labels_df,on='PtSSN')\n", + "print('Hosp vitals:', dizzy_hosp_vitals_labeled.shape,abdpain_hosp_vitals_labeled.shape)\n", + "\n", + "# get labeled versions of consults\n", + "dizzy_topN_consult_counts_labeled = pd.merge(dizzy_topN_consult_counts,dizzy_labels_df,on='PtSSN').fillna(0)\n", + "abdpain_topN_consult_counts_labeled = pd.merge(abdpain_topN_consult_counts,abdpain_labels_df,on='PtSSN').fillna(0)\n", + "print('Consults: ', dizzy_topN_consult_counts_labeled.shape,abdpain_topN_consult_counts_labeled.shape)\n", + "\n", + "# get labeled version of images\n", + "dizzy_images_labeled = pd.merge(dizzy_images,dizzy_labels_df,on='PtSSN')\n", + "abdpain_images_labeled = pd.merge(abdpain_images,abdpain_labels_df,on='PtSSN')\n", + "print('Imaging:', dizzy_images_labeled.shape,abdpain_images_labeled.shape)\n", + "\n", + "# get labeled versions of risk factors\n", + "dizzy_rf_df_labeled = pd.merge(dizzy_rf_df,dizzy_labels_df,on='PtSSN')\n", + "abdpain_rf_df_labeled = pd.merge(abdpain_rf_df,abdpain_labels_df,on='PtSSN')\n", + "print('Risk Factors:', dizzy_rf_df_labeled.shape,abdpain_rf_df_labeled.shape)\n", + "\n", + "# get labeled versions of labs\n", + "\n", + "# collect all labs and then filter later on\n", + "dizzy_lab_dict_labeled = {}\n", + "abdpain_lab_dict_labeled = {}\n", + "for i in range(len(labs)):\n", + " lab, labfn = labs[i], lab_fns[i]\n", + " dizzy_lab_dict_labeled[lab] = pd.merge(dizzy_lab_dict[lab],dizzy_labels_df,on='PtSSN')\n", + " abdpain_lab_dict_labeled[lab] = pd.merge(abdpain_lab_dict[lab],abdpain_labels_df,on='PtSSN')\n", + " " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Check if any of the features are useful for MOD prediction\n", + "- " + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Dizziness cohort: ['ed_duration', 'ed_first_inp_delta']\n", + "Abdpain cohort: ['ed_first_inp_delta']\n", + "Dizziness demo: []\n", + "Abdpain demo: ['Ethnicity']\n", + "Dizziness ED vitals: ['Systolic_max', 'Systolic_first', 'Diastolic_max', 'Diastolic_first', 'PULSE_min', 'PULSE_first', 'RESPIRATION_max']\n", + "Abdpain ED vitals: ['Diastolic_count', 'Diastolic_min', 'PULSE_count', 'PULSE_max', 'PULSE_min', 'PULSE_first', 'RESPIRATION_count', 'PAIN_count', 'TEMPERATURE_count', 'TEMPERATURE_max', 'TEMPERATURE_min', 'TEMPERATURE_first']\n", + "Dizziness hosp vitals: ['HOSP_Systolic_max', 'HOSP_Diastolic_max', 'HOSP_PULSE_min', 'HOSP_PULSE_first', 'HOSP_RESPIRATION_first']\n", + "Abdpain hosp vitals: ['HOSP_Systolic_first', 'HOSP_Diastolic_first', 'HOSP_PULSE_max', 'HOSP_PULSE_min', 'HOSP_PULSE_first', 'HOSP_TEMPERATURE_max', 'HOSP_TEMPERATURE_min']\n", + "Dizziness consults: []\n", + "Abdpain consults: []\n", + "Dizziness imaging: []\n", + "Abdpain imaging: ['xr_count']\n", + "Dizzy RF: ['Hx aneurysm']\n", + "Abdpain RF: ['cholelithiasis', 'pancreatitis']\n", + "WBC ['WBC_abnormal_count']\n", + "glucose ['glucose_count', 'glucose_min', 'glucose_max', 'glucose_abnormal_count']\n", + "albumin ['albumin_abnormal_count']\n", + "potassium []\n", + "calcium []\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\VHAHOUSubraD\\Miniconda3\\envs\\ahrq\\lib\\site-packages\\numpy\\core\\fromnumeric.py:3621: RuntimeWarning: Degrees of freedom <= 0 for slice\n", + " return _methods._var(a, axis=axis, dtype=dtype, out=out, ddof=ddof,\n", + "C:\\Users\\VHAHOUSubraD\\Miniconda3\\envs\\ahrq\\lib\\site-packages\\numpy\\core\\_methods.py:226: RuntimeWarning: invalid value encountered in double_scalars\n", + " ret = ret.dtype.type(ret / rcount)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "lact []\n", + "chloride []\n", + "bun []\n", + "creat []\n", + "troponin ['troponin_abnormal_count']\n", + "CO2 ['CO2_count']\n", + "ast []\n", + "alt []\n", + "alkphos ['alkphos_abnormal_count']\n", + "lipase []\n", + "amylase []\n", + "hgb ['hgb_abnormal_count']\n", + "Dizzy Lab: ['WBC_abnormal_count', 'glucose_count', 'glucose_min', 'glucose_max', 'glucose_abnormal_count', 'albumin_abnormal_count', 'troponin_abnormal_count', 'CO2_count', 'alkphos_abnormal_count', 'hgb_abnormal_count']\n", + "Abdpain Lab: ['potassium_min', 'potassium_max', 'lact_abnormal_count', 'chloride_max', 'bun_abnormal_count', 'amylase_max', 'amylase_abnormal_count']\n" + ] + } + ], + "source": [ + "# cohort fields ttest\n", + "cohort_fields = ['ed_duration', 'ed_first_inp_delta','sum_hosp_stay', 'num_hosp','num_ED_visits']\n", + "cohort_ftypes = ['c','c','c','c','c']\n", + "dizzy_cohort_sig = ttest_fields(dizzy_cohort_df_labeled[dizzy_cohort_df_labeled.label.isin(['MOD','NoMOD'])],cohort_fields,cohort_ftypes)\n", + "print('Dizziness cohort:', dizzy_cohort_sig)\n", + "abdpain_cohort_sig = ttest_fields(abdpain_cohort_df_labeled,cohort_fields,cohort_ftypes)\n", + "print('Abdpain cohort:',abdpain_cohort_sig)\n", + "\n", + "# demo field ttest\n", + "demo_fields = dizzy_demo_coded.columns[1:]\n", + "demo_ftypes = ['c','d','d','d','d','d','d','d']\n", + "dizzy_demo_sig = ttest_fields(dizzy_demo_coded_labeled[dizzy_demo_coded_labeled.label.isin(['MOD','NoMOD'])],demo_fields,demo_ftypes,show=False)\n", + "print('Dizziness demo:',dizzy_demo_sig)\n", + "abdpain_demo_sig = ttest_fields(abdpain_demo_coded_labeled,demo_fields,demo_ftypes,show=False)\n", + "print('Abdpain demo:',abdpain_demo_sig)\n", + "\n", + "# ED Vitals ttest\n", + "# do a ttest with all fields with respect to MOD\n", + "ED_vitals_fields= dizzy_EDvitals_labeled.columns[3:-1]\n", + "ED_vitals_ftypes = len(ED_vitals_fields)*['c']\n", + "dizzy_vitals_sig = ttest_fields(dizzy_EDvitals_labeled[dizzy_EDvitals_labeled.label.isin(['MOD','NoMOD'])],ED_vitals_fields,ED_vitals_ftypes)\n", + "print('Dizziness ED vitals:',dizzy_vitals_sig)\n", + "abdpain_vitals_sig = ttest_fields(abdpain_EDvitals_labeled,ED_vitals_fields,ED_vitals_ftypes)\n", + "print('Abdpain ED vitals:',abdpain_vitals_sig)\n", + "\n", + "# Hosp vitals ttest\n", + "# do a ttest with all fields with respect to MOD\n", + "hosp_vitals_fields = dizzy_hosp_vitals_df.columns[2:]\n", + "hosp_vitals_ftypes = len(hosp_vitals_fields) * ['c']\n", + "dizzy_hosp_vitals_sig = ttest_fields(dizzy_hosp_vitals_labeled[dizzy_hosp_vitals_labeled.label.isin(['MOD','NoMOD'])],hosp_vitals_fields,hosp_vitals_ftypes)\n", + "print('Dizziness hosp vitals:',dizzy_hosp_vitals_sig)\n", + "abdpain_hosp_vitals_sig = ttest_fields(abdpain_hosp_vitals_labeled,hosp_vitals_fields,hosp_vitals_ftypes)\n", + "print('Abdpain hosp vitals:',abdpain_hosp_vitals_sig)\n", + "\n", + "# Consult ttest\n", + "dizzy_ccounts_fields = dizzy_topN_consult_counts_labeled.columns[1:-1]\n", + "dizzy_ccounts_ftypes = ['d','d','d']\n", + "dizzy_consults_sig = ttest_fields(dizzy_topN_consult_counts_labeled,dizzy_ccounts_fields,dizzy_ccounts_ftypes)\n", + "print('Dizziness consults: ',dizzy_consults_sig)\n", + "abdpain_ccounts_fields = abdpain_topN_consult_counts_labeled.columns[1:-1]\n", + "abdpain_ccounts_ftypes = len(abdpain_ccounts_fields) * ['d']\n", + "abdpain_consults_sig = ttest_fields(abdpain_topN_consult_counts_labeled,abdpain_ccounts_fields,abdpain_ccounts_ftypes)\n", + "print('Abdpain consults: ',abdpain_consults_sig)\n", + "\n", + "# Imaging ttest\n", + "dizzy_images_fields = dizzy_images_labeled.columns[2:-1]\n", + "dizzy_images_ftypes = len(dizzy_images_fields) * ['c']\n", + "dizzy_images_sig = ttest_fields(dizzy_images_labeled[dizzy_images_labeled.label.isin(['MOD','NoMOD'])],dizzy_images_fields,dizzy_images_ftypes)\n", + "print('Dizziness imaging: ', dizzy_images_sig)\n", + "abdpain_images_fields = abdpain_images_labeled.columns[2:-1]\n", + "abdpain_images_ftypes = len(abdpain_images_fields) * ['c']\n", + "abdpain_images_sig = ttest_fields(abdpain_images_labeled,abdpain_images_fields,abdpain_images_ftypes)\n", + "print('Abdpain imaging: ', abdpain_images_sig)\n", + "\n", + "# ttest for risk factors\n", + "dizzy_rf_sig = ttest_fields(dizzy_rf_df_labeled,dizzy_rf_df.columns[1:],len(dizzy_rf_df.columns[1:])*['c'],show=False)\n", + "print('Dizzy RF: ', dizzy_rf_sig)\n", + "abdpain_rf_sig = ttest_fields(abdpain_rf_df_labeled,abdpain_rf_df.columns[1:],len(abdpain_rf_df.columns[1:])*['c'],show=False)\n", + "print('Abdpain RF: ', abdpain_rf_sig)\n", + "\n", + "# ttest for labs\n", + "dizzy_labs_sig = []\n", + "for lab in labs:\n", + " labdf = dizzy_lab_dict_labeled[lab]\n", + " sig = ttest_fields(labdf,labdf.columns[1:-1],['c','c','c','c'])\n", + " print(lab,sig)\n", + " dizzy_labs_sig = dizzy_labs_sig + sig\n", + " \n", + "abdpain_labs_sig = [] \n", + "for lab in labs:\n", + " labdf = abdpain_lab_dict_labeled[lab]\n", + " sig = ttest_fields(labdf,labdf.columns[1:-1],['c','c','c','c'])\n", + " abdpain_labs_sig = abdpain_labs_sig + sig\n", + " \n", + " \n", + "print('Dizzy Lab: ',dizzy_labs_sig)\n", + "print('Abdpain Lab: ',abdpain_labs_sig)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Merge different dataframes\n", + "- start with labs" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['PtSSN', 'EDStartDateTime', 'ct_count', 'ct_contrast_count',\n", + " 'ct_abnormal_count', 'xr_count', 'xr_abnormal_count', 'mri_count',\n", + " 'mri_abnormal_count'],\n", + " dtype='object')" + ] + }, + "execution_count": 45, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(193, 157)\n" + ] + } + ], + "source": [ + "# start with cohort, then demo, then vitals, then consults, imaging, labs, history\n", + "\n", + "dizzy_cohort_cols = ['TriggerType', 'PtSSN', 'EDStartDateTime', 'EDEndDateTime',\n", + " 'EDVisitReason', 'AdmitDateTime', 'DischargeDateTime','hosp_stay',\n", + " 'ed_duration', 'FirstAdmission', 'ed_first_inp_delta', 'num_ED_visits',\n", + " 'num_hosp', 'sum_hosp_stay']\n", + "\n", + "dizzy_all = pd.DataFrame(dizzy_demo_coded.PtSSN,columns=['PtSSN'])\n", + "dizzy_all = pd.merge(dizzy_all,dizzy_cohort_df[dizzy_cohort_cols],on='PtSSN')\n", + "dizzy_all = pd.merge(dizzy_all,dizzy_demo_coded,on='PtSSN')\n", + "dizzy_all = pd.merge(dizzy_all,dizzy_EDvitals_df,on=['PtSSN','EDStartDateTime'],how='left')\n", + "dizzy_all = pd.merge(dizzy_all,dizzy_hosp_vitals_df,on=['PtSSN','AdmitDateTime'],how='left')\n", + "dizzy_all = pd.merge(dizzy_all,dizzy_topN_consult_counts,on=['PtSSN'])\n", + "dizzy_all = pd.merge(dizzy_all,dizzy_images,on=['PtSSN','EDStartDateTime'])\n", + "dizzy_all = pd.merge(dizzy_all,dizzy_rf_df,on='PtSSN')\n", + "\n", + "dizzy_merged_labs = pd.DataFrame(dizzy_cohort_df.PtSSN.unique(),columns=['PtSSN'])\n", + "for lab in labs:\n", + " dizzy_merged_labs = pd.merge(dizzy_merged_labs,dizzy_lab_dict[lab],on='PtSSN')\n", + "dizzy_all = pd.merge(dizzy_all,dizzy_merged_labs,on='PtSSN')\n", + "\n", + "print(dizzy_all.shape)\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# handle missing values\n", + "\n", + "cols_with_missing = []\n", + "for col in dizzy_all.columns:\n", + " missing = dizzy_all[col].isna().sum()\n", + " if missing > 0:\n", + " cols_with_missing.append(col)\n", + "print(cols_with_missing)\n", + " \n", + "# EDvitals has missing values, Hosp vitals has missing values, labs have missing values.\n", + "# We need a policy for filling in these values.\n", + "\n", + "# EDvitals\n", + "dizzy_all.loc[dizzy_EDvitals['Systolic_count'].isna()]" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(168, 69) (783, 69)\n", + "Lab cols to drop: ['WBC_min', 'WBC_max', 'albumin_min', 'albumin_max', 'potassium_min', 'potassium_max', 'calcium_min', 'calcium_max', 'lact_min', 'lact_max', 'chloride_min', 'chloride_max', 'bun_min', 'bun_max', 'creat_min', 'creat_max', 'troponin_min', 'troponin_max', 'CO2_min', 'CO2_max', 'ast_min', 'ast_max', 'alt_min', 'alt_max', 'alkphos_min', 'alkphos_max', 'lipase_min', 'lipase_max', 'amylase_min', 'amylase_max', 'hgb_min', 'hgb_max']\n", + "(168, 37) (151, 37)\n", + "Lab cols to drop: ['albumin_min', 'albumin_max', 'calcium_min', 'calcium_max', 'lact_min', 'lact_max', 'troponin_min', 'troponin_max', 'ast_min', 'ast_max', 'alt_min', 'alt_max', 'alkphos_min', 'alkphos_max', 'lipase_min', 'lipase_max', 'amylase_min', 'amylase_max']\n", + "(783, 51) (674, 51)\n", + "(168, 37) (783, 51)\n" + ] + } + ], + "source": [ + "# merge lab dataframes \n", + "\n", + "dizzy_merged_labs = pd.DataFrame(dizzy_cohort_df.PtSSN.unique(),columns=['PtSSN'])\n", + "abdpain_merged_labs = pd.DataFrame(abdpain_cohort_df.PtSSN.unique(),columns=['PtSSN'])\n", + "for lab in labs:\n", + " dizzy_merged_labs = pd.merge(dizzy_merged_labs,dizzy_lab_dict[lab],on='PtSSN')\n", + " abdpain_merged_labs = pd.merge(abdpain_merged_labs,abdpain_lab_dict[lab],on='PtSSN')\n", + "print(dizzy_merged_labs.shape, abdpain_merged_labs.shape)\n", + "\n", + "# drop cols with lots of NA\n", + "def check_nas(df,cols,thresh):\n", + " drop_cols = []\n", + " for col in cols:\n", + " pct_na = df[col].isna().sum()/df.shape[0] * 100\n", + " if pct_na > thresh:\n", + " #print(col,pct_na)\n", + " drop_cols = drop_cols + [col]\n", + " return drop_cols\n", + "\n", + "def clean_lab_df(merged_df,cols,thresh):\n", + " drop_labs = check_nas(merged_df,cols,thresh)\n", + " print('Lab cols to drop:',drop_labs)\n", + " lab_retain = list(set(merged_df.columns).difference(set(drop_labs)))\n", + " print(merged_df[lab_retain].shape,merged_df[lab_retain].dropna().shape)\n", + " return merged_df[lab_retain]\n", + "\n", + "dizzy_clean_labs = clean_lab_df(dizzy_merged_labs,dizzy_merged_labs.columns[1:],11)\n", + "abdpain_clean_labs = clean_lab_df(abdpain_merged_labs,abdpain_merged_labs.columns[1:],11)\n", + "print(dizzy_clean_labs.shape,abdpain_clean_labs.shape)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "median statistics of cluster 0\n" + ] + }, + { + "data": { + "text/plain": [ + "ed_duration 3.445278\n", + "ed_first_inp_delta 11.848380\n", + "Name: 50%, dtype: float64" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "median statistics of cluster 1\n" + ] + }, + { + "data": { + "text/plain": [ + "ed_duration 3.410556\n", + "ed_first_inp_delta 1.219699\n", + "Name: 50%, dtype: float64" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "X = dizzy_cohort_df[dizzy_cohort_sig]\n", + "u = umap_plot_nolabel(X,1,7);\n", + "# analyze the resulting clusters\n", + "clust = cluster_umap_nolabel(u,2,X,'upper left')\n", + "analyze_clusters_nolabel(clust,X,X.columns)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "median statistics of cluster 0\n" + ] + }, + { + "data": { + "text/plain": [ + "ed_duration 3.938611\n", + "ed_first_inp_delta 14.178553\n", + "age_at_index_visit 69.450000\n", + "new_race_ALASKA/PACIFIC 0.000000\n", + "new_race_ASIAN 0.000000\n", + "new_race_BLACK OR AFRICAN AMERICAN 0.000000\n", + "new_race_UNKNOWN 0.000000\n", + "new_race_WHITE 1.000000\n", + "Gender 1.000000\n", + "Ethnicity 0.000000\n", + "Name: 50%, dtype: float64" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "median statistics of cluster 1\n" + ] + }, + { + "data": { + "text/plain": [ + "ed_duration 3.264722\n", + "ed_first_inp_delta 5.271227\n", + "age_at_index_visit 70.110000\n", + "new_race_ALASKA/PACIFIC 0.000000\n", + "new_race_ASIAN 0.000000\n", + "new_race_BLACK OR AFRICAN AMERICAN 1.000000\n", + "new_race_UNKNOWN 0.000000\n", + "new_race_WHITE 0.000000\n", + "Gender 1.000000\n", + "Ethnicity 0.000000\n", + "Name: 50%, dtype: float64" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "median statistics of cluster 2\n" + ] + }, + { + "data": { + "text/plain": [ + "ed_duration 3.577500\n", + "ed_first_inp_delta 25.034456\n", + "age_at_index_visit 69.195000\n", + "new_race_ALASKA/PACIFIC 0.000000\n", + "new_race_ASIAN 0.000000\n", + "new_race_BLACK OR AFRICAN AMERICAN 0.000000\n", + "new_race_UNKNOWN 0.000000\n", + "new_race_WHITE 1.000000\n", + "Gender 1.000000\n", + "Ethnicity 0.000000\n", + "Name: 50%, dtype: float64" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "median statistics of cluster 3\n" + ] + }, + { + "data": { + "text/plain": [ + "ed_duration 3.123611\n", + "ed_first_inp_delta 1.077697\n", + "age_at_index_visit 70.550000\n", + "new_race_ALASKA/PACIFIC 0.000000\n", + "new_race_ASIAN 0.000000\n", + "new_race_BLACK OR AFRICAN AMERICAN 0.000000\n", + "new_race_UNKNOWN 0.000000\n", + "new_race_WHITE 1.000000\n", + "Gender 1.000000\n", + "Ethnicity 0.000000\n", + "Name: 50%, dtype: float64" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAeIAAAHUCAYAAADmyisTAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAAA2yklEQVR4nO3deXxc5X3v8e9oG8u2lBhLpknASwI8cSPMMoSE2+DlFuwKk5ikEAouyyVgTNma0HLzom5Cb0tukptCDCYYJ0BicCGQBExjjCHEtqAsJgPYFjFP2LwFN5aEQfI2sjRz/5gZWRrNqlnOOTOf9+vFC+uco6Pf0djznfOcZ/FFIhEBAABnVDldAAAAlYwgBgDAQQQxAAAOIogBAHBQTal/YDAY9Ev6rKRdkvpL/fMBACixakkfk/RyIBAIJe4seRArGsLPOvBzAQBw0umSnkvc6EQQ75Kk4447TnV1dQ78+MPa29vV0tLiaA2FUA7XUQ7XIHEdblIO1yBxHW4y0mvo7e3VH/7wBymWf4mcCOJ+Saqrq5Pf73fgxw/lhhoKoRyuoxyuQeI63KQcrkHiOtwkz2tI+jiWzloAADiIIAYAwEEEMQAADiKIAQBwEEEMAICDCGIAABxEEAMA4CCCGAAABxHEAAA4iCAGAMBBBDEAAA4iiAEAcBBBDACAgwhiAAAc5MQyiAAAOOrZbRt0X/Bh7T20T5LUUDdGl578VZ0+6dSS10IQAwAqyrPbNuhHLy1Xf+Tw8sA9vft050s/k6SShzFN0wCAivLgppVDQjguHAnrp688XPJ6CGIAQEXp2v9+yn09vftKWEkUTdMAgIoyfvQR6kwTxl/9+VWSJJ98OvNTp+vyUy4oaj3cEQMAKsoF0+ZldVxEET31dpt+8rsHi1oPQQwAqCinTzpVsz81Pevjf/POc0WshiAGAFSgy0+5QNd+/n+pafQR8mU4NhwJF7UWnhEDACrS6ZNO1emTTtWz2zbojhfvS3lcla+496zcEQMAKtaz2zbo7pdXpD3mjE9+oag1EMQAgIr14KaV6u3vTbnfX1VX9F7TNE0DACpWujHFddV1WvDZ+UWvgTtiAEDFGj/6iKTbq3xVuvKz80sy3SVBDACoWBdMm6e66roh2+qq63T15y4p2ZzTWTVNG2MaJT0v6Wxr7VZjzGmSbpPUIGmTpEustakb2QEAKLFnt23Qg5tWqmv/+xo/+ghdMG3esHCNf53puGLKGMTGmM9J+rGk42JfN0r6laQ51tpNxpgHJX1N0l3FLBQAgGzFe0PHO2J17n9/oHd0sjB2YvnDuGzuiK+QdLWk+2NfnynpBWvtptjX12Z5HgAASiJZb+je/l49uGnlwH6n7oATZQxQa+3lkmSMiW86RtJeY8xDkj4t6b8k3VCsAgEAyFWq3tCd+9/XXRuWqy/cP/D1HS/eJ9vxdtGHKaXii0QiWR1ojNkqaaak+ZKuk/R5Sdsl3SNpq7X25mzOEwwGJ0t6N+dKAQDI0l1bH1J3396cvufsCTP1mcZjilSRJGlKIBDYmrhxJE3K/y3pRWvtu5JkjHlY0jW5nqSlpUV+v38EP75wgsGgAoGAozUUQjlcRzlcg8R1uEk5XIPEdYzUJU39+tFLy9Uf6c/6e17cu0kXzzo/5f6RXkMoFFJ7e3vK/SMZvvSUpIAx5ujY12dLCo7gPAAAFMXpk07V6NpROX1Pusk9iinnO2Jr7Q5jzJWS/tMYM0rSa5L+odCFAQCQq8FDlrJ78HpYqsk9ii3rILbWTh7051WSVhWjIAAARiJxyFKuTv5YS4Eryg4zawEAykKmBRwyWbf1RT27bUMBK8oOQQwAKAvpnvH6JDXUjdHY2jHyKfkaw4PHGZcSE3Egb7vXt2n7/SsU6uySv2m8Jl40XxNmTHe6LAAVZvzoI9SZJIybRh+hH33xliHbzv/5VUnP4USHLe6IkZfd69v05uIlCnV0SpGIQh2denPxEu1e3+Z0aQAqTLIFHCQp1Bca1uScqmOWEx22CGLk5c3FS6T+hHF6/f1658f3OFMQgIrmr64dtq2nd5/ufnnFkDBOterSBdPmFb3GRAQxRmT3+jY9/9ULh4dwTH9PbjPaAEA+nt22QT96abl6evcl3Z/4/Pf0Safqys/OV9PoI+RTtPm6VOsPJ+IZMXK2e32b3rr9TkX6+pwuBQAkSfcFH844i1bi81+nV12K444YOXv7R3dnDOGahoYSVQMA0t5Dye+EB3Nqwo5MCGLkZPf6NoUPHsx43JQrLitBNQCQPSee/2aDIEbWdq9v05s/vCPjcY3Tjmf4EoCSaqgbk/EYNzRDJ0MQIyu717fp7TuXSuFw2uOObJ2j4//15tIUBQAxl5781bT7m1zaLC0RxMjS9vtXKBwKpT3m2G9cr2MWLihRRQBw2OmTTlXLBJN0n08+1zZLSwQxshTq7Eq7/8jWOTRHA3DUt2b9vWZ/arp88g1s81fV6ZrPX+raZmmJ4UvIkr9pfHT2rERVVTr2768lhAG4wuWnXKDLT7nA6TJywh0xsjLxovmq8vuHbKvy+wlhAMgTd8TISjxsWdwBAAqLIEbWJsyYTvACQIHRNA0AgIMIYgAAHEQQAwDgIJ4RQ5L01tJl+tOap6MzZ1VV6cg5ZzI5BwCUAEGMaAivXnN4Qzg88DVhDADFRdM0onfCOWwHABQOQVzhdq9vS72QQ4YFHgAA+SOIK9ju9W166/Y7Ux9QxV8PACg23mkr2Ls/vleRvr6U+4+cc2YJqwGAykQQV7C+np6U+45snUNHLQAoAYIYSRHCAFAaBHEFq24Ym9N2AEDhEcQV7JNXfE2qrh66sbo6uh0AUBJM6FHBWNoQAJxHEFc4ljYEAGcRxBVm9/o27oABwEU8HcSESm52r2/T23cuVTgUkiSFOjr19p1LJYnfGwA4xLOdteKhEurolCIRhTo69eatixW85nqnS3Ot7fevGAjhuHAopO33r3CoIgCAZ4M4WahI0sEdO7X5n28ufUEeEOrsymk7AKD4PBvE6cKje9PmElbiHTVjk48PTrUdAFB8ng1if9P4tPvfWrqsRJV4R0SRnLYDAIrPs0E88aL5aff/afUamqgT9O/dl9N2AEDxeTaIJ8yYrlFHH5X2mO5Nm6Pr7UJS6laETK0LAIDi8WwQS1JgyWI1Tjs+7TFv/vAOwjhm4kXzVeX3D9lW5fdnbF0AABSPp8cRS9Lx/3qz/uvL50nhcPIDwuGKHiv71tJl+tOap6O/n6oqNbZ8RqFduxh7DQAu4fkglqIL2P9p9ZqU++NjZSstcN5aumzo7yUcVvemzaw1DAAu4umm6bhjFi7I2ERdiWNl//TkUzltBwCUXlkEsRRtoj72G9dLVckvqSI7JEVSDEtKtR0AUHJl0TQdF296HjyfskSHJACAe2UVxMaYRknPSzrbWrt10PZrJJ1rrZ1ZlOpGgDV2AQBekjGIjTGfk/RjScclbP9zSd+U9FZxShs51tiNqm4Yq/6evUm3AwDcIZtnxFdIulrSe/ENxhi/pLslfatIdaEAPnnF16Tq6qEbq6uj2wEAruCLZNlxxxizVdJMa+1WY8ytkjZLelfSzbk0TQeDwcmx70MJ9G1uV99v10kfdksfaVTN/5ypmuNbnC4LACrRlEAgsDVxY86dtYwxZ0qaaK39hjFm5kiraWlpkT9hlqdSCwaDCgQCjtZQCGmvIxCQLr2ktAWNQEW8Fh5SDtdRDtcgcR1uMtJrCIVCam9vT7l/JL2mL5D0GWPMa5LGSvozY8zPrbXnj+BcKKDd69vopAYAHpNzEFtrL4v/OXZHfDMh7Lzd69v01u13KtLXJ0kKdXTqrdvvlFSZU3sCgFeUzYQele6tO5cOhHBcpK9P7/74XocqAgBkI+s7Ymvt5CTb1kmaWbhyMBJ9m9sVGTSByZB9PT0lrgYAkAvuiMtA32/XOV0CAGCECOJy8GF3yl1M3gEA7kYQl4OPNKbcxeQdAOBuBLHH7V7fJvX2Jt13ZOscekwDgMuV1epLlWDwWOGasWPVt3+/1N8/5JiahgZNueIyQhgAPIAg9pDd69uGLPGYqkd09Sg/IQwAHkHTtIdsv3/FkHWWUwl1dpWgGgBAIRDEHpJtwPqbxhe5EgBAoRDEHpJNwFb5/Zp40fwSVAMAKASC2EMmXjRfVWlWrPL5/frU1Qt5PgwAHkIQe8iEGdP1qasXSj5f0v2pprkEALgXQexFkUjKXdvvX1HCQgAA+SKIPSZT0NJjGgC8hSD2mExBS49pAPAWgthj0gUtPaYBwHsIYo9J1XO6atQoekwDgAcRxB4zYcZ0Nf/PmcN3pOnABQBwL4LYgz74XXDYtnAoRI9pAPAggtiDUnXYosc0AHgPQexBqTps0WMaALyHIPagZB226DENAN5EEHtQfKpLf3NTdLrL+npFJL1562L917y/1kt/e6l2r29zukwAQBYIYo+aMGO6TvnJ3Tr269dJoYND5pnu6+nRm7cu1ltLlzlYIQAgGwSxx22/f4UUTj506U+r13BnDAAuRxB7XKae0gxpAgB3I4g9LlNPaYY0AYC7EcQel6mnNEOaAMDdCGKPmzBjulQ/KuV+hjQBgLsRxGWg5q9mJ10I4sjWOSwCAQAuV+N0AchfzfEtOnrKFG2/f4VCnV3yN43XxIvmE8IA4AEEcZmYMGM6wQsAHkTTNAAADiKIAQBwEEEMAICDCGIAABxEEAMA4CCCGAAABxHEAAA4iCAGAMBBBDEAAA4iiAEAcBBBDACAgwhiAAAcRBADAOAgghgAAAdltQyiMaZR0vOSzrbWbjXGLJB0naSIpN9JutJa21u8MgEAKE8Z74iNMZ+T9Jyk42JfHyfpHyX9D0nTYue4uog1AgBQtrJpmr5C0aB9L/Z1SNLfWWu7rbURSZslTSxSfQAAlDVfJBLJ6kBjzFZJM621Wwdta5b0sqRLrbXrsjlPMBicLOndHOsEAMDrpgQCga2JG7N6RpyMMeYTklZLuifbEB6spaVFfr9/pD++IILBoAKBgKM1FEI5XEc5XIPEdbhJOVyDxHW4yUivIRQKqb29PeX+EfWaNsZ8WtHOWz+z1v7rSM4BAABGcEdsjGmQ9JSkf7LW3l/4kgAAqBwjaZq+XNKRkm4wxtwQ2/a4tfZbhSsLAIDKkHUQW2snx/54W+w/AACQJ2bWAgDAQQQxAAAOIogBAHAQQQwAgIMIYgAAHEQQAwDgIIIYAAAHEcQAADiIIAYAwEEEMQAADiKIAQBwEEEMAICDCGIAABxEEAMA4CCCGAAABxHEAAA4iCAGAMBBBDEAAA4iiAEAcBBBDACAgwhiAAAcRBADAOAgghgAAAcRxAAAOIggBgDAQQQxAAAOIogBAHAQQQwAgIMIYgAAHEQQAwDgIIIYAAAHEcQAADiIIAYAwEEEMQAADiKIAQBwEEEMAICDCGIAABxEEAMA4CCCGAAABxHEAAA4iCAGAMBBBDEAAA4iiAEAcBBBDACAgwhiAAAcVJPNQcaYRknPSzrbWrvVGHOGpFsl1Uv6ubV2URFrBACgbGW8IzbGfE7Sc5KOi31dL+leSfMkTZX0WWNMazGLBACgXGXTNH2FpKslvRf7+lRJb1pr37XW9kl6QNJ5RaoPAICy5otEIlkdaIzZKmmmpNMkzbXW/m1s+xmSbrTWzs7mPMFgcLKkd0dQKwAAXjYlEAhsTdyY1TPiBFWSBqe3T1I415O0tLTI7/eP4McXTjAYVCAQcLSGQiiH6yiHa5C4Djcph2uQuA43Gek1hEIhtbe3p9w/kl7TOyV9bNDXf6bDzdYAACAHI7kjfkmSMcYco2gT84WKdt4CAAA5yvmO2Fp7UNKlkn4p6feS3pD0i8KWBQBAZcj6jthaO3nQn5+RdEIxCgIAoJIwsxYAAA4iiAEAcBBBDACAgwhiAAAcRBADAOAgghgAAAcRxAAAOIggBgDAQQQxAAAOGslc0yihjtXL1PPq01IkLPmq1HDSmWpuXeB0WQCAAuGO2MU6Vi9TzytroiEsSZGwel5Zoz8+cLOjdQEACocgdrGeV59Ouj20bbM6Vi8rcTUAgGIgiN0sfiecRM8ra9TT3lbCYgAAxcAzYjfzVaUN446Vi2N/GlOaegAABccdsYs1nHRmxmM6Vt6u2vfaS1ANAKAYCGIXa25dIP+k4zMcFVH9H9aVohwAQBEQxC73ib+9WQ0nz0l7TNXB7hJVAwAoNILYA5pbF0g+X8r94VGNJawGAFBIBLFHNJw0O+U+X/8hvXPLudp+x5X0pAYAj6HXtEfEZ9PqefUpKRKJbvRVS1U+VR06IEnq6+5U56qlkqSGlumO1AkAyA1B7CHNrQuGTG+5/Y4r1dfdOeSYSF9Ie9auIIgBwCNomvawvu6unLYDANyHIPawmsbxOW0HALgPQexh42bNl6/GP2x7X3en3rnlr7X11kvpvAUALkcQe1hDy3Q1zV2o/hTDl8IHetSxcjELRACAixHEHtfQMl3dM69RTWNTymNYIAIA3IsgLhOZOmjtWbuiRJUAAHJBEJeJTB206EkNAO5EEJeJcbPmRyf4SIGe1ADgTkzoUSbiE3h0PLFUOhQass9X448GNQDAdQjiMtLQMl0NLdPV096mPWtXqK+7SzWN4zVu1nxm2gIAlyKIy1A8kAEA7kcQVwjukgHAnQjiCtDT3qbOVUsV6Ys+O2aVJgBwD3pNV4A9a1cMhHBcfJUmAICzCOIKwCpNAOBeBHEFYJUmAHAvgrgCJFulibHFAOAOdNaqAPEOWfSaBgD3IYgrBGOLAcCdCOIKx/hiAHAWQVzBko0v7li5WAd3vKHm1gWO1NP11L0KH+iRJPlGjVXTnK/xwQBAWSOIK1iy8cWS1PPKGo06+tMlDcDa99rV8foTUn/fwLbIwb3qeHyJJCYeAVC+6DVdwdKNIy71ZB/1f1g3JIQHRPrVsXKxetrbSloPAJQKQVzB0o0j7uvu1DvfOU8dq5eVpJaqg91p93c8fjthDKAs5RXExpi/Nca8HvvvB4UqCqWRcRxxJKyeV9aUJIzDoxoz1BJhSk4AZWnEQWyMGS3pdkkzJJ0g6XRjzBmFKgzF19AyXQ0nz8l4XM+rTxW9lgPHzZSq03dZYEpOAOUonzvi6tj3j5FUG/vvQCGKQuk0ty5Q87zrVdPYlPqgSKTodRz6eIuaz7467TFMyQmgHPkiebzJGmOulfR9SfslrZf019batCcMBoOTJb074h+Kovnok9+RL8n2iKQP/uqmktRQ//qT8u94ZVgdEfm0b9oXdejjLSWpAwCKYEogENiauHHEw5eMMdMkXSZpkqQPJT0g6R8k/b9svr+lpUV+vz/zgUUUDAYVCAQcraEQCnUd7/zGLyUZzuSr8Rf99zRwDYGAOlYvU88rTyn6EUBSrV8TzlroiSFM/J1yj3K4BonrcJORXkMoFFJ7e3vK/fmMI54j6Rlr7W5JMsb8VNLfKcsghvs0z12ojpW3ayAAJUk+Nc9dWNo6Whc4MqEIADghnyDeKOn7xpgxijZNf1HSywWpCo5gcQgAKL0RB7G19iljzEmSgpIOSdog6buFKgzOYHEIACitvKa4tNZ+T9L3ClQLAAAVh7mmkRVWaQKA4iCIkVGyVZo6Vy2VxGIMAJAv5ppGRslWaYr0hZhyEgAKgDtiZJRqasmRTjmZrJk7OkEbAFQe7oiRUaqpJUcy5WS8mbuvu1NSRH3dnepYuVj1rz+ZZ5UA4E0EMTIaN2u+fDVDZ0Hz1fgzr96URLJmbkny73iFZQ4BVCSCGBk1tExX09yFsYUhfKppbFLT3JFNOZmqOdsnqXPNPfkVCgAexDNiZCVxoo+e9jZtv+NK9XV3qap+rCKRiCIH92Uc2lTTOD7WLD1c5OBe9bS30RMbQEXhjhg561i9TB0rFw885w0f6FHk4F7Fn/l2rlqaspk5U3M2PbEBVBqCGDnpaW9Tzytr0h6TbmhTQ8t0NZw8J+X3jrQnNgB4FUGMnGR7x5ouUJtbF6iqviHpvpH0xAYALyOIkZNs71gzBer42ZcVrCc2AHgZQYycZHvHmilQE3ti949qHHFPbADwMnpNIyfjZs1Xx8rFGY/LJlAH98QOBoM6tiWQd30A4DXcESMnmTpbSYrd5QIAskEQI2fNrQvUPO96+UaNHbaP57wAkBuapjEi8WZl1ikGgPwQxMhL4oxbAIDc0DQNAICDCGIAABxE0zQAIC/rgju0fPUWde45oKZx9bq4dapmBo52uizPIIjhOj3tbepYtVSKr1vs86nhpNlqbl3gbGEAhlkX3KElj2xU6FC/JKljzwEteWSjJBHGWaJpGq7S096mjpW3Hw5hSYpE1PPKGnWsXuZcYQCSWvbY5oEQjgsd6tfy1Vscqsh7CGK4SnRRiUjSfT2vPl3aYgCktS64Qz37DyXd17HnQImr8S6CGK4SXeM4hUi4dIUAyGjJI6+l3FdV5StdIR5HEMNdfGn+SqbbB6DkQodSfzgOh5O3bGE43tngLmnuehtOOrOEhQBAaRDEcJWUC0bU+uk1DbiMj9bngiCI4SrjZs2Xr8Y/ZJuvxq/msxY6VBGAVFo/P8npEsoCQQxXaWiZrrHTZh5+Huyr0thpM5nPGnChq849UbU1yWOkYXRtiavxLoIYrtLT3qa9m9YdflYcCWvvpnXqaW9ztC4AyV331RNVUz20jbqm2qcF5xzvUEXeQxDDVfasXaHI4Mk8JEX6QrHxxQDcZmbgaF1//klqHlcvn6TmcfW6/vyTmFUrB0xxCVfp6+5Ksb1TPe1tNFEDLjQzcDTBmwfuiOEqNY3jU+7r+PWdNFEDKDsEMVwlWa/pAf196nhiaWkLAoAiI4jhKg0t09U0N81QpUMh7ooBlBWCGK6T6TkwHbcAlBOCGK7kGzU25b5UHboAwIsIYrhS05yvpd7p89E8DaBsEMRwpYaW6Wo4eU7ynZGwOlctJYwBlAWCGK7V3LpAzfOuT7r8IZN8ACgXTOgBV2toma6Olbcn3cezYsA91gV3aPnqLercc0BN4+p1cetUJvnIEnfEcL3Uk3xEtP2OK2miBhy2LrhDSx7ZqI49BxSR1LHngJY8slHrgjucLs0TCGK4XrpJPvq6O3leDDhs+eotCh3qH7ItdKhfy1dvcagibyGI4XrxST5qGpuS7ud5MeCsjj0HctqOofIKYmPMF40xvzPGbDHGLC5UUUCihpbpmnjt3ZJ8SffzvBhwTlVV8n+XqbZjqBEHsTHmk5KWSjpH0jRJJxtjWgtUF5BUqufF6RaLAFBc4XAkp+0YKp874i9L+rm1dqe19pCk8yW9VJiygOSSPS/21fg1btZ8hyoC0DyuPqftGMoXiYzsE4sx5i5JvZKmSJoo6deS/tlam/aEwWBwsqR3R/RDAUm177Wr/g/rVHWwW+FRjTpw3Ewd+niL02UBFWvTu/v0nxs+0KH+w2//tdU+ffHUj2ralDEOVuY6UwKBwNbEjfmMI66RNF3STEl7JT0u6RJJP83mm1taWuT3p1jurkSCwaACgYCjNRRCOVxHTtcQCCj6V819yuG1kMrjOsrhGiRvXEcgIE2Zkn4csReuI5ORXkMoFFJ7e3vK/fkE8X9L+o21tkOSjDGPSjpVWQYxUAg97W3as3aF+rq7VNM4XuNmzc+4ehOAwouHbjyM40OXmNQjs3yC+NeSfmaM+aikHkmtkh4rQE1AVnra29S5aqkifSFJh8cUS5mXUgRQWPFJPeLjieOTekiEcSYj7qxlrX1J0vclPSfp95K2SbqvQHUBGe1Zu2IghOMYUww4I9WkHrc99CozbGWQ11zT1tp7Jd1boFqAnKQaO8yYYqD0OlNM3hEOR7TkkY2ae0qjPP6IuGiYWQuelXLssM+nd245l3mogRJqSjNUKXSoX89s7C5hNd5CEMOzUs5BHQlLijAPNVBCF7dOlb+2OuX+D/f3p9xX6QhieNbQOah9rFsMOGhm4Ghdc94JKae1rK8jblJhPWJ4WkPL9IEe0u/ccm7SY/q6O/XOLecyvAkosnjv6FsffEWJc0WFDoW1LriDHtRJ8BEFZSP9fNM0VQOlsOXdrmEhLEnhiFgWMQWCGGUj3brFcZG+kDqeWFqiioDK8+RL21PuY1nE5AhilI1hz4xTORTSHx+4uVRlARUl3YpLLIuYHM+IUVYGPzPefseV6uvuTHpcaNtm9bS38bwYKCGWRUyOO2KUrUxLI3Y9xVw0QKHVVKe+62VZxOQIYpSt6N1u6jeF8IGe0hUDVIi+/tR3vRe3Ti1hJd5BEKOsNZw82+kSAMQwdCk5ghhlrbl1geRLPtuPb9TYElcDlL+G0bVJtzOhR2r8ZlD2mr90TdIw9vl8jCkGCmzBOccPe05cU+1Ta+AjDlXkfvSaRtmL94zuXHOPIgf3DmwPH+hh/WKgwOLNz8tXb1HnngNqGlevi1unqkG7Ha7MvQhiVISGlunas3aF+gYFsXR4LmqCGCicmYGjhz0PDgYJ4lRomkbFYP1iAG5EEKNipJqLOv0c1QBQXDRNo2KMmzVfnauWKtIXGtjmq/FnnPgDQGbrgjuGPRdmuFJ2CGJUjPhz4D1rV6ivu4tlEYECWRfcoSWPbFToUL+k6OIOSx7ZKImxw9kgiFFRBs9FDaAwlq/eMhDCcaFD/Vq+egtBnAWeEQMA8tKZYnnDVNsxFHfEqFg97W00UwMF0DSuPulaw00s8pAV7ohRkXra29S5amlsmcSI+ro71blqKTNtASNwcetU+WuHzl7nr61mkYcsEcSoSHvWrhjSe1o6PLkHgNzMDByta847Qc3j6uVTdLnDa847gefDWaJpGhUp9eQenSWuBCgPyWbTQnYIYlSkmsbxKUO3p72NZ8VAjhhHPHI0TaMipZvEg+ZpIDfxccQdew4oosPjiNcFdzhdmicQxKhI6e54mXsayM2yxzanHEeMzAhiVKyaxqYU25l7GsjWuuAO9ew/lHQf44izQxCjYo2bNV++Gv+Qbcw9DeQm3V0v44izQxCjYjW0TNfYaTMlX+yfga9KY6fNpKMWkIN0d72MI84OQYyK1dPepr2b1kmRcHRDJKy9m9YxqQeQg1R3vQ2ja+k1nSWCGBWLST2A/F3cOlU11b4h22qqfVpwzvEOVeQ9BDEqVupJPeg1DeQiEkn/NdIjiFGxUvWOptc0kL3lq7eoPzw0efvDEYYu5YAgRsWqPyaQ03YAw7EEYv4IYlSsA28Fk27ft+X5ElcCeNfY0bU5bcdwBDEqVqq5psMHeug5DaBkCGJULl/qv/70nAayszfFrFqptmM4ghiVKz5+OAl6TgPZSTWOmFm1skcQo3KluSOm5zSQ2brgDh0M9Q3b7q+tZlatHLAeMSpXmjti5psG0osvfZi46lLD6FotOOd4ZtXKAXfEqFipVl+qqm9gvmkgg+WrtwwLYUnad3D4HTLSI4hRscbNmi/5qodu9FVr/OzLnCkI8JBU44TD4YiWPLJR64I7SlyRdxHEqGxVvvRfA0gqXWes0KF+ZtbKQUGC2BjzA2PMTwtxLqBU9qxdIfUnNKP19zF0CchCps5YHcyslbW8O2sZY/5S0iWSVuVfDlA6LPoA5G5dcIeWr96ScQrLKlqXspbXHbEx5ghJt0j6TmHKAUqHRR+A3KwL7tAPH3pVHXsOKNMCS+EwSzBlK9+m6bsl/ZOkPQWoBSipcbPmy1fjH7LNV+Nn6BKQwrLHNg9baSmVZib0yJovMsKFI40xl0v6c2vtN4wxl0qaaa29NNP3BYPByZLeHdEPBQqs9r121f9hnaoOdis8qlEHjpupQx9vcboswJVu/o+dWR1XW+3TF0/9qKZNGVPkijxnSiAQ2Jq4MZ9nxOdL+pgx5jVJR0gaa4y5zVr79Wy+uaWlRX6/P/OBRRQMBhUIeH/Ju3K4DseuIRBQtItDYZTDayGVx3WUwzVILruONEHcPK5enXsOqGlcvS5unTpsQg9XXccIjfQaQqGQ2tvbU+4fcRBba8+M/3nQHXFWIQwA8J6G0bXqSbKYQ8PoWt27aLYDFZUHxhEDALKy4JzjVVM9tDd0TbVPC8453qGKykNB5pq21v5U0k8LcS4AgDvFm5vjw5dSNUMjN65Z9CEcDquzs1MffPCB+vuHz19aDDU1NdqyZeSzv4waNUpHHXWUamtrC1gVALjXzMDRBG+BuSaId+7cKZ/Pp8mTJ6u2tlY+X/EHg+/bt09jxoysV18kElFXV5d27typKVOmFLgyAEClcM0z4n379ukTn/iE6urqShLC+fL5fBo/frwOHjzodCkAAA9zTRBLUlWVq8rJyAsfGAAA7uaapmkAQGkNnjeajlfO8dYtqAP27t2rs88+Wzt3ZjejDAB4wbrgDi15ZOPAvNEdew6wjrBDPH9HXMxPdBs3btSiRYu0devWgpwPANzgrl+8pide2DZse3wdYe6KS8vTd8TF/kT38MMP69vf/rYmTJhQkPMBgNNShXBcpuUNUXieviNevnqLQoeGjjku5Ce6W265Je9zAICbPPnS9rT7m1g1qeQ8fUec6pMbn+gAILl06wT7a6t1cevUElYDyeN3xE3j6tWRJHT5RIdMetrbtGftCvV1d6mmcbzGzZqvhpbpTpcFFF1VlS9lGF9z3gk8H3aAp++IL26dKn9t9ZBtfKJDJj3tber49Z3q6+6UFFFfd6c6fn2netrbnC4NKLq/+tzEpNvPOm0SIewQTwfxzMDRuua8E9Q8rl4+RdfD5BMdMul84m6pv2/oxv4+dT11rzMFASV01bkn6qzTJqmqKjohUVWVT2edNklXnXuis4VVME83TUulmYD8t7/9bVHPj9zk06zc096myKHk05KGD/QUskyg6OLDNzv2HBhocm7OYhjnVeeeSPC6iOeDGJWlp71NnauWKtIXkiT1dXeqc9VSScoqjPesXVHU+oBSWRfcoR8+9Kr6Y897489948M4JdE66BGebppG5dmzdsVACMdF+kJZB2xfd1fKfb5RY/OqDSilZY9tHgjhRPFhnPAG7ojhKdEOVsm2pw5Y6XBztpR66EbTnK/lUxoqVDFm9xt8zsbR1bpcO4ads2f/obTnYBindxDE8Ix0vZprGsen/b7BzdnJNJw8h+FLyFli83DHngP64UOvDuwfHNCf/fQEvfzG7rSBHZ0t8DWFDoUHtn24v3/gnLkEPMM4vYMghmd0rrkn5b5xs+an3JesOTuuprGJMcQYsWTNw/3hiG598BVV+XxDAnrwtJLJnuOuC+7Qv//HK0l/Tn84omWPbR4SxA2ja9PeFTOM0zt4RgzPiBzcm3JfuiBN3Wzt08Rr7yaEMWKpgjASUcrnt3GJz3GXPPJaTj9rwTnHpzzW55Nu/Y9XdNm/PTUw9/664A5d9m9P6Us3rByyHc7jjjiNJUuWaPXq1ZKkGTNm6MYbb3S4IoxETeP4pM+W0zVnA6Uw+Dnu4ObobMwMHK0t73YlXcAhEvsMEL/z3vJul5753c6BufnpWe0u3BGn8Pzzz+u5557To48+qscee0yvv/66nn76aafLqmhV9Q0p922/48qUz5DHzZovX41/yDZfjT9tczaQjYbRtXl9f77Pca8690TdcOHJA5MaxSfpGCx0qF9PvrQ95QI5cJ7n74iLNWdwc3OzvvnNb6qurk6S9KlPfUrvvfde3ufFyI2ffZk6fn3n8FmxlH48cfxr5pZGoS045/iUz3UzSZyO1+c7fCebTKrQHzyp0ZduWJn0mFRzS9Oz2h08HcT5Tu6QzrHHHjvw561bt2r16tV68MEH8zon8jM0UIc3NcfHEyd77RtaphO8KLiZgaP1mw3btPGt9MPnpGjQjq2v1d79h5L2mm79/KSU6wTXVPvSPhOOS7UQTrrj4TxPB3G6yR0K9ab75ptv6sorr9SNN96oyZMnF+ScGLl4oL5zy7lKNiY403hioND+7aov6K5fvKYnX9qucDiiqiqf/upzEzV1yvicxhfHp5yMnyfuI6Ordfk52c2hf3HrVC15ZOOwZuhkqqt89Kx2CU8Hcao33UK9GQeDQV133XW66aabNHfu3IKcE4VBByy4Saq5m3PtCJXsPMFgUIEszxP/efEPAL40Sx5m6tWN0vF0Z61Ub7qFeDPetWuXrr76av3gBz8ghF2IDlhAcjMDR+veRbP1+L/PUyRD2NJZyx08fUc8btb8YTMmFerN+J577lEoFNJ3v/vdgW1/8zd/owsuuCDvcyN/dMACMsv0zJjOWu7g6SAu5pvxokWLtGjRorzPg+KhAxaQ3sWtU9P26qazljt4Oogl3owrTbGGqwHlKF2vbp+YBtMtPP2MGJUlPlwt2kkrMjBcLd1iEECl+7ervqCzTpsk36C5Pvy1VfrGhSczq5ZLeP6OGJWjFMPVgHKUqlc33IE7YnhGsYerAYATCGJ4R1V10s2+UWNKXAgAFA5BDE/44wM3S+Hhc0xLUuTgPp4TA/Asghiu19PeptC2zWmOiNBpC4BnEcRpLF68WGeddZbmzp2r++67z+lyKtaetSsyHhPvtAUAXuP5XtPPbtugBzetVNf+9zV+9BG6YNo8nT7p1LzPu2HDBr344ot6/PHH1dfXp7POOkszZszQJz/5yQJUjVxk2xmLTlsAvMjTd8TPbtugu19eoc797ysiqXP/+7r75RV6dtuGvM996qmnavny5aqpqVFXV5f6+/s1evTo/ItGzrKdO5wFHwB4kaeD+MFNK9Xb3ztkW29/rx7clHxx7FzV1tbq9ttv19y5c3XaaafpyCOPLMh5kZtkCzwkYsEHAF7l6SDu2v9+TttH4rrrrtMLL7ygXbt26eGHHy7YeZG9hpbpapq7UDWNTZJ8qmlsUsPJc4Z83TR3IZN6APAkTz8jHj/6CHUmCd3xo4/I+9xvv/22ent7NXXqVNXX12v27Nmy1uZ9XuSO+aUBlDNP3xFfMG2e6qrrhmyrq67TBdPm5X3unTt3atGiRert7VVvb6+eeeYZBQKBvM+L3DC/NIBy5+k74njv6GL0mp4xY4Y2bdqkc845R9XV1Zo9e7bmzp2b93mRm66n7mV+aQBlzdNBLEXDuBDBm8y1116ra6+9tijnRmY97W0KH+hJuo+hSgDKRV5BbIz5tqSvxr5cZa29Mf+SgKiup+5NuY+hSgDKxYifERtjzpA0W9JJkk6UFDDGfLlAdaHCdaxelvJuWBJDlQCUjXzuiHdJusFa2ytJxpgtkiYWpCpUtJ72NvW8siblft+osTwfBlA2RhzE1trX4382xhyraBP1XxSiKFS2zjX3pN3fNOdrJaoEAIrPF4lE8jqBMeYzklZJ+ra19meZjg8Gg5MlvZu4vaamRsccc0xetTjhrbfeUl9f8uX5kLva99o1ZtPj8qXYH64ZpQ/P+EZJawKAApkSCAS2Jm7Mt7PWX0j6paS/t9Y+lMv3trS0yO8/PG3hli1bNGZMaRd437dvX94/s66uTieccEKBKhqZYDDo+THO8WvY/vwypftYc+TcK3VMi3uvtRxeC6k8rqMcrkHiOtxkpNcQCoXU3t6ecn8+nbWOlvSYpAtzDWGv+d73vqdvfvObTpdREdINS2o4eQ7PhgGUnXxm1voHSaMk3WqMeS3238IC1eUaL7zwgh599FGny6gYqYYlVdU3qLl1QYmrAYDiy6ez1vWSri9gLSOye32btt+/QqHOLvmbxmviRfM1YUZh7po++OAD3XbbbVq4cKHeeOONgpwT6Y2bNV+dq5YOmU3LV+PX+NmXOVgVABSPp2fW2r2+TW/fuVThUPRNO9TRqbfvXCpJBQnjb33rW/r617+uXbt25X0uZCfe9MwiDwAqhaeDePv9KwZCOC4cCmn7/SvyDuJHHnlEH/vYx3TaaafpV7/6VV7nQm4aWqYTvAAqhqeDONSZvGNPqu25eOKJJ9TR0aF58+bpww8/1P79+/Wd73xHN910U97nBgAgztNB7G8ar1BHZ9Lt+brvvvsG/vyrX/1KGzZsIIQBAAXn6fWIJ140X1WDxiJLUpXfr4kXMQ8xAMAbPH1HHH8OXKxe03Ff+cpX9JWvfKWg5wQAQPJ4EEvRMC508AIAUCqebpoGAMDrCGIAABzkqiAOh8NOl5CTfFeuAgDANUE8ZswY/fGPf1Rvb68nAi4Siairq0ujRo1yuhQAgIe5prPWUUcdpc7OTm3btq1k6/v29vaqrq5uxN8/atQoHXXUUQWsCABQaVwTxFVVVZowYYImTJhQsp8ZDAYdX0sYAFDZXNM0DQBAJSKIAQBwkBNN09VS9PmsG4QSVm/yqnK4jnK4BonrcJNyuAaJ63CTkVzDoLyrTrbfV+oeysFg8AuSni3pDwUAwHmnBwKB5xI3OnFH/LKk0yXtktTvwM8HAKCUqiV9TNH8G6bkd8QAAOAwOmsBAOAgghgAAAcRxAAAOIggBgDAQQQxAAAOIogBAHAQQQwAgIMIYgAAHOSaZRBLwRhziaTvSvpTbNMqa+0/JRxTJ+keSadIOiDpQmvtGyUtNA1jzF9Iuk1SnaQuSZdZa7clHDNJUrukt2Ob/mStnVPSQlMwxlwoaZGkWkk/tNbembD/REk/kdQoqU3SQmttaRaozoEx5tuSvhr7cpW19sYk+y+TtCe26ceJ1+o0Y8xaSRMkHYptutJa+9Kg/SfK5a+FMeZySdcM2jRF0v3W2msGHePa18IY0yjpeUlnW2u3GmPOkHSrpHpJP7fWLkryPRMlPaDoa2clzbfW7i1h2cMkuY4Fkq6TFJH0O0X/bvUmfE/G9+NSS3Id90n6gqR9sUP+xVr7aML35P16VFQQKxqu37DWPpjmmOsk7bPWTjXGTJf0U0mfL0VxWVoh6UvW2k3GmMsk3S5pXsIxp0j6D2vtlSWvLg1jzCck3SIpICkk6XljzFpr7e8HHfaApMuttS8aY+6RdIWku0pfbWqxN8vZkk5S9I3mSWPMlxP+gZ4i6W+stS84UWMmxhifpOMkTUoTrq5/Lay1P1H0w4KMMZ+R9JikmxMOc+VrYYz5nKQfK/o6yBhTL+leSTMk7ZC0yhjTaq1dnfCtP5L0I2vtQ8aYf5b0z5L+d+kqHyrJdRwn6R8V/Xfeo+h76NWK3kAMls37cckkXkfMKZKmW2t3pfnWvF+PSmua/qykS4wxm40xDxhjxiU5Zq6iYSdrbZuk5tgnHscZY/ySFllrN8U2bZKUrLbPSmoxxrxmjPmtMeb4khWZ3hmSfmutfd9au0/SLySdG98Zu5Ovt9a+GNv0U0nnlbzKzHZJusFa22utPSRpi4a/DqdIuskYs8kYs8QYM6rkVaZnYv9/yhiz0RhzzZCd3nktBrtL0k3W2s6E7W59La5QNKDei319qqQ3rbXvxj4cPaCE37kxplbSdEX/7UjueF0SryMk6e+std3W2oikzUr9PpXp/biUhlyHMWa0onXfG/u78y/GmCGZWajXo9KCeJekf5U0TdFPnEuSHPPx2HGDv+eo4peWmbU2ZK19QJJifyFuVvQOINFBRf8RnyzpB5IeizW5Oy3T79a1v/vBrLWvxwPKGHOsok3UT8T3G2PGSnpV0buCkyV9VNFPyW4yTtIzkr4s6S8lLTTGnDlovydei7hYK0W9tfaRhO2ufS2stZdbawevRJfN77xJUvegVgzHX5fE67DWbrPWPi1JxphmRR8drEzyrdm8H5dMktfjzyT9VtHHGp9XdLGiryV8W0Fej7JsmjbGnKfhzSBvWGvPGHTM93X4GepgVYo2N8b5JIULXmQG6a4hFqo/U/T1+07i91prbx705RPGmP8raaqkjUUqN1uZfreu+N1nK9YUukrSP1pr34xvjz0fOmvQcf+uaJOjo8+/Bos10w401caans+S9HRsk6deC0lXKvpsdQgvvBaDZPM7TzxGSY5xhdijqNWS7rHWrkvcb6398qBjU70fO8Za+46iH1QlScaYOyRdrGjzdVxBXo+yDOLYp+LET8YfMcZ83VobDzefpGTPxnYqulxV/C/Fn+lwk0vJJLsGaeAT/uOKdtSaF2saTTzmWkWfEXfFNvl0uEOOk3Yq+qkyLvF3G//dp9rvGrFOc7+U9PfW2ocS9k2UdIa19t7YJrf8/gcYY74gyW+tfSa2KbFGL70WdYo+V700yT7XvxaDZPM73y3pI8aYamttf+x4170uxphPS1oj6XZr7b8n2f8RRTuaZno/dkzskd5x1tpfxjYl+7tTkNejkpqm90q6MfZAXoo2lzya5LgnFP3UE3+zOmit3V6aErPygKS3JJ1vrQ2lOGaGYk0oxpgZiq6F6Yae37+R9JfGmObY85e/lvRkfGes9/fBWMhJ0kWKfqJ2FWPM0Yo+ErgwMYRjDkj6vjFmSqxT1NVK/nfNSR+V9P+MMaOMMQ2SLtGgGr3yWsRMk/SHWL+DRF54LeJekmSMMccYY6olXaiE33nsg/ezks6Pbbo48Rinxf4+PaVof5ZhIRyT7fuxk3ySfmiMGRd7FrxACTUW6vWomCCOfVr5qqS7jDFbFO3Rd6MkGWMWGmP+T+zQOyT5jTGvK9oj+SIn6k3GGHOSoj2k/0LSK7HOWE/E9g2+huslnWmMaVf0GfEF1lrHm6+stX9UtElwraTXFL1r32CMecIYc0rssPmSbjPGvCFprKKvgdv8g6RRkm6NvQavxX7/TxhjTrHWdijaVPqfig5n8ElK9YbkCGvtrxVtVn9VUlDSvdbaFzz4WkjSJxW9mxzgpdcizlp7UNG7+l9K+r2iH55/IUnGmJ8YY74UO/TvJC0wxvxe0RamYUOcHHa5pCMl3TDo38f/kQ5fR7r3Y7eIdYr9v5L+S9HX47V4D+9Cvx6+SCSxeRsAAJRKxdwRAwDgRgQxAAAOIogBAHAQQQwAgIMIYgAAHEQQAwDgIIIYAAAH/X8yJJXj/KjaNwAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAh8AAAGlCAYAAABa5JRfAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAABSSUlEQVR4nO3dd5ycVdn/8U8KaXQEJKBI9UsRCCQgKEqAKOpPUBRFgYBYsACKgmDhgYQHQRQFFBU0KI8g9aFI6CKEJii7ISDF60GlKIQSINISSNnfH+eeZDLZ3dndzM65N/N9v1772mn3mWtmZ2euOeU6gzo6OjAzMzNrlsG5AzAzM7PW4uTDzMzMmsrJh5mZmTWVkw8zMzNrKicfZmZm1lROPszMzKypnHyYdUHSBpI6JN3ayXXnFtet2cs2z5Q0qTh9raQtGhRuV/f3VkkPSJohaaf+vK+ekvSYpHE5jpe0oaTL+nrfZtYYQ3MHYFZycwFJeltEPE46syLw7mVtOCI+tKxt9MCuwNMRMaEJ9zUQvA1Q7iDMWp2TD7PuLQAuBvYHTiou+xjwe+DIyo0k7QkcCwwDXgOOioi7JK0CTAG2AWYC84E7imMeA/YBpgOnATsCKwODgM9HxJ2SzgVeArYC3grcDxwYEa9ImgzsDbwBPA98JiJmVsW0K3AisKqkWyJiV0mHAF8tHtczwGER8X/F/awBbAxcHRHHVD8J3Ty+NwNnA28G1gEeBz4ZEc9Kentx3drAQuDEiLi4aPKLks4qrjsvIr5b+8TXOR5J44EzI+IdteclbQacA4wons8pRVtTgPUk3RARe0h6F3AKsGLxnEyOiKslfQb4XHH5fyJi19r4zKzvPOxiVt9vgYlV5w8Czq2ckbQpKTH5UERsCxwCXF70kEwG5gCbAZ+g82/d7wTWBXaKiC2A/wG+VXX9WOADwObABsAnJL0VOALYPiLGATcW7SwSEbcAxwG3F4nHbsDRwK4RsQ1wAXClpEHFIaMiYstOEo/uHt+ngLsiYidgI1JiUnmuLgIujYgtgQ8BJxXJGMDcIu4dgCOLx1Oru+Pr+SYwNSLGFse+F+gAPg/8o0g8Vgd+A0yMiO2AjwC/kLR+0caWwHgnHmaN554Pszoiol3SAkljgWeBlSPiAWlRHvE+YDTwx6rLFgKbABOAIyKiA3hO0hWdtH+XpGNJvQEbA+OBl6tucn1EvA4g6a+kHoongfuA6ZKuA66LiD/WeSgfAC6OiOeK+z1X0hmkhAaKHplOdPn4IuIMSe+R9A1gU+AdwJ8lrUHq7ZlS3Ne/SL0qFG1cUFz+tKRnSL0b/6o03oPj67kC+K2kHYCbgK9GxMKaY3cqHteVVZd3AFsXp++PiJd6cmdm1jtOPsx65jzgAOC54nS1IcAfI2LfygXFN/mnirODqm47v7ZhSf8POAP4EWk452/FfVXMqTrdAQwqPkh3AcaREpzTJF0fEUd38xiGkIZoqg0CVihOv9LNcZ0+PkmnkHovfg3cUrQ1qOpxdlQdI+CJ4uy82sdUc5/1ju/suGGVE8XQyaakxGl34Pgieax9XA9HxKIeI0nrkv7G+9P182Fmy8jDLmY9cz5p2GRfim/tVf4IvL+YZ4CkD5HmZowErgM+J2lw0c3/kU7afh9piOAXQBvwUdIHY5ckbQM8QPrwPJk0Z2T7Oo/heuBTktYq2jiYNFfk73WO6+7x7QGcHhHnkXqF3gcMKXoM2klDVJVk5U5g1Tr3BUAPj38OWF/S2sXQ0acqV0i6ANg3Ii4CvkKaN7MxKampJFt3A5tKem9xzBjgEWC9nsRoZn3n5MOsByLiSeBh4JGIeKHmuodI8yAuknQf8N/AXhHxCjCJ9C3/b8BU4K+dNH8WML4YUpkO/APYUFKX/58RcR9wCdAmqQ34LPCNOo/hD6Qk5WZJD5I+2D8cEQvrHNfd4zsBOFXS/cBVpKGbTYpD9wM+WRwzlTSJ9unu7qtGt8cXcZ1NStjuBh6tOva/gf2LY/9MGoa5DXgImCvpL8As4OPAD4vbnUea//FYL2I0sz4Y1NHRUf9WZmZmZg3ing8zMzNrKicfZmZm1lROPszMzKypWm6pbXt7+3DSqoCZpIqGZmZmjTCEVDvmnrFjx76eO5gya7nkg5R43J47CDMzW269h66L9hmtmXzMBPj6xqsza1i3pRR67LyHZzFx815tblrX94Yc29D21n/gCJ54x+kNbfMkvt3Q9s56YA5fesfIhrX35P9t3LC2Kqa+8QB7DntH4xoc3tjVZlNffpA9V96yoW0yvrb+17KZOvUB9tyzgc8hpAW/DTR12wfY897Gxvjo+zdsaHsPPDeVd6y1Z8Pae9+bpzasLYDTHoCvN/jP/PezGtvg1J0fYM87Gtfm2sPf4Jzt/w+KzxnrWismHwsAZg0bwjPDG/fwG9kWwPwhsxvaHsD84Y1t87l+mDL03PDGtTlz8PCGtdVv7Q5p/FL3mUMa/LhnNjb5AJg5s8Ex9kMH98zXGxvj8KGN/zxqZJuzhjf679zR8DZnzm38/3R/tImH9OvyhFMzMzNrKicfZmZm1lROPszMzKypnHyYmZlZUzn5MDMzs6Zy8mFmZmZN5eTDzMzMmsrJh5mZmTWVkw8zMzNrKicfZmZm1lROPszMzKypnHyYmZlZUzn5MDMzs6Zy8mFmZmZN5eTDzMzMmmpovRtIWgU4GdgFmA+8CBwZEdMljQcmRcT43typpFWBcyNi715HvLiN/YBjgRWA0yPiZ31ty8zMzJqn254PSYOBa4EXgDERMQY4AbhO0puW4X5XB7bt68GS1gO+B+wMjAEOkbTFMsRjZmZmTVKv52NXYH3g+IhYCBARt0g6GBhSfUNJ00i9INMkbQBMi4gNih6Ko4EFwKPAAcBPgHUlXRERe0s6EDiClAy1A4dGxFxJzwFtwGhg+4iYV9zdBODmiHihuO//BfYhJUZmZmZWYvWSj22BGZXEoyIirgXoYW/DicCOEfGspB8CmwFfJSUne0vaEvgC8K4i4TgZOKo4bk3glIiYVtPmusDMqvMzgR16EMsi5z08qzc3r+vGGU83tD2Y1OD2YKP2xrZ5Ga82tD2Ay9ob2WZ7A9tarG1uA9ud27imKtpmT29wg41tDqCtrX/+No3UtmNjY2yf2fgnspFtnjezo2FtLWqzvcFtTmj866atH9q0+uolHwtZ9rfHqcCdkq4ALouIGUXPSMWuwKbA3ZIAhgHV755/7qTNwUD1q3pQEWuPTdx8TZ4ZXnfKS4/cOONp3j9mnYa0VXHWkC81tL2N2ifxz7GTGtrmN/lhQ9u7rP1VPj52xYa19/iDmzWsrYq2ue2MGzG2cQ2OaOybc9vs6YxbbbuGtskmgxraXFtbO+PGNfA5BDizsc217djOuLsbG2PH3o19HttntjF29LiGtbfFuo39ED6vvYOJYxv7mB8+pbGv7bYJ7Yy7qXF/59EjXmfqzg80rL3lWb3VLm3AdpKWeAVJOknSrjW37SAlAZAmgQIQEV8DPk6aqHq+pANqjhsCXBIRlTklOwCHVR0/p5O4/k0aiqlYB3iqzmMxMzOzEqiXfNwOPAscL2kIgKQ9gIOBh2puOwvYsjj90eK2QyU9AsyKiJOB35KGcuazuNdlGrC3pLWLJOcXpPkf3bkJ2F3SWpJGkZKb6+scY2ZmZiXQbfIRER3AXsDGwAOS7geOAT4UEc/U3PwHwFckTQdGFsfPB44D/iCpDdgROAV4BnhC0i0RcR8wGbgZeJDUE/L9OnE9CXwXuAWYAVwQEX/p6YM2MzOzfOpOeoiIWcDELq6bBowvTt8DVE9APaG4/ELgwk4Of1dVO1OAKZ203+WAYURcAFxQL34zMzMrF1c4NTMzs6Zy8mFmZmZN5eTDzMzMmsrJh5mZmTWVkw8zMzNrKicfZmZm1lROPszMzKypnHyYmZlZUzn5MDMzs6Zy8mFmZmZN5eTDzMzMmsrJh5mZmTWVkw8zMzNrqrq72i6vZv9qHV6YO7wxjU14mhdOXa8xbRU+ef3UhrbXdmo7n9y1sW3ucMutDW0PVuLNPNOw1h5ns4a11co6Duhyc+k+aaet4W0OoqOh7fWHQesd39D22toa2+bm5X8KrUHa29vXAFapuuilsWPHvtDMGNzzYWZm1iLa29vXeOM//3keeLTq5+9FQtI0LdvzYWZm1oJWGbbqqrR97nO8/uyzDF97bcadc87qpJ6QpvV+OPkwMzNrMUOffZaFM2dmSwKcfJiZmbWY1YD55EsCnHyYmZm1mJWAheSb+Onkw8zMrMWsDHQAjV131nNOPszMzFrMiqTEo4M0/NJsTj7MzMxazErAEGABMDvD/bvOh5mZWYtZaSisMjT9zsE9H2ZmZi1mpZEwbEV4Y2Se+3fyYWZm1mKGrgwrzIWFK+e5fw+7mJmZtZpRpFmno/LcvZMPMzOzVuPkw8zMzJpqJCn58JwPMzMza4pRwBtk6/lw8mFmZtZqRgLzcM+HmZmZNckoUoWxsvZ8SFoFOBnYhVSF9UXgyIiYLmk8MCkixvfmTiWtCpwbEXv3OuKlY/sT8OGIeGxZ2jIzM2sZK5Nmfa6Y5+67nXAqaTBwLfACMCYixgAnANdJetMy3O/qwLbLcDyS3gncAbx9WdoxMzNrOZlXu9Tr+dgVWB84PiIWAkTELZIOJpWFX0TSNFIvyDRJGwDTImIDSfsBR5M6eB4FDgB+Aqwr6YqI2FvSgcARpGSoHTg0IuZKeg5oA0YD20fEvKq7/AJwKHBenx+9mZlZKxpF+sQdkefu6y213RaYUUk8KiLi2oh4tof3cSLw/ogYS0o+NgO+CjxVJB5bkhKJdxU9K88CRxXHrgmcEhFjahIPIuLzEXF7D2MwMzOzipL3fCwE5i7jfUwF7pR0BXBZRMwoekYqdgU2Be6WBDAMmF51/Z+X8f47D2rnBxraXtuE9oa2x4TGNgfQdmqDY2xfqbHtAT9vaJsNfryFtrkNbHdZ/7s60TZ7ev0b9UL7EW0Nba8/2mzrh791244NbrNtz8a2B7Q1ss32jsa1VTiv0W02+n2WfnjvHihGkTKAYXnuvl7y0QZ8RdKgiFj0KpJ0EvAHoPqV1QEMKk6vULkwIr4m6Rzg/wHnS5pEmqtRMQS4JCK+WrS9UnVcETGntw+qJ/a84x3MnDu8IW21TWhn3E1jG9LWItc3trm2U9sZd1RjY9zhllsb2t7P21fiK2NfaVh7f3lwl4a1VdE2t51xIxr4PI5o7Jtz2+zpjFttu4a22TGpsbUI249oY+zp4xra5qAdG/w87tjOuLsb/D992KSGNtfWtifjxk1tWHubd+zVsLYgJR4Txw6qf8NeePiUxr62G/3ePXrE6w3/YttvRpI+qfuw5rURiz3qvavcThoGOV7SkOJO9wAOBh6que0sYMvi9EeL2w6V9AgwKyJOBn5LGsqZz+KHPA3YW9LakgYBvyDN/zAzM7P+0Mdhl0Yt9ug2+Sh6O/YCNgYekHQ/cAzwoYh4pubmPyD1kkynKFsSEfOB44A/SGoDdgROAZ4BnpB0S0TcB0wGbgYeJPWEfH9ZHpSZmZl1o6a8+lVXXfUWSRvU/KzWyZGVxR5PLcvd1+1wiYhZwMQurpsGjC9O3wNsUXX1CcXlFwIXdnL4u6ramQJM6aT9un12EbFBvduYmZlZlVWWPHvTTTd1toBjMjCp+oKI+DxAMUezz7yxnJmZWaup6fmYMGHCe4ANa35O76+7d3l1MzOzVjOKNMlhATAH9tprr39Pnjz5sWbdvZMPMzOzFtMxEjpWgI559W/bH5x8mJmZtZg5owazYNhg3ngjz+wLJx9mZmYt5vVhI1kwfBTzK5M+emlZF3s4+TAzM2sxcxjBEEaxINPmLk4+zMzMWswrrMRg5rCQxm+T0RNOPszMzFrMXEaQ1tmOyFJzw8mHmZlZi5nLCDoYxSBGZNnY1smHmZlZi5nDSBYyisGMdPJhZmZm/W8OI1jASIZ4wqmZmZk1w+uMZB5vsEIfl9ouKycfZmZmLWYOI3iDeQxzz4eZmZk1wyusxOvAcC+1bbKtgYUNbG9cA9sCjv/WoMY2SBvHT2tsmz/n8Ya2B8/xKBs2uE1bVoPO72hoe21HtDe8TXZsbHP9oePJyQ1tr33mng1tcwv2alhbVn5zGcEcFtDhng8zMzNrhpR8dDDIyYeZmZk1wxxG8hqDnHyYmZlZc8xhBK8xiMEMz3L/Tj7MzMxazFxGMochDGVYlvt38mFmZtZi5jKS1xjKCqyQ5f6dfJiZmbWYV1iRl1nAEIZkuX8nH2ZmZi1mLiN4jYWZ9rR18mFmZtZy0pyPDubS6JpSPePkw8zMrMVUVruMogPoedE/SfsBxwIrAKdHxM/6cv95+lvMzMwsm5R8jGROL+p8SFoP+B6wMzAGOETSFn25f/d8mJmZtZjKUtu5LADmcNVVV71lv/32q73Z7IiYXXV+AnBzRLwAIOl/gX2AE3p7/+75MDMzazFz54zktddGMXfOSABuuumm24FHa36OqDlsXWBm1fmZwFv6cv9OPszMzFrMqy+tyCuzV+bVl1YEYMKECe8BNqz5Ob3msMEsOUFkEH3cotXDLmZmZq3mtWEwePii1GGvvfb69+TJkx+rc9S/gfdUnV8HeKovd+/kw8zMrNW8Suq36PlCF4CbgEmS1ipa+DhwSF/u3sMuZmZmreY14JXidw9FxJPAd4FbgBnABRHxl77cvXs+zMzMWs2rpCGXwcConh8WERcAFyzr3ddNPiStApwM7ALMB14EjoyI6ZLGA5MiYnxv7lTSqsC5EbF3ryNe3MbxwCeLs9dExNF9bcvMzKylvEr6RB8KrNX8u+922EXSYOBa4AVgTESMIa3nvU7Sm5bhflcHtu3rwZImAO8v2hgDjJXU50TGzMyspbxGSkB6MezSSPV6PnYF1geOj4iFABFxi6SDYcmt8CRNI/WCTJO0ATAtIjYoSrEeDSwgrRs+APgJsK6kKyJib0kHktYTDwbagUMjYq6k54A2YDSwfUTMK+5uJqn35Y3ivh8u4jQzM7N6XgJeB4bnuft6yce2wIxK4lEREdcC9LCs6onAjhHxrKQfApsBXyUlJ3tL2hL4AvCuIuE4GTiqOG5N4JSImFZz/w9WTkvalDT88u4exLLI1FUe6M3N62pbrb2h7dHW1tj2gD0b3Oae7c81tD2A6xraZuPjA2ib28C/9dzGNVXRNnt6gxtsbHMAbW0N/n/pB207NjbG9pmNfyIb2eZ5M3u37KFHbbY3uM0JjX/dtPVDmwPCa8AcUrdABvWSj4Us+9vjVOBOSVcAl0XEjKJnpGJXYFPgbkkAw4Dqd88/d9VwkbhcA3wzIh7pTVB7vvQOZi5sTMrXtlo742aPbUhbFcdPaOxOg3u2tTF13LiGtvnzjscb2t517c/xwbGNG3x87sHGd4a1zW1n3IgG/q1HNPbNuW32dMattl1D22STxr4W29raGTeusf8vnNnY5tp2bGfc3Y2NsWPvxj6P7TPbGDu6cf/TW6zb2A/h89o7mDi2sY/54VMa+9pum9DOuJsa93cePeJ1pu7c2C+2/eZVFk86zaDeUts2YDtJS7yCJJ0kadea23bAor15V6hcGBFfI60FfhE4X9IBNccNAS6JiMqckh2Aw6qOn9NZYJLeDfwR+FZE/E+dx2FmZmYVmed81Es+bgeeBY6XNARA0h7AwcBDNbedBWxZnP5ocduhkh4BZkXEycBvSUM5lTm2ANOAvSWtXSQ5v2DpevJLkPRW4Epgv4i4qM5jMDMzs2qvkup8vJrn7rtNPiKiA9gL2Bh4QNL9wDHAhyLimZqb/wD4iqTpwMji+PnAccAfJLUBOwKnAM8AT0i6JSLuAyYDNwMPknpCvl8n7qOAEcCPJc0ofr7U0wdtZmbW0vpQZKyR6tb5iIhZwMQurpsGjC9O3wNUT0A9obj8QuDCTg5/V1U7U4ApnbTf6YBhMZTztXqxm5mZWSdeBV4mW6lRVzg1MzNrNZU5HyVdamtmZmbLm5eA2bjnw8zMzJqkMuF0ZJ679662ZmZmrSbzhFMnH2ZmZq2mMuG0jEttzczMbDk0v+onA8/5MDMzaznzSf0PebIPJx9mZmYt5xXSTijz6t2wXzj5MDMzazmzST0feXaWc/JhZmbWcl4h7QXb2J21Jf03sCAiJnV3OycfZmZmLecVFm9Gv9IytyZpVeDHwKdJe711y8mHmZlZy3kVWEDay3Ulrrrqqrfst99+tTeaHRGze9jgR4BHgB/15MZeamtmZtZyXiHVWH8FgJtuuul24NGanyN62lpE/DYivk/KaOpyz4eZmVnLeRl4AxgGwIQJE95z0UUX/bvmRrNrj5L0CeC0mov/FhETenPvrZt8/JHGVXY7ALi6QW0VJnNGQ9vbsx/a3I37G9oejGarBrZ5M+s3rC0zs+XJ2mvPB+ax9tppAGSvvfb69+TJkx+rd1xEXApcuqz337rJh5mZWet5CXjxnHPGrV512YvF5U3jOR9mZmYtYuzYsS8AmwAbVv1sUlzeNO75MDMzayFFotEvyUa9+h4V7vkwMzOzpnLyYWZmZk3l5MPMzMyaysmHmZmZNZWTDzMzM2sqJx9mZmbWVE4+zMzMrKmcfJiZmVlTOfkwMzOzpnLyYWZmZk3l5MPMzMyaysmHmZmZNZWTDzMzM2sqJx9mZmbWVEPr3UDSKsDJwC7AfOBF4MiImC5pPDApIsb35k4lrQqcGxF79zrixW2cAOwDdADnRMSP+9qWmZmZNU+3PR+SBgPXAi8AYyJiDHACcJ2kNy3D/a4ObNvXgyXtAuwGbA2MAw6XpGWIx8zMzJqkXs/HrsD6wPERsRAgIm6RdDAwpPqGkqaRekGmSdoAmBYRG0jaDzgaWAA8ChwA/ARYV9IVEbG3pAOBI0jJUDtwaETMlfQc0AaMBraPiHlFDLdK2jUi5ktar3gcry7rk2FmZmb9b1BHR0eXV0o6CnhvROzVxfXjKYZdukk+/gnsGBHPSvoh8DtgdtX1WwJnAe8rEo6TgVcj4kRJHcCuETGti/ufDBwFXAocHBFdP5hCe3v7BqQkyMzMrD9sOHbs2MdyB1Fm9Xo+FgJzl/E+pgJ3SroCuCwiZhTJScWuwKbA3cXIyTBgetX1f+6q4Yg4XtIpxX18AfhlT4Pa84p3MPPV4T1+EN1pO6CdceePbUhbi5z+k4Y219b2bsaNu7Ohbe7WsVFD2/tB+2iOHjuzYe3d/OCHG9ZWRdvcdsaNaODfekTdfLlX2mZPZ9xq2zW0TTYZ1NDm2traGTeuwf8vZza2ubYd2xl3d2Nj7Ni7sc9j+8w2xo4e17D2tli3vWFtAZzX3sHEsY19zA+f0tjXdtuEdsbd1Li/8+gRrzN15wca1t7yrN5qlzZgO0lLvIIknSRp15rbdgCV261QuTAivgZ8nDRR9XxJB9QcNwS4JCIqc0p2AA6rOn5ObVCSNpM0prj+NeBy0vwPMzMzK7l6ycftwLPA8ZKGAEjaAzgYeKjmtrOALYvTHy1uO1TSI8CsiDgZ+C1poul8Fve6TAP2lrR2keT8gjT/ozsbAb+SNFzSMOAjwB11jjEzM7MS6Db5KOZQ7AVsDDwg6X7gGOBDEfFMzc1/AHxF0nRgZHH8fOA44A+S2oAdgVOAZ4AnJN0SEfcBk4GbgQdJPSHfrxPXtcA1wL2kCap/ioiLevyozczMLJu6dT4iYhYwsYvrpgHji9P3AFtUXX1CcfmFwIWdHP6uqnamAFM6ab/LAcOImARM6j56MzMzKxtXODUzM7OmcvJhZmZmTeXkw8zMzJrKyYeZmZk1lZMPMzMzayonH2ZmZtZUTj7MzMysqZx8mJmZWVM5+TAzM7OmcvJhZmZmTeXkw8zMzJrKyYeZmZk1lZMPMzMza6q6u9ouh4YArD3qjYY2OnrF1xvaHqOHN7Y9YHSD21z99SENba/RbY5e2OC/SX+0u6CjcW0VRi9o9Guxy82l+97k6AbH2Ph/F0YPb2yMr88f3dD2Gt3mmq83/rXY6DZHj2j8/3Qj21x7+KLPlca/OS5nBnV0NP4FV2bt7e07A7fnjsPMzJZb7xk7duwduYMos1bs+bgHeA8wE1iQORYzM1t+DAFGkz5nrBst1/NhZmZmeXnCqZmZmTWVkw8zMzNrKicfZmZm1lROPszMzKypnHyYmZlZUzn5MDMzs6Zy8mFmZmZN5eTDzMzMmsrJh5mZmTWVkw/LRtLqnVz2thyxmJlZ87Ti3i4NUXxIHgasASza9jMiPpstqCqS1gIOAFYixTcE2DAiDswaGCDpraSYrpX0QRY/f0OBa4HNcsVWS9JuwMyIeLg4fzjwcETclDeyRNJ7u7s+Im5rViydkbQQqN7DYVD1+YjIvvunpPW7uz4inmhWLF2R9OWI+EVxesuIeLDqutMj4ohswVWRdENE7JE7ju5I+iZwXkQ8nTuWVubko+8uIe2OeztLvrmWxcXAv4AdgSuBD1OezY4mA7sC6wLVH47zgauzRNQJSfsCJwKfqrr4WeBsSUdHxGV5IlvC5E4u6wB2Kk6PbGIsS4mIJXpXJQ0GjgG+DnwnS1BLu5X0nA2quqyDtEHYMMqxPfoXgF8Up88Dtqu6rtsEtMlGSXprRPwrdyDdGAVMk/QP4FzgyoiYlzek1uPko+9WiIijcgfRjXUjYjdJpwKXAz8Abs4cE7C4d0jSMRFxSu54uvFNYHxEPFm5ICIulvRn4H+B7MlHROxafV7SW4ApwAPAZ3LE1BVJm5Pe7F8ExpblAyoiNqw+L2kl4EfAHqQP/TIY1MXpslkTeEzSs8Acip6uiNgob1iLRcRkYLKknYH9itM3A1MiYkbW4FqIk4++u0PSnsANEfFG7mA68WLxO4BtIuLPknLGs4ikQyLil8AIScfVXh8RJ2QIqzODqxOPioh4TFIZvg0vQdJngZOB04EfRMSCvBElkgYB3yL1dnw3In6VOaQuSdod+BXwB2CriHg5c0idKWNPa8UHcgfQE5JWBDYENgIWAi8AZ0j6U0R8O2twLcLJR9/tQ5rzQdWHekcZxrALN0u6FDgKuFHSdqRvImUwUL7FDZK0UkS8Un2hpJVJ3fGlIGk94BzgTcBu1fMBcqvp7dguIv6dN6LOFR9GP6bo7YiIP2QOqVaZE45FIuJxSfsBWwLfA/aJiN9mDmsJks4HdifNLzsxIu4oLh8OzAScfDTBoI6OAfGatj6QtHFE/EPSWNK48EURMTN3XNUkDYuINyRtAgi4LiIW5o4LQNI3SG9Sh0XEo8VlbyGNvbcV3bdZ1fR2nFKW565C0tzi5F108gEaEbs1N6Kl1fR2HFmbbJaBpDeASuK2HlDpkRsEjI6IEVkCqyHp+8BbgLHAO4HfA9Mj4sisgVUp/mcujohXqy6rvA+t44mozeHko48kjQKOJ304DSXNp/iv6hd0TpIui4iP11z2x4jYPVdMtST9F7AFaQLi3cCDwINlmbkPIOkk4GvAG8DrpMlqZwLHluGDvlhNUrHUqpLcPXGSdunu+oi4tVmxdKV4DucBT9H5c5h9vkK9JegR8XizYumOpHtJk2GnR8S2koYC90fEFplDW0TSXRGxU9X5wcB9EbFVxrBajodd+u5M4DXgs6Q3qS8AZwETcwYl6XJgW2BdSf+sumooafVLmXwU2Jn04X5+RBwtqS1vSEuKiO9I+h5p+e9C0jLbuXUOa5ra1STVijfVrLpKLoolwl8irTTJbcP6N8nuqIg4PHcQPVBJhitJ3PCqy7IqJpWOL05XxzQfuCpHTK3MyUffjY2IbarOHybpoWzRLPYZUu2RM4CvVl0+H3gmR0DdGBwRcyR9GDi2+LBcMXdQFV3U0NihMscndw2NrkhaF/h88dNtDYtmkrQacBDwRdIy1ilZA1rsXOBG4MaIaM8cS1fenTuAHrqEtMx/DUlHkL6MXZA1okJliE/SGRHxtdzxtDonH303WNJqETEbFr2xzs8aUTKm+P0joLardmOWrKuR2x8lPUDqQbqN9C14at6QltDdnI4OIPt8hWqS9gC+DHwIuAP4St6IEkk7kuL6ODADWAtYv0QrSU4G3gP8SNLGwJ2k+R83lmU5MDCsqjjfUspQCA0gIk4pXoePkxLf4yOiFLV7JH24iGW6pKWKLZZtYuzyzslH3/0YuEfSVaQ3hD1Jb2K5DZgPzIg4StJPgH9HxEJJh5dpnX1tDY0ykrQ28DnSsN884FJSr1wp/s6SZgCvkGqifDci/i3p0RIlHkTEjaSeDyQNA7YnJSNXSxoeEWWouLspKTnvLPnoIC0Zzaaml3AOVV8iJL23JL2E25OKGI7v5LoOwMlHE3nC6TKQ9A5gF9IeOdMi4q+ZQxoQJE2KiEmSfkPnKyDKUqL+nIj4XHF604h4JHdMtSS9DlxBWulyb3HZP8swSRLSxGdSb9ytpO74m4BHyhJfNaXxtD1I1Xc3B/5G6v34edbASBM5I2Lb3HF0RdItxck3kXpY/wQsAN4F/DUiSjVsJGnbiLhX0qqkZL0UBRhbiXs+eqnSdVfVbVf5Brdt8YIuRfZczI6fAmxA+hZ3AfDZiHgsY1gVlXH1aTmD6IHqEtYX15wvi6NI83wuk3QxcFHecJYUER+X9CZgf6CyDHOYpHERUYrJxZLOJq1ae4Y03HIqcHdZirQNBJVeQknXAh+LiL8X598GnJ0ztlqSTiYtBX4/afXacUXvzKSsgbUYJx+9V+m666xLvkxdd2cDPwROIb2pXkiKLfs+EBFR6ZIdQ1rlUtZJftVKWQwtIn4K/FTSVqSVV38AVpN0FPDriHgha4BARDwP/AT4iaQxpDivk/RYRGyfNbjko8D9pKGhGyo1XUrmjNwB9NDbKolH4QmWnnuW257ANgARMVPSBOBeYFLOoFqNk49eiojji5MX1FZBlPSxDCF1Zc2IuFHSKRHRAfxK0qG5g6rxD1JJ4zWA3wG/K0nPTEVHF6dLpxjy+7rSjp17kXpDjgNWyRlXrWJOz1clHUmKM7uIeHNRAXgP4DfFPJpbSPNAbi7J/JR/drH6CijVyqt2Sf9DWvUyiNTjdXvekJYylLThYqWY3DBK/v+9PHLy0UtKO50OB06o2ZdkKGmXzsuzBLa0OUU1zg4ApU2UXs8b0pIi4kzgzGIW/77AlZJejoj3ZA6tYnTV33h0zd+7THvQLBIR80mvwcuLD9GslPZ1mQTcWhlXLz6cHqtK5LOLiOnAdOBkpY3lPkkqD74p6f89t4EykfzzwOGkGi4dpDk+2efM1DiblCRNJcX4IVLdJmsiJx+9tzJpzf3KLDn0Mh/4bpaIOvcN0vDQxsWKgzVIb6ilUkz4eh9p/HUoxaqDkjiLxcMt1adLo5jo1923ttwfSpNJXdzV4/4nAj+WdFxZEjilPWjeXfzsRPpWfB1pTk12A2HlFUBRovxXLO75AFiXNPxSChFxmqTbSYsF5gEHVCZrW/N4tUsfSdo9Iv6YO47uSFoBeDswBPhblGz33WKZ8nak1RrnR8SfM4c04JS9fLmk+4HtI+L1mstXIk3qfEeeyJaI5XngWdIWCTcDt5Rhrky1zupSVCvRRPfvkHYwfp6UFJepRH3tYoEllOU5bBXu+ei7VyX9HliJ9A82hDTZaoOcQXW1fLW4rjTLWAu/Im0kt1RxNkmHRMQvM8RUHUOXzyWUY0lwZ8lFsbrkhWKuT24LahMPgIh4RdK8HAF1YquIeAoWFQssw/NWq7rnY0+WLMZXponunwM2jojncgfSie4WC0B5nsOW4OSj735NWk3yGdJM/o+Rxoxzm1b8/jBpaOh80pDQvsB/MsXUqapVL535EpA1+aD8S4GRtBZpl90zSVVi/5c0cfJpSXtGRO6S/6+q2F25+kKlXYxLsedHRDwlaX/S3JSNINVKIVXnLEtp8IMrp4uaHwd3d/uMngBK1WtUUZljVOLnrqU4+ei71yPiN5I2AF4EDgSyFxmLiP8BkPQVYKcodl6VdAlp59iBIvv8ispzWU3S0M56ajL6KdBW/HyCNIw1GtiStDzzfflCA1LV3xslnUhazjgXGEfaEboUc6QkfQI4lrQX0m3ACqS5Hz+S9EZE/G/O+DpRxp6ZikeAO4q5SIs2YCzL3B5YtA3BiaR5cIveZ8owNNRKnHz03dxiiWgAO0bEzZKybl9eY1XSP9es4vybSUNEA0X2N1hJI0gTJa+MiCuKiy+X9CJwSGfDCRlsERGfApD0QeCSiHgJuEtpg7msIuIaSQtIK8F+QurtuAc4LCJuyBrcYkcCH6qp73GNpL+R6uOULfkosyeLHyjBF4gu/JQ0If8BSvA+06qcfPTdj0hVLz8G/KXoti1FxcbC94D7Jd1JKv++I2kJnPXcqcCrpMJdFfuT/vY/AMqwM2b1m+dupKWOFaOaHEunIuJ64PrccXRjRGeFxSLiH0UCml1NjY+VJL2HJb+1l6LOR0RMlrQiqcT6A8DIiHg1c1i1ZpVls7tW5uSj7+YA74+IDknjSKtK7ssc0yIRcZ6km0h7K3QAX46IZ2GJ3R2te+8FxlSGrgAi4uWiWNuMbFEt6fGi9syo4mcagKQDgAczxkURx3HdXV+S7vhRkkZFxGvVFxYfomV5j6yu8/EkUP28labOh6TdSHO1hpCWLD8gab9i876yuF3Sj0kJcfXQUCkSuFZRln+sgegHEXENQJHZl26deETMJJWMrnUCadZ36UgaUuypMTt3LKSVGktNioyIeZLKsmz5UNLQ0JuB/Yo6Cz8mVQ/9YNbIkrJ2vVe7BJgi6bMRMRcW1Z85h1R5twwOiojS1MroxsnAzqRVbE8XPTYXUq76PTsUv6s36itNAtcqnHz03T8k/Rr4M6kXBBgwa8VL8YEg6SLgixHxn+L81sC5wHZRji3hn+9sA7Sip2tOF8c0VUT8i1Shsdp/k4pjbdL8iJYUEV1W5iwma5fBJNImjM9Iepj0vvh20kqxkzLGVe0uSa+QPsT/QCr7/kqdY3IYXCQdAETEQ5XTZTFQCrYt75x89N3zpA/xHasuK9N6++6UZZLV/cD0YhhjHKlGQCkqShaOBa6SNIW0jHouqVbAl4EDcgbWFUlDSStcvkT6hpd1krGkt5OGDJ4HvlXU91gZ+C/gMEowL6VYvfQZSZNIr8MO4C9FYlcKEbGepI1JO1R/FDhF0nOkROQPEVGWlWz/lvRhoKOomXIoJapuCiBpe9L7zJosOW+mDF94WoYrnLYgSdMjohTbwxeb8f0vaefdsZViT2VR9MYcReqiXUiaVHxaRDyQNbAakjYEDiHtGLsa6Rv7zyJiVnfHNSGuP5F6B0cDjwM3AOcBjwHfjIg/5Ysu6W7DNijnXIDig/0jpJU6iogy7D9DsZ/QGcAE0kT3m4GvFkPApVD0bp1JmhO16AMwdzXgVuOejz6S9Cid9CB4rXjPSTqBVKTtU8DmwG2Svl6n+FhTRcT9pBoui0hasQwVWItY9ga+CIwllak/APhVd8MdTbZmRHxd0jDSm/2+wJERcVHmuKp19lx1kCZMQtoBNauiR2tn4AOkInIjSZu2HUf6gM9O0peBpyPi05L+AqwFjAFWzBrY0uZExM9yB9HqnHz03fiq0ysAe1OO3S97ohRzPoAtSL0dzwEU5ep/w5Klo0tD0jakD/oDSPVdsicfpAnFl5AKyv0dQFIpKocWXoVFG46NAHaPiP/LHNMSaucAKO0GPYW0VPQzOWLqxIvAn0i9hHtHxGN5w1mSpG8DuwNfKS4aTnqP3BP4NmlINStJ6xcn75X0deD3pOrPAAyQCb3LDScffRQRj9dc9ENJbaTKedkVm8odSprBPZ+0Q+eUYr+Pnbo7tlkiYp+iF2FrUnXYR0hzKkqj+MD8FGkOxdbAAuDDJeqi3Ro4mFRV8jHSyoIy/V9X9w7OKlviUUvSZ0krNk4nrWhbkDeiRc4mfbh/FniLpBuBuzpbjZXJgaQNBCuTYBdGxOOSziIl6mVwK4s3u9uNVNG2ooOitL41R5nepAaUmnHiQaRy1tm7Z6tMIcXzK9LY64GkGI+oLCfMrbOaAMB+lGRZnqQzgE8CfyFVRbwKuL9EiQfF3JMjJR1D2s/nM8CbJV1DmvNxbc74gDcVu4gOAtao3VG0LKvDJK1HWlr7JmC3iMheI6VaRBwFIGk0adjlMOB/JP0VuCEizsoZH2lZevXqmxMhTeaV9HKmmJYQERsCSFojanYtLtHKq5bh5KPvqseJO0hlzA/KFEtn3hkRm1XOSJpK+nAvk7LXBPgEabLk5cDVRYGxUs7QLlZsXAlcWWw2dyDp+b1W0joR8XSm0G5h8S6iN7PkjqKlWB1W09txSol6E5YSETMlXUDqJXw36e/8TiB38jFY0soR8TJARFwGi+qllOL5lPRWUhJ8bbEVQWX4eShwLbBZV8da4zn56KMBsFb8UUmbVOYBkIpQPdndARmUvSbAW0k1NA4GzpT0R2BFScMioixFxpZSzKH5UfED6Y01y+qmiPhMjvvtpSnF7+8BJ1a9BgcBHRGRfc8mSXuRko2dScMDd5OSuX1L0kvzO+C3kg4q9hZC0kqk3b/PzxrZYpNJye+6pCGYSvIxn5LOM1ueOfnopWK3xi6//ZZorfgKwH2SbiPNU9gZeErSzVCaOEtdE6AY758KTJW0JjAR2JD0PP46Io7OGmDPZZtgLOmciPhccfqgqNopWNIdEbFzrtgqImJw7hh64DBSsnEE0N5Z70zmHq7vA78g/W88RHqP3AI4LyJ+nCmmWvdExGeLIcqrq5M2SafnC6s1OfnovUnF7y+Qqlz+Dylz/jTlmvPx3zXnf5gliu59kVQT4K3AP4E/kmpVlIKkwaRZ+u8A/hQRpwGnSRpLeVZB9ETOoaLqHpevkf5fKkqxBFPSYRFxZieXrwX8NiKyl6mPiPf34GY5e7gWAIdImszi8uVtZSrURnrP/kVEnCJpOks+V93WerHGc/LRS5XJhpJOjYjqlRl3F6tdSiEibpW0JbAGJdz9EqDY6O7TuePoxi+AbYDbge9IUkScEBHtQHve0Aak2h6YssyfOVzSvIg4u3KBpD1IidJ1+cLqtexL6CPiSVK9mTIa1MXpzs5bP3Py0XcjJb29snRQ0lakoY5SkHQmaXOxf7L4Tb4Umyd1VaCtokSF2t4LbBFp5+Lvk7q9y7AL60DS0cXpMtkVuEnSPNIE2FOA/YGvRMTlWSPrnbI+v2VU+1z5uWsyJx999w1gmqQnSUtZ16Zc3+L3IJVdLsUGaDXGk75pHEdKjs4lDV3tT5pTURZzi7ooRMTzZV3p0gM5v9UNK1YZDK46XYlnWL6wFouIp4pl338Ajgb+DmwTEc/kjcwabKD+/y6XnHz0UUTcWKwN34r0or6/WO5ISUpv/5OSdiVWCrRJ2joiPlt11Y8klWk4o/bNqhRLBrtSvB63BK4H1o+IR4urDs8WVNrYrnqor/p0aT4MilVXu5HmHV3sxGO5tKWkfxan16s6PYi095A1kZOPZVAst+zsw/JL5C+9/QLwULGx16KiYjUf9rkNkrRbRNwMUKy9n1/nmGZ6m6Rfd3W+TM+lpH1Ju/COIhVsu0vSURFxfkTckSuuiNgg1333lKTfsDgRegL4dTHn4w0o19+5jlJ+2SiRt+cOwBZz8tE/yvAmcH3xU2afJ1VpHE3qln+MtJy1LL5Rc740lU07cQzwLuC2iHhW0rakjcey1liorWhaqyQVTqfVnL80RxA9VdIertLrZEsMy8jJR//I1p1ctdb/llwx9FRE3AtsLelNpGJOL9Q7psk+RFq+eP0A6IZfUFRgBRZVwizDMNG5wLOkROgNlkzMS1HhtLr2SNmVtYfLrLecfCx/ppD2+KjeRKn6d1lWklB8O/8OxXLgqg/O7CtyCkcCHwR+LmkN4E7S0ssybehV8aCkw4AVJI0h7S46I2tEyXbAvsD7gPuAi4CbyvT8FUla9ReGQVXnOyKiTO+TpezhMuutQR0dpZnztdyQND0ishT76YmSTIil2BTrbNKeM4teiGXauK1C0lBSldgPkt78n4qIffNGtZikFUnfiCeQhrBuBk6o7LVRBpLGkRKRXYE24KKImJY1qE4UxeWOAb4OfCciptQ5pGkk3RMR20u6NyK2LS77a0RslTs2s94oU0a/PJmdO4A6yjAhFuC1zipLllGxkmkaaXn1hsC380a0lLmkHplvF6Xg9wJeqXNMU0VEG9Am6T2kctwHkFbDlIakzUlDRS8CY0tWoRPK28Nl1itOPnpJ0nHdXV9UwCzLsEFXyjAhFuAGSYcDN7DkipzS7O9SUXwb3pNUEn534Kq8ES1lCqnHoxLXrqTdTr+YLaKCpEGkgm2fIPUczQB+Sok28ypi/Bapt+O7EfGrzCF15VBSD9cc4BxSD9eRWSMy6wMnH71X+eDeAXgLaWb8fGBv0mqNgaAsY22VlS3Vq0rKNi9lPdJ+M58lxbYysFnVCoOyGFfpeo+IWcBESfdnjglJvwA+ANwLXAIcHRGv5Y1qSTW9HdtFxL/zRtSt0vdwmfWEk49eiojJAJLuBHaqvJEWuyKWfoVJmUREmaqZLkXS70l7u/we+BTwJ+CfJUw8AAZLGh0RMwEkrU05iqJ9EXge2Lb4OamYWFzZrr4Miea9xe+7SNvCL3FlyXoyS9vDZdYbTj76bi2W7EFYgbRqw+qQNCkiJtUU8FqkREWd1gP+TfrwnFXs8VKWXqNa3wPulVRZbvlO0vbruZU6wSx8gPL0BtZTyh4us95y8tF3vyJNnruW9C1uT9L28KUlaVhRlXV25lAqVWFLt6qlWkSMKzYMPBi4TdJTwKpVtVRKIyIukDSNVPthHnB4pRckp84KO0kaTlr18iXSyqGsyrjiphtl7eEy6xUvtV0Gkr5LqlNxCjA7In6SOaRFJN0VETtVnR8M3DdQluSVbblysdR2T+AzpJoV10TEJ7IGVUXSWixePTIIGAJsGBHdVhhtJkmbkYYHDiSV/z+jDKudOqnz0UGa/3ETcGiZit9J2g/4MbBED1dEXJYvKrPec89HHxVbrL+FtBfEGcCVkt4WEVlnnku6mbRrbPWb6iDSpNiyrdDoTvYVOZIGV4phFUttrwCukPRm0g68ZXIx8C9gR+BKUqG5e3IGBCBpBWAfUi/HNsDVpEqnb6/sGJxbRAyuvaz4G38B+Bkl2q26rD1cZr211D+d9dgepNUacyPiP6Rvwx/MG1KaHFe8mf40IgZHxJDi97CI2Cd3fL1Qhg+m3xVLMGttwdL7vuS2bkQcRFq+ejlpaeu2eUMC4Engk8DpwDoRcQAwpyyJR1ci4pmIOBHYOncs1Yoern1Jr8ExwJckZS9Rb9ZbTj76rjLOWnkTHU65xl5PkDQBQNK3JV0qqQwrCwaSEcCifT8kDZF0EnAZqdZCmbxY/A5gm4h4PmcwVc4DxpI2PTuo2MdnIHkjdwA1LiYlHQcAK5J6lcr0vmPWI04++u4S0hvBGpKOAG4DLsga0ZIuAMYUCcgnSEMu5+QNacD5BDBK0q8lbUza2+VdwLYRcW7WyJZ2s6RLgRuBIyWdRSpElVUxDLkhqefjA6RhyjdL2kfSkJyx1SPpY6SVTmVS1h4us17xnI8+iohTJO0BPA6sDxwfEVdnDqva6hFxqqSfAudGxHmSvpY7qF7IPucjIuYXu4heADwE/Bfww5IOGZwGrBoRj0v6NLALcELmmACIiAWk5PeqYthgIum5PIO0nDkrSY+y9DDfqsAjpB6GMqnt4fpzbV0Ss4HAyccyiIgbSKXBy2iwpLHAR4Fdin0gSvX3lnRQ7Xbmkg6NiJ8BJ2cKawkRsaD4MD+PtHqkjIkHwO0RsTlAREwHpmeOp1MR8RxptcaPi9dnGYyvOb8QeDEiFlUOLdHy6koP11HAjZK2owQ9XGa95aW2yylJu5HmJfw+Is6QdDfw7YjIXoW1GKZahbQC4qyqq1YA9ouIjXPEVavmG/FQ0uqmJ0krh8pSnRMASRcB1wB/oerDqIz75AxEZVn6XZRUXzUi/lEkHrsAF0fEU5lDM+uVUn0TtoaaWF0WOiJ2zBlMjUeAcaShlerhlbmkOhplMT53AL3wzuKnWqn2yRngsg8DFgZED5dZPe75WE5JugfYtbrruGwkbR4RD9dcNjIiStONXHzTnBcR/5G0AfBxYEZE/DFvZD0n6ZCI+GWm++62yFlEDIhloiXq+XAPly0X3POx/FoIPCEpWPJNqkybZG0i6WLSksFKVc5RpH1zsismFP8W2EfS/5GKdt1QnN+oxNuu1/oSkCX5IG18VqtSeOxl0vNrPeceLlsuOPlYfh2dO4AeOI1URfJI0sZoHyUlImUxGdg5Ih6RdDTw14g4QNIqpPLWAyX5yDZkEBEHV58v5imcC1xHSoqsF7rbCTpnD5dZb7nOx3KmeHOH9G2os58ymV1MgL2bNInuGKBMPTMjIuKR4vRuFOXpI+IlBtb/Tva/u6Shkv6bNGRwckTsHRHP5I6rF8oy56M7TuZswHDPx/LnS8AhpG/ttToo14f7HElvBx4Gxhf70gzLHFO1QUV59ZHAzqQeGiStWFxmPSBpW1Kl2L8DY8qcdBTzerYErgfWj4hHi6sOzxZUzw2EBMkMcPKxPBpV/D4/Ispe0fRY4ERS0alvkXY8LVPMVwC/J81FmRERD0ramlS869KskQ0QRW/HEcBJwO+A4ZLWr1xfpomSRUG5Y0n/QzsBd0k6KiLOj4g7uj+6FLL3cJn1lJOP5c94SZ8HjpU0r/bKMq0uiIhbgVuLs9tLWj0iXgSQNCkiJmULDoiISZI+CazD4omRuwMzKEn10ApJQ4pKop2Z3cxYahwAzCL1xn2BJb+dl22i5DGk8vm3RcSzRY/NTcD5ecMyW/44+Vj+fIG0kmBlll5p0EGJVxdUEo/CXsCkTKEsEhGX1Jw/reiaPxH4TpagOveopDtJW9ZfFxEvVK7IucKpzgTJVZsZSw8siIiXK+XKI2KmJG/aZtYPnHwsZyLiOuA6SX/qathlgMyKL9X4taTBwJ6koaHdKSaflshGpHkpHyRtLPcKcHVE/CBvWEuTtANpbtIngZUyh1PtQUmHASsU2xF8hdTLVRol7uEy6xUnH8upOvM9ctZ96KlSjF9LWo80ZPBZUkwrA5tVTUQshWITvAeBNUlzFj5C2pW3FMmHpJWA/YEvkyZ0nk+aV1Emh5LmfMwhzT26mWKScYmUsofLrLcG0nJBa5xS9SqUlaTfA3cCqwGfAt5GWh5cqsQDQNJDwP3Au0nzFLaOiO3zRpVWukg6G/gXqTrsmcBTEXFwRPw1b3RLmQvcVTxve5BWYZWtQvBGwNnA1sBNkm4ratCYDShOPlpTKXoVBoD1gH8DzwOzih1ty/rcnU6avDse2Bf4pKRNcwZUaCdtT79NRLw/IqYAXQ0b5DaFlCBV7MqSGx9mFxHzgQdJ1XbvBDYg9XCZDShOPqysHsodQESMIw0TrAbcJuleYFVJ62QNrBMR8cuI+BQwllQ99JvA3/JGBaThnxWAGZIulPQRyvu+My4iDgKIiFkRMZGSDQ2VtYfLrLe8sVwLKtEmWauT5iRsTFqhcypwZM2ql1KQNJQ04fQzwPuAayKiNN84JVUmwr6TNEnyWlKM/84ZV4WkN5GW3X4G2Io0dPDziHgwZ1zVijkzEyJiZnF+beDGiBiTNbAqkg4hFQoUaVhoGnBLVSVeswHBE05b0+zcARR+BdwI7EAaW59Jmoj4/3IG1Zmiu/sK4ApJbyZNniyTLUnDBhMj4vXcwdSKiOeBM4AzivoZnwVuAdbOGtiSvgfcK6lSUOydpAJppVGsUvtlsfpqf+A44BekQnhmA4Z7PpYzko7r7vqIKE1xLEntETFW0r0RsW1x2X0RsU3u2OqR9FJErJI7jgpJw4GjgLeTSoEfAXw/It7IGRek5aHA8Ih4rTi/OanUOhGxVCG8nCStSxpqmQfcU+kFKYuy93CZ9VRZx16t7wYVP+8kTZ5bCLxB6k3YMmNcnZlfFJrqACgmSA6Uok5lWzF0JmlH4LHAfGAT4NdZIwIkbUiae/KBqou/QZo0uW6WoLogaS3SZN0tgDHAlySVrShfpYfr7RHxkYg424mHDUROPpYzETE5IiaTJknuFBEnRsT3gV2A9bs9uPmOJ41Zv03SlaRt6o/NGVAvlK3LcGxEfAeYV/QwHET6AM3tDOD4iLi8ckFEfAE4ubiuTC4mPWcHkBK5fShfMvxNYHvS0Msqko6TVKbNGM16xHM+ll9rseQH5ArAGpli6VREXC+pjdRLMwT4Ypl2PK3eAK1GpXepTDqKD6HK33xNypEgvTUiLqi9MCJ+I+nrOQLqxroRsZukU4HLSZOhb84cU60zgedYuofrgJxBmfWWk4/l16+ANknXkj4o96Rk3zQ7mZ+yjaQ5wMMRcU2OmGrcSvoA7yzRmNXkWOo5g7T0ch1JpwN7A5OzRpSs0M11ZUvgKqusglSX5M+VfV5KZGxEbCfpgxHxmqSDgLIVazOry8nHcioiflh8E/4OcArws4j4eeawam0CbApcWJz/OPASsLOkXSIia+XGOpuivb2ZsfTAhaShttVIH6I/In0zzu1eSZ+rLfcv6WDgH5li6srNki4lTdy9UdJ2pFLrZVLWHi6zXnHysZyS9H3gLcATpG/FV0p6W0SUaa8KAe+tLA2VdBZwa0TsJOk+oFRlo4taHx8j7Y2zA+XaFO13pPLvD7P4w6gMuxh/E7i1+IY+nVTCfHtSrBNyBtaJ04BVI+JxSZ8mzZMqzeqwQll7uMx6xcnH8msPYDtgekT8R9L7SJURy5R8rE56DVbqUgwnbdwGJZoMXazY+CJwMKln4STSjqxlsnVEbJY7iFoR8XRR1+PTpMmcI4FzgUsjYm7G0Dpze0RsDhAR00nJUtmUtYfLrFecfCy/KrP0K9+Ch1O+mftnkualXE2acPpB4CeSjiAlSllJ2puUdIwlFRg7APhVsZqobB6WNLpsdSkAitU33e2yXBb3SZoI/IWq4ZaIeCJfSEspaw+XWa84+Vh+XUJaOrhG8WE+EVhq1UFmvyR9g+sgVV39BTAaOA8ow/yUy0jP404R8XcASWVL4CpGASHpAdLQBpB/m3VJj9L5nIRBQEdEbNTkkLrzzuKnWgdpJ9myKGUPl1lvOflYTkXEKZL2AB4n1fc4PiKuzhxWrQtIQy+bALeTdhG9o0T7VGxNGmq5Q9JjpC7vsv7PnJQ7gC6Mzx1AT9WZYHxIUdo8t9L2cJn1hsurWzaS/k5a7XIGqVbBS8DFZduls5ho+mHSpmgfJE34+1lEXJszroFC0krA69Wl1Ity8N+IiJPzRdZzJdqM8QZS+fdS9XCZ9VZpJvVZS3o2IjpI5be3joh/AqWr1hgR8yPiyoj4KGkF0c2kCp1IWidnbGVX7EXyAvCMpLHFZfsA/0f5NufrTllqkpxEqtnzbdIql8qP2YBS1i5kaw0PSPopaa7H74pNvcryJt+piHiOtMLgR8VF15JWFVnnjiYtrd0QOEbSbGAvUmn9KRnj6q1SdBFHxK25YzBrBCcfltOXgXdFxEOSjift1rlf5ph6q9TJUgm8GhH3kVaS/Ar4I2lTtJcyx2VmGTn5sGwiYgFpoikRcRVwVd6I+qQU34hLbEHV6ReBidVzP8ysNXnOh5n1p+rk7JUyJx6ShnRz9exmxWHWCrzaxWwZlGUVRFlJehm4pzi7fdVpoFyrNCQ9AdwJXA1cFxEvZA7JbLnlYRezZeM5H937cO4AemEjYGfScuojJb0CXB0RP8gbltnyx8mHWQ9I2gDYErgeWD8iHi2uOjxbUAPDahHx+9xB9EREzJf0IGmn2FHAR4BPAE4+zBrMcz7M6pC0LzAV+AnwJuAuSQcARMQdOWMbAI6vnJB0Yc5A6pH0EGlPoXeTCsltXbaCd2bLCycfZvUdA7wLeCkingW2JRV5svqqh6XKvifJ6cCtpJLw+wKflLRpzoDMlldOPszqWxARL1fOFPtqlHWDubLp6OJ06UTELyPiU6RdjK8DvkmqvmtmDeY5H2b1PSjpMGAFSWOArwAzskY0cAyT9FbSF53K6UW9IWXarr4oBb87aWfbGcCpwDU5YzJbXjn5MKvvUOBYYA5wDmlvlyOzRjRwrEQayqgkHLdVXVe27eq3JJV8nxgRr+cOxmx55uTDrL65wF0R8W1Ja5L2Jnklc0wDQkRs0NV1klZtYig98U3gKGB/SYcDRwDfj4g3skZlthzynA+z+qYAH686vytwVqZYBjxJO0j6NfBk7lhqnAmsSJrzMR/YBPh11ojMllNOPszqGxcRBwFExKyImAjslDmmAUXSSpK+KGkGqYroIMr3HI6NiO8A8yLiNeAgYEzekMyWTx52MatvsKTRxSoXJK2NV7v0iKRtgS8BnySVVj8T+K+IODhrYJ3rkDSMxaty1qTkK3TMBionH2b1fQ+4V1KloNg7SfMBrL524BJgm8rKFknfyRtSl84gFRdbR9LpwN7A5KwRmS2nnHyY1RERF0iaRhommAccXukFsbo+AnwGmCHpBuAiyjvceyGwWvHzIvAj0twPM2sw72prVoektYADSMtGBwFDgA0j4sCsgQ0gkt5Eeg4/A2wFnA38PCIezBlXNUmXAG8DHmbxcEtHRHw2X1Rmyyf3fJjVdzHwL2BH4ErSTq33dHeALSkinicNa5xRzAP5LHALsHbWwJa0dUSUvQS82XKhrN2fZmWybrHaZSpwOfBe0v4u1gcRcW9EHA6slzuWGg9LGp07CLNW4J4Ps/peLH4HaeLknyXljGe5EBHzcsdQYxQQkh4gFZYDICJ2yxeS2fLJyYdZfTdLupRU/fJGSduRSq3bMpC0QUQ8ljuOKiflDsCsVTj5MKvvNGDViHhc0qeBXYATMsc0IEh6O2m56gvAMRHxiqSVgf8CDiP1NpRCRNyaOwazVuHVLmZ1SHo4IjbPHcdAJOlPwJ+B0cDjwA3AecBjwDcj4k/5ojOzXNzzYVbffZImAn+harilTNvBl9iaEfH1onLog8C+wJERcVHmuMwsIycfZvW9s/ipVrbt4MvqVYCIeEPSCGD3iPi/zDGZWWZOPszqiIgNu7pO0iER8ctmxjPAVI/rznLiYWbg5MNsWX0JcPLRtTdJOpBUGXaN4vQiEfHbPGGZWU5OPsyWzaDcAZTczcCunZyG1Cvi5MOsBTn5MFs2Xi7WjYg4OHcMZlY+Tj7MrF9Jei+prsf2pGStDTghIm7PGpiZZeO9Xcys30jajbRV/eXAu4HdSJvzXSRpfL7IzCwn93yY1SFpSEQs6OLq2c2MZQA6Hvh/ETGj6rJ7Jd1Nqhz73ixRmVlW7vkwq+9RSRdK2l/SGtVXeNOxulapSTwAiIh2YI2lb25mrcDJh1l9GwFnA1sDN0m6TdLRmWMaKFaStFQPa3GZe17NWpSTD7M6ImI+qTT4PcCdwAbAJ3LGNIDcAJxSfYGkIaQhl2uyRGRm2XljObM6JD0ErA5cBEwDbo2I2TljGigkrQhMBdYnrXIZCowjJXMfi4jXM4ZnZpk4+TCrQ9IhpFUaAh4mJSC3RMQjOeMaSCTtwuKltn+OiDsyh2RmGTn5MOshSYOB/YHjgI0iYkjmkMzMBiRP+DKrQ9IXgd1JO9vOAE7F8xXMzPrMyYdZfVsCU4CJnqNgZrbsvNrFrL5vkuYr/FLSKpKOkzQsd1ADgaSPdnH5CElnNzkcMysJJx9m9Z0JrAiMBeYDmwC/zhrRwHGmpA9XXyBpK2A66Xk0sxbk5MOsvrER8R1gXkS8BhwEjMkb0oCxB/AzSR8AkHQ4cBswJSJ2zxqZmWXjOR9m9XUUwyyVpWFrVp22bkTEg0XicY2kx4DVgJ0j4sGsgZlZVu75MKvvDOAmYB1Jp5OKZZ2WNaIBJCIeJvWAbAp814mHmbnnw6y+C0nf2FcDXgR+RJr7YXVIOq7q7DTg0iKBewMgIk7IEJaZZebkw6y+3wFvI1U3rQy3dAC/zRbRwDGo6vTfgR92crmZtRhXODWrQ9LfImKz3HEMZJKGRMSC4vRaEfFc7pjMLB/P+TCr72FJo3MHMRBJepOkW4F9qi4+S9JtktbIFZeZ5eVhF7P6RgEh6QFgbuXCiNgtX0gDxhnA9cClVZftQ9of53TgwAwxmVlmTj7M6jspdwAD2FYRcUD1BRHRAUwukjkza0FOPszqiIhbc8cwgHU3qWxB06Iws1LxnA8z60+PS/pQ7YVF4TFPOjVrUe75MLP+dDRws6Q/kvZzmUvapO9DwAdzBmZm+XiprZn1q2Kl0JeBbYGFpAqxv4yIZ7IGZmbZOPkws6aTtAFwSLFhn5m1GA+7mFlTSBoM7Al8EZgA/D5vRGaWi5MPM+tXktYDDgE+Rxp2WRlQRDyaNTAzy8arXcys30j6PXAnaVO+fUl75Mx24mHW2px8mFl/Wg/4N/A8MKsoMOaJZmYtzhNOzaxfSdoKOBjYH3gKWB/YMiKezhqYmWXj5MPMmkLSUNKE088A7wOuiYhPZA3KzLJw8mFmTSfpzcD+EfHj3LGYWfM5+TCzLCS9FBGr5I7DzJrPE07NLJdBuQMwszycfJhZLu52NWtRLjJmZv1G0vpdXDUI93yYtSwnH2bWn24l9XB0lmjManIsZlYSnnBqZmZmTeWeDzPrV5I2I5VUf1rSMcC7gXbgBxExJ290ZpaDez7MrN9I+ipwFDAfmAYIuBgYD7waEROzBWdm2bjnw8z60xeBzYEVgX8C60TEK5J+BtybNTIzy8ZLbc2sP82LiFcj4lngHxHxCkBELCD1hphZC3LyYWb9aWHV6QXZojCzUvGcDzPrN5JeBu4pzm5fdXoQMNbl1c1ak+d8mFl/+nC9G0haJyKebkYwZlYOTj7MrN9ExK09uNm1wHb9HYuZlYfnfJhZbi6zbtZinHyYWW6eeGbWYpx8mJmZWVM5+TAzM7OmcvJhZrl5zodZi/FqFzNrCkkbAFsC1wPrR8SjxVWHZwvKzLJwkTEz63eS9gWOBUYBOwH3A0dFxPlZAzOzLDzsYmbNcAzwLuClYp+XbYFv5w3JzHJx8mFmzbAgIl6unImImSy574uZtRDP+TCzZnhQ0mHACpLGAF8BZmSNyMyycc+HmTXDocB6wBzgHOA/pATEzFqQkw8za4a5wF0RsT2wB/Aw8ErekMwsFycfZtYMU4CPV53fFTgrUyxmlpnnfJhZM4yLiK0AImIWMFHS/ZljMrNM3PNhZs0wWNLoyhlJa+PVLmYtyz0fZtYM3wPulXRHcf6dwBH5wjGznFzh1MyaQtK6pOqm84B7ilofZtaCnHyYWb+TtBZwALASaSO5IcCGEXFg1sDMLAvP+TCzZrgYGENKQFYE9sFzPsxalpMPM2uGdSPiIGAqcDnwXtL+LmbWgpx8mFkzvFj8DmCbiHg+ZzBmlpdXu5hZM9ws6VLgKOBGSduRSq2bWQtyz4eZNcNpwLci4nHg06QekI/lDcnMcvFqFzPrd5IejojNc8dhZuXgYRcza4b7JE0E/kLVcEtEPJEvJDPLxcmHmTXDO4ufah3ARhliMbPMPOxiZllJOiQifpk7DjNrHk84NbPcvpQ7ADNrLicfZpbboNwBmFlzOfkws9w89mvWYpx8mJmZWVM5+TAzM7OmcvJhZv1O0pBurp7drDjMrBy81NbM+p2kJ4A7gauB6yLihcwhmVlGTj7MrN9JGgrsDHwQeB/wCnB1RPwga2BmloWHXcys30XEfOBB4B5SD8gGwCdyxmRm+bjnw8z6naSHgNWBi4BpwK0RMTtnTGaWj3s+zKwZTgduBcYD+wKflLRpzoDMLB/3fJhZ00gaDOwPHAdsFBHdrYIxs+WUd7U1s34n6YvA7qSdbWcApwLX5IzJzPJx8mFmzbAlMAWYGBGv5w7GzPLysIuZ9TtJw4GjgLcDhwNHAN+PiDdyxmVmeXjCqZk1w5nAisBYYD6wCfDrrBGZWTZOPsysGcZGxHeAeRHxGnAQMCZvSGaWi5MPM2uGDknDgMo475pVp82sxTj5MLNmOB24CVhH0ulAG3BazoDMLB9PODWzppC0BbArMASYFhH3Zw7JzDJx8mFm/a7YWG4PYA1gUOXyiPhttqDMLBvX+TCzZrgAeBvwMIvnenQATj7MWpCTDzNrhq2BzSPCXa1m5gmnZtYUDwPr5A7CzMrBPR9m1gyjgJD0ADC3cmFE7JYvJDPLxcmHmTXDSbkDMLPy8GoXMzMzayrP+TAzM7OmcvJhZmZmTeXkw8zMzJrKyYeZmZk11f8Hlges5Ysp8WUAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# combine cohort, demo\n", + "\n", + "cohort_demo = pd.merge(dizzy_cohort_df[['PtSSN']+dizzy_cohort_sig],dizzy_demo_coded,on='PtSSN')\n", + "X = cohort_demo.iloc[:,1:]\n", + "u = umap_plot_nolabel(X,1,7);\n", + "# analyze the resulting clusters\n", + "clust = cluster_umap_nolabel(u,4,X,'lower left')\n", + "analyze_clusters_nolabel(clust,X,X.columns)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "median statistics of cluster 0\n" + ] + }, + { + "data": { + "text/plain": [ + "ed_duration 3.850000\n", + "ed_first_inp_delta 22.686898\n", + "age_at_index_visit 73.390000\n", + "new_race_ALASKA/PACIFIC 0.000000\n", + "new_race_ASIAN 0.000000\n", + "new_race_BLACK OR AFRICAN AMERICAN 0.000000\n", + "new_race_UNKNOWN 0.000000\n", + "new_race_WHITE 1.000000\n", + "Gender 1.000000\n", + "Ethnicity 0.000000\n", + "WBC_abnormal_count 0.000000\n", + "glucose_count 1.000000\n", + "glucose_min 102.000000\n", + "glucose_max 102.000000\n", + "glucose_abnormal_count 0.000000\n", + "albumin_abnormal_count 0.000000\n", + "troponin_abnormal_count 0.000000\n", + "CO2_count 1.000000\n", + "alkphos_abnormal_count 0.000000\n", + "hgb_abnormal_count 0.000000\n", + "Name: 50%, dtype: float64" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "median statistics of cluster 1\n" + ] + }, + { + "data": { + "text/plain": [ + "ed_duration 3.910833\n", + "ed_first_inp_delta 7.141748\n", + "age_at_index_visit 67.150000\n", + "new_race_ALASKA/PACIFIC 0.000000\n", + "new_race_ASIAN 0.000000\n", + "new_race_BLACK OR AFRICAN AMERICAN 0.000000\n", + "new_race_UNKNOWN 0.000000\n", + "new_race_WHITE 1.000000\n", + "Gender 1.000000\n", + "Ethnicity 0.000000\n", + "WBC_abnormal_count 0.000000\n", + "glucose_count 1.000000\n", + "glucose_min 187.000000\n", + "glucose_max 187.000000\n", + "glucose_abnormal_count 1.000000\n", + "albumin_abnormal_count 0.000000\n", + "troponin_abnormal_count 0.000000\n", + "CO2_count 1.000000\n", + "alkphos_abnormal_count 0.000000\n", + "hgb_abnormal_count 0.000000\n", + "Name: 50%, dtype: float64" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "median statistics of cluster 2\n" + ] + }, + { + "data": { + "text/plain": [ + "ed_duration 4.087778\n", + "ed_first_inp_delta 8.233912\n", + "age_at_index_visit 63.740000\n", + "new_race_ALASKA/PACIFIC 0.000000\n", + "new_race_ASIAN 0.000000\n", + "new_race_BLACK OR AFRICAN AMERICAN 1.000000\n", + "new_race_UNKNOWN 0.000000\n", + "new_race_WHITE 0.000000\n", + "Gender 1.000000\n", + "Ethnicity 0.000000\n", + "WBC_abnormal_count 0.000000\n", + "glucose_count 2.000000\n", + "glucose_min 257.000000\n", + "glucose_max 302.000000\n", + "glucose_abnormal_count 2.000000\n", + "albumin_abnormal_count 0.000000\n", + "troponin_abnormal_count 0.000000\n", + "CO2_count 1.000000\n", + "alkphos_abnormal_count 0.000000\n", + "hgb_abnormal_count 0.000000\n", + "Name: 50%, dtype: float64" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "median statistics of cluster 3\n" + ] + }, + { + "data": { + "text/plain": [ + "ed_duration 3.347222\n", + "ed_first_inp_delta 5.136887\n", + "age_at_index_visit 68.230000\n", + "new_race_ALASKA/PACIFIC 0.000000\n", + "new_race_ASIAN 0.000000\n", + "new_race_BLACK OR AFRICAN AMERICAN 0.000000\n", + "new_race_UNKNOWN 0.000000\n", + "new_race_WHITE 0.000000\n", + "Gender 1.000000\n", + "Ethnicity 0.000000\n", + "WBC_abnormal_count 0.000000\n", + "glucose_count 1.000000\n", + "glucose_min 130.000000\n", + "glucose_max 134.000000\n", + "glucose_abnormal_count 1.000000\n", + "albumin_abnormal_count 0.000000\n", + "troponin_abnormal_count 0.000000\n", + "CO2_count 1.000000\n", + "alkphos_abnormal_count 0.000000\n", + "hgb_abnormal_count 0.000000\n", + "Name: 50%, dtype: float64" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "median statistics of cluster 4\n" + ] + }, + { + "data": { + "text/plain": [ + "ed_duration 3.298611\n", + "ed_first_inp_delta 4.402697\n", + "age_at_index_visit 72.610000\n", + "new_race_ALASKA/PACIFIC 0.000000\n", + "new_race_ASIAN 0.000000\n", + "new_race_BLACK OR AFRICAN AMERICAN 0.000000\n", + "new_race_UNKNOWN 0.000000\n", + "new_race_WHITE 1.000000\n", + "Gender 1.000000\n", + "Ethnicity 0.000000\n", + "WBC_abnormal_count 0.000000\n", + "glucose_count 1.000000\n", + "glucose_min 104.000000\n", + "glucose_max 104.000000\n", + "glucose_abnormal_count 1.000000\n", + "albumin_abnormal_count 0.000000\n", + "troponin_abnormal_count 0.000000\n", + "CO2_count 1.000000\n", + "alkphos_abnormal_count 0.000000\n", + "hgb_abnormal_count 0.000000\n", + "Name: 50%, dtype: float64" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# UMAP the dizzy (cohort_demo + labs)\n", + "\n", + "\n", + "cohort_demo_labs = pd.merge(cohort_demo,dizzy_clean_labs.dropna()[['PtSSN'] + dizzy_labs_sig],on='PtSSN')\n", + "X = cohort_demo_labs.iloc[:,1:]\n", + "u = umap_plot_nolabel(X,1,7)\n", + "\n", + "# analyze the resulting clusters\n", + "clust = cluster_umap_nolabel(u,5,X,'upper left')\n", + "analyze_clusters_nolabel(clust,X,X.columns)\n", + "\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 92, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(156, 28) Index(['PtSSN', 'ed_duration', 'ed_first_inp_delta', 'age_at_index_visit',\n", + " 'new_race_ALASKA/PACIFIC', 'new_race_ASIAN',\n", + " 'new_race_BLACK OR AFRICAN AMERICAN', 'new_race_UNKNOWN',\n", + " 'new_race_WHITE', 'Gender', 'Ethnicity', 'WBC_abnormal_count',\n", + " 'glucose_count', 'glucose_min', 'glucose_max', 'glucose_abnormal_count',\n", + " 'albumin_abnormal_count', 'troponin_abnormal_count', 'CO2_count',\n", + " 'alkphos_abnormal_count', 'hgb_abnormal_count', 'Systolic_max',\n", + " 'Systolic_first', 'Diastolic_max', 'Diastolic_first', 'PULSE_min',\n", + " 'PULSE_first', 'RESPIRATION_max'],\n", + " dtype='object')\n", + "median statistics of cluster 0\n" + ] + }, + { + "data": { + "text/plain": [ + "ed_duration 3.240556\n", + "ed_first_inp_delta 3.733929\n", + "age_at_index_visit 69.425000\n", + "new_race_ALASKA/PACIFIC 0.000000\n", + "new_race_ASIAN 0.000000\n", + "new_race_BLACK OR AFRICAN AMERICAN 0.000000\n", + "new_race_UNKNOWN 0.000000\n", + "new_race_WHITE 0.500000\n", + "Gender 1.000000\n", + "Ethnicity 0.000000\n", + "WBC_abnormal_count 0.000000\n", + "glucose_count 1.000000\n", + "glucose_min 134.000000\n", + "glucose_max 135.000000\n", + "glucose_abnormal_count 1.000000\n", + "albumin_abnormal_count 0.000000\n", + "troponin_abnormal_count 0.000000\n", + "CO2_count 1.000000\n", + "alkphos_abnormal_count 0.000000\n", + "hgb_abnormal_count 0.000000\n", + "Systolic_max 163.000000\n", + "Systolic_first 158.500000\n", + "Diastolic_max 90.000000\n", + "Diastolic_first 88.000000\n", + "PULSE_min 69.000000\n", + "PULSE_first 69.500000\n", + "RESPIRATION_max 18.000000\n", + "Name: 50%, dtype: float64" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "median statistics of cluster 1\n" + ] + }, + { + "data": { + "text/plain": [ + "ed_duration 4.430278\n", + "ed_first_inp_delta 9.956435\n", + "age_at_index_visit 69.475000\n", + "new_race_ALASKA/PACIFIC 0.000000\n", + "new_race_ASIAN 0.000000\n", + "new_race_BLACK OR AFRICAN AMERICAN 0.000000\n", + "new_race_UNKNOWN 0.000000\n", + "new_race_WHITE 0.500000\n", + "Gender 1.000000\n", + "Ethnicity 0.000000\n", + "WBC_abnormal_count 0.000000\n", + "glucose_count 1.000000\n", + "glucose_min 183.000000\n", + "glucose_max 200.500000\n", + "glucose_abnormal_count 1.000000\n", + "albumin_abnormal_count 0.000000\n", + "troponin_abnormal_count 0.000000\n", + "CO2_count 1.000000\n", + "alkphos_abnormal_count 0.000000\n", + "hgb_abnormal_count 0.000000\n", + "Systolic_max 161.000000\n", + "Systolic_first 157.000000\n", + "Diastolic_max 89.000000\n", + "Diastolic_first 86.000000\n", + "PULSE_min 70.000000\n", + "PULSE_first 74.000000\n", + "RESPIRATION_max 18.000000\n", + "Name: 50%, dtype: float64" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "median statistics of cluster 2\n" + ] + }, + { + "data": { + "text/plain": [ + "ed_duration 3.761528\n", + "ed_first_inp_delta 8.588958\n", + "age_at_index_visit 70.900000\n", + "new_race_ALASKA/PACIFIC 0.000000\n", + "new_race_ASIAN 0.000000\n", + "new_race_BLACK OR AFRICAN AMERICAN 0.000000\n", + "new_race_UNKNOWN 0.000000\n", + "new_race_WHITE 1.000000\n", + "Gender 1.000000\n", + "Ethnicity 0.000000\n", + "WBC_abnormal_count 0.000000\n", + "glucose_count 1.000000\n", + "glucose_min 101.500000\n", + "glucose_max 103.000000\n", + "glucose_abnormal_count 0.000000\n", + "albumin_abnormal_count 0.000000\n", + "troponin_abnormal_count 0.000000\n", + "CO2_count 1.000000\n", + "alkphos_abnormal_count 0.000000\n", + "hgb_abnormal_count 0.000000\n", + "Systolic_max 162.500000\n", + "Systolic_first 154.000000\n", + "Diastolic_max 90.500000\n", + "Diastolic_first 90.000000\n", + "PULSE_min 70.000000\n", + "PULSE_first 71.000000\n", + "RESPIRATION_max 18.000000\n", + "Name: 50%, dtype: float64" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "median statistics of cluster 3\n" + ] + }, + { + "data": { + "text/plain": [ + "ed_duration 2.183472\n", + "ed_first_inp_delta 10.435758\n", + "age_at_index_visit 69.850000\n", + "new_race_ALASKA/PACIFIC 0.000000\n", + "new_race_ASIAN 0.000000\n", + "new_race_BLACK OR AFRICAN AMERICAN 0.000000\n", + "new_race_UNKNOWN 0.000000\n", + "new_race_WHITE 0.500000\n", + "Gender 1.000000\n", + "Ethnicity 0.000000\n", + "WBC_abnormal_count 0.000000\n", + "glucose_count 1.000000\n", + "glucose_min 129.000000\n", + "glucose_max 131.000000\n", + "glucose_abnormal_count 1.000000\n", + "albumin_abnormal_count 0.000000\n", + "troponin_abnormal_count 0.000000\n", + "CO2_count 1.000000\n", + "alkphos_abnormal_count 0.000000\n", + "hgb_abnormal_count 0.000000\n", + "Systolic_max 144.000000\n", + "Systolic_first 144.000000\n", + "Diastolic_max 87.000000\n", + "Diastolic_first 87.000000\n", + "PULSE_min 84.000000\n", + "PULSE_first 88.000000\n", + "RESPIRATION_max 18.000000\n", + "Name: 50%, dtype: float64" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "median statistics of cluster 4\n" + ] + }, + { + "data": { + "text/plain": [ + "ed_duration 3.814861\n", + "ed_first_inp_delta 5.271227\n", + "age_at_index_visit 63.740000\n", + "new_race_ALASKA/PACIFIC 0.000000\n", + "new_race_ASIAN 0.000000\n", + "new_race_BLACK OR AFRICAN AMERICAN 0.000000\n", + "new_race_UNKNOWN 0.000000\n", + "new_race_WHITE 0.000000\n", + "Gender 1.000000\n", + "Ethnicity 0.000000\n", + "WBC_abnormal_count 0.000000\n", + "glucose_count 2.000000\n", + "glucose_min 280.000000\n", + "glucose_max 316.000000\n", + "glucose_abnormal_count 2.000000\n", + "albumin_abnormal_count 0.000000\n", + "troponin_abnormal_count 0.000000\n", + "CO2_count 1.000000\n", + "alkphos_abnormal_count 0.000000\n", + "hgb_abnormal_count 0.000000\n", + "Systolic_max 165.000000\n", + "Systolic_first 156.000000\n", + "Diastolic_max 89.500000\n", + "Diastolic_first 85.500000\n", + "PULSE_min 69.000000\n", + "PULSE_first 73.500000\n", + "RESPIRATION_max 18.000000\n", + "Name: 50%, dtype: float64" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# UMAP the cohort_demo_labs + EDvitals\n", + "cohort_demo_labs_EDvitals = pd.merge(cohort_demo_labs,dizzy_EDvitals_df[['PtSSN']+dizzy_vitals_sig],on='PtSSN')\n", + "print(cohort_demo_labs_EDvitals.shape,cohort_demo_labs_EDvitals.columns)\n", + "\n", + "X = cohort_demo_labs_EDvitals.iloc[:,1:]\n", + "u = umap_plot_nolabel(X,2,7)\n", + "\n", + "# analyze the resulting clusters\n", + "clust = cluster_umap_nolabel(u,5,X,'upper left')\n", + "analyze_clusters_nolabel(clust,X,X.columns)" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "median statistics of cluster 0\n" + ] + }, + { + "data": { + "text/plain": [ + "ed_duration 3.639444\n", + "ed_first_inp_delta 6.840081\n", + "age_at_index_visit 68.960000\n", + "new_race_ALASKA/PACIFIC 0.000000\n", + "new_race_ASIAN 0.000000\n", + "new_race_BLACK OR AFRICAN AMERICAN 0.000000\n", + "new_race_UNKNOWN 0.000000\n", + "new_race_WHITE 1.000000\n", + "Gender 1.000000\n", + "Ethnicity 0.000000\n", + "WBC_abnormal_count 0.000000\n", + "glucose_count 2.000000\n", + "glucose_min 105.000000\n", + "glucose_max 107.000000\n", + "glucose_abnormal_count 0.000000\n", + "albumin_abnormal_count 0.000000\n", + "troponin_abnormal_count 0.000000\n", + "CO2_count 1.000000\n", + "alkphos_abnormal_count 0.000000\n", + "hgb_abnormal_count 0.000000\n", + "Systolic_max 163.000000\n", + "Systolic_first 153.000000\n", + "Diastolic_max 90.000000\n", + "Diastolic_first 88.500000\n", + "PULSE_min 70.000000\n", + "PULSE_first 71.000000\n", + "RESPIRATION_max 18.000000\n", + "HOSP_Systolic_max 170.000000\n", + "HOSP_Diastolic_max 96.500000\n", + "HOSP_PULSE_min 60.500000\n", + "HOSP_PULSE_first 78.500000\n", + "HOSP_RESPIRATION_first 18.000000\n", + "Name: 50%, dtype: float64" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "median statistics of cluster 1\n" + ] + }, + { + "data": { + "text/plain": [ + "ed_duration 3.915556\n", + "ed_first_inp_delta 7.544051\n", + "age_at_index_visit 64.900000\n", + "new_race_ALASKA/PACIFIC 0.000000\n", + "new_race_ASIAN 0.000000\n", + "new_race_BLACK OR AFRICAN AMERICAN 0.000000\n", + "new_race_UNKNOWN 0.000000\n", + "new_race_WHITE 0.000000\n", + "Gender 1.000000\n", + "Ethnicity 0.000000\n", + "WBC_abnormal_count 0.000000\n", + "glucose_count 2.000000\n", + "glucose_min 229.500000\n", + "glucose_max 234.500000\n", + "glucose_abnormal_count 2.000000\n", + "albumin_abnormal_count 0.000000\n", + "troponin_abnormal_count 0.000000\n", + "CO2_count 1.000000\n", + "alkphos_abnormal_count 0.000000\n", + "hgb_abnormal_count 0.000000\n", + "Systolic_max 166.000000\n", + "Systolic_first 155.000000\n", + "Diastolic_max 92.500000\n", + "Diastolic_first 87.500000\n", + "PULSE_min 70.000000\n", + "PULSE_first 76.000000\n", + "RESPIRATION_max 18.000000\n", + "HOSP_Systolic_max 172.500000\n", + "HOSP_Diastolic_max 95.000000\n", + "HOSP_PULSE_min 61.000000\n", + "HOSP_PULSE_first 74.500000\n", + "HOSP_RESPIRATION_first 18.000000\n", + "Name: 50%, dtype: float64" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "median statistics of cluster 2\n" + ] + }, + { + "data": { + "text/plain": [ + "ed_duration 3.835833\n", + "ed_first_inp_delta 7.993895\n", + "age_at_index_visit 76.245000\n", + "new_race_ALASKA/PACIFIC 0.000000\n", + "new_race_ASIAN 0.000000\n", + "new_race_BLACK OR AFRICAN AMERICAN 0.500000\n", + "new_race_UNKNOWN 0.500000\n", + "new_race_WHITE 0.000000\n", + "Gender 1.000000\n", + "Ethnicity 0.500000\n", + "WBC_abnormal_count 0.000000\n", + "glucose_count 4.000000\n", + "glucose_min 162.500000\n", + "glucose_max 301.000000\n", + "glucose_abnormal_count 3.000000\n", + "albumin_abnormal_count 0.000000\n", + "troponin_abnormal_count 0.000000\n", + "CO2_count 2.000000\n", + "alkphos_abnormal_count 0.000000\n", + "hgb_abnormal_count 1.000000\n", + "Systolic_max 185.500000\n", + "Systolic_first 185.500000\n", + "Diastolic_max 86.500000\n", + "Diastolic_first 86.500000\n", + "PULSE_min 72.000000\n", + "PULSE_first 72.000000\n", + "RESPIRATION_max 19.000000\n", + "HOSP_Systolic_max 198.000000\n", + "HOSP_Diastolic_max 94.500000\n", + "HOSP_PULSE_min 29.500000\n", + "HOSP_PULSE_first 62.000000\n", + "HOSP_RESPIRATION_first 18.000000\n", + "Name: 50%, dtype: float64" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "median statistics of cluster 3\n" + ] + }, + { + "data": { + "text/plain": [ + "ed_duration 3.123611\n", + "ed_first_inp_delta 5.836470\n", + "age_at_index_visit 71.720000\n", + "new_race_ALASKA/PACIFIC 0.000000\n", + "new_race_ASIAN 0.000000\n", + "new_race_BLACK OR AFRICAN AMERICAN 0.000000\n", + "new_race_UNKNOWN 0.000000\n", + "new_race_WHITE 1.000000\n", + "Gender 1.000000\n", + "Ethnicity 0.000000\n", + "WBC_abnormal_count 0.000000\n", + "glucose_count 1.000000\n", + "glucose_min 133.000000\n", + "glucose_max 134.000000\n", + "glucose_abnormal_count 1.000000\n", + "albumin_abnormal_count 0.000000\n", + "troponin_abnormal_count 0.000000\n", + "CO2_count 1.000000\n", + "alkphos_abnormal_count 0.000000\n", + "hgb_abnormal_count 0.000000\n", + "Systolic_max 151.000000\n", + "Systolic_first 146.000000\n", + "Diastolic_max 88.000000\n", + "Diastolic_first 84.000000\n", + "PULSE_min 72.000000\n", + "PULSE_first 81.000000\n", + "RESPIRATION_max 18.000000\n", + "HOSP_Systolic_max 163.000000\n", + "HOSP_Diastolic_max 87.000000\n", + "HOSP_PULSE_min 64.000000\n", + "HOSP_PULSE_first 72.000000\n", + "HOSP_RESPIRATION_first 18.000000\n", + "Name: 50%, dtype: float64" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# UMAP the cohort_demo_labs + EDvitals + hospvitals\n", + "\n", + "cohort_demo_labs_EDvitals_hospvitals = pd.merge(cohort_demo_labs_EDvitals,dizzy_hosp_vitals_df[['PtSSN']+dizzy_hosp_vitals_sig],on='PtSSN')\n", + "#print(cohort_demo_labs_EDvitals_hospvitals.shape,cohort_demo_labs_EDvitals_hospvitals.columns)\n", + "\n", + "X = cohort_demo_labs_EDvitals_hospvitals.iloc[:,1:]\n", + "u = umap_plot_nolabel(X,1,7)\n", + "\n", + "# analyze the resulting clusters\n", + "clust = cluster_umap_nolabel(u,4,X,'upper left')\n", + "analyze_clusters_nolabel(clust,X,X.columns)" + ] + }, + { + "cell_type": "code", + "execution_count": 73, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['PtSSN', 'ed_duration', 'ed_first_inp_delta', 'age_at_index_visit',\n", + " 'new_race_ALASKA/PACIFIC', 'new_race_ASIAN',\n", + " 'new_race_BLACK OR AFRICAN AMERICAN', 'new_race_UNKNOWN',\n", + " 'new_race_WHITE', 'Gender', 'Ethnicity', 'WBC_abnormal_count',\n", + " 'glucose_count', 'glucose_min', 'glucose_max', 'glucose_abnormal_count',\n", + " 'albumin_abnormal_count', 'troponin_abnormal_count', 'CO2_count',\n", + " 'alkphos_abnormal_count', 'hgb_abnormal_count', 'Systolic_max',\n", + " 'Systolic_first', 'Diastolic_max', 'Diastolic_first', 'PULSE_min',\n", + " 'PULSE_first', 'RESPIRATION_max', 'HOSP_Systolic_max',\n", + " 'HOSP_Diastolic_max', 'HOSP_PULSE_min', 'HOSP_PULSE_first',\n", + " 'HOSP_RESPIRATION_first', 'EDStartDateTime', 'ct_count',\n", + " 'ct_contrast_count', 'ct_abnormal_count', 'xr_count',\n", + " 'xr_abnormal_count', 'mri_count', 'mri_abnormal_count'],\n", + " dtype='object')" + ] + }, + "execution_count": 73, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cohort_demo_labs_EDvitals_hospvitals_imaging.columns" + ] + }, + { + "cell_type": "code", + "execution_count": 87, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "median statistics of cluster 0\n" + ] + }, + { + "data": { + "text/plain": [ + "ed_duration 4.144722\n", + "ed_first_inp_delta 6.593877\n", + "age_at_index_visit 64.450000\n", + "new_race_ALASKA/PACIFIC 0.000000\n", + "new_race_ASIAN 0.000000\n", + "new_race_BLACK OR AFRICAN AMERICAN 0.000000\n", + "new_race_UNKNOWN 0.000000\n", + "new_race_WHITE 0.000000\n", + "Gender 1.000000\n", + "Ethnicity 0.000000\n", + "WBC_abnormal_count 0.000000\n", + "glucose_count 2.000000\n", + "glucose_min 226.000000\n", + "glucose_max 233.000000\n", + "glucose_abnormal_count 2.000000\n", + "albumin_abnormal_count 0.000000\n", + "troponin_abnormal_count 0.000000\n", + "CO2_count 1.000000\n", + "alkphos_abnormal_count 0.000000\n", + "hgb_abnormal_count 0.000000\n", + "Systolic_max 165.000000\n", + "Systolic_first 154.000000\n", + "Diastolic_max 90.000000\n", + "Diastolic_first 85.000000\n", + "PULSE_min 72.000000\n", + "PULSE_first 75.000000\n", + "RESPIRATION_max 18.000000\n", + "HOSP_Systolic_max 170.000000\n", + "HOSP_Diastolic_max 95.000000\n", + "HOSP_PULSE_min 63.000000\n", + "HOSP_PULSE_first 75.000000\n", + "HOSP_RESPIRATION_first 18.000000\n", + "ct_count 1.000000\n", + "ct_contrast_count 0.000000\n", + "ct_abnormal_count 0.000000\n", + "xr_count 0.000000\n", + "xr_abnormal_count 0.000000\n", + "mri_count 0.000000\n", + "mri_abnormal_count 0.000000\n", + "Name: 50%, dtype: float64" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "median statistics of cluster 1\n" + ] + }, + { + "data": { + "text/plain": [ + "ed_duration 3.247778\n", + "ed_first_inp_delta 6.283686\n", + "age_at_index_visit 70.355000\n", + "new_race_ALASKA/PACIFIC 0.000000\n", + "new_race_ASIAN 0.000000\n", + "new_race_BLACK OR AFRICAN AMERICAN 0.000000\n", + "new_race_UNKNOWN 0.000000\n", + "new_race_WHITE 1.000000\n", + "Gender 1.000000\n", + "Ethnicity 0.000000\n", + "WBC_abnormal_count 0.000000\n", + "glucose_count 2.000000\n", + "glucose_min 121.000000\n", + "glucose_max 123.000000\n", + "glucose_abnormal_count 1.000000\n", + "albumin_abnormal_count 0.000000\n", + "troponin_abnormal_count 0.000000\n", + "CO2_count 1.000000\n", + "alkphos_abnormal_count 0.000000\n", + "hgb_abnormal_count 0.000000\n", + "Systolic_max 155.000000\n", + "Systolic_first 148.000000\n", + "Diastolic_max 90.000000\n", + "Diastolic_first 87.000000\n", + "PULSE_min 70.000000\n", + "PULSE_first 72.000000\n", + "RESPIRATION_max 18.000000\n", + "HOSP_Systolic_max 165.000000\n", + "HOSP_Diastolic_max 92.000000\n", + "HOSP_PULSE_min 63.000000\n", + "HOSP_PULSE_first 73.000000\n", + "HOSP_RESPIRATION_first 18.000000\n", + "ct_count 0.000000\n", + "ct_contrast_count 0.000000\n", + "ct_abnormal_count 0.000000\n", + "xr_count 0.000000\n", + "xr_abnormal_count 0.000000\n", + "mri_count 0.000000\n", + "mri_abnormal_count 0.000000\n", + "Name: 50%, dtype: float64" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "median statistics of cluster 2\n" + ] + }, + { + "data": { + "text/plain": [ + "ed_duration 3.036111\n", + "ed_first_inp_delta 8.651001\n", + "age_at_index_visit 72.130000\n", + "new_race_ALASKA/PACIFIC 0.000000\n", + "new_race_ASIAN 0.000000\n", + "new_race_BLACK OR AFRICAN AMERICAN 1.000000\n", + "new_race_UNKNOWN 0.000000\n", + "new_race_WHITE 0.000000\n", + "Gender 1.000000\n", + "Ethnicity 0.000000\n", + "WBC_abnormal_count 0.000000\n", + "glucose_count 2.000000\n", + "glucose_min 156.000000\n", + "glucose_max 302.000000\n", + "glucose_abnormal_count 2.000000\n", + "albumin_abnormal_count 0.000000\n", + "troponin_abnormal_count 0.000000\n", + "CO2_count 0.000000\n", + "alkphos_abnormal_count 0.000000\n", + "hgb_abnormal_count 0.000000\n", + "Systolic_max 212.000000\n", + "Systolic_first 206.000000\n", + "Diastolic_max 101.000000\n", + "Diastolic_first 101.000000\n", + "PULSE_min 72.000000\n", + "PULSE_first 80.000000\n", + "RESPIRATION_max 18.000000\n", + "HOSP_Systolic_max 183.000000\n", + "HOSP_Diastolic_max 105.000000\n", + "HOSP_PULSE_min 60.500000\n", + "HOSP_PULSE_first 66.500000\n", + "HOSP_RESPIRATION_first 18.000000\n", + "ct_count 0.000000\n", + "ct_contrast_count 0.000000\n", + "ct_abnormal_count 0.000000\n", + "xr_count 0.000000\n", + "xr_abnormal_count 0.000000\n", + "mri_count 0.000000\n", + "mri_abnormal_count 0.000000\n", + "Name: 50%, dtype: float64" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "median statistics of cluster 3\n" + ] + }, + { + "data": { + "text/plain": [ + "ed_duration 2.079167\n", + "ed_first_inp_delta 5.261123\n", + "age_at_index_visit 74.350000\n", + "new_race_ALASKA/PACIFIC 0.000000\n", + "new_race_ASIAN 0.000000\n", + "new_race_BLACK OR AFRICAN AMERICAN 0.000000\n", + "new_race_UNKNOWN 1.000000\n", + "new_race_WHITE 0.000000\n", + "Gender 1.000000\n", + "Ethnicity 1.000000\n", + "WBC_abnormal_count 0.000000\n", + "glucose_count 4.000000\n", + "glucose_min 169.000000\n", + "glucose_max 173.000000\n", + "glucose_abnormal_count 4.000000\n", + "albumin_abnormal_count 0.000000\n", + "troponin_abnormal_count 0.000000\n", + "CO2_count 2.000000\n", + "alkphos_abnormal_count 0.000000\n", + "hgb_abnormal_count 2.000000\n", + "Systolic_max 159.000000\n", + "Systolic_first 159.000000\n", + "Diastolic_max 74.000000\n", + "Diastolic_first 74.000000\n", + "PULSE_min 72.000000\n", + "PULSE_first 72.000000\n", + "RESPIRATION_max 20.000000\n", + "HOSP_Systolic_max 219.500000\n", + "HOSP_Diastolic_max 89.000000\n", + "HOSP_PULSE_min 0.000000\n", + "HOSP_PULSE_first 32.000000\n", + "HOSP_RESPIRATION_first 19.000000\n", + "ct_count 2.000000\n", + "ct_contrast_count 0.000000\n", + "ct_abnormal_count 0.000000\n", + "xr_count 0.000000\n", + "xr_abnormal_count 0.000000\n", + "mri_count 0.000000\n", + "mri_abnormal_count 0.000000\n", + "Name: 50%, dtype: float64" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "cohort_demo_labs_EDvitals_hospvitals_imaging = pd.merge(cohort_demo_labs_EDvitals_hospvitals,dizzy_images,on='PtSSN')\n", + "#print(cohort_demo_labs_EDvitals_hospvitals_imaging.shape,cohort_demo_labs_EDvitals_hospvitals_imaging.columns)\n", + "cols = list(cohort_demo_labs_EDvitals_hospvitals_imaging.columns)\n", + "\n", + "cols.remove('PtSSN')\n", + "cols.remove('EDStartDateTime')\n", + "X = cohort_demo_labs_EDvitals_hospvitals_imaging.loc[:,cols]\n", + "u = umap_plot_nolabel(X,1,7)\n", + "\n", + "# analyze the resulting clusters\n", + "clust = cluster_umap_nolabel(u,4,X,'upper right')\n", + "analyze_clusters_nolabel(clust,X,X.columns)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 90, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "median statistics of cluster 0\n" + ] + }, + { + "data": { + "text/plain": [ + "ed_duration 2.079167\n", + "ed_first_inp_delta 7.164606\n", + "age_at_index_visit 74.350000\n", + "new_race_ALASKA/PACIFIC 0.000000\n", + "new_race_ASIAN 0.000000\n", + "new_race_BLACK OR AFRICAN AMERICAN 1.000000\n", + "new_race_UNKNOWN 0.000000\n", + "new_race_WHITE 0.000000\n", + "Gender 1.000000\n", + "Ethnicity 0.000000\n", + "WBC_abnormal_count 0.000000\n", + "glucose_count 4.000000\n", + "glucose_min 156.000000\n", + "glucose_max 173.000000\n", + "glucose_abnormal_count 2.000000\n", + "albumin_abnormal_count 0.000000\n", + "troponin_abnormal_count 0.000000\n", + "CO2_count 2.000000\n", + "alkphos_abnormal_count 0.000000\n", + "hgb_abnormal_count 0.000000\n", + "Systolic_max 163.000000\n", + "Systolic_first 163.000000\n", + "Diastolic_max 99.000000\n", + "Diastolic_first 99.000000\n", + "PULSE_min 72.000000\n", + "PULSE_first 72.000000\n", + "RESPIRATION_max 18.000000\n", + "HOSP_Systolic_max 183.000000\n", + "HOSP_Diastolic_max 97.500000\n", + "HOSP_PULSE_min 60.000000\n", + "HOSP_PULSE_first 67.000000\n", + "HOSP_RESPIRATION_first 19.000000\n", + "ct_count 2.000000\n", + "ct_contrast_count 0.000000\n", + "ct_abnormal_count 0.000000\n", + "xr_count 0.000000\n", + "xr_abnormal_count 0.000000\n", + "mri_count 0.000000\n", + "mri_abnormal_count 0.000000\n", + "CARDIOLOGY 0.000000\n", + "EKG 0.000000\n", + "NEUROLOGY 0.000000\n", + "Name: 50%, dtype: float64" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "median statistics of cluster 1\n" + ] + }, + { + "data": { + "text/plain": [ + "ed_duration 3.657639\n", + "ed_first_inp_delta 6.310995\n", + "age_at_index_visit 64.900000\n", + "new_race_ALASKA/PACIFIC 0.000000\n", + "new_race_ASIAN 0.000000\n", + "new_race_BLACK OR AFRICAN AMERICAN 0.000000\n", + "new_race_UNKNOWN 0.000000\n", + "new_race_WHITE 1.000000\n", + "Gender 1.000000\n", + "Ethnicity 0.000000\n", + "WBC_abnormal_count 0.000000\n", + "glucose_count 2.000000\n", + "glucose_min 205.000000\n", + "glucose_max 222.000000\n", + "glucose_abnormal_count 2.000000\n", + "albumin_abnormal_count 0.000000\n", + "troponin_abnormal_count 0.000000\n", + "CO2_count 1.000000\n", + "alkphos_abnormal_count 0.000000\n", + "hgb_abnormal_count 0.000000\n", + "Systolic_max 163.000000\n", + "Systolic_first 145.000000\n", + "Diastolic_max 90.000000\n", + "Diastolic_first 84.000000\n", + "PULSE_min 71.000000\n", + "PULSE_first 74.500000\n", + "RESPIRATION_max 18.000000\n", + "HOSP_Systolic_max 170.000000\n", + "HOSP_Diastolic_max 95.000000\n", + "HOSP_PULSE_min 63.000000\n", + "HOSP_PULSE_first 73.500000\n", + "HOSP_RESPIRATION_first 18.000000\n", + "ct_count 1.000000\n", + "ct_contrast_count 0.000000\n", + "ct_abnormal_count 0.000000\n", + "xr_count 0.000000\n", + "xr_abnormal_count 0.000000\n", + "mri_count 0.000000\n", + "mri_abnormal_count 0.000000\n", + "CARDIOLOGY 0.000000\n", + "EKG 0.000000\n", + "NEUROLOGY 0.000000\n", + "Name: 50%, dtype: float64" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "median statistics of cluster 2\n" + ] + }, + { + "data": { + "text/plain": [ + "ed_duration 3.347222\n", + "ed_first_inp_delta 7.219167\n", + "age_at_index_visit 69.400000\n", + "new_race_ALASKA/PACIFIC 0.000000\n", + "new_race_ASIAN 0.000000\n", + "new_race_BLACK OR AFRICAN AMERICAN 0.000000\n", + "new_race_UNKNOWN 0.000000\n", + "new_race_WHITE 1.000000\n", + "Gender 1.000000\n", + "Ethnicity 0.000000\n", + "WBC_abnormal_count 0.000000\n", + "glucose_count 2.000000\n", + "glucose_min 117.000000\n", + "glucose_max 121.000000\n", + "glucose_abnormal_count 1.000000\n", + "albumin_abnormal_count 0.000000\n", + "troponin_abnormal_count 0.000000\n", + "CO2_count 1.000000\n", + "alkphos_abnormal_count 0.000000\n", + "hgb_abnormal_count 0.000000\n", + "Systolic_max 159.000000\n", + "Systolic_first 150.000000\n", + "Diastolic_max 90.000000\n", + "Diastolic_first 90.000000\n", + "PULSE_min 70.000000\n", + "PULSE_first 74.000000\n", + "RESPIRATION_max 18.000000\n", + "HOSP_Systolic_max 165.000000\n", + "HOSP_Diastolic_max 93.000000\n", + "HOSP_PULSE_min 62.000000\n", + "HOSP_PULSE_first 73.000000\n", + "HOSP_RESPIRATION_first 18.000000\n", + "ct_count 0.000000\n", + "ct_contrast_count 0.000000\n", + "ct_abnormal_count 0.000000\n", + "xr_count 0.000000\n", + "xr_abnormal_count 0.000000\n", + "mri_count 0.000000\n", + "mri_abnormal_count 0.000000\n", + "CARDIOLOGY 0.000000\n", + "EKG 0.000000\n", + "NEUROLOGY 0.000000\n", + "Name: 50%, dtype: float64" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# add consults information\n", + "cohort_demo_labs_EDvitals_hospvitals_imaging_consults = pd.merge(cohort_demo_labs_EDvitals_hospvitals_imaging,dizzy_topN_consult_counts,on='PtSSN')\n", + "cols = list(cohort_demo_labs_EDvitals_hospvitals_imaging_consults.columns)\n", + "\n", + "cols.remove('PtSSN')\n", + "cols.remove('EDStartDateTime')\n", + "X = cohort_demo_labs_EDvitals_hospvitals_imaging_consults.loc[:,cols]\n", + "u = umap_plot_nolabel(X,1,7)\n", + "\n", + "# analyze the resulting clusters\n", + "clust = cluster_umap_nolabel(u,3,X,'upper right')\n", + "analyze_clusters_nolabel(clust,X,X.columns)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 134, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "median statistics of cluster 0\n" + ] + }, + { + "data": { + "text/plain": [ + "ed_duration 3.335694\n", + "ed_first_inp_delta 6.585475\n", + "age_at_index_visit 66.100000\n", + "new_race_ALASKA/PACIFIC 0.000000\n", + "new_race_ASIAN 0.000000\n", + "new_race_BLACK OR AFRICAN AMERICAN 1.000000\n", + "new_race_UNKNOWN 0.000000\n", + "new_race_WHITE 0.000000\n", + "Gender 1.000000\n", + "Ethnicity 0.000000\n", + "WBC_abnormal_count 0.000000\n", + "glucose_count 2.000000\n", + "glucose_min 147.500000\n", + "glucose_max 147.500000\n", + "glucose_abnormal_count 1.000000\n", + "albumin_abnormal_count 0.000000\n", + "troponin_abnormal_count 0.000000\n", + "CO2_count 1.000000\n", + "alkphos_abnormal_count 0.000000\n", + "hgb_abnormal_count 0.000000\n", + "Systolic_max 173.000000\n", + "Systolic_first 164.000000\n", + "Diastolic_max 88.000000\n", + "Diastolic_first 87.500000\n", + "PULSE_min 76.500000\n", + "PULSE_first 82.000000\n", + "RESPIRATION_max 20.000000\n", + "HOSP_Systolic_max 158.000000\n", + "HOSP_Diastolic_max 92.000000\n", + "HOSP_PULSE_min 63.000000\n", + "HOSP_PULSE_first 71.000000\n", + "HOSP_RESPIRATION_first 18.000000\n", + "ct_count 0.000000\n", + "ct_contrast_count 0.000000\n", + "ct_abnormal_count 0.000000\n", + "xr_count 0.000000\n", + "xr_abnormal_count 0.000000\n", + "mri_count 0.000000\n", + "mri_abnormal_count 0.000000\n", + "Atrial fibrillation 0.000000\n", + "Coronary artery disease (CAD) 10.000000\n", + "Diabetes 74.000000\n", + "Hx aneurysm 0.000000\n", + "Hx of stroke or TIA 0.000000\n", + "Hyperlipidemia 0.000000\n", + "Hypertension 8.000000\n", + "Occlusion/Stenosis of cerebral or precerebral artery 0.000000\n", + "Smoking 0.000000\n", + "Name: 50%, dtype: float64" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "median statistics of cluster 1\n" + ] + }, + { + "data": { + "text/plain": [ + "ed_duration 3.372778\n", + "ed_first_inp_delta 7.443559\n", + "age_at_index_visit 69.425000\n", + "new_race_ALASKA/PACIFIC 0.000000\n", + "new_race_ASIAN 0.000000\n", + "new_race_BLACK OR AFRICAN AMERICAN 0.000000\n", + "new_race_UNKNOWN 0.000000\n", + "new_race_WHITE 1.000000\n", + "Gender 1.000000\n", + "Ethnicity 0.000000\n", + "WBC_abnormal_count 0.000000\n", + "glucose_count 1.000000\n", + "glucose_min 114.000000\n", + "glucose_max 117.000000\n", + "glucose_abnormal_count 1.000000\n", + "albumin_abnormal_count 0.000000\n", + "troponin_abnormal_count 0.000000\n", + "CO2_count 1.000000\n", + "alkphos_abnormal_count 0.000000\n", + "hgb_abnormal_count 0.000000\n", + "Systolic_max 162.000000\n", + "Systolic_first 153.000000\n", + "Diastolic_max 90.000000\n", + "Diastolic_first 90.000000\n", + "PULSE_min 70.000000\n", + "PULSE_first 71.000000\n", + "RESPIRATION_max 18.000000\n", + "HOSP_Systolic_max 166.000000\n", + "HOSP_Diastolic_max 95.000000\n", + "HOSP_PULSE_min 60.500000\n", + "HOSP_PULSE_first 73.000000\n", + "HOSP_RESPIRATION_first 18.000000\n", + "ct_count 0.000000\n", + "ct_contrast_count 0.000000\n", + "ct_abnormal_count 0.000000\n", + "xr_count 0.000000\n", + "xr_abnormal_count 0.000000\n", + "mri_count 0.000000\n", + "mri_abnormal_count 0.000000\n", + "Atrial fibrillation 0.000000\n", + "Coronary artery disease (CAD) 0.000000\n", + "Diabetes 0.000000\n", + "Hx aneurysm 0.000000\n", + "Hx of stroke or TIA 0.000000\n", + "Hyperlipidemia 0.000000\n", + "Hypertension 3.000000\n", + "Occlusion/Stenosis of cerebral or precerebral artery 0.000000\n", + "Smoking 0.000000\n", + "Name: 50%, dtype: float64" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "median statistics of cluster 2\n" + ] + }, + { + "data": { + "text/plain": [ + "ed_duration 3.436111\n", + "ed_first_inp_delta 5.271227\n", + "age_at_index_visit 64.710000\n", + "new_race_ALASKA/PACIFIC 0.000000\n", + "new_race_ASIAN 0.000000\n", + "new_race_BLACK OR AFRICAN AMERICAN 0.000000\n", + "new_race_UNKNOWN 0.000000\n", + "new_race_WHITE 0.000000\n", + "Gender 1.000000\n", + "Ethnicity 0.000000\n", + "WBC_abnormal_count 0.000000\n", + "glucose_count 2.000000\n", + "glucose_min 205.000000\n", + "glucose_max 218.000000\n", + "glucose_abnormal_count 2.000000\n", + "albumin_abnormal_count 0.000000\n", + "troponin_abnormal_count 0.000000\n", + "CO2_count 1.000000\n", + "alkphos_abnormal_count 0.000000\n", + "hgb_abnormal_count 0.000000\n", + "Systolic_max 159.000000\n", + "Systolic_first 150.000000\n", + "Diastolic_max 90.000000\n", + "Diastolic_first 84.000000\n", + "PULSE_min 72.000000\n", + "PULSE_first 75.000000\n", + "RESPIRATION_max 18.000000\n", + "HOSP_Systolic_max 170.000000\n", + "HOSP_Diastolic_max 95.000000\n", + "HOSP_PULSE_min 64.000000\n", + "HOSP_PULSE_first 75.000000\n", + "HOSP_RESPIRATION_first 18.000000\n", + "ct_count 1.000000\n", + "ct_contrast_count 0.000000\n", + "ct_abnormal_count 0.000000\n", + "xr_count 0.000000\n", + "xr_abnormal_count 0.000000\n", + "mri_count 0.000000\n", + "mri_abnormal_count 0.000000\n", + "Atrial fibrillation 0.000000\n", + "Coronary artery disease (CAD) 0.000000\n", + "Diabetes 16.000000\n", + "Hx aneurysm 0.000000\n", + "Hx of stroke or TIA 0.000000\n", + "Hyperlipidemia 0.000000\n", + "Hypertension 2.000000\n", + "Occlusion/Stenosis of cerebral or precerebral artery 0.000000\n", + "Smoking 0.000000\n", + "Name: 50%, dtype: float64" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "median statistics of cluster 3\n" + ] + }, + { + "data": { + "text/plain": [ + "ed_duration 4.092778\n", + "ed_first_inp_delta 17.880561\n", + "age_at_index_visit 76.080000\n", + "new_race_ALASKA/PACIFIC 0.000000\n", + "new_race_ASIAN 0.000000\n", + "new_race_BLACK OR AFRICAN AMERICAN 0.500000\n", + "new_race_UNKNOWN 0.000000\n", + "new_race_WHITE 0.500000\n", + "Gender 1.000000\n", + "Ethnicity 0.000000\n", + "WBC_abnormal_count 0.000000\n", + "glucose_count 3.000000\n", + "glucose_min 142.000000\n", + "glucose_max 278.500000\n", + "glucose_abnormal_count 2.000000\n", + "albumin_abnormal_count 0.000000\n", + "troponin_abnormal_count 0.000000\n", + "CO2_count 2.000000\n", + "alkphos_abnormal_count 0.000000\n", + "hgb_abnormal_count 0.000000\n", + "Systolic_max 181.500000\n", + "Systolic_first 178.500000\n", + "Diastolic_max 96.500000\n", + "Diastolic_first 77.500000\n", + "PULSE_min 67.000000\n", + "PULSE_first 67.000000\n", + "RESPIRATION_max 17.500000\n", + "HOSP_Systolic_max 183.000000\n", + "HOSP_Diastolic_max 94.500000\n", + "HOSP_PULSE_min 59.500000\n", + "HOSP_PULSE_first 60.000000\n", + "HOSP_RESPIRATION_first 18.000000\n", + "ct_count 2.000000\n", + "ct_contrast_count 0.000000\n", + "ct_abnormal_count 2.000000\n", + "xr_count 1.000000\n", + "xr_abnormal_count 0.000000\n", + "mri_count 0.000000\n", + "mri_abnormal_count 0.000000\n", + "Atrial fibrillation 8.000000\n", + "Coronary artery disease (CAD) 5.000000\n", + "Diabetes 40.000000\n", + "Hx aneurysm 0.000000\n", + "Hx of stroke or TIA 1.000000\n", + "Hyperlipidemia 0.000000\n", + "Hypertension 16.000000\n", + "Occlusion/Stenosis of cerebral or precerebral artery 25.000000\n", + "Smoking 0.000000\n", + "Name: 50%, dtype: float64" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# add risk factors information\n", + "cohort_demo_labs_EDvitals_hospvitals_imaging_rf = pd.merge(cohort_demo_labs_EDvitals_hospvitals_imaging,dizzy_rf_df,on='PtSSN')\n", + "cols = list(cohort_demo_labs_EDvitals_hospvitals_imaging_rf.columns)\n", + "\n", + "cols.remove('PtSSN')\n", + "cols.remove('EDStartDateTime')\n", + "X = cohort_demo_labs_EDvitals_hospvitals_imaging_rf.loc[:,cols]\n", + "u = umap_plot_nolabel(X,1,7)\n", + "\n", + "# analyze the resulting clusters\n", + "clust = cluster_umap_nolabel(u,4,X,'upper right')\n", + "analyze_clusters_nolabel(clust,X,X.columns)" + ] + }, + { + "cell_type": "code", + "execution_count": 110, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['PtSSN', 'ed_duration', 'ed_first_inp_delta', 'age_at_index_visit',\n", + " 'new_race_ALASKA/PACIFIC', 'new_race_ASIAN',\n", + " 'new_race_BLACK OR AFRICAN AMERICAN', 'new_race_UNKNOWN',\n", + " 'new_race_WHITE', 'Gender', 'Ethnicity', 'WBC_abnormal_count',\n", + " 'glucose_count', 'glucose_min', 'glucose_max', 'glucose_abnormal_count',\n", + " 'albumin_abnormal_count', 'troponin_abnormal_count', 'CO2_count',\n", + " 'alkphos_abnormal_count', 'hgb_abnormal_count', 'Systolic_max',\n", + " 'Systolic_first', 'Diastolic_max', 'Diastolic_first', 'PULSE_min',\n", + " 'PULSE_first', 'RESPIRATION_max', 'HOSP_Systolic_max',\n", + " 'HOSP_Diastolic_max', 'HOSP_PULSE_min', 'HOSP_PULSE_first',\n", + " 'HOSP_RESPIRATION_first', 'EDStartDateTime', 'ct_count',\n", + " 'ct_contrast_count', 'ct_abnormal_count', 'xr_count',\n", + " 'xr_abnormal_count', 'mri_count', 'mri_abnormal_count',\n", + " 'Atrial fibrillation', 'Coronary artery disease (CAD)', 'Diabetes',\n", + " 'Hx aneurysm', 'Hx of stroke or TIA', 'Hyperlipidemia', 'Hypertension',\n", + " 'Occlusion/Stenosis of cerebral or precerebral artery', 'Smoking',\n", + " 'label'],\n", + " dtype='object')" + ] + }, + "execution_count": 110, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "combo_label_df.columns" + ] + }, + { + "cell_type": "code", + "execution_count": 153, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# find a way to plot the labeled data in the combined dataframe\n", + "\n", + "combo_df = cohort_demo_labs_EDvitals_hospvitals_imaging_rf\n", + "combo_label_df = pd.merge(combo_df,dizzy_labels_df,on='PtSSN',how='left')\n", + "combo_label_df.loc[combo_label_df.label.isna(),'label'] = 'unknown'\n", + "cols = list(combo_label_df.columns)\n", + "\n", + "cols.remove('PtSSN')\n", + "cols.remove('label')\n", + "cols.remove('EDStartDateTime')\n", + "reduced_combo = combo_label_df[combo_label_df.label.isin(['MOD','NoMOD','unknown'])]\n", + "X = reduced_combo[cols]\n", + "y = reduced_combo['label']\n", + "label_list = list(reduced_combo.label.value_counts().index)\n", + "u = umap_plot_label(X,y,3,5,label_list,'upper right');\n" + ] + }, + { + "cell_type": "code", + "execution_count": 154, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 1\n", + "NoMOD 39\n", + "unknown 33\n", + "MOD 14\n", + "Name: label, dtype: int64\n", + "Cluster 2\n", + "unknown 42\n", + "MOD 18\n", + "NoMOD 7\n", + "Name: label, dtype: int64\n", + "Cluster 3\n", + "unknown 13\n", + "MOD 5\n", + "Name: label, dtype: int64\n", + "median statistics of cluster 0\n", + "NoMOD 39\n", + "unknown 33\n", + "MOD 14\n", + "Name: label, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "ed_duration 3.761528\n", + "ed_first_inp_delta 7.910023\n", + "age_at_index_visit 68.230000\n", + "new_race_ALASKA/PACIFIC 0.000000\n", + "new_race_ASIAN 0.000000\n", + "new_race_BLACK OR AFRICAN AMERICAN 0.000000\n", + "new_race_UNKNOWN 0.000000\n", + "new_race_WHITE 1.000000\n", + "Gender 1.000000\n", + "Ethnicity 0.000000\n", + "WBC_abnormal_count 0.000000\n", + "glucose_count 1.000000\n", + "glucose_min 119.500000\n", + "glucose_max 120.000000\n", + "glucose_abnormal_count 1.000000\n", + "albumin_abnormal_count 0.000000\n", + "troponin_abnormal_count 0.000000\n", + "CO2_count 1.000000\n", + "alkphos_abnormal_count 0.000000\n", + "hgb_abnormal_count 0.000000\n", + "Systolic_max 159.000000\n", + "Systolic_first 150.000000\n", + "Diastolic_max 91.000000\n", + "Diastolic_first 90.000000\n", + "PULSE_min 71.000000\n", + "PULSE_first 72.000000\n", + "RESPIRATION_max 18.000000\n", + "HOSP_Systolic_max 165.500000\n", + "HOSP_Diastolic_max 91.500000\n", + "HOSP_PULSE_min 64.000000\n", + "HOSP_PULSE_first 76.000000\n", + "HOSP_RESPIRATION_first 18.000000\n", + "ct_count 0.000000\n", + "ct_contrast_count 0.000000\n", + "ct_abnormal_count 0.000000\n", + "xr_count 0.000000\n", + "xr_abnormal_count 0.000000\n", + "mri_count 0.000000\n", + "mri_abnormal_count 0.000000\n", + "Atrial fibrillation 0.000000\n", + "Coronary artery disease (CAD) 0.000000\n", + "Diabetes 0.000000\n", + "Hx aneurysm 0.000000\n", + "Hx of stroke or TIA 0.000000\n", + "Hyperlipidemia 0.000000\n", + "Hypertension 4.000000\n", + "Occlusion/Stenosis of cerebral or precerebral artery 0.000000\n", + "Smoking 0.000000\n", + "dtype: float64" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "median statistics of cluster 1\n", + "unknown 42\n", + "MOD 18\n", + "NoMOD 7\n", + "Name: label, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "ed_duration 3.410556\n", + "ed_first_inp_delta 5.271227\n", + "age_at_index_visit 64.710000\n", + "new_race_ALASKA/PACIFIC 0.000000\n", + "new_race_ASIAN 0.000000\n", + "new_race_BLACK OR AFRICAN AMERICAN 0.000000\n", + "new_race_UNKNOWN 0.000000\n", + "new_race_WHITE 0.000000\n", + "Gender 1.000000\n", + "Ethnicity 0.000000\n", + "WBC_abnormal_count 0.000000\n", + "glucose_count 2.000000\n", + "glucose_min 192.000000\n", + "glucose_max 203.000000\n", + "glucose_abnormal_count 2.000000\n", + "albumin_abnormal_count 0.000000\n", + "troponin_abnormal_count 0.000000\n", + "CO2_count 1.000000\n", + "alkphos_abnormal_count 0.000000\n", + "hgb_abnormal_count 0.000000\n", + "Systolic_max 161.000000\n", + "Systolic_first 145.000000\n", + "Diastolic_max 89.000000\n", + "Diastolic_first 87.000000\n", + "PULSE_min 74.000000\n", + "PULSE_first 81.000000\n", + "RESPIRATION_max 18.000000\n", + "HOSP_Systolic_max 170.000000\n", + "HOSP_Diastolic_max 94.000000\n", + "HOSP_PULSE_min 64.000000\n", + "HOSP_PULSE_first 73.000000\n", + "HOSP_RESPIRATION_first 18.000000\n", + "ct_count 1.000000\n", + "ct_contrast_count 0.000000\n", + "ct_abnormal_count 0.000000\n", + "xr_count 0.000000\n", + "xr_abnormal_count 0.000000\n", + "mri_count 0.000000\n", + "mri_abnormal_count 0.000000\n", + "Atrial fibrillation 0.000000\n", + "Coronary artery disease (CAD) 0.000000\n", + "Diabetes 38.000000\n", + "Hx aneurysm 0.000000\n", + "Hx of stroke or TIA 0.000000\n", + "Hyperlipidemia 0.000000\n", + "Hypertension 2.000000\n", + "Occlusion/Stenosis of cerebral or precerebral artery 0.000000\n", + "Smoking 0.000000\n", + "dtype: float64" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "median statistics of cluster 2\n", + "unknown 13\n", + "MOD 5\n", + "Name: label, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "ed_duration 2.593056\n", + "ed_first_inp_delta 8.233912\n", + "age_at_index_visit 73.315000\n", + "new_race_ALASKA/PACIFIC 0.000000\n", + "new_race_ASIAN 0.000000\n", + "new_race_BLACK OR AFRICAN AMERICAN 0.000000\n", + "new_race_UNKNOWN 0.000000\n", + "new_race_WHITE 1.000000\n", + "Gender 1.000000\n", + "Ethnicity 0.000000\n", + "WBC_abnormal_count 0.000000\n", + "glucose_count 2.000000\n", + "glucose_min 128.000000\n", + "glucose_max 130.500000\n", + "glucose_abnormal_count 2.000000\n", + "albumin_abnormal_count 0.000000\n", + "troponin_abnormal_count 0.000000\n", + "CO2_count 2.000000\n", + "alkphos_abnormal_count 0.000000\n", + "hgb_abnormal_count 0.000000\n", + "Systolic_max 168.500000\n", + "Systolic_first 168.500000\n", + "Diastolic_max 88.500000\n", + "Diastolic_first 82.500000\n", + "PULSE_min 63.000000\n", + "PULSE_first 69.000000\n", + "RESPIRATION_max 19.000000\n", + "HOSP_Systolic_max 188.500000\n", + "HOSP_Diastolic_max 97.000000\n", + "HOSP_PULSE_min 42.500000\n", + "HOSP_PULSE_first 60.000000\n", + "HOSP_RESPIRATION_first 18.000000\n", + "ct_count 0.500000\n", + "ct_contrast_count 0.000000\n", + "ct_abnormal_count 0.000000\n", + "xr_count 0.000000\n", + "xr_abnormal_count 0.000000\n", + "mri_count 0.000000\n", + "mri_abnormal_count 0.000000\n", + "Atrial fibrillation 0.000000\n", + "Coronary artery disease (CAD) 0.500000\n", + "Diabetes 36.000000\n", + "Hx aneurysm 0.000000\n", + "Hx of stroke or TIA 1.000000\n", + "Hyperlipidemia 0.000000\n", + "Hypertension 4.000000\n", + "Occlusion/Stenosis of cerebral or precerebral artery 0.000000\n", + "Smoking 0.000000\n", + "dtype: float64" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# analyze the resulting clusters\n", + "clust = cluster_umap(u,3,reduced_combo[cols+['label']],'upper right')\n", + "analyze_clusters(clust,reduced_combo[cols+['label']],cols) " + ] + }, + { + "cell_type": "code", + "execution_count": 151, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "imp_cols = ['ed_first_inp_delta','age_at_index_visit','new_race_WHITE','new_race_BLACK OR AFRICAN AMERICAN','glucose_count',\n", + " 'glucose_min','glucose_max','glucose_abnormal_count','CO2_count','hgb_abnormal_count','Systolic_max','Systolic_first',\n", + " 'Diastolic_max','Diastolic_first','PULSE_min','PULSE_first','HOSP_Systolic_max','HOSP_Diastolic_max','HOSP_PULSE_min',\n", + " 'HOSP_PULSE_first','ct_count','ct_abnormal_count','Diabetes','Hypertension','Coronary artery disease (CAD)']\n", + "\n", + "X = reduced_combo[imp_cols]\n", + "y = reduced_combo['label']\n", + "label_list = list(reduced_combo.label.value_counts().index)\n", + "u = umap_plot_label(X,y,1,7,label_list,'upper right');\n" + ] + }, + { + "cell_type": "code", + "execution_count": 152, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 1\n", + "unknown 41\n", + "NoMOD 36\n", + "MOD 13\n", + "Name: label, dtype: int64\n", + "Cluster 2\n", + "unknown 8\n", + "NoMOD 4\n", + "Name: label, dtype: int64\n", + "Cluster 3\n", + "unknown 39\n", + "MOD 24\n", + "NoMOD 6\n", + "Name: label, dtype: int64\n", + "median statistics of cluster 0\n", + "unknown 41\n", + "NoMOD 36\n", + "MOD 13\n", + "Name: label, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "ed_first_inp_delta 5.923247\n", + "age_at_index_visit 68.230000\n", + "new_race_WHITE 1.000000\n", + "new_race_BLACK OR AFRICAN AMERICAN 0.000000\n", + "glucose_count 1.000000\n", + "glucose_min 114.500000\n", + "glucose_max 122.500000\n", + "glucose_abnormal_count 1.000000\n", + "CO2_count 1.000000\n", + "hgb_abnormal_count 0.000000\n", + "Systolic_max 159.000000\n", + "Systolic_first 149.500000\n", + "Diastolic_max 90.000000\n", + "Diastolic_first 90.000000\n", + "PULSE_min 70.000000\n", + "PULSE_first 72.000000\n", + "HOSP_Systolic_max 165.000000\n", + "HOSP_Diastolic_max 91.500000\n", + "HOSP_PULSE_min 62.500000\n", + "HOSP_PULSE_first 73.500000\n", + "ct_count 0.000000\n", + "ct_abnormal_count 0.000000\n", + "Diabetes 0.000000\n", + "Hypertension 2.500000\n", + "Coronary artery disease (CAD) 0.000000\n", + "dtype: float64" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "median statistics of cluster 1\n", + "unknown 8\n", + "NoMOD 4\n", + "Name: label, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "ed_first_inp_delta 8.651001\n", + "age_at_index_visit 56.940000\n", + "new_race_WHITE 0.000000\n", + "new_race_BLACK OR AFRICAN AMERICAN 1.000000\n", + "glucose_count 2.000000\n", + "glucose_min 141.000000\n", + "glucose_max 141.000000\n", + "glucose_abnormal_count 1.000000\n", + "CO2_count 0.000000\n", + "hgb_abnormal_count 0.000000\n", + "Systolic_max 163.000000\n", + "Systolic_first 163.000000\n", + "Diastolic_max 101.000000\n", + "Diastolic_first 101.000000\n", + "PULSE_min 102.000000\n", + "PULSE_first 102.000000\n", + "HOSP_Systolic_max 166.000000\n", + "HOSP_Diastolic_max 105.000000\n", + "HOSP_PULSE_min 73.000000\n", + "HOSP_PULSE_first 96.000000\n", + "ct_count 0.000000\n", + "ct_abnormal_count 0.000000\n", + "Diabetes 56.000000\n", + "Hypertension 8.000000\n", + "Coronary artery disease (CAD) 0.000000\n", + "dtype: float64" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "median statistics of cluster 2\n", + "unknown 39\n", + "MOD 24\n", + "NoMOD 6\n", + "Name: label, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "ed_first_inp_delta 5.271227\n", + "age_at_index_visit 69.420000\n", + "new_race_WHITE 0.000000\n", + "new_race_BLACK OR AFRICAN AMERICAN 0.000000\n", + "glucose_count 2.000000\n", + "glucose_min 192.000000\n", + "glucose_max 212.000000\n", + "glucose_abnormal_count 2.000000\n", + "CO2_count 1.000000\n", + "hgb_abnormal_count 0.000000\n", + "Systolic_max 159.000000\n", + "Systolic_first 156.000000\n", + "Diastolic_max 90.000000\n", + "Diastolic_first 83.000000\n", + "PULSE_min 72.000000\n", + "PULSE_first 72.000000\n", + "HOSP_Systolic_max 170.000000\n", + "HOSP_Diastolic_max 95.000000\n", + "HOSP_PULSE_min 61.000000\n", + "HOSP_PULSE_first 71.000000\n", + "ct_count 1.000000\n", + "ct_abnormal_count 0.000000\n", + "Diabetes 36.000000\n", + "Hypertension 3.000000\n", + "Coronary artery disease (CAD) 0.000000\n", + "dtype: float64" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# analyze the resulting clusters\n", + "clust = cluster_umap(u,3,reduced_combo[imp_cols+['label']],'upper right')\n", + "analyze_clusters(clust,reduced_combo[imp_cols+['label']],imp_cols) " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Need to get red flags to recreate Paarth classifier on our data\n", + "- headache\n", + "- diplopia\n" + ] + }, + { + "cell_type": "code", + "execution_count": 191, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['PatientSSN', 'EntryDateTime', 'TIUDocumentSID', 'TIUStandardTitle',\n", + " 'ReportText', 'Sta3n', 'PatientSID', 'SignedByStaffSID',\n", + " 'AmendmentDateTime', 'AmendedByStaffSID', 'ProviderRole'],\n", + " dtype='object')" + ] + }, + "execution_count": 191, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "notes.columns" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "tmp = notes[notes.PatientSSN==ptssn]\n", + "start_time, end_time = dizzy_cohort_df[dizzy_cohort_df.PtSSN==ptssn].EDStartDateTime.values[0],dizzy_cohort_df[dizzy_cohort_df.PtSSN==ptssn].DischargeDateTime.values[0]\n", + "tmp1 = tmp[(tmp.EntryDateTime >= start_time) & (tmp.EntryDateTime <= end_time)]\n", + "for i in range(tmp1.shape[0]):\n", + " print(i,'---------------------------------------------')\n", + " print(tmp1.TIUStandardTitle.iloc[i])\n", + " print(tmp1.ReportText.iloc[i])\n" + ] + }, + { + "cell_type": "code", + "execution_count": 199, + "metadata": {}, + "outputs": [], + "source": [ + "notes = dataset['withRole']\n", + "notes.PatientSSN = notes.PatientSSN.astype('int64')\n", + "notes.EntryDateTime = pd.to_datetime(notes.EntryDateTime)\n", + "ed_notes = notes[notes.TIUStandardTitle=='EMERGENCY DEPT NOTE'].copy()\n", + "ed_notes.rename(columns={'PatientSSN':'PtSSN'},inplace=True)\n", + "ed_notes.PtSSN = ed_notes.PtSSN.astype('int64')\n", + "\n", + "\n", + "ed_notes_mod = pd.merge(ed_notes,dizzy_labels_df,on='PtSSN')\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "ptssn = ed_notes_mod.iloc[0].PtSSN\n", + "#print(ed_notes_mod.ReportText.iloc[0])\n", + "display(dizzy_df[dizzy_df.PtSSN==ptssn].CaseSummaryER.values)\n", + "combo_df[combo_df.PtSSN==ptssn]\n", + "dizzy_cohort_df[dizzy_cohort_df.PtSSN==ptssn]" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "median statistics of cluster 0\n" + ] + }, + { + "data": { + "text/plain": [ + "bun_count 1.00\n", + "chloride_min 101.00\n", + "hgb_max 14.30\n", + "WBC_min 9.41\n", + "WBC_max 9.41\n", + "amylase_count 0.00\n", + "lact_count 0.00\n", + "CO2_min 25.00\n", + "calcium_count 1.00\n", + "glucose_count 1.00\n", + "troponin_abnormal_count 0.00\n", + "WBC_abnormal_count 0.00\n", + "calcium_abnormal_count 0.00\n", + "bun_min 16.00\n", + "chloride_abnormal_count 0.00\n", + "chloride_count 1.00\n", + "ast_count 1.00\n", + "amylase_abnormal_count 0.00\n", + "albumin_abnormal_count 0.00\n", + "glucose_max 123.00\n", + "potassium_min 4.00\n", + "bun_abnormal_count 0.00\n", + "CO2_count 1.00\n", + "chloride_max 102.00\n", + "alt_abnormal_count 0.00\n", + "CO2_max 25.00\n", + "lact_abnormal_count 0.00\n", + "troponin_count 0.00\n", + "hgb_abnormal_count 0.00\n", + "bun_max 16.00\n", + "hgb_min 14.20\n", + "glucose_abnormal_count 1.00\n", + "glucose_min 122.00\n", + "alkphos_abnormal_count 0.00\n", + "lipase_count 1.00\n", + "CO2_abnormal_count 0.00\n", + "potassium_abnormal_count 0.00\n", + "potassium_max 4.00\n", + "potassium_count 1.00\n", + "creat_max 1.06\n", + "creat_abnormal_count 0.00\n", + "alkphos_count 1.00\n", + "creat_min 1.05\n", + "ast_abnormal_count 0.00\n", + "lipase_abnormal_count 0.00\n", + "creat_count 1.00\n", + "hgb_count 1.00\n", + "WBC_count 1.00\n", + "alt_count 1.00\n", + "albumin_count 1.00\n", + "Name: 50%, dtype: float64" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "median statistics of cluster 1\n" + ] + }, + { + "data": { + "text/plain": [ + "bun_count 1.00\n", + "chloride_min 104.00\n", + "hgb_max 14.00\n", + "WBC_min 8.50\n", + "WBC_max 8.56\n", + "amylase_count 0.00\n", + "lact_count 0.00\n", + "CO2_min 25.00\n", + "calcium_count 1.00\n", + "glucose_count 1.00\n", + "troponin_abnormal_count 0.00\n", + "WBC_abnormal_count 0.00\n", + "calcium_abnormal_count 0.00\n", + "bun_min 13.00\n", + "chloride_abnormal_count 0.00\n", + "chloride_count 1.00\n", + "ast_count 1.00\n", + "amylase_abnormal_count 0.00\n", + "albumin_abnormal_count 0.00\n", + "glucose_max 95.00\n", + "potassium_min 3.90\n", + "bun_abnormal_count 0.00\n", + "CO2_count 1.00\n", + "chloride_max 104.00\n", + "alt_abnormal_count 0.00\n", + "CO2_max 25.00\n", + "lact_abnormal_count 0.00\n", + "troponin_count 0.00\n", + "hgb_abnormal_count 0.00\n", + "bun_max 13.00\n", + "hgb_min 13.90\n", + "glucose_abnormal_count 0.00\n", + "glucose_min 95.00\n", + "alkphos_abnormal_count 0.00\n", + "lipase_count 1.00\n", + "CO2_abnormal_count 0.00\n", + "potassium_abnormal_count 0.00\n", + "potassium_max 4.00\n", + "potassium_count 1.00\n", + "creat_max 0.94\n", + "creat_abnormal_count 0.00\n", + "alkphos_count 1.00\n", + "creat_min 0.93\n", + "ast_abnormal_count 0.00\n", + "lipase_abnormal_count 0.00\n", + "creat_count 1.00\n", + "hgb_count 1.00\n", + "WBC_count 1.00\n", + "alt_count 1.00\n", + "albumin_count 1.00\n", + "Name: 50%, dtype: float64" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "median statistics of cluster 2\n" + ] + }, + { + "data": { + "text/plain": [ + "bun_count 1.00\n", + "chloride_min 100.00\n", + "hgb_max 13.90\n", + "WBC_min 10.04\n", + "WBC_max 10.30\n", + "amylase_count 0.00\n", + "lact_count 0.00\n", + "CO2_min 24.00\n", + "calcium_count 1.00\n", + "glucose_count 1.00\n", + "troponin_abnormal_count 0.00\n", + "WBC_abnormal_count 0.00\n", + "calcium_abnormal_count 0.00\n", + "bun_min 16.35\n", + "chloride_abnormal_count 0.00\n", + "chloride_count 1.00\n", + "ast_count 1.00\n", + "amylase_abnormal_count 0.00\n", + "albumin_abnormal_count 0.00\n", + "glucose_max 194.50\n", + "potassium_min 4.00\n", + "bun_abnormal_count 0.00\n", + "CO2_count 1.00\n", + "chloride_max 100.00\n", + "alt_abnormal_count 0.00\n", + "CO2_max 24.15\n", + "lact_abnormal_count 0.00\n", + "troponin_count 0.00\n", + "hgb_abnormal_count 0.00\n", + "bun_max 17.00\n", + "hgb_min 13.70\n", + "glucose_abnormal_count 1.00\n", + "glucose_min 188.50\n", + "alkphos_abnormal_count 0.00\n", + "lipase_count 1.00\n", + "CO2_abnormal_count 0.00\n", + "potassium_abnormal_count 0.00\n", + "potassium_max 4.00\n", + "potassium_count 1.00\n", + "creat_max 1.11\n", + "creat_abnormal_count 0.00\n", + "alkphos_count 1.00\n", + "creat_min 1.10\n", + "ast_abnormal_count 0.00\n", + "lipase_abnormal_count 0.00\n", + "creat_count 1.00\n", + "hgb_count 1.00\n", + "WBC_count 1.00\n", + "alt_count 1.00\n", + "albumin_count 1.00\n", + "Name: 50%, dtype: float64" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# UMAP the lab dataframe for abdpain\n", + "\n", + "XX = abdpain_clean_labs.dropna()\n", + "X = XX[set(XX.columns).difference(['PtSSN'])]\n", + "u = umap_plot_nolabel(X,1,7)\n", + "\n", + "# analyze the resulting clusters\n", + "clust = cluster_umap_nolabel(u,3,X,'upper left')\n", + "analyze_clusters_nolabel(clust,X,X.columns)\n", + "\n", + "# create a tapestry plot to visualize the clusters according to median values\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# start merging all dataframes and UMAP them for dizzy and abdpain\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Make predictive model for dizzy with all the ttest relevant fields" + ] + }, + { + "cell_type": "code", + "execution_count": 213, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(82, 29)\n" + ] + }, + { + "data": { + "text/plain": [ + "{'label'}" + ] + }, + "execution_count": 213, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dizzy_cohort_tmp = dizzy_cohort_df_labeled[['PtSSN'] + dizzy_cohort_sig]\n", + "dizzy_demo_tmp = dizzy_demo_coded_labeled[['PtSSN'] + dizzy_demo_sig]\n", + "dizzy_vitals_tmp = dizzy_EDvitals_labeled[['PtSSN'] + dizzy_vitals_sig]\n", + "dizzy_hosp_vitals_tmp = dizzy_hosp_vitals_labeled[['PtSSN'] + dizzy_hosp_vitals_sig]\n", + "#dizzy_consults_tmp = dizzy_topN_consult_counts_labeled[['PtSSN'] + dizzy_consults_sig]\n", + "\n", + "# images\n", + "dizzy_images_xr_count_labeled = pd.merge(dizzy_images_xr_count,dizzy_labels_df[dizzy_labels_df.label.isin(['MOD','NoMOD'])],on='PtSSN')\n", + "dizzy_images_ct_count_labeled = pd.merge(dizzy_images_ct_count,dizzy_labels_df[dizzy_labels_df.label.isin(['MOD','NoMOD'])],on='PtSSN')\n", + "dizzy_images_ct_abnormal_count_labeled = pd.merge(dizzy_images_ct_abnormal_count,dizzy_labels_df[dizzy_labels_df.label.isin(['MOD','NoMOD'])],on='PtSSN')\n", + "\n", + "# convert image count fields into int\n", + "dizzy_images_xr_count_labeled.xr_count = dizzy_images_xr_count_labeled.xr_count.astype(int)\n", + "dizzy_images_ct_count_labeled.ct_count = dizzy_images_ct_count_labeled.ct_count.astype(int)\n", + "dizzy_images_ct_abnormal_count_labeled.ct_abnormal_count = dizzy_images_ct_abnormal_count_labeled.ct_abnormal_count.astype(int)\n", + "\n", + "dizzy_images_xr_count_tmp = dizzy_images_xr_count_labeled[['PtSSN','xr_count']].drop_duplicates()\n", + "dizzy_images_ct_count_tmp = dizzy_images_ct_count_labeled[['PtSSN','ct_count']].drop_duplicates()\n", + "dizzy_images_ct_abnormal_count_tmp = dizzy_images_ct_abnormal_count_labeled[['PtSSN','ct_abnormal_count']].drop_duplicates()\n", + "\n", + "\n", + "# labs is rel_dizzy_labs\n", + "# risk factors is dizzy_rf_df_all_labeled\n", + "\n", + "# merge them all\n", + "\n", + "labels_tmp = dizzy_labels_df[dizzy_labels_df.label.isin(['MOD','NoMOD'])][['PtSSN','label']]\n", + "dizzy_all = pd.merge(labels_tmp,dizzy_cohort_tmp,on='PtSSN')\n", + "dizzy_all = pd.merge(dizzy_all,dizzy_demo_tmp,on='PtSSN')\n", + "dizzy_all = pd.merge(dizzy_all,dizzy_vitals_tmp,on='PtSSN')\n", + "dizzy_all = pd.merge(dizzy_all,dizzy_hosp_vitals_tmp,on='PtSSN')\n", + "dizzy_all = pd.merge(dizzy_all,dizzy_consults_tmp,on='PtSSN')\n", + "dizzy_all = pd.merge(dizzy_all,rel_dizzy_labs,on='PtSSN')\n", + "dizzy_all = pd.merge(dizzy_all,dizzy_images_xr_count_tmp,on='PtSSN')\n", + "dizzy_all = pd.merge(dizzy_all,dizzy_images_ct_count_tmp,on='PtSSN')\n", + "dizzy_all = pd.merge(dizzy_all,dizzy_images_ct_abnormal_count_tmp,on='PtSSN')\n", + "dizzy_all = pd.merge(dizzy_all,dizzy_rf_df_all_labeled[['PtSSN','Hx aneurysm']],on=['PtSSN'])\n", + "print(dizzy_all.shape)\n", + "set(dizzy_all.columns).difference(set(all_dizzy_all.columns))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# make feature dataframe for entire data set" + ] + }, + { + "cell_type": "code", + "execution_count": 236, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(195, 28)\n", + "Index(['PtSSN', 'ed_duration', 'ed_first_inp_delta', 'Systolic_max',\n", + " 'Systolic_first', 'Diastolic_max', 'Diastolic_first', 'PULSE_min',\n", + " 'PULSE_first', 'RESPIRATION_max', 'HOSP_Systolic_max',\n", + " 'HOSP_Diastolic_max', 'HOSP_PULSE_min', 'HOSP_PULSE_first',\n", + " 'HOSP_RESPIRATION_first', 'WBC_abnormal_count', 'glucose_count',\n", + " 'glucose_min', 'glucose_max', 'glucose_abnormal_count',\n", + " 'albumin_abnormal_count', 'CO2_count', 'alkphos_abnormal_count',\n", + " 'hgb_abnormal_count', 'xr_count', 'ct_count', 'ct_abnormal_count',\n", + " 'Hx aneurysm'],\n", + " dtype='object')\n" + ] + } + ], + "source": [ + "# make dataset for all of dizzy (not just the labeled data)\n", + "all_dizzy_cohort_tmp = dizzy_cohort_df[['PtSSN'] + dizzy_cohort_sig]\n", + "#print(all_dizzy_cohort_tmp.shape,all_dizzy_cohort_tmp.columns)\n", + "all_dizzy_demo_tmp = dizzy_demo_coded[['PtSSN'] + dizzy_demo_sig]\n", + "#print(all_dizzy_demo_tmp.shape,all_dizzy_demo_tmp.columns)\n", + "all_dizzy_vitals_tmp = dizzy_EDvitals_df[['PtSSN'] + dizzy_vitals_sig]\n", + "#print(all_dizzy_vitals_tmp.shape,all_dizzy_vitals_tmp.columns)\n", + "all_dizzy_hosp_vitals_tmp = dizzy_hosp_vitals_df[['PtSSN'] + dizzy_hosp_vitals_sig]\n", + "#all_dizzy_consults_tmp = dizzy_topN_consult_counts[['PtSSN'] + dizzy_consults_sig]\n", + "#print(all_dizzy_hosp_vitals_tmp.shape,all_dizzy_hosp_vitals_tmp.columns)\n", + "\n", + "# convert image count fields into int\n", + "dizzy_images_xr_count.xr_count = dizzy_images_xr_count.xr_count.astype(int)\n", + "dizzy_images_ct_count.ct_count = dizzy_images_ct_count.ct_count.astype(int)\n", + "dizzy_images_ct_abnormal_count.ct_abnormal_count = dizzy_images_ct_abnormal_count.ct_abnormal_count.astype(int)\n", + "\n", + "all_dizzy_images_xr_count_tmp = dizzy_images_xr_count[['PtSSN','xr_count']].drop_duplicates()\n", + "all_dizzy_images_ct_count_tmp = dizzy_images_ct_count[['PtSSN','ct_count']].drop_duplicates()\n", + "all_dizzy_images_ct_abnormal_count_tmp = dizzy_images_ct_abnormal_count[['PtSSN','ct_abnormal_count']].drop_duplicates()\n", + "\n", + "\n", + "# labs is rel_dizzy_labs\n", + "# risk factors is dizzy_rf_df_all_labeled\n", + "\n", + "# merge them all\n", + "\n", + "\n", + "all_dizzy_all = pd.merge(all_dizzy_cohort_tmp,all_dizzy_demo_tmp,on='PtSSN')\n", + "\n", + "all_dizzy_all = pd.merge(all_dizzy_all,all_dizzy_vitals_tmp,on='PtSSN')\n", + "\n", + "all_dizzy_all = pd.merge(all_dizzy_all,all_dizzy_hosp_vitals_tmp,on='PtSSN')\n", + "\n", + "#all_dizzy_all = pd.merge(all_dizzy_all,dizzy_consults_tmp,on='PtSSN')\n", + "all_dizzy_all = pd.merge(all_dizzy_all,rel_dizzy_labs,on='PtSSN')\n", + "\n", + "all_dizzy_all = pd.merge(all_dizzy_all,all_dizzy_images_xr_count_tmp,on='PtSSN')\n", + "\n", + "all_dizzy_all = pd.merge(all_dizzy_all,all_dizzy_images_ct_count_tmp,on='PtSSN')\n", + "\n", + "all_dizzy_all = pd.merge(all_dizzy_all,all_dizzy_images_ct_abnormal_count_tmp,on='PtSSN')\n", + "\n", + "all_dizzy_all = pd.merge(all_dizzy_all,dizzy_rf_df_all[['PtSSN','Hx aneurysm']],on=['PtSSN'])\n", + "print(all_dizzy_all.shape)\n", + "print(all_dizzy_all.columns)" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "glucose_min 7\n", + "glucose_max 7\n", + "(82, 29)\n" + ] + } + ], + "source": [ + "# which ones have NAs in them?\n", + "# make all count columns default to 0\n", + "\n", + "limit_dizzy_all = dizzy_all[dizzy_all.label.isin(['MOD','NoMOD'])].copy()\n", + "\n", + "abcols = ['WBC_abnormal_count','glucose_count','glucose_abnormal_count','albumin_abnormal_count','CO2_count',\n", + " 'alkphos_abnormal_count','hgb_abnormal_count']\n", + "for abcol in abcols:\n", + " limit_dizzy_all[abcol] = limit_dizzy_all[abcol].fillna(0)\n", + "\n", + "\n", + "\n", + "for col in limit_dizzy_all.columns[2:]:\n", + " v = limit_dizzy_all[col].isna().sum()\n", + " if v > 0:\n", + " print(col,v )\n", + " \n", + "print(limit_dizzy_all.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "156.0 126.0\n", + "171.0 126.0\n" + ] + } + ], + "source": [ + "# for glucose_min and glucose_max use class_specific medians\n", + "\n", + "glucose_cols = ['glucose_min','glucose_max']\n", + "for gcol in glucose_cols:\n", + " vals = limit_dizzy_all.groupby('label')[gcol].describe()[['50%']].reset_index()\n", + " mod_val = vals[vals.label=='MOD']['50%'].values[0]\n", + " nomod_val = vals[vals.label=='NoMOD']['50%'].values[0]\n", + " print(mod_val,nomod_val)\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 101, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 101, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAArMAAALCCAYAAADNmVt/AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAADfEklEQVR4nOzdebxd0/nH8c/NnFBiiqmI8TFGzFL1k5raxlB0UGOjpVJVc1upKYoqLaVFY6qYa2hNRWpKRFFzEOFrTAwxhYRG5tzz+2Ovy3Hded3pxPftdV65Z++11n72uYPnPGfttatKpRJmZmZmZpWoS0cHYGZmZmbWUk5mzczMzKxiOZk1MzMzs4rlZNbMzMzMKpaTWTMzMzOrWE5mzczMzKxidevoAMzMzMxs4RMRiwEPATtLmlRr30DgEmAxYBwwTNL8lhzHlVkzMzMza1URsQXwH2CteppcBRwqaS2gCjiopcdyMmtmZmZmre0g4OfAlNo7ImIVoLek/6ZNo4Dvt/RAnmZgZmZmZo2KiL5A3zp2TZc0vXyDpANTn7qGWgF4u+z528BXWxqXk1lrU/Omvpp1v+Tpex2Qdfxbn18pqz/Aa92qs/ovUsr/AGQiM7P6L13VIzuGFavz/lz06SR3zn6164Ks/t+elffzAJA7wur9pmXHUNUl7xvyxHv9smMYuMTUrP7L771MdgwXXZTXf7H8HwfWmj87q/9fe+b9TAOc0e/jrP7de+fHUNU1/4/E7I+6Z/V/5a0ls2PY9t3rq7IHaYbc/88208nASfVsH9GMcboA5XFXkfGn0cmsmZmZmTXFORRTAmqb3sxx3gSWL3u+HHVMR2gqJ7NmZmZmlao6vyreVGkqwfRWGGdyRMyOiK0kPQjsB9zZ0vF8AZiZmZmZtbmIuCMiNk1P9wH+FBEvAIsCf27puK7MmpmZmVWqUitM3G5DkvqXfT2k7Oungc1b4xiuzJqZmZlZxXIya2ZmZmYVy8lsB4iIERExohntB0fE2FY69kERsVf6+rcRsWtrjGtmZmYdoLq6/R6dlOfMfvlsBYwFkHRix4ZiZmZmlsfJbBuIiGOBHwBdgX8DvwaOAX4KTAWmAY82MsaOwJ+A2cALZdvHAiMkjY2I/sBYSf0jYhSwFLAG8CugF3A00BvoCfwY6APsCmwbEW8De6X+oyLigNS+BDxBcb/kGandjcDXgfnADyS9lvP6mJmZWesodfILwNqDpxm0soj4FrAJsBmwEbAicBxFMrkRsD2N3LItInoClwPfk7QJMKuJh/9A0jrA7cAwYGdJGwJnAsMl3QPcCpwo6d9lx9sgxbiNpA2AT/jsDh/LAfdK2ggYBxzaxFjMzMzM2pwrs61ve2ALiuomFJXRPYALJM0AiIgbKKq29dkAmCLp+fT8cuCUJhz7EQBJ1RGxO7BLFDdFHgw0tKryNsBtkj5Izy8CLivbPzr9OwH4vybEYWZmZu2hE89lbS+uzLa+rsA5kgZKGkiR2P6e4r7DNeY3Mkapgfbl+2rfhHoWQEQsSjGNYVWKauqfa41XW+2fgyrK3uhIqrlxeO24zMzMzDqUk9nWdx+wX0QsGhHdgJuBjyiqpItHRC9g90bGeAZYNiI2TM/3Kts3FVgvfb1bPf3Xokg8fweMoagM11SC5/PFivxYYNeIWDI9Pyj1MzMzs86sVN1+j07KyWwrk3Qb8A+Kj/wnAOOBc4FzgMeA+4HJjYwxjyKBvTIinqS4cKvGmcAhaXvveoZ4Oh33BeA54H1glbTvHuA3EfG9suM9A5wO3J9uK9cXOL4Jp2tmZmbWoapKpVJHx2ALsXlTX836AZu+1wFZx7/1+ZWy+gO81i3v3egipfz3jBOZmdV/6aoe2TGsWJ03xb5PJ/lT82rXhqaPN+7bs/KrE7kjrN5vWnYMVV3yviFPvNcvO4aBS0zN6r/83stkx3DRRXn9F2uFYtVa82c33qgBf+2Z9zMNcEa/j7P6d++dH0NV1/w/ErM/qj37rnleeWvJxhs1Ytt3r2/X6XhzJz/Zbn9de6yycaecaugLwDpQRIwBlqhj10hJI9s7HjMzM7NK42S2A0n6RkfHYGZmZhWsE89lbS+eM2tmZmZmFcuVWWtTuXNe+157WeONGvDqpvnXsa20IO8933uZcxMBBpb6NN6oAavPyX/n/mLPvP5TuuTHsMr8/PffW8/Om/K1SNd52TE82C3v+7nizLx5gQCfzM6bR317z7x5ngBPzVwqq//A8/N/t+7s9kHjjRowoFtdM8Wa566uja3W2LDWqEq9+PrSWf1nVDW0dHrTPN8z/0xer5qb1f/XK36YHUO78zqzrsyamZmZWeVyZdbMzMysQpU8Z9aVWTMzMzOrXE5mzczMzKxieZqBmZmZWaXyBWCuzJqZmZlZ5frSV2YjYgSApBENtBkCXAzcD8ykuEPX400cf0xjN0eIiDuAAyVNaWLYzRIRQ4HBkoY20GYsMAJ4Chglafe2iMXMzMxakS8AczLbRN8DTpbUkrt4D26sgaQhLRi3rSwBbNTRQZiZmZk1xUKfzEbEscAPgK7Av4FfA8cAPwWmAtOARxvofyCwG7B9RFQD+1JUMAHOTONOAK5Iz0tpzL2AE9MYj0jaooFjTKJIegcD3wKWBFYD7pJ0SEQMBk4A5gGrpngPlDSngTH3A44HPgYmAzPS9s2APwF90vkfLOm1sq5/BlaIiJsk7R4RpwHbpZimAHtKere+45qZmVk7ql7Q0RF0uIV6zmxEfAvYBNiMotq4InAc8OP0fHvgqw2NIekS4FbgxPR1ubWAbSX9iCJxHCZpU+BuYGNJh6Ux6k1k6/A14LvAAGCXiNigbPvhwNpAL+Dn9Q0QEStQJNb/BwwCvpK29wAuAfaWtDFwFsX0iXKHAVNSIrtGOt7XJK0FvE6RzJuZmZl1Cgt7ZXZ7YAvgifS8N7AHcIGkmkrlDRTV1ZaQpI/S17cCN0XEzcAtku5u4ZgPSfpfiu1ViooowDhJStuvpKgsn13PGF9L47yb2l9FUV1dC1gduDUiatouVl8gkl6OiKOBA6PoMAh4pYXnZWZmZq3Nc2YX7sosRZJ6jqSBkgZSJLa/B8pvzp5zU+xZNV9I+hPFNIGXgTMj4rgWjll+w/MSn8VaHmcXGo67vF95367Aq2WvxybA1+sbJCI2Ae5Kx7sRuKnWuGZmZmYdamFPZu8D9ouIRSOiG3Az8BHFx/eLR0QvoFWu2o+IR4CvSDqHYk7qxmnXgnTsXF+PiBUjoguwP3BnA23/Awwqa79n2v4CsGREbJ2e/xi4plbf+XxWsd8GGCtpJPAisDMtr2KbmZlZa6uubr9HJ7VQJ7OSbgP+ATxCcZHWeOBc4BzgMYqltia30uF+A4yKiCeAnwDHpu23AE+nxDnHFIqLzCYCb1HMfa1Tml7wC+AeiovFPk7b5wDfB86KiGeAH6VYy70LvB4RY4DrgA0j4llgLPA4xQVoZmZmZp1CValU6ugYrBFpNYMRkgZ3cCjN9v4O22T9gPW99rKs44/Y9Pis/gArLch7z/del/zfsUVKebM7Vp+b/476xZ55r8PHVfkxrDI///13v/l5cSzbZXbjjRrxYLc+Wf2/3X1adgyfzO6R1f+C7vnfixXomdV/4Jz8WU8Xd/sgq/+Arktkx/BGaVbjjRrQGlWpA2fnfS9mVOV/aPd85t8YgNer5mb1//WSH2bHsMqT97TrdLw5E+5ut0Su5/o7dMqphgv7BWBNliqRdf1VGpk+Zu9U40dEb+DhenafKOnW5o5pZmZmVmmczCaN3aWrI8eXNJZaN1+QNAsYmBWUmZmZVbZOPJe1vSzUc2bNzMzMbOHmyqyZmZlZhSqVfAcwJ7PWpm59fqWs/q9mXsA14vFTs/oDzB9/V1b/kiZkxzB33HPZY/zxkeWz+q8xL+/4/ejCxt0/arxhA1bc6OO8IID5M/L6n/hav+wYPi7lBfHmgq9kx7B8t7w//+d+8/3sGO6/Je8itG0Pzf9wcfD9eRdfjZ2wVHYMxw7Iv6Bviuq9/02TnN8796Pqag7vOjNrhNWq87+fKw7I+xtx0fi8/2fBZ0sZWfvxNAOzL4HcRLY15CayZla33ES2NeQmsmY5XJk1MzMzq1S+na0rs2ZmZmZWuVyZNTMzM6tUXprLlVkzMzMzq1yuzJqZmZlVKs+ZdWXWzMzMzCqXK7MZIuJ7wHCK17ELcIWkPzRzjMuAEZImN9BmLDACmAEMk3RgS2M2MzOzhUi1b5rgymwLRcSKwFnAjpI2BAYBP4yIXZs51DeAqqY0lPS4E1kzMzOzz7gy23JLA92BPsAHkmZExI+ArSLiQUlbAUTEUGAL4K/ARRSv+WzgAOC7wArAHRGxNbAmcC7QC5gKHCzp5ZoDRsRgiiru4IgYCFyYjv8hsI+kN+sKNCL6AzcDLwDrAU8CDwFDgSWA3SU9HxHfB44GegM9gR8Dz6bHTyTdGxH/Bm6RdEHGa2dmZmatwXNmXZltKUlPA7cAr0bEoxFxBtCVImFdPiJWT033B0YBRwJnSdoUuBjYUtLvgSnAEOB/wN+BQ1OldyRwbQMhXA2cImmD1O/wRkIeAJwBbAhsBfSXNCgd46cR0QUYBuycjn8mMFzS/yiS2gsi4udAtRNZMzMz6yyczGaQ9DOgP0XVdRXgv8DuwOXAvhGxMrCspEeA24HzIuJS4CPgmlrDrQVMk/RYGvsGYI2IWLz2cSNiaWB5Sf9Kbf8q6ZeNhPuOpKckVQNvAvem7ZOBJdL23YFvRsRvKaq2i6bx7wPuA35HkdiamZlZZ1Bd3X6PTsrJbAtFxE4RsaektyRdJumHwGHATygqsT8E9gKuAJB0I7Ax8ChFlXZkrSHr+l5UUVR7a5sHlMpi6RURqzUS8txaz+fXOp9FU2yrAuOAP6fjExFVQAAz079mZmZmnYKT2ZabCZye5qPWJHwDgafSygRvAj8Drkz7rwM2k3QhcAJFYgtFUtkNELBURGyW2v8AmCzpw9oHlvQR8GZE7Jg27Qf8NvN81qJIkH8HjAH24LNE+hCKlRS+A1ycEl8zMzPraKXq9nt0Uk5mW0jSGOBk4F8RIYqLqxYAp6QmfwcmSpqSnv8OOC4inqSYj/qztP1fwB0UF4LtSTEVYQJwaHpen32BEyNifGrX2DSDxjwNjE/n8RzwPrBKRKwKHA/8XNKjwL9T/GZmZmYdzqsZZJB0OcX82M+JiG7A9sAlZW2fBjarY4wjgCPS09coVj6o3WZw2dPBaduzwNebGOckirm9XxhP0iiKaRFQTIsoV3NR2fJl7Q9tyjHNzMysHXTiuaztxclsK0vTDaYAd1Msh9Vex10d+Ec9uw+U9Hh7xWJmZmbWXpzMtjJJJaBfBxz3FYo5u2ZmZmZfGk5mzczMzCqVpxn4AjAzMzMzq1yuzFqbeq1b3jvGlRbkvd+aP/6urP4A3Qbu2HijBsz597+zY+jxtbzlfdd+YEZ2DO9m/rV4cc5i2TEs9sbs7DGqupQab9SAJemeHcNXqvJezO7FEtBZFmT2L82e33ijRvytR97P5dce/jg7hleeWyqr/8M9c19JWGr8sln9V11uWnYM06fXtaR50703o092DPNaob626KS8vxE98/48dIhSKf9nsNK5MmtmZmZmFcuVWTMzM7NK5TmzTmbNzMzMrHVFxN4UN13qDpwj6fxa+zcGLgR6AG8A+0qa3pJjeZqBmZmZWaXqhLezjYgVgdMobu40EPhpRKxbq9m5wImSNgQEHNPSl8CVWTMzMzNrVET0BfrWsWt6rarq9sB9kj5M/W4Evgf8tqxNV6DmyuA+wIctjcvJrJmZmVmlat85s0cAJ9Wx/WRgRNnzFYC3y56/DWxeq89RwF0RcQ7wCbBFS4NyMttKIuJ7wHCK17QLcIWkPzRzjMuAEZImN9BmLMUPzAxgmKQDWxDrycABwDnA/pIGNrHfqsDxkn7S3GOamZlZxTsHGFXH9um1nncByhc6qwI+zbojojdwKbC9pEcj4ijgCmCnlgTlZLYVpLkhZwEbS/ogIhYF7o8ISbq1GUN9g+LdTaMkPQ40O5FN9qP4AXoROLsZ/VYBVm/hMc3MzKy1NWMua640lWB6E5q+CWxd9nw5YErZ8/WBWZIeTc8vBE5paVxOZlvH0hRX6/UBPpA0IyJ+BGwVEQ9K2gogIoZSlNH/ClxE8frPpqiSfpeiLH9HRGwNrEkxOboXMBU4WNLLNQeMiMEUVdzBETGQ4gehZs7JPpLerCvQiBgJfBW4OV1p+JSkqogYAWwJrAz8BegN/IjindSjkg4G/gysFhHnS/p59qtmZmZmC6N7gBERsQzFFILvAj8t2/8ysFKkqh/wHeCxlh7Mqxm0AklPA7cAr0bEoxFxBsXE5ouA5SOippq5P0V5/kjgLEmbAhcDW0r6PcW7liHA/4C/A4emq/xGAtc2EMLVwCmSNkj9Dm8g1mE1x5E0vtbuXpLWTXEPBzYFNgF6pOrzYcDjTmTNzMw6ierq9ns0kaS3gOOAMcB44Jo0neCOiNhU0jRgKHB9RDwD/JiisNcirsy2Ekk/i4hTgR2BbwL/BfYBLgf2TfNhl5X0SESsBJwfEd8CbkuPcmsB0yQ9lsa+ISIuiojFax83IpYGlpf0r9T2rxmn8UgaY0FEPETxLukWisT7rYhYM2NsMzMz+5KQdA1wTa1tQ8q+vhO4szWO5WS2FUTETsCikq4DLgMui4iDgJ8AhwCjKaYTXAEg6caIeBjYmaJKuxNwUNmQdVXMqyiqvbXNo2ySdUT0AlaQ9GoLTmVW2de7UUw7+DYwOiL2acF4ZmZm1pbacc5sZ+VpBq1jJnB6RPQHiIgqikWCn0orE7wJ/Ay4Mu2/DthM0oXACcDGaZz5FG8wBCwVEZul9j8AJtes11ZO0kfAmxGxY9q0H59fx63Z0hyXicCzkk4E7gIGlMVnZmZm1ik4mW0FksZQrELwr4gQ8AKwgM+uzPs7MFFSzZV8vwOOi4gngTMpEl2AfwF3UFwItidwXkRMAA5Nz+uzL3BiRIxP7X6ZeT7vU8ybfSwinqC4CO1vwPNA34i4Mmd8MzMzs9biKlsrkXQ5xfzYz4mIbhR3wrikrO3TwGZ1jHEExYLEAK9RxwLCkgaXPR2ctj1Lccu4psbav+zrqvTviFpt/gT8qVbXTyiW0zAzM7POoH1vmtApOZltQ2m6wRTgbuDmdjzu6sA/6tl9YFqj1szMzKziOZltQ5JKQL8OOO4rFHN2zczMbGHmyqznzJqZmZlZ5XJl1szMzKxSeWkuJ7PWthYp5RX/3+tSarxRA0qakNUfYM6//53Vv+evz8qOYf6To7P6L179QHYMA7rMyOr/fnWf7Biee3vp7DG+vuN7Wf13uGt+dgxvduuR1b81/tf1QV2rVjfDc3f1zY7hpB7zsvrP/6QqO4aZC/L+N7jdrPwYct0wfdnsMZatyvte5PUuLNNrVuON2tgy+b/e1gGczJqZmZlVKs+Z9ZxZMzMzM6tcrsyamZmZVSrPmXVl1szMzMwqlyuzZmZmZpXKc2ZdmTUzMzOzyuXKrJmZmVml8pxZJ7NNFRH9gReBiWlTb+Ah4FhgJWCYpAObOebiwChJuzfSriSpKiKGAUga2czwzczMzBZKTmabZ4qkgQARUQX8DrhR0tZAsxLZZAlgo6Y2dhJrZmZmn+M5s05mW0pSKSJOAt6NiMOAPSQNjohtgNOAPkBf4EhJt0TE3sCvgAXAa8C+wJ+BFSLiJkm7R8QBwNFACXgCOFTSp7ddiogR6dgj0njHp7aPAQdJqvMmLBExFNgJWApYAbgQWAXYFvgA+Lak2RFxGrAdsCQwBdgTWBG4A9ggxf4U8B1J4/NeQTMzM7N8vgAsg6S5wEvAO2WbfwEcKGljimrtqWn7qcCOkjahSGbXBg6jqPbuHhEbAMcB20jaAPgEOKmu40bEisCf0njrAV0pktWGbA7sBnwTOBu4U9KAtO+bEbFGiulrktYCXgf2lfQkRfL7B+AvwF+dyJqZmVln4cpsvhJQfkPpfYGdI+L7wJbAomn7bcCDEXET8A9J49M83BrbALdJ+iA9vwi4rJ5jDgIelPQmgKT9mhDng5I+Bj6OCIB70/bJwBKSXo6Io4EDo2gwCHgltTkVeDydZ1OOZWZmZu3B0wxcmc0RET2AAPqVbX6Aogr6BMV0gyoASYcD3wWmAVdFxL61hqv9vaii/jcb8yiS6Jo4lomIZRoJd275E0nza53LJsBdKY4bgZtqYgcWB75CcZ5LNnIcMzMzs3bjZLaFIqILcDLwX1IFMyKWBNYCTgTuBL4DdI2IbhHxEjBV0unAFRQXfs3ns4R1LLBrGgPgIGBMPYd/DNgyIpZLz/+UjpVjG2BsusjsRWBniukLABcA56V/L8g8jpmZmbWWUqn9Hp2Uk9nmWSEixkfEeOBpiouj9qrZKelD4FLgOeB5impmH6AnRYJ7d0Q8TjH94AzgXeD1iBgj6RngdOD+iHiB4uKx4+sKQtIU4HDg3xExgeLj//qmJDTVdcCGEfEsRWL9OLBqRPwAWB04FzgHWCttMzMzM+twnjPbRJImAT3q2T0WGJzaHQUcVbbvkPTvtelR29fKjnEJcEkdx66ZqjCibNuNFNMBmhL7KGBU7fHS10PLmm5RzxDXl309sCnHNDMzs3bgObNOZhcWEbEnMLyufTVr45qZmZktbJzMLiQkXUcxVcDMzMy+LFyZ9ZxZMzMzM6tcrsxam5rIzKz+A0t9svrPHfdcVn+AHl+LrP7znxydHUO3jb+V1X+VXndmx7CgOu+976Tu3bNjaA2z35zfeKM2ttT8BVn9Z3XJr0NM7J5XzSmVqhpv1IjLq/J+v4e9U+dND5vlle71XQrRNB+3Qkmod6lr440a0K8VfqRfyfx5mNo173UE+Mq8/JSkNC3vZ2rRSqxyliow5lbmyqyZmZmZVSxXZs3MzMwqVSVWk1uZK7NmZmZmVrFcmTUzMzOrVJ34zlztxZVZMzMzM6tYrsyamZmZVSrPmXVl1szMzMwqlyuzLRAR/YEXgYlpU2/gIeBYYCVgmKQDmznm4sAoSbs30q4kqSoihgFIGtnM43QF7gD6AxcDazc11ojYGVhL0tnNOaaZmZm1EVdmncxmmCJpIEBEVAG/A26UtDXQrEQ2WQLYqKmNm5vEllkR2EDSCi3ou2kLj2lmZmbWJpzMtgJJpYg4CXg3Ig4D9pA0OCK2AU4D+gB9gSMl3RIRewO/AhYArwH7An8GVoiImyTtHhEHAEcDJeAJ4FBJM2qOGREj0rFHpPGOT20fAw6SVN+tcf4FLB0RjwPHACNSrGOBD4H1UjyHAeunPhcADwLD0rEnS7os60UzMzMzawWeM9tKJM0FXgLeKdv8C+BASRtTVGtPTdtPBXaUtAlFMrs2RfI4JSWyGwDHAdtI2gD4BDipruNGxIrAn9J46wFdgZ0aCHXXdJy6qqzPSAqK5HtJSRulsbaWNBEYCYx0ImtmZtZJlKrb79FJuTLbukrArLLn+wI7R8T3gS2BRdP224AHI+Im4B+Sxqd5uDW2AW6T9EF6fhFQXwI5CHhQ0psAkvbLiP+R9O8EICLi3xTza3+ZMaaZmZlZm3FltpVERA8ggH5lmx8ANqeYJnAaUAUg6XDgu8A04KqI2LfWcLW/L1XU/8ZjHkUSXRPHMhGxTAtPY1aK7wOK6QZ/oTinJyOibwvHNDMzszZSqi6126OzcjLbCiKiC3Ay8F/glbRtSWAt4ETgTuA7QNeI6BYRLwFTJZ0OXEFx4dd8PktYxwK7pjEADgLG1HP4x4AtI2K59PxP6Vg557MrcCVwO8X0hxkUqzSUx2hmZmbW4ZzMttwKETE+IsYDT1OsErBXzU5JHwKXAs8BzwNfoZiL2pMiwb07XYS1JXAG8C7wekSMkfQMcDpwf0S8QHHx2PF1BSFpCnA48O+ImEBRXc2d03pnGuc54FHgKknPAuOAfSLiF5njm5mZWWuorm6/RydVVfI9fa0N7bfKHlk/YANLfbKO/5NBb2X1B+jxtcjqX7XOgOwYum38raz+z296eHYMC6rz3vs+Wf2V7Bhaw85rvpHV/7mJy2bHMIuuef275NchHu2Z9z+m78yub8GUpruxV94HPcN6fZQdw7gZS2X1/7gVSkK9M/833KcVcoyHu8/J6j94bo/sGFb93CUnLdOz24Ks/pPnLpIdw27vXFOVPUgzzBx5eLslcn2Gnduu59ZU/sh4IRQRewLD69pXszaumZmZLQQ68SoD7cXJ7EJI0nXAdR0dh5mZmVlbczJrZmZmVqk68SoD7cXJrLWppavy5lGtPifv45M/PrJ8Vn+AtR+Y0XijBixe/UB2DKv0ujOr/zqPn5sdw/xHbs3qP+3HD2XHcEPv7CFYaWLez8SWO3/QeKNGVHXPmzM7Z3L+3MIF47+a1f/SXtkhsDR50+/GfJI33xVgTuac1xe75M01BXhx/vSs/it3Xyw7hurM62fu7ZH/OnRvhZRkXuZ17b/sOy07Bmt/TmbNzMzMKlUnXmWgvXhpLjMzMzOrWK7MmpmZmVUqV2ZdmTUzMzOzyuXKrJmZmVml8s2vXJk1MzMzs8rlZNbMzMzMKpanGbSiiOgPvAhMBEpAD2AKcABwFTBC0tiy9qOAsZJGRURJ0hcWXYyIAcA5wFIU36+HgcMlfRIRI4BhwDu1uu0iKesG9BEx3re+NTMz6+R8AZiT2TYwpTwJjIizgD9kjHcd8GNJD0dEF+B84BTgqLR/pKQRGePXyYmsmZmZtVRE7A0cD3QHzpF0fq39AVwILEFRlPuhpBbdtcLJbNsbA5wOtPS2QcsBfQAkVUfEyUD/lgYTEYOB44C5wKrArcAMYDegChgi6d2aSnGq/q4IrAmsAlwi6bSWHt/MzMxaUSe8nW1ErAicBmwCzAEeiogxkiam/VUU+cfhkkZHxO+BY4Fft+R4TmbbUER0B75HMTVgrRYOcyRwa0RMoUiMb5F0e9n+YRGxW9nz1yTt3siYWwDrUSTY7wFHS9o0Ii4DfgjUvvfpAGBroC/wSkScL2l6C8/HzMzMFm7bA/dJ+hAgIm6kyId+m/ZvDHwiaXR6/juKHKNFnMy2vhUiYnz6uifwKMW7jRvraFsFNDjZJc2n/QfFD8b2wKiIuFrSEalJS6YZTKiZUxsRU4F70/bJFOX+2sZImgu8FxEfAosD05t5TDMzM2ttpfabMxsRfak76Zxeq8i1AvB22fO3gc3Lnq8BvBMRlwIbAc8Dv2hpXE5mW9+UuuabRsQ0vvgD0A+od35IRKxJMYfkFOAm4KaIOBd4CjgiI8a5tZ7Pb6T97LKvSxRJuJmZmX25HAGcVMf2k4ERZc+7UOQLNWoX77oBg4H/k/R4RJwCnA0MbUlQXpqr/dwL7B8R3eDTic+bUExBqM/7wOERsW3Zto0oklkzMzP7sqsutd+jWF1p1Toe59SK6k1g+bLny1Gs7lTjHeAlSY+n59fy+cpts7gy234uAlYHno6IamAWsI+kqTUNImJGWfvJktaLiJ2AMyPiEoqKqoC9ytrVnjMLcIyke9riJMzMzOzLKU0lmN6EpvcAIyJiGeAT4LvAT8v2PwQsExEbSnoa2AV4oqVxOZltRZImUc9KA5LmA0enR1376/zoXtIjwDb17BvB58v6TYlxLEVpv+Z5/1rjfS6e2vNxy9ubmZlZxyp1wnVmJb0VEcdRXLjeg2IlpEcj4g7gxDS1YHfg4ohYhKKSu19Lj+dkdiEUEVsDf6ln9xBJU+rZZ2ZmZpZN0jXANbW2DSn7+hEyphaUczK7EJL0ADCwo+MwMzOzNtYJ15ltb74AzMzMzMwqliuz1qZWrM77EXuxZ97x15iX1x/g3czfkgFdZjTeqBELqvPed85/5NbsGLptsWtW//797siOoev/6loGuXlmVOW9lqW5+fPTqnrm/VBNfWWR7Bje65a3wt6y9MiOYetZea/ltK7ZIbB0Ka+qNa1H/uuwatdls/q/xpzsGPpU5b2YXVthxcZFS/n1tRlVeT9Ts2Z1z46h3bXjOrOdlSuzZmZmZlaxXJk1MzMzq1SeM+vKrJmZmZlVLiezZmZmZlaxPM3AzMzMrFJ1wpsmtDdXZs3MzMysYrkya2ZmZlapfAGYk9nWFBH9gReBiUCJ4n7EU4ADgKuAEZLGlrUfBYyVNCoiSpK+sFBfRAwAzgGWovh+PQwcLumTiBgBDAPeqdVtF0lvNBDn34DBwAnAPuW3l2vk/DYHvivp101pb2ZmZtbWnMy2vimSBtY8iYizgD9kjHcd8GNJD0dEF+B84BTgqLR/pKQRzRxzKNBL0lzg6mb0WxfIW93bzMzMWo9vmuBkth2MAU4HPmhh/+WAPgCSqiPiZKB/S4OJiFuBKuDRiPgpcL2k/qlKvBSwBvArYBtgB6AauBk4F/gtsGhEHCfptJbGYGZmZtZafAFYG4qI7sD3KKYGtNSRwK0R8VJEXARsIum/ZfuHRcT4ssdNDQ0madf070DgvVq7P5C0DvAM8G1JGwJbUVRkZwMnArc6kTUzM+skqkvt9+ikXJltfStExPj0dU/gUeBY4MY62lZRVD7rlebT/gPYPj1GRcTVko5ITVoyzaA+j6R/3wJmRcSDwL+AX0uaHRGtdBgzMzOz1uFktvV9bs5sjYiYBvSttbkfMK2+gSJiTeCHkk4BbgJuiohzgaeAI1op3nKzACTNj4gtKKYaDAEejoht2uB4ZmZmlqHkdWY9zaAd3QvsHxHdAKIoc25Cw1MQ3gcOj4hty7ZtRJHMtpmI2Ai4Hxgn6RiK1RkCmI/fAJmZmVkn4sSk/VwErA48HRHVFFXQfSRNrWkQETPK2k+WtF5E7AScGRGXAHMBAXuVtRsWEbvVOtYxku5paaCSnoqIh4EJETETeBC4E1gNGBERv5d0bEvHNzMzs1bSieeythcns61I0iTqWWlA0nzg6PSoa/8X1phN2x+h+Li/rn0jgBEtiLMq/TuJFK+kobXa/BL4Za2uL1KsdmBmZmbWKTiZXQhFxNbAX+rZPUTSlPaMx8zMzNqIK7NOZhdGkh4ABnZ0HGZmZmZtzcmsmZmZWaXyHcCczFrb6pP56ceULnm/pN/q/r+8AIAX5yyW1f/96j7ZMUzq3j2r/7QfP5QdQ/9+d2T1X2nMyOwYvrPe8OwxujI/q/+VY5fPjuHFrvOy+m8xN+/nAWB697xfzu/MnZ0dw5heeb8b1eR/vLprl4+z+j9YWiQ7hsGzFmT1X65bz+wYXu6e97d2s/wfBx7qlZ+UrTO/a1b/a7vlfz8HZo9gzeWluczMzMysYrkya2ZmZlapfAGYK7NmZmZmVrlcmTUzMzOrUCVXZl2ZNTMzM7PK5cqsmZmZWaVyZdaVWTMzMzOrXBVTmY2I/sCLwMS0qQuwGHA5cFmtfTUulnR+RAwAzgGWojjnh4HDJX0SESOAYcA7qU9v4AZJx6fjliRVNXR8SSeVxbk+8CzwPUn/iIgNgCvT7pWBGcCHwBxJW0TEWGCEpLGp/xHAwcACYD5wkaQL0r6hwB+B9SS9W/a6jJXUv6mvpZmZmS0kqn3ThIpJZpMpkgbWPImIFYCXgL/X3lfLdcCPJT0cEV2A84FTgKPS/pGSRqQxFwGej4gHJP27KcePiL9Lej5t/jFwA0VC+g9Jz5LWUI6IURSJ56i6gkyJ9f8BgyW9GxHLADdHxFKSTknNvgKMBHav51zNzMzMvjQqLZmtbXmgiqLi2pDlgD4Akqoj4mSgf10NU7X2UWB9oHYyW9/x/wcQEd2BfYCtgYciYnVJrzTlRCKiD/BLyqqukt6PiIOARyLirNT0H8CAiNhb0jVNHHsosBPF67QCcCGwCrAt8AHwbUmzI+I0YDtgSWAKsCewInAHsAFFtfgp4DuSxjfl2GZmZtaGPGe24pLZFSJiPNALWBp4jKJC+WbZvnL7pcrokcCtETEFGAPcIun2ug4QEasAXwP+1NTjS3oz7d8JmCzpxYi4Gfgp8Osmntt6wCeSJpVvlDQxIuYAa6dNc4GhwL8i4t4mjg2wOUVCugQwCfiWpCMiYgzwzYh4Lh3jaynhvwLYV9JZEXEh8AegO/BXJ7JmZmbWWVTaBWA1H/OvSzEPtQtwd/m+Wo9nAdLH+ssBvwLmAaMi4pyycYdFxPiIeAa4GfidpAebeXyAA4Br09fXAQdERI8mnluJ+t9cdE/7SefzOPA3iukGTfWgpI8lTU7PaxLhycASkl4GjgYOTFXgQcCiqc2pwEbA6sCZzTimmZmZtaXqUvs9OqlKS2aBYqoAxUfyKwLHNNQ2ItaMiBMk/U/STZJ+DmwFHFTWbGRKfgdI2kjSec09fkT0A74NHB0Rk4BLKKqgezTxtCYC3SMiasW/HsX3SbXajwDWBPZu4vhza53D/FrH2QS4Kx3rRuAmiikUAItTzNXtRzEFwczMzKxTqMhkFj5Nxo4BTqCoutbnfeDwiNi2bNtGFHM/W+X4EbEcsB9wr6SvSuovaRXgNIqVEpoy3szU/tKUGNckyBcDZ6b95e1rphscl3MeZbahuDhtJMWqDTsDXdO+C4Dz0r8XtNLxzMzMLFOpVGq3R2dVscksgKTRFMtsnUKaz1rr8WdJ0ynmsp4UEa9GxAsU1cy9Wvn4Q/lionc+sHlErE0TSPo9cBVwT0RMoJgKcHXZSga12z9OseRYa7gO2DAingXGAo8Dq0bEDyimF5ybjrVW2mZmZmbW4ao6c6Ztle+ClfbN+gGb0jVv/bwfFAtNZHlxzmJZ/Zeont94o0ZM6t49q/+q8+Y23qgR/ftNz+q/0pjmTPGu29j1hmeP0ZW8v3kTezR1Gnz9Xuw6L6v/FnPzfh4AXu2e9zrsMG9WdgxjuvfJ6l+d+b0E2LXLx1n9/1ZaJDuG78xakNV/Uree2TG83D3vb+1ms7ND4KFe+d/PteZ3bbxRA17slve9ADhj0rVVjbdqPR8ftGO7JXKLXXxXu55bU1XaagZWj4jYE6jz//QNrL9rZmZmVtGczC4kJF1HMVXAzMzM7EvDyayZmZlZperES2a1Fyez1qmtMj/vGsUVN8qbDwew2Bt5k8Gee3vp7Bhy3dA7f4yu/1sib4BNh/OdzGmWg587PW8AYN4VeWMcdsaz2THs0nu1rP4vZc53BVg/cxr1fzLnuwKsNjfvPL5ampMdw0098+bED56T/724r3fePM8tZ+XPy/+oa146MKkHrDEnb77pQX0+zOoP8PoHi2f1f65bRV8X/6XlZNbM2kVuImtmnVduImstV3JltrKX5jIzMzOzLzdXZs3MzMwqlSuzrsyamZmZWeVyZdbMzMysUuXd72Kh4MqsmZmZmVWsiqjMRkR/YKyk/rW2lyRVRcSywFnAIOAT4G3gWElPpXYrA+cDq1Ak8BOBQyW9FxFDgbOB19OwvYH7gUMk1bveSUQMAM4BlqJ4HR8GDpf0STPP7SBghqRrG2gzAkDSiIgY7zt6mZmZGXg1A1gIKrMR0RsYA4wH1pA0APgjcFdERGp2IXCNpAGS1geeAspvFH+rpIEpSVwX2BD4SSOHvg44TtKGwAbAPOCUFpzCVkCTb6ztRNbMzMzsMxVRmW3EnsB7kv5Ys0HS3RFxGfAriqR0OaB8he/zgM3qGkzSgoh4AFi/keN+Oqak6og4GegfEYsBrwKrSfo4VZXvALYErk39AE4GZgK7AttGxNsUCfmlwMrAfOA3kkaXH7SsGr1kars2MAc4StJ99QUbEZPS8XdIY58CHA2sCRwt6fqIWB/4C7Ao0A84XdLIiPgHMFHSCRHxG2CgpB808vqYmZlZW3NltqIqsytExPjyR9q+GfBoHe3H8VnCOhw4MyLejIjLgZ0ophJ8QUQsBexIMW2gIUcCt0bESxFxEbCJpP9K+hi4Hfhearc/cDmwOzBJ0iYUCfbWku4BbgVOlPRvikTyvlRd/h7wtzSFoi6nAC9LWgfYDzitkXgB3pG0KfA8cGw6z30pXh+AA4FTJW0GfAP4Q9r+M+CAiPgucBAwrAnHMjMzM2tzlZTMTqmZClA2JQCgRN0V5h5pH6m6uSJFsvY+cCbwj7K2u6YE+WlgLHATRRWzXpJGUVRZf0UxxWBURJyTdv+NIsEE2Bu4EngI2C0ibqZIsuuakrAtRbUVSa8CjwBb1BPCNmlcJD0raVBD8SZ3pn8nA/enOcGTgZr7lB4N9IqI4cCpFBVaJL2X9t1IMdc4/56DZmZmlq+6HR+d1MIwzeAR4JA6tg8CHk8fx58g6UhgNDA6Ik4B3o6IZVLbWyUNbeoBI2JN4IeSTqFIfG+KiHMp5uIeQVEVXjEi9gBekzQl9Vsb+BawC3B0RKxba+jaby6qqP97NI+UrJeN/aKkhn7cyu/GXtfFbdcD04DbgL8De5XtWxt4D9iEovJsZmZm1uEqqTJbn+uBPhExPCKqACJiR+AAio/JP6KovO5f1mdd4F2gpRXG94HDI2Lbsm0bUSSzSCpRTC34MzAqxXQocLKkGyiS737AYhRJZU3Ceh/pwrOIWI3i4rD6pjuMIyWbKZEdTVly20I7UEx5uAX4dhq7a0QMBH5Ekcj+OCI2zDyOmZmZtYJSdandHp1VxSezkuZQfDy/JqCIeAE4BthB0guSFgBDgD0jYnJEPE/xEfouaV9LjjmdYt7tSRHxajrm3ny+kvl3YBHg5vT8CiAi4lngAeCXaZx7gN9ExPeAwyguBns29TtQ0tv1hHESsGaaGnE1sF9KonOMAP4TEROBrYFJwGoUCflRkt6keG0vj4jumccyMzMzy1ZVKnXeTLtSRUQXiouk1pZ0WEfH05EuWGnfrB+w7pk/nnts9EbeAMD/3uiR1f+5t5fOjuGd7l2z+j/ebW7jjRrRlaqs/t+ZlR0Cg587PXuMeVfkjbH5Gc9mx7BL79Wy+vcs5X0vANbP/JGY1D0/hpXm5f2Cf7U0JzuGe3s2eWXEOm04J///oU/0ynstt5zVorrM57zUM2/W4Rpz8mOIpfIvx3j9g8Wz+v+rd36N7+xJf8//5WiGad8f3G6J3BI3jG3Xc2uqhWHObJtI69fW9xH/iZJubaD7PymW1/pmqwfWgIgYw2cXc5UbKWlkHdvNzMysknXSC7MiYm/geKA7cI6k8+tptxNwnqRVW3osJ7P1kDQLGNjCvru1ajBNP+43OuK4ZmZmZjUiYkWKJUM3oVgL/6GIGCNpYq12y1Lc6Cqr4utk1szMzKxCteeFWRHRF+hbx67p6TqgGttTrJv/Yep3I8X6+b+t1e8SiptI/T4nroq/AMzMzMzM2sURwGt1PI6o1W4FoPwC9reBr5Y3iIjDgCeB/+YG5cqsmZmZWaVq3zmz55CWHK1leq3nXfj8cqFVlEUaEesD3wW2o1aS2xJOZq1Nvdo17wrXrWfnXTg5f0ZWdwCquuR9hPP1Hd/LjmH2m3Xd46LpVpq4fHYMM6ryPsjpWud9OpondyUCgO77D2+8UQP2PffE7Bi2m/dJVv93FvTKjmFCz7wVMqZX5V+9vk2X2Vn95y7IOweAaZnnMbsqP4bnS3l/qNbpumh2DBO65K0MsUKXvFVfAObOyU9JplfljdE7O4KFW5pKML0JTd+kWOKzxnLAlLLn3weWBx6nuGPrChHxgKTyPk3mZNbMzMysQpU652oG9wAj0p1WP6Gowv60ZqekkyjWyyci+gNjW5rIgufMmpmZmVkrkvQWcBwwBhgPXCPp0Yi4IyI2be3juTJrZmZmVqk6Z2UWSdcA19TaNqSOdpOA/jnHcmXWzMzMzCqWK7NmZmZmFaqTzpltV67MmpmZmVnFcmXWzMzMrFK5Mts5k9myZRr619peklSV7uV7FjCIYsmHt4FjJT2V2q0MnA+sQlF9nggcKum9iBgKnA28nobtDdwPHCKp3oUwI2ISMBOYS7Em2lvpmE+k/eMlDWzBuV4GjJA0uYE2Y4ERwAxgmKQDm3scMzMzs4VRxU0ziIjefLbUwxqSBgB/BO6KiEjNLqRYBmKApPWBp4CRZcPcKmlgSj7XBTYEftKEww9J/daluAvGvyNiaYCWJLLJNyjujNEoSY87kTUzM7Maper2e3RWnbIy24g9gfck/bFmg6S7U4XzVxRJ6XJAn7I+5wGb1TWYpAUR8QCwfnOCkHR7RDwK7A38uaxqvCJwKdCX4t7EoySdGBEDgIsoXvPZwAEUiwivANwREVsDawLnAr2AqcDBkl6uOWZEDKao4g6OiIEUSXsf4ENgH0lv1hVrqnTfDLwArEdxL+SHgKHAEsDukp6PiO8DR1NUq3sCPwaeTY+fSLo3Iv4N3CLpgua8XmZmZmZtoTNXZleIiPHlj7R9M+DROtqP47OEdThwZkS8GRGXAztRTCX4gohYCtgReLgFMU4A1q61bS/gWklbAhsAR6Tq7ZHAWZI2BS4GtpT0e4rbuw0B/gf8nWI6xIYUleRrGzj21cApkjZI/Q5vJNYBwBkUVeitgP6SBqVj/DQiugDDgJ3T8c8Ehkv6H0VSe0FE/ByodiJrZmZmnUVnrsxOqf3RfUSUgBJ1x90j7UPS6FQhHQxsT5GY/RDYLbXdNSXHVRQJ/T9pOHGsTwmYVb5B0h8j4hsRcQxFtbcHsAhwO3B+RHwLuC09yq0FTJP0WBrnhoi4KCIWr33QlBwvL+lfqe1fmxDrO2Vzit8E7k3bJwOrSqqOiN2BXdJ0jcHAgjT+fRFxH/A7vpi8m5mZWQfpzB//t5fOnMzW5xHgkDq2DwIej4glgRMkHQmMBkZHxCnA2+kewVDMmR3aCrEMAG4s3xARZwGrUdz14maKZLpK0o0R8TCwM0WVdifgoLKudVXJq4CudWyfR0rc0zF7AStIerWBWOfWev65i90iYlGKivdVFFXuZ4BD074qICgugAuKC+7MzMzMOlxnnmZQn+uBPhExPCVZRMSOFHNQ/wB8RFF53b+sz7rAuxRzS1tFROwCbJTiKbcD8AdJN1AkfisCXSPiOmAzSRcCJwAbp/bzKd5UCFgqIjZL4/8AmCzpCzFL+gh4M503wH7AbzNPaS2KBPl3FBfY7cFnifQhFCspfAe4OCW+ZmZm1sF8AVgFVmYlzYmIbSkSV0VENcUyWztIegEgIoYAZ6eK7EyKeam7pIu9cg5/R0TUVDinAt9Mc0rLnQ5cGRGzgDeAx4FVKZLESyLiRIoq6c9S+38BdwDfpLi47byIWIQi8d6zgVj2Bf4aEWemWPbLOTHgaYoVIl6gWLXu38DXI2JV4Hhgc0lvpAvAzqTu6riZmZlZu6oqlUqNtzJroWP675X1A7b17CatWlavLdd5K6s/wOyPumf177te/u/Y7DfrXQK5SZ6euHx2DDOq8j7I6VvKOweALX/9hSnkzdZ9/+FZ/c/a5MTsGLab/0lW/3cW9MqOYULPumYwNd30qgXZMXxv3uys/nMX5J0DwI298mo6W85phRh6zMjqv8e8/A/L7utReyZa8+w4p0d2DOv1mZ49xguf5P2NeCL/V4vTJl2T9z+uZnp38OB2S+SWHTu2Xc+tqSquMttW0vq19a1ocKKkW9sznuaKiNWBf9Sz+0BJj7dnPGZmZmbtwclsImkWMLCj42gpSa9QwfGbmZlZ83XmuaztpRIvADMzMzMzA1yZtTb27Vl5bxkX6Tovq/+Jr/XL6g+wJHlzZne4K3+uaK4td/4ge4zS3Lzv5ZVj8+ftHnbGs9lj7Htu3pzXo5/IXTgEZo84NKt/v4dqX3fafFPfXS6r/wNdP8qOYWifxts0ZMbMntkx9Mj8/Z7VJX8KYbem3dG8XvtNHZsdwx1LbJ3Vv4r8v3PPzuybPcaMbnmv5Q6z5mTH0N5K1Z1yGmu7cmXWzMzMzCqWK7NmZmZmFcpzZl2ZNTMzM7MK5sqsmZmZWYUqlTxn1pVZMzMzM6tYrsyamZmZVSjPmXVl1szMzMwqWMVWZiOiPzBWUv9a20uSqiJiWeAsYBDwCfA2cKykp1K7lYHzgVUokvqJwKGS3ouIocDZwOtp2N7A/cAhkupdTC8iJgEzgblAFTAfOEbSmIgYASBpRFn7ocBgSUMjYiwwQtLYWmP2TXEOSJveAn4h6aWIGAz8C3i5VignS7qpvjibIiIuAUb6NrhmZmbWmVVsMtuQiOgNjAH+BuwnqRQROwB3RcTXJQm4ELhC0rWpz3BgJLBHGuZWSUPTvq7AQ8BPUr+GDJE0KfXbBbgGyFkt/nRggqR90ph7AdcBG6f9j0sanDF+nSQd2NpjmpmZWevyTRMW0mQW2BN4T9IfazZIujsiLgN+RZGULgeU33/mPGCzugaTtCAiHgDWb2YcY4DlImKpZvYrtxzwXkR0kVRNkcjOyBiPiHgHuBnYAniHIuk/DPgqMFTS/TWV4tTlNxQV53WAZ4G9Jc3NicHMzMysNVR6MrtCRIyvY/tmwKN1bB8H/C59PRy4OiJOBu4F7gRuqOsgKRndEfh9M+PbG3hJ0gcR0cyunzqVIvE8JCLuA+4Grirbv2kdr8F2khq6f+mywJ2ShkXEGGB3SVtHxI+AIyimVJT7GrA2MAX4L/BN4LaWnY6ZmZm1llKpoyPoeJWezE6RNLB8Q0SUgBJ1n1uPtA9JoyNiRWAwsD1wJvBDYLfUdteUJFZRzKn9J3BtE2K6IyLmpmO9Dvwgba/mixfcVaXt9ZL0RESsCmyV4jwaODgiBqUmLZ1mcGf6dzLwn7Kvl6ij7QRJbwJExPPAki04npmZmVmrq/Rktj6PAIfUsX0Q8HhELAmcIOlIYDQwOiJOAd6OiGVS20/nzDbTp3Nma5kGrF5rW7+0vU4RUQVcABwp6X7g/oj4LfASsFELYvtUrWkC9V7Ulswu+7pEkYSbmZlZB/Oc2YV3aa7rgT4RMTwlhETEjsABwB+Ajygqr/uX9VkXeBf4sI1iGgPsXJMsR8TiFJXge+rrIKmU4jomImq+V6tSvAl5pY3iNDMzM6sYC2VlVtKciNiWInFVRFRTfOS/g6QXACJiCHB2qsjOpJgPuku62KstYpoQEb8D7knjdwMulnRnWbM7I2JB2fN1KRLePwGvRcQnFIn43pI+TOPUNWf275KaO7/XzMzMKowrsxWczKaP8vvXsb0q/fsB8OMG+gvYqZ59o4BRLYjpC/HU2v83ipUD6to3uIGuP6ynz1hg0aZF97l+VWVfD6013uA64hlcV3szMzOzjlaxyWxHSOvXPlzP7hMl3dqe8dSnUuI0MzOzPF7NwMlss0iaBQzs6DgaUylxmpmZmeVyMmtmZmZWoTxn1smstbEGF9Ftgge79Wm8UQM+LmXdLA2Ar1Tl/Zq82a1HdgxLzV/QeKMGVHXvmh1DVc+81+HFrvOyY9il92rZY2w375Os/rNHHJodQ68R52X1X/zw/LtNd303r/+0BbOyY1h+07z+L9zfKzuGd8i7meFaVb2zY3hlXr0rNDbJD5bfPDsGVef9fr/fNf+z7h8tOjV7jMc/WDqr/yvde2bHMDh7BGsuJ7NmZmZmFapUcmV2YV1n1szMzMy+BFyZNTMzM6tQpdz5fAsBV2bNzMzMrGI5mTUzMzOziuVpBmZmZmYVqtoXgLkya2ZmZmaVq2IrsxHRHxgrqX+t7SVJVRGxLHAWMAj4BHgbOFbSU6ndysD5wCoUSf1E4FBJ70XEUOBs4PU0bG/gfuAQSfMbiGkSMBOYC1QB84FjJI2JiBEAkkaUtR8KDJY0NCLGAiMkja01Zt8U54C06S3gF5JeiojBwL+Al2uFcrKkmxqI8yBgBHANsB5woKQp9bUv67c4MErS7o21NTMzs7bnpbkqOJltSET0BsYAfwP2k1SKiB2AuyLi65IEXAhcIena1Gc4MBLYIw1zq6ShaV9X4CHgJ6lfQ4ZImpT67UKRMC6fcTqnAxMk7ZPG3Au4Dtg47X9c0uBmjrkXcICku5rZbwlgo2b2MTMzM2szC2UyC+wJvCfpjzUbJN0dEZcBv6JISpcDym8vdR6wWV2DSVoQEQ8A6zczjjHAchGxVDP7lVsOeC8iukiqpkhkW3xbq4g4EdgcuCAiDgMuoLhhyWDgR8DSwG3ABIrXagHwGrAv8GdghYi4ydVZMzOzjufb2VZ+MrtCRIyvY/tmwKN1bB8H/C59PRy4OiJOBu4F7gRuqOsgKRndEfh9M+PbG3hJ0gcR0cyunzoVuBk4JCLuA+4Grirbv2kdr8F2kj6oazBJv42IbUlTGmrF9VVgHUnzI+JVYMs07eIPwNrAYRRTO5zImpmZWadQ6cnsFEkDyzdERAkoUfe59Uj7kDQ6IlakqEhuD5wJ/BDYLbXdNSWJVRRzav8JXNuEmO6IiLnpWK8DP0jbq/niBXdVaXu9JD0REasCW6U4jwYOjohBqUlLphnU58myOcG3AQ9GxE3APySNT/OUzczMrJMolTo6go5X6clsfR4BDqlj+yDg8YhYEjhB0pHAaGB0RJwCvB0Ry6S2n86ZbaZP58zWMg1Yvda2fml7nSKiimIawJGS7gfuj4jfAi/RNnNXZ9V8IenwiLgU2Am4Kl3A9p82OKaZmZlZiy2sS3NdD/SJiOEpISQidgQOAP4AfERRed2/rM+6wLvAh20U0xhg55pkOa0M8EPgnvo6SCqluI6JiJrv1aoUb0JeaaM4iYhuEfESMFXS6cAVFMnzfBbeN0BmZmYVp1Rd1W6PzmqhTEwkzUnzQv8AKCKqKT7y30HSCwARMQQ4O1VkZwJTgF3SxV5tEdOEiPgdcE8avxtwsaQ7y5rdGRELyp6vS5Hw/gl4LSI+oUjE95b0YRqnrjmzf5fU3Pm95bHOTxeK3R0Rs4D3gKEUVeTXI2KMpG+0dHwzMzOz1lKxyWz6KL9/Hdur0r8fAD9uoL8oPkKva98oYFQLYvpCPLX2/41iubC69g1uoOsP6+kzFli0adHVfayymEdRds5pybK65gh/rbnHMzMzs7bhO4BVcDLbEdL6tQ/Xs/tESbe2Zzz1qZQ4zczMzHI5mW0GSbOAgR0dR2MqJU4zMzPL4zuALbwXgJmZmZnZl4Ars9amVu9X78pjTbLizO5Z/d9c8JWs/gDdyXvX2+BCwk00q0ve+845k2c13qgRU19ZJKv/FnPzvpcAL3XPX1DxnQW9svr3e+h/2TEsfviBWf0XOfeS7Bi6Djgxq/9iXfNeR4BX/9Mjq3/fRWdnx9BnbrMvO/icV7vl/4b3XdA7q/99H72QHcMufTZuvFEDprdCaezhD5dpvFEjVi7Nyer/Ej2zY2hvXmfWyayZmZmZtbKI2Bs4HugOnCPp/Fr7vwOcTHEDqdeAAyS1qALmaQZmZmZm1mrSHVZPA75OcQ3PTyNi3bL9iwF/BXaStCHwDDCipcdzMmtmZmZWoapLVe32aIbtgfskfSjpE+BG4Htl+7sDP5f0Vnr+DLByS18DTzMwMzMzs0ZFRF+gbx27pkuaXvZ8BeDtsudvA5vXPEn3ArgpjdkbOBb4S0vjcmXWzMzMrEKVSlXt9gCOoJjfWvtxRK2wugDll6ZVUcf10BGxOHA78LSky1v6Grgya2ZmZmZNcQ513yF1eq3nbwJblz1fDphS3iAilgf+DdwHHJkTlJNZMzMzswrVnktzpakE05vQ9B5gREQsA3wCfBf4ac3OiOgK3AZcL+nU3LgaTWYjoj8wVlL/WttLkqoiYlngLGBQCvht4FhJT6V2KwPnA6tQlJ0nAodKei8ihgJnA6+nYXsD9wOHSJrfQEyTgJnA3LSpL/A48CNJn9SxH+ApSQek+R7nAwPS9reAX0h6KSIGA/8CXqYoj/cGJlAsF/G/iBgLjJA0trEYUpzdgDeAGyX9Im17BOgJLAksWnbu+1F8s5E0IrX9JvBbYDGK8vxdwHGSZqbvy2vAjpLurvXaDJY0qYHX72TgAIp3WPtLGlhf21r9VgWOl/STprQ3MzOzLx9Jb0XEccAYoAdwiaRHI+IO4ERgJWBjoFtE1FwY9rikFi3CnVWZTZN2xwB/A/aTVIqIHYC7IuLrkgRcCFwh6drUZzgwEtgjDXOrpKFpX1fgIeAnqV9DhtQkbBHRA/gPsD/FUg+f21/L6cAESfukvnsB11G8qFC8mIPLzvFG4DfA8JbEADwK/CAifi1ppqQtUvuhFEnn0LJjfbfs6+3Sa7CHpCfT+GcDt0TEjqnZPODiiNhAUnNWct8P2F7Si2nMploFWL0Z7c3MzKwNNXOVgXYj6RrgmlrbhqQvH6cVr9vKHWhP4D1Jf5RUAkhVwsuAX6U2ywF9yvqclx5fIGkB8ACwfjPj6AssDnzYhLbLAb0ioubcrwNOaqD92CbGU1cMB1Bcrfco8MMmjFHuBIoq8JMAkuZSzClZl2LdNijmn9xNURlvkogYCXwVuDkiBkZEKW0fERGjI2JiRPwsIo6KiKcj4qmIqHlj8Wdg04g4v77xzczMzNpTUyuzK0TE+Dq2b0aRqNU2Dvhd+no4cHX6aPte4E7ghroOEhFLATsCv29CTHdExHxgWYqP8s8Drq+1v3yawbmSLgNOBW4GDomI+yiSwavqiWcRYFeKhLZZMaR5IjsAPwbmA7+gqGA31WbAIeUbJM2LiIfTvjfS5qOBZyNih/LpBvWRNCwivkWqKkdE+e5ektZNFfJ3KJbWWABcmhZAPowiwf55M87DzMzM2kipk1Zm21NTK7NTJA0sf6TtJepOiHukfUgaDawIHAi8D5wJ/KOs7a4RMT4inqZIGm8Crm1CTEMkDaBI+JYBbqipDpftL4/5shTPE8CqFIv3vkiRDD6Q5rdCUXkcn5L3RwFR/0fxDcWwL3BvujXbLcCAiNioCedVo9HXNp3Px8BBFNMNvtKM8evySBpzAcV0j8coqtZnlS1sbGZmZtZp5K5m8Ai1qofJIODxiFgSOEHSkcBoYHREnAK8nSqXUDZntiUk/SPNIf0bxRzVekVEFXABcKSk+4H7I+K3wEtATaL5uTmzGTEMpahoT0rPq4GDgWFNHPYRitfxmbL4e1DM7f1DrePfFRHNmm5Qj1llX+8GbAl8m+L7tk/m2GZmZtbKOuuc2faUO2f2eqBPRAxPiSIpqTuAIuH6iKLyun9Zn3WBd2na/NamOgH4ekTs1FCjVDVdFzimbM7sqhRJ/SutFUNEbEJxpd7KkvqnlSB2AvZpRvX0JOD4iNgYICK6U8xZfYHiQrPajga+CSyfdxqfTpGYCDwr6USKVRQGUEyX8HJuZmZm1mlkJbOS5gDbAmsCiogXgGOAHSS9kD6uHgLsGRGTI+J5ijmru6R9rULSe8AZwB/KpgvcUTNdID0eStt/SHFB12sRMRG4HNhbUlZyXR4DRTJ/maRZZfvHUkxraFKFU1LNygjnRsRzwHPAbOA7taZT1LSvmW7QI+c80ljvAxcBj0XEE0Aviqrz80DfiLgy9xhmZmaWr9SOj86qqtSeq+3al86rG+yY9QM2e2b3rONfvCB3GjH0yvwAI+blrz6yaHXe7+nggW9mxzD1lUWy+j8xY8nsGF7qnv/3apM5X7ijYrMMWOH97BgWXycvhkXOvSQ7husHnJjV/4quH2THcHrme+8+vedlx3Du3EWz+i/ZCh9WPbYg74PKZ/43OTuGP/XZuPFGDXg57081AKvOy/+4fOXqOVn9X+rWMzuGn7x5Vbt+7v/fFfZot0Ruyyn/7JRzGjrlR8Zp/dqH69l9oqRb2zOeShMRq/P5i+zKHSjp8faMx8zMzNqG58x20mQ2fTw/sKPjqFSSXsGvn5mZmX0JdMpk1szMzMwa53VmncxaG6vqkjeV55PZeXPqlu+W/yOee6XiB12zQ2Bi97w5lgvGfzU7hve65f3BnN4K813Xn9t4m8ZM6Jn3DZn67nLZMXR9N7N/5nxXgB8889us/u9snB/D1Dnzs/o/X5U/J36DzB/LqZl/4wB2qlo6q/83Fs/rD7DY7Ly/dLN75CdUH2T+jQF4sUve/zMWz/tTax2k1e6La2ZmZmbW3lyZNTMzM6tQLia7MmtmZmZmFcyVWTMzM7MKVcIXgLkya2ZmZmYVy5VZMzMzswqVeYPIhYIrs2ZmZmZWsTq0MhsRdwPnS7o5Pf8jMAxYUtLctG0KMBeYmf7tDgj4iaRpqU0AfwD6A1XAs8Bhkqa2IKbBwAhJgzNOrdVFxChgrKRRHRjDGEnf6Kjjm5mZ2edVe85sh1dm7wO2Knu+PfAw8HWAiFgD+CTtGyJpoKT1gNeB4anNCsAY4GJJA4ABwATgpnY5gy+XwR0dgJmZmVm5jp4zey9wDnyalM4BbgS+SZHobg3cBexU0yEiugBfASamTT8D7pN0G4CkUkScAbwWEd0k1XmLmYhYDLgU+CqwAnAPcGDavXREjAZWBB4Bfi5pTkS8neL7OjAf+IGk1yJiS+BcoBcwFThY0ssRMRb4EFgP2BMYDdwMbAG8A/wNOCzFMFTS/RGxDXAa0AfoCxwp6ZamvJgRsTdwPFACHgMOoqhkXwxsSLEc3R8lXRERQ4HBkoamvmOBEWmo31BUwtehqHLvDfwxtXtE0hZNicfMzMzallcz6PjK7BPA6hHRiyKBvSs9vpn2/x9wd/r6jogYD7wJ7AjckLZvBDxZPqikBZKurS+RTXYCxksaBKwJbANsnPatCvyCosr7FYqpDwDLAfdK2ggYBxwaET2AvwOHStoQGAlcW3acZySFpPHAssCdqX8vYHdJW1MkkUek9r8ADpS0MUVyfWoD5/CpiFgR+BOwY6ped03nOAL4QNL6wLbAiIgY0MhwXwMOpUhmVwa+KekwACeyZmZm1pl0aDIraQHwX2BTUjIr6TWgT0QsAQyiqNDCZ9MMVqCo5v47Iqooqo2zW3Dsa4G7I+II4C/AUsCiafc4SS9JKgFX8/mP10enfycASwJrAdMkPZbGvQFYIyIWT+0eqXXoO9O/k8vObTKwRPp6X2D9iDgBOLospsYMAh6U9GaKY780F3lbigo0aQ7xLTQ+XWCCpDclVQPPp/M0MzOzTqa6HR+dVUdXZuGzebObU8yXheIj/+8AUyV9XEefS4C1KRLQxymS4U9FRJeI+GdELFvfQSPiFxQXjb1PkcxOhE9r9eUV3S7AvJonkmoS51JqX9drWEVRGQWYVb6j5sK2Oo5T4wGK1+IJiukGTf38YF6KCYCIWCYilqkjviqK6SU18dfoXvZ1+ZuD2u3MzMzMOo3OkMzeC+wPPFs2LeBuiqrk3fX02Q54I1UaLwJ2ioghAKlaewLQT9K7DRx3B+BCSVdTfOQ/kM8S0K9HxMppfu7+FMl1fQQsFRGbpeP/AJgs6cMG+tQpImoqvSdSVHC/UxZTYx4DtoyI5dLzP6X+9wE/SeMvDewGjKWY27tORFRFxKoUUyoasyAiOnqetZmZmSUlqtrt0Vl1eDIraQJFhfWuss33UVRey5PZOyJifEQ8CRwL/DD1fwf4NnB0RDwLPEcxB3a3Rg59DnBS6nMO8BDFXFnSGH+juPjpLdLH9PXEP4fi4q7zImICxVzTPRs5dn1jfZiO9RzFx/tfoZhysUgT+k4BDqeYfjGBoiJ8GfBbYMl0nuOA0yQ9SZGgv0GRjJ8L/KcJId4CPJ3mOJuZmZl1uKpSybeOsLbz2oY7ZP2ATZ3a1CnDdRvTrdH3AY1akNm/Ryv8ir3bJS+KTebkv299r1veu/LpXfJfiHXmNt6mMS/1yDuP5Rq6rLSJmvpxS739W+Fn6gfP/Dar/583PjE7hg3m5L2Yz/fM/6Coe+ZrObUVfq4XL+X9TM5shYLZgNl5f2Me6p0fRL/q/L9TH2R+Pxavzj+Po1+/ql1LmKOX/WG7JXLfevfvnbI8u1B/ZBwRe5LWo61N0sD2jSZfRPTms3nFtZ0o6db2jMfMzMysoy3Uyayk64DrOjqO1iJpFsXcXjMzMzNjIU9mzczMzBZmnXnJrPbiZNba1BPv9cvqf3vPZi8h/DnnfvP9rP4Apdl58/qeu6tvfgyZc+oubYVL9palR1b/78zN+14C/Kd7n+wxplflzQ18oOtH2TFMWzCr8UYNWKxr/jf0ncw5r4c9mTfnFuD4TY/L6j98qynZMfTceeus/rcf9XJ2DDtdsH5W/wWPPpYdww1X9M7qv2/3Zi/g8wX6X9/sMfbb4q2s/ueN/2p2DNb+nMyamZmZVajOvGRWe+nwpbnMzMzMzFrKlVkzMzOzCtUKq4lVPFdmzczMzKxiuTJrZmZmVqGqPWfWlVkzMzMzq1xOZlsgIvpHxKSOjqO9RcSqEXFpR8dhZmZmhVI7PjorJ7PWHKsAq3d0EGZmZmY1PGe2CSLidOB7wFTgbeDWsn2jgLGSRqXnJUlVEbEkcCmwNjAHOErSfRGxM3AqxRuJV4GDJb0bEX8EdqC4mcfNkk6OiEWB84H1ga7AGZKubSDOKuD3wO7AfOBCSedGxFrARcCSwCfAYZIeayD2EcCKwJoUCewlkk4D/gysFhHnS/p5y19RMzMzaw2+A5grs42KiF2ArwPrAUOAjZrY9RTgZUnrAPsBp0VEP+BCYDdJA4AHgfMiYhXg25I2BLYC1o2IXsDxwBOSNgH+DzguIlZr4JjfS/03ADYHDoiI5YCrgD+nYx4J3BgRPRuJfwCwI7AFcGxE9AUOAx53ImtmZmadhSuzjdsBuF7SXGBuRNzcxH7bAHsDSHoWGJSqso9KmpTaXAQMB94CZkXEg8C/gF9Lmh0R2wN9IuLHqf0iFEn1qw0c83pJcyiqwQNTdXcNSf9Msfw3Ij4EopH4x6Rzfi+1X7yJ521mZmbtpLrKqxm4Mtu4BTT8OpWgWBcjIrqXbZ9H2XzpiFi7jnGqgG6S5lNUQE8AlgIeTlMDugL7ShooaSCwJTC6gVhqH7N/GqO2Koo3MvXFDjC7rnM0MzMz60yczDbuHuC7EdEjIhYDdqaYR1pjKkW1FGC3su3jgL3g00R2NPAIsGVKMgF+CoyJiI2A+4Fxko4BJlJUTu8DfpbGWB54Bli5gVjHpVi7R0SfdMxlgVcjYo80zpbAcsCEBmKvz3xczTczM+s0vJqBk9lGSbqdIkl8CrgdmALMKmsyEhgcEc9QzFd9O20/CVgzIp4Grgb2k/QuRQJ7U0Q8BwwGhkl6CngYmBART1Iks3cCJwO9I2ICRWL7K0mvNBDrTRTzcJ8EHgPOlfQisC9wWEQ8C5wH7JGmENQXe32eB/pGxJWNtDMzMzNrF66yNSIiBgEvSVovfRT/MDBa0pkAKbnctKzLEWn7dOD7tceTdBtwWx3bfwn8stbmjykS0SaTdBxwXK1tL1AkzrXb1hf7iFrt+pc9Xb858ZiZmZm1JSezjRNwUkQcRVHJvlzSMx0VTERsDfylnt1DJE1pz3jMzMys43hpLiezjZL0IfCtjo6jhqQHgIEdHYeZmZlZZ+Bk1szMzKxCVXutIV8AZmZmZmaVy5VZa1MDl5ia1f+pmUtl9b//lh5Z/QH+1mNGVv+TeszLjuHyqj5Z/ZduhWWCt56VNzNrTK+8cwBYbW7+4jDbdJndeKMGDM0/DZbftPE2DXn1P/k/11PnzM/qf/ymxzXeqBGnPn5aVv95l56SHcMbv30kq/9Ol+TPQnvhZ2Oy+p9Slf97cdWxy2b1n/fkO9kxrLJ53t97gNK7ea/F0RtVc9ZllVXnq/Yy8E5mzczMzGqcOPnqjg7BmsnJrJmZmVmF6sw3M2gvlVVLNzMzMzMr48qsmZmZWYXyagauzJqZmZlZBXNl1szMzKxC+Q5grsy2mYjoHxGTOjqOloqI8R0dg5mZmVljXJm1Okka2NExmJmZWcM662oGEbE3cDzQHThH0vm19g8ELgEWA8YBwyS1aAFsJ7OtJCJOB74HTAXeBm4t2zcKGCtpVHpeklQVEUsClwJrA3OAoyTdFxE7A6dSVM5fBQ6W9G5E/BHYgeJThZslnRwRiwLnA+sDXYEzJF3bQJyDgeOAucCqKc4ZwG5AFTAkHasmxhHAisCawCrAJZLyVjo3MzOzhVZErAicBmxCkd88FBFjJE0sa3YVcKCk/0bEpcBBwF9bcjxPM2gFEbEL8HVgPWAIsFETu54CvCxpHWA/4LSI6AdcCOwmaQDwIHBeRKwCfFvShsBWwLoR0YviXc8TkjYB/g84LiJWa+S4WwDDgE2BQ4H3JW0KPAP8sI72A4AdU79jI6JvE8/PzMzM2lB1Vfs9IqJvmkZZ+9G3VljbA/dJ+lDSJ8CNFAU/AFJO01vSf9OmUcD3W/oaOJltHTsA10uaK2kacHMT+20DXAkg6VlJg4DNgUclTUptLgK2A94CZkXEg8DhwK8lzab4gRmW5riOAxahSKobMkHSG5JmUlSS703bJwNL1NF+TDq394APgcWbeH5mZma28DgCeK2OxxG12q1A8Sl1jbeBrzZjf7N4mkHrWEDDbwxKFB/hExHdy7bPo2y6S0SsXcc4VUA3SfMjYguKBHgI8HBEbEMxtWBfSU+mMZalSDgbMrfW88bmqJTfzP7TczEzM7MvlXMoqqi1Ta/1vAufn85bxecXXmhsf7M4mW0d9wC/joi/Ar2Anfn8N3Yqn1VLdyvbPg7YC3g2JbKjKT7KvzAi+qfq7E+BMRGxEfAXYHCaV7sREMB9wM+AgyJieWA88DXgldY/TTMzM+tM2nNpLknT+WLiWpc3ga3Lni8HTKm1f/kG9jeLpxm0Akm3UySmTwG3U3xDZpU1GQkMjohnKOa71pTWTwLWjIingauB/SS9S5HA3hQRzwGDKa7wewp4GJgQEU8CE4E7gZOB3hExgSKx/ZUkJ7JmZmbWUe4BtouIZSKiD/BdioIdAJImA7MjYqu0aT+KnKZFXJltBRExCHhJ0nppGsHDwGhJZwKk5HLTsi5HpO3TqWPCs6TbgNvq2P5L4Je1Nn8M7NvUWCWNpUiQa573L/t6RNnXVbW31W5vZmZmHasz3jRB0lsRcRwwBuhBsRLSoxFxB3CipMeBfYCLI2Ix4Engzy09npPZ1iHgpIg4iqLafbmkZzoqmIjYmmJKQl2GSGpxKd/MzMysMZKuAa6ptW1I2ddPU1z0ns3JbCuQ9CHwrY6Oo4akB4CBHR2HmZmZta2SL8n2nFkzMzMzq1yuzJqZmZlVqM44Z7a9OZm1NrX83stk9R94ft5dp7c9NP/Dh689/HFW//mf5H8GNOydedljjPlkqaz+07rmHX/leTCpe97386ulOXlBAHMX5J3IjJk9s2N44f5eWf37Ljq78UaNeL7qK1n9h2+VP/V+3qWnZPXv/pMTsmNY+r8HZPX/39k3Zcew2jZ5/yu+DBg2Lu/7+eYFr2b1h26sNGJQ1ghVX10jMwagq9OaLyN/182+BHIT2daQm8iaWd1yE9nWkJvIWsu5Mus5s2ZmZmZWwVyZNTMzM6tQ/szLlVkzMzMzq2CuzJqZmZlVqGqvM+vKrJmZmZlVLldmzczMzCqUVzNwZbZVRUT/iJjU0XGYmZmZfVk4mTUzMzOziuVpBhki4nTge8BU4G3g1rJ9o4Cxkkal5yVJVRGxJHApsDYwBzhK0n0RsTNwKsUbjFeBgyW9GxF/BHag+CThZkknR8SiwPnA+kBX4AxJ1zYQ52DgOGAusGqKcwawG1AFDEnHOhTYD1gktd0LmAk8AWwDvAI8DgyXdHvLXzkzMzNrDZ5m4Mpsi0XELsDXgfWAIcBGTex6CvCypHUoEsfTIqIfcCGwm6QBwIPAeRGxCvBtSRsCWwHrRkQv4HjgCUmbAP8HHBcRqzVy3C2AYcCmwKHA+5I2BZ4BfhgRi1Ekt4MlrQ/8CzhU0hvAr4G/AicBDzmRNTMzs87CyWzL7QBcL2mupGnAzU3stw1wJYCkZyUNAjYHHpU0KbW5CNgOeAuYFREPAocDv5Y0G9geGBYR44FxFJXU9Ro57gRJb0iaSVFJvjdtnwwsIeljYG+KxPZ0YBdg0RTnZcCstP/oJp6nmZmZtbFSOz46KyezLbeAhl+/EsVH+ERE97Lt8yj7mYiItesYpwroJmk+RUX1BGAp4OGIWItiasG+kgZKGghsCYxuJN65tZ7PL38SESsBDwN9gTuBUWXx9wJWopiW8tVGjmNmZmbWbpzMttw9wHcjokf6iH5nYJWy/VP5rFq6W9n2cRRzUWsS2dHAI8CWEdE/tfkpMCYiNgLuB8ZJOgaYCARwH/CzNMbyFFMFVs48n80opj/8CXgM2J0iaYZiasR9wJHAqIjoWvcQZmZm1p6qq9rv0Vk5mW2hNG90HPAUcDswheKj+BojgcER8QzFfNe30/aTgDUj4mngamA/Se9SJLA3RcRzwGBgmKSnKKqlEyLiSYpk9k7gZKB3REygSDJ/JemVzFO6C+gSEROBJ4EXgFUjYkvg+8Bxkm4EPsBTDczMzKyT8GoGLRQRg4CXJK2XphE8DIyWdCZASi43LetyRNo+nSI5/BxJtwG31bH9l8Ava23+GNi3qbFKGkuRINc871/29YiypjvUM0R5+52belwzMzNrW17NwMlsDgEnRcRRFBXuyyU901HBRMTWwF/q2T1E0pT2jMfMzMysPTiZbSFJHwLf6ug4akh6ABjY0XGYmZlZ++nMqwy0F8+ZNTMzM7OK5cqsmZmZWYWqdm3Wyay1rYsuyut/Z7cPsvoPvn9W440a8cpzS2X1n7kg/9fsle49svrPaYXPYJYu5f3B3LXLx9kx3NRzsewxplUtyOrfg+6NN2rEO19Y9rl5+sxdNDuGDTL//9dz562zY3jjt49k9V/6vwdkx/CViy/L6v/yoEOzY+i//4Cs/if+N/9yjTH/Wzqr/2qHTcyOYWaVssf4+mZvZfW/4umVqONa7GY58vWrsvpb8zmZNTMzM6tQXs3Ac2bNzMzMrIK5MmtmZmZWoTxj1pVZMzMzM6tgTmbNzMzMrGJ5moGZmZlZhfIFYO1QmY2I/hExqa2P01o6a7wRMSIiRnRwDJdFxCodGYOZmZlZOU8zsOb4BlDV0UGYmZlZobqq/R6dVatPM4iI04HvAVOBt4Fby/aNAsZKGpWelyRVRcSSwKXA2sAc4ChJ90XEzsCpFEn3q8DBkt6NiD8CO1BU12+WdHJELAqcD6wPdAXOkHRtA3F2A/6a2i8LPAPslXb3iojrgQBeAX4iaVqq2F4JfBNYBNhf0hMRsRZwEbAk8AlwmKTH0vkuBawB/Ar4C3Btin0+cApwNLAmcLSk6yNi/dRuUaAfcLqkkU187bcHzkqv12Rgb2AGcA6wHcVFj1dKOiMiBgMjJA1OfUcBY9PjJmACsBHwLvB94KfACsAdEbG1pLy7GZiZmZm1glatzEbELsDXgfWAIRTJUFOcArwsaR1gP+C0iOgHXAjsJmkA8CBwXvqY+9uSNgS2AtaNiF7A8cATkjYB/g84LiJWa+CYXwPmShpEkWz2TTFDkUT+JR3jFeDEsn4fSNocGAn8Jm27CvhzivNI4MaI6FnWfh1JNbcUeUfSpsDzwLHAjsC+wPC0/0DgVEmbUVRC/9CUFzAd72rgR5I2AJ4FfgQMA1YCBgCbA9+NiJ0aGW5D4GxJ6wPTgX0k/R6YAgxxImtmZtY5VFNqt0dn1drTDHYArpc0V9I04OYm9tuGouKJpGdTgrk58KikSanNRRTVxbeAWRHxIHA48GtJs4HtgWERMR4YR1E5Xa++A0oaB1wQET8HzqWoji762W49kL6+Ehhc1nV0+ncCsGSqCK8h6Z+p43+BDymqugC179d4Z/p3MnC/pPnp6yXS9qMpKsPDKarSTb1v5QbAW5LGpziGS/oLsC0wStICSTMpEt7tGhnrPUlPlZ9nE2MwMzMza1etPc1gAQ0nyCXSnMuIKL/B+TzK1v2NiLXrGKcK6CZpfkRsQZEADwEejohtKKYW7CvpyTTGshRJZZ0iYlfgtxSJ7GXA0nw2H3R+WdMuKb4as2udS13nW8Vnr+2sWvvKb8o+ny+6HphGcXPov/PZ1IfG1H4NFwe+Ukd8NbF9+r1Iyr8fs8u+rt3OzMzMOonOWy9tP61dmb2H4mPsHhGxGLAzUH71+1Q+q5buVrZ9HClpS4nsaIqK5pYR0T+1+SkwJiI2Au4Hxkk6BphIUQW9D/hZGmN5ijmwKzcQ6/YUVeTLKD5K/wZFQgywTjoOwAHpvOok6WPg1YjYIx17S2A5iopmS+wAnCjpFuDbacyuDXcpQgH6RcS66fmvKKYY3Af8KCK6RkQfYB9gDMX3YrWI6JXmLG/dhGPMx8u5mZmZWSfSqsmspNspEtOngNsp5liWVyZHAoMj4hmK+a5vp+0nAWtGxNMUH4PvJ+ldigT2poh4juKj/mHp4++HgQkR8SRFMnsncDLQOyImUCRwv5L0SgPhXgzsFRHPAjdQzMldNe17GTgx7VsG+F0jp74vcFhqfx6wh6S5jfSpzwjgPxExkSLBnFQWV73SVIt9gSvS67su8HuKecdvAk9TfF9uk3STpOcovkfPUZz/A3UO/Hn/orgArNF4zMzMrO1Vt+Ojs6oqlVqvQB0Rg4C1JF2ephE8DPxY0jOtdhCrKH9aed+sH7A7S1Ozjn/12rVneTTfK88tldV/5oL8YvYr3XvkxdAKb1tXnJf3tyJ6fZwdw03Vi2WPMa1qQVb/Hq0w6+YdWvpet9CHpnxY07ANFuT9TB1w5urZMbzx29qXFDTP0q3w+/2Viy/L6v/yoEOzY+h//ICs/pNOzf9f7LhZeZdGrDZvXuONGjGzKv/n+uubvZXV/4qnV8qO4cjXr2rXqXnD++/dbjMNTp90TaecdtjaHxkLOCkijqKo+l7ekYlsRGxNscxVXYZImtKe8bSGiBjDZxeLlRvZ1CW8zMzMbOHQmVcZaC+tmsxK+hD4VmuOmSOtSDCwo+NoTZK+0dExmJmZmXUWvpjHzMzMrEK5Luvb2ZqZmZlZBXNl1trUYpmXPw7oVtf04KYbOyHv4i2Ah3vmXTC03az8+fIfZ77tfLHLnOwYpvXIu2DowdIi2TEMnpNfg5ideZHJrC7538+1qnpn9X+1W/51xVO75L2Wtx/1cnYMO12SNyvtf2fflB1D7gVcazx8XnYMb21/cFb/2+Yumx3DIXt9ktW/enpef4C5r+f/neqxYt7v1tZPzciOob115lUG2osrs2ZmZmZWsZzMmpmZmVnF8jQDMzMzswrlpblcmTUzMzOzCubKrJmZmVmFcl3WlVkzMzMzq2CuzJqZmZlVKC/N1caV2YjoHxGT0tejImJoGxxjfCuP92nMnUlEjIiIER0cw2URsUpHxmBmZmZWruKnGUga2NExfIl8A8hfMd7MzMxaRakd/+usWm2aQUR0A/4KrA8sCzwDDK/VbOeI+AXQAzhF0vWpWjtY0tA0zlhgRGp/HDAXWBW4FZgB7EaRUA2R9G5ElCRVparlisCawCrAJZJOa2a8e6XdvSLieiCAV4CfSJqWKrZXAt8EFgH2l/RERKwFXAQsCXwCHCbpsYgYBSwFrAH8CvgLcC2wAzAfOAU4OsV8dHo91k/tFgX6AadLGlnfedQ6p+2BsyjepEwG9k6v2TnAdhTzxK+UdEZEDAZGSBqc+o4CxqbHTcAEYCPgXeD7wE+BFYA7ImJrSR80JSYzMzOzttSaldmvAXMlDaJI3voCQ2q16QNsQZEMnhsRyzUy5hbAMGBT4FDgfUmbUiSeP6yj/QBgx9Tv2Ijo28J4+wF/kbQhRTJ7Ylm/DyRtDowEfpO2XQX8WdIA4EjgxojoWdZ+HUm3pefvpHN4Hjg2xbsvnyX+BwKnStqMohL6hwbO4VPpeFcDP5K0AfAs8COK12+l9NpsDnw3InZqZLgNgbMlrQ9MB/aR9HtgCsWbCCeyZmZmnUB1Oz46q1ZLZiWNAy6IiJ8D51JUGxet1exySfMlTQEepkg6GzJB0huSZgJTgXvT9snAEnW0HyNprqT3gA+BxVsYryQ9kL6+Ehhc1nV0TWzAkhGxKLCGpH+mjv9Nx47U7pFah76z7BzulzS/1vkcTVEZHg6cyhdfw/psALwlaXyKY7ikvwDbAqMkLUiv49UUVdqGvCfpqfLzbGIMZmZmZu2q1ZLZiNiVIlGaCVwGjKNI0srNr3XseRQffZfPw+xe9vXcBvrXZXbZ17XHbUq8Ne3rirP2MWrGr+s1rOKzKRyzau0rP6e6zud6YHdgIsU0i6aqeS0BiIjFI+KrdcRXE1tDr3uTX0czMzPrONWU2u3RWbXmNIPtgeslXUbx0fQ3gK612uwVEVXpivhNgUcpKq7rpO2rUnwc3h4ainediNgofX0AcE99g0j6GHg1IvYAiIgtgeUoKpotsQNwoqRbgG+nMWu/jnWGAvSLiHXT819RTDG4D/hRRHSNiD7APsAYitd9tYjoFRFLAls34Rjz8XJuZmZm1gIRsXJEjIuIFyLilvTpdu02y0fE6IgYHxFPRsS2jY3bmsnsxRTJ6rPADcCDFAliuRnAE8C/gIMlTaVIFN+gSMbOBf7TijE1N95V076XgRPTvmWA3zUy1r7AYan9ecAekmpXlZtqBPCfiJhIkWBOKourXpJmpziuiIhngHWB3wMXAm8CTwNPAbdJuknSc8DtwHMU5/9AnQN/3r8oLgBrNB4zMzNre6V2fLSCC4ALJK0NPA6cUEebP1DkKgMpLsy/prGiXlWp1HnLxlb5Lv3qvlk/YM93W5B1/C3m5L9fe7hnXgzbzcqfpfFCz6YU5+v3Ypc52TEsX+qR1f+jqrzXEWDw7Pzv5+yqvO/HrC75388FmUO82i3/Uoyepbwg1m3p2/UyO12yWVb//519U3YMH7y+SFb/NR4+LzuGt7Y/OKv/9dOWzY7hkB98ktW/enpef4C5r+f/neq5au+s/vpXr+wYNn3z5nadmvez/j9ot0Tuvp5PL0FxwXxt0yVNb6hvRHQHPgCWlDQ/IlaiuHZotVrtvgvcl1aR6pr6rCLpo/rGXqg/Mo6IrSmWuarLkHQhWkWJiDHUffHbyKYu4WVmZmYLh3aey3oEcFId20/ms2VV67M08HG68B3gbeCrtRtJ+kfZ02OApxpKZGEhT2bTigQDOzqO1iSp9tQNMzMzs/ZwDjCqju3Ty59ExPeBP9Vq8xJfnK1Q78dMEXEEcDCwTWNBLdTJrJmZmZm1jjSVYHoT2t1AcT3Op2qmGUREV0kLgOUp1q//gog4E9gJ+D9JbzZ2PCez1qbWmj+78UYNuKtrY6uxNezYAdOy+gMsNT5/Plqu3qXMObPzp2fHsGrXvNdh8Kz8ObP39c57HQCeL83I6t+tFVaqe2Ve3s9l3wV58wIBdqpaOq//Betnx/DCz8Zk9V9tm/z/hfXfP28Bndz5rgAr3nNhVv99djkwO4ZxV/TL6r/RmtOzY9BLeTEADFw6754+j2b+XkCxVFN76sw3MygnaV5EPADsCVwD7M9na+9/KlVkvwFs1dg83BpOZs3MzMysPRwCXB4RxwOvU6xWQEQMA1agmI97EvAxMDai5v5TDV/n5GTWzMzMrEKVOvHNDGqTNJnP31W1Znv5Bex1XeTeoNZcZ9bMzMzMrF25MmtmZmZWoSplzmxbcmXWzMzMzCqWK7NmZmZmFaqS5sy2FVdmzczMzKxiuTLbxiJiMeB0ijtYzAemAUdLejIiFgXOAL4JfEKxFMUISfemvusAFwKLAbOAn0ka3+4nkUTEzsBaks7uqBjMzMzsM54z68psm4qILsAdwIfAQEkDgd8Cd0bEUsBtwFxgXUkbAocBV0bE4DTExcAZqd9xwOXtegJftClFYm1mZmbWKbgy27a+AawMnCSpGkDSmIg4ANgOWAXYVlIp7XsqIk4FTgDGApcAo9NYz6Sx6hURSwKXAmsDc4CjJN2XKqqnUrx5eRU4WNK7ETEJGCxpUkqgR0gaHBFjgUeBrYFlgF8Ak4Fh6TiTJV2W+dqYmZlZpuqS58y6Mtu2NgLG1ySyNSTdQZHIPl6TyJYZB2yW2o1K9y+GoqJ7cyPHOwV4WdI6wH7AaRHRj2Kqwm6SBgAPAuc1IfYekgYBRwKnSpoIjARGOpE1MzOzzsKV2bZVDcyuZ1+Jul//HmkfABFRBfwB2JKi0tuQbYC9ASQ9CwxKVdlHJU1KbS4Chjch9pqK8ARgySa0NzMzs3bmuqwrs23tcWDjlJB+KiJ+B/QGNo2I7rX6DEr9iIhuwNUUldpvSPqokePN4/OJ8Np88XtcxWdJdCk9B6gdx+w62piZmZl1Kk5m29YDwHvASRHRFSAivgkcQFEhfQ44pyahjYhNgOMppgsA/JHigqsdm5DIQjFFYa801toU1dVHgC0jon9q81NgTPp6KrBe+vo7TRh/Pq7mm5mZdRrVlNrt0Vk5mW1DaT7srsDqwISIeAb4NTBE0rvAHhQXak2IiInAucC+ksZGxDLAoUAAj0TE+IgY38ghTwLWjIinKSq6+6Xj/BS4KSKeAwaTLuRK7c+NiMeA6U04pXHAPhHxiya9AGZmZmZtzFW2NiZpKsXFWHXtmwUclR61971PM78/kqYD369j+20Uy4DV3n4HxdJhtbcPLvt6EtA/fT0OWLU5MZmZmZm1JSezFSYijgR+VMeuKZKGtHc8ZmZm1nF8O1snsxVH0p+AP3V0HGZmZmadgZNZMzMzswrl29k6mbU29teeCxpv1IDcKxSnKP/uu6suNy2r/w3Tl82Ood/8vP4rd89/HV5jTlb/5br1zI5hy1mZLwSwTtdFs/rvN3Vsdgw/WH7zrP73ffRCdgzfWHzprP4LHn0sO4ZTqvI+Hu057ivZMZz432ey+t82N//3e59dDszq3++2S7JjuH/T47L63/fmctkxzOyd9/8LgLH/WT6r/1LZEVhHcDJrZmZmVqE685JZ7cVLc5mZmZlZxXJl1szMzKxCeTUDV2bNzMzMrIK5MmtmZmZWobyagSuzZmZmZlbB2jyZjYj+ETEpfT0qIoY2o2+7TwQpj7cziYgRETGig2O4LCJW6cgYzMzM7DOlUqndHp2VK7PWHN8Aqjo6CDMzM7MarTpnNiK6AX8F1geWBZ4BhtfRrg9wF3AtcDtwK/ACsB4wGdhX0oep7UhgUOr6XUkvR8SWwLlAL2AqcHDafhTwI4opJI9KOriZse6VdveKiOuBAF4BfiJpWqrYXgl8E1gE2F/SExGxFnARsCTwCXCYpMciYhTFGsxrAL8C/pLOeQdgPnAKcDSwJnC0pOsjYv3UblGgH3C6pJENve5l57Q9cBbFm5TJwN7ADOAcYDugBFwp6YyIGAyMkDQ49R0FjE2Pm4AJwEbAu8D3gZ8CKwB3RMTWkj5oSkxmZmbWdrzObOtXZr8GzJU0iCKB6wsMqdWmB/BP4EZJ56dtGwAXSFoPeB4YUdb+HkkbAncDB0dED+DvwKFp+0jg2ojoSpE4bwpsAvSIiBVbGGs/4C9p/FeAE8v6fSBp83Tc36RtVwF/ljQAOBK4MSJ6lrVfR9Jt6fk7kjZN53kssCOwL58l/QcCp0rajKIS+ocGzuFT6XhXAz+StAHwLEViPwxYCRgAbA58NyJ2amS4DYGzJa0PTAf2kfR7YAowxImsmZmZdRatmsxKGgdcEBE/p6icrklRYSx3CkWydFHZthcljU1fXw5sW7bv5vTvc8DSwFrANEmPpWPeQJGMLgo8BDwGnAScJemtFsYqSQ+kr68EBpd1HZ3+nQAsGRGLAmtI+mfq+F/gQ4qqLsAjtQ59Z/p3MnC/pPnp6yXS9qMpKsPDgVP54utXnw2AtySNT3EMl/QXitdylKQFkmZSJLzbNTLWe5KeKj/PJsZgZmZm7ai6HR+dVasmsxGxK0WyNBO4DBhHkaiVq5lacHLZtvIbrncpf56SPSg+Iq+qJ+YqoCuwG/Cz9Hz0/7d33nGSVNXffmaXXaICKxnJMF+QnEFFFpEfgqDkHAQEEQFRUESRJCoYQIIIiGSFl6wkQVgySJC4hCNKFgQBl7iEZef949xma3tnpqu6ajoM55nPfKa7us6tU7druk+de4KktQvqWosHrdfn/czzd3LqUwvhmFj32nuZx/01mr8A2BR4BCjSLPv9pBMAkmaV9Ml+9KvpVtO/xqjM43cyj+v3C4IgCIIg6BiqDjP4AnCBmZ2BL0+vgxuZWe7H40d3kLRC2qbM412Y4r3sDwM+IWnVJLgVbjCPxA3Ah8zsEDwmd7kmdV1K0ooZfa4bUBmz14EnJG2W9FkDmAf3aDbDesAhZvYnYIM0Zv0c9qsKMJekT6Xn38NDDMYBO0samWKVtwduwGONF5U0g6QxwFo5jjGJqE0cBEEQBEEHUbUx+ztgW0kPARcCt+FG4lSk5K7vp/1H4svyh0t6GI9XPXKgA5jZu8DWwImSxgN7A1ub2X/x0IW7Jf0dTw47vaCui6TX/gkckl6bE/hpg/PeAdg37X8isJmZvddAZiAOA26V9AhuYD6V0WtAzOydpMfZkh4EPgUcBZwCPAc8ANwHXG5ml5rZw7iH/GH8/G/pd+CpuQJPAGuoTxAEQRAEQ09fC386lZ521w2TtDBwo5kt3FZFgiFhu4U2LXWBlf3nOajng1LyAB+b9Z3GOw3ChRPmLq3DXP0FpBTghlH10S7FmaHkve+a70/feKcGzDWp5EQAr43Ms9AxMDu+fGNpHbaad7VS8uNee6y0Dt+adeVS8vtsV/6a2umP7zfeaRCmr8Afc8joZv0OzuXvlU8p2H6+50vJz3X5aaV1OHiVIlFt01L+kxbermCUufpGNd5pED4xuXxU3T7PntvS0LyNFvxSywy5K565siPDDof1krGktfAyV/2xoZmV+wRpA5JuYEqyWJaT85bwCoIgCIJgeBCluTrAmDWzp4CFh2jsW4AVhmLsdmFm04RtBEEQBEEQfFRpuzEbBEEQBEEQNEe7w0U7gWhnGwRBEARBEHQtbU8AC4Y3z666bqkL7B/PzFHq+BfMWL7M84S+ckkqc/eUT3x6t2S56rf7yidWzNEzupT8zBXcO885ufwY40e8W0p+y4nlEsgAbHS5RbE5Pij/uf3xD8pdUy9NV34etv7+x0vJP3fSE6V1uOGNcp8x22/7Vmkdbj673GfETTOWz8k58p6flJJ/ZbNdS+vw7L/6SwcpxnwLvlZK/v4nyifsfunF81qaJLX+Ahu0zJC75tmrOzIBLDyzQRAEQRAEQdcSMbNBEARBEARdSifXf20V4ZkNgiAIgiAIupbwzAZBEARBEHQpUWc2PLNBEARBEARBFxOe2SAIgiAIgi4lqlJ1uGdW0lhJNxbYv5J3VNJhkg6rYqwqkfSUpIXbePxFJP2+XccPgiAIgiCoJzyzQREWAhZrtxJBEARBEDgRM9sdxuyckq7CjSgDtgS+DuwDTAAeA/5lZocBSDoVWA14GdjVzJ4ZaGBJywAnALMAcwE/M7OT08urSbozvXaqmR0naSzwA+BtYCngIWA7M3tP0i7A/kAf8HdgbzN7U9J/gXuAeYHvAt8D3gMWAf4MvAlsAvQAG5rZi5L2BnYEZk77bmtm1miiJPUARwGbApOAU5LevcCpwBjgLWBfM7tb0pnAjWZ2ZpLvM7Oe5JWeH1gCN2BPM7OfAMcDi0r6jZl9s5E+QRAEQRAEQ01HhxkkFgS+iRuP8wB7pucrA2vhBleWm8xsBeBS4LgGY38NONLMVgXWAX6ReW1e4PPAmsDeklZI2z8N7J30WRBYX9KywA+Btc1sWdxgPDTtPwdwdNLpfWD1dA6rpHH+a2arAA8C20j6OG7cjjWzZYAr0n552AL4DLAsbtDvImke4FzgeDNbDvg2cJGkRi1nlgP+L+n7fUmzAfsC94QhGwRBEASdQV8LfzqVbjBmHzCzJ81sMvAoMBtwhZm9bmbvAOdl9p1oZn9Ij88BxjYYe39gBkkHAUfiXtga55vZW2b2OnA5sHbaPt7MnsvoMya9drmZvZL2ORVYNzPWnZnH483sWTN7G/ceX5+2Pw3Mno63HW7Y/gzYuE6vwVgbuMDM3jWzN5MB/SawuJldAmBmfwNeBdRgrBvM7D0zeyntP2tOHYIgCIIgCFpGNxizkzKP+/DQgoH0zjag78E9oYNxAb4k/wjuWR3ouCMyY71Tp09PP/r0kAnhMLOJmdfeG+Q4SFoAuAM32q8Gzkzj5eH9pFNtrIWB/hqo1/Sr6Y+kUXX79HeeQRAEQRAEHUU3GLP1fABsKOnjkkYDmzPFgJtF0pfT412B6xqMtR5wiJn9CdgAQFLN+NtC0vSSZgc2Am4YZJwbgS9LGpOe795g/8FYFfinmR0L3I0b2/0ZpP1xM7C5pFGSZgL+AswNPCFpMwBJa+DhGuNxz/DSSXaTHONPojvirIMgCILgI8Hkvr6W/XYq3WjMvoknIt0B3AK8AdQ8nxOATSQ9gBuq324w1mHArZIeweNvn8ITs8CX/W8DbgV+amaPDjSImT0I/Ay4SdJjuFf14GKn9SHXAiOSTvfiCW6LDC7yoR6XJp3vxQ3h48zsH8AOwL6SHgJOBDYzs/eAk4Gxkh7EY21faHCIR4HZJJ1T/LSCIAiCIAiqp6fbiu2mzPwvJc8lkv6EZ9tf3l7Ngv54dtV1S11g/3hmjlLHv2DGyaXkASb0NYpWGZy5exrl2jXmXcqdx9t9HzTeqQFz9IwuJT9zBffOc04uP8b4Ee+Wkt9yYt6FkoGx0eUWOOb4oPzn9sc/KHdNvTRd+XnY+vsfLyX/3ElPlNbhhjfKfcZsv+1bpXW4+exynxE3zVg+CuzIe35SSv6VzXYtrcOz/5q99BjzLfhaKfn7n5i7tA5fevG8loblrTV/ue/ZItzy7+s7MuSwG5eMnwZWlTQeDy+4Bs/47xdJv8C9tPXcY2ZfGxoVhw5Ja+HlxPpjQzN7vpX6BEEQBEEQtJOuM2bN7F082z/v/t8dQnVajpndAqzQbj2CIAiCIGg/0TShO2NmgyAIgiAIggDoQs9sEARBEARB4IRnNozZYIgZNWO5xKM3e8olmXxr5Jul5AFeenOmUvLl0secl0eWS766fnS5pCeAkSVLDa/6TuN9GjFdBYls840oN5c9U5eGbor/jiz35TOhgjW1d0aXez93GPVqaR3ev/c/peQXOGyt0josuu8jpeQnTyifALbiEhNKyY97bp7SOpRN4PrEJaeX1mHmI/YtPcbIxXpLyT98TPnvjC+VHmH4ImlBvCvpXIAB25tZv5Mu6WPA/cBuZnbjYONGmEEQBEEQBEGX0tfX17LfCjgJOMnMlgTuAX40yL4nArlKXIQxGwRBEARBEAwpqdPo54CL0qYzgS0H2HdrvI/Ag3nGjjCDIAiCIAiCLqWVMbOSZsMbQ9UzwcwmNBCfA3jdzGqxWi8An+znGAsC+wGfB67Oo1cYs0EQBEEQBEEe9gMO7Wf74XhXVQAkbQkcW7fP4zCN5T1V9xZJI4DfA3ub2URJuZQKYzYIgiAIgqBL6WttNYNf4+EB9UzIPjGzC4ELs9tSmMErkkaa2QfAvEB9o6cl0+/vkyG7OHCapN3N7IaBlApjNgiCIAiCIGhICiWY0KTs+5JuAbYG/gjsRF0YgZk9AixQey7pRuCwRtUMwpgNgiAIgiDoUiqqMtAq9gLOknQw8AywLYCkPYH5zOyQZgYNYzbIjaQz8Dukp9utSxAEQRAE3UWyH8b2s/3kAfafZt/+iNJcQRHWgZKV84MgCIIgCCokPLMdhqR9gc3xO5fPAGcAr+Hu+KWBrc3s/gFkvwD8Cr9JeRrYDngTD9heF88iPMfMjpY0Fveyjk2yZwI3pt9LgfHAisCLeB24PYD5gKskrWVmr1R31kEQBEEQNEO0sw3PbCdyAl6q4hvAacBXcYP0QTPTIIbs9MAfgJ3NbFngIWBnYE88mHo5YDVgc0mNuu0tDxxjZsvggd7bm9lReNbhhmHIBkEQBEHQKYQx22GYWR+wK/AL4HIzuy29dGcD0WWBf9eMXTM7yMxOwIsOn2lmH5jZ27jBu26DsV4ys/vS4/HAmOJnEgRBEATBUNNl7WyHhAgz6EwWwtu4rSSpFqM6sYHM+2SKEUuaFfgY096w9ODvex9Tx7+Oyjx+J/O4fr8gCIIgCIKOITyzHYakWYDfARvjBuw3cooaMJekT6Xn38NDDMYBO0saKWkmYHvgBuBlYFFJM0gaA6yV4xiTiBugIAiCIOgYJtPXst9OJYzZzuPnwJVmdjfwTeAQYJFGQmb2DrADcLakB4FPAUcBpwDPAQ8A9+GhC5ea2cPAlcDDeJeOW3LodgWeANZQnyAIgiAIglYQXrYOw8z2yjx+GpingOxNwCr9vLTvAPvvOcBQC2f2OSzzeD+8L3MQBEEQBB1Ai9vZdiRhzHYZkm4AZu/npZMHKjocBEEQBEEwXAljtssws3XarUMQBEEQBJ3B5A6uMtAqImY2CIIgCIIg6FrCMxsMKT0jy90xPjp9ufutRSeXv197v+Q935wzNKqq1piPvV/uX3VUBf/qs/SVm4f7poeJPZNLjbH7TK+Wkgd4791yc/HQ27OV1mHnWV4uJX/Hq3OW1uGV6cpV3LM3Ziutw0KrfaKUfM8nFy+tw9s9Vkr+vWfeLa2DPT5XKfm3Z/ygtA7P/qu/6LUC8svvz5Kbv19qjBkOOb6UPMCkK08tJf8Ob5TWodVEzGx4ZoMgaBFlDdkgCDqXsoZsEJQhPLNBEARBEARdSsTMhmc2CIIgCIIg6GLCMxsEQRAEQdClRMxseGaDIAiCIAiCLiaM2SAIgiAIgqBriTCDIAiCIAiCLiUSwMIz2zVI2l3Stm3WYSNJ32mnDkEQBEEQBFnCM9s9fAa4sc06rNLm4wdBEARBkCESwMKY7Ugk9QBHAZsCk4BTgC8Dn5f0gpldM4DcGOD3wJLAu8B3zGycpI2AI3FP/BPA183sRUlPAWPN7ClJY4HDzGyspBuBu4C1gDmBfYCngT3TcZ42szOG5OSDIAiCIAgKEGEGnckWuCd2WWA1YBfcuDxkIEM28WPgn2a2FLAj8BNJc+HG8CZmthxwG3BiDh1Gm9mawLeBI83sEeBk4OQwZIMgCIKgM5jc19ey304ljNnOZG3gAjN718zeNLMVgP/klDsHwMweSsboasBdZvZU2udUYN0cY/0l/R0PjCmgexAEQRAEQcuIMIPO5H2YEgQjaWFg5ibklmTaG5Yeprzvfek5wKi6/d7pZ58gCIIgCDqIiJkNz2yncjOwuaRRkmbCvaSfoPHNx83AtvChIfsX4E5gjWQQA+wB3JAevwwsnR5/JYdek3LoEARBEARB0DLCmO1AzOxSPLb1XuBu4Dg8POAHkrYYRPRQYAlJDwB/AHY0sxdxA/ZSSQ8DY0mJXGn/4yTdDUzIodrNwPaS9il8UkEQBEEQVE5f3+SW/XYq4WXrUMzsh8AP6zaf30BmArBlP9svBy7vZ/tVwFX9bB+befwUsHB6fDOwSAPVgyAIgiAIWkYYs12GpG8DO/fz0vNmtmGr9QmCIAiCoH1MjpjZMGa7DTM7Fji23XoEQRAEQRB0AmHMBkEQBEEQdCl9HVz/tVVEAlgQBEEQBEHQtYRnNhhS3nmtvnxtMZ7pea+U/PzLvV5KHmCWp95pvNMQ0/e/mUrJv1/BfeubPeUyWZeaNLK0Ds+8MmvpMSb0lPvYe3O68mWX73lljlLyC/a9W1qHf4wYXUp+x9X/XVqHvhdLepRGlv8K++yq5c5j9PwzltZhhTleKSV/463zltZhvgVfLiU/crHe0jpMuvLU0mNM96U9SsmPOuSQ0jq0moiZDc9sEARBEARB0MWEMRsEQRAEQRB0LRFmEARBEARB0KVEAlh4ZoMgCIIgCIIuJjyzQRAEQRAEXcrk8MyGZzYIgiAIgiDoXsIzGwRBEARB0KX0RWmu4emZlbS7pG2blP2qpDMrVqk0km6UNLaNx59V0qXtOn4QBEEQBEF/DFfP7GeAG9utxDBjdmDFdisRBEEQBMEUoprBMDBmJfUARwGbApOAU4AvA5+X9IKZXTOA3PzA74HZgPmAM82s1vpjcUk3A2OAK4CDgIWAS4HxuFH3IrClmb0qaSPgSNzT/QTwdTN7UdJTwJ3ACsCOwKnAY8DSwL3A7cBXcUNxUzN7VNKWwP7AjMD0wK5mdnvOufg2sCfwAXC5mR0oae50ngum+fmBmf1F0mEAZnZYkn0KGJt+v5jOfVHgWjPbCzgemE/SpWa2aR59giAIgiAIhprhEGawBe6JXRZYDdgFuAs4ZCBDNrEtcJ6ZrZFk95NU6zG5CLA5sBLwWdw4BlgeOMbMlgEmANtLmgs3oDcxs+WA24ATM8e52swEvAQsBxydxvkMsLCZrQmcB+whaQRujG5kZssDP8cN6YZIWhXYK83BcsDKklYGTgDGJd22AE5PBu5gfDqd/3LAxpKWBfYFng9DNgiCIAg6h8n0tey3U+l6zyywNnCBmb0LvAuskCfm1cx+KWkdSQcAywCjgZnTy382s/8CSLoA91Y+ALxkZvelfcbj3svVgLvM7Km0/VSmNkDvzDz+T01e0nPA9Wn708AiZjZZ0qa4Aal03A/yTAI+D5eb2Wvp+RfScT4P7J7O+QlJdwKrNxjrdjN7I8k/kc7zjZx6BEEQBEEQtIzhYMy+D1NuFyQtzBSjdEAk/QpfRv8jcBlu/PWklydldh2RjgHwTmZ7X9q/3rvdw9TzOjHz+L26fbPHQdIsuFf5XOBm4EFg70bnkqifh/mAtwfRr6/utVGZx/2dZxAEQRAEHUbEzA6PMIObgc0ljZI0E/AX4BM0NtTXA35hZhcCAuYHRqbXNpQ0m6QZgG2A6wYZ505gjWREA+wB3NDUmUAvbjz+NI2xWUanRtyC6z2LpOnw0IVVgHHAbgCSFsXDG+4AXsZjd5G0GjBvg/EnMTxufoIgCIIgGEZ0vTFrZpficar3AncDx+FL/T+QtMUgoj8DzpE0Hvd+3oPHyoInaV2VxrzCzK4d5Pgv4gbspZIexkMD9mzydB4A7k/Hfxj4L5541hAzuxeP1b0jjXOzmV2Hx7p+XtJDuAf6a2b2AnA+MEbSI8A+wH39DjyFF4FnJDVrqAdBEARBUDGT+/pa9tup9IR7OhhKnl7pC6UusKNfHVPq+Ecu/2IpeYDXnhpdeoyyTPjfTKXkfzNiVOOdGjAb5cZYalLeRYaBWeT9+kid4kzoKbfA8L/pyvsAZvmg3OfuvH3l5+G6Gcpd1/st/1xpHaZfcb5S8iO/uElpHd76yUml5EfPP2NpHT54o9z7+etbGy2sNWb3+V4oJT/7Nr2ldeiZbbbSY0z3pT1Kyf9y5UMa79SAg54+t6WheWM+tkTLDLlX33i8I8MOh/WycSpVtXM/Lz1vZhu2Wp+ySFoMuHiAl79mZve0Up8gCIIgCNpLOCWHuTFrZscCx7Zbj6ows3/hNWuDIAiCIAgChkHMbBAEQRAEQfDRJWJmgyFl3NxblbrAFpv/1VLHP++VeUrJA0xf8l9kzkmN92nELJMnl5Jfarb/ldZh4sRyMbPn9TSsmNeQ9yso2j1jyXv49Sa+33inBvxr1PSlxyjLhJKujLd6qvnu2H+X5q/tKmJmf7vV5aXk15r8Zmkd7uqZpZR83mLkg7Hoe+VGeXiG8jHx71Tw/z2qZCXJA/5+RHkd5li0pXGls86yWMsMudfe/FfEzAZBEARBlpkPO6/NGpQzZoMgaD9hzAZBEARBEHQpscIeMbNBEARBEARBFxOe2SAIgiAIgi6lk5sZtIrwzAZBEARBEARdS3hmgyAIgiAIupS+CqpAtApJCwLnAnMBBmxvZm/W7TMa+CWwFjAa+LaZXTvYuOGZbQJJC0t6qp/t3XNFBUEQBEEQtJaTgJPMbEngHuBH/ezzPWAOYCVgK+AMSYOWBAvPbBAEQRAEQZfSyphZSbMBs/Xz0gQzm9BAdhTwOWCTtOlM4CbgwLpdt8Y9tn3Aw5LWA3pgYBd0GLNDgKRjgDnNbEdJ2wH7AJ81sw8y+2wJ7A/MCEwP7Gpmt0u6EbgLd6/PCexjZldLmhs4BVgAmAwcZGbXSToMwMwOS+M+BYxNvzvjdzd/BXYCFjWz1yUtDFwFrAGcB9Q6CxxuZn9OOtwLfBaYAb/QvgV8Cjg2tQkOgiAIguCjxX7Aof1sPxw4rIHsHMDrZlZrJfQC8Ml+9lscWFvSb3A79Qdm9shgA4cx2zzzSbp/gNd+CNwraVvgZ8C6dYbsCGBPYCMze1nSrsBBwMZpl9FmtqakjYEjgauB44DTk7E5L3CrpBUa6PhJYCkzmyTpE8AWwOm4YXsWsCnwlJl9KY21PfDnJNtjZqtJOhQ4AVgON67vB8KYDYIgCIIOoMV1Zn+Ne1TrmZB9khx29bbC40zrXe2vBeB0uP3yOWBZ4BpJS5rZawMpFcZs8zxvZitkN9RiZs1soqRdgNtxz+o/s/uZ2WRJmwIbSxLuRc32EvxL+jseGJMefwFYUlKt194oYLEGOt6buQM6Hb9rOh3YDvg8MDPwU0nzA1cCP87IXp3+Pg38zczeBp5OSwxBEARBEHzESKEEE3LsdyFwYXZbCjN4RdLI5OCbF3i+H/H/AOenMIMHJT0LCF+17pdIABs6BPwXWHmaF6RZ8DdlEeBm4HiYqqH0O+lvX2b7SODzZrZCMqJXBx6q2wfcyK0xMfP4ZmB+SZsBT5rZ82b2OLAk8Ac8rOGu5DUGeC8jO4kgCIIgCDqOvhb+lMHM3gduwWNiwVeJr+5n18tr+0haFFgQr3wwIGHMDgHJ03kksCawkqQN63bpxY3QnwI3AJvhxupgjAP2SuN/CvfazgS8DCydtq+G3+lMQ7rDOQs3nM9M+++Nx8lemMaeC/h4/jMNgiAIgiDIzV7AHpIewZ1oBwNI2jOz8vx9PJTzYdyw/dpgIQYQYQZDxanAr8zsCUlfBy6UtFwm0+8BPPb0MTxe5Bo82Wow9gFOlfQg7ondwczekHQ+sHm6MP4O3DfIGOcDBwCXpednA+dJegj3vn7XzCZ45EMQBEEQBJ1Oi2NmS2FmT+OhlfXbT848fh332uamp5smIWieTNLZkma2b6uOO27urUpdYIvN/2qp45/3yjyNd2rA9CX/ReasIEhjlsn9xcjnZ6nZ/ldah4kTRzXeaRDO65m5tA7vV1AcfMaSC1LrTXy/tA7/GjV96THKMqHkutxbPdV8dxzy9B8qGadZjl1wh1Lya01+s/FODbirZ5ZS8h803qUhi75XbpSHZ2i0uNiYdyr4/x7FoOVIG3LA349ovFMjHeZYtJwSBRk9/SdbZsi99+5zLT23vIRn9qPDJXjcyfrtViQIgiAIgqAqwpj9iGBmm7RbhyAIgiAIqiVW2CMBLAiCIAiCIOhiwjMbBEEQBEHQpYRfNhLAgiAIgiAIgi4mwgyCIAiCIAiCriWM2SAIgiAIgqBrCWM2CIIgCIIg6FrCmA2CIAiCIAi6ljBmgyAIgiAIgq4ljNkgCIIgCIKgawljNgiCIAiCIOhawpgNgiAIgiAIupYwZoMgCIIgCIKuJYzZIAiCIAiCoGsJYzYIgiAIgiDoWsKYDT6SSNqz7vlMkk4sIH9CP9vOakKP5frZtkUB+Z372fbNJvT4uKQFJC1Y+y0ge1A/235a8Pil5mGAMUcW3L/UNZFkppP0JUk7Stqp9ltA/uJ+tl1fUIdKrs2M7OhWH7vk9bhB3fMeSQcUPP7s/WxbqA1jlPr/LqtDFe9nJ8xD2r/p/y1J+0l6VdIH6XeypA+KHD8YWqZrtwLBR4/0QbY3MAboqW03s11zys8J7ADMkuRHAouYWW6jAdhE0sbALsBSwO+Av+Q49mnAosAqkpbOvDQKmLXA8Wv8WdJvzOwXksYAvwWWAC5qoMd+wMeBPeu+GEYB2wG/yauApB8A3wdeyWzuw89zMLmjgLmAL0taok6H1YEf5NWBJucho8v5wNfN7LX0fDngTGClAjo0dU3U8UdgIeBRfA5Jf88eTEjSJcAKwHySnsi8NAp4Js+Bq7g2Jd1hZmtmno8A/g4sO9THzozV1PWY4aj0Pu4PfBI4C3gZ+GWOYy+Af6ZclYzi2ufTdMBVwJItGmM/Svx/l9Whomup7fOQxhjof2s64NmGJ+LsB6xgZrn+F4PWE8Zs0A4uAG5Jv30N9u2P/4d/CK0BXAZsBNxdZAAz+6KkvQAD3ga+Ymb35BA9ElgYOA44PLN9Em7AFGUl4HhJt+OG4Un4h3QjHgdWwb8gejLb3wG+WlCH3YDFzOy/BeUuBj4FrAvclNk+CTii4FjNzkONB4F7k7dmFfycCnnjSlwTWZYzs4Zf0v3wVfzm7jhg38z2ScCLOcdo+tqUNA4Ymx5PrpP981Aeux+avR5rrAIcCozHv+O+bWaX5JQ9HFgHmA+4ObN9EnBFC8co+/9dVocq3s9OmAeo5n/r0QL7Bm2gp6+vGVsiCJpH0r1mVsRjVi//mJktKemXwIXAP4FxZrZ8gTHWwb1/4wABbwB7mdnzBcaY18xekLQWsBxwuplNLHgun8A9RisCHwNOAI4zs1z/mJKWMrNH0+OPAwuY2cMFdbgB+IKZNbVsJmlWYKKZvSdpcXw+rzazyQ1Es2OUmoc0xma4J/dFYOUi72WSr+KauDTJvFDk2Bn56QGZ2YOStsPn42gze7ngOE1dm5KOM7NvNaN7ZoyP49677KpLbo9WBdejgJOBicACwPXAD8zs7QJjHGhmRzdz/IrH+PD/u406lH0/2z4PmXGWZtoVwZsHlvhQ7ovA8cDfcCO4JptrNTEYesIzG7SDW9My4DVm9l4T8v9Lfw1Y3szu9O+vQpwO7GpmN8CH8Vd3A/PnEZb0W2C0pF/hS8vXAmvi4Q9FGI9/8e4OzIYvm20PrJpT/tOSDgS+C9wHvCHpHDMrErP6OP6e3IB7PAAws7ze1X2BTyU9bgYeBv4PKGIUlZoHSUfgHpht8BCBmyV928wuL6BDqWsiMRNgksYz9Vx+Pqf8OcCTkmbEPVtn4+ESG+VVoOS1eYCkLzHtF/6gYRKZYx8EHETzIQJQ/nq8GfiemZ2Vbg6OxK+vIjqcmt7/+nkosuJQxRgLSjq7nzHynkspHSp6PzthHpDHv38ZeIKpQ4Dy/G8eBZwLPJ33eEFrCWM2aAdb4DGzZIzQPjPLm7AzTtKF+DLytZJWwr0wRVjWzN6sPTGz30i6soD8akxZzvy9mR0mqVCoQ2JDM7svPX4Z2FrSlgXk98INnW2BP+EG5N+AIsbsv9MvTL2Ul5dNgM+mY59rZt+TVHR5vuw8fAr3xv4XQNKfgDOAIsZs2WsCis17fyxiZltJOho4zcyObuK6KnNt/oEmYn4zfI1yIQJQ/npc2cyeAzCzd4HvSsoVe53hAuA13AhudvmyijFOAL5TYoyyOlTxfnbCPACsj696FP2uAHi3oPEdtJgwZoOWY2bzlZT/oaTFzOzptBT7OaaO68rDMsnrkE0iWwiPE8vDSLwayFfw5ISZgJkL6gDwnKRv1+mxCB4+kYu0nLwhcLyZTUpevdyYWdG5q2eEmU2UtBFwcEoaKjoXpebBzOorHzwAFDGGocQ1IWklM7uX5r9oa0wnaQ5gU2AzSfMAhd5Pyl2bzcb81ngGeLWEfBXX44ySjmPaa+lzBcaYx8zWK6lHFWO8bGZ540uHQofS72cFOkD5eQD3yDZzcwS+UvAr4Grgw9XEPCEKQWsIYzZoOenL9VA8cWg6PEbxR2b2Vk75i81scwAz+zvwd3mJlXULqHE68At8afp4YDPg3gLyZwEvALelMIdHgFMKyNcom8z2sKQr8GW/6yT9P+CuPIK12OWU8JM1wnoo5im/Li2rv40v8d5EvqShLKXmQdIeeMxt1mh7Eli8gA5lrok9gT3o/6Yq71ImwM+BO4E/m9l4Sf8AfpRTtkaZa/PRWrxtwWPWaDpEoMLr8TzgSmAtPERjU9yjV4T7JC1nZg8WlKt6jFskHYNX1cjOZ14jqqwOZUM+qtABys8DuFH+SEoyzY6RJ+51pbq/UOz/OhhiwpgN2sGJuOGzK/5FtTseL7njYELyEisrUq7ESo13zewMSQvjMbg7AQ8VkH8b9zjUkpw+VzRJJzGfmX0+JbNdghsz4wrIH4/HaY5PCVjn4t6DhtSS8MysbL3pG/FlwH+b2WRJ+5jZ/QXHKDsPBwHL4/GRPwQ2BD5TUIemrwkz2yP9XafgMetZ2swWyzxfqolEqDLXZtmY36ZDBCq8Hkeb2aGSRuE3I78Dioa9LIMbYS/i81AzqIvEilYxxmrp74qZbUWMqLI6lA35qEIHKD8P4IZw0VJ7wNT/15J6gI+Z2evNjBUMDWHMBu1gZZu68sDeyXvUiK9SvsRKjXfk9UwNWMPMxqlYkf19zOxDb1eThiyUT2Y7x8yWyuhRJEYU+LBu7zbAVMXNC3hffm5mH9aibMKQhfLz8JKZPSnpITz29SR5ma0ilL0mSNUD9mPaucz7pbuxpB9ZquLQhCEL5a7NUjG/FYQIVHE9vp0Sv/6Bf9bc2kSC6KZFBYZijApujkrpUMX7WVaHpEfZeQC4oVnBFEK1FvBjfMVoTkkHmNmZFegVVEAYs0E7GCFpNjObACBpNjLlTgZhhfT3V3gsY5bFmLqWYSOOwZe2NwPukrQ9Xhw+L8/Ka3PeSSb5rIkkgbLJbI9IOqQfPYrMxVW4B7LZTN1/STq9Hx3yJg1B+Xl4S15a60G8+cHdFI81LXtNgC9rH07zc/kK8Jike5l6LouUACpzbZaK+e0nRADgeTNboMAwZa/Hc/HEv+2BO+Rllf49uMg0rD3A9iLXdOkx0vL+NO9JgZujUjpU9H52wjyAhz/14Z7hUcA8eAWYPBVTDsWT4bbBw7i+mcY7s8DxgyEkjNmgHRwD3C3pz/gHy8bAz3LIDeYlKLTkZGYXSrrIzPokrQL0AvfnlccrBtRodvmtPpltW/yDv4g3ZAxemDzruSgcy1XQWKrnFXwO1qjTIfeXVQXzsA/+ZbM/XnTfgMMKyFdxTYCHWhQxeOo5q4RsjTLXZnbOR+E1am8h541iNkQgLfNvgpcFK0SZ69HMTpR0lpm9IWksbqxcU3CY7P/TKNwrdzPFjNkqxjisboyvMGUVY8h1qOj97IR5wMwWyT6XtBpulOaVf0DSYXjFljfTfAQdQjRNCNqCpGVwg2UEcKOZFYlXreL4whN26pcyW1oEW973fv1+9ChjEBXV4Yd4mMY4pi4InrswegU6dMI8lL4mJG2Bf+HXz+Wg5yFpHjP7j6QF+3u9le9FFkmLAMea2SYlxrjfzFYosH+p67GCMIX+xhwD/L8yWflVjJHGudPMVm+XDkXfz6HQIY3T9DxkxhhvZsvk2O8KPKF0E7wN7xF4ma/c9Z+DoSU8s0HLkLSRmV0haae06Y30d0VJK+Y1XOQ9uk/DSyathReG39XMniqgzqXA+fiydG4qzLiucXWSzS6pNvRqSjrVzPaoaPltFuD7eH3XrA6DJmhIusLMNpL05AA6FEnwaGoeMrpsgSeB1RswRXRo6pqoY1dgBvy6rJHnPE7DKzhkl0Kz8g3PYwiuTVIccu5SXZn/7dpxlwbeL3jYpq7HDGXDFPrjTfKX7atsjLqbm9p8fqJVOlT0fpbSIelReh5SOFb9GHlzLbbFY3+PM7O3UgLyYUWOHwwtYcwGrWRVvCd3f8H8RZalT8FLKB2Nfxidl2SL1JGc0KSn5pz0d0Uze6AJ+XrmsAJteDM8lv4eVoEOGwNzWfFi4n9If7cCXiqpQ7PzUONXeDWMMgZMs9dElnmsuVbNtRbEe5lZrmoU/VD62pR0BlMM4R68m1qRslb14S4vA1sXVKPZ6/FDyq6w1N0kjsDr1BZqoFHFGPjNTY3afO7TQh1Kv5+dMA+J+hvEG/Gb1zz8DY+PfRO8oUrBYwdDTIQZBC1H0npm9te6bZuZ2SU55e8xs1Uk3WdmK6ZtRZcy98CTyK5n6qXMQWMDJT0FfAGvhboBdTGJRZeDJR2Lf7CPy5RSyiP3qJktJekuM1utscSgY10B7GFmzxeU+ye+5HZXkwZcdqym5iEjfz2wXjOymTGauibqxvgtfh5XF6lEIOk5vFrHSXjMb/111VCHKq5NSTtnntaMhuusQNvpFEso3Fky3szyJHdm5Zu6HjPypcNmJGWTlvrwov15Kq5UOkZZKjqPsu9n2+cho8ucwOr4udxhZrk8s2k1cCdgO7z5whnAn8ysrJc6qIjwzAYtQ9LWwPTAEXVLPtMBP8Dri+ZhoqRPku72JX0WeLegOp/G65B+OrMtT+LUWXgyySeZNimmaM9ycE/itUBfKh+Ud0n4mWQAzaGpa+42U8NxNF4VYTxTd7dpNBc34/PeIylruDWzrN3sPNT4FXCDpJuY2oAp4mlt9prIsgnwdYqfx+F4mMS8eDxelrw6lL42zeysFM8+Fv+/fLCgIbsycDGeFDgCmFvSpmZ2Z94xaP56rFE2TAEzu0nSBkxp7HIDUMgAq2KMZHydyNQNZr6R1wgrq0MV72cnzEMaY328Mcrf8HM5RdJulqOzmJk9jZfl+rGkTfH63qdIOgf4sZm9UuR8guoJYzZoJR/DjYWPMfXy1SS80H1evoOHKywm6X48o3+rgrqsZGZLFJTBzA4FDpX0WzP7Rn/7aEpr0zzsASzcRILPBrjRcjnw5YKy9fxkoBdqiUn9vZaWcneV9Ccz+0pR+TqanYcaB+OhFx/QfHWJpq6JLGY270Cv1WLGB5D7HfA7eY3ZHxeVT2OUvjYl7YiHrlyGf+FfIulIMzt9IJk6jge2rhk7ktbAG2oUWT1o6nrMUDpMQdL3gM3xUJoe4IeSljGzAXUbijHwkKrb8cYyI/D/k9/j8dWt0KH0+9kJ85D4CfBZM3sy6bUo7kBpaMxKmgXYAg9lmh/4LR6i8EX8BnKVAnoEQ0FfX1/8xm9Lf3t7e9etYIxRvb29S/f29i7X29s7ugn583p7e5cbovO7t8C+1/f29s7cbj2Gaoy88mXnobe39+4KznXIrolWzmWZMXp7e+/v7e39ROb5HL29veMLjP9AP9sebOUc9vb2XtHb2ztfyeM82NvbO2Pm+Uy9vb2PtmGM+/vZ9lCrdKji/eyEeSh7Lr29vf/t7e09o7e393N123t6e3svLXOtxW81v+GZDdrBW5L+hC8H9gAjgYXMbOHBhOqSU+pfK5r0sSTeYvEFfCmzmeX5gSjiGXwFGC/pNqZeUq2iRFjT9W8rHCOvfNl5+KukvfF2lVn5Ip7eobwmoHVzWWaMkdklUzN7OVVHyMurkr5iZn8CSEuyVS7B5pmDsmEKACPqPLvvkK+xS9Vj9ElawMyehQ+z+ovEaZbVoYr3sxPmATw0az/cowtelzpvwujZZrZ//UbzTn1VdIsLShLGbNAOTserEXwVX8baDO+h3ogb09+N8FCFc/EPxa2B1wrqsMlALxQME+iPIlmVV1I8s3co9BiqMfLKl52HbdPf7BdO0RjmTQZ6oYJroqZPO+XzjPGApF8z9Rd+kcoIewDnSqrJP4EvzVZFnjkoG6YAcL2ki5nS4emreJxmEaoY40d4F7M7cUN+dXyOW6VDFe9nJ8wDeGLlCXhIW0/SIe8YX5DUk4zXoAMJYzZoB++a2RmSFsa7uOyE14UcFDM7C0DSXsCatcx1SRcwddejhqSA/oE4DSiVnV9AjwE7PinVDW2FHu2m7DxYXXefOvk9zOzUHDp0xDXRZnbHY2ZPZ8oX/l55hc3scUlfxksYjcRjV/85BHoOpsNNg7x8Ffnex/2APfHPphF4hYuG11DVY5jX5V4Rj1EdAXzdzP7bKh0qej9L6ZD0KDsPmNlLko4ys60lzQqsbGYv5BSvos10MISMaLxLEFTOO/IuMAaskUoYFcl8nxVP+qoxNx6yUBVVLOdWQafo0W7KzsOeHaBDt/AecJuZrYontzxGqq2ZB0n74mXJ3sIbWFyeSp51Cnnfx5nx5fEtgX2BefDwhSKUHkPSOsBlZnYl8A/gTkmfbiBWmQ4VvZ+dMA9IOgqvTQ4wE3CIvD1tHs4CfoqHMd2U+Q06hDBmg3bwK+D/4Zn4O0p6GLingPxPgAclXZiWr+7Bs9mrouxSUlWGTyfo0Qlxnp0wD1UsL3bCXDYa4zQ887zGOsDJBcbfg9T9LHm6V6Z4cfvBKDsHed/HPwLzpcdv4N+V5wy8+5CN8Su81BtmZsCGwHEt1KGK97MT5gE8PG2DNMYLeE3mzQeVmMINA/wGHUIYs0E7mAj8n5m9gZc02YECcVhmdg7+oXo+Xu5lRUsNFyS1pFe2pPkkHZ0eLyLpbElzp5fzfkBWocfItAyIpDkk7Sqp9oX/sway8w/yWi1ZZsAvrrLyLWTI49wkfSXzePa6176XHq45VPJpvwUH+027Nbo2VzGzncGTv8xsx0bHrWMUU9d8fo8m5l/SwpK+lK7vbAhJq66nhczshwBm9rqZHQws1oYxZjCzDzuwmdlj+By3Socq3s9OmAfwsMoZM89Hk/9cbsJzNm7CS4Q9gdffDTqEiJkN2sHP03IRafnqvqIDpDvr/j5MjiBH3cAK+ANTWiE+D9yCexv+z8yeGFCqen6Hh2j8OT1fB0+O+LqZXdBA9nJS/KCki80sa+j8Eq+7eusQyg8nDgX+lB5fz9Rxmdvg1/w7QygP/kXbx7RtO+fFv7hH5rg2R0iatxZLKGkuoEg1g8uAcSmOvQ83nv80qEQd8uYqB+NLwWviiT8HmNm5Lbye+iQta2YPJZ2WpHj2fBVjPJZums/B53NbfJm9VTpcRsn3swIdoPw8gNeq/buky9MYG+KNGBpSH5MvaTXgmwWPHwwhYcwG7eBfkk4H7mTqYPqzKxi7VUvrY8zsFAAzexcveN9vofoh1mNVM1s26fEyHrbxYBPj12f95zl2Wfm8dEK8aiMdegZ4nEe2Cvn+vnBnwZdn18cTu/LwE7w8Wc1oXB34Vk5ZzOxASVsAa+MGy/FmdlnSJ28lgQPxLmw3p6SdFYHr8OolZcl7LR2Al3t7Lj2fE19BKkIVY+yGd546D5/Pm8j/XpbWoaL3sxPmATM7VtItTDmXHczsPihercTM7krfYUGHEMZs0A5ewb9U1shs6wOqMGZzLRtJmg/4VvqwXgRvJ/pd8/aIecIEJkrawMyuTuN9AXirqLKSRgJfMrM/S5oD7+Z1RioBM2iYQKKMJ61vgMf9PR8K+bzkmYfBmJBnpwquiRpl56L0XEpaF/fa/xVYNoX0NMTM/ijpRtwj+j6wT+baGrQDWWaMi4CL+nkpbyWBD8zsDXk7YMzsBRWrdUuqlLI0nrCzoKWuT+QMUzCz61JoxrL4PFi6aS1SHaOKMf4H7N3fa5KuMLNBw6oq0qHU+9kJ85AZ5x76z88YtFqJpm6/3oNfW7lb6QZDTxizQcsxs13arQPlwwT2xOsv1hIZnqW5epplwgSgpCet3Uh6kkGMNTNbNM88pGznI83sM3Ir6Grc83K75S+WX+aa6IQaskiaGTiG5I01s78WHcPMnmdoQnjyekUfljfAGCVpBbw02P15D1JVmIKZvQf8vZ+X9iRnaakqxhiEAWPWW6RD7hWTTpiHBhRZeenD42fP73/XoB2EMRu0nIEMGKuu01IeSoUJmNn9wDKSPgG8b2avN6lHmTCBQT1pOZg343HIPu7By+cMtTzA2H62bYcXNv91zjHAl9N3Anf7SNoQN0RXLTBGmWtiCUnj+nncAyzeAvl6b+wyZpa7pFZOWlVJ4Ju4MToRr3d7PVM3w2jEUIYpQGdUCYH2V/nohAof0IJmImZ2eLpRXAwYD8yY8j2CDiGM2aAdjM08HoW3A5y+orHzfjg2FSYg6VQz20PSDWQ+ADNLokVaZkKTYQK15bm65S+AFeStfY/IceyTmTJf2cfgyRJDLT9VowJJcya5xYG1zaw/T85ATJPtLKlotnOZ0JGyVTSqqMLxV/yG5v/w0nW17VW15W1J9yMze0vSoWZ2kKQlgF6KhfCUDlNoQCd01quC0CEn8uosp+KraGvirbe3M7Nr26tZUCOM2aDl2LSdln4h6R7gyDzyyUj5JvB5vJ3t1cBpKc40bxmhZsMEakbaYTmP04hmwwR66v4WxswOb1a2CvkskrbFl8dPB7Y2s3ZkOzcdOmJ1XackjQBWBP5lZhOGWj4xYBe0biLdoC0l6UA80edh3EDPGz5TKkwhCPrhZ8Bn8QYS/5H0OTwZLYzZDiGM2aDlpA+CGrVg+hkH2L0/Tkv7/w6vlbxTGmM/a1y+CCgVJjBz0r8Sj0KzYQKZ5fCmDUpJM+IZwhek7Nxj8Azh+4BtzezfQymfxpgT9+ougSfC5c4ormM3/Gaolu18M8Wzne+nydARSYvjMXSH4kvaNwNzASMlbWtmtw2lfNL/6TTWZ/Dwij7gbjO7Pe95DDF5b7y+ghsO3wL+YGbfTTe7eSkbptAttLvKR7uPX6MVYR8jkhELgJk9kln5CDqAMGaDdpA1wPqAl4GdC8ivbmZL1p7I6waOH2T/D6kgTGAw47EP9xbn0aNUmEBaNu3PoK4tKedpD3wc7tl+KsWYbo9n9K6E11/cdIjlAR7BWxFfAuxd/wVhOXufp2znpuo+VhQ6cjxeW/cqYFf8nJbAS5adAXxmiOVrNxd/Aj4F3IHXlj1A0iPAJmY2cTD5HOQyGspWEsANh4nyBigHJy/1zHmVrCBMoRETOmSMs4ZKB01pstEvZvYMOd9PScuZ2UB5AAPqUDfGevXJjJI2M2+WM+g81DlPpsHMbqZxtZLn0vXYJ2k2/LPmmYaKBy0jjNmg5ZjZOiWHeFLS4mb2z/R8bqChFzBRKkygXndJH8OL0U8oOFSpMAEzq6J735q15DN5B6oLzOxx4HFJh7ZAHrwGZdNIutfMVurHuC9i1FcROjK/mZ2fdFoPuMjMJgH/kDRrC+TBPdMGbJhkkTQav+n4CfCdgQQl7TTYwOY1oBuG8FRUSeB6SeOBt3EP9U1MqfbRkDJhCv3cXE6FmR3R6OamojGWx420BYBLgW9bKq9Wu+bN7NdDqEN/DThq9AGLFng//x+w1AB6NJqHrfF8iiPqzmkUcBBwyWDzkGjogLDG1Uq+jv8fLYB3/7oeb/UbdAhhzAYto97zVU+B5KlRwAOSbgY+wJckn69lgDcYp5IwAUmL4svCiwE9kp4GtkrGXEOqCBNIesyEL02vi/8/jwN+lDPT9oPM47HA9zLPR7dAHjM7C0DSDMCS+PtiBcJFVkp/yxj3VVwTPQDyVsLrAL/JPM/jVSwrD26wrVgzZMFLIknaF3iIQYzZdMyB6APOzvmelK4kYGYHSDoeeM7MJkvaJ4WA5KVMmEKnVCo4Cfg28CAeynODpLHmFSqKNuEojNU14CjJI8kQrW+Sc3MO2Y/hqxIfwzvhvYj/P4wBfpDn4BU4TzCzl/A4/KBDCWM2aCWHpb+74x9qZ+HL1NtSLGb2x3XPf1FAtpIwAdyb93PzguJI2gqP4R2bR7iiMAHw5fy38aXpHnxuTyZf4tIr8raMM+O1Gq9Luo0FnhtErip50v4/xI2gd3AjuEfS0Wb20xyyDT1QOVSo4pp4MHkCZ8B72d+WvKIHAH9rgTz48vyk+o1m9r6kQRPqbJDazyl8IS9VNDyYEw+5+Lyk6XBDbk/z5hV5aDpMYaCby3RTkcvAq2IMYCYzuyE93kvSL4E/S1q/hTqQwjT2xsNeevBs/kXMbNCl+zoWxI3PrFG5cB49zOw04LR0Q7aLmW2YwliuBmYroAOS1sC9udlzWcjMFs4huz6+8jGGzI2CtbacZDAIYcwGLaOWsS3pl2aWrf/5tyIJHmZ2k6SlmfaDpeGdfoVhAnPUDNk07gWSDs4rXFGYAMDKZrZ85vneKUYyD/vhS4BzA3ulWMODgX2BL7VAHnkd1w3wOOhH07algVMlvWpmJzcYorQXrKJr4pt4xvM8eHzqZEm/xpdXt2mBPMAbkpY3sweyG+UZ/f/LM4CkjfEv7ewX/ox4MloeqqgkcApwO/A1PMFzD+D35C9fVipMATymHTeos0bwk+Ss+VvBGK9L+iJwjZn1JW/1H/BmFjO1SAfwhMorgbWAM/E4+Fz5CRlmBfY1szuSTt8ABr0J7Yc9gNUAzOwpSSvjnt4iDRdOxx0fX8Vj1DcD8iacnoCvbIynS8qJfdQIYzZoBzNK6jWzfwBIWhYPHciFpBPxtq9PMOWDpYhXtXSYAPCuMv2804fr23mPn9GjTJgAeJ3a2WqGV0pOmMY71x9m9hCeLJTlfOAEM3ttqOUTuwPrmdkrmXEflrQpXjd1UGM264FKHr3V8Xm8o4Anrybf9DWRznevum17pXE/OdTyiUOBS1O88t34PKyJx7AOGhOb4Vj8Pdkfj7PdhALJV1RTSWBRM9ss8/znknJ316sgTAHcg7c8btj/ENiQHEl4FY5R64w1F1PafO+ENwfZoEU6AIw2s0Pl5RDvxVefilSWAF81+r08UXcl/NpYveAYo4D3Ms/fo7hR+a6ZnZE8u//D5/OhnLIvW45WzkH7qMo7FARF+A5wo6S7Jf0dz+Aukom+PiAzG2tm66Tfos0KamECnzCzMbhX7HcF5PcDLpb0d0n34h6TZtrInogbC7viFR1G08CAq+MY4C5Jv5L0K9yIOa4JPQAws3+a2WuS8n7Il5WfLmvIZsZ5iQJe17QMeD+wCz6PD6Zl5iKUvSYGIq+nvJS8mV2DG6K74gbHHcBWwHZWV8d2ECak5e2/AbOa2YEUuElMN2GHppWXrfG2n0UrCfRJWqD2RJ5Zn7vucCZM4SVJE4BDJc1dUIeXzKswPAQsa2Yn4UZhS8Yws0fNbC3zxLvatg/MbD9g3lbokHhb0vR4zeaVrYmKGOaJYifgn/FLA4ebV0MowmXAOEl7S/omXt/1TwXHeEfSGDxJcg0z+wBfecjDLZKOkfR/kj5X+y14/GAICc9s0HLM7Np0d7wsfnf9oE3Jvt7DzBotHT1B+eXlUmEC+Adib/odkZ4X+ZKpUSZMgORpuAf4XNJjs+QxLcvCLZKfTtIc5q18PyQZJEU8Lz8BPpu+uGte1kuAIt6UstfEQJS9VnPLm9n1uDe0WSZK6gUeBcbKkypzJfNBJQ0PAH6EV0G4Ez/31SmWOV42TAHgLUnr4AlYm0i6m2Jx/aXHSMbSj5hSM/ge4Agzu6VVOuCJe5fjZffuSKEPeSvHACCvo/0BsAz+uXCepMvNLLfH3swOlLQFsDZ+Y3O8mV1WRA/8xv//4eEFd0naHsjbZXC19HfFzLZCq4HB0BLGbNAWzOw9+v8gqS2vDcareIbs7XjSUG3MXDVJE02FCSSPUQ/uTd4AeCO99Mm0bckBRAei6TCBtP/FZrY5meUySdeb2boF9ainbFxYXvlTgfMl7WJmz8KHSSe/J2X052SUTalnipk9kRJ/ilBJ6Eg/tGQuVU0y3MH4kvSOwPfxkkSn5zl+omzDA8zsCnkVhNVwY/TrZvbfAkOUClNI7IMbw/vjDTmM4qXbmh5D3j71HPy92A+/ofg0/r+yvZndONQ6AJjZiZLOMk/qG4sb1tfklU9cbGYnpMdPSVoJOLrgGKQbzYsa7jiw/IWSLjKzPkmr4I6I+3PKlq6IEAwtYcwGnUYeL9Rf0m8Z9sPDBF5NxxyDL4s24nA8K3c+PLmkxiSKeQFr1MIELk/Pvwwc1UhI0iXACsD8krI1EkfRRcW8zezXyYB/VNKb+GfSKOCnOTz0WZ6RtB9uBIN/gde3TW7EfjR3TQxWmL2WRDWk8pl9S5HCEWohCatKmt28IUVeSjU8AEiexCPN7DOSBNwpaQfL38msT9ICmZujQmEK4HHbeGksaFxQfyjGOBTviHd/Ztt9kv6GxzXnWuIuex5phWQbSbNnNi8L5LkxqulwQt3zN2mywUkZ0rW0R925gIflNJJtuhJC0BrCmA06jQG9UJLmMbP/ADcMtE8BmgoTqHl/JR1oZoW9C/2M12yYwFdxY+s4vHpAjUl4LcaGaEp5sKwRVHve0BtYVr6GmR0m6Wg8nq4PeKSJ2Lzd8Li8H6bjj6NgO1vKhY4MVt7rrhbIgzdaeDjnvv0iaS3cqJ89s61IDejSlQTwJKedwAsOy7vLnYN7BfNQNkyBtKR9EJl5SPrkLsVUcoyP95e0ZmZ/T3GfrdABfLXpIYrfGHYil+IJngN1IxuMMpUQghYQxmzQTZyGx71lu9Nk/zb8gK4wTODiFHP1RzxhayVgTzPLG4NV06epMAEzex0v37MVngz3oKTt8Jiuo/EWwYNiJcuDlZWHAT2Sq2pKndI8hdUBljezqbyokjbD42Yb6VD6mii7DFnRMuY5+HVYhjNxw7op46WiSgIzmNmH5Z/M7DF5Nn1eHcqGKYAb1DtSzogrM8YskqazurrB8rq7Rb63S59HwfCtTmZCzlCb/njXmq+EELSAMGaDrsHMNkp/Byy2nSOBrKowgdPxTPcvA8IrNJyAx7U1pMIwgXPw9r4z4ud2Nm6QNEx20bQtTCfjH9S351laLiufKNWwQAO3u5wO7xDU0JilgmtCUn1caW0u/mpm1w61fKKKzlP/zmbQF0XlGx4APJY89efg18C2eDZ9Xh3KhikA/BO41cwKNXyocIxr8JvSD5OkJI3EQwyubJEOAJdJ+hq+0pHtLNc1oUwZzpT0EzxBMnsueW6Y6yshjEvvR9AhhDEbdBoTSsoPmkBWYZjADGZ2jqTT8ESXW+QlbPLyVUqGCSQWMbOt0pf/aWZ2dMpYzkO9N7AHr2v5e0nbmdm4IZavwiOZbXeZHWsSHnLQkIquifrSV7W5OEqS6uMGh0AeYMF+jOIPyelhO17SuUxrvOQ1cKuoJLAbnvh0Hh7rejPFQkbKhinUxrhB0k1MPQ9FPHtlxjgQuELSP/EqBtMBq+DVITYbTLBCHcBjRL/P1Cs9uVbBOpBP458VWYdD3ooE/VVCKFpvNxhCwpgNWkaebOsCsXkDkdc7VTZM4ANJm+Nf0j+S9BW8/EwuqggTSEwnaQ68M89mkuYhZ+kdG6CFafJmnQWsMZTyad87zGzNxtoOqEOt3eW6qSxVbdyPpzkuQtPXhJmd1d92SacAtTqbQyafeJNpjeKi7Iq31F0rs62PKYX7G1G6kkDy6pdJECoVppA4GHgM/59u1uPd9Bjm3fQ2x5upLIS/B/cDp5jZu63QIbExMFcTMeydyEpmtkQzggNUQnigkVzQOsKYDVpJ7cN0NTwe8ULcW7Ap8FRFx8ibeFQqTAD3OH0b+KZ5//ltcW9UUZoOE0j8Am/r+GczGy/pH3gCTNMkb1bRmprNys/Q7HHqmCl5p3+MN46YU9IBZnZmgTHKXhPTYN5AIneptZLyrwxkFBdgHjMrE3dbupJAJrEwywtmlrcTWqkwhcSoCmJFmx4jxfxeBexiZr9M234C3C9pAzPLm8RU9jyewpPHhoMx+7Ck5QrM3VSYWV/6+xZwX6WaBaUJYzZoGZZaj0q6DVjTzN5Oz39NNRUKilA2TGBP4LdmdjeAmW3TpB5lwgQwsz/insQaS1GgyH1/pFiwpuPBCsqP6Sf29kMKLG8fgt9MbINn/38T91KemVMeyl8T05C85k3HshaUf6+/jZJmBrZvEEte4055Wa2rzTskFaV0JYFsYmHyqG6Ct+XNS9kwBYC/StobLwH44bwWjBUtM8YvgW0tU0/WzH4o6WZ8yfsLLdAB/LPkEXmFiqx8NzYLWBIvb/YCfi49QJ8VqFARdC5hzAbtoL670yg8frSVlAoTwA2moyTVeqefY142rChNhwkASNoY/+LO1j+cCZ/jRrL9VRKYDY83bFjHt6x8YhZgLP0bbEWWtzGzByQdBpxrZm82sbTc9DUxQAjNbGmsnw61PICZTRXWIWl5vOnBDnjiSh5jdpMk0+fRIh9+4ee6OamokkB2vPeBCyXlin9OMmXDFMC9uZBJwKJ4rGiZMWa3fhojmNk16ca3FToA/JyCnvUOZg/gpWYEJfXUPLOZbc2EMgVDRBizQTv4HXCPpKvwL8uN8USoppE02ryr2IScIqXCBNJy7lnysk7bArfL29CeZsXaLJYNEzgW9zrtj7d03YT8ReoPZ+qbij48g/568hk+ZeUBnq5gORfgRUkn4EkyO0j6FcWbR/R3TeyWU7beGJ+Mt13e1PLVfi0rD4CkGXDv9J7AcrgxvpF5M4Q8fNHMmo4FrKKSQJ2nvgevP5zboKogTAFgHzNrpglKVWOMkjSivgqBvAlFkZWXsufx85JhJ53E2Wa2VJOyt6bruNYuewPgt5Rv+x1URBizQcsxs19IGo2XTjoa+I2ZnZRXvj5pKH3A/x1YtsDyV+kwAUmL4DUct8FL4FwCbCVpMzMbcOk8SwVhAhPM7AZJnwFmNe9h/khO2R1wY3oZPAP9+5ba6rZIHgZZQpfUa2Z5Yx23xb3bx6XkmSco2H7UzB6SdAAwc4r1PAgYsAxcnWwthKZox6xK5JPsccBW+KrBCXizggcLGLLgReWb/cKHaioJZKtS9OHJkLk6saXjlg1TAP9cKmvMlhnjJrwL2KF12w+mWBZ92fP4j7yRxl0FE886kQdSMuJdZGKAc4Zc/AYYJ+nnwMp4cuhWQ6Jl0BRhzAYtR9JReALYM7hH9jJJC5nZ/g3kxuFL0vXdpyZRvMtQqTABSbcC8+BZ++tnEl7OBv5dYJymwwQSEyX1Ao8CY9Mc5TWGT8e74fwB2AKPxSviJS0rD34z8CHy2qSbAd/ADaBZco7zNzw+9k0AM/tNQT2QdDje/WoU8Aped/YePO6zkezaeIzm3JIeB7a0fJ3cKpFPbIl7+S8BrjCzNyTl7sSWeCSFPNzJ1F/4eZtXlK4kYANUyWiGZsIUEv+Slzmrn4ciNXjLjHEQcJWknfEqBu/gBtRLeIJiK3QA/x+8CbwTXCJ32EmHsTrT/i/nCrkwsz+m75w/4O/Bmmb2VOUaBk0TxmzQDtbHP5jvTdna6+FG0aDGbM3rKuk4M/tWGQXKhAmkBJmzzexUSZsCJ0m6F19efR+Yu4AqZcIEwD01R+JG4ffxeMcBa43WMb+ZrQ8g6Vr8S7MIZeWpGT7Jy70HbgzPhseJbllgqA1xj+ANySt7BvCn9H7kZWdgAfwG60g8YWSvnLK/xPW/Adge94htWODYZeXBdd8Q2AU4UdL1uJe5FoKThzG4Z7TeO5p3xaPpSgKSnmSQaiR5E3XKhikkXkmy2TjkQjHcZcZINyKfw9+HFfGwk9+Y2S0Fjl9Kh6RH3pvqjscGabbTiOSkWBmvbLIkcJOkX1q++s9BCwhjNmgHtTiw2hfX9JlteThC0hfM7DpJB+GG8YFm9kQjwSzNhAmkZeitgZ0lLQecC3wL7+b1C9yzV4QyYQKkJeTaMvKqBZeps9nJ70vKa/BUJU+6Gfg6/kVxKR668LvasntezOxpvCzXj9OYxwOnSDoH+LGZvZJjmOfN7PWUub28mV0i6Wc5VRiViU08VVLRm62y8qTqA5cDl6ekwh3wMInnJZ1hZt/NMcY6AJI+BoxsImykTCWBsXV/ayyEr0Ask/X6DkKpMAVw73DyKAv/nhxvda1lh3qMlHA0Lv02RVkdJM2Ehzqsm+THAT8yL0/VVci7053I1OfyDcvXne6/wMpm9g4eB34d3iAkjNkOIYzZoB1cgHdTGSNpP9yg/OOgElPzR7zkDLj37li8y1DublIlwgR2JJUVS+ESfzaz0yT1ALmN0AxNhQlIOtXM9pB0A3XeLEnNls4puiRdhfzF+PWwppn9Ez4MISmEpFnwUIcdgfnx5IzzgS/irUFXyTHMaymm7u/APpKex0M+8lCvc9H4wrLyU2FmLwO/Bn4taWXc69wQSYvi87YY0CPpaWArM3s853GbriSQbkiQ9GX85vAy3Ku4Ef4/uZWkP5rZsQ3GKR2mkObsYtyzOQIP/9jUzO5s5RhlqUCHE4G38RWTHvzG5GTqwoO6hFp3ut0p2J2uPgTOzP6dRy5oHWHMBi3HvJbq+sDTwILAoQUzbmc3s1/Ks9fPNK8NmtuTVTJMoM9SfVzceD4pnVOtlFFRmg0TOCX9vQR4AY+pmxPPgM/L0mlJvsb86Xne+otl5cEz7nfBs4Wfwj16zXwuPYknuhyeje+U9FtgvZxj7IbX9jwnxTKfgr8/eRidQlZ6+nueI8mkrDzyRhU7Aa+a2YWZl+Yif5jAKXgG+0VpzK3w6iNj8wirmkoC8+BesAlpzMNwj/Oa+I1Gv8ZsVWEKieOBrWtGn6Q1cC/cai0eoyxldVjZzJbPPN+7yMpRh1G4O90A1zMULFkXDD1hzAZtwcyuwT1mzTAieRw2AdaWtAI5r+UKwgQmSZoNT0xaEbg2jbsQmd7neSkRJvCsvID6MkyJSRRwB1NqSzait5Cy1cvXYmb3l3Qg7un4Ku49uhI4ycyuzDnUomb2Rj/j9+FVDvLo8jyejT+NJyYHs+DvY7Y6Q82ozpNkUlYefJVhIWDWtKR6ER47/Bk8BjcPc9QMWQAzu0BSXoO+qkoCcwLZ93IiMMbMJmnwhLaxdX9rFA1TAJgl6700s7/Jy54VoYoxylJWhxGSZsvcWMxGE59zHULh7nR11/N9ZrbiEOsYNEkYs0E38j3c8PylmT0h6W94fdA8lA0TOApPdJoOTxZ7IXmvforXXc1FBWECPwNuBdatJTnJy50djicwfbWRDrVl3WYpK1831iR8WfmyZIjthM/poMZsiuk7Ag9VuEvSMfjy4b24l7VhZQlJ95rZSpq6QsaH70ke74uZLZzjOBsNtAJRVj6xKrAEnsR1JfBd/IZxCcvfuOBdSSuZ2b3pmCvjy8yFseYrCVyMl0G6AF8O3hy/LnbCVyEGOl4lYQqJVyV9xcz+lMbcBF+qL0IVY5SlrA7HAHdL+jNTaoLnjSPvNMp2pysbhhUMIWHMBt3Ijlljz+o6HzWgVJiAmV0k6Xbcg1Xr8f0m8DXrp2PPIJQNE/i01RUAN7P3JP2AJqoKtBP5xL+RPKOY2X8lnUs+z++vcU/RU/KaptvjHvOV8Hi/hl5ZS0Xhs16YIeIIytX8bCQ/Id0UvJRCFPYys0sKHmM/4GJJr+Jf+GPwBMlcqIJKAmZ2UAoFWg9v+vBzM7sqLZFvl2OIpsIU6tgDOFde1grgXxSPE61ijLKU0sHMzpC3114bv7HYzIqXjOsIbNrudHuaWZGOYE23pQ6GnjBmg25kGUmzmNmbTciWDhNIRtfzmedXNaFH2TCBdwbQra+ZBKp2kQyNA9LjTcwrVHwXj1W9I8cQa5rZskn+K8AFKVnpcUn1BecH02MMbigtiS9rP5zGasorOQBlvwwbyWc9Ry82YcjWlqF78RuJEb4pd1kvqKCSQNLjCuoMdzP7W07xZsMUssd6HFhd0szAiP5CWFoxRlnK6iCv+7wQ8Dp+/a0oaUUrVm+3I0if+1vhN2i1c8HMjsg5RHhmO5gwZoNuZDLwjCRj6kLgeZJcKgkTqICyYQKDfbB204fuTvjS+Hx4ybX98YYaW6W46kZ8kHk8Fg9BqZGreYSklfDl+LuA8fj8bQX8VNL6FXqihrpaRC1pbAQwsi6hLG8S2ULA3kz5wq+FveRqhmEVNjwoQVNhClmSB+8HpHmordrk/IypbIyyVKDDH3Fj9lGmXH9F6+12ChcCrzHlf7whdUmFtQRXKJbkGrSAMGaDbuR7jXfpnwrDBMpSNkygvpJAjR5g3gr0axVvmNkLwAuSVsO/JDcyr5mah1eS3Mx4Sa7rACSNBZ7LOcbPgJ3rPezyiga/Av4v5zjtpj6JLNu1K28S2QXALek3t/GtaisJlKKCMAXw6/AUChg+QzRGWcrqsBywVEqk7HbmMbO8lU1qjB0KRYLqCWM26BoyiSmlPlgrChMoS9kwgdKVBDqE7Lm+3EQVgf3wmsVz4zGib6Xs+32BL+Uc45P9XQNmdrmkvEuQbSdPElkORpnZAU3Ija37W6OZSgKlKRmmAPC2mZ1YUo0qxihLWR0exWOQc3m0O5z7JC2XcWI0pMok12BoCWM26Cb2xBMa+gsHKNJysxMoFSYwjD5ks+c6ccC9BiCFAHyqbvP5wAlm9hrkqgIwWIOCKj1SQxozK29/OiCWqb87CLcmj/Q1RWJlK64k0AlcI2kfPPzkwxvPPKEaFY9RlrI6zASYvCteVr6bPmtrLIMbtC/i5xKhAsOIMGaDbqLWjelcM/t9WzUpz3AJEyhLdh4qiUmz1EksQ6MqAPUNC6Z6Lc8xJY3Amy4sA9xhZuf3s9uA9VbLyicGi/nOe7O3BR4zS6a6R5Hi8FVUEugEahn/38lsyxuqUeUYZSmrw0+rVaet5Ko3HXQnYcwG3cRYSV8DDpY0TbmfLsuwHS5hAmVpxTw08oj217CgRl7P7G+B5fFY04Mk9dZnSZv3dR8qecwsdzvnQcaYr+QQpSsJdAJmtkgnjNFuHczsJnlzmbXxEms3mJlVolyLMbOn06rDWPxcrjOz69qrVVAVYcwG3cTuuOfoY0xdAgi6LMN2GIUJlKJF8zCoEZUn1jRHqMLngE+lmOejgHG4RzgvZeVJ5Zd+gHt3bweOLVhWq9a1a0+mfOH/FTi9QAJQ6UoCnYCkWYFDmHoeflakVFsVY5SlrA6S9sU99Zfj7+d3JP3EzM4aGo2HDkk/Az6LJzmOAH4saVUz69YmEEGGMGaDrsHMrgaulnT7QGEGkvYws1NbrFrQJJq66xZMMTw7rfd5o1CFd2oGn5m90oQXsqw8eOvaHrx28pfxcmffKjjGb4CPA2fiX/g74RntucapqJJAJ/B7vIHJV/F52AU4FdihxWOUpawOu+NhI28ApITIm/HWyd3Gl/BzqZVCPAW4h+7taBZkCGM26DoaxMvuiX9YB12ADX3Xraoo0rAApq7SkIey8gDLmNmnACSdCRTJ3q+xhpktV3si6XLggSIDVFBJoBNY3My2yDzfT1LuLPgKxyhLWR3eYuoObm8xQCWWLuB/+Kreq+n5aLzubDAMCGM2GG5Ey8EuQ9J6TEl8Ggqjp4propGndKFMy9BpnudoOlBWHqbONn9LUq6OdnX8W9KiZlZLxJuPLgoPqBCT9Gkzux1A0vLA420YoyxN6SDpkPTwFeA2SefjHRK3yCPfSUg6A///HQE8IOnP+LlsCDzWTt2C6ghjNhhudE2SSQCSfowvZd8FHCDpSDP7bQH5KqoAVMF36p7f1GL5/ijS9OCGtP+c+Bf+zXiYwGfxgvsfCTLNH2YEtpD0GD4PS5HTiKtijLJUoEPtBvCu9LdWSebaKvVsETemv/X/U/e2WI9gCAljNgiCdrIF3mHo7dRK9RI8sz8vpasAVEF/CTGSPgG8mid5qqx8YglJ4wZ63qA26GEDbP9VzmMPF8Z2yBhlGVtG2Mz6LfMmqQdoe5WGImT/tySNwbsF9gAj6bJzCQYmjNkgCNrJO7XM6lQ6p+hnUukqADlp1LBgTtywPhFPkLkIWB/4T6qE8OhQyic2yrFPv5jZh14rSSvi5cqyX/hVeIo7nkzzh+nxZej6eThkYOnqxihLVTpI2gP4JW4A1ngSWLxKfVtBqnn8bWAU8DLe/voeYPU2qhVURBizwXBjQrsVCApR73X8oKB86SoAFYUqnIB/Md4DbAmshDe/WBo4Hs/uH0r5qQxS+PC8VgT+VWti0AhJv8O9emPwVqYrALcBpw8sNSw5D5gdN9puwUsB3tqGMcpSVoeD8JWPI4Ef4obxZyrWsVV8FVgAOA4/nyWBvdqpUFAdYcwGXUMmKaFfzOyILm2z+FFm3rr3darn9SED/VBFFYAqQhU+ZWbbAEjaALjAzF4H7pCUpxFBWXkkLY638j0UuA738M4FjJS0rZndlmOYL+CNLE7AjeiZgGPyHH+YsRywBG74nA4cDPy/NoxRlrI6vGRmT0p6CFjWzE6S1K0G4PNm9npqzbu8mV2Sas8Gw4BuKYsTBODLZD34stDmuOHyHl4/cOk26hU0z8lMeV97+nneiIUknV777ed5Hj4HrGlm38Vbvm5e+CymNqo/jxuTNWaiMWXlwY3PXwJX4XVEZ8ENmS8AP885xvOpDuejwHJmdg8wa07Z4cRLyeP/GD4PT5CztXHFY5SlrA5vSVoHeBDYWNI8eFJZN/KapB3xtsrbp9rHef+3gg4nPLNB11BLSpB0G258vJ2e/xq4oY2qBU0yUKJJAaqoAlBFw4KnJW2NfznORMqglrQD8HAL5AHmr4VIpHJnF5nZJOAfqRNUHv4t6SDcmP65JIDpc8oOJ8ZLOgH32v8heceLlnirYoyylNVhHzwE54D09zEGThbsdHYDtjWzc1Jb21NwT3UwDAhjNuhG5mRqT9YoPMYv6DIkzQj8GF9Wv0vSMXjXofvwL55/DyZfURWAKkIVvol/Oc4DbG9m76Vz2RiPMxxqeUhGSso4Xwfv5lV7PvMgcll2A75kZndLugTYFvhGTtnhxDeAT5vZI5IOBdYldTCTNI+Z/adFY5SllA5m9jBTbhinWrGQdKqZ7TEEOg8JZvY8qTqHme2ffU3SFWbWdAJl0H56+vqiLGfQXUj6Lh7MfxX+Bb4xcJyZndROvYLiSDoVL2B+GLAK3pL1s3gC1DZmtmkD+QGrAAC5qgBIegX4U2bTV7LPczYs6G/c2YHXzKwZ47iwvKRzgYeAGXCjdGHcYXEAHu+4bTN6ZMa/18xWKjPGcKCKeeiEuSyrQyecQ1VIus/MVmy3HkHzhGc26DrM7BeSRgM/AI4GfhOGbNeyppktCyDpK7iH9nHg8eRJakTpKgBU1LBA0hLA94BVcW/vPXisat5i+6Xkce/uz3Dv7iZmNjmF4CwFbJP7RAYmuus5VcxDJ8xlJ+jQKYRXr8sJYzboOlI90U8Cz+BZupdJWqh+6SjoCrKluMbixlyNPIkqpasAVBGqIGkFvDvSGXgJo9F4Oa/bJH3BzB4cSvl0Hq9RV2rIzKrMPI8vfKeKeeiEuewEHYKgEsKYDbqR9XEP3L1m9lpKdnkQCGO2+3hF0mp4TOf8pCx+SWOB53LI11cB+Frmea5M5YoaFvwM2M7MslUILpV0He5d/eIQyyPp92a2W3q8c13no1vN7LM5ziMIgqDriNJcQTdSiyGsGTLT01zSTtB+vg2ciRuQe5nZW5IOBi4AvptD/mlJW0vahearAAwUqrADHqqQh3nrDFEAzOxaYMEWyIM3SKjxrbrX8iaABUFehlOYwnA6l48k4ZkNupEL8MLfYyTtB+wI/LGtGgVNkZbPP1W3+XzghLRs3ogqqgCUDlXAa7oOxMgWyMPUX8j1X85VLCnHF74TMbPOXyvRokVIWs/M/lq3bTMzuwSYJtQo6C7CmA26DjM7WtL6wNO41+pQM7uizWoFTSDpG2b22/R4aTN72Mz+mZ7/2sz2G0zezJ5lWqP1x8ABBaoIlA5VwA3fb5vZsdmNkg4kX/vQsvIw9Xk0ZbxKGlGbN0lzmtl/My9/pLolSVoYTyT8C7CgmT2ZXtqnwBgfx5tOfGg4mtkzRcYoi6R5zewFSWvhHcFON7OJeXSQ9El8dWIs3qDmOuDbZvZfM/veYLKdQqrfPD1whKbuNjgKb9d7iZn9uh26BdURxmzQlZjZNcA17dYjKM3ueLwqwDn4En+Nz+UZoIIqAFU0LDgAGJeKsd+Ff7Z+Gu+WlKfFcll5gNGSFsDDx2qPa0bUoMl0KeHtEuAkprQ7PTnFE29iZq+a2QU59eh60vVwMH49rInfbBxgZueaWa6bC0k/AL4PvJLZ3AcsmneMskj6LX4t/ApfvboWP58dcupwOnAZsDN+Le2GJyl2U03WjwGfSX+3AV7Ew27G4BVxgmFAxMwGQdBOBlsab0iqAnAb8CpeBeAI4H94FYDlcg7zTfzLeh+mDlU4FI/pbYiZvQisjC9Xzowbj78BVjOz/w21fGIWPIHtxjTGzXiZsZtoHDN7HO6BvDCzbQvgeuDXOY8/nDgQv5l43cxewuORDyo4xm7AYma2SOZ30aoVbcBq+ErDVkAtQVAF5Oc0s5PM7A0zez2tHHxyKBQdKszsNDPbBTgcj03fBb/5nR+YrZ26BdURntkgCDqFZpbGS1cBqCJUQdJkXP+ezN+9gXMk9ZnZoHGvZeXTeSw8yPiN5Jc1sx3qxusDDpc0vtGxhyEfmNkbqZ0vaZm+aJLpM/hNVjsZiTutvgLsKWkmiiUD3iVpG5vSJnkjfOWjG9kDN+4xs6ckrQzcCZzaVq2CSghjNgiCdlI2MWnAKgCpYUAuyoYqmNmHq1zNdBMqK5/kZgR2Al4xs4sy2zcAfgEsM4j4YO/DB4O8Nlx5WNLewKjk/d8LuL/gGI8Dt0q6AXinttHMjqhKyRycDbwA3GZmd0p6BE+YHJS6m6vdJZ2GV4yZBV/5+Nog4p3KKDzut8Z7RK3dYUMYs0EQtJOlJT2Bf2nOlx6Tns+bQ750FYAqGhbUUfYLsln5s4CFgFklzYWXO6u1Bz66gezTkjY0s6uyGyV9EfjvADLDmW/iMbMT8bjR6ylex/rf6RfaVL3AzI5JN3UzS5oN+JyZvZxDbjiGIF6Gx6VfgP+Pbc7UbayDLiaM2SAI2kkvnuQ0hilf/OCltvJ4sKqoAlA6VKGOsoZLs/KrAkvgc3klXqf3GmDxuqoE/fE9/Iv+euBe3JO4Kh5+sUGT+nQtqd7xoWZ2UPLa9wJvFRzj8KHRLj+SFsVL3S2Ghxs8JWmr1DI6j/whdZv6cAP/UTO7slJlhxgzO1DSFsDawPvA8WZ2WXu1CqoijNkgCNrJV5nSHGETM7tO0gHAj4A7cshXUQWgklCFDO3yzE4ws0nAS6mSwV6phmZDzMwkrQrsCayLLynfA6yQktM+UiQjbql0U3QTXtXi/5i2GUV/svea2UqZpfoaPUCu+OcKOQX4eS3sRNJWwO/wUlt5WBy/QTovPd8ceB34rKS1u6U8V400Dxc13DHoOsKYDYKgneyMf1nOh9eB3B/Plt4qlV8bFDN7MSVybA2sghsPv8EbH7yfU4cqQhWeZIrhMn9duERfoyz2svKJrOH0Yl5DtoaZPQ986ImTNMbM2p3A1C6+godnfAv4g5l9V1KuxCczWyn97YSl+jmy8dNmdkHqsJcX4aEJ7wJIOhm4yczWlPQA7tEPgrYTxmwQBO3kDTN7AXhB0mp4wspGZpYr6aiKKgBUE6owNud+QyUPU9eZHVlXZ7ZWrL9fJM2Kl556ES/Pda1v1rPA1mZ2ZwX6dRMjzGxiyt4/WNIICrYETjV6twFmz25vcQLYu5JWMrN7k04rA28XkJ8dtxPeTc+nZ8rNXycY60EAhDEbBEF7yZY7etnMCiXZVFEFgApCFczs6SaOW5l8YhZ8SbxmwN6cea0PGMy7+3vgWbzj1X543dnTgC+kx2tUoF83cX0qSfY2U+r1/rngGFcBD+GdCtvFfsDFkl7Fr4sxuIGdlxOBeyRdga9SbAAcL28jXjQxMgiGjDBmgyBoJ9ml8YkVjpWbikIV2s5gdWZrSNrI+m/9vKSZbZE8kM+a2TFp+yWSflilnt2AmR0g6XjgOTObLGkfM7u/iXF2rV67Qsf/m6RePIFthG+y9xqIZTk5/Z0VmIAbt2/hbW1PqlDVIChFGLNBELSTWmkuaD5WtEZTVQAqClXoFo4A+jNm3wdIhlt9wldbykq1kxQi8Evg85KmA26QtGfBZLjLJH0NGAdMqm0cLNyjalI1g68Dc5DeR0lFjOwL8BJ5jzLlZrHPzM6uWtcgKEMYs0EQtJPeCsdq1jNbRahCtzCQYZqNt609ru07uiWadRanALfjzQFG4N2jfg9sVGCMWYDvA9m6ro3CParmYtyLegvN/X8saWZLVqtSEFRPGLNBELSNsrGiFVUByDLcOwINdH4z4XGh4HNXH2/7UWNRM9ss8/znknYsOMbGwFxmVjZ8pgw9ZvbdxrsNyL8kLdhKb3IQNEMYs0EQdDNjKx7vI7eknpgeeBOvYnAtMM7M3myvSm2lT9ICZvYsgKQFSaEYBXgKrwbQTmP2dkmbAn8ys8kN906kFrx9wFzAQ6kMVzZUIm8N5yBoCWHMBkHQtVRUBSDLR9ELiZnNJ2kxYC1gE+AoSS/jhu1fP4KluX6El2y7E7/BWR0PNSjCaOCRVBXhw6SrVhiCdXHge6ZttZfzxIEfNmTKBcEQ0NPX95H87A6CIACmDVVgSlvdZkMVOpa8McGSZsMbB+wPyMymH2rdOo2UBLYaHjP7txwtgevl1+5vu5nd1N/2IAiaJzyzQRB81BnbbgWqIJXV2g1YBrjDzM7vZ7c1B5CdDu949UVgfbzG7nV4R7BxQ6JwByNpHeBIM/uM3KV5p6QdzOz2AsO03VOUbkoOw+slT8Jr3/6kzXG8QVA5YcwGQfCRZghCFdrFb4Hl8cz1gyT11nebMrN3BpD9H569fxGwqZk9NZSKdgG/AnYCL8wqaUPgHGDVAmMcnnk8ClgOf29u7n/3IeFc4DFge9zDvAveDGP7FuoQBENOGLNBEATDg88BnzKzPklH4R7VvK1TTwHWBXYFPinpWty7mztpaJgxg5mNrz0xs8ckjSoygJmtk30uaRHg2AF2HyoWNrNsObH9UgxvEAwrordyEATB8OAdM+sDMLNXKLDMbWYHpFjazYAn8aYR/5B0qaQ9h0TbzuYxSUdLWkbS0pKOBP5RZkAzexJodc3WhyWtVXsiaTng8RbrEARDTnhmgyAIhgf1xmthr6qZvSDpj7jB8xl8qX11prQ1/aiwG3AkcB5ekutmYPciA0g6gynvSQ+wFNBqr+iSwE2SDPgAEPBqLelxOCU3Bh9twpgNgiAYHiwk6fSBng/WwlTSl3Hj9bN4h6q/4WEKW5vZw0Okb8diZv8DvllymBszj/uAC/Gkulby5X62jcQN2yAYNoQxGwRBMDz4Tt3zIiWg9saN1/2Av3+EY2WBqeq0ZnnBzD6ZdwwzO0vSXLhn+33gLjN7r4FY1WxoZr+tPUlhBr8zs9VbrEcQDClRZzYIgmCYIukTwKu1WNqgOCnxaxNgTTOrv2EYTG5L4Di8SsRIYGVgDzP7y1DoOYAOtwAXAL/DkwF3AL5vZme3SocgaAVhzAZBEAwDUpH/3wIn4jGeF+E1Y/8DbGRmj7ZRva5H0v1mtkKB/R8AvmhmL6TnCwF/NrPlh0jF/nSYEbgELwt2JXBgCqEIgmFFhBkEQRAMD04A7km/WwIrAfMCSwPHA+u1T7XuQtJOmac9+By+X3CY9/EbCcDrGUuaVIF6DanT/xJgReBNYGNJhGc2GG6EMRsEQTA8+JSZbQMgaQPgAjN7HbhD0nztVa3ryNaI7QNeBrbOI5gxJJ8ELpd0Ft59a1vggSqVHIR16p5fDcye2R7GbDCsCGM2CIJgeJCNGfs88LXM85larEtXY2a7lBCvGYxvpt8N0/O3cC/vkFNS/yDoOsKYDYIgGB48LWlr3HCdiVQaStIOwEeuvFYz1OqvDvR6nrqsnWBINjiPPjNbrJX6BMFQE8ZsEATB8OCbeFvaeYDtzew9SccAGzPFOxgMzti6vzUWAiZKWibb5rY/OsSQHJv+zoi/97MAT+NVFepDEIKg64lqBkEQBMMUSbMDr33U68YWRdLFwArAZXhowEbAv3Gj8I9mduwgsgulh/0akma245ApPq0ul+CxsosDt+CG7K1mtmWrdAiCVhCe2SAIgmGCpCWA7wGr4t7Be4Cf4+1pg/zMA6xsZhMAJB0GXA6sCfwdGNCYNbOnk0y/huRQKt0PywFL4PVuTwcOBv5fi3UIgiFnRLsVCIIgCMojaQXgNuBV4Id4kfz/Abelzk9BfuYE3sg8nwiMMbNJDBJTW8dyeCLepfgNxWeAhSvUMQ8vpYYZjwHLmdkTwOgW6xAEQ054ZoMgCIYHPwO2M7PrMtsulXQdbkx9sT1qdSUXA+MkXYA7fTYHLktlt17IOcZLZtYnqWZIni2p1YbkeEkn4M00/pBKtLWkokIQtJLwzAZBEAwP5q0zZAEws2uBBdugT9diZgcBvwB6gUWAn5vZj4B/ANvlHKZmSN4IfFvS92m9IfkNvN7wI8CheBONvPoHQdcQCWBBEATDAEn/NLPFB3jNzEyt1umjjKSRwKfN7BZJXwbWBX7XqBpCEATFCWM2CIJgGCDpHODe+kx7SQcCvWa2W3s0C4IgGFrCmA2CIBgGSJobGAe8CNyF50R8Gi8R9Xkz+18b1QuCIBgywpgNgiAYJkiaAdgaWAXPur8Tj5l8v62KBUEQDCFhzAZBEAwDJE3GDdiezN8afWY2si2KBUEQDDFhzAZBEAwzJN1nZiu2W48gCIJWEKW5giAIhh/hpQiC4CNDGLNBEATDjyiMHwTBR4YwZoMgCIYf4ZkNguAjQ8TMBkEQDAMkPckUI3Z+4N/pcQ+eALZoWxQLgiAYYqZrtwJBEARBJYxttwJBEATtIDyzQRAEQRAEQdcSMbNBEARBEARB1xLGbBAEQRAEQdC1hDEbBEEQBEEQdC1hzAZBEARBEARdSxizQRAEQRAEQdfy/wGn+6hTLf0cegAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# drop highly correlated columns to support logistic regression\n", + "fig, ax = plt.subplots(figsize=(10,10))\n", + "sns.heatmap(limit_dizzy_all.iloc[:,2:].corr(),ax=ax,annot=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 240, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(75, 29)\n", + "(75, 27) (75,)\n", + "Best C = 0.004520353656360241\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "tmp = limit_dizzy_all.dropna()\n", + "print(tmp.shape)\n", + "X = tmp.iloc[:,2:]\n", + "yy = tmp.label\n", + "y = np.array([1 if (x=='MOD') else 0 for x in yy])\n", + "print(X.shape,y.shape)\n", + "clf = tune_model(X,y)\n", + "print('Best C = ',clf.best_params_['C'])" + ] + }, + { + "cell_type": "code", + "execution_count": 242, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(75, 27) (75,)\n", + "AUC = 0.7785714285714285 0.14133113526720983\n", + "F1 = 0.6947155768208401 0.12909600812201208\n", + "Accuracy = 0.7066666666666667 0.12364824660660939\n", + "Confusion matrix:\n", + "[[32 6]\n", + " [16 21]]\n", + "3 features chosen by L1 model.\n" + ] + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAB6oAAAYaCAYAAABtV+dOAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAC4jAAAuIwF4pT92AADkmUlEQVR4nOzdd5RV5b34/88ZZqjSi0HEqEhRUKwQjS22RDFGE1tCVFCiMQH9GjUQzPV6442aYA22GFtEjSSKWK4dDMGgqEEsIFVjAQt16DDDzO8Pf55wGECmPYeB12st12I/Z59nPwc2s9T32XtnysvLywMAAAAAAAAAEinI9wIAAAAAAAAA2LYI1QAAAAAAAAAkJVQDAAAAAAAAkJRQDQAAAAAAAEBSQjUAAAAAAAAASQnVAAAAAAAAACQlVAMAAAAAAACQlFANAAAAAAAAQFJCNQAAAAAAAABJCdUAAAAAAAAAJCVUAwAAAAAAAJCUUA0AAAAAAABAUkI1AAAAAAAAAEkJ1QAAAAAAAAAkJVQDAAAAAAAAkJRQDQAAAAAAAEBSQjUAAAAAAAAASQnVAAAAAAAAACQlVAMAAAAAAACQlFANAAAAAAAAQFJCNQAAAAAAAABJCdUAAAAAAAAAJCVUAwAAAAAAAJCUUA0AAAAAAABAUkI1AAAAAAAAAEkV5nsBAMDWo6ysLFauXFlhvLCwMDKZTB5WBAAAAADA+srLy6O0tLTCeKNGjaKgIM21zkI1AFBjVq5cGdOmTcv3MgAAAAAAqIJu3bpFkyZNkhzLrb8BAAAAAAAASEqoBgAAAAAAACApoRoAAAAAAACApIRqAAAAAAAAAJIqzPcCAICtR2Hhhv/Volu3blFUVJR4NdQlpaWl8e677+aM7b777hs9p6CucY6ztXOOs7VzjrO1c46zLXCes7VzjlNZJSUlMW3atArjKc8ZZycAUGMymcwGx4uKiqJ+/fqJV0NdsqFzp6ioyBcc2Go4x9naOcfZ2jnH2do5x9kWOM/Z2jnHqSkb+3+8tcGtvwEAAAAAAABISqgGAAAAAAAAICmhGgAAAAAAAICkhGoAAAAAAAAAkhKqAQAAAAAAAEhKqAYAAAAAAAAgKaEaAAAAAAAAgKSEagAAAAAAAACSEqoBAAAAAAAASEqoBgAAAAAAACApoRoAAAAAAACApIRqAAAAAAAAAJISqgEAAAAAAABISqgGAAAAAAAAICmhGgAAAAAAAICkhGoAAAAAAAAAkhKqAQAAAAAAAEhKqAYAAAAAAAAgKaEaAAAAAAAAgKSEagAAAAAAAACSEqoBAAAAAAAASEqoBgAAAAAAACApoRoAAAAAAACApIRqAAAAAAAAAJISqgEAAAAAAABISqgGAAAAAAAAICmhGgAAAAAAAICkhGoAAAAAAAAAkhKqAQAAAAAAAEhKqAYAAAAAAAAgKaEaAAAAAAAAgKSEagAAAAAAAACSEqoBAAAAAAAASEqoBgAAAAAAACApoRoAAAAAAACApIRqAAAAAAAAAJISqgEAAAAAAABISqgGAAAAAAAAIKnCfC8AAAAiIgoL/aspWzfnOFs75zhbO+c4WzvnOACQmn/7AAAg74qKiqJnz575XgbUGuc4WzvnOFs75zhbuw2d4yUlJXlaDQCwrXDrbwAAAAAAAACSEqoBAAAAAAAASEqoBgAAAAAAACApz6gGAKhFl1z7RCxdvjrfywAAANiopk0axLWXfDffywAAtjFCNQBALVq6fLVQDQAAAACwHrf+BgAAAAAAACApoRoAAAAAAACApIRqAAAAAAAAAJISqgEAAAAAAABISqgGAAAAAAAAICmhGgAAAAAAAICkhGoAAAAAAAAAkhKqAQAAAAAAAEhKqAYAAAAAAAAgKaEaAAAAAAAAgKSEagAAAAAAAACSEqoBAAAAAAAASEqoBgAAAAAAACApoRoAAAAAAACApIRqAAAAAAAAAJISqgEAAAAAAABISqgGAAAAAAAAICmhGgAAAAAAAICkhGoAAAAAAAAAkhKqAQAAAAAAAEhKqAYAAAAAAAAgKaEaAAAAAAAAgKSEagAAAAAAAACSEqoBAAAAAAAASEqoBgAAAAAAACApoRoAAAAAAACApIRqAAAAAAAAAJISqgEAAAAAAABISqgGAAAAAAAAICmhGgAAAAAAAICkhGoAAAAAAAAAkhKqAQAAAAAAAEhKqAYAAAAAAAAgKaEaAAAAAAAAgKSEagAAAAAAAACSEqoBAAAAAAAASEqoBgAAAAAAACApoRoAAAAAAACApIRqAAAAAAAAAJISqgEAAAAAAABISqgGAAAAAAAAICmhGgAAAAAAAICkhGoAAAAAAAAAkhKqAQAAAAAAAEhKqAYAAAAAAAAgKaEaAAAAAAAAgKSEagAAAAAAAACSEqoBAAAAAAAASEqoBgAAAAAAACApoRoAAAAAAACApIRqAAAAAAAAAJISqgEAAAAAAABISqgGAAAAAAAAICmhGgAAAAAAAICkhGoAAAAAAAAAkhKqAQAAAAAAAEhKqAYAAAAAAAAgKaEaAAAAAAAAgKSEagAAAAAAAACSEqoBAAAAAAAASEqoBgAAAAAAACApoRoAAAAAAACApIRqAAAAAAAAAJISqgEAAAAAAABISqgGAAAAAAAAICmhGgAAAAAAAICkhGoAAAAAAAAAkhKqAQAAAAAAAEhKqAYAAAAAAAAgKaEaAAAAAAAAgKSEagAAAAAAAACSEqoBAAAAAAAASEqoBgAAAAAAACApoRoAAAAAAACApIRqAAAAAAAAAJISqgEAAAAAAABISqgGAAAAAAAAICmhGgAAAAAAAICkhGoAAAAAAAAAkhKqAQAAAAAAAEhKqAYAAAAAAAAgKaEaAAAAAAAAgKSEagAAAAAAAACSEqoBAAAAAAAASEqoBgAAAAAAACApoRoAAAAAAACApIRqAAAAAAAAAJISqgEAAAAAAABISqgGAAAAAAAAICmhGgAAAAAAAICkhGoAAAAAAAAAkhKqAQAAAAAAAEhKqAYAAAAAAAAgKaEaAAAAAAAAgKSEagAAAAAAAACSEqoBAAAAAAAASEqoBgAAAAAAACApoRoAAAAAAACApIRqAAAAAAAAAJISqgEAAAAAAABISqgGAAAAAAAAICmhGgAAAAAAAICkhGoAAAAAAAAAkhKqAQAAAAAAAEhKqAYAAAAAAAAgKaEaAAAAAAAAgKSEagAAAAAAAACSEqoBAAAAAAAASEqoBgAAAAAAACApoRoAAAAAAACApIRqAAAAAAAAAJISqgEAAAAAAABISqgGAAAAAAAAICmhGgAAAAAAAICkhGoAAAAAAAAAkhKqAQAAAAAAAEhKqAYAAAAAAAAgKaEaAAAAAAAAgKSEagAAAAAAAACSEqoBAAAAAAAASEqoBgAAAAAAACApoRoAAAAAAACApIRqAAAAAAAAAJISqgEAAAAAAABISqgGAAAAAAAAICmhGgAAAAAAAICkhGoAAAAAAAAAkhKqAQAAAAAAAEhKqAYAAAAAAAAgKaEaAAAAAAAAgKSEagAAAAAAAACSEqoBAAAAAAAASEqoBgAAAAAAACApoRoAAAAAAACApIRqAAAAAAAAAJISqgEAAAAAAABISqgGAAAAAAAAICmhGgAAAAAAAICkhGoAAAAAAAAAkhKqAQAAAAAAAEhKqAYAAAAAAAAgKaEaAAAAAAAAgKSEagAAAAAAAACSEqoBAAAAAAAASEqoBgAAAAAAACApoRoAAAAAAACApIRqAAAAAAAAAJISqgEAAAAAAABISqgGAAAAAAAAICmhGgAAAAAAAICkhGoAAAAAAAAAkhKqAQAAAAAAAEhKqAYAAAAAAAAgKaEaAAAAAAAAgKSEagAAAAAAAACSEqoBAAAAAAAASEqoBgAAAAAAACApoRoAAAAAAACApIRqAAAAAAAAAJISqgEAAAAAAABISqgGAAAAAAAAIKnCfC8AYFsxZ86cmDFjRsydOzeWLVsWZWVl0ahRo2jTpk3stNNO0a1bt6hfv36+l1knFBcXx2uvvRYff/xxrFixIho2bBjNmjWLjh07Rvfu3WO77bbL9xIBAAAAAIBNEKphGzJ8+PC4+eabK/WegoKCqFevXjRu3DiaN28eX/va12LPPfeM3r17xze+8Y1o0KDBV85xxBFHxJw5c7LbAwcOjEGDBlV6/esaNWpU/OpXv8oZmz59etI1bI4PPvggHnrooXj22Wdzjr8hRUVFccABB0SfPn3ihBNOqFS0HjJkSDz66KPVXe5GjRkzJnbcccdam39zrVmzJn7/+9/HQw89FCUlJRvc5+GHH44VK1bEmWeemR3r1atXjBgxItUya8Xq1as36+8bAAAAAADUBUI1sEllZWVRVlYWxcXFUVxcHB9++GG8+uqrcdddd0Xbtm1jwIABccYZZ0S9evXyvdQtyrJly+L3v/99PPzww7F27drNek9JSUlMmDAhJkyYEDfeeGMMHTo0jjvuuFpead1RWloaP/nJT+KVV17Z6D5FRUXRtWvXeOONNxKurHaVlJTEfffdF6+99lrcfvvt+V4OAAAAAADUCKEaqLJ58+bF1VdfHRMmTIgbbrghmjRpku8lbRE+//zzOOecc2LGjBkVXissLIwddtghmjZtGoWFhbF06dL49NNPY8WKFTn7zZs3Ly666KKYNGlSXHbZZZHJZFItf4v14IMPVojUhYWFscsuu0SDBg1iwYIF0aZNm63q9ukvv/xyXHnllTF79uzo1atXvpcDAAAAAAA1RqiGbVibNm1i2LBhm9ynvLw8SktLY+XKlTFv3ryYOHFijBkzJsrKyrL7jBs3LoYMGRLDhw+v7SVv8dasWRPnn39+TqQuLCyMH/zgB3HiiSdGjx49KoTUsrKymDVrVjzxxBNx//3350TrESNGRLNmzeKCCy6o1Dq6du0aQ4YMqd6HWUfbtm1rbK6qeuCBB3K2e/XqFTfeeGO0bt06TyuqXZMnT45+/frlexkAAAAAAFArhGrYhjVo0CAOOuigSr3njDPOiBkzZsS5554bn3zySXb8ueeei6eeemqbv1X1vffeG++88052u0WLFvGnP/0p9tprr42+p6CgILp06RIXX3xxnH766XHeeefFzJkzs6/fdtttceSRR0b37t03ex3Nmzev9J/tlmzNmjXxwQcf5IxdfvnlW22kjvjimdQAAAAAALC1Ksj3AoC6p0uXLnHffffFdtttlzN+991352lFW4aSkpK49957c8auvfbaTUbq9XXo0CHuvvvuaN68eXasrKwsbrvttppaZp20ePHiKC8vz243btw4OnfuvNH9e/fuHdOnT8/+M2LEiBTLBAAAAAAANpNQDVTJTjvtFP37988Ze/vtt2P27Nl5WlH+vfHGG7FgwYLsdufOneOQQw6p9Dzt2rWLn/70pzljL774YoXnWG9LSkpKcrbXDfkAAAAAAEDdI1QDVXb00UdXGJs+fXoeVrJlmDZtWs72rrvuWuW5TjzxxCgo+M+P6NLS0nj33XerPF9dt+7V1BGR83sDAAAAAADUPZ5RDVTZ17/+9Qpjn376aR5WsmVYvnx5zvbChQurPFerVq1ip512in//+9/RpEmTaNmyZYWriqldq1evjnHjxsW///3vaNy4cfTo0SN69uwZmUxmo+9ZuXJlTJkyJWbPnh3FxcVRUFAQLVu2jDZt2kTPnj2jRYsW6T4AAAAAAABswYRqoMrWv8o1IjYZ8bZ2zZo1y9l+44034v33349ddtmlSvONHDkyGjduHPXr16+J5dU5Q4YMiUcffXSDr82ZMye6du2aM3bSSSfFNddcExEREydOjDPPPDP7Wq9evTb4nOqPP/44jjzyyOz2xRdfHOeee2784x//iF/96lcxf/78nP07dOgQl1xySRx33HE542+88UbcddddMW7cuFizZs0G11xQUBC77757nHjiiXHaaadFgwYNKuyz/rrX9eqrr+Z85o19JgAAAAAAqAvcOxWosjlz5lQYa9OmTR5WsmXo0aNHznZpaWn87Gc/iw8//LBK87Vo0WKbjdT59MYbb8TPf/7zCpE64otz/uOPP85ul5eXxw033BCnn356PP/88xuN1BERZWVlMWXKlPjtb38bxx9//DZ9m3wAAAAAABCqgSr7+9//XmFsn332Sb+QLcRee+0VO++8c87Ye++9F8cdd1wMGTIkXnnllVi7dm1+FsdmWbFiRVx88cUbDc716tWLE088Mbt9++23x+23315hv3bt2kX37t2jZ8+esdNOO1W408CHH34Y/fv3r9bt4QEAAAAAoC5z62+gShYuXBh33313zli3bt1ixx13zNOK8i+TycQll1wSAwcOzBkvKSmJRx99NB599NFo0aJFfOMb34hevXrFfvvtF126dImCAt8Z2pABAwbECSecEBER8+fPj0svvTT7Wps2bWLYsGE5+7dr167ax/zLX/4SixcvjoiIxo0bxxFHHBFf+9rXYu7cufHPf/4z9t133+xxPvroo7j55ptz3t+vX7/o169ftG/fPmd8/vz58ec//znuvPPOKCsri4iIBQsWxC233BL/9V//ld2vW7ducc8990RExLRp0+J3v/td9rWuXbvGkCFDstvr32oeAAAAAADqEqEaqLQ5c+bEBRdcEAsWLMgZ//nPf56nFW05jj766BgwYEDceeedG3x98eLF8cwzz8QzzzwTERFNmzaNvffeO3r16hUHHnhgdO/evUbCdXFxcUyYMKHa8zRo0CD222+/as9TFbvttlvstttuERE5t9uO+GJdBx10UI0f88tIve+++8Ytt9wSrVq1yr62cuXKWLRoUXZ79OjRUVpamt0+77zz4he/+MUG523Tpk1cfPHF0b59+/if//mf7PioUaNiyJAhUVRUFBERzZs3z36uevXq5cyx7msAAAAAAFDXCdXAJpWVlcWKFSti/vz5MWPGjHjxxRfjmWeeiRUrVuTsd/TRR8cxxxyTp1VuWS699NJo3bp1XH/99VFSUrLJfZcuXRrjx4+P8ePHR8QXQfPII4+M73//+7H33ntXeQ3Tp0+P/v37V/n9X+rQoUOMHTu22vPUJc2bN48//vGPFa5YbtSoUTRq1Ci7vf4zpr+8+ntTfvSjH8WIESPivffei4gvbjU+efLkOOCAA2pg5QAAAAAAUHcI1bANmzNnTnTt2rXa8/To0SPnFsVEnH322XHYYYfFjTfeGC+88EL2ds9fZf78+TFy5MgYOXJk9O7dO4YOHRrdunWr5dWyrpNPPnmzbqu9/vPGZ8+enb0CfFOGDBkSixYtio4dO8aOO+5YI7csBwAAAACAukaoBqqsqKgoTj/99PjFL34RjRs3zvdytjidOnWK4cOHx2effRZPP/10jBkzJiZNmpRzu+hNmThxYpx88skxZMiQ+PGPf1zLq+VLvXv33qz9dt5555ztK6+8Mlq3bh3777//Jt932GGHVXVpAAAAAACw1RCqgUpp2rRp9OjRIw4++OD47ne/G9tvv32+l7TF23777aNfv37Rr1+/WLZsWbz++usxceLEeO211+Ldd9/dZLguKSmJK6+8MtauXRtnnXXWZh+zV69eMWLEiJpY/janZ8+em7XfSSedFHfffXd2e968edG3b9/o2bNnHHbYYXHIIYdEjx49auSZ4wAAAAAAsLURqmEb1qZNmxg2bNgm98lkMlFUVBTbbbddtGvXLlq1alXp42QymaoucYs6Rk3Ybrvt4vDDD4/DDz88IiKWL18er7/+erz88ssxbty47LOL1/e73/0uevXqFbvvvnvC1W57ioqKokWLFpu1b5cuXeKMM86o8IWAN998M9588834wx/+EM2bN4/evXvHgQceGIceemjsuOOOtbBqAAAAAACoe4Rq2IY1aNAgDjrooFo/TlFRUc725t76elNWrVqVs12/fv1qz5kPTZo0icMOOywOO+ywGDJkSLz77rtx1113xZNPPhnl5eXZ/dauXRs33XRT3H777Xlc7dZvcyP1l4YOHRqZTCbuv//+DT6HvLi4OJ577rl47rnnIiJit912i6OPPjq+973vxS677FITSwYAAAAAgDrJ/UiBWtewYcOc7ZKSkmrPuXLlypztBg0aVHvOLcHuu+8e1157bfzpT3+KRo0a5bz2j3/8I4qLi/O0sm1DZb/wUFBQEJdddln89a9/jT59+lT4M1vfrFmz4rbbbovjjjsuLrvssli8eHE1VgsAAAAAAHWXUA3UupYtW+Zs10RsXbZsWc52VW5JXpOWLVsW77//frz++uvx7LPPxowZM6o13yGHHBKXXHJJztjatWtj6tSp1ZqX2rHnnnvG9ddfHxMmTIhbbrklTjvttOjYseNG9y8rK4uHH344+vfvH0uWLEm4UgAAAAAA2DK49TdQ6772ta/lbH/++efVnvODDz7I2d5+++2rPWd1XH755fF///d/2e3TTjstfvOb31RrztNOOy2uu+66WLFiRXZs/vz51ZqT2tW4ceM46qij4qijjoqIiE8++SRefvnlePnll2P8+PGxaNGinP2nTp0af/jDH+LXv/51PpYLAAAAAAB544pqoNbtuuuuOduzZ8+u9pyzZs3K2d5tt92qPWd1tGnTJmd78uTJ1Z6zqKgodtppp5yxreUW59uK9u3bx/e///0YNmxYvPTSS3HLLbdE+/btc/b529/+FqtXr87TCgEAAAAAID+EaqDW7bXXXjnbc+bMiY8++qjK833++ecxc+bMnLE999yzyvPVhPWPP3369Hj77berPe/ChQtzttcP1+TPsmXL4p133oknnngixo0b95X7FxYWxlFHHRV33HFHZDKZ7PiqVauq9fcBAAAAAADqIqEaqHX77LNPNGvWLGfs4YcfrvJ8Tz75ZJSVlWW3CwoK4rDDDqvyfDXh0EMPrXC18y233FKtOadNm5Zzm/Q2bdpEly5dqjUnNWPMmDGx3377xQ9+8IO45JJL4uabb97s93bp0iVat26dM7Z48eIK+60bswEAAAAAYGsjVAO1rn79+nHsscfmjN17770xbdq0Ss/1+eefx+23354zdsQRR0SrVq2qtcbqat68eZx44ok5Yy+++GLccccdVZqvpKQkrrrqqpyxk08+OQoK/NjeEuyzzz45fxZvvfVWTJkyZbPeu2TJkgpheocddqiw3/p/1ut+OQMAAAAAAOo6xQNI4vzzz8+54njVqlVx9tlnx6RJkzZ7jo8++igGDBgQxcXF2bGioqIYNGhQja61qv7f//t/FYL5ddddF0OGDKlwC+9NWbhwYQwaNCgmTpyYHWvTpk0MGDCgxtZK9bRq1SoOP/zwnLEhQ4Zs8Mro9Q0bNixKS0uz2126dNlgqG7cuHHO9pIlS6q0VgAAAAAA2BIV5nsBwLahffv2cfnll8dll12WHVuwYEH07ds3jj/++Dj11FNjn332icLC3B9Lq1evjilTpsQTTzwRo0ePjhUrVuS8fumll0a3bt0qvZ6PPvooJkyYULUPExHt2rWL3XbbLWesVatWcdNNN8U555wTa9asyY4/+uij8eyzz8axxx4bRx11VHzzm9+scJvw0tLSeOutt+LFF1+MBx54IJYvX559rbCwMK699tpo2rTpZq+vuLi4Wp9vfQ0aNIj99tuvxubbGvzsZz+LcePGxdq1ayMiYsaMGfH9738/LrzwwjjmmGOiUaNGOftPmzYtbr311nj22Wdzxs8///wNzr/+7cFnz54dEyZMiIMOOqgGPwUAAAAAAOSHUA0kc/LJJ8fixYvj2muvjfLy8oj44nbGjz/+eDz++ONRv3796NixYzRt2jTWrFkTS5Ysic8++yxKSkoqzJXJZOIXv/hFnHXWWVVay2OPPRaPPfZYlT/LSSedFNdcc02F8V69esVdd90VgwYNyrm6dsWKFfHII4/EI488EgUFBdGyZcto06ZNFBUVxaJFi2LBggWxatWqCvM1btw4rrvuujjwwAMrtb7p06dH//79K/25NqZDhw4xduzYGptva7DnnnvGoEGD4sYbb8yOzZkzJ375y1/G0KFDY6eddoqmTZtGSUlJzJ07d4NXW//gBz+I4447boPzt2vXLlq0aJF939q1a+Occ86Jzp07R/369aNp06Zxzz331MInAwAAAACA2idUA0kNGDAgunXrFldccUV89NFHOa+tWbMmZs+e/ZVzdOjQIf73f/93i72ytFevXvHkk0/G1VdfHU8//XSFZwuXlZXFggULYsGCBZuc5xvf+EZcccUVscsuu9TmcqmG888/PwoKCuIPf/hDzu28S0tL47333tvo+woKCmLAgAFx0UUXbXSfTCYT55xzTlx33XXZsbKyspg+fXpEfHGl/Zo1a6J+/fo18EkAAAAAACAtoRpI7uCDD46nn346nnnmmRg9enS8/vrrG7yaeF1FRUWx3377xQknnBAnnHBCFBUVJVpt1bRt2zauv/76GDRoUIwePTpeeOGFmD17dvZK8o1p1qxZHH744XHqqafGAQcckGi1VMd5550XRxxxRNx5553x/PPP59y2fX2tWrWKb33rW9GvX7/o0qXLV849YMCAWLVqVfzpT3/KuZ18xBcxfMaMGdGjR49qfwYAAAAAAEgtU/5V1QSglq1evTpmzZoVH3zwQcyfPz9WrlwZZWVl0ahRo2jRokXssssusdtuu0WTJk3yvdRqWbJkScyYMSPmzp0bCxcujFWrVkVZWVk0btw42rVrF7vuumt06dIlCgoK8r1UqmjNmjUxc+bMmDlzZixevDhWrlwZTZo0idatW0fHjh2jR48eVfrzXbp0aUyYMCE+++yzWL58eTRp0iR22GGHOOCAA6J58+a18Emqbs2aNfH2229XGN9zzz232au/z/ufh2Pp8tX5XgYAAMBGNW3SIP743yfnjJWUlGzxFwpAZZSUlMRbb72VM7bXXns5z9lqOMeprC3h/+W6ohrIuwYNGkT37t2je/fu+V5KrWrWrFnsv//++V4Gtah+/fq1ci43bdo0vv3tb9fonAAAAAAAkE8u2wMAAAAAAAAgKaEaAAAAAAAAgKSEagAAAAAAAACS8oxqADZbcXFxTJkyJcmxOnbsGB07dkxyLAAAAAAAIC2hGoDNNm3atOjfv3+SYw0cODAGDRqU5FgAAAAAAEBabv0NAAAAAAAAQFJCNQAAAAAAAABJufU3AJutd+/eMX369HwvAwAAAAAAqONcUQ0AAAAAAABAUkI1AAAAAAAAAEkJ1QAAAAAAAAAkJVQDAAAAAAAAkJRQDQAAAAAAAEBSQjUAAAAAAAAASQnVAAAAAAAAACQlVAMAAAAAAACQlFANAAAAAAAAQFJCNQAAAAAAAABJCdUAAAAAAAAAJCVUAwAAAAAAAJCUUA0AAAAAAABAUkI1AAAAAAAAAEkJ1QAAAAAAAAAkJVQDAAAAAAAAkJRQDQAAAAAAAEBSQjUAAAAAAAAASQnVAAAAAAAAACQlVAMAAAAAAACQlFANAAAAAAAAQFJCNQAAAAAAAABJCdUAAAAAAAAAJCVUAwAAAAAAAJCUUA0AAAAAAABAUkI1AAAAAAAAAEkJ1QAAAAAAAAAkJVQDAAAAAAAAkJRQDQAAAAAAAEBSQjUAAAAAAAAASQnVAAAAAAAAACQlVAMAAAAAAACQlFANAAAAAAAAQFJCNQAAAAAAAABJCdUAAAAAAAAAJCVUAwAAAAAAAJCUUA0AAAAAAABAUkI1AAAAAAAAAEkJ1QAAAAAAAAAkJVQDAAAAAAAAkJRQDQAAAAAAAEBSQjUAAAAAAAAASQnVAAAAAAAAACQlVAMAAAAAAACQlFANAAAAAAAAQFJCNQAAAAAAAABJCdUAAAAAAAAAJCVUAwAAAAAAAJCUUA0AAAAAAABAUkI1AAAAAAAAAEkJ1QAAAAAAAAAkJVQDAAAAAAAAkJRQDQAAAAAAAEBSQjUAAAAAAAAASQnVAAAAAAAAACQlVAMAAAAAAACQlFANAAAAAAAAQFJCNQAAAAAAAABJCdUAAAAAAAAAJCVUAwAAAAAAAJCUUA0AAAAAAABAUkI1AAAAAAAAAEkJ1QAAAAAAAAAkJVQDAAAAAAAAkJRQDQAAAAAAAEBSQjUAAAAAAAAASQnVAAAAAAAAACQlVAMAAAAAAACQlFANAAAAAAAAQFJCNQAAAAAAAABJCdUAAAAAAAAAJCVUAwAAAAAAAJCUUA0AAAAAAABAUkI1AAAAAAAAAEkJ1QAAAAAAAAAkJVQDAAAAAAAAkJRQDQAAAAAAAEBSQjUAAAAAAAAASQnVAAAAAAAAACQlVAMAAAAAAACQlFANAAAAAAAAQFJCNQAAAAAAAABJCdUAAAAAAAAAJCVUAwAAAAAAAJCUUA0AAAAAAABAUkI1AAAAAAAAAEkJ1QAAAAAAAAAkJVQDAAAAAAAAkJRQDQAAAAAAAEBSQjUAAAAAAAAASQnVAAAAAAAAACQlVAMAAAAAAACQlFANAAAAAAAAQFJCNQAAAAAAAABJCdUAAAAAAAAAJCVUAwAAAAAAAJCUUA0AAAAAAABAUkI1AAAAAAAAAEkJ1QAAAAAAAAAkJVQDAAAAAAAAkJRQDQAAAAAAAEBSQjUAAAAAAAAASQnVAAAAAAAAACQlVAMAAAAAAACQlFANAAAAAAAAQFJCNQAAAAAAAABJCdUAAAAAAAAAJCVUAwAAAAAAAJCUUA0AAAAAAABAUkI1AAAAAAAAAEkJ1QAAAAAAAAAkJVQDAAAAAAAAkJRQDQAAAAAAAEBSQjUAAAAAAAAASQnVAAAAAAAAACQlVAMAAAAAAACQlFANAAAAAAAAQFJCNQAAAAAAAABJCdUAAAAAAAAAJCVUAwAAAAAAAJCUUA0AAAAAAABAUkI1AAAAAAAAAEkJ1QAAAAAAAAAkJVQDAAAAAAAAkJRQDQAAAAAAAEBSQjUAAAAAAAAASQnVAAAAAAAAACQlVAMAAAAAAACQlFANAAAAAAAAQFJCNQAAAAAAAABJCdUAAAAAAAAAJCVUAwAAAAAAAJCUUA0AAAAAAABAUkI1AAAAAAAAAEkJ1QAAAAAAAAAkJVQDAAAAAAAAkJRQDQAAAAAAAEBSQjUAAAAAAAAASQnVAAAAAAAAACQlVAMAAAAAAACQlFANAAAAAAAAQFJCNQAAAAAAAABJCdUAAAAAAAAAJCVUAwAAAAAAAJCUUA0AAAAAAABAUkI1AAAAAAAAAEkJ1QAAAAAAAAAkJVQDAAAAAAAAkJRQDQAAAAAAAEBSQjUAAAAAAAAASQnVAAAAAAAAACRVmO8FAABszZo2aZDvJQAAAGyS/24BAPJBqAYAqEXXXvLdfC8BAAAAAGCL49bfAAAAAAAAACQlVAMAAAAAAACQlFANAAAAAAAAQFKeUQ0AQN6VlJTE1KlTc8b22GOPKCoqytOKoGY5x9naOcfZ2jnH2dpt7BwHAKhNQjUAAFuE0tLSfC8BapVznK2dc5ytnXOcrZ1zHABIza2/AQAAAAAAAEhKqAYAAAAAAAAgKaEaAAAAAAAAgKSEagAAAAAAAACSEqoBAAAAAAAASEqoBgAAAAAAACApoRoAAAAAAACApIRqAAAAAAAAAJISqgEAAAAAAABISqgGAAAAAAAAICmhGgAAAAAAAICkhGoAAAAAAAAAkhKqAQAAAAAAAEhKqAYAAAAAAAAgKaEaAAAAAAAAgKSEagAAAAAAAACSEqoBAAAAAAAASEqoBgAAAAAAACApoRoAAAAAAACApIRqAAAAAAAAAJISqgEAAAAAAABISqgGAAAAAAAAICmhGgAAAAAAAICkhGoAAAAAAAAAkhKqAQAAAAAAAEhKqAYAAAAAAAAgKaEaAAAAAAAAgKSEagAAAAAAAACSEqoBAAAAAAAASEqoBgAAAAAAACApoRoAAAAAAACApIRqAAAAAAAAAJISqgEAAAAAAABISqgGAAAAAAAAICmhGgAAAAAAAICkhGoAAAAAAAAAkhKqAQAAAAAAAEhKqAYAAAAAAAAgKaEaAAAAAAAAgKSEagAAAAAAAACSEqoBAAAAAAAASEqoBgAAAAAAACApoRoAAAAAAACApIRqAAAAAAAAAJISqgEAAAAAAABISqgGAAAAAAAAICmhGgAAAAAAAICkhGoAAAAAAAAAkhKqAQAAAAAAAEhKqAYAAAAAAAAgKaEaAAAAAAAAgKSEagAAAAAAAACSEqoBAAAAAAAASEqoBgAAAAAAACApoRoAAAAAAACApIRqAAAAAAAAAJISqgEAAAAAAABISqgGAAAAAAAAICmhGgAAAAAAAICkhGoAAAAAAAAAkhKqAQAAAAAAAEhKqAYAAAAAAAAgKaEaAAAAAAAAgKSEagAAAAAAAACSEqoBAAAAAAAASEqoBgAAAAAAACApoRoAAAAAAACApIRqAAAAAAAAAJISqgEAAAAAAABISqgGAAAAAAAAICmhGgAAAAAAAICkhGoAAAAAAAAAkhKqAQAAAAAAAEhKqAYAAAAAAAAgKaEaAAAAAAAAgKSEagAAAAAAAACSEqoBAAAAAAAASEqoBgAAAAAAACApoRoAAAAAAACApIRqAAAAAAAAAJISqgEAAAAAAABISqgGAAAAAAAAICmhGgAAAAAAAICkhGoAAAAAAAAAkirM9wIAAAAAAMivwkL/qxgASMu/fQAAAAAAbMOKioqiZ8+eOWMlJSV5Wg0AsK1w628AAAAAAAAAkhKqAQAAAAAAAEhKqAYAAAAAAAAgKc+oBgAAAACSm3Lnf0XpyqX5XgYRUdioaXQfcGW+lwEAbGOEagAAAAAgudKVS6N05bJ8LwMAgDxx628AAAAAAAAAkhKqAQAAAAAAAEhKqAYAAAAAAAAgKaEaAAAAAAAAgKSEagAAAAAAAACSEqoBAAAAAAAASEqoBgAAAAAAACApoRoAAAAAAACApIRqAAAAAAAAAJISqgEAAAAAAABISqgGAAAAAAAAICmhGgAAAAAAAICkhGoAAAAAAAAAkhKqAQAAAAAAAEhKqAYAAAAAAAAgKaEaAAAAAAAAgKSEagAAAAAAAACSEqoBAAAAAAAASEqoBgAAAAAAACApoRoAAAAAAACApIRqAAAAAAAAAJISqgEAAAAAAABISqgGAAAAAAAAICmhGgAAAAAAAICkhGoAAAAAAAAAkhKqAQAAAAAAAEhKqAYAAAAAAAAgKaEaAAAAAAAAgKSEagAAAAAAAACSEqoBAAAAAAAASEqoBgAAAAAAACApoRoAAAAAAACApIRqAAAAAAAAAJISqgEAAAAAAABISqgGAAAAAAAAICmhGgAAAAAAAICkhGoAAAAAAAAAkhKqAQAAAAAAAEhKqAYAAAAAAAAgKaEaAAAAAAAAgKSEagAAAAAAAACSEqoBAAAAAAAASEqoBgAAAAAAACApoRoAAAAAAACApIRqAAAAAAAAAJISqgEAAAAAAABISqgGAAAAAAAAICmhGgAAAAAAAICkhGoAAAAAAAAAkhKqAQAAAAAAAEhKqAYAAAAAAAAgKaEaAAAAAAAAgKSEagAAAAAAAACSEqoBAAAAAAAASEqoBgAAAAAAACApoRoAAAAAAACApIRqAAAAAAAAAJISqgEAAAAAAABISqgGAAAAAAAAICmhGgAAAAAAAICkhGoAAAAAAAAAkhKqAQAAAAAAAEhKqAYAAAAAAAAgKaEaAAAAAAAAgKSEagAAAAAAAACSEqoBAAAAAAAASEqoBgAAAAAAACApoRoAAAAAAACApIRqAAAAAAAAAJISqgEAAAAAAABISqgGAAAAAAAAICmhGgAAAAAAAICkhGoAAAAAAAAAkhKqAQAAAAAAAEhKqAYAAAAAAAAgKaEaAAAAAAAAgKSEagAAAAAAAACSEqoBAAAAAAAASEqoBgAAAAAAACApoRoAAAAAAACApIRqAAAAAAAAAJISqgEAAAAAAABISqgGAAAAAAAAICmhGgAAAAAAAICkhGoAAAAAAAAAkhKqAQAAAAAAAEhKqAYAAAAAAAAgKaEaAAAAAAAAgKSEagAAAAAAAACSEqoBAAAAAAAASEqoBgAAAAAAACApoRoAAAAAAACApIRqAAAAAAAAAJISqgEAAAAAAABISqgGAAAAAAAAICmhGgAAAAAAAICkhGoAAAAAAAAAkhKqAQAAAAAAAEhKqAYAAAAAAAAgKaEaAAAAAAAAgKSEagAAAAAAAACSEqoBAAAAAAAASEqoBgAAAAAAACApoRoAAAAAAACApIRqAAAAAAAAAJISqgEAAAAAAABISqgGAAAAAAAAICmhGgAAAAAAAICkhGoAAAAAAAAAkhKqAQAAAAAAAEhKqAYAAAAAAAAgKaEaAAAAAAAAgKSEagAAAAAAAACSEqoBAAAAAAAASEqoBgAAAAAAACApoRoAAAAAAACApIRqAAAAAAAAAJLaakP1mjVrYv78+TF37tx8LwUAAAAAAACAdRTmewE1YdWqVfH888/Ha6+9Fm+88UZ8/PHHsWrVqoiIyGQyMXXq1Oy+ZWVl8b3vfS++/e1vx2mnnRZt27bN17IBAAAAAAAAtkl1OlQvXbo07rzzznjooYdiyZIlERFRXl6+yfd8+umnMXPmzJg1a1bcddddcdZZZ8XAgQOjsLBO/1YAAAAAAAAA1Bl19tbfb731Vpx44olxxx13RHFxcZSXl0d5eXlkMpnsPxsyZ86c7K9XrlwZf/zjH+PHP/5xLFy4MNXSAQAAAAAAALZpdTJU//3vf4++ffvG3Llzc+J0RGSD9casG6ozmUyUl5fH5MmTY8CAAbF8+fJaXzsAAAAAAADAtq7OheqpU6fGRRddFCUlJRHxn9icyWSie/fuccopp0SnTp02GqtbtGgRLVu2zL7+ZeB+991347e//W2aDwEAAAAAAACwDatTobqsrCwGDx4cK1euzAbmgoKC6NevX7z44ovxyCOPxJVXXhmdOnXa6ByHH354jBs3Li688MIoKiqKiP/E7kcffTTefPPNJJ8FAAAAAAAAYFtVp0L1o48+GjNnzsyG5cLCwrjllltiyJAhsf3222/2PPXr14/zzz8/7r///mjatGnOaw888EBNLxsAAAAAAACAddSpUD1y5MiIiOytvocMGRKHH354lefba6+9YtiwYdn5ysvL47nnnovS0tIaWjEAAAAAAAAA66szoXrhwoXx9ttvZ2/5vdtuu0Xfvn2rPe9hhx0WvXv3zj6zevXq1fHuu+9We14AAAAAAAAANqzOhOrJkydnY3Imk4k+ffrU2NzHHntszvbs2bNrbG4AAAAAAAAActWZUL1gwYKIiGys3nPPPWts7i5dukREZK/WXrx4cY3NDQAAAAAAAECuOhOqFy1alLPdqlWrGpu7UaNGOdurV6+usbkBAAAAAAAAyFVnQnWTJk1ytpctW1Zjc68fwZs1a1ZjcwMAAAAAAACQq86E6tatW+dsz5w5s8bmfuuttyLiP7cVr8mrtQEAAAAAAADIVWdC9c477xwR/3mO9AsvvFBjc//f//1fdt6IiE6dOtXY3AAAAAAAAADkqjOhulu3brH99ttHxBdXPr/88svx+uuvV3veRx55JOfq7LZt28Zuu+1W7XkBAAAAAAAA2LA6E6ojIo4++ugoLy+PTCYT5eXlcckll8T8+fOrPN8bb7wRV155ZXa+TCYTRxxxRA2uGAAAAAAAAID11alQfe6550ajRo0i4otbgH/66adx6qmnZp8xXRl//etfo3///rFq1arsWGFhYQwYMKDG1gsAAAAAAABARYX5XkBltGvXLs4999y46aabIpPJRCaTiblz58bpp58e3/rWt6JPnz7RvXv3WLt27QbfP3v27HjppZdi5MiR8f777+dcnZ3JZOL000+PHXfcMfGnAgAAAAAAANi21KlQHRFx/vnnx/Tp0+OZZ57JxuqysrIYO3ZsjB07NrvflwE6IuI73/lOfPLJJ7FmzZqIiOx4JpPJ7r/ffvvF4MGDE34SAAAAAAAAgG1TnQvVERG///3vY+3atfH8889nY/WX8Xl95eXl8e9//ztnbN1AXV5eHnvuuWfcfPPNUVhYJ387AAAAAAAAAOqUOvWM6i/Vr18/hg8fHpdddlk0aNAge+vuzf0n4j9XVf/4xz+OBx98MFq0aJHHTwQAAAAAAACw7ajTlxCfccYZ0adPn3jwwQdj5MiRMW/evM16X8OGDeP444+Ps88+O3bddddaXiUAAAAAAAAA66rToToiolWrVjFw4MAYOHBgzJ49OyZNmhQzZ86M4uLiKC4ujpKSkmjatGk0b948OnToEPvtt1/sueeeUb9+/XwvHQAAAAAAAGCbVOdD9bo6deoUnTp1yvcyAAAAAAAAANiEOvmMagAAAAAAAADqLqEaAAAAAAAAgKSEagAAAAAAAACS2iqeUV1WVhZLliyJlStXRnl5ebXn22GHHWpgVQAAAAAAAABsSJ0N1W+88Ub87W9/i0mTJsUHH3xQY/NmMpmYOnVqjc0HAAAAAAAAQK46F6qXLVsWQ4cOjeeffz4iokauoAYAAAAAAAAgnToVqktKSmLAgAHx5ptvZgN1JpOpsflFbwAAAAAAAIDaV6dC9V133RWTJ0+OTCaTE6gFZgAAAAAAAIC6o86E6rVr18a9995bIVB36tQpjj322Nhll12iefPmUVRUVKNXWQMAAAAAAABQs+pMqJ4yZUosXrw4MplMlJeXRyaTiX79+sUvf/nLKCgoyPfyAAAAAAAAANhMdSZUT58+PfvrTCYTPXv2jCFDhuRxRQAAAAAAAABURZ25FHnx4sUR8Z/nUZ922ml5XA0AAAAAAAAAVVVnQvX6z53u1KlTnlYCAAAAAAAAQHXUmVC9/fbb52yXlZXlaSUAAAAAAAAAVEedCdU9e/aMiP9cWf3+++/nczkAAAAAAAAAVFGdCdU77bRTdO/ePfuM6meffTbPKwIAAAAAAACgKupMqI6I+NnPfpb99bhx4+LVV1/N42oAAAAAAAAAqIo6FaqPPPLI6NOnT5SXl0d5eXn8v//3/2LKlCn5XhYAAAAAAAAAlVCY7wVU1lVXXRULFiyIV155JRYuXBg//OEP49RTT42TTz45unbtmn2GNTXv/fffj9mzZ8cnn3wSK1asiIiI7bbbLtq2bRvdunWLjh071urv/+rVq2Pq1KnxwQcfxMKFC2PVqlVRVFQUTZs2jfbt20eXLl2iffv2tXZ8qI7ly5dnz9/i4uJYtWpVNGjQIJo3bx477LBDdOvWLVq3bp3vZdYJa9eujcmTJ8eMGTOiuLg4CgoKokmTJtG+ffvo3LlzdOzYMd9LBAAAAAAAvkKdC9UNGjSIO+64I6644ooYNWpUrFmzJh544IF44IEHolGjRtGhQ4do2rRpFBZW7aNlMpn485//XMOr3rhRo0bFr371q5yx6dOnV3verl275mxfffXV8f3vf7/S87z++uvx6KOPxpgxY2LRokWb3Ldly5ZxzDHHxAknnBD7779/pY+1IaWlpfH000/H6NGjY+LEiVFSUrLJ/XfYYYc46qij4pRTTokuXbps9nEmTpwYZ555ZqXWlslkorCwMBo0aBDNmjXLBvsDDjggvvnNb0arVq0qNV9t+vjjj+PII4+s1HsymUzUq1cv6tevH02bNo02bdpE586ds59vc78UMHz48Lj55puz2x06dIixY8dWai0bUplzvLbW8FVWrVoVo0ePjscffzwmT54ca9eu3eT+u+yySxxzzDFx6qmnxo477rjZx6nK+VsZAwcOjEGDBtXa/JXxwgsvxJVXXhmffvrpBl/v27dvXH755XHEEUfEnDlzsuNjxoyp1O/plmbt2rVRVlYWRUVF+V4KAAAAAADUiDoXqiMixo4dGxMnToyIL2JaeXl5RESsWLEiZs6cWeWresvLy12R/f97++2346qrropJkyZt9nsWLVoUI0eOjJEjR0avXr3i4osvjr333rvKa5gwYUJcfvnl8dFHH232e+bOnRv33XdfjBgxIo499ti47LLLok2bNlVew6aUl5dHSUlJlJSUxLJly2Lu3Lnx5ptvxsiRI6Nhw4ZxyimnxM9//vNo2bJlrRy/tpWXl0dpaWmUlpbGihUr4rPPPospU6bE6NGjo7CwMI4//vi44IILokOHDvle6hbpySefjKuvvjrmz5+/2e95//33449//GPcddddceqpp8bFF18c2223XS2usm7529/+FpdffnmUlZVtdJ899tgj4YrSeP311+PKK6+MW265pU7HdgAAAAAAWFedekZ1RMStt94aF110UcydOzc7lslkcv6h6srKymL48OFx6qmnbjBSZzKZaN26dXTp0iV69OgRHTt2jIKCiqfRq6++Gj/84Q/j97///VdeBb0hf/7zn+Pss8/eYKRu2bJldO7cOXr27Bm77777Bq/sLS8vj6eeeipOOumkmDZtWqWPX12rVq2KESNGxKmnnhrvv/9+8uPXttLS0hg9enSccsop8eabb+Z7OVuca665Ji6++OINRuq2bdtGly5dYu+9946uXbtG27ZtK+xTWloaDz74YJx22mnxySefpFjyFu+zzz6Lq666qkKkbt++fey1116x8847x3bbbRfdu3fP0wpr3vz582Pw4MHRt2/fvPwcAwAAAACA2lSnrqgeP358/OEPf8hurxulv7yqmqpbs2ZNXHLJJfHss89WeO2ggw6K733ve3HooYdWuKX18uXL47XXXotRo0bF888/nw1JZWVlcdddd8X06dNj+PDh0bhx481ax3PPPRdXXXVVzlinTp2iX79+cfjhh0e7du0qvGfJkiXxz3/+M0aMGBH/+te/suOff/55DBgwIB555JHYfvvtN+v4Xxo2bNhXXo1dWloaq1evjkWLFsXUqVPjscceyz6/OyLiww8/jHPOOScef/zxLe7K2MGDB0e3bt02uc/atWtj9erVUVxcHLNmzYpRo0bF4sWLs68vWLAgzjnnnHjyySfja1/7Wi2vuG6455574p577skZ69mzZ5xxxhlxyCGHRIsWLSq8Z+HChTF27Ni47777cm79P2vWrPjJT34SI0eOjCZNmlRqHZtz/m6uLeGZz6NHj875u9W4ceO49dZb48ADD8zjqmrXj3/8463yiy4AAAAAABBRx0L19ddfHxH/CdRfxuk2bdpEly5domXLllG/fv28ra8uKy8vj0svvbRCpO7UqVNcccUV0atXr42+t0mTJnH44YfH4YcfHtOmTYuhQ4fGlClTsq+/9NJL8dOf/jTuvvvur3x2+LJly+KKK67IGTv55JPjiiuu2OSzWZs1axbHHntsfOc734l77rknfve732VfmzdvXvzmN7+JW265ZZPHXt++++5b6dvsXnjhhXHxxRfHP//5z+zYnDlzYtiwYfE///M/lZqrtnXv3j169+5dqfcMGjQorrjiinjssceyY0uXLo1f//rXceedd9b0EuucOXPmxA033JAzNnDgwBg4cOAm7/bQqlWrOPnkk+PEE0+MYcOGxb333pt9bebMmXHTTTfF0KFDK7WWqpy/W7IZM2bkbJ9++ulbdaSO+OLLQwAAAAAAsLWqM6H6/fffj3fffTf7TOpMJhNdu3aNoUOHVjq2UdFtt90WzzzzTM7YUUcdFb/73e8qdSVwt27d4qGHHopf/epX8eSTT2bHJ06cGNdcc038+te/3uT7R40aFQsWLMhu77PPPnHllVdu8PbiG5LJZOLss8+OhQsXxp/+9Kfs+AsvvBDTpk37yiuIq6tly5Zx6623Rt++feOdd97Jjo8aNSp+8YtfRPPmzWv1+LWtcePGcc0118TSpUtj7Nix2fHx48fHrFmzYrfddsvj6vLvvvvui9WrV2e3+/TpE4MGDdrs9xcWFsavfvWr+Pzzz+Opp57Kjj/44IPx05/+tMLdDLYl617JHxGx9957b3L/dc9PAAAAAABgy1NnnlH99ttv52zvuOOO8eCDD4rUNWD69Olx66235ox9+9vfjuHDh1fpdtX169eP3//+93HEEUfkjN9///0bfO71up5//vmc7f79+292pF7XwIEDK0S9dcNfbWrYsGEMHjw4Z2zNmjXx9NNPJzl+bSsoKIihQ4dWuEJ43aust1Xrn79nn312leYZOnRozh0ESkpKKsy9rVn/6uJmzZrlaSUAAAAAAEBNqDOhet68eRER2aupzzrrrEo/s5UNGzZsWJSUlGS3d9hhh7jqqquqFIi/VK9evbj66qujbdu22bHy8vL43//9302+b93n80ZE7LrrrlU6fsOGDeO4447LGVv/yw61qVevXhWeRTxt2rRkx69tHTt2jD322CNnbGv6fFWxbNmymDNnTs5YVc/ftm3bxsEHH5wzlvL8rQuq8/MJAAAAAADIvzrzf/rXDakRXzxfl+qbPn16jB8/PmfsggsuqNKV1Otr0aJFXHDBBTljU6ZMiYkTJ270PcuXL8/ZXvc24JX15a2BCwsLo02bNjXymSpjp512ytn+9NNPkx6/tm3tn6+y1j93I2rm/C0qKop27dpFw4YNqzwXVfPWW2/FiBEj4k9/+lO88MILsXTp0k3uX15eHrNnz47HH3887r333rj99tvjwQcfjKeffjpmz56daNUAAAAAAFA31JlnVK//bN969erlaSVbl4cffjhnu0WLFnH88cfX2PwnnXRS3HjjjTnB7i9/+ctGb9nerFmzWLhwYXZ71KhR8Y1vfKNKx/72t78dhx56aDRr1qzCbapTKC8vT37MlLb2z1dZTZs2jUwmk/P7MmrUqLjwwgurNN9ZZ50Vffv2jaZNm9bUEuuUiRMnxplnnrnR1zf02rp3ZDjiiCNyrnAfM2ZM7LjjjhXec8YZZ8Srr74aERG77LJLPPPMM7Fw4cK4+OKLY8KECTn7NmzYME488cS47LLLon79+tnxRYsWxd133x2PPfZYfPbZZxtdc7t27eLII4+M/v37x9e//vUN7rP+utd15JFH5mxv7DMBAAAAAEBdUGeuqO7cuXPO9kcffZSnlWxdxo4dm7N91FFH5Twbt7qKiooqhO/x48dXuEL+S+tfKf/YY4/FHXfcEWVlZZU+dv369aN58+Z5idQREXPnzs3ZXvc26FuD9WPa1vb5Kqtx48axyy675IzdcccdMXr06CrN16hRo202UufTmjVr4txzz60QqSMiVq1aFRMnTsyJ1JMmTYpjjz027rjjjk1G6oiIzz//PP7yl79Enz594t57763ppQMAAAAAQJ1SZ0L13nvvnb1iMSLi73//e34XtBWYO3dufPzxxzljG7vSuTq++c1v5mwvW7YsJk+evMF9v/vd71YYu+666+L444+P++67Lz7//PMaX19teOuttyrc9nmfffbJ02pq3rx582Lq1Kk5Y1vT56uq9c/f0tLSGDx4cJxyyinx8MMPR3FxcZ5Wxua64YYbNvk88JNPPjn76/fffz/OOeecWLRoUc4+jRs3ji5dusTee+8dXbp0qXDb9pKSkrj66qur/CUGAAAAAADYGtSZW38XFhbGKaecEnfffXdERDz99NNxwQUXRMeOHfO8srpr/dAYEdGtW7caP86GAua0adPigAMOqDB+/PHHx7333lthbbNnz47f/va3cdVVV8Uee+wRBx54YOy///6xzz77RIsWLWp8zdVRVlYWN9xwQ85YUVFRHHrooXlaUc274YYbYu3atTljRx11VJ5Ws+U488wzY+TIkRWe1/3WW2/FW2+9FZdffnn07Nkze/727NkzmjRpkqfVbtm6desW99xzT3b7mmuuybm19+DBg2v859W8efPivvvuy2736tUrunfvHsuXL48333wzZs+eHSeeeGL29SuuuCJWrFiR3d5zzz1j8ODBsf/+++fcyaGkpCTGjBkT11xzTXzyySfZ8WuvvTaOOeaYaNy4cXZs2LBhsXr16oiIuPTSS2P+/Pk5r7Vp0ya7va3fxQAAAAAAgLqtzoTqiIif//zn8fzzz8fHH38cpaWlcd5558VDDz0UzZo1y/fSalTXrl2THGdDt0+vjfDfrFmzaNmyZc5Vh++9994G961Xr17cdNNN8aMf/SjmzZtX4fXy8vKYMmVKTJkyJe68887IZDLRqVOn2G+//eLAAw+M3r17R6tWrWr8M2yuFStWxJVXXlnhtsGnn356TmCqq0pLS+MPf/hDPPLIIznj3/rWt2L33XfP06q2HNttt10MHz48+vXrF8uXL6/w+tq1a2PSpEkxadKkiPjifO/WrVv2/O3Vq1dst912NbKWSZMmxYcffljtebp37x7NmzevgRVVTvPmzeOggw7K2V5X9+7da/wOEMuWLYuIL66IvvnmmyvcDWL27NnZv8cfffRRvPLKK9nXvv71r8eIESOiUaNGFeYtKiqK73znO9GzZ8846aSTsj8L582bF2PGjMm5En+//fbL/rpBgwY58+y7776eSQ0AAAAAwFajToXqJk2axHXXXRdnnnlmrF69Ot5777044YQT4qKLLooTTjghb88irqvWv412kyZNNhhZakK7du1yQvXChQs3uu9OO+0Uf/nLX+LCCy+MKVOmbHLe8vLymDVrVsyaNStGjhwZBQUFsc8++0SfPn3ihBNOqNVn/JaXl8fKlSujuLg4Zs2aFa+99lqMHj26wnNqO3bsGAMHDqy1ddSmlStXxtKlS+O9996LSZMmxejRo+ODDz7I2adFixZx2WWX5WmFW5699tor7r///rjwwgu/MhSvXbs2+8WL++67L4qKiqJ3797x3e9+N77zne9UuGV0ZVx66aVVfu+67rvvvlp5JMCW7L//+78rROqIiE6dOmV/PWPGjJzXjjrqqK/8+dm+ffvo379/XH/99dmxCRMmbPCRBwAAAAAAsLWrU6E64osI9MADD8RPf/rTmD9/fnz66acxZMiQuPrqq2PfffeNXXfdNdq0aRNNmjSJoqKiKh1j3Vu7bs3Wv+Jz3dvP1rT15/7yysWN6dixY/z1r3+Nhx56KO68886c2+VuSllZWfzrX/+Kf/3rX3HjjTfGT37ykzj77LOjsLDyp/qRRx5Z6fesr2XLlnHrrbducbcnj/jiNtXV1ahRo7jxxhvdgn89e+yxRzzxxBNx1113xYgRIyo8w3hjSkpK4qWXXoqXXnoprr322rjgggvilFNO8SWchNq2bbtZ4bisrCxne2N3iVjf8ccfH02bNo0dd9wxOnbsGB06dKjSOgEAAAAAoK6rU6H64IMPzv565cqVUV5eHplMJsrLy2Px4sXx4osvxosvvljt4+Q7VK/7XNaq6t+//1fuU1pamrNdr169ah93Y9aPOpujsLAwfvzjH8cPf/jDePnll+PZZ5+NcePGVbhieWOWLFkS1113XTzzzDNx++23R7t27Sq9huo45JBD4r//+7+32ojbs2fP+M1vflMrzzXfGjRs2DB+/vOfx09+8pMYN25cPPvsszF+/PhYvHjxZr1/3rx58V//9V/x7LPPxk033VRjtwRn0/bff//N+lm4884752y/+OKLcfPNN8e5554b9evX3+j7OnToED/60Y+qu0wAAAAAAKjz6lSonj9/fjZMr3uF4Ze/Li8vr/YxtoQrF9d9LmttWv8q56VLl9basYqLi3O2mzRpstnvrVevXhx88MHZLyrMnDkzXn311Xj11Vfj9ddfj/nz52/y/VOmTIm+ffvGX//612jZsmXlF7+Z6tevH126dIlvfOMbcfzxx291z2wuKiqKXXbZJXr37h3f+c53Yv/998/3kuqE+vXrx9FHHx1HH310lJWVxdSpU7Pn76RJkyr83VjfSy+9FOecc06MGDFikwF0fWPGjPE84yro2bPnZu3XuXPn6NGjR7zzzjvZseHDh8dDDz0URxxxRBx66KHRu3fvWn38AAAAAAAA1GV1KlR/6cuYvH5Urm5kronQXZesfzvq5cuXR2lpaZVuk/1VlixZssljV0bnzp2jc+fO0bdv34iImD17drzyyisxfvz4eOWVV2LlypUV3vPhhx/G5ZdfHsOHD9/s4wwbNizatGmz0dczmUzUq1cvGjduHK1bt47tt98+CgoKKv+B8mTw4MGbvBr6y8/XsGHD7OeryrmR6ssfdeH3vqCgIHr06BE9evSIs88+O8rKyuLdd9+NiRMnxvjx4+O1116LkpKSCu+bPHlyXH/99TFkyJA8rHrbsqm/8+v79a9/HWeddVasXr06OzZv3rwYOXJkjBw5MurVqxd77rlnHHjggXHwwQfHPvvsU6t3rgAAAAAAgLqkzoXqbS0m16Zdd921wtinn35a41dhFhcXV3hG74aOXVWdOnWKTp06Rd++fWPFihXx5JNPxm233RZz587N2e+5556Ld955J3r06LFZ8+67775b9RWp3bt3j969e9f6cda/Cnj9W85XxapVq77yOHVBQUFBdO/ePbp37x5nn312FBcXx8MPPxx33HFHhVuE33///XHOOedE27Zt87PYbURlvkSzzz77xM033xxDhw6NefPmVXh97dq1MXny5Jg8eXLcdttt0axZs/jWt74Vffr0iUMOOaROfLkCAAAAAABqS50K1dOmTcv3ErYqe+yxR4Wxf/3rXzUeZydPnlzhCwZdu3at0WN8qXHjxnHqqadGnz594pJLLomxY8fmvP7EE09sdqimZjRo0CBne0NXDFfWihUrKozVxVC9vubNm8c555wTJ554YvzsZz+LyZMnZ18rKSmJp59+Os4888z8LXAbUNnz6NBDD42nnnoq7r333hg9enTMmTNno/suWbIkHnvssXjssceiW7ducfnll8d+++1X3SUDAAAAAECd5HKubdjOO+8cHTt2zBl7/fXXa/w4//rXv3K2GzVqFPvuu2/OWFlZWXz22WcxderU+Mc//hFPPvlktY7ZpEmTuOGGG+JrX/tazvjbb79drXmpvPWfC75kyZJq3xlh+fLlFcZat25drTmro7S0NObOnRtvv/12jBs3LsaMGVOt+Vq3bh0333xzhefIO3+3TM2aNYsLLrggxo4dG4888kgMGjQo9t133ygqKtroe6ZNmxb9+vWLl156KeFKAQAAAABgy1Gnrqim5h199NFx9913Z7effvrpGDx4cGy33XY1Mn9JSUmMGjUqZ+yb3/xmhats//3vf8exxx6bM9arV69o165dlY/dsGHD+NGPfhTXX399dmzBggVVno+qWf/LAqWlpbFw4cJqheV///vfFca23377Ks9XXS+//HIMGDAgu92oUaN4/fXXq/W897Zt28Z3v/vdGDlyZHbM+bvl+/IZ5AMHDowVK1bEpEmT4uWXX47x48fH9OnTc/Zds2ZNDB48OMaMGRMNGzbM04oBAAAAACA/XFG9jTv99NMjk8lkt5cuXRp/+9vfamz+p556qsKzW0877bQK+7Vp06bC2Jtvvlnt43fq1Clne2u4PXRds/6fQUTErFmzqjXn7Nmzc7abNGkS7du3r9ac1bH+c6NXrlwZM2bMqPa86z/L3flbtzRu3DgOPvjguPTSS+Pxxx+Pp556Ko455picfebPnx9PP/10nlYIAAAAAAD5I1Rv477+9a9XCCe33XbbJp+zurkWLVoU1113Xc5Y586d45BDDqmwb7NmzWLnnXfOGXvkkUeqvYaFCxfmbO+0007VnpPKad26dXTo0CFn7NVXX63WnOvfLrl79+45X7hIbbfddotGjRrljNXE+bto0aKcbefvlmPt2rXxwQcfxN///vf485//vFnv6dSpU9x0003Rs2fPnPGZM2fWxhIBAAAAAGCLJlSvY9WqVfHAAw/kexnJ/fKXv8y5FXdxcXFcdNFFsWbNmirPWVZWFkOHDo3PPvssZ/yyyy7baFA86qijcrZffPHFeOedd6q8hoiIf/zjHznbBx10ULXmo2oOPfTQnO1HH300SkpKqjTX/Pnz4+WXX84ZO+KII6q8tppQWFgYhx9+eM7Y3/72twrnf2WUl5fH+PHjc8acv1uGsrKy+OY3vxnHHHNMnHfeeXHVVVdVuMp/YwoKCqJXr145Y4sXL66FVQIAAAAAwJatzj+jevHixfHZZ5/FihUroqSkJMrKyqL8/2Pvv8OsKu/Ff/89M/QuCKgDiqFEKQKKRhKNJhpjiYqYiIZYYmISPViwBFtMNIKaKBpA8aNfMQqCmtgSxNi7HjvSjYIFkA5KE6b+/vDHPm5mBob2zAzc93Xlus569lprP3tmoR5eez2rtLTC/UtLS6OoqCgKCwtj7dq1sXLlyli0aFFMnjw53nrrrVi9enX0798/4Seoem3atIlLLrkkrr322szY+++/H7/+9a/j1ltvjcaNG2/S+QoKCuKSSy6J5557Lmu8b9++0bt37wqPO+WUU+Lee+/NCuQDBw6M0aNHl3nOcWW89tpr8fTTT2e2GzRoEMccc8wmn4ct16dPnxg3blxme+7cuTFixIgYOHDgJp9r8ODBUVRUlNmuW7du/OQnP9kq89wSp59+etYSzmvXro1zzz037rrrrk3+MxQR8c9//jOmTp2a2d5tt93KXY2A9HJzc6NHjx7x/PPPZ8bGjRsXV155ZaWO/+yzz7K2d9ttt3L3y8vLy9re0L/bAAAAAACgpqmRobqkpCTGjRsXDz30UEyfPn2rnbe0tLRKlw+uSqeeempMnz49a7niN954I0466aT44x//GAceeGClzjNt2rS4+uqrY+LEiVnjPXv2jKuvvnqDx7Zp0yZ++9vfxvDhwzNjn332Wfz0pz+Nq6++Og477LBKf56nn346Lrnkkqyxs88+O5o1a1bpc7D19OjRIw499NB44YUXMmO333571KpVK84555wyQa48RUVF8Ze//CUmTJiQNX7aaaeVeUZ0VejZs2f07ds3Hn744czY+++/Hz/96U9j8ODB0atXr0qdp6SkJB544IH485//nDV+8cUXV+rnRBonnnhiVqgeO3ZsHHzwwXHIIYds8Li33nornnnmmayx9e/GX2f95eSXL1++eZMFAAAAAIBqqMaF6iVLlsRvfvObmDZtWkRsvTvMdtRA/U3XXntt5Obmxj/+8Y/M2KxZs+L000+PQw45JI499tg45JBDokmTJlnHrV69Ol599dV44okn4oknnoiSkpKs1/fdd98YOXJk1KlTZ6NzOOecc2Ly5MlZQXPRokVxzjnnRJcuXeLoo4+Oww8/vMzzrCMiFi5cGK+//no88MAD8c4772S99r3vfS9+/etfV+KnwLZyzTXXRN++fWPx4sWZsREjRsTTTz8dZ555Zhx66KHlfpHg008/jZdffjlGjx4dn3zySdZr3bt3j/POO2+T57J27dp47bXXNvm4bypvGe6rrroqPvjgg6w7oT/55JPo379/HHDAAXHkkUfGYYcdVu4KAXPmzInXXnstxowZEx988EHWayeeeOImrwbw7rvvlrlzd0t06dIlmjZtutXOV9Mddthh0blz58y/i4qLi+Occ86J0047Lfr37x9t2rTJ2v+LL76Ihx9+OIYPHx7FxcWZ8YMPPji6du1a7nvsvPPOWdfCmDFj4rrrrtsGnwYAAAAAANKrcaH6ggsuyIpAWyMwl5aWWlI1vl7O9tprr42OHTvGTTfdFGvXrs289uKLL8aLL74Yubm50aJFi2jRokXk5ubG4sWLY8mSJVnhZZ2cnJw46aST4sorr6xUpF43h+HDh8dll10W48ePz3pt6tSpMXXq1PjrX/8a9evXj5133jl22mmnWL16dSxbtiyWLFlS7jkPPvjgGD58eOTmeiR7VWrdunXcddddcdZZZ8XChQsz4x988EEMGjQoIiJ23XXXzLW1YsWKWLJkSYV3kfbs2TPuuOOOSl9b37R48eL45S9/uXkf5BvzXl/9+vXjnnvuiXPPPbfMc7TffPPNePPNN+Oaa66Jhg0bRsuWLaNJkyaxYsWKWLZsWYXPKe7bt2+Zu6srY/0VBbbUvffeG9/5zne26jlrstzc3PjrX/8aJ598cqxYsSIivr7rf9SoUTFq1Kho1apVtGrVKnJzc2PZsmUxZ86cMv+e2WWXXWLIkCEVvkenTp3i1VdfzWw//PDD8dprr8Uuu+wSX375ZQwdOjQ6d+68bT4gAAAAAABsYzUqVD/55JPx1ltvlYnTmxqZv3l8aWlp1KtXL/bbb7/o2rVrtXjWbVU7/fTT46CDDoobb7yxzHOmS0pKYtGiRbFo0aINnqNnz55x8cUXV3q542+qU6dO3HTTTXHIIYfEzTffHJ9//nmZfb766quYPXt2zJ49u8LzNGnSJM4555w444wz3DFfTey1117x0EMPxbXXXhtPPvlkmdfnzZsX8+bN2+A56tSpE2eeeWYMGDAgateuva2mutkaN24co0aNitGjR8fIkSNj2bJlZfZZtWpVrFq1aoPnadmyZVx88cXRp0+fbTRTtlSHDh3innvuiQEDBpT559TChQuzvpCxvh49esTNN98crVq1qnCfn//85/HAAw/E6tWrM2Pz58+P+fPnR8TXX94RqgEAAAAAqKlqVKi+7777Mv/3ujjdoUOHOO6446JDhw7RsGHDePbZZ+Pee++NiIi6devGyJEjIy8vL9asWRNLly6N//73v/Hcc8/Fp59+momXhYWFceaZZ8b3vve99B+qmmrfvn2MHDkypk+fHg8//HA89dRTmThSkZYtW8YPf/jDOP7442O//fbb4jkcd9xxcdRRR8WTTz4ZEyZMiDfeeCNWrly5wWNycnJir732iuOOOy5OPPFESxVXQ61atYphw4bF9OnTY+zYsfHiiy/GggULNnpcu3bt4kc/+lGceuqp0bp16wQz3Xy5ublx+umnx89+9rN4/PHH44knnoh33303vvrqqw0el5eXF927d48+ffrE8ccfH/Xq1Us0YzZXly5dYsKECXHPPffEI488UmZ5+m+qXbt29OrVK7OU+8ZWedh9993jzjvvjN///vcxd+7cMq/PmDFjS6cPAAAAAABVJqe0hqx5vXLlyvjOd74TJSUlUVpaGjk5OXH00UfHX/7yl8jLy8vsN3PmzMyzXHNycuKOO+6Igw8+OOtcpaWlcf/998f1118fBQUFUVpaGs2bN4/x48dH8+bNk36umuTzzz+P6dOnx8KFC2PFihVRWloajRo1itatW0enTp2ibdu22/TO5dLS0pg1a1Z89tlnMX/+/Fi1alWsXbs2ateuHU2aNIm2bdvG3nvv7XdYA82ePTtmzZoVc+fOjdWrV8fatWujXr160ahRo8jPz48OHTqU+1znmqSoqCg++uijmDNnTixYsCBWr14dBQUFUadOnWjWrFnsvvvu0aVLl2jUqFFVT5UtMGfOnJgxY0YsWLAgVq1aFTk5OdGiRYto2bJl9OzZc7N+vyUlJfHuu+/GzJkzY9myZVGrVq3Yeeedo2vXrtGhQ4dt8Cm2TEFBQUyePLnMeLdu3TZrqX52HIWFhTFp0qSssX322adarp4Bm8M1zvbONc72zjW+bbw//IIo+mrDNyWQRq36jaL7ubdkjRUWFrrG2a74ZznbO9c4m6o6/F1ujbmjetq0aVFcXJwJoU2bNo1rrrkmK1JHfH0ncLNmzeLLL7+MiIhXXnmlTKjOycmJU045Jdq1axdnnXVWFBcXx7Jly+Kaa66JW265JcnnqYl222232G233ars/XNycqJ9+/bRvn37KpsD20bbtm2jbdu2VT2NbapWrVqx1157xV577VXVU2EbatOmTbRp02arnjM3Nzd69eq1WY9SAAAAAACA6mrD645WI99c9jQnJyd+8pOfRMOGDcvdt1u3bpmlwd96660Kz9m7d+84++yzo7S0NEpLS+PJJ58s820TAAAAAAAAALauGhOqly1bFhH/92zqfffdt8J9O3XqlNn3ww8/jMLCwgr3/fWvfx3NmzfP3Kk9ZsyYrTVlAAAAAAAAAMpRY0L12rVrs7Z33XXXCvf95jM7i4qKYubMmRXuW7du3TjyyCMzd1W//PLLWz5ZAAAAAAAAACpUY55RXb9+/aztBg0aVLjv+s+6nTlz5gafC9urV68YO3ZsRER88cUXMWPGDM+RZZt55513ynzxYluoW7du7Lffftv8fdixuH4BAAAAAICtocaE6qZNm2Ztr1mzpsJ914Xqdct5f/zxxxs8d5s2bbK2Z82aJVSzzVxyySVZz1zfVvLz8+O5557b5u/DjsX1CwAAAAAAbA01ZunvZs2aZW1vKJS0bt066tatm9n+8MMPN3juOnXqRMT/he2lS5du5iwBAAAAAAAA2JgaE6o7duwYEf8Xk997770N7r/77rtHRERpaWlMmzZtg/t+8cUXWdurVq3azFkCAAAAAAAAsDE1ZunvNm3axG677Rbz5s2L0tLSePzxx+P888+PRo0albv/nnvumbmTes6cOTF37tzIz88vd98pU6ZExNdROycnJxo2bLhtPgREWM6YGs31CwAAAAAAbA015o7qiIjvfOc7mZi8bNmyuPjiiyt8VnWXLl0i4v/uwB4zZky5+xUWFsY///nPzH4RETvvvPNWnjkAAAAAAAAA69SoUH3iiSdm/u/S0tJ48cUX49hjj42HH344Vq9enbXvD37wg6x9R48eHRMmTMjap7CwMK688sr45JNPssa7deu29ScPAAAAAAAAQETUoKW/IyJ69eoV3/ve9+LVV1+NnJycKC0tjdmzZ8cVV1wRN9xwQ7zxxhuZfTt16hRdunSJadOmRU5OThQVFcVFF10UY8aMiR49esTatWvj+eefj3nz5mXOFRHRvn37CpcIBwAAAAAAAGDL1ag7qiMihgwZEi1atIiIr5f1XheZW7ZsWWbfgQMHZgL0uv3ee++9uPvuu2Ps2LHx+eefZ15ft89pp52W5oMAAAAAAAAA7KBqXKhu3bp1jB49Otq1a5cVodu0aVNm34MOOihOPvnkMrF63f/Whe51DjjggDjppJPSfBAAAAAAAACAHVSNC9UREd/61rfi0UcfjQsvvDBatWoVpaWl0bZt23L3veqqq+Kkk04qE6fXBep147169YoRI0ak/BgAAAAAAAAAO6Qa9Yzqb6pbt2785je/ibPOOivefffdqFu3brn75ebmxjXXXBOHHXZYjBo1Kt58882s5b7btWsXp556apx88smRl5eXavoAAAAAAAAAO6waG6rXycnJif3222+j+x1yyCFxyCGHxMqVK2POnDlRUFAQrVu3jtatWyeYJQAAAAAAAADr1PhQvakaNWoUe+21V1VPAwAAAAAAAGCHVSOfUQ0AAAAAAABAzSVUAwAAAAAAAJCUUA0AAAAAAABAUtXiGdWHHnpoVU8hIycnJ55//vmqngYAAAAAAADAdqtahOr58+dHTk5OlJaWVvVUIicnp6qnAAAAAAAAALBdqxahep2qjsTVIZQDAAAAAAAAbO+qTahOHYmrOooDAAAAAAAA7KiqRag+4YQTkr1XQUFBPPXUU1FUVBQR/xfIhWsAAAAAAACANKpFqL7uuuuSvM+kSZPi8ssvj8LCwswzsdcF6tLS0thtt93iz3/+c5K5AAAAAAAAAOyoqkWo3tYKCwtj2LBhcffdd0dxcXFmfF2sjog46aSTYtCgQdGwYcOqmiYAAAAAAADADmG7D9Xr7qKeOXNmmWW+191FPXjw4Ojdu3dVThMAAAAAAABgh7HdhuqCgoIYNmxY/P3vf4/i4uIyy3zn5OREv3794ve//727qAEAAAAAAAAS2i5D9aRJk+Kyyy6LWbNmlXsXdX5+fgwePDgOPPDAqpwmAAAAAAAAwA5puwrVBQUF8be//S3+/ve/R0lJSbl3UZ9yyilxySWXRIMGDap4tgAAAAAAAAA7pu0mVL///vtx2WWXxccff1zuXdRt2rSJwYMHx3e+852qnCYAAAAAAADADq/Gh+qCgoK45ZZb4p577qnwLur+/fvHxRdfHPXr16/i2QIAAAAAAABQo0P1xIkT47LLLotPPvmk3Luo27ZtG0OGDIn999+/KqcJAAAAAAAAwDfUyFBdUFAQN998c9x7770V3kX9i1/8Ii6++OKoV69eFc8WAAAAAAAAgG+qcaH6vffei8svv7zCu6j32GOPGDx4cPTq1asqpwkAAAAAAABABWpMqC4oKIihQ4fG6NGjy72LOjc3N0499dS48MIL3UUNAAAAAAAAUI3ViFD97rvvxmWXXRafffZZhXdRDxkyJPbbb7+qnCYAAAAAAAAAlVCtQ/XatWtj6NChMWbMmCguLo6IKHMX9WmnnRYXXnhh1K1btyqnCgAAAAAAAEAlVdtQ/c4778Tll1+euYt6XaCO+DpSt2vXLoYMGRL77rtvFc4SAAAAAAAAgE1V7UL12rVr46abbooxY8ZEaWlpuc+iPuOMM+KCCy5wFzUAAAAAAABADVStQvXbb78dV1xxRdZd1N+M1HvuuWdcd9110aNHj6qdKAAAAAAAAACbrVqE6jVr1sSNN94YY8eOjZKSkogo+yzqM888M84///yoU6dOVU4VAAAAAAAAgC1ULUL1scceG3PmzCn3WdR169aNs88+O7p37x7vvPNOkvn07t07yfsAAAAAAAAA7IiqRaiePXt2mWW+1ykoKIi//e1vyeaSk5MT06ZNS/Z+AAAAAAAAADuaahGqv+mbkbq8bQAAAAAAAABqtmoXqr+59HdqojgAAAAAAADAtldtQrVIDAAAAAAAALBjqBah+t57763qKQAAAAAAAACQSLUI1QcccEBVTwEAAAAAAACARHKregIAAAAAAAAA7FiEagAAAAAAAACSEqoBAAAAAAAASEqoBgAAAAAAACApoRoAAAAAAACApIRqAAAAAAAAAJISqgEAAAAAAABISqgGAAAAAAAAICmhGgAAAAAAAICkhGoAAAAAAAAAkhKqAQAAAAAAAEhKqAYAAAAAAAAgKaEaAAAAAAAAgKSEagAAAAAAAACSEqoBAAAAAAAASEqoBgAAAAAAACApoRoAAAAAAACApIRqAAAAAAAAAJISqgEAAAAAAABISqgGAAAAAAAAICmhGgAAAAAAAICkhGoAAAAAAAAAkhKqAQAAAAAAAEhKqAYAAAAAAAAgKaEaAAAAAAAAgKSEagAAAAAAAACSEqoBAAAAAAAASEqoBgAAAAAAACApoRoAAAAAAACApIRqAAAAAAAAAJISqgEAAAAAAABISqgGAAAAAAAAICmhGgAAAAAAAICkhGoAAAAAAAAAkhKqAQAAAAAAAEhKqAYAAAAAAAAgKaEaAAAAAAAAgKSEagAAAAAAAACSEqoBAAAAAAAASEqoBgAAAAAAACApoRoAAAAAAACApIRqAAAAAAAAAJISqgEAAAAAAABISqgGAAAAAAAAICmhGgAAAAAAAICkhGoAAAAAAAAAkhKqAQAAAAAAAEhKqAYAAAAAAAAgKaEaAAAAAAAAgKSEagAAAAAAAACSEqoBAAAAAAAASEqoBgAAAAAAACApoRoAAAAAAACApIRqAAAAAAAAAJISqgEAAAAAAABISqgGAAAAAAAAICmhGgAAAAAAAICkhGoAAAAAAAAAkhKqAQAAAAAAAEhKqAYAAAAAAAAgKaEaAAAAAAAAgKSEagAAAAAAAACSEqoBAAAAAAAASEqoBgAAAAAAACApoRoAAAAAAACApIRqAAAAAAAAAJISqgEAAAAAAABISqgGAAAAAAAAICmhGgAAAAAAAICkhGoAAAAAAAAAkhKqAQAAAAAAAEhKqAYAAAAAAAAgKaEaAAAAAAAAgKSEagAAAAAAAACSEqoBAAAAAAAASEqoBgAAAAAAACApoRoAAAAAAACApIRqAAAAAAAAAJISqgEAAAAAAABISqgGAAAAAAAAICmhGgAAAAAAAICkhGoAAAAAAAAAkhKqAQAAAAAAAEhKqAYAAAAAAAAgKaEaAAAAAAAAgKSEagAAAAAAAACSEqoBAAAAAAAASEqoBgAAAAAAACApoRoAAAAAAACApIRqAAAAAAAAAJISqgEAAAAAAABISqgGAAAAAAAAICmhGgAAAAAAAICkhGoAAAAAAAAAkhKqAQAAAAAAAEhKqAYAAAAAAAAgKaEaAAAAAAAAgKSEagAAAAAAAACSEqoBAAAAAAAASEqoBgAAAAAAACApoRoAAAAAAACApIRqAAAAAAAAAJISqgEAAAAAAABISqgGAAAAAAAAICmhGgAAAAAAAICkhGoAAAAAAAAAkhKqAQAAAAAAAEhKqAYAAAAAAAAgKaEaAAAAAAAAgKRqVfUEAAAAAIAdT636jat6Cvz/+V0AAFVBqAYAAAAAkuvy6z9X9RQAAKhClv4GAAAAAAAAICmhGgAAAAAAAICkhGoAAAAAAAAAkvKMagAAAACAHVhhYWFMmzYta6xz585VNBsAYEchVAMAAAAA7OCKioqqegoAwA7G0t8AAAAAAAAAJCVUAwAAAAAAAJCUUA0AAAAAAABAUkI1AAAAAAAAAEkJ1QAAAAAAAAAkJVQDAAAAAAAAkJRQDQAAAAAAAEBSQjUAAAAAAAAASQnVAAAAAAAAACQlVAMAAAAAAACQlFANAAAAAAAAQFJCNQAAAAAAAABJCdUAAAAAAAAAJCVUAwAAAAAAAJCUUA0AAAAAAABAUkI1AAAAAAAAAEkJ1QAAAAAAAAAkJVQDAAAAAAAAkJRQDQAAAAAAAEBSQjUAAAAAAAAASQnVAAAAAAAAACQlVAMAAAAAAACQlFANAAAAAAAAQFJCNQAAAAAAAABJCdUAAAAAAAAAJCVUAwAAAAAAAJCUUA0AAAAAAABAUkI1AAAAAAAAAEkJ1QAAAAAAAAAkJVQDAAAAAAAAkJRQDQAAAAAAAEBSQjUAAAAAAAAASQnVAAAAAAAAACQlVAMAAAAAAACQlFANAAAAAAAAQFJCNQAAAAAAAABJCdUAAAAAAAAAJCVUAwAAAAAAAJCUUA0AAAAAAABAUkI1AAAAAAAAAEkJ1QAAAAAAAAAkJVQDAAAAAAAAkJRQDQAAAAAAAEBSQjUAAAAAAAAASQnVAAAAAAAAACQlVAMAAAAAAACQlFANAAAAAAAAQFJCNQAAAAAAAABJCdUAAAAAAAAAJCVUAwAAAAAAAJCUUA0AAAAAAABAUkI1AAAAAAAAAEkJ1QAAAAAAAAAkJVQDAAAAAAAAkJRQDQAAAAAAAEBSQjUAAAAAAAAASQnVAAAAAAAAACQlVAMAAAAAAACQlFANAAAAAAAAQFJCNQAAAAAAAABJCdUAAAAAAAAAJCVUAwAAAAAAAJCUUA0AAAAAAABAUkI1AAAAAAAAAEkJ1QAAAAAAAAAkJVQDAAAAAAAAkJRQDQAAAAAAAEBSQjUAAAAAAAAASQnVAAAAAAAAACQlVAMAAAAAAACQlFANAAAAAAAAQFJCNQAAAAAAAABJCdUAAAAAAAAAJCVUAwAAAAAAAJCUUA0AAAAAAABAUkI1AAAAAAAAAEkJ1QAAAAAAAAAkJVQDAAAAAAAAkJRQDQAAAAAAAEBSQjUAAAAAAAAASQnVAAAAAAAAACQlVAMAAAAAAACQlFANAAAAAAAAQFJCNQAAAAAAAABJ1arqCQAAAAAAULVq1fJXxWz/XOds71zj1DSuWAAAAACAHVz37t2regqwTdWuXdt1znbNNU5NZOlvAAAAAAAAAJISqgEAAAAAAABISqgGAAAAAAAAICnPqAYAAAAAIMtlDw+JlWtWVvU0AGCbalSvUVzX9/KqnsYOS6gGAAAAACDLyjUrY8XaVVU9DQBgO2bpbwAAAAAAAACSEqoBAAAAAAAASEqoBgAAAAAAACApoRoAAAAAAACApIRqAAAAAAAAAJISqgEAAAAAAABISqgGAAAAAAAAICmhGgAAAAAAAICkhGoAAAAAAAAAkhKqAQAAAAAAAEhKqAYAAAAAAAAgKaEaAAAAAAAAgKSEagAAAAAAAACSEqoBAAAAAAAASEqoBgAAAAAAACApoRoAAAAAAACApIRqAAAAAAAAAJISqgEAAAAAAABISqgGAAAAAAAAICmhGgAAAAAAAICkhGoAAAAAAAAAkhKqAQAAAAAAAEhKqAYAAAAAAAAgKaEaAAAAAAAAgKSEagAAAAAAAACSEqoBAAAAAAAASEqoBgAAAAAAACApoRoAAAAAAACApIRqAAAAAAAAAJISqgEAAAAAAABISqgGAAAAAAAAICmhGgAAAAAAAICkhGoAAAAAAAAAkhKqAQAAAAAAAEhKqAYAAAAAAAAgKaEaAAAAAAAAgKSEagAAAAAAAACSEqoBAAAAAAAASEqoBgAAAAAAACApoRoAAAAAAACApIRqAAAAAAAAAJISqgEAAAAAAABISqgGAAAAAAAAICmhGgAAAAAAAICkhGoAAAAAAAAAkhKqAQAAAAAAAEhKqAYAAAAAAAAgKaEaAAAAAAAAgKSEagAAAAAAAACSEqoBAAAAAAAASEqoBgAAAAAAACApoRoAAAAAAACApIRqAAAAAAAAAJISqgEAAAAAAABISqgGAAAAAAAAICmhGgAAAAAAAICkhGoAAAAAAAAAkhKqAQAAAAAAAEhKqAYAAAAAAAAgKaEaAAAAAAAAgKSEagAAAAAAAACSEqoBAAAAAAAASEqoBgAAAAAAACApoRoAAAAAAACApIRqAAAAAAAAAJISqgEAAAAAAABISqgGAAAAAAAAICmhGgAAAAAAAICkhGoAAAAAAAAAkhKqAQAAAAAAAEhKqAYAAAAAAAAgKaEaAAAAAAAAgKSEagAAAAAAAACSEqoBAAAAAAAASEqoBgAAAAAAACApoRoAAAAAAACApIRqAAAAAAAAAJISqgEAAAAAAABISqgGAAAAAAAAICmhGgAAAAAAAICkhGoAAAAAAAAAkhKqAQAAAAAAAEhKqAYAAAAAAAAgKaEaAAAAAAAAgKSEagAAAAAAAACSEqoBAAAAAAAASEqoBgAAAAAAACApoRoAAAAAAACApIRqAAAAAAAAAJISqgEAAAAAAABISqgGAAAAAAAAICmhGgAAAAAAAICkhGoAAAAAAAAAkhKqAQAAAAAAAEhKqAYAAAAAAAAgKaEaAAAAAAAAgKSEagAAAAAAAACSEqoBAAAAAAAASEqoBgAAAAAAACApoRoAAAAAAACApIRqAAAAAAAAAJISqgEAAAAAAABISqgGAAAAAAAAICmhGgAAAAAAAICkhGoAAAAAAAAAkhKqAQAAAAAAAEhKqAYAAAAAAAAgKaEaAAAAAAAAgKSEagAAAAAAAACSEqoBAAAAAAAASEqoBgAAAAAAACApoRoAAAAAAACApIRqAAAAAAAAAJISqgEAAAAAAABISqgGAAAAAAAAICmhGgAAAAAAAICkhGoAAAAAAAAAkhKqAQAAAAAAAEhKqAYAAAAAAAAgKaEaAAAAAAAAgKSEagAAAAAAAACSEqoBAAAAAAAASEqoBgAAAAAAACApoRoAAAAAAACApIRqAAAAAAAAAJISqgEAAAAAAABISqgGAAAAAAAAICmhGgAAAAAAAICkhGoAAAAAAAAAkhKqAQAAAAAAAEhKqAYAAAAAAAAgKaEaAAAAAAAAgKSEagAAAAAAAACSEqoBAAAAAAAASEqoBgAAAAAAACApoRoAAAAAAACApIRqAAAAAAAAAJISqgEAAAAAAABISqgGAAAAAAAAICmhGgAAAAAAAICkhGoAAAAAAAAAkhKqAQAAAAAAAEhKqAYAAAAAAAAgKaEaAAAAAAAAgKSEagAAAAAAAACSEqoBAAAAAAAASEqoBgAAAAAAACApoRoAAAAAAACApIRqAAAAAAAAAJISqgEAAAAAAABISqgGAAAAAAAAICmhGgAAAAAAAICkhGoAAAAAAAAAkhKqAQAAAAAAAEhKqAYAAAAAAAAgKaEaAAAAAAAAgKSEagAAAAAAAACSEqoBAAAAAAAASEqoBgAAAAAAACApoRoAAAAAAACApIRqAAAAAAAAAJISqgEAAAAAAABISqiGHdTw4cPj29/+duZ/w4cPr+opAQAAAAAAsIMQqgEAAAAAAABISqgGAAAAAAAAICmhGgAAAAAAAICkhGoAAAAAAAAAkhKqAQAAAAAAAEhKqAYAAAAAAAAgKaEaAAAAAAAAgKRqVfUEgMpbs2ZNTJ48OT766KNYvnx5NGjQIFq3bh29evWK5s2bV/X0tomlS5fGlClT4rPPPosVK1ZEvXr1Yqeddoq99947OnbsGLm5m/99m8WLF8fEiRNj4cKFsXz58mjYsGG0aNEivv3tb0f79u23aN6lpaUxa9asmDp1aixdujTWrFkTTZo0iZ122ik6deq0xeePiCguLo7JkyfHp59+GkuWLIni4uJo0aJFtGnTJnr06BF16tTZ4vdIbcGCBTF58uSYP39+rFy5Mpo2bRodO3aMHj16RK1aFf8ra/ny5fHOO+/EvHnzYsWKFdGkSZPo2LFj7LPPPlv0cygsLIypU6fG3Llz44svvojly5dHbm5uNGrUKHbZZZfYa6+9Ij8/f7PPDwAAAAAAOyqhGmqAefPmxW233RaPP/54rFq1qszreXl58d3vfjd+//vfR6dOnWLy5Mnx05/+NPP6gAED4txzz92s93744Yfjsssuy2yfcMIJcf3111fq2Dlz5sRhhx2W2c7Pz4/nnntuo8eVlpbG008/HaNHj4633347SkpKyt2vVatWcdJJJ8WvfvWraNCgQaXmVFBQEP/6179izJgxMX369Ar323XXXaNPnz5x5plnRpMmTSp17oiIZcuWxahRo+Kxxx6LBQsWVLhfq1at4rDDDotf/vKXsccee1T6/BFf/1xvu+22eOaZZ+LLL78sd58GDRrEIYccEgMGDIgOHTps0vm3pUsvvTQeeeSRiPh6ju+9915EREyaNCmGDx8er776ahQXF5c5rkWLFvG73/0uTj311MjJycmMz507N4YOHRpPP/10rF27tsxxzZo1izPOOCN+85vfRF5eXqXmWFRUFP/+97/jsccei/feey/WrFmzwf3bt28f/fr1i1NOOaXCKH7TTTfFHXfckTU2cODA+N3vfrfR+Xz88cfRt2/fWL16dWbsBz/4QYwcOTLrZwEAAAAAADWJpb+hmnv00UfjqKOOigcffLDcSB3x9Z21L7/8cvTt2zf+/ve/p53gVjZ79uz4xS9+Eeeee268+eabFUbqiIiFCxfGiBEj4phjjonJkydv9NxTpkyJPn36xBVXXLHBSB3x9ZcDRo4cGYcddlg88cQTlZr7u+++G0cddVTccccdG4zU6+Y+bty4OOaYYzbpdzZy5Mg48sgj46GHHqowUkdErF69Op544ok49thj4y9/+csGf45V7dZbb41TTjklXnrppXIjdUTEkiVLYvDgwXHxxRdHaWlpRERMmDAhjjvuuBg/fny5kToi4osvvohbbrklzjrrrCgsLNzoXKZNmxbHHntsXHrppfH6669vNFJHRMycOTOGDBkSJ5xwQsydO7fcfc4///zo3r171tiIESNixowZGzx3QUFBDBw4MCtS5+fnxw033CBSAwAAAABQownVUI3dd999MWjQoPjqq6+yxuvWrRsdOnSIzp07R9OmTTPjhYWFcd1118Xdd9+deqpbxYcffhgnn3xyvP3222Ve23nnnaNLly7x7W9/u8xdq59//nmcfvrpMWXKlArP/eqrr8bJJ58cM2fOLPNafn5+dOvWLdq1axe1a9fOem358uVxwQUXxK233rrBuX/88cfxq1/9KpYtW5Y13qBBg+jUqVP06NEjOnXqFPXq1ct6fd3v7NFHH93g+YuLi+Oiiy6KW265pUxwbdSoUXTq1Cm6dOkSO++8c9ZrJSUlcdddd8XZZ59dqVCb2siRI2PYsGFRVFQUEV+vDrDu99GyZcsy+48fPz7uv//+eOaZZ+Kiiy6KlStXZo771re+FV26dCl3GfxXX301RowYscG5TJkyJfr37x+zZs3KGs/Ly4u2bdtG165do2vXrpGfn19uJP7oo49i4MCB5X4poFatWnHTTTdFo0aNMmOFhYUxaNCgDf5ebrjhhqwvVdSuXTtuueWWrD/3AAAAAABQE1n6G6qpt99+OwYPHpw11qJFixg4cGAcc8wxmaWuS0pK4o033oi//vWvMXXq1IiIePzxx5PPd0utXLkyzjnnnFi8eHFmLCcnJ7P8dqdOnTLja9asiYceeiiGDh2aCZWrVq2KCy+8MB577LGoX79+1rknT54cAwYMyAqCderUiTPOOCNOOeWU2G233TLjK1asiAkTJsSwYcOy5jJs2LDIz8+PPn36lDv/P/3pT1l3vXbr1i0GDRoUvXr1yoqahYWF8eyzz8b1118f8+bNy4zfeOONccQRR1S4hPnQoUNj/PjxWWPf+c534pxzzon9998/a1nr//73vzFq1Kh49NFHM3cfv/DCC3HDDTfElVdeWe75q8JXX30Vt9xyS0RE1KtXL373u99Fv379skLz66+/HpdcckksWrQoMzZ8+PBYtWpVlJSURIMGDWLAgAHxs5/9LLNEe2lpabz00kvxhz/8IevO9tGjR8dZZ52VFYvXKSoqissvvzzrd9iyZcu48MIL44gjjihzzJdffhnjx4+P4cOHZ3054f33349nnnkmjjjiiDLv0bZt27jmmmviwgsvzIzNmDEjbr311rjgggvK7P/MM8/EmDFjssYGDRoU++yzT5l9AQAAAACgpnFHNVRDJSUl8ac//SlrGeQOHTrEI488Ej/72c+yYmZubm707t07HnzwwQojak1w2223xWeffZbZrl27dgwdOjSuv/76rEgd8XXU7N+/f4wePTrrZ/Hpp5/Ggw8+mLVvaWlpXHXVVVkBskWLFjF27Ni46KKLsiJ1RETjxo2jX79+8e9//zu6du2a9dpVV10Vc+bMKTP32bNnx//+7/9mtvfYY48YPXp07L///mXuvK1du3YceeSRMW7cuNhpp50y44sWLYpnn3223J/N66+/HnfddVfW2Lnnnhv33HNPHHjggWWevdypU6e4/vrrY+jQoVl3iI8ePTpeffXVct+jKqyL6E2bNo3Ro0fH2WefXeZu6N69e8fNN9+cNbZkyZJYs2ZNNG7cOMaNGxe/+tWvsp4jnpOTE4ccckiMHj066+77VatWxRtvvFHuXB599NH44IMPMtvNmjWL+++/P/r27Vtu2G7atGn0798/HnrooWjWrFnWa0899VSFn/mYY46Jvn37Zo3deeedMWnSpKyxefPmxRVXXJE19uMf/zhOPfXUCs8NAAAAAAA1iVAN1dBTTz0VH374YWa7QYMGMXLkyGjdunWFx9SqVSuGDBkSPXv2TDHFrWrFihVx3333ZY2df/75cfTRR2/wuM6dO8d5552XNbZ+qJ4wYUJMmzYts52XlxfDhg2Lbt26bfDczZs3jzvvvDNr+em1a9fGHXfcUWbf//73v1nbhx9+eJm7ute36667xi9/+cussddee63cfW+77bZM1I2I6NevXwwYMGCjzyg++uij46KLLsoau/322zd4TFW44IILNniX8P7771/mywoREZdffnnstddeFR63xx57xI9+9KOssYqeTb7+c8gHDBgQbdq02dC0I+LrZeP79euXNbb+0uHr+8Mf/hDt2rXLbBcVFcWll14aBQUFEfF/y7x/8cUXmX322GOPGDJkyEbnAwAAAAAANYVQDdXQP//5z6zt0047LXbfffeNHpeXlxd//OMft9W0tpn//Oc/sWbNmsx269at48wzz6zUsf369cuKwl9++WXWUszr/yyPP/746NWrV6XO3bx587j44ouzxh5++OHMcuPrrP9M4o2FynV+8pOfxB//+Me488474z//+U9cffXVZfaZMWNGvPnmm5ntBg0alJnThvTv3z/rudVvvvlmuc/priotWrQoE3rLs/4XC5o1axbHHnvsRo9bP3Cv/wzxiK/v7G7dunXst99+0bp166hXr16ccMIJGz13RXNb//pYX4MGDeLmm2/Outt95syZmWdojxgxIt55553Ma3Xr1o2//e1v5d7ZDQAAAAAANZVQDdXMmjVryixP/NOf/rTSx++9997RvXv3rT2tbWr95aiPP/74MstZV6RBgwZx++23x8MPPxzvvPNOvPLKK5kltdeuXZsV/CIiTjnllE2a29FHH521tHNhYWGZc37z7tiIiOeffz5GjBiRuUO2Ivn5+fHzn/88vv/978eee+6ZtUz1Oi+//HLW9iGHHJK1zPXG1KlTJw455JCssW8uU17V1n++dkVatGiRtb3vvvtmhd6KrL8s9zeXgF8nJycnhgwZEmPHjo2XXnop3nnnnU2Kwo0bN87a/uaz0CvSuXPnMl84uOuuu2LcuHHx//7f/8sav/LKK2Pvvfeu9HwAAAAAAKAmEKqhmpk6dWpW4GzZsmW0bdt2k85R2TuGq4spU6ZkbW/q8uUHHnhgdOnSpUxcfP/992Pt2rWZ7QYNGpR57vTG1KlTJ/bdd9+ssbfeeitru2PHjmXOO3z48PjhD38YV111VTzzzDOxYsWKTXrfddaP4p07d97kc6x/zHvvvbdZc9kWvvWtb1Vqv/UjfmWW5S7vuG8uoV6RWrVqVercK1asiJdffjkeeuihrPH177CvyOmnn571JYKioqIyz6Y/7rjj4qSTTqrU+QAAAAAAoCap3N/GA8l8/PHHWdvt27ff5HOU9zzf6qqoqCg+//zzrLGOHTtulXMvXLgwa/vb3/525OZu+vdz9t5773juuecy2wsWLCizz5VXXhmnn356VhhftGhRPPDAA/HAAw9EXl5edOvWLXr37h0HHXRQ9OzZs1J3Eq9/Pdx0001x0003bfJn+Kby5l9V1r9TurJSLYNdVFQUs2fPjtmzZ8ecOXNi9uzZ8fHHH8fMmTNj9uzZ5YbvysTwiK/v5L7++uvjuOOOi0WLFpV5vX379uUuBw8AAAAAANsDoRqqmfWfobspyzyv07Rp0601nW1u+fLlWXeQRmzeZy7P+j/L9ZeBrqz1j/viiy/K7NOzZ88YMWJEXH755eVGx+Li4pg4cWJMnDgxRo4cGU2aNIkf/OAHccwxx8TBBx9cYUD/8ssvN2vOG7Itzrm56tatu1nHbc4XDipr1qxZ8dhjj8VLL70UH374YaWW8t5czZs3j7/85S9x5plnZgXu2rVrx7Bhw6JBgwbb7L0BAAAAAKAqWfobqpmioqKs7co+q/mbynvWcXVV3nOc69evv1XOvXLlyqztzY1+689nzZo15e73/e9/PyZMmBD/8z//E/n5+Rs85/Lly+Oxxx6L3/zmN3HCCSeUWeJ7nc1dMnxD1v+5VKXNub63leXLl8egQYPimGOOidtvvz2mTZu2wUidl5cX3bt3jxNOOGGL3rdRo0Zlfg6FhYUxderULTovAAAAAABUZ+6ohmpm/buJNycqVpcQWZklkMuLx1999dVWie3rn3v16tWbdZ5Vq1ZlbW8opDdp0iTOO++8OO+882LKlCnxwgsvxKuvvhqTJ0+uMHrOmDEjzjjjjBg5cmQcdNBBWa/VrVs368sLf/zjH6Ndu3ab9Tm+eU6yLV68OE499dSYNWtWua83bdo09txzz9hzzz2jffv20blz5+jevXs0atQo3njjjXjkkUc2631XrlwZF110UZkvqEREXH311dGzZ8/YfffdN+vcAAAAAABQnQnVUM3stNNOWdvlLSO9MYsXL95a0ymjss/fjSj/bun1NW7cOHJzc6OkpCQztnz58q2yfPn65yhvye7KWLp0adZ2ZZcm79q1a3Tt2jUGDBgQq1evjnfffTdef/31ePnll+ODDz7I2regoCAGDRoUzz77bNSrVy8z3qxZs6xQ3qpVq/jud7+7WZ+Dig0aNKhMpP7BD34Qxx9/fOy7777RunXrCo+tzHVekauvvjo+++yzzHZOTk7mz9iqVaviwgsvjHHjxkXt2rU3+z0AAAAAAKA6svQ3VDNdunTJ2p45c+Ymh7CtuWRwTk5O1vamPK93/cBb0flbtWqVNTZz5sxKv0dExPTp02PChAkxadKkWLJkSWa8TZs2Wft98MEHWUG8sqZNm5a13bZt200+R4MGDeKggw6KSy65JP71r3/FhAkT4ogjjsjaZ/HixfHEE09kje2yyy5Z2zNmzNjk92bD3n777XjllVeyxv785z/H7bffHkcdddQGI3VE2WehV/bLHI8++mj861//ymzXqlUrbrvttqwvWEyePDluueWWSp0PAAAAAABqEqEaqpk99tgjWrZsmdkuLCyMV199tdLHFxcXl4luW6JWreyFFzZl+ezKBueePXtmbU+cOLHS7xERcf/998fAgQPjZz/7WXz3u9+N/+//+/8iIqJbt25Zd6KuXr06Jk2atEnnXrNmTZn57L333lnbxcXF8emnn8YLL7wQ99xzT6XO2759+/jb3/4W3bt3zxr/8MMPs7b322+/rO0XX3yxkjPPPuaOO+6ICRMmxMSJEyv1BYIdyX/+85+s7f333z9OOumkSh+//u+sMqH6008/jWuuuSZr7Oyzz44f/vCHceWVV2aN33XXXfHaa69Vej4AAAAAAFATCNVQDR1//PFZ22PGjKn0sU888UQsWLBgq82lUaNGWdubcu7KxrUDDjgga3v8+PGVviu1pKSkTLxdF3fr1q1bJoLff//9lTrvOo8//nisWLEis52Xl5c135KSkvje974XRxxxRPz2t7+NIUOGVDrQ5+bmlvns6y9PfuCBB2ZtT5o0Kd59991Kz7+4uDiGDBkSN910UwwcODD69esXt912W6WP3xHMmTMna3v9Lw9sSGFhYZnQXd7zptc/5qKLLspa0r1bt27xu9/9LiIijjvuuKy77UtLS+P3v/+9LxgAAAAAALBdEaqhGvr5z3+edSfzK6+8UqnAOn/+/Bg8ePBWncuuu+6atT1jxowyYa88kyZNiqeffrpS73HsscdGw4YNM9uzZ8+OBx54oFLHjh8/PubNm5fZbtOmTVZo7N+/f9b+jz32WLz11luVOvfSpUtj6NChWWOHH354NGvWLLOdm5sbPXr0yNpn3LhxlTp/RGQ9nzgiYrfddsva7t27d+y5555ZY9dcc02sXbu2UucfPXp0fPLJJ1lj638RgmzfXD5+Y26++eYyv8ONLdU/dOjQmDx5cma7Xr16ccMNN2T9mb/66qujRYsWme1FixbFpZdeuknPiAcAAAAAgOpMqIZqKD8/P379619njV199dVx5513RnFxcbnHTJw4MU4++eStftdlx44dY6eddspsl5SUxF//+tcNPut51qxZcfHFF1f6edCNGzeOk08+OWvshhtuiNdff32Dx3344Ydlwvzpp58eubn/94+2I444Ijp06JA1//POO2+jS4AvXbo0zjrrrFi8eHFmrFatWnHOOeeU2ffEE0/M2h47dmylluh+66234plnnskaO/TQQ7O2c3NzM3farjN9+vQ4//zzN7oM+yuvvBI33nhj1tgPfvCD6Nat20bntiNZ/4sATz75ZMyePXuDx5SUlMSIESNi1KhRZV5bs2ZNhce98sorcffdd2eNXXjhhdG+ffussebNm5dZGvzFF1+s9NLyAAAAAABQ3QnVUE39z//8T3Tu3DmzXVJSEjfeeGMcffTRMXz48PjPf/4Tzz//fIwdOzZ++9vfxsknn5x1Z/E35eTkbPY88vLy4qijjsoa+89//hMDBgyIjz76KGt80aJFcdttt8VPf/rT+PTTTyMiokGDBpV6n/POOy86deqU2V69enWcddZZccMNN8TcuXOz9l25cmXcc8890a9fv6ylsrt27VrmDurc3NwYOnRo1K9fPzO2dOnS6N+/f9x4443x+eefZ+2/YsWKePDBB+O4446LKVOmlJnjXnvtVWbuhx12WNbvqri4OM4555y44YYbyr37/IsvvohRo0bFb37zm6wvHhx88MHRtWvXMvv36dOnzO/g+eefjz59+sS///3vMsF6/vz5ccMNN8Rvf/vbKCwszIw3bdo0rrjiijLn39Gt/7NdvXp1/OIXv4inn366zBdDVq1aFY888kj069cvhg8fXu4dzsXFxbFy5coy40uWLClzV/SBBx4Yp512WrnzOvzww+OEE07IGrvxxhtj+vTplf5sAAAAAABQXdXa+C5AVahTp07cddddccYZZ8QHH3yQGf/kk09ixIgRFR7Xo0ePyM/Pj8cffzwzlpeXt0VzOeecc2L8+PGxfPnyzNizzz4bzz77bLRs2TJatWoVS5cujQULFmTdRX3GGWfEJ598Ei+88MJG36NevXoxfPjw+OUvf5mJx4WFhTFq1KgYNWpU5OfnR4sWLWL16tXxySeflHkOcH5+fgwbNqzcz/rtb387brzxxrjooosyd7sWFBTEnXfeGXfeeWfk5+dH8+bNY+XKlTFnzpysuLvO6aefHr/97W/LnXtubm789a9/jZNPPjnzPOuioqLM3Fu1ahWtWrWK3NzcWLZsWcyZM6dM4Nxll11iyJAhFf58Bg8eHIsXL85atvzTTz+Niy++OOrUqRNt27aNRo0axZIlS8qN4/Xr149bbrkl2rZtW+F77Kj22Wef+MlPfhLjx4/PjM2fPz8GDBgQDRo0iD322CPy8vJi4cKFsXjx4jIrBZxyyinx5ptvZj2bfNasWbHPPvtktktLS+PSSy+NRYsWZcYaNWoU11133Qa/SHLFFVfE//7v/2a+hFJYWBgDBw6Mhx9+uNJfAgEAAAAAgOrIHdVQjTVv3jzuu+++6N+//0Zjc25ubvTr1y9GjRoVjRo1ynqtTp06WzSPli1bxt133x3Nmzcv89qiRYti6tSpMW/evEzAy83NjV//+tdx6aWXbtL7tGvXLh588MHYb7/9yrw2d+7cmDRpUnz00UdlInXPnj1j9OjRkZ+fX+G5Dz/88LjvvvvKDbVz586NyZMnx8cff1wmUjdt2jSuu+66uPzyyzc49w4dOsQ999xT5hnTERELFy6MKVOmxKRJk2L27NllInWPHj1i3Lhx0apVqwrP37Bhw7j77rvjF7/4RdbS5hFfR/eZM2fG+++/X26k3mOPPeLee++N7373uxv8DDuywYMHl/vzWb16dUyfPj2mTJkSCxcuzIrUrVq1iltvvTX+9Kc/ZT0XPSLipZdeytr++9//XmbsyiuvLPd6+abGjRuXidkff/xxXHvttZX+bAAAAAAAUB0J1VDNNW7cOK666qqYMGFCDBw4MPbbb7/Yddddo06dOtGkSZPo1KlT/PKXv4xHHnkkrrnmmmjYsGGZZ+TWq1dvi+fRtWvXePLJJ+NXv/pV1jOrvyk3Nze++93vxpgxY+KSSy7ZrCXHW7ZsGWPHjo3hw4dHjx49ykTZb+rQoUNce+21cd99920wUn/zMzzxxBPxpz/9KWuZ8fLk5+fHueeeG08++WT07du3UnPv0qVL5vfUrl27De5bu3bt6N27d9x4440xbty4jQbLdcf84Q9/iH//+99x7LHHRuPGjTe4/7e+9a249NJLY/z48Vl391JWvXr14q677oo//OEPG73rvFOnTnHppZfGU089FYcffnhERBx55JFZ+9x///1RUFAQERHTpk2Lm266Kev18pb1rkjv3r3LLGn/0EMPxYQJEyp1PAAAAAAAVEc5peU9YBOo0c4+++x47rnnMtvDhw+PI444Yqudv7i4OCZOnBgff/xxLF26NBo0aBCtW7eO7t27b/Cu4M2xbNmyePfdd2PRokXxxRdfRL169aJFixbRo0ePLV7GesGCBfH+++/H4sWLY/ny5VG7du1o1apV7L333tGhQ4ctnvucOXNixowZsWDBgli1alXk5OREixYtomXLltGzZ88yd75vquLi4pgyZUp88sknsWzZsvjqq6+iYcOG0apVq+jatWu0adNmiz/Djqi0tDQ++uijmDp1aixdujQKCgqiadOm0bJly+jevXu0bNmyqqdYrRUUFMTkyZPLjHfr1m2LV3dg+1ZYWBiTJk3KGttnn32idu3aVTQj2Lpc42zvXONs71zjbO8KCwvLXM/njr08VqxdVUUzAoA0GtdtGMN/XvFjObdn1eHvcj2jGqqh0tLSzbobeZ11z7NdZ5dddtnSKWXJy8uL/fbbr9wlure2nXbaKQ477LBtcu7WrVtv1YC/vjZt2mzTWJyXlxfdu3cvs+w0WyYnJyc6duwYHTt2rOqpAAAAAADAdkuohmro/PPPj2nTpkW7du2iXbt2cfrpp1f67uG5c+fGf//738x2Xl6e4AYAAAAAAEC1IlRDNdS8efOYPXt2zJ49O15++eVo1qxZDBgwoFLH/v3vf4/i4uLM9j777BP169ffVlMFAAAAAACATZZb1RMAyjrwwAOztseOHRtz5szZ6HGPPPJIjB49Omusb9++W3VuAAAAAAAAsKXcUQ3V0KGHHhq77rpr5lnTS5Ysif79+8fAgQPjxz/+cZk7pGfNmhVjx46N++67L0pLSzPje++9t1BNhd55551Yu3btNn+funXrJnmeOQAAAAAAUHMI1VAN1atXL6655po4++yzo6ioKCIi5s+fH4MGDYorrrgidt9992jSpEkUFBTEvHnzYtmyZWXO0bp16xgxYkTUquWPOeW75JJLYu7cudv8ffLz8+O5557b5u8DAAAAAADUHJb+hmrq+9//ftx6662x0047ZY0XFRXFrFmzYuLEiTFt2rRyI/UBBxwQ//jHP6JNmzappgsAAAAAAACVJlRDNXbooYfGk08+GWeffXbk5+dvcN+8vLw44IADYvjw4TF69Oho3bp1olkCAAAAAADAprEmMFRzTZs2jQsuuCDOP//8+OSTT2LGjBmxaNGiWLVqVeTl5UXjxo1jjz32iK5du0aTJk2qerrUIJbjBgAAAAAAqopQDTVETk5O7LnnnrHnnntW9VQAAAAAAABgi1j6GwAAAAAAAICkhGoAAAAAAAAAkhKqAQAAAAAAAEhKqAYAAAAAAAAgKaEaAAAAAAAAgKSEagAAAAAAAACSEqoBAAAAAAAASEqoBgAAAAAAACApoRoAAAAAAACApIRqAAAAAAAAAJISqgEAAAAAAABISqgGAAAAAAAAICmhGgAAAAAAAICkhGoAAAAAAAAAkhKqAQAAAAAAAEhKqAYAAAAAAAAgKaEaAAAAAAAAgKSEagAAAAAAAACSEqoBAAAAAAAASEqoBgAAAAAAACApoRoAAAAAAACApIRqAAAAAAAAAJISqgEAAAAAAABISqgGAAAAAAAAICmhGgAAAAAAAICkhGoAAAAAAAAAkhKqAQAAAAAAAEhKqAYAAAAAAAAgKaEaAAAAAAAAgKSEagAAAAAAAACSEqoBAAAAAAAASEqoBgAAAAAAACApoRoAAAAAAACApIRqAAAAAAAAAJISqgEAAAAAAABISqgGAAAAAAAAICmhGgAAAAAAAICkhGoAAAAAAAAAkhKqAQAAAAAAAEhKqAYAAAAAAAAgKaEaAAAAAAAAgKSEagAAAAAAAACSEqoBAAAAAAAASEqoBgAAAAAAACApoRoAAAAAAACApIRqAAAAAAAAAJISqgEAAAAAAABISqgGAAAAAAAAICmhGgAAAAAAAICkhGoAAAAAAAAAkhKqAQAAAAAAAEhKqAYAAAAAAAAgKaEaAAAAAAAAgKSEagAAAAAAAACSEqoBAAAAAAAASEqoBgAAAAAAACApoRoAAAAAAACApIRqAAAAAAAAAJISqgEAAAAAAABISqgGAAAAAAAAICmhGgAAAAAAAICkhGoAAAAAAAAAkhKqAQAAAAAAAEhKqAYAAAAAAAAgKaEaAAAAAAAAgKSEagAAAAAAAACSEqoBAAAAAAAASEqoBgAAAAAAACApoRoAAAAAAACApIRqAAAAAAAAAJISqgEAAAAAAABISqgGAAAAAAAAICmhGgAAAAAAAICkhGoAAAAAAAAAkhKqAQAAAAAAAEhKqAYAAAAAAAAgKaEaAAAAAAAAgKSEagAAAAAAAACSEqoBAAAAAAAASEqoBgAAAAAAACApoRoAAAAAAACApIRqAAAAAAAAAJISqgEAAAAAAABISqgGAAAAAAAAICmhGgAAAAAAAICkhGoAAAAAAAAAkhKqAQAAAAAAAEhKqAYAAAAAAAAgKaEaAAAAAAAAgKSEagAAAAAAAACSEqoBAAAAAAAASEqoBgAAAAAAACApoRoAAAAAAACApIRqAAAAAAAAAJISqgEAAAAAAABISqgGAAAAAAAAICmhGgAAAAAAAICkhGoAAAAAAAAAkhKqAQAAAAAAAEhKqAYAAAAAAAAgKaEaAAAAAAAAgKSEagAAAAAAAACSEqoBAAAAAAAASEqoBgAAAAAAACApoRoAAAAAAACApIRqAAAAAAAAAJISqgEAAAAAAABISqgGAAAAAAAAICmhGgAAAAAAAICkhGoAAAAAAAAAkhKqAQAAAAAAAEhKqAYAAAAAAAAgKaEaAAAAAAAAgKSEagAAAAAAAACSEqoBAAAAAAAASEqoBgAAAAAAACApoRoAAAAAAACApIRqAAAAAAAAAJISqgEAAAAAAABISqgGAAAAAAAAICmhGgAAAAAAAICkhGoAAAAAAAAAkhKqAQAAAAAAAEhKqAYAAAAAAAAgKaEaAAAAAAAAgKSEagAAAAAAAACSEqoBAAAAAAAASEqoBgAAAAAAACApoRoAAAAAAACApIRqAAAAAAAAAJISqgEAAAAAAABISqgGAAAAAAAAICmhGgAAAAAAAICkhGoAAAAAAAAAkhKqAQAAAAAAAEhKqAYAAAAAAAAgKaEaAAAAAAAAgKSEagAAAAAAAACSEqoBAAAAAAAASEqoBgAAAAAAACApoRoAAAAAAACApIRqAAAAAAAAAJISqgEAAAAAAABISqgGAAAAAAAAICmhGgAAAAAAAICkhGoAAAAAAAAAkhKqAQAAAAAAAEhKqAYAAAAAAAAgKaEaAAAAAAAAgKSEagAAAAAAAACSqlXVEwAAAAAAoHppVK9RVU8BALY5/76rWkI1AAAAAABZrut7eVVPAQDYzln6GwAAAAAAAICkhGoAAAAAAAAAkhKqAQAAAAAAAEjKM6oBAAAAAHZw77//ftZ2586do3bt2lU0G9j6CgsLY9q0aVljrnO2J65xaiKhGgAAAABgB1dUVFTVU4BtznXO9s41Tk1j6W8AAAAAAAAAkhKqAQAAAAAAAEhKqAYAAAAAAAAgKaEaAAAAAAAAgKSEagAAAAAAAACSEqoBAAAAAAAASEqoBgAAAAAAACApoRoAAAAAAACApIRqAAAAAAAAAJISqgEAAAAAAABISqgGAAAAAAAAICmhGgAAAAAAAICkhGoAAAAAAAAAkhKqAQAAAAAAAEhKqAYAAAAAAAAgKaEaAAAAAAAAgKSEagAAAAAAAACSEqoBAAAAAAAASEqoBgAAAAAAACApoRoAAAAAAACApIRqAAAAAAAAAJISqgEAAAAAAABISqgGAAAAAAAAICmhGgAAAAAAAICkhGoAAAAAAAAAkhKqAQAAAAAAAEhKqAYAAAAAAAAgKaEaAAAAAAAAgKSEagAAAAAAAACSEqoBAAAAAAAASEqoBgAAAAAAACApoRoAAAAAAACApIRqAAAAAAAAAJISqgEAAAAAAABISqgGAAAAAAAAICmhGgAAAAAAAICkhGoAAAAAAAAAkhKqAQAAAAAAAEiqVlVPAADYfpSWlpY7XlhYmHgm1DRFRUVlxgoLCyu8pqCmcY2zvXONs71zjbO9c42zI3Cds71zjbOpKvo725TXTE6pKxQA2EpWrVoVM2bMqOppAAAAAACwGfbaa69o2LBhkvey9DcAAAAAAAAASQnVAAAAAAAAACQlVAMAAAAAAACQlFANAAAAAAAAQFI5paWlpVU9CQBg+1BSUhJfffVVmfFatWpFTk5OFcwIAAAAAID1lZaWRlFRUZnx+vXrR25umnudhWoAAAAAAAAAkrL0NwAAAAAAAABJCdUAAAAAAAAAJCVUAwAAAAAAAJCUUA0AAAAAAABAUkI1AAAAAAAAAEkJ1QAAAAAAAAAkJVQDAAAAAAAAkJRQDQAAAAAAAEBSQjUAAAAAAAAASQnVAAAAAAAAACQlVAMAAAAAAACQlFANAAAAAAAAQFJCNQAAAAAAAABJCdUAAAAAAAAAJCVUAwAAAAAAAJCUUA0AAAAAAABAUkI1AAAAAAAAAEkJ1QAAAAAAAAAkJVQDAAAAAAAAkJRQDQAAAAAAAEBSQjUAAAAAAAAASQnVAAAAAAAAACQlVAMAAAAAAACQlFANAAAAAAAAQFJCNQAAAAAAAABJCdUAAAAAAAAAJCVUAwAAAAAAAJCUUA0AAAAAAABAUkI1AAAAAAAAAEkJ1QAAAAAAAAAkJVQDAAAAAAAAkJRQDQAAAAAAAEBSQjUAAAAAAAAASQnVAAAAAAAAACQlVAMAAAAAAACQlFANAAAAAAAAQFK1qnoCAABUneLi4njhhRfiySefjEmTJsWiRYtizZo10bBhw9hjjz3igAMOiBNOOCE6dOiQfG5TpkyJRx99NN59992YO3durFy5MurUqRP5+fnRvXv3OProo+N73/veFr3HqlWr4t///ne89NJLMX369Fi2bFkUFRVFs2bNokOHDnHQQQfFCSecEC1atNii93n99dfjmWeeiXfeeScWLFgQK1asiPr160fz5s2ja9eu0bt37/jJT34S9erV26L3oSzXeJprvKCgIF577bV49tlnY9KkSbF48eL48ssvo2HDhtGqVavo2bNn/PjHP97iz0NZrvE013hFSkpK4owzzog33ngjIiLy8/Pjueee2ybvtaNyjW/7a7ywsDCefvrpeP3117P+GV6nTp1o1qxZ7LnnnrH//vvH0UcfHbvvvvsWfZ4dRYprY1PNnz8//vnPf8abb74ZM2fOjC+//DLy8vJi5513js6dO8dhhx0WRx99dNSpU2ez3yPVn9cUn4UNc41v22v8rbfeiueeey4mTpwYc+fOjS+//DJKS0ujWbNmsdtuu8W+++4bP/zhD6NXr15b9D5UzDVedf/dNWzYsLj11lsz288++2y0adNmm70fVS+ntLS0tKonAQBAepMmTYrLL788Pvzww43ue8opp8SgQYOifv3623xeCxcujD/+8Y+V+ov+Aw44IK6//vrIz8/f5Pd59NFH47rrrosvvvhig/vVr18/Lrnkkujfv/8mv8eMGTPi8ssvj6lTp2503+bNm8eFF14YP/vZzzb5fSifa3zbX+MRES+88EIMGTIkPv30043u27lz57juuutir7322qz3IptrPM01viG333573HzzzZltoXrrco1v+2v8wQcfjGHDhsWiRYs2um9eXl4ceeSRceWVV0bz5s03+b12BKmujU1RUFAQw4YNi7vvvjuKioo2uG9+fn5cf/31ccABB2zy+6T485rqs1Ax1/i2vcbffvvt+POf/xwzZsyo1P49e/aMK6+8Mrp27bpJ70PFXONV+99db7/9dpx22mlRXFycGROqt39CNQDADuipp56KCy+8MAoLCyt9TPv27WPMmDHb9C8mZ86cGWeeeWbMnz+/0sc0atQo7rzzzth3330rfcwNN9wQo0aN2qS5HXXUUTF06NDIza3c03OefvrpuOiii2Lt2rWb9D59+/aNIUOGRE5OziYdRzbX+La/xiMirr/++rj77rs36X3q1KkTt956a3z/+9/fpOPI5hpPc41vyPvvvx8///nPs/7CUKjeelzj2/YaLygoiIsuuiieeuqpTXqPiIhWrVrFbbfdFt26ddvkY7dnqa6NTbFq1ao4++yzM6s+VEZubm5cdtllcdppp1X6mBR/XlN9FirmGt+21/idd94ZQ4cOjZKSkkq/R8TX/239pz/9KU488cRNOo6yXONV+99dX375ZfTp0yc+//zzrHGhevsnVAMA7GDee++9OPXUU7P+H5AmTZrEcccdFz169IiGDRvGnDlzYsKECfHee+9lHduzZ8+45557om7dult9XsuWLYsTTzwx5s6dmxnLy8uLH/3oR3HwwQfHzjvvHIsXL46XXnopnn322awwsNNOO8U//vGPaNu27Ubf56677oq//OUvWWNt27aNPn36RMeOHSMi4sMPP4xHH300Zs+enbXfGWecEZdddtlG32PixIlx6qmnRkFBQdZnOfzww+Pggw+OVq1axapVq2LSpEnxyCOPlLlTqrLvQ/lc49v+Go+IuPrqq2Ps2LFZY82bN48TTzwxOnToEM2aNYu5c+fGc889F6+88krWfnXr1o1HHnkk2rdvX6n3IptrPM01viErV66MPn36lDm/UL11uMa3/TX+/2vvvsOjqPY/jn9CCgkkoQbQBKWqFJEgRekiKEU6giJYuRakCAiIEcUGXIpykSbcHyAgxauIAioSURRFQYo0qdJCJxCSEEISyO8PHhZmZ7PZSbJDQt6v5+F5PCcz55yJ39ns7nfOOa+88oq+/fZbQ12RIkXUunVr1axZU8WKFdOFCxe0b98+ff/996bZfcWKFdOiRYt0++23Z9pXfmBXbFiRnp6u3r17m16TIiMj1bp1a0VEROj8+fPavHmzvv76a8XHxzuOKVCggD766CM1b948037suF/tuhZkjBj3bozPnz9fb7/9tqHOz89PzZs313333afSpUvr8uXLOnLkiH755RetWbNG16d1ChQooP/85z966KGHMr0euEaM3/j3Xf369dOKFStM9SSqb34kqgEAAPKRixcvqlWrVoYPX5GRkZo4caJKlSplOv7LL7/Um2++aUi49unTR3379s3xsQ0YMEDffPONoxwWFqbJkyfrnnvuMR27ZcsW9e/f3/Ckbd26dTV37ly3fezevVsdO3Y0fKh87LHHFBUVZdrHKSUlRWPGjDG1OWfOHNWrVy/DPi5duqSOHTtq165djroyZcpo8uTJLpdkS0hI0KuvvqqffvrJUefj46OFCxeqZs2abq8HZsS492NcurIc7dChQw11zz77rPr37+9yr/Vff/1VAwcONDyUUbt2bX366adu+4EZMW5PjGfm1Vdf1dKlS031JKqzjxj3fowvX75cAwcONNR16tRJUVFRCg4OdnnOkiVLNGLECF24cMFRV6tWLS1YsMDt9eQXdsSGVQsWLNCIESMcZV9fX73zzjvq0qWL6dhTp05p4MCBWrdunaMuNDRU0dHRKlKkSIZ92HW/2nEtcI8Y916Mx8TEqHXr1oaVuKpXr64JEyZkmPjcsmWLXnnlFcO4QkJC9P3337M1QxYR4zf2fddnn32m4cOHu/wZieqbX86sdwUAAIA84ZNPPjF8AClXrpymT5/u8gOIJHXs2FFjx441LEM9c+ZMnT59OkfHtXnzZsOHQn9/f02fPt3lh0JJqlGjhmbOnKmiRYs66tatW2dI9rry73//2/DFb6tWrTRixAjTF7/SlSXU3njjDfXo0cNQP3bsWLl71vO3334zJKn9/f01Y8aMDPcNCwkJ0UcffaRq1ao56tLT0y0vp4wriHHvx3hiYqL+/e9/G+oGDRqkoUOHukxSS1KDBg00YcIEQ92ff/6pHTt2uL0emBHj3o/xzCxZssRlkho5gxj3boynp6dr/PjxhroOHTpo1KhRGSaprx4zYcIEw+9548aNPJgh+2LDivPnz+s///mPoS4qKsplckO6kpCZPn26atSo4aiLj4/XtGnT3PZjx/1q17UgY8S4d2N80qRJhiR15cqVNWfOHLezc2vUqKE5c+YYktIJCQmaPn262+uBa8T4jX3ftW/fPo0cOTLL5yPvI1ENAACQT6SlpWnevHmGutdee02hoaFuz2vZsqXatWvnKCclJeX4k8KzZ882lHv27KmqVau6Pad8+fIaPHiwoe7jjz/O8Ph9+/YZlh8ODAzU8OHDM90LeujQobrtttsc5a1bt2rt2rUZHr969WpD+ZFHHtEdd9zhto+AgAD169fPUPfzzz9nK5GSHxHj9sT4/PnzdebMGUf5gQce0PPPP++2D0m6//77Vb9+fUPdypUrMz0P1xDj9sS4OwcPHtQ777zjKF9dhhk5gxj3foxv2LDBNAPvjTfecNv+VU2bNlXr1q0Ndc7Lh+dHdsSGVV999ZXOnj3rKFevXl1PPPGE23OCgoI0duxY+fr6Ourmz5+vxMREl8fbdb/acS1wjxi/JqdjPDk52bTU8fDhw1W4cGG3fUhSRESE+vfvb6j77rvvMj0PZsT4NXa/70pJSdGgQYMcK7aEhYUZHgBA/kCiGgAAIJ9Yu3atTpw44ShHRESoadOmHp379NNPG8o5+aVkYmKioqOjDXXdu3f36Nz27durWLFijvKmTZt07Ngxl8cuWbLEUG7VqpVKlCiRaR8BAQGmD4TLly/P8PiYmBhD+e677860D0m69957DeWkpCTDB1NkjhhfYih7K8YXLVrk+G8/Pz9FRUVl2sdVjzzyiHx8fBQaGqrbbrtNSUlJHp8LYtyuGM9IamqqBg0apPPnz0uSihYtakhaI/uI8SWGsjdi3Hm2V4sWLRQSEpJpH1e1bdvWUN6wYYPH596M7IoNq7766itDObPkxlXlypVTkyZNHOXk5GT98MMPLo+1636141qQMWLcuzG+bt06w/vhiIgIS9uTtGnTRgUKXEvxHDt2zPAwEjJHjN/Y911jx47V33//LenKFmgjR4706EEN3FxIVAMAAOQTv/zyi6H84IMPZjpD56qqVavq1ltvdZQPHjyo7du358i4fv/9d6WmpjrKVapUcbvM2fX8/f3VuHFjRzk9PT3Dp8idr7958+Yej/HBBx80lKOjow3Lcl7POfF2+fJlj/q4/qnnq67/vSBzxLj3Y3zHjh2GhzGaNWvm8bVIV5aO3b59u9avX6+VK1dq2LBhHp8LYtyu1/GMTJgwQVu3bnWU33vvvQyXRUTWEOPej/E9e/YYyjVr1vS4D0mGmduScnyJ9bzGrtiwIi4uTlu2bHGUCxQooGbNmnl8vnMsZZR8sON+tetakDFi3HheTsd4dl+TQ0JCTHtSnzp1ylIb+R0xbjzPzvddq1evNszE7tmzp+H3ifyDRDUAAEA+sXHjRkPZeQZvZiIjIw3l9evXZ3tMUvbHVatWLUN53bp1pmOSkpK0c+dOt+e5U7ZsWYWFhTnKcXFx2r17t8tjnZMWmzdv9qiP65MfklSoUCGVLFnS4zGCGLcjxn/99VdD+aGHHvK4D+nKAxmuHsqAZ4hxe17HXVm7dq3+7//+z1Hu2rWrWrRo4fH58Awx7v0Y79ixo/r06aOuXbuqadOmKl++vMd9SHIszXmVp19o36zsiA2r/vrrL8ODkpUqVbK0jKrzmDZs2OByOxo77le7rgUZI8av8UaM33vvvRo4cKB69Oihhx56yLC/sKecH5S+foY1MkeMX2Pn+65Tp05p2LBhjnHdcccdpqXUkX/43egBAAAAwPvS09O1b98+Q11m+yY7q1ixoqF8dXmm7HL+EtXquCpVqmQoO3/JK115Uv36D2ZhYWGmJ88zU7FiRcPT6X///bfLfavq1aunpUuXOsorVqzQSy+9ZBrn9S5fvqwpU6YY6po0aUJCzwJi3J4Y/+uvvwxlq7M+kHXEuH2v487OnDmjwYMHO/ovX768Xn/9dUt9I3PEuD0x3rJlS7Vs2dJSu9dzfgCvdOnSWW7rZmBHbFi1a9eubI3p9ttvl7+/v2OGYXx8vGJiYgwzDO26X+24FrhHjGe9H09ivGbNmtl6P717925Tojq/vy5bRYxnvZ+svu9KT0/Xa6+9ptjYWElSwYIFNX78eAUEBFjqHzcPHq8BAADIB06ePGn4AOvj46OIiAhLbTgff/jw4RwZ26FDhwxl5yUlM+M8ruPHjyslJcVQd/DgwWz14aqfjK6/devWhhlNqampev755zP8wHrx4kUNGzZMv//+u6MuICBAffv2tTzG/IwYtyfGr1+esGDBgoYvO86cOaNPP/1Uzz77rJo3b64aNWqoXr16ateunUaNGmVYvg7WEeP2vY47e/311x3JP39/f40bN05BQUGW+4d7xPiNi3ErFi9ebCg7z6bKb+yIjeyOyWpS1tfXV7fccouh7vptPyT77lc7rgXuEeNX5Ka/Sdf74osvDOXw8HAS1RYR41fYGeMzZ87UmjVrHOXBgwdbTpLj5sKMagAAgHzg5MmThnLx4sXl7+9vqQ3nJa2d28wq5z20rO73WaJECfn4+DhmIV2+fFmxsbGGD2bZ7UOSIfksZXz9hQsX1ujRo/Xiiy86nmA+cuSIOnfurIceekgNGjRQWFiYkpOTtWPHDi1ZskTHjx93nF+wYEGNGzfO9HQy3CPGvR/jly5d0pEjRxzlq1+CpaSkaMKECZozZ45pX/WLFy8qLi5Ou3bt0uzZs/Xwww/rjTfeYF/fLCDG7Xsdv97cuXP1448/Osr9+/dX9erVLfeNzBHjNybGrVi+fLlp/0mrW0DcbOyIDbvHJF2JpesTJSdOnDD83K771Y5rgXvE+BW56W/SVYcPH9bChQsNdWxLYh0xfoVdMb59+3Z9+OGHjnKTJk3Us2dPS/3i5kOiGgAAIB84c+aMoRwaGmq5jeDgYEM5Pj4+W2OSruxz6LxUmdWx+fv7KygoyNDOuXPnDB8Mry4pldU+JCkkJMRQdnf9DRs21MyZMzV06FAdPXpUkpSWlqZvvvlG33zzTYbn1a1bV1FRUbrrrrssjy+/I8a9H+Nnz541JKJDQkJ07tw59erVy+PZ0itWrNBff/2ljz/+mDi3iBi393VcurLs4tixYx3levXq6bnnnrPcLzxDjNsf41YcP35c7777rqGuXLlyatq0aY71kdfYFRtWOcdSkSJFLLeRWSzZdb/acS3IGDF+TW75m3RVamqqhg4dquTkZEedn5+fnnjiiRzrIz8gxq+xI8aTkpI0cOBAx2fKEiVKaNSoUZb7xc2HRDUAAMANtmDBAo0YMSLH250zZ47q1asn6coHsOsVKlTIcnvO5zh/oMsK53G56scThQoVMozHeWzXf4CXrsx6zkof18vs+uvWratvv/1WU6dO1fTp03X58mW3x1etWlV9+vS5KZN3xLj7fjyRG2I8Li7OUPb19dWLL75oSFI3aNBATZs2VUREhFJSUrRv3z599913hr3fjh8/rueee06LFy++aZYmJMbd9+OJ3BDjzv0NHDhQFy9elCQVLVpUY8aMUYEC+XMHNWLcfT+eyG0xbkViYqJeeOEFnT171lD/+uuvy9fXN0f6yIvsig2rnGPJG/eSXferHdeCjBHj3u0jO9566y1t2LDBUPf0009naduI/IwY924fzt59910dOHDAUR41apRKlChhuV/cfEhUAwAA5APOeyRZXdJJuvKE9vWcl/jNCldtZGVszl+SpqWlGcrO1+98LZ6wev3btm3ThAkTtGbNGscyYO7s2LFDTz75pBo2bKj3339fZcqUsTzG/IwY936MO3/xcH2CulSpUvrggw9Up04dU7svvfSSPv30U40aNUqXLl2SJJ0+fVoDBgzQ/PnzLY8zvyLG7X0dHzlypPbu3esov/POO7wuexkxbv97FU8kJibqX//6l3bu3Gmo7969u5o0aZLt9vMyu2LDqpyIJavx6q371Y5rQcaI8Wtyy98kSXrvvfdMe1NXrVpV/fv3z5H28xNi/Bpvx/jy5cu1ePFiR7lHjx75/n0ErsmfjwIDAADkM86zebMyI8zVOZ4kYN25mrTKrJ/MOH8Ic75e535y4vrdXfvs2bPVrVs3/fLLL47jGjZsqIkTJ+qXX37R1q1btXbtWs2aNUtdunQxfMBbs2aNOnfubEiQIHPEuPdj3PnLjKuKFy+uhQsXukxSX223Z8+eGjlypKF+w4YNhr1/4R4xbt/r+MqVK7Vo0SJHuUuXLnr44Yct9wdriHF736t44ur2Dhs3bjTU16tXT6+//nq22r4Z2BUbVjmPKyuz3jMbk133qx3XgowR49fkhr9Jly9f1ttvv625c+ca6sPCwjRlyhQFBARkue38ihi/xpsxHhMTo7feestRrly5soYMGWK5P9y8mFENAABwg4WFhalWrVo53u71exI5P+nq6gNZZpyfwPX395ePj0/WBpfBuKQrY7P6xLDzk7vOH9Kdnw7OievP6IuARYsWGfZZCggI0LvvvqsOHToYjitevLjq16+v+vXrq0ePHnr55Zd15MgRSVdmmz7//PP6+uuvTfs+5UXEuFFej3Fnb7/9tsLDwzM9rkOHDlq5cqWio6MddZ988okeeOABawPNhYhxo7wc48ePH9cbb7zhKJcrV05RUVGW+7rZEONGeTnGPXX06FH16tVL+/btM9TffffdmjJlSpZmXt1s7IqN7I4rKzP7Moslu+5XO64FGSPGr7nRf5MuXryowYMHa8WKFYb6okWLatasWdnaDzk/I8av8VaMX7p0Sa+++qoSEhIc4xg/frwKFixouT/cvEhUAwAA3GDNmzdX8+bNvdpHYGCgoZzRzEh3cmJpKGfO47raj9UPLZl9MHRuLyeu39WHz6NHjxqS1NKVpdnat2/vtu0qVapo1qxZ6tq1q2Mf4CNHjmjy5MkaOnSo5bHmNsS4uZ+8GOOuvrApV66cWrRo4XEfTz/9tCFRvWHDBiUnJ7v8PeUlxLi5n7wY45cvX9bgwYMdr8P+/v4aO3Zslvbsu9kQ4+Z+8mKMe2rr1q3q3bu3Tp48aaiPjIzUjBkzboqH6HKCXbGR3XF5I5bsul/tuBZkjBjP2T6y+jcpNjZWffr0Ma1uUbJkSc2cOVOVK1fOUrsgxnO6D1cx/tFHH2nTpk2O8quvvqo777zTcl+4ubH0NwAAQD5QpEgRQzkxMdFyG+fPnzeUQ0NDszUm6cpMKuclqbwxNm9c//WzwK6aO3euLly44Cg3aNAg0yT1VbfffrtpX7H//e9/Sk5OtjzW/IgY936MFy5c2HROo0aNLM0MiYyMNCT9UlJS9Pfff1scaf5EjHs/xqdNm6Z169Y5yn379lWNGjUs94OsIcbtea+SmWXLlumJJ54wJakbNmyomTNnZqnNm5VdsWGVHbFk1/2aW+6L/IoYz9k+snLdO3fuVJcuXUxJ6oiICM2bN4+EXzYR4znbh/N1r1+/Xh9//LGj3LBhQz355JOW+8HNjxnVAAAA+UDx4sUN5bNnz1pu48yZM4ZyyZIlszUmSfLx8VGxYsV0+vRpw9isLF0WHx9veoLZeWwlSpQwlLNy/bGxsW77kKRVq1YZyt26dbPUR+fOnTVmzBhHsjshIUF//fWX6tWrZ3G0+Q8x7v0Yd/4dS1dmVFvh5+en8PBw7dmzJ8N+4Rox7t0Y3759uyZPnuwo33LLLapWrZp+++03t21ef93SlaU5nc+pVKmSSpUqZXm8+Q0xbs97lYykp6drwoQJmjZtmulnHTp00Hvvvcdy307sig2rnGPp6ioRVjjHUlhYmKFs1/1qx7UgY8T4NTfib9L333+voUOHKikpyVBftWpVTZ8+nVjOAcT4NTkd40lJSXr11Vcde2H7+fmpXbt2Wrt2babtXrx40VDeuHGjDh065CiXKlVKlSpVsjxe5F4kqgEAAPKBiIgI+fj4KD09XdKVp2XPnz/vcoZkRk6cOGEo59Q+WGXLljV8MDxx4oSqVq2a5XEVKVLEtExr2bJl3Z6TlX6crz85OVkHDhww1NWsWdNSHwULFlT16tW1fv16R93evXtJVHuAGPd+jBcvXlyBgYGGWf5ZWbLb+Wn+q/uVwT1i3LsxvmvXLsM+e8eOHdNzzz1nuY/Tp0/rmWeeMdSNGjVKnTp1stxWfkOMe/91PCNJSUkaNGiQ6YE7SerTp4/69u1reSz5hR2xkZUxuesjK+MqU6aMoWzX/WrHtcA9YvzG/E2aPHmyPvroI0f/Vz3wwAMaP368pXHAPWLcOzF+5swZHT9+3FFOS0vTkCFDPG77eoMHDzaUO3bsqNGjR2epLeROLP0NAACQDxQsWFDh4eGGuv3791tqwzkJm1NPsJYvX95QtjqugwcPGsquxlWhQgVD2flastKP815g586dM53jvJyWJ5yfniaJ5xli3Psx7uPjo9tvv91Qd+rUKcv9OC8RFxQUZLmN/IgY936M48Yixm9MjMfGxqpnz56mJHVAQIDGjRtHkjoTdsSGVc6xZHVM8fHxhpl1fn5+pjbtul/tuBa4R4xnvZ+s/E1KS0vTsGHDNHHiRFOS+sknn9SUKVNIUucwYjzr/XjrfRfyHxLVAAAA+cTdd99tKO/YscPS+du2bTOUrTxl7I7zuLZv327p/K1btxrKrsZ16623GhLA58+ft/QFcHJysvbt2+co+/j4mPYDc/XUtPOSsJ5wXtqNffQ8R4x7N8YlmfbrzUoixfnJ+1tvvdVyG/kVMe79GMeNRYzbG+PHjx9X9+7dTb+34sWL65NPPlHbtm097j+/siM27B6TczxUqFBBAQEBmfbjjfvVrmtBxojxa7z9NyklJUX9+/fX4sWLDfV+fn4aMWKEoqKiVKAA6ZycRoxfk1vedyH/4ZUNAAAgn3BePjqzfTevl5iYaPgA5uvrm2PLUTu388cff5ieHnfH+Trq16/vUT9Wrv+PP/4w7DtVtWpV055OISEhppmhVj/oSTLs3StJpUuXttxGfkWMezfGJem+++4zlH/66SfTnmzu7Nu3z7DHmr+/P7NaLSDGvRfjnTp10q5duyz/++GHHwz9hIeHm45h2W/PEePefx2/6vTp03rqqadMyfAKFSros88+U61atTzuOz+zKzasqFChgmEv0pMnTxoeYsjMr7/+aig3aNDA5XF23K92XQsyRoxf482/SZcuXdLAgQMVHR1tqC9cuLCmTZumxx9/3OO+YQ0xfk1OxnhERESW3lvv2rXLNNP7hx9+MPycZb9vPiSqAQAA8olmzZoZnsD+6aefXC5X7cry5csNX37Wrl07S8tau1KxYkWVK1fOUT516pTWrFnj0bn//POP4cNR4cKFTYm0qx588EFD+auvvvJ4jF9//bWh3KxZM5fH1a5d21BesmSJx31I0oYNG3Ts2DFH2c/PT3Xq1LHURn5GjHs/xps0aaKCBQs6ynFxcVqxYoXH/TjPEKlXrx5Lf1tAjHs/xnFjEeP2xHhaWpr69OljSlJHRkZqwYIFpr0xkTG7YsMKHx8f0/9/T9+TXrp0ScuXLzfUOcflVXbcr3ZdCzJGjNvzN2ncuHFauXKloS4sLEyffvqpGjVq5FGfyBpiPPe970L+Q6IaAAAgnyhdurThQ+6FCxc0ceLETM+Lj4/X1KlTDXWPPfZYjo7t0UcfNZQ//PBDpaSkZHre2LFjDU87t2vXzuUS3JLUokULFS1a1FHevHmzRwm2LVu26Ntvv3WU/fz8TOO9qmXLlobyqlWr9Msvv2TahySlpqZqzJgxhrr69evzYc8CYtz7MR4SEqJ27doZ6kaPHq34+PhM+zl06JDmz59vqMuoH7hGjHs/xnFjEeP2xPj48eO1adMmQ13dunU1a9YsQ//wjB2xYVWXLl0M5Xnz5ikmJibT8+bMmWN4aLJixYoZPjRp1/1qx7XAPWL8Cm/F+I8//qhZs2YZ6sLCwjRv3jxVqVIl0/6QfcT4FbnpfRfyFxLVAAAA+ciLL75oKM+bN0+ffvpphscnJyerT58+hg86d9xxhx5++GG3/bz22mu68847Df/ceeyxx1SsWDFHefv27Ro2bJguXbqU4Tnjxo3TqlWrHOWCBQvqX//6V4bHFyxYUM8884xpnFu2bMnwnMOHD6t3796GcTz66KMZLsfdvn17w9PY6enpGjp0qOnLYGcpKSkaOnSoNm/e7KgrUKCABgwY4PY8mBHj3o1xSXr55ZcVGBjoKJ86dUrPP/+8zpw5k+E5p06d0ssvv2zYg/2OO+5QixYtMjwHrhHj3o9x3FjEuHdjfMuWLaaESMWKFTVlyhRWuMgiO2Jj8eLFpnj9448/Mjy+Ro0ahqVek5KS9MILL7j9W/3jjz9q3Lhxhro+ffpkeLxkz/1q17UgY8T4NTkd40lJSYqKijIkO4OCgjRjxgzD50p4FzF+jbfedwHukKgGAADIR2rVqqWOHTsa6t555x1FRUUZns5NT0/Xb7/9ps6dOxs+PPn6+uqtt96Sr69vjo4rODhYQ4YMMdQtW7ZMTzzxhCF5K0l79+5V7969NWPGDEP9yy+/bNrLyNnTTz+tChUqOMpJSUnq0aOHZsyYoYSEBEf9xYsX9fnnn6tz5846deqUo75UqVLq379/hu37+/vrvffek7+/v6MuNjZWPXr00OjRo7V//37D8SkpKYqOjlbnzp1Ny3O98MILqlq1qtvrgRkx7t0Yl6RbbrlFb7zxhqFu06ZN6tKlixYtWqSLFy866lNSUrR06VJ17txZu3fvdtT7+fnp7bffzvHfc35AjHs/xnFjEePejfGJEyea9t589NFHtXXrVv32229Z+nf9635+ZFdsWBUVFWV4sGzv3r3q0KGDvvvuO6WlpTnqY2Nj9cEHH6h3796G+oYNG6p169Zu+7DrfrXjWpAxYtx7MT5v3jzFxsYa6lq2bKmzZ89m+TX55MmTbq8JZsR47nvfhfzFJ93KzvAAAADI886fP69evXpp48aNhnofHx9FREQoNDRUx44dc/mkblRUlJ588slM+3jttdf05ZdfGup27dqV6Xnvv/++5syZY6oPCwtT6dKldfbsWR05csT084ceekgTJ06Uj49Ppn3s27dPTz31lOFLXUkKCAjQbbfdJj8/Px06dMgw81O68mT7rFmzFBkZmWkfy5Yt09ChQw0fEq8qUaKEypQpo9TUVB06dEjJycmmYzp16qSRI0d6dD0wI8a9H+OSNHv2bI0ePdqU8PD391fZsmUVEBDgsh8fHx+9++67LL2cDcS4PTHuiZiYGMO+f+Hh4YbZNcgaYtw7Mb537161adMm0/6t+uGHHxQREZHj7eY13oyNxYsXa9iwYYa6OXPmqF69em7H9O233+rVV181vScNCQlR2bJldeHCBcXExBj2GZWkcuXKaeHChYYZhhmx436161rgHjGeszF++fJlNWrUSKdPn850DFaMGjVKnTp1ytE28wti3Luv455q1qyZ4ffM+4ybHzOqAQAA8pnChQvrv//9rxo3bmyoT09P1+HDh7V9+3bTB5CAgACNGDEixz+AOIuKitKLL76oAgWMb1NPnTqlbdu2ufxQ2LlzZ3344YceJ3UrVqyoOXPmmJZSS0lJ0d69e7Vz507TF79hYWGaOXOmx8mNRx55RJ988onKlClj+llsbKy2b9+u3bt3m5LU/v7+eu211zRq1CiS1NlAjHs/xqUrs/7GjRtn2s80NTVV//zzj8t+QkJC9MEHH5CkziZi3J4Yx41DjHsnxn/++WeP+kfW2BEbVrVq1UoTJkxQcHCwoT4hIUE7duzQ/v37TcmNGjVqaN68eR4ndu26X+24FrhHjOdsjO/YsSPHk9TIHmI8973vQv5AohoAACAfKly4sGbMmKH//Oc/qlatWobH+fv7q2XLllqyZIkef/xxW8Y2YMAAffHFF2rSpIlhCW1nkZGRmj59ukaOHCk/Pz9LfVSoUEFLly7VoEGDdOutt2Z4XGhoqJ555hktX75ctWrVstRH7dq19d133ykqKkrly5d3e2zRokXVvXt3rVixwrQ3JbKGGPd+jEtXHsr4/vvv9eyzz7rd8zckJEQ9evTQ8uXLWXozhxDj9sQ4bhxiPOdj/PolPOEddsSGVS1atNCKFSvUrVs3hYSEZHhc2bJl9cYbb2jhwoUKCwuz1Idd96sd1wL3iPGci3Fek3MnYjz3ve/CzY+lvwEAAKCjR4/qr7/+0unTp5WYmKiQkBDddtttqlmzpkJDQ2/YuBISErR+/XqdPHlScXFxCgwMVJkyZVSzZk2Xs5WzaseOHdqzZ49iY2OVlpamIkWKqHLlyqpevboCAgJypI8TJ05o8+bNio2NVXx8vAIDA1WsWDFVqlRJVapUMT21jZxFjHs/xtPT07V9+3bt379fp0+f1sWLF1W0aFFVqlRJNWrUyLF+4Box7v0Yx41FjBPjeY1dsWFFamqqNm7cqJiYGMXGxqpAgQIqWbKkqlWrpkqVKuXYjEA77le7rgUZI8Zz398k5CxinBiHPUhUAwAAAAAAAAAAAABsxbQNAAAAAAAAAAAAAICtSFQDAAAAAAAAAAAAAGxFohoAAAAAAAAAAAAAYCsS1QAAAAAAAAAAAAAAW5GoBgAAAAAAAAAAAADYikQ1AAAAAAAAAAAAAMBWJKoBAAAAAAAAAAAAALYiUQ0AAAAAAAAAAAAAsBWJagAAAAAAAAAAAACArUhUAwAAAAAAAAAAAABsRaIaAAAAAAAAAAAAAGArEtUAAAAAAAAAAAAAAFuRqAYAAAAAAAAAAAAA2IpENQAAAAAAAAAAAADAViSqAQAAAAAAAAAAAAC2IlENAAAAAAAAAAAAALAViWoAAAAAAAAAAAAAgK1IVAMAAAAAAAAAAAAAbEWiGgAAAAAAAAAAAABgKxLVAAAAAAAAAAAAAABbkagGAAAAAAAAAAAAANiKRDUAAAAAAAAAAAAAwFYkqgEAAAAAAAAAAAAAtvK70QMAAAAAAADIb86cOaNdu3YpJiZGiYmJSk5OVnBwsEJDQ3X77beratWqCggIuNHDzDP++ecfbd26VSdPnlRaWpoKFSqk4sWL67bbbtMdd9yhoKCgGz1EAAAAAE5IVAMAAAAAANhg165dWrZsmVauXKn9+/e7Pdbf3181a9ZUp06d1LJlSxUqVMimUeYt27dv11tvvaWtW7dmeMzcuXNVt25dG0d1c/roo480adIkRzk8PFyrVq26gSMCAABAXkeiGgAAAAAAwIu2bNmijz76SD///LPH56Smpmr9+vVav369xo4dq0GDBqlz587y8fHx4kjzlrVr16p3795KSkpye9xdd91l04gAAAAAWMEe1QAAAAAAAF5w4cIFjRw5Ut26dbOUpHZ25swZRUVF6bnnnlNCQkIOjjDvunDhgoYMGZJpkjo8PFyhoaE2jQoAAACAFcyoBgAAAAAAyGFnzpzRCy+8oC1btph+5ufnp4YNG6pWrVq68847VaRIERUsWFDx8fE6dOiQNmzYoO+//96UhP3111/VvXt3zZw5U2FhYXZdSq702Wef6eTJk4a6iIgI9erVS1WrVpW/v7/OnTunlJSUGzRCAAAAAJkhUQ0AAAAAAJCD4uLi9Pjjj+vAgQOGen9/fz311FN65plnVLJkSZfn3nffferatauGDx+uqVOnavbs2UpLS3P8fPfu3erbt6/mzJmjgIAAb15GrrZu3TpDOTAwUJ9++qnKlClzg0YEAAAAwCqW/gYAAAAAAMghaWlp6tevnylJHR4ers8//1yDBw/OMEl9veDgYA0ePFjTpk1TUFCQ4WebNm3SmDFjcnLYec7Ro0cN5fvvv58kNQAAAJDHkKgGAAAAAADIITNmzNAff/xhqCtbtqwWLVqku+66y3J7jRo1cpmUnj9/vvbu3ZvlceZ158+fN5TLly9/g0YCAAAAIKtIVAMAAAAAAOSAI0eOaNq0aYa6wMBAffzxx9naU/qhhx5Sp06dDHWXLl3ShAkTstxmXnf9cuiSTLPOAQAAAOR+JKoBAAAAAABywMcff6zk5GRD3YsvvqiKFStmu+1+/fqZ9qT+8ccfdfr06Wy3fTPw8fG50UMAAAAAYJHfjR4AAAAAAABAXnfu3Dl9/fXXhrrQ0FA9/fTTOdL+LbfcoocfflhLly511AUGBmrz5s1q3ry5x+0kJCRo06ZNOnHihM6ePSt/f38VL15ct956q+655x5TMjy7rvZ36tQpxcbGKiAgQCVKlNBtt92mu+++WwUKMIfCGy5evKitW7fq5MmTiouLU3x8vHx8fFSoUCGVKlVKlStXVvny5fNFgv/y5cvatm2bDh8+rNOnT+vixYsqXry4wsLCFBkZqdDQ0Bs9RAAAgHyLRDUAAAAAAEA2ffvtt7pw4YKhrn379jm6JHXXrl2VlJSkOnXqqE6dOqpSpYp8fX0zPe/SpUtasWKF5s6dq7/++kuXLl1yeVyhQoVUv3599erVS5GRkdka67fffqv58+dr48aNpmW6rypatKiaNWum3r17q2zZsm7b69mzp9atW5fhzydNmqRJkyYZ6vr06aO+fftaH3w29OvXTytWrHCUixQpojVr1mTpAYBu3bpp8+bNjnL9+vU1a9asDI8/d+6cvvjiC/3www/asmWLUlJS3LYfFhamNm3a6JlnnlGZMmUsj8+dxYsXa9iwYYa6Xbt2WWrD+f95x44dNXr0aI/P379/v6ZPn65Vq1YpLi7O5TF+fn6qVauWnnzySbVo0cLS+AAAAJB9JKoBAAAAAACy6eeffzbVWZnp7Im6deuqbt26ls7ZuXOnXn31Ve3ZsyfTY5OSkhQdHa3o6Gg1b95c7777rooXL26pv7179+r111/XX3/9lemxcXFxWrx4sZYuXaqnnnpKAwcO9Cjxnpt17tzZkKg+d+6cfv75Z8uxcPDgQUOSWpJpn/LrffbZZxo3bpzOnTvncR+nTp3S7NmztXDhQg0fPlxdunSxNMbcKiUlRWPGjNGCBQsyfEjiqrS0NK1bt07r1q1TrVq1NGbMmEwfmgAAAEDOYX0lAAAAAACAbEhPT9fvv/9uqAsMDNS99957g0Z0xdKlS9WlSxePktTOoqOj1bVrV+3bt8/jc37//Xc9/vjjHiWpr5eamqr//ve/6t27t5KSkqwONVdp2LChwsLCDHXOS8J74quvvjKUQ0JCMpzxO2rUKA0fPtxSkvp6ycnJioqK0sqVK7N0fm4SHx+v5557TnPnzs00Se1s48aN6tatm7Zs2eKl0QEAAMAZM6oBAAAAAACyISYmRufPnzfU3XXXXfL3979BI5LWrFmjYcOGKTU11VAfGhqq1q1bq0GDBipTpoxSUlIUExOjVatWKTo62rAs+OHDh/Xkk09q8eLFKl26tNv+tm7dql69epn6K1q0qNq3b6+6deuqVKlSSk1N1dGjR7V69WqtWLHCsDz1Tz/9pEGDBmnq1Kmm9uvUqaNixYo5yj///LNhqfWKFSuqUqVKhnMqVqzodsze4Ovrqw4dOmjGjBmOuh9//FEJCQkKCQnxuB3n5Hbr1q0VGBhoOu6LL77Q7NmzTfV169ZV8+bNValSJRUpUkTSldndu3fv1sqVK7VhwwbTOe+8846aNGmS4/uU2yU1NVW9evUyPShRoEABNWvWTE2bNlW5cuUUFBSk2NhYbdiwQcuWLdORI0ccx8bGxurZZ5/Vl19+ycxqAAAAG5CoBgAAAAAAyIZ//vnHVOecNLXTsWPH1LdvX1PSuFWrVnrzzTdNy3nXrl1bHTp00M6dOzVkyBDDXsKnT5/WK6+8orlz58rPz/XXSAkJCRowYICpv8cee0xDhgxR4cKFDfX33nuv2rZtq759+2ro0KHatGmT42erVq3SrFmz9MwzzxjO6devn6HcrFkzQ4KxVatWtu9HnZFOnToZEtUpKSn67rvv9Oijj3p0/oYNG3T48GFTm87Onz+vcePGGeoCAwM1fvz4DJcab9CggZ555hn9/PPPGjRokOLj4x0/O3nypH755Rc9+OCDHo0ztxk/frwpSV2pUiWNHz9ed911l+n4Jk2aqE+fPpo6daqmTJniqE9ISNArr7yiBQsW5NmkPQAAQF7B0t8AAAAAAADZcPLkSVPdLbfccgNGcsWUKVNMS2h369ZNH374ods9p++66y59+umnqlGjhqF+48aNWrJkidv+nBOr/fr109tvv21KUl/v9ttv16xZs0z7bk+cODHLy1jnBhUqVFBkZKShzsry387LfleoUEE1a9Y0Hbd06VKdOXPGUDd06FCP9sNu3Lix3nzzTVP9b7/95vE4c5Ndu3aZZpZXqVJFixYtcpmkviogIED9+/fXW2+9Zajftm2bvvzyS28MFQAAANchUQ0AAAAAAJANzst+SzIsU22nmJgYLV682FBXpUoVDR8+XD4+PpmeHxISog8++MCUYJ4xY4YuX75sOj4xMVGfffaZoa5Ro0Z6+eWXPRpvUFCQxo8fr0KFCjnqkpKStGDBAo/Oz62cZ0D/+eefOn78eKbnXZ197a6tq5yPCw8PV7du3TweY6tWrQy/d0kejTE3mj17ttLT0x3lggULatKkSQoODvbo/O7du5v2AJ81a5ahTQAAAOQ8EtUAAAAAAADZ4Dx7WbqSKLsRVq5cqbS0NEPdwIEDLe2XXbZsWfXo0cNQd+DAAa1fv9507NKlS5WYmGjqz4pSpUqpbdu2hrovvvjCUhu5TevWrRUUFOQoX758WUuXLs30vJ9++skwm9zX11ft27d3eWz9+vXVrl07RUZGKiwsTG3btpWvr6/HY/Tz81O5cuUMda5iObdLSEjQsmXLDHVdu3ZVRESEpXZ69eplKO/fv9/lXt4AAADIOSSqAQAAAAAAssHV3s3OyWK7/P7774byLbfcooYNG1pup2vXrqY6V4nqP/74w1AuV66cqlatarm/Bx54wFA+dOiQTpw4Ybmd3CI4ONg0Q9eTRLXzst8NGzZUqVKlXB77/PPPa+zYsVq4cKHWrFmjAQMGWB6n88x5533G84KNGzcqJSXFUNemTRvL7dxzzz2mpfH//PPPbI0NAAAA7pGoBgAAAAAAyAZX+zAnJyfbPo709HRTMrlOnToqUMD61z8REREKDw831LlK2m3cuNFQrl69uuW+JLlMbju3ndc4L9m9a9cu7dq1K8Pj4+LitHr1ardt5JTExERFR0fr6NGjhnpXy7vnds5x4uPjk6WHJXx8fEz7Wef1GAQAAMjtzI/8AgAAAAAAwGOu9qM+e/as7eNISEgw7ZddrVq1LLdXvXp1HTlyxFF2TmrGx8ebZj1v27ZN/fr1s9yXq72AY2JiLLeTm9x3330KDw83/A6XLl2qO++80+Xx33zzjWFGc9GiRdWsWbNsjeHChQs6fPiwDh8+rP3792vv3r3asWOH9uzZ4zIpnRf3ZN6zZ4+h7Ofnp8GDB2eprQMHDhjKeT0GAQAAcjsS1QAAAAAAANlw2223meqck7p2iIuLM9WVLFkyy+2VKFHCUL5+72RXZelKos852ZdVrtrPS3x8fNSxY0dNmjTJUbds2TINGjRIPj4+puO//vprQ7lt27YKCAjwuL8LFy5o1apV2rBhg3bv3q0DBw7o1KlTWb+APMI5TlJTU7VixQqvtA0AAICcRaIaAAAAAAAgG8qVKycfHx/DbNR//vnH9nG4SlSHhIRkuT3nc8+dO6f09HRHktVVfzkpPj7eq+3boWPHjpo8ebIjNo4dO6b169erbt26huMOHjyoTZs2Geo8Xfb73Llzmjp1qhYtWqSkpCSPx+bj4yM/P788uS/19byZTCZRDQAA4F3sUQ0AAAAAAJANwcHBqly5sqFu165dSklJyfG+Vq9erS1btujSpUumn+X0Us5paWmGsq+vr2EmsLcTnN74/dktIiLClJR2njntqu7OO+/0aJ/lbdu2qU2bNpo1a5ZHSeqSJUuqWbNmev311xUdHa3IyMhMz8ntvBmHeT2JDwAAkNsxoxoAAAAAACCb6tatq927dzvKqamp2rBhg+6///4c7eett97SsWPHFBwcrDp16ui+++5T9+7dFRAQoCJFipiOT0xMzHJfzucGBgYayqGhoaZzxo0bp7Zt22a5z5tR586d9ccffzjKK1as0JtvvmlY1ts5Ue3JbOr9+/erZ8+eLhPUQUFBqlq1qu644w5VrFhR5cuXV+XKlVW6dGnDcbl5T2pPk8TOM/8bNGigmTNnemNIAAAAyGHMqAYAAAAAAMimBx54wFT3/fff52gfe/bs0bFjxyRdSSL/+OOPmjNnjiPh6SpRffr06Sz3d/LkSUPZeb9rV/3diL25c7uHH35YwcHBjnJ8fLxWr17tKG/cuFGHDh1ylP39/dWuXbtM2x0yZIgpSV2pUiVNnjxZ69at0/z58zVixAj17NlTDRs2NCWpJSk5OTkrl5Qlrmb8u3Px4kWPjnOOwyNHjljqBwAAADcOiWoAAAAAAIBsuv/++xUWFmaoW7ZsWbZmNDtbtGiRqe7hhx92/HfRokVNs0u3bduW5f62b99uKEdERBjKxYsXV6FChQx1O3bsyHJ/N6vAwEC1bt3aUHf9QwxLly41/Kxp06YqXry42zb//PNPbdmyxVBXrVo1/e9//1Pz5s0Ns7XdOXPmjEfHWXX9EvFXWV1GOzY21qPjwsPDDeWYmJgcve8AAADgPSSqAQAAAAAAssnX11edO3c21MXHx2vevHk50v7Zs2e1ePFiU/31M28LFCigmjVrGn6+fv16yzNZpSvLSjvPqK5SpYqh7Ovrq3vuucdQ9/vvv7vcPzsz586d0yeffKLo6Gjt3LlTCQkJltvIzZyX8v7pp5+UlpamtLQ0fffdd4afdezYMdP2Vq5caaobNGiQ6cEBdxISEhwz9K/KqaXA/fzMuw2eP3/e4/MTExNN8ZeRe++911BOS0vT2rVrPe7rekuXLtXXX3+tDRs26MSJE1m6dwAAAOA5EtUAAAAAAAA54OmnnzYlCqdMmaJ//vkn222///77pkRfs2bNTMnjOnXqGMrHjx/XL7/8Yrm///3vf6a6evXqmepq165tKMfFxWn58uWW+/v88881cuRIvfzyy2rfvr1q166tb7/91nI7uVVkZKQqVKjgKMfHx2vdunX6/fffDbOaS5YsqSZNmmTaXkxMjKnO+SGFzPzwww+mRGxaWpqlNjJSuHBhU52VZej//PNPj5PmzjEvSfPnz/e4r6tOnDihYcOGafDgwerevbsaN26sF1980XI7AAAA8ByJagAAAAAAgBxQrFgxPffcc4a6ixcv6qWXXsrWXtELFy40LQ9doEAB9evXz3Rs+/bt5e/vb6j78MMPLS27fPjwYS1YsMBQFxYWpvvuu890bIcOHeTr62uomzRpkqXZswkJCfrvf/9rqAsMDFTjxo09biMvcJ4pvXLlStM+5u3atXM5G9lZSkqKqc7TPZ0lKSkpSZMmTTLVW12eOyPO+5lLsjTLeeHChR4fe+utt+r+++831P3222+WH9D46KOPTNf/0EMPWWoDAAAA1pCoBgAAAAAAyCEvvPCCqlWrZqg7cOCAnnjiCf3999+W25s3b55GjBjhsh/n2dSSVKZMGbVs2dJQ9/fff+u9997zaIZqQkKCBg4cqKSkJEP9E088YUqAS1f2rXbu7+DBgxo2bJhHs3PT09P1+uuvm/ZKfvTRR13Oys3LnJP60dHRWrVqleEYT5b9lqTSpUub6pyXEM/IxYsXNXDgQB0+fNj0s+TkZI/ayEzlypVVsGBBQ938+fNdJtidffHFF/rxxx8t9ef8gIgkDR48WPv37/fo/OjoaH3++eeGurCwMLVp08bSOAAAAGANiWoAAAAAAIAc4u/vrw8++EDFixc31B84cEBdu3bVqFGjFBsbm2k7e/bs0Ysvvqh3333XlGCuU6eO+vbtm+G5/fv3V2hoqKFu4cKFGjhwoCkhfL3du3erZ8+e2rJli6G+XLlyLhOBVw0YMEAhISGGuhUrVqhXr146evRohufFx8frlVdeMc0qDgkJ0UsvvZTheXlVqVKl1LBhQ0f55MmTOnXqlKNcvXp13XHHHR615Wp2+/jx47V582a3523dulWPP/54holgKzPh3QkKCjLNcj5w4IBeeeWVDJPVqampmjZtmt544w3L/TVq1EgPPPCAoe7s2bN67LHHTA8DOPviiy80YMAA033Wt29fBQUFWR4LAAAAPOeT7umGLwAAAAAAAPDIjh079NRTTyk+Pt70Mz8/PzVs2FD16tXTnXfeqaJFi+rSpUs6e/asduzYod9++03r1693OQO6Tp06mjZtmoKDg932Hx0drZdfftlUHxoaqjZt2qhBgwYqXbq00tLSdPjwYa1atUrR0dGmWdDBwcFauHChKleu7La/lStXqk+fPqb6gIAAtWrVSo0bN1Z4eLgCAgJ04sQJrVu3Tl9++aXi4uJM50yePFnNmzd321+zZs105MgRR7lPnz5uk/e5xXfffaf+/fu7/Nmbb76pJ554wqN2kpOT1bJlSx07dsxQ7+fnpzZt2qhp06aKiIiQv7+/4uLitHPnTq1atUrr1q0zHF+oUCHD7Hk/Pz9t2bLFtJy7dGVp7OuXCw8PD3ebBF67dq2efvppU32pUqXUs2dP3XnnnQoLC9OZM2e0ceNGLVmyxPD/tHbt2vrzzz8d5Y4dO2r06NEZ9nfu3Dl17NjR0MZVkZGRatmypeN+S0hI0I4dO/T1119r+/btpuNbtGjhcml0AAAA5CwS1QAAAAAAAF5w8OBB9evXTzt37syR9h555BG9//77CgwM9Oj4L7/8UsOHD8/yvsMlS5bU1KlTVaNGDVv6K1CggIYPH67u3btnemxeTVSnpKSoUaNGpgR9QECA1qxZoyJFinjc1urVq/XSSy/p0qVLWRpL69at1aVLFz377LOG+s8//1x333236XiriWpJGjhwoJYvX255bO3atdMjjzyi559/3lGXWaJaurK/+gsvvKB9+/ZZ7vOq+vXra9KkSTfd0vMAAAC5EUt/AwAAAAAAeMHtt9+uzz77TIMGDbKUgHQWHh6uqVOnavz48R4nqaUrib3Zs2erXLlylvt88MEHtXjxYo+T1Nf3V6FCBcv9lSlTRlOnTvUoSZ2XBQQEqG3btqb65s2bW46RJk2aaPTo0ZaXpy5ZsqTGjBmjDz/8UDVr1jTtPb569WpL7bkzevRotW/f3uPjfXx89Nxzz2n06NHy8fGx3F/ZsmW1aNEiPfLII5bP9/Pz07PPPquPP/6YJDUAAIBNSFQDAAAAAAB4ScGCBfX8888rOjpa77zzjho0aKCAgIBMzytUqJAaN26sSZMmaeXKlWrWrFmW+q9du7a++eYbvf/++7rnnntUoEDGXwUVKlRIrVq10sKFCzVlyhSVLl06S/0tW7ZM//73v3XvvffKz8/P7fEVK1bUa6+9pm+++UZNmza13F9e1KlTJ1Ndx44ds9RWu3bt9OWXX6pDhw5u46pAgQKqVq2aXnvtNX3//feO5HHhwoVNsbVw4cIM95G2KiAgQGPGjNGsWbPUqFEjU1L8+vE1btxYCxcu1JAhQ1wuPe6pkJAQjR8/XkuWLNEjjzyiokWLuj0+ODhY3bp105IlSzR06FCP7k8AAADkDJb+BgAAAAAAsFFaWpr279+vvXv3Ki4uTufPn1dqaqpCQ0NVpEgRlStXTlWqVMlWsi4jcXFx2rx5s06dOqWzZ89KkooVK6aKFSuqWrVqKliwYI72l5iYqE2bNjn6S0tLU3BwsEqXLq277747S8lwuHbhwgVt27ZN+/fv17lz55Senq5ixYqpVKlSuueeezJN2NohISFBf/75p06cOKGzZ88qKChIERERqlWrlooXL+6VPi9fvqzt27fr0KFDOnv2rBISEhQUFKSiRYvqrrvuUuXKlb1yrwEAACBzJKoBAAAAAAAAAAAAALZi6W8AAAAAAAAAAAAAgK1IVAMAAAAAAAAAAAAAbEWiGgAAAAAAAAAAAABgKxLVAAAAAAAAAAAAAABb+d3oAQAAAAAAAAA56cyZMxoxYoTt/U6cONH2PgEAAIC8ikQ1AAAAAAAAbipJSUlasWLFjR4GAAAAADdY+hsAAAAAAAAAAAAAYCsS1QAAAAAAAAAAAAAAW/mkp6en3+hBAAAAAAAAAAAAAADyD2ZUAwAAAAAAAAAAAABsRaIaAAAAAAAAAAAAAGArEtUAAAAAAAAAAAAAAFuRqAYAAAAAAAAAAAAA2IpENQAAAAAAAAAAAADAViSqAQAAAAAAAAAAAAC2IlENAAAAAAAAAAAAALAViWoAAAAAAAAAAAAAgK1IVAMAAAAAAAAAAAAAbEWiGgAAAAAAAAAAAABgKxLVAAAAAAAAAAAAAABbkagGAAAAAAAAAAAAANiKRDUAAAAAAAAAAAAAwFYkqgEAAAAAAAAAAAAAtiJRDQAAAAAAAAAAAACwFYlqAAAAAAAAAAAAAICtSFQDAAAAAAAAAAAAAGxFohoAAAAAAAAAAAAAYCsS1QAAAAAAAAAAAAAAW5GoBgAAAAAAAAAAAADYikQ1AAAAAAAAAAAAAMBWJKoBAAAAAAAAAAAAALYiUQ0AAAAAAAAAAAAAsBWJagAAAAAAAAAAAACArUhUAwAAAAAAAAAAAABsRaIaAAAAAAAAAAAAAGArEtUAAAAAAAAAAAAAAFuRqAYAAAAAAAAAAAAA2Or/ATQeJ6WUGyx4AAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#clf,select_feats = build_L1_model(X,y,clf.best_params_['C'])\n", + "clf,select_feats = build_L1_model(X,y,0.0045)\n", + "visualize_model(clf,select_feats)" + ] + }, + { + "cell_type": "code", + "execution_count": 243, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# umap it all\n", + "u = umap_plot_label(X,yy,1,7,['NoMOD','MOD'],'upper right')" + ] + }, + { + "cell_type": "code", + "execution_count": 244, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 1\n", + "NoMOD 18\n", + "MOD 12\n", + "Name: label, dtype: int64\n", + "Cluster 2\n", + "MOD 15\n", + "NoMOD 6\n", + "Name: label, dtype: int64\n", + "Cluster 3\n", + "MOD 4\n", + "Name: label, dtype: int64\n", + "Cluster 4\n", + "NoMOD 14\n", + "MOD 6\n", + "Name: label, dtype: int64\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "c = cluster_umap(u,4,tmp,'upper right')" + ] + }, + { + "cell_type": "code", + "execution_count": 245, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "median statistics of cluster 0\n", + "NoMOD 18\n", + "MOD 12\n", + "Name: label, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "PULSE_first 68.0\n", + "HOSP_PULSE_first 65.5\n", + "glucose_max 106.5\n", + "Name: 50%, dtype: float64" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "median statistics of cluster 1\n", + "MOD 15\n", + "NoMOD 6\n", + "Name: label, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "PULSE_first 75.0\n", + "HOSP_PULSE_first 75.0\n", + "glucose_max 236.0\n", + "Name: 50%, dtype: float64" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "median statistics of cluster 2\n", + "MOD 4\n", + "Name: label, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "PULSE_first 72.0\n", + "HOSP_PULSE_first 65.0\n", + "glucose_max 429.0\n", + "Name: 50%, dtype: float64" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "median statistics of cluster 3\n", + "NoMOD 14\n", + "MOD 6\n", + "Name: label, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "PULSE_first 87.0\n", + "HOSP_PULSE_first 73.0\n", + "glucose_max 134.5\n", + "Name: 50%, dtype: float64" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#stat_cols = featimp.iloc[:5].index\n", + "analyze_clusters(c,tmp,select_feats)" + ] + }, + { + "cell_type": "code", + "execution_count": 246, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(7, 29)" + ] + }, + "execution_count": 246, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# find those rows in limit_dizzy_all that have nulls\n", + "null_val_rows = limit_dizzy_all[limit_dizzy_all.isnull().any(axis=1)].copy()\n", + "null_val_rows.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 247, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "glucose_min 156.0 126.0\n", + "glucose_max 171.0 126.0\n" + ] + } + ], + "source": [ + "for gcol in ['glucose_min','glucose_max']:\n", + " vals = limit_dizzy_all.groupby('label')[gcol].describe()[['50%']].reset_index()\n", + " mod_val = vals[vals.label=='MOD']['50%'].values[0]\n", + " nomod_val = vals[vals.label=='NoMOD']['50%'].values[0]\n", + " print(gcol,mod_val,nomod_val) " + ] + }, + { + "cell_type": "code", + "execution_count": 248, + "metadata": {}, + "outputs": [], + "source": [ + "null_val_rows.loc[null_val_rows.label=='MOD','glucose_min'] = 156\n", + "null_val_rows.loc[null_val_rows.label=='MOD','glucose_max'] = 171\n", + "null_val_rows.loc[null_val_rows.label=='NoMOD','glucose_min'] = 126\n", + "null_val_rows.loc[null_val_rows.label=='NoMOD','glucose_max'] = 126" + ] + }, + { + "cell_type": "code", + "execution_count": 249, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[1 1 0 0 0 0 1]\n", + "12 MOD\n", + "22 MOD\n", + "60 NoMOD\n", + "61 NoMOD\n", + "62 NoMOD\n", + "63 NoMOD\n", + "65 NoMOD\n", + "Name: label, dtype: object\n" + ] + } + ], + "source": [ + "# predict on null_val_rows\n", + "print(clf.predict(null_val_rows.iloc[:,2:]))\n", + "print(null_val_rows['label'])" + ] + }, + { + "cell_type": "code", + "execution_count": 260, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(195, 28)\n", + "glucose_min 18\n", + "glucose_max 18\n", + "(195, 28)\n", + "(18, 28)\n", + "glucose_min 134.0\n", + "glucose_max 135.0\n", + "(195, 27)\n", + "Logistic regression prediction:\n" + ] + }, + { + "data": { + "text/plain": [ + "MOD 21\n", + "CodingEr 9\n", + "NoMOD 7\n", + "PMOD 2\n", + "Name: label, dtype: int64" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "NoMOD 36\n", + "MOD 18\n", + "PMOD 7\n", + "Name: label, dtype: int64" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Random forest prediction:\n" + ] + }, + { + "data": { + "text/plain": [ + "MOD 36\n", + "CodingEr 5\n", + "PMOD 4\n", + "NoMOD 3\n", + "Name: label, dtype: int64" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "NoMOD 40\n", + "PMOD 5\n", + "CodingEr 4\n", + "MOD 3\n", + "Name: label, dtype: int64" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "print(all_dizzy_all.shape)\n", + "abcols = ['WBC_abnormal_count','glucose_count','glucose_abnormal_count','albumin_abnormal_count','CO2_count',\n", + " 'alkphos_abnormal_count','hgb_abnormal_count']\n", + "for abcol in abcols:\n", + " all_dizzy_all[abcol] = all_dizzy_all[abcol].fillna(0)\n", + "\n", + "\n", + "\n", + "for col in all_dizzy_all.columns[1:]:\n", + " v = all_dizzy_all[col].isna().sum()\n", + " if v > 0:\n", + " print(col,v )\n", + " \n", + "print(all_dizzy_all.shape)\n", + "\n", + "# find those rows in all_dizzy_all that have null\n", + "all_null_val_rows = all_dizzy_all[all_dizzy_all.isnull().any(axis=1)].copy()\n", + "print(all_null_val_rows.shape)\n", + "\n", + "for gcol in ['glucose_min','glucose_max']:\n", + " vals = all_dizzy_all[gcol].describe()[['50%']]\n", + " g_val = vals['50%']\n", + " \n", + " print(gcol,g_val) \n", + " \n", + "# fill in glucose values that are medians across the entire set.\n", + "all_null_val_rows.loc[:,'glucose_min'] = 134\n", + "all_null_val_rows.loc[:,'glucose_max'] = 135\n", + "\n", + "\n", + "tmp1 = pd.concat([all_dizzy_all.dropna(),all_null_val_rows])\n", + "print(tmp1.iloc[:,1:].shape)\n", + "for col in tmp1.columns[1:]:\n", + " v = tmp1[col].isna().sum()\n", + " if v > 0:\n", + " print(col,v )\n", + "\n", + "print('Logistic regression prediction:')\n", + "ypred1 = clf.predict(tmp1.iloc[:,1:])\n", + "display(pd.merge(tmp1[ypred1==1].PtSSN,dizzy_labels_df,on='PtSSN')['label'].value_counts())\n", + "display(pd.merge(tmp1[ypred1==0].PtSSN,dizzy_labels_df,on='PtSSN')['label'].value_counts())\n", + "\n", + "print('Random forest prediction:')\n", + "ypred1 = rf.predict(tmp1.iloc[:,1:])\n", + "display(pd.merge(tmp1[ypred1==1].PtSSN,dizzy_labels_df,on='PtSSN')['label'].value_counts())\n", + "display(pd.merge(tmp1[ypred1==0].PtSSN,dizzy_labels_df,on='PtSSN')['label'].value_counts())" + ] + }, + { + "cell_type": "code", + "execution_count": 134, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "MOD 35\n", + "CodingEr 5\n", + "PMOD 4\n", + "NoMOD 3\n", + "Name: label, dtype: int64" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "NoMOD 40\n", + "PMOD 5\n", + "MOD 4\n", + "CodingEr 4\n", + "Name: label, dtype: int64" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ypred1 =rf.predict(tmp1.iloc[:,1:])\n", + "display(pd.merge(tmp1[ypred1==1].PtSSN,dizzy_labels_df,on='PtSSN')['label'].value_counts())\n", + "display(pd.merge(tmp1[ypred1==0].PtSSN,dizzy_labels_df,on='PtSSN')['label'].value_counts())" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.6799999999999999 0.08844332774281068\n" + ] + } + ], + "source": [ + "from sklearn.tree import DecisionTreeClassifier\n", + "\n", + "\n", + "dt = DecisionTreeClassifier(max_depth=7,criterion='entropy')\n", + "scores = cross_val_score(dt,tmp.iloc[:,2:],y)\n", + "print(np.mean(scores),np.std(scores))" + ] + }, + { + "cell_type": "code", + "execution_count": 255, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[36, 2],\n", + " [ 2, 35]], dtype=int64)" + ] + }, + "execution_count": 255, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# train and test on all 75 labeled records\n", + "from sklearn.ensemble import RandomForestClassifier\n", + "rf = RandomForestClassifier(n_estimators=10,max_depth=3)\n", + "y = np.array([1 if x=='MOD' else 0 for x in tmp.label])\n", + "rf.fit(tmp.iloc[:,2:],y)\n", + "ypred = rf.predict(tmp.iloc[:,2:])\n", + "metrics.confusion_matrix(y,ypred)" + ] + }, + { + "cell_type": "code", + "execution_count": 256, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([0, 1, 0, 0, 0, 0, 1])" + ] + }, + "execution_count": 256, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "rf.predict(null_val_rows.iloc[:,2:])" + ] + }, + { + "cell_type": "code", + "execution_count": 257, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\VHAHOUSubraD\\Miniconda3\\envs\\ahrq\\lib\\site-packages\\seaborn\\_decorators.py:36: FutureWarning: Pass the following variables as keyword args: x, y. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n", + " warnings.warn(\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "featimp = pd.Series(rf.feature_importances_,index=tmp.columns[2:]).sort_values(ascending=False)\n", + "import seaborn as sns\n", + "\n", + "plt.figure(figsize=(8,6))\n", + "myplot = sns.barplot(featimp.index,featimp.values)\n", + "myplot.set_xticklabels(myplot.get_xticklabels(),rotation = 90);" + ] + }, + { + "cell_type": "code", + "execution_count": 75, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(67, 27) (8, 27) (67,) (8,)\n", + "[[3 1]\n", + " [1 3]]\n", + "AUC = 0.75\n", + "F1 = 0.75\n", + "Accuracy = 0.75\n" + ] + } + ], + "source": [ + "# now do an 80-20 split; and run train/test\n", + "Xtrain,Xtest,ytrain,ytest = train_test_split(tmp.iloc[:,2:],y,stratify=y,test_size=0.1)\n", + "print(Xtrain.shape,Xtest.shape,ytrain.shape,ytest.shape)\n", + "rf = RandomForestClassifier(n_estimators=7,max_depth=4)\n", + "rf.fit(Xtrain,ytrain)\n", + "ypred = rf.predict(Xtest)\n", + "print(metrics.confusion_matrix(ytest,ypred))\n", + "print('AUC = ',metrics.roc_auc_score(ytest,ypred))\n", + "print('F1 = ',metrics.f1_score(ytest,ypred))\n", + "print('Accuracy = ',metrics.accuracy_score(ytest,ypred))" + ] + }, + { + "cell_type": "code", + "execution_count": 258, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[40, 3],\n", + " [ 3, 36]], dtype=int64)" + ] + }, + "execution_count": 258, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ypred_all = rf.predict(pd.concat([tmp.iloc[:,2:],null_val_rows.iloc[:,2:]]))\n", + "y_all = [1 if x =='MOD' else 0 for x in tmp.label] + [1 if x=='MOD' else 0 for x in null_val_rows.label]\n", + "metrics.confusion_matrix(y_all,ypred_all)" + ] + }, + { + "cell_type": "code", + "execution_count": 77, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\VHAHOUSubraD\\Miniconda3\\envs\\ahrq\\lib\\site-packages\\seaborn\\_decorators.py:36: FutureWarning: Pass the following variables as keyword args: x, y. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n", + " warnings.warn(\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "featimp = pd.Series(rf.feature_importances_,index=tmp.columns[2:]).sort_values(ascending=False)\n", + "import seaborn as sns\n", + "\n", + "plt.figure(figsize=(8,6))\n", + "myplot = sns.barplot(featimp.index,featimp.values)\n", + "myplot.set_xticklabels(myplot.get_xticklabels(),rotation = 90);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Classify unlabeled records in dizzy" + ] + }, + { + "cell_type": "code", + "execution_count": 266, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(195, 28)" + ] + }, + "execution_count": 266, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tmp1.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 267, + "metadata": {}, + "outputs": [], + "source": [ + "for col in tmp1.columns[1:]:\n", + " v = tmp1[col].isna().sum()\n", + " if v > 0:\n", + " print(col,v )\n" + ] + }, + { + "cell_type": "code", + "execution_count": 279, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['PtSSN', 'ed_duration', 'ed_first_inp_delta', 'Systolic_max',\n", + " 'Systolic_first', 'Diastolic_max', 'Diastolic_first', 'PULSE_min',\n", + " 'PULSE_first', 'RESPIRATION_max', 'HOSP_Systolic_max',\n", + " 'HOSP_Diastolic_max', 'HOSP_PULSE_min', 'HOSP_PULSE_first',\n", + " 'HOSP_RESPIRATION_first', 'WBC_abnormal_count', 'glucose_count',\n", + " 'glucose_min', 'glucose_max', 'glucose_abnormal_count',\n", + " 'albumin_abnormal_count', 'CO2_count', 'alkphos_abnormal_count',\n", + " 'hgb_abnormal_count', 'xr_count', 'ct_count', 'ct_abnormal_count',\n", + " 'Hx aneurysm', 'label'],\n", + " dtype='object')" + ] + }, + "execution_count": 279, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tmp2.columns" + ] + }, + { + "cell_type": "code", + "execution_count": 292, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(195, 29)\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# merge to create temp labels\n", + "tmp2 = pd.merge(tmp1,dizzy_labels_df,on='PtSSN',how='left')\n", + "print(tmp2.shape)\n", + "#display(tmp2.label.value_counts())\n", + "len(set(dizzy_labels_df.PtSSN).difference(tmp2.PtSSN))\n", + "tmp2.label = tmp2.label.fillna('unknown')\n", + "tmp3 = tmp2[tmp2.label.isin(['MOD','NoMOD','unknown'])]\n", + "\n", + "\n", + "u = umap_plot_label(tmp3.iloc[:,1:-1],tmp3.label,4,7,['NoMOD','unknown','MOD'],'upper right');\n" + ] + }, + { + "cell_type": "code", + "execution_count": 294, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 1\n", + "unknown 34\n", + "MOD 14\n", + "NoMOD 10\n", + "Name: label, dtype: int64\n", + "Cluster 2\n", + "unknown 53\n", + "NoMOD 33\n", + "MOD 21\n", + "Name: label, dtype: int64\n", + "Cluster 3\n", + "unknown 8\n", + "MOD 4\n", + "Name: label, dtype: int64\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "c = cluster_umap(u,3,tmp3,'upper right')" + ] + }, + { + "cell_type": "code", + "execution_count": 304, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "median statistics of cluster 0\n", + "unknown 34\n", + "MOD 14\n", + "NoMOD 10\n", + "Name: label, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "glucose_max 246.500000\n", + "HOSP_Systolic_max 171.000000\n", + "Diastolic_first 83.500000\n", + "ed_first_inp_delta 5.271227\n", + "PULSE_first 80.000000\n", + "PULSE_min 70.000000\n", + "glucose_abnormal_count 2.000000\n", + "Systolic_max 166.000000\n", + "HOSP_RESPIRATION_first 18.000000\n", + "HOSP_Diastolic_max 95.000000\n", + "Name: 50%, dtype: float64" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "median statistics of cluster 1\n", + "unknown 53\n", + "NoMOD 33\n", + "MOD 21\n", + "Name: label, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "glucose_max 127.000000\n", + "HOSP_Systolic_max 165.000000\n", + "Diastolic_first 87.000000\n", + "ed_first_inp_delta 7.219167\n", + "PULSE_first 74.000000\n", + "PULSE_min 71.000000\n", + "glucose_abnormal_count 1.000000\n", + "Systolic_max 157.000000\n", + "HOSP_RESPIRATION_first 18.000000\n", + "HOSP_Diastolic_max 92.000000\n", + "Name: 50%, dtype: float64" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "median statistics of cluster 2\n", + "unknown 8\n", + "MOD 4\n", + "Name: label, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "glucose_max 173.000000\n", + "HOSP_Systolic_max 183.500000\n", + "Diastolic_first 74.000000\n", + "ed_first_inp_delta 10.726667\n", + "PULSE_first 72.000000\n", + "PULSE_min 72.000000\n", + "glucose_abnormal_count 2.000000\n", + "Systolic_max 159.000000\n", + "HOSP_RESPIRATION_first 18.000000\n", + "HOSP_Diastolic_max 94.500000\n", + "Name: 50%, dtype: float64" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "analyze_clusters(c,tmp3,list(featimp.index)[:10])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# plot the predicted labels for the unknowns\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Assemble the abdpain_all dataframe" + ] + }, + { + "cell_type": "code", + "execution_count": 305, + "metadata": {}, + "outputs": [], + "source": [ + "abdpain_cohort_tmp = abdpain_cohort_df_labeled[['PtSSN'] + cohort_fields].drop_duplicates(subset=['PtSSN'])\n", + "abdpain_demo_tmp = abdpain_demo_coded_labeled[['PtSSN'] + list(abdpain_demo_coded_labeled.columns[1:-1])].drop_duplicates(subset=['PtSSN'])\n", + "abdpain_vitals_tmp = abdpain_EDvitals_labeled[['PtSSN'] + list(abdpain_EDvitals_labeled.columns[2:-1])].drop_duplicates(subset=['PtSSN'])\n", + "abdpain_hosp_vitals_tmp = abdpain_hosp_vitals_labeled[['PtSSN'] + list(abdpain_hosp_vitals_labeled.columns[2:-1])].drop_duplicates(subset=['PtSSN'])\n", + "abdpain_consults_tmp = abdpain_topN_consult_counts_labeled[['PtSSN'] + list(abdpain_topN_consult_counts.columns[1:-1])].drop_duplicates(subset=['PtSSN'])\n", + "\n", + "# images\n", + "abdpain_images_xr_count_labeled = pd.merge(abdpain_images_xr_count,abdpain_labels_df,on='PtSSN').drop_duplicates(subset=['PtSSN'])\n", + "abdpain_images_ct_count_labeled = pd.merge(abdpain_images_ct_count,abdpain_labels_df,on='PtSSN').drop_duplicates(subset=['PtSSN'])\n", + "abdpain_images_ct_abnormal_count_labeled = pd.merge(abdpain_images_ct_abnormal_count,abdpain_labels_df,on='PtSSN').drop_duplicates(subset=['PtSSN'])\n", + "\n", + "# convert image count fields into int\n", + "abdpain_images_xr_count_labeled.xr_count = abdpain_images_xr_count_labeled.xr_count.astype(int)\n", + "abdpain_images_ct_count_labeled.ct_count = abdpain_images_ct_count_labeled.ct_count.astype(int)\n", + "abdpain_images_ct_abnormal_count_labeled.ct_abnormal_count = abdpain_images_ct_abnormal_count_labeled.ct_abnormal_count.astype(int)\n", + "\n", + "abdpain_images_xr_count_tmp = abdpain_images_xr_count_labeled[['PtSSN','xr_count']].drop_duplicates()\n", + "abdpain_images_ct_count_tmp = abdpain_images_ct_count_labeled[['PtSSN','ct_count']].drop_duplicates()\n", + "abdpain_images_ct_abnormal_count_tmp = abdpain_images_ct_abnormal_count_labeled[['PtSSN','ct_abnormal_count']].drop_duplicates()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 314, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(104, 7)\n", + "(104, 15)\n", + "(104, 20)\n", + "(104, 28)\n", + "(104, 29)\n", + "(104, 30)\n", + "(104, 31)\n", + "(104, 39)\n", + "(104, 63)\n", + "(104, 87)\n" + ] + } + ], + "source": [ + "# labs is rel_abdpain_labs\n", + "# risk factors is abdpain_rf_df_all_labeled\n", + "\n", + "# merge them all\n", + "\n", + "abdpain_all = pd.merge(abdpain_labels_df,abdpain_cohort_tmp,on='PtSSN')\n", + "print(abdpain_all.shape)\n", + "abdpain_all = pd.merge(abdpain_all,abdpain_demo_tmp,on='PtSSN')\n", + "print(abdpain_all.shape)\n", + "\n", + "abdpain_all = pd.merge(abdpain_all,abdpain_consults_tmp,on='PtSSN')\n", + "print(abdpain_all.shape)\n", + "abdpain_all = pd.merge(abdpain_all,rel_abdpain_labs,on='PtSSN')\n", + "print(abdpain_all.shape)\n", + "abdpain_all = pd.merge(abdpain_all,abdpain_images_xr_count_tmp,on='PtSSN')\n", + "print(abdpain_all.shape)\n", + "abdpain_all = pd.merge(abdpain_all,abdpain_images_ct_count_tmp,on='PtSSN')\n", + "print(abdpain_all.shape)\n", + "abdpain_all = pd.merge(abdpain_all,abdpain_images_ct_abnormal_count_tmp,on='PtSSN')\n", + "print(abdpain_all.shape)\n", + "abdpain_all = pd.merge(abdpain_all,abdpain_rf_df_all_labeled,on=['PtSSN','label'])\n", + "print(abdpain_all.shape)\n", + "abdpain_all = pd.merge(abdpain_all,abdpain_vitals_tmp,on='PtSSN',how='left')\n", + "print(abdpain_all.shape)\n", + "abdpain_all = pd.merge(abdpain_all,abdpain_hosp_vitals_tmp,on='PtSSN',how='left')\n", + "print(abdpain_all.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "# who are the missing SSNs in abdpain_EDvitals?\n", + "tmp1 = abdpain_EDvitals_labeled.groupby('PtSSN')['PtSSN'].agg('count')\n", + "missing = set(abdpain_cohort_df_labeled.PtSSN).difference(set(tmp1.index))\n", + "print(missing)\n", + "abdpain_cohort_df_labeled[abdpain_cohort_df_labeled.PtSSN.isin(missing)]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "# who are the missing SSNs in abdpain_hosp_vitals?\n", + "tmp2 = abdpain_hosp_vitals_labeled.groupby('PtSSN')['PtSSN'].agg('count')\n", + "missing1 = set(abdpain_cohort_df_labeled.PtSSN).difference(set(tmp2.index))\n", + "print(missing1)\n", + "abdpain_cohort_df_labeled[abdpain_cohort_df_labeled.PtSSN.isin(missing1)]" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "NoMOD 64\n", + "MOD 29\n", + "Name: label, dtype: int64" + ] + }, + "execution_count": 45, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "abdpain_all.label.value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 358, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "NoMOD 73\n", + "MOD 31\n", + "Name: label, dtype: int64" + ] + }, + "execution_count": 358, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "abdpain_labels_df.label.value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 309, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "WBC_max 10\n", + "potassium_max 9\n", + "potassium_min 9\n", + "chloride_max 7\n", + "bun_abnormal_count 8\n", + "lact_abnormal_count 57\n", + "amylase_abnormal_count 72\n", + "amylase_max 72\n", + "Systolic_count 5\n", + "Systolic_max 5\n", + "Systolic_min 5\n", + "Systolic_first 5\n", + "Diastolic_count 5\n", + "Diastolic_max 5\n", + "Diastolic_min 5\n", + "Diastolic_first 5\n", + "PULSE_count 5\n", + "PULSE_max 5\n", + "PULSE_min 5\n", + "PULSE_first 5\n", + "RESPIRATION_count 5\n", + "RESPIRATION_max 5\n", + "RESPIRATION_min 5\n", + "RESPIRATION_first 5\n", + "PAIN_count 5\n", + "PAIN_max 5\n", + "PAIN_min 5\n", + "PAIN_first 5\n", + "TEMPERATURE_count 5\n", + "TEMPERATURE_max 5\n", + "TEMPERATURE_min 5\n", + "TEMPERATURE_first 5\n", + "HOSP_Systolic_count 6\n", + "HOSP_Systolic_max 6\n", + "HOSP_Systolic_min 6\n", + "HOSP_Systolic_first 6\n", + "HOSP_Diastolic_count 6\n", + "HOSP_Diastolic_max 6\n", + "HOSP_Diastolic_min 6\n", + "HOSP_Diastolic_first 6\n", + "HOSP_PULSE_count 6\n", + "HOSP_PULSE_max 6\n", + "HOSP_PULSE_min 6\n", + "HOSP_PULSE_first 6\n", + "HOSP_RESPIRATION_count 6\n", + "HOSP_RESPIRATION_max 6\n", + "HOSP_RESPIRATION_min 6\n", + "HOSP_RESPIRATION_first 6\n", + "HOSP_PAIN_count 6\n", + "HOSP_PAIN_max 6\n", + "HOSP_PAIN_min 6\n", + "HOSP_PAIN_first 6\n", + "HOSP_TEMPERATURE_count 6\n", + "HOSP_TEMPERATURE_max 6\n", + "HOSP_TEMPERATURE_min 6\n", + "HOSP_TEMPERATURE_first 6\n" + ] + } + ], + "source": [ + "for col in abdpain_all.columns[2:]:\n", + " \n", + " v = abdpain_all[col].isna().sum()\n", + " if v > 0:\n", + " print(col,v )\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 323, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['PtSSN', 'label', 'ed_duration', 'ed_first_inp_delta', 'sum_hosp_stay',\n", + " 'num_hosp', 'num_ED_visits', 'age_at_index_visit',\n", + " 'new_race_ALASKA/PACIFIC', 'new_race_ASIAN',\n", + " 'new_race_BLACK OR AFRICAN AMERICAN', 'new_race_UNKNOWN',\n", + " 'new_race_WHITE', 'Gender', 'Ethnicity', 'CHART CONSULT', 'EKG',\n", + " 'GASTROENTEROLOGY', 'GENERAL SURGERY', 'GI ENDOSCOPY', 'WBC_max',\n", + " 'potassium_max', 'potassium_min', 'chloride_max', 'bun_abnormal_count',\n", + " 'lact_abnormal_count', 'amylase_abnormal_count', 'amylase_max',\n", + " 'xr_count', 'ct_count', 'ct_abnormal_count', 'IB', 'appendicitis',\n", + " 'cholecystisis', 'cholelithiasis', 'cirrhosis', 'diverticulitis',\n", + " 'diverticulosis', 'pancreatitis', 'Systolic_count', 'Systolic_max',\n", + " 'Systolic_min', 'Systolic_first', 'Diastolic_count', 'Diastolic_max',\n", + " 'Diastolic_min', 'Diastolic_first', 'PULSE_count', 'PULSE_max',\n", + " 'PULSE_min', 'PULSE_first', 'RESPIRATION_count', 'RESPIRATION_max',\n", + " 'RESPIRATION_min', 'RESPIRATION_first', 'PAIN_count', 'PAIN_max',\n", + " 'PAIN_min', 'PAIN_first', 'TEMPERATURE_count', 'TEMPERATURE_max',\n", + " 'TEMPERATURE_min', 'TEMPERATURE_first', 'HOSP_Systolic_count',\n", + " 'HOSP_Systolic_max', 'HOSP_Systolic_min', 'HOSP_Systolic_first',\n", + " 'HOSP_Diastolic_count', 'HOSP_Diastolic_max', 'HOSP_Diastolic_min',\n", + " 'HOSP_Diastolic_first', 'HOSP_PULSE_count', 'HOSP_PULSE_max',\n", + " 'HOSP_PULSE_min', 'HOSP_PULSE_first', 'HOSP_RESPIRATION_count',\n", + " 'HOSP_RESPIRATION_max', 'HOSP_RESPIRATION_min',\n", + " 'HOSP_RESPIRATION_first', 'HOSP_PAIN_count', 'HOSP_PAIN_max',\n", + " 'HOSP_PAIN_min', 'HOSP_PAIN_first', 'HOSP_TEMPERATURE_count',\n", + " 'HOSP_TEMPERATURE_max', 'HOSP_TEMPERATURE_min',\n", + " 'HOSP_TEMPERATURE_first'],\n", + " dtype='object')" + ] + }, + "execution_count": 323, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "abdpain_all.columns" + ] + }, + { + "cell_type": "code", + "execution_count": 324, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(104, 87)\n" + ] + } + ], + "source": [ + "# fill na on the counts to be zero\n", + "count_fields = ['bun_abnormal_count','lact_abnormal_count','amylase_abnormal_count']\n", + "\n", + "for col in count_fields:\n", + " abdpain_all[col] = abdpain_all[col].fillna(0)\n", + " \n", + "print(abdpain_all.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 325, + "metadata": {}, + "outputs": [], + "source": [ + "abdpain_tmp_clean = abdpain_all.dropna(subset=['Systolic_count'])\n", + "missing = list(set(abdpain_all.PtSSN).difference(set(abdpain_tmp_clean.PtSSN)))" + ] + }, + { + "cell_type": "code", + "execution_count": 326, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Systolic_count 3.0 2.0\n", + "Systolic_max 147.0 144.0\n", + "Systolic_min 135.0 130.5\n", + "Systolic_first 145.0 139.5\n", + "Diastolic_count 3.0 2.0\n", + "Diastolic_max 86.0 89.0\n", + "Diastolic_min 76.0 75.0\n", + "Diastolic_first 83.0 83.5\n", + "PULSE_count 3.0 2.0\n", + "PULSE_max 99.0 88.0\n", + "PULSE_min 85.0 76.0\n", + "PULSE_first 89.0 82.5\n", + "RESPIRATION_count 3.0 2.0\n", + "RESPIRATION_max 18.0 18.0\n", + "RESPIRATION_min 16.0 16.5\n", + "RESPIRATION_first 18.0 18.0\n", + "PAIN_count 2.0 2.0\n", + "PAIN_max 8.0 8.0\n", + "PAIN_min 4.0 5.0\n", + "PAIN_first 6.0 6.0\n", + "TEMPERATURE_count 2.0 2.0\n", + "TEMPERATURE_max 99.9 97.69999999999999\n", + "TEMPERATURE_min 97.9 96.7\n", + "TEMPERATURE_first 98.7 96.93\n" + ] + } + ], + "source": [ + "# fix ED_vitals fields with NoMOD values\n", + "\n", + "ed_vitals_cols = ['Systolic_count', 'Systolic_max', 'Systolic_min', 'Systolic_first'] + \\\n", + " ['Diastolic_count', 'Diastolic_max', 'Diastolic_min', 'Diastolic_first'] + \\\n", + " ['PULSE_count', 'PULSE_max', 'PULSE_min', 'PULSE_first'] + \\\n", + " ['RESPIRATION_count', 'RESPIRATION_max', 'RESPIRATION_min', 'RESPIRATION_first'] + \\\n", + " ['PAIN_count', 'PAIN_max', 'PAIN_min', 'PAIN_first'] + \\\n", + " ['TEMPERATURE_count', 'TEMPERATURE_max', 'TEMPERATURE_min', 'TEMPERATURE_first'] \n", + "\n", + "impval_dict = {}\n", + "for gcol in ed_vitals_cols:\n", + " vals = abdpain_tmp_clean.groupby('label')[gcol].describe()[['50%']].reset_index()\n", + " mod_val = vals[vals.label=='MOD']['50%'].values[0]\n", + " nomod_val = vals[vals.label=='NoMOD']['50%'].values[0]\n", + " print(gcol,mod_val,nomod_val) \n", + " impval_dict[gcol]={'MOD':mod_val,'NoMOD':nomod_val}\n", + " \n", + "for PtSSN in missing:\n", + " for gcol in ed_vitals_cols:\n", + " if abdpain_all[abdpain_all.PtSSN==PtSSN].label.values[0]=='MOD':\n", + " abdpain_all.loc[abdpain_all.PtSSN==PtSSN,gcol] = impval_dict[gcol]['MOD']\n", + " if abdpain_all[abdpain_all.PtSSN==PtSSN].label.values[0]=='NoMOD': \n", + " abdpain_all.loc[abdpain_all.PtSSN==PtSSN,gcol] = impval_dict[gcol]['NoMOD']\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 327, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "HOSP_Systolic_count 11.0 12.0\n", + "HOSP_Systolic_max 150.0 151.0\n", + "HOSP_Systolic_min 103.0 110.0\n", + "HOSP_Systolic_first 126.0 128.0\n", + "HOSP_Diastolic_count 11.0 12.0\n", + "HOSP_Diastolic_max 92.0 89.0\n", + "HOSP_Diastolic_min 59.0 65.0\n", + "HOSP_Diastolic_first 75.0 76.0\n", + "HOSP_PULSE_count 12.0 11.0\n", + "HOSP_PULSE_max 100.0 96.0\n", + "HOSP_PULSE_min 64.0 61.0\n", + "HOSP_PULSE_first 77.0 73.0\n", + "HOSP_RESPIRATION_count 10.0 11.0\n", + "HOSP_RESPIRATION_max 20.0 20.0\n", + "HOSP_RESPIRATION_min 16.0 16.0\n", + "HOSP_RESPIRATION_first 18.0 18.0\n", + "HOSP_PAIN_count 15.0 17.0\n", + "HOSP_PAIN_max 8.0 8.0\n", + "HOSP_PAIN_min 0.0 0.0\n", + "HOSP_PAIN_first 0.0 0.0\n", + "HOSP_TEMPERATURE_count 11.0 11.0\n", + "HOSP_TEMPERATURE_max 99.7 98.9\n", + "HOSP_TEMPERATURE_min 97.4 97.3\n", + "HOSP_TEMPERATURE_first 98.1 98.1\n" + ] + } + ], + "source": [ + "abdpain_tmp_clean = abdpain_all.dropna(subset=['HOSP_Systolic_count'])\n", + "missing = list(set(abdpain_all.PtSSN).difference(set(abdpain_tmp_clean.PtSSN)))\n", + "\n", + "# fix hosp_vitals fields with NoMOD/MOD values\n", + "\n", + "hosp_vitals_cols = ['HOSP_' + x for x in ed_vitals_cols]\n", + "\n", + "impval_dict = {}\n", + "for gcol in hosp_vitals_cols:\n", + " vals = abdpain_tmp_clean.groupby('label')[gcol].describe()[['50%']].reset_index()\n", + " mod_val = vals[vals.label=='MOD']['50%'].values[0]\n", + " nomod_val = vals[vals.label=='NoMOD']['50%'].values[0]\n", + " print(gcol,mod_val,nomod_val) \n", + " impval_dict[gcol]={'MOD':mod_val,'NoMOD':nomod_val}\n", + " \n", + "for PtSSN in missing:\n", + " for gcol in hosp_vitals_cols:\n", + " if abdpain_all[abdpain_all.PtSSN==PtSSN].label.values[0]=='MOD':\n", + " abdpain_all.loc[abdpain_all.PtSSN==PtSSN,gcol] = impval_dict[gcol]['MOD']\n", + " if abdpain_all[abdpain_all.PtSSN==PtSSN].label.values[0]=='NoMOD': \n", + " abdpain_all.loc[abdpain_all.PtSSN==PtSSN,gcol] = impval_dict[gcol]['NoMOD']\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 328, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "WBC_max 10\n", + "potassium_max 9\n", + "potassium_min 9\n", + "chloride_max 7\n", + "amylase_max 72\n" + ] + } + ], + "source": [ + "for col in abdpain_all.columns[2:]:\n", + " \n", + " v = abdpain_all[col].isna().sum()\n", + " if v > 0:\n", + " print(col,v )\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 331, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "WBC_max 11.1 9.8\n", + "potassium_max 4.0 4.1\n", + "potassium_min 4.0 4.0\n", + "chloride_max 101.0 103.0\n", + "amylase_max 98.1 98.19999999999999\n" + ] + } + ], + "source": [ + "# fix the lab values colums for the missing based on class\n", + "labval_cols = ['WBC_max','potassium_max','potassium_min','chloride_max','amylase_max']\n", + "\n", + "for col in labval_cols:\n", + " abdpain_tmp_clean = abdpain_all.dropna(subset=[col])\n", + " missing = list(set(abdpain_all.PtSSN).difference(set(abdpain_tmp_clean.PtSSN)))\n", + "\n", + " vals = abdpain_tmp_clean.groupby('label')[col].describe()[['50%']].reset_index()\n", + " mod_val = vals[vals.label=='MOD']['50%'].values[0]\n", + " nomod_val = vals[vals.label=='NoMOD']['50%'].values[0]\n", + " print(col,mod_val,nomod_val) \n", + " \n", + " for PtSSN in missing:\n", + " if abdpain_all[abdpain_all.PtSSN==PtSSN].label.values[0]=='MOD':\n", + " abdpain_all.loc[abdpain_all.PtSSN==PtSSN,col] = mod_val\n", + " if abdpain_all[abdpain_all.PtSSN==PtSSN].label.values[0]=='NoMOD': \n", + " abdpain_all.loc[abdpain_all.PtSSN==PtSSN,col] = nomod_val\n", + " \n" + ] + }, + { + "cell_type": "code", + "execution_count": 332, + "metadata": {}, + "outputs": [], + "source": [ + "for col in abdpain_all.columns[2:]:\n", + " \n", + " v = abdpain_all[col].isna().sum()\n", + " if v > 0:\n", + " print(col,v )\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 334, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['PtSSN', 'label', 'HOSP_Diastolic_min', 'GI ENDOSCOPY', 'PULSE_first',\n", + " 'HOSP_TEMPERATURE_first', 'RESPIRATION_min', 'HOSP_PAIN_count',\n", + " 'diverticulitis', 'HOSP_Systolic_count', 'GASTROENTEROLOGY',\n", + " 'appendicitis', 'HOSP_RESPIRATION_count', 'sum_hosp_stay',\n", + " 'HOSP_PAIN_max', 'Gender', 'pancreatitis', 'HOSP_Systolic_min',\n", + " 'PAIN_first', 'HOSP_RESPIRATION_min', 'Ethnicity',\n", + " 'HOSP_Systolic_first', 'PAIN_count', 'new_race_ALASKA/PACIFIC',\n", + " 'cholecystisis', 'RESPIRATION_max', 'RESPIRATION_count',\n", + " 'amylase_abnormal_count', 'PAIN_min', 'HOSP_PAIN_min',\n", + " 'HOSP_RESPIRATION_max', 'HOSP_PAIN_first', 'PULSE_count',\n", + " 'ed_first_inp_delta', 'Systolic_max', 'Diastolic_max', 'xr_count',\n", + " 'GENERAL SURGERY', 'HOSP_TEMPERATURE_count', 'HOSP_TEMPERATURE_max',\n", + " 'HOSP_TEMPERATURE_min', 'potassium_max', 'HOSP_PULSE_min',\n", + " 'Diastolic_first', 'HOSP_PULSE_count', 'new_race_WHITE',\n", + " 'Systolic_first', 'ct_abnormal_count', 'PULSE_max',\n", + " 'bun_abnormal_count', 'HOSP_Diastolic_count', 'Systolic_count',\n", + " 'age_at_index_visit', 'IB', 'PAIN_max', 'diverticulosis',\n", + " 'num_ED_visits', 'EKG', 'new_race_BLACK OR AFRICAN AMERICAN',\n", + " 'HOSP_PULSE_max', 'PULSE_min', 'TEMPERATURE_max', 'amylase_max',\n", + " 'HOSP_RESPIRATION_first', 'HOSP_Diastolic_first', 'chloride_max',\n", + " 'TEMPERATURE_count', 'new_race_ASIAN', 'RESPIRATION_first',\n", + " 'new_race_UNKNOWN', 'WBC_max', 'num_hosp', 'HOSP_Diastolic_max',\n", + " 'HOSP_PULSE_first', 'Diastolic_count', 'cirrhosis', 'HOSP_Systolic_max',\n", + " 'cholelithiasis', 'ct_count', 'Systolic_min', 'Diastolic_min',\n", + " 'CHART CONSULT', 'potassium_min', 'lact_abnormal_count',\n", + " 'TEMPERATURE_min', 'TEMPERATURE_first', 'ed_duration'],\n", + " dtype='object')" + ] + }, + "execution_count": 334, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#rel_cols = set(abdpain_all.columns).difference(set(['amylase_min','amylase_max']))\n", + "pred_cols = set(abdpain_all.columns).difference(set(['PtSSN','label']))\n", + "abdpain_all_clean = abdpain_all[['PtSSN','label'] + list(pred_cols)].copy()\n", + "abdpain_all_clean.columns" + ] + }, + { + "cell_type": "code", + "execution_count": 124, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "PtSSN int64\n", + "label object\n", + "ed_first_inp_delta float64\n", + "RESPIRATION_max float64\n", + "PAIN_max float64\n", + "chloride_max float64\n", + "RESPIRATION_first float64\n", + "PAIN_min float64\n", + "Systolic_max float64\n", + "HOSP_Diastolic_max float64\n", + "HOSP_TEMPERATURE_min float64\n", + "HOSP_TEMPERATURE_max float64\n", + "Diastolic_first float64\n", + "PULSE_first float64\n", + "Gender int64\n", + "cirrhosis int32\n", + "PULSE_min float64\n", + "HOSP_PULSE_first float64\n", + "num_ED_visits int64\n", + "troponin_count int32\n", + "HOSP_Systolic_max float64\n", + "gallbladder int32\n", + "HOSP_Diastolic_first float64\n", + "GENERAL SURGERY float64\n", + "HOSP_RESPIRATION_first float64\n", + "new_race_UNKNOWN uint8\n", + "Systolic_first float64\n", + "HOSP_RESPIRATION_min float64\n", + "HOSP_TEMPERATURE_first float64\n", + "xr_count int32\n", + "RESPIRATION_count float64\n", + "HOSP_PULSE_count float64\n", + "HOSP_TEMPERATURE_count float64\n", + "ed_duration float64\n", + "HOSP_PULSE_min float64\n", + "HOSP_Systolic_min float64\n", + "PULSE_max float64\n", + "new_race_ASIAN uint8\n", + "potassium_max float64\n", + "HOSP_PAIN_max float64\n", + "PAIN_count float64\n", + "crohns_uc int32\n", + "bun_abnormal_count int32\n", + "TEMPERATURE_min float64\n", + "ct_abnormal_count int32\n", + "PAIN_first float64\n", + "new_race_BLACK OR AFRICAN AMERICAN uint8\n", + "WBC_max float64\n", + "Diastolic_max float64\n", + "HOSP_Systolic_first float64\n", + "HOSP_RESPIRATION_count float64\n", + "TEMPERATURE_count float64\n", + "HOSP_PAIN_first float64\n", + "RESPIRATION_min float64\n", + "HOSP_Diastolic_min float64\n", + "Diastolic_min float64\n", + "GI ENDOSCOPY float64\n", + "ct_count int32\n", + "Ethnicity int64\n", + "sum_hosp_stay float64\n", + "new_race_WHITE uint8\n", + "HOSP_Systolic_count float64\n", + "CO2_abnormal_count int32\n", + "Diastolic_count float64\n", + "diverticulitis int32\n", + "HOSP_PULSE_max float64\n", + "PULSE_count float64\n", + "CHART CONSULT float64\n", + "num_hosp int64\n", + "EKG float64\n", + "new_race_ALASKA/PACIFIC uint8\n", + "Systolic_min float64\n", + "HOSP_PAIN_min float64\n", + "TEMPERATURE_max float64\n", + "age_at_index_visit float64\n", + "troponin_abnormal_count int32\n", + "Systolic_count float64\n", + "GASTROENTEROLOGY float64\n", + "HOSP_Diastolic_count float64\n", + "HOSP_RESPIRATION_max float64\n", + "amylase_abnormal_count int32\n", + "appendicitis int32\n", + "HOSP_PAIN_count float64\n", + "TEMPERATURE_first float64\n", + "dtype: object" + ] + }, + "execution_count": 124, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# make all count and boolean fields integers\n", + "['GI_ENDOSCOPY' 'HOSP_PAIN_count',\n", + " 'diverticulitis', 'HOSP_Systolic_count', 'GASTROENTEROLOGY',\n", + " 'appendicitis', 'HOSP_RESPIRATION_count', 'pancreatitis',\n", + " 'PAIN_count', \n", + " 'cholecystisis', 'RESPIRATION_count',\n", + " 'amylase_abnormal_count', \n", + " 'PULSE_count',\n", + " 'xr_count',\n", + " 'GENERAL SURGERY', 'HOSP_TEMPERATURE_count', \n", + " \n", + " 'HOSP_PULSE_count', \n", + " 'ct_abnormal_count', \n", + " 'bun_abnormal_count', 'HOSP_Diastolic_count', 'Systolic_count',\n", + " 'IB', 'diverticulosis',\n", + " 'num_ED_visits', 'EKG', \n", + " \n", + " \n", + " 'TEMPERATURE_count', \n", + " 'num_hosp',\n", + " 'Diastolic_count', 'cirrhosis',\n", + " 'cholelithiasis', 'ct_count',\n", + " 'CHART CONSULT', 'lact_abnormal_count',\n", + " 'TEMPERATURE_min', 'TEMPERATURE_first', 'ed_duration']\n", + "\n", + "cfields = ['bun_abnormal_count','lact_abnormal_count','amylase_abnormal_count',\n", + " 'cirrhosis','crohns_uc','diverticulitis','appendicitis','gallbladder']\n", + "for col in cfields:\n", + " abdpain_all_clean[col] = abdpain_all_clean[col].astype(int)\n", + " \n", + "abdpain_all_clean.dtypes" + ] + }, + { + "cell_type": "code", + "execution_count": 125, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(91, 82) (91,)\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "tmp = abdpain_all_clean.dropna()\n", + "X = tmp.loc[:,pred_cols]\n", + "yy = tmp.label\n", + "y = np.array([1 if (x=='MOD') else 0 for x in yy])\n", + "print(X.shape,y.shape)\n", + "clf = tune_model(X,y,5)" + ] + }, + { + "cell_type": "code", + "execution_count": 75, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(81, 82) (81,)\n", + "AUC = 0.5566666666666666 0.0751588461722442\n", + "F1 = 0.5279933592977072 0.07996816940655409\n", + "Accuracy = 0.6176470588235294 0.09793499362219077\n", + "Confusion matrix:\n", + "[[55 2]\n", + " [ 5 19]]\n", + "57 features chosen by L1 model.\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#clf,select_feats = build_L1_model(X,y,clf.best_params_['C'])\n", + "clf,select_feats = build_L1_model(X,y,1)\n", + "visualize_model(clf,select_feats)" + ] + }, + { + "cell_type": "code", + "execution_count": 143, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[64, 1],\n", + " [ 2, 24]], dtype=int64)" + ] + }, + "execution_count": 143, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from sklearn.ensemble import RandomForestClassifier\n", + "rf = RandomForestClassifier(n_estimators=4,max_depth=5)\n", + "y = np.array([1 if x=='MOD' else 0 for x in tmp.label])\n", + "rf.fit(tmp.iloc[:,2:],y)\n", + "ypred = rf.predict(tmp.iloc[:,2:])\n", + "metrics.confusion_matrix(y,ypred)" + ] + }, + { + "cell_type": "code", + "execution_count": 162, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\VHAHOUSubraD\\Miniconda3\\envs\\ahrq\\lib\\site-packages\\seaborn\\_decorators.py:36: FutureWarning: Pass the following variables as keyword args: x, y. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n", + " warnings.warn(\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "featimp = pd.Series(rf.feature_importances_,index=tmp.columns[2:]).sort_values(ascending=False)\n", + "featimp_nz = featimp[featimp > 0]\n", + "import seaborn as sns\n", + "\n", + "plt.figure(figsize=(8,6))\n", + "myplot = sns.barplot(featimp_nz.index,featimp_nz.values)\n", + "myplot.set_xticklabels(myplot.get_xticklabels(),rotation = 90);" + ] + }, + { + "cell_type": "code", + "execution_count": 450, + "metadata": {}, + "outputs": [], + "source": [ + "good_feats = featimp[featimp >= np.mean(featimp)].index" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "# find those rows in abdpain_clean_all that are not in tmp\n", + "null_val_rows = abdpain_all_clean[abdpain_all_clean.isnull().any(axis=1)].copy()\n", + "null_val_rows" + ] + }, + { + "cell_type": "code", + "execution_count": 129, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "potassium_max 3.9 4.1\n", + "chloride_max 101.0 104.0\n", + "WBC_max 10.55 9.52\n" + ] + } + ], + "source": [ + "# potassium_max, chlrode_max, WBC_max, amylase_min, amylase_max filled with class-dependent medians\n", + "impval_dict = {}\n", + "for gcol in ['potassium_max','chloride_max','WBC_max']:\n", + " vals = abdpain_all_clean.groupby('label')[gcol].describe()[['50%']].reset_index()\n", + " mod_val = vals[vals.label=='MOD']['50%'].values[0]\n", + " nomod_val = vals[vals.label=='NoMOD']['50%'].values[0]\n", + " print(gcol,mod_val,nomod_val) \n", + " impval_dict[gcol]={'MOD':mod_val,'NoMOD':nomod_val}\n", + " \n", + "for gcol in ['potassium_max','chloride_max','WBC_max']:\n", + " null_val_rows.loc[null_val_rows.label=='MOD',gcol] = impval_dict[gcol]['MOD']\n", + " null_val_rows.loc[null_val_rows.label=='NoMOD',gcol] = impval_dict[gcol]['NoMOD']\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 144, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[7, 1],\n", + " [3, 2]], dtype=int64)" + ] + }, + "execution_count": 144, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ytest = [1 if x=='MOD' else 0 for x in null_val_rows.label]\n", + "metrics.confusion_matrix(ytest,rf.predict(null_val_rows.iloc[:,2:]))" + ] + }, + { + "cell_type": "code", + "execution_count": 145, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[71, 2],\n", + " [ 5, 26]], dtype=int64)" + ] + }, + "execution_count": 145, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ypred_all = rf.predict(pd.concat([tmp.iloc[:,2:],null_val_rows.iloc[:,2:]]))\n", + "y_all = [1 if x =='MOD' else 0 for x in tmp.label] + [1 if x=='MOD' else 0 for x in null_val_rows.label]\n", + "metrics.confusion_matrix(y_all,ypred_all)" + ] + }, + { + "cell_type": "code", + "execution_count": 150, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "AUC = 0.9447635881573133\n", + "F1 = 0.8813559322033899\n", + "AUPRC = 0.9285714285714286\n" + ] + } + ], + "source": [ + "ypred_all_prob = rf.predict_proba(pd.concat([tmp.iloc[:,2:],null_val_rows.iloc[:,2:]]))[:,1]\n", + "print('AUC = ',metrics.roc_auc_score(y_all,ypred_all_prob))\n", + "print('F1 = ',metrics.f1_score(y_all,ypred_all))\n", + "print('AUPRC = ', metrics.precision_score(y_all,ypred_all))" + ] + }, + { + "cell_type": "code", + "execution_count": 160, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# umap it all\n", + "u = umap_plot_label(X,yy,1,5,['NoMOD','MOD'],'upper left')" + ] + }, + { + "cell_type": "code", + "execution_count": 161, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 1\n", + "NoMOD 29\n", + "MOD 9\n", + "Name: label, dtype: int64\n", + "Cluster 2\n", + "NoMOD 17\n", + "MOD 5\n", + "Name: label, dtype: int64\n", + "Cluster 3\n", + "NoMOD 19\n", + "MOD 12\n", + "Name: label, dtype: int64\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "c = cluster_umap(u,3,tmp,'upper right')" + ] + }, + { + "cell_type": "code", + "execution_count": 164, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "median statistics of cluster 0\n", + "NoMOD 29\n", + "MOD 9\n", + "Name: label, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "HOSP_Diastolic_min 62.500000\n", + "PULSE_min 73.500000\n", + "TEMPERATURE_first 96.700000\n", + "amylase_abnormal_count 0.000000\n", + "HOSP_Systolic_first 132.500000\n", + "PULSE_max 84.500000\n", + "ed_duration 5.475417\n", + "WBC_max 9.950000\n", + "ct_abnormal_count 0.000000\n", + "HOSP_PAIN_max 8.000000\n", + "chloride_max 103.000000\n", + "gallbladder 0.000000\n", + "PULSE_first 82.500000\n", + "PAIN_max 8.000000\n", + "HOSP_Diastolic_first 75.500000\n", + "ed_first_inp_delta 2.534323\n", + "HOSP_PULSE_count 11.000000\n", + "potassium_max 4.100000\n", + "HOSP_PAIN_count 16.500000\n", + "Ethnicity 0.000000\n", + "Diastolic_max 91.500000\n", + "TEMPERATURE_max 97.650000\n", + "ct_count 1.000000\n", + "HOSP_TEMPERATURE_count 11.000000\n", + "TEMPERATURE_min 96.700000\n", + "Name: 50%, dtype: float64" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "median statistics of cluster 1\n", + "NoMOD 17\n", + "MOD 5\n", + "Name: label, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "HOSP_Diastolic_min 58.500000\n", + "PULSE_min 75.500000\n", + "TEMPERATURE_first 98.150000\n", + "amylase_abnormal_count 0.000000\n", + "HOSP_Systolic_first 125.500000\n", + "PULSE_max 90.000000\n", + "ed_duration 5.286528\n", + "WBC_max 9.335000\n", + "ct_abnormal_count 0.000000\n", + "HOSP_PAIN_max 99.000000\n", + "chloride_max 103.650000\n", + "gallbladder 0.000000\n", + "PULSE_first 83.000000\n", + "PAIN_max 8.000000\n", + "HOSP_Diastolic_first 76.000000\n", + "ed_first_inp_delta 2.946806\n", + "HOSP_PULSE_count 29.500000\n", + "potassium_max 4.250000\n", + "HOSP_PAIN_count 48.000000\n", + "Ethnicity 0.000000\n", + "Diastolic_max 85.000000\n", + "TEMPERATURE_max 98.700000\n", + "ct_count 1.000000\n", + "HOSP_TEMPERATURE_count 29.500000\n", + "TEMPERATURE_min 96.700000\n", + "Name: 50%, dtype: float64" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "median statistics of cluster 2\n", + "NoMOD 19\n", + "MOD 12\n", + "Name: label, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "HOSP_Diastolic_min 65.000000\n", + "PULSE_min 94.000000\n", + "TEMPERATURE_first 98.600000\n", + "amylase_abnormal_count 0.000000\n", + "HOSP_Systolic_first 126.000000\n", + "PULSE_max 106.000000\n", + "ed_duration 5.996667\n", + "WBC_max 9.500000\n", + "ct_abnormal_count 0.000000\n", + "HOSP_PAIN_max 8.000000\n", + "chloride_max 102.000000\n", + "gallbladder 0.000000\n", + "PULSE_first 103.000000\n", + "PAIN_max 7.000000\n", + "HOSP_Diastolic_first 76.000000\n", + "ed_first_inp_delta 2.455139\n", + "HOSP_PULSE_count 12.000000\n", + "potassium_max 3.800000\n", + "HOSP_PAIN_count 16.000000\n", + "Ethnicity 0.000000\n", + "Diastolic_max 85.000000\n", + "TEMPERATURE_max 100.000000\n", + "ct_count 0.000000\n", + "HOSP_TEMPERATURE_count 11.000000\n", + "TEMPERATURE_min 98.500000\n", + "Name: 50%, dtype: float64" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "stat_cols = featimp.iloc[:25].index\n", + "analyze_clusters(c,tmp,stat_cols)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.1" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} From b01c04b586fc2a38cb5d5f38cc12be8a43d51496 Mon Sep 17 00:00:00 2001 From: Zimolzak Date: Wed, 1 May 2024 10:39:39 -0500 Subject: [PATCH 3/5] analysis a00, ajz cleared some outputs --- Devika/Analysis_A00.ipynb | 10 +++++----- 1 file changed, 5 insertions(+), 5 deletions(-) diff --git a/Devika/Analysis_A00.ipynb b/Devika/Analysis_A00.ipynb index f505e4e..54fac20 100644 --- a/Devika/Analysis_A00.ipynb +++ b/Devika/Analysis_A00.ipynb @@ -555,7 +555,7 @@ "cell_type": "code", "execution_count": null, "metadata": { - "scrolled": true + "scrolled": false }, "outputs": [], "source": [ @@ -1464,7 +1464,9 @@ { "cell_type": "code", "execution_count": null, - "metadata": {}, + "metadata": { + "scrolled": false + }, "outputs": [], "source": [ "cohort = tables['cohort'].copy()\n", @@ -1508,9 +1510,7 @@ { "cell_type": "code", "execution_count": 89, - "metadata": { - "scrolled": true - }, + "metadata": {}, "outputs": [ { "name": "stdout", From 79b9628aa3d09232ebe8c4328b09f72eec58a71b Mon Sep 17 00:00:00 2001 From: Zimolzak Date: Wed, 1 May 2024 10:47:54 -0500 Subject: [PATCH 4/5] Copy2 file, MR rm all outputs, AZ inspected. --- ...ysis_Dizziness_AbdPain_Apr2023-Copy2.ipynb | 1823 +++++++++++++++++ 1 file changed, 1823 insertions(+) create mode 100644 Devika/Analysis_Dizziness_AbdPain_Apr2023-Copy2.ipynb diff --git a/Devika/Analysis_Dizziness_AbdPain_Apr2023-Copy2.ipynb b/Devika/Analysis_Dizziness_AbdPain_Apr2023-Copy2.ipynb new file mode 100644 index 0000000..866afcc --- /dev/null +++ b/Devika/Analysis_Dizziness_AbdPain_Apr2023-Copy2.ipynb @@ -0,0 +1,1823 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "id": "brutal-royal", + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "from B00_util import *\n", + "%reload_ext autoreload\n", + "%autoreload 2" + ] + }, + { + "cell_type": "markdown", + "id": "auburn-accident", + "metadata": {}, + "source": [ + "# Get trigger positive data for ML4" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "angry-analysis", + "metadata": {}, + "outputs": [], + "source": [ + "dataset = extractDataset(\"B00_ML4TrgPos_Y2016\", { \"AllMed\", \"HF\",\"NonVAMed\", \"DispensedDrug\",\"Only10daysPrior30DaysAfter\"})" + ] + }, + { + "cell_type": "markdown", + "id": "hawaiian-saturn", + "metadata": {}, + "source": [ + "# Cohorts" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "sustainable-connecticut", + "metadata": {}, + "outputs": [], + "source": [ + "cohorts = dataset['cohort']\n", + "dizzy_cohort_df, abdpain_cohort_df = separate_cohorts(cohorts)" + ] + }, + { + "cell_type": "markdown", + "id": "possible-council", + "metadata": {}, + "source": [ + "# Demographic data\n", + "- for dizzy df, there are four labeled patients for which we do not have demo or cohort records" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "turned-fitting", + "metadata": {}, + "outputs": [], + "source": [ + "demog = dataset['Demorgraphics']\n", + "dizzy_demo_coded, abdpain_demo_coded = separate_demog(demog,dizzy_cohort_df,abdpain_cohort_df)\n", + "print('Dizzy demo df = ', dizzy_demo_coded.shape, ' Abdpain demo df = ', abdpain_demo_coded.shape) " + ] + }, + { + "cell_type": "markdown", + "id": "accessory-myanmar", + "metadata": {}, + "source": [ + "# ED vitals\n", + "- vitals during ED visit\n", + " - systolic, diastolic (per visit)\n", + " - pulse, respiration, pulse oximetry, pain, temperature (count, min, max, first for multiple readings)\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "institutional-township", + "metadata": {}, + "outputs": [], + "source": [ + "vitals = dataset['Vital']\n", + "\n", + "dizzy_EDvitals_df,abdpain_EDvitals_df = separate_cohorts_EDvitals(vitals,dizzy_cohort_df,abdpain_cohort_df)\n", + "print(dizzy_EDvitals_df.shape,abdpain_EDvitals_df.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "radio-venue", + "metadata": {}, + "outputs": [], + "source": [ + "print(dizzy_EDvitals_df.isna().sum())" + ] + }, + { + "cell_type": "markdown", + "id": "living-oasis", + "metadata": {}, + "source": [ + "# Vitals during the hospitalizations subsequent to ED visits" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "dated-fiction", + "metadata": {}, + "outputs": [], + "source": [ + "# get vitals from hospital visits\n", + "dizzy_hosp_vitals_df,abdpain_hosp_vitals_df = separate_cohorts_hosp_vitals(vitals,dizzy_cohort_df,abdpain_cohort_df)\n", + "print(dizzy_hosp_vitals_df.shape,abdpain_hosp_vitals_df.shape)\n", + "dizzy_hosp_vitals_df.isna().sum()" + ] + }, + { + "cell_type": "markdown", + "id": "confidential-companion", + "metadata": {}, + "source": [ + "# Consults ordered during ED visit\n", + "- count up top three consult depts for dizzy\n", + "- count up top seven consult depts for abdpain\n", + "\n", + "Cardiology consult count useful for dizzy\n", + "EKG consult count useful for abdpain" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "unable-technique", + "metadata": {}, + "outputs": [], + "source": [ + "consults = dataset['Consult']\n", + "dizzy_consults, abdpain_consults = separate_cohorts_consults(consults,dizzy_cohort_df,abdpain_cohort_df)\n", + "\n", + "# look at which departments are being consulted (pick top N)\n", + "dizzy_topN_consult_counts = topN_consult_counts(dizzy_consults,dizzy_demo_coded,3)\n", + "abdpain_topN_consult_counts = topN_consult_counts(abdpain_consults,abdpain_demo_coded,7)\n", + "print(dizzy_topN_consult_counts.shape, abdpain_topN_consult_counts.shape)\n", + "print(dizzy_topN_consult_counts.isna().sum())" + ] + }, + { + "cell_type": "markdown", + "id": "touched-geography", + "metadata": {}, + "source": [ + "# Imaging features\n", + "- ct images: - how many ordered, how many w/contrast, how many abnormal\n", + "- xr images: how many ordered, how many abnormal\n", + "- us images: how many ordered, how many abnormal\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "focal-albania", + "metadata": {}, + "outputs": [], + "source": [ + "# get imaging records for dizzy and abdpain\n", + "images = dataset['Rad']\n", + "\n", + "dizzy_images, abdpain_images = separate_cohorts_images(images,dizzy_cohort_df,abdpain_cohort_df)\n", + "print(dizzy_images.shape, abdpain_images.shape)\n", + "print(dizzy_images.isna().sum())" + ] + }, + { + "cell_type": "markdown", + "id": "quality-syndrome", + "metadata": {}, + "source": [ + "\n", + "# Labs: ED visit only\n", + "- for select labs, get count, min, max, abnormal_count" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "sitting-cricket", + "metadata": {}, + "outputs": [], + "source": [ + "labs = dataset['Lab']\n", + "dizzy_labs, abdpain_labs = separate_cohorts_labs(labs,dizzy_cohort_df,abdpain_cohort_df)\n", + "print(dizzy_labs.shape,abdpain_labs.shape)\n", + "\n", + "labs = ['WBC','glucose','albumin','potassium','calcium','lact','chloride','bun','creat','troponin','CO2','ast','alt',\n", + " 'alkphos','lipase','amylase','hgb']\n", + "lab_fns = ['matches_' + lab + '_loinc' for lab in labs]\n", + "\n", + "# collect all labs and then filter later on\n", + "dizzy_lab_dict = {}\n", + "abdpain_lab_dict = {}\n", + "for i in range(len(labs)):\n", + " lab, labfn = labs[i], lab_fns[i]\n", + " dizzy_lab_dict[lab] = get_labs_data(dizzy_labs,lab,eval(labfn),dizzy_demo_coded)\n", + " abdpain_lab_dict[lab] = get_labs_data(abdpain_labs,lab,eval(labfn),abdpain_demo_coded)\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "painful-fashion", + "metadata": {}, + "outputs": [], + "source": [ + "# merge lab dataframes \n", + "\n", + "dizzy_merged_labs = pd.DataFrame(dizzy_cohort_df.PtSSN.unique(),columns=['PtSSN'])\n", + "abdpain_merged_labs = pd.DataFrame(abdpain_cohort_df.PtSSN.unique(),columns=['PtSSN'])\n", + "for lab in labs:\n", + " dizzy_merged_labs = pd.merge(dizzy_merged_labs,dizzy_lab_dict[lab],on='PtSSN')\n", + " abdpain_merged_labs = pd.merge(abdpain_merged_labs,abdpain_lab_dict[lab],on='PtSSN')\n", + "print(dizzy_merged_labs.shape, abdpain_merged_labs.shape)\n", + "\n", + "# drop cols with more than 10% NA\n", + "def check_nas(df,cols,thresh):\n", + " drop_cols = []\n", + " for col in cols:\n", + " pct_na = df[col].isna().sum()/df.shape[0] * 100\n", + " if pct_na > thresh:\n", + " #print(col,pct_na)\n", + " drop_cols = drop_cols + [col]\n", + " return drop_cols\n", + "\n", + "def clean_lab_df(merged_df,cols,thresh):\n", + " drop_labs = check_nas(merged_df,cols,thresh)\n", + " #print('Lab cols to drop:',drop_labs)\n", + " lab_retain = list(set(merged_df.columns).difference(set(drop_labs)))\n", + " print(merged_df[lab_retain].shape,merged_df[lab_retain].dropna().shape)\n", + " \n", + " \n", + " return merged_df[lab_retain]\n", + "\n", + "dizzy_clean_labs = clean_lab_df(dizzy_merged_labs,dizzy_merged_labs.columns[1:],10)\n", + "abdpain_clean_labs = clean_lab_df(abdpain_merged_labs,abdpain_merged_labs.columns[1:],10)\n", + "print(dizzy_clean_labs.shape,abdpain_clean_labs.shape)\n", + "print(dizzy_clean_labs.isna().sum())" + ] + }, + { + "cell_type": "markdown", + "id": "heard-marsh", + "metadata": {}, + "source": [ + "# History\n", + "- for dizzy, use Viral's ICD list\n", + "- for abdpain, use Adel's ICD list refined by Andy Z" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "confidential-saturday", + "metadata": {}, + "outputs": [], + "source": [ + "icds = dataset['ICD']\n", + "dizzy_icds,abdpain_icds = separate_cohorts_icds(icds,dizzy_cohort_df,abdpain_cohort_df)\n", + "print(dizzy_icds.shape,abdpain_icds.shape)\n", + "\n", + "# get dizzy risk factors\n", + "dizzy_rf_df = get_dizzy_rf(dizzy_icds,dizzy_cohort_df)\n", + "bool_dizzy_rf_df = pd.concat([dizzy_rf_df.PtSSN, dizzy_rf_df.iloc[:,1:].astype(bool).astype(int)],axis=1 )\n", + "print(dizzy_rf_df.shape, bool_dizzy_rf_df.shape)\n", + "\n", + "# get abdpain risk factors\n", + "abdpain_rf_df = get_abdpain_rf(abdpain_icds,abdpain_cohort_df)\n", + "bool_abdpain_rf_df = pd.concat([abdpain_rf_df.PtSSN, abdpain_rf_df.iloc[:,1:].astype(bool).astype(int)],axis=1 )\n", + "print(abdpain_rf_df.shape, bool_abdpain_rf_df.shape)\n", + "\n", + "# add a column which is the number of risk factors\n", + "bool_dizzy_rf_df['total_rf'] = bool_dizzy_rf_df.iloc[:,1:].sum(axis=1)\n", + "bool_abdpain_rf_df['total_rf'] = bool_abdpain_rf_df.iloc[:,1:].sum(axis=1)" + ] + }, + { + "cell_type": "markdown", + "id": "frequent-schedule", + "metadata": {}, + "source": [ + "# Get labeled data" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "tutorial-enclosure", + "metadata": {}, + "outputs": [], + "source": [ + "dizzy_df, dizzy_labels_df = retrieveLabels_dizzy(dizzy_fname)\n", + "abdpain_df, abdpain_labels_df = retrieveLabels_abdpain(abdpain_fname)\n", + "print(dizzy_labels_df.shape,abdpain_labels_df.shape)\n", + "\n", + "print(dizzy_labels_df.label.value_counts())\n", + "print(abdpain_labels_df.label.value_counts())\n", + "print('\\nPPV for dizzy = ', dizzy_labels_df[dizzy_labels_df.label=='MOD'].shape[0]/dizzy_labels_df.shape[0])\n", + "print('PPV for abdpain = ', np.round(abdpain_labels_df[abdpain_labels_df.label=='MOD'].shape[0]/abdpain_labels_df.shape[0],3))" + ] + }, + { + "cell_type": "markdown", + "id": "caring-accuracy", + "metadata": {}, + "source": [ + "# Data for Table 1" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "stuffed-newman", + "metadata": {}, + "outputs": [], + "source": [ + "dizzy_cohort_df_labeled = pd.merge(dizzy_cohort_df,dizzy_labels_df,on='PtSSN')\n", + "dizzy_demo_coded_labeled = pd.merge(dizzy_demo_coded,dizzy_labels_df,on='PtSSN')\n", + "print(dizzy_demo_coded_labeled.columns)\n", + "dizzy_subset = dizzy_demo_coded_labeled[dizzy_demo_coded_labeled.label.isin(['MOD','NoMOD'])]\n", + "\n", + "# age analysis\n", + "display(dizzy_subset['age_at_index_visit'].describe().T.loc[[\"mean\",\"std\"]])\n", + "display(dizzy_subset.groupby('label')['age_at_index_visit'].describe().T.loc[[\"mean\",\"std\"],:])\n", + "\n", + "# gender analysis\n", + "display(dizzy_subset.groupby('label')['Gender'].value_counts())\n", + "\n", + "from scipy.stats import fisher_exact\n", + "# from scipy.stats.contingency import crosstab \n", + " \n", + "\n", + "ttest_fields(dizzy_subset,\n", + " dizzy_subset.columns[1:-1],\n", + " ['c','d','d','d','d','d','d','d'],show=True)" + ] + }, + { + "cell_type": "markdown", + "id": "touched-morris", + "metadata": {}, + "source": [ + "# Labeled versions of all dataframes" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "textile-separation", + "metadata": {}, + "outputs": [], + "source": [ + "# labeled versions of the cohort datasets\n", + "dizzy_cohort_df_labeled = pd.merge(dizzy_cohort_df,dizzy_labels_df,on='PtSSN')\n", + "abdpain_cohort_df_labeled = pd.merge(abdpain_cohort_df,abdpain_labels_df,on='PtSSN')\n", + "print('Cohort:',dizzy_cohort_df_labeled.shape, abdpain_cohort_df_labeled.shape)\n", + "\n", + "# labeled versions of demog datasets\n", + "dizzy_demo_coded_labeled = pd.merge(dizzy_demo_coded,dizzy_labels_df,on='PtSSN')\n", + "abdpain_demo_coded_labeled = pd.merge(abdpain_demo_coded,abdpain_labels_df,on='PtSSN')\n", + "print('Demo:', dizzy_demo_coded_labeled.shape,abdpain_demo_coded_labeled.shape)\n", + "\n", + "# get labeled version of ED vitals\n", + "dizzy_EDvitals_labeled = pd.merge(dizzy_EDvitals_df,dizzy_labels_df,on='PtSSN')\n", + "abdpain_EDvitals_labeled = pd.merge(abdpain_EDvitals_df,abdpain_labels_df,on='PtSSN')\n", + "print('EDVitals:', dizzy_EDvitals_labeled.shape,abdpain_EDvitals_labeled.shape)\n", + "\n", + "# get labeled versions of hosp vitals\n", + "dizzy_hosp_vitals_labeled = pd.merge(dizzy_hosp_vitals_df,dizzy_labels_df,on='PtSSN')\n", + "abdpain_hosp_vitals_labeled = pd.merge(abdpain_hosp_vitals_df,abdpain_labels_df,on='PtSSN')\n", + "print('Hosp vitals:', dizzy_hosp_vitals_labeled.shape,abdpain_hosp_vitals_labeled.shape)\n", + "\n", + "# get labeled versions of consults\n", + "dizzy_topN_consult_counts_labeled = pd.merge(dizzy_topN_consult_counts,dizzy_labels_df,on='PtSSN').fillna(0)\n", + "abdpain_topN_consult_counts_labeled = pd.merge(abdpain_topN_consult_counts,abdpain_labels_df,on='PtSSN').fillna(0)\n", + "print('Consults: ', dizzy_topN_consult_counts_labeled.shape,abdpain_topN_consult_counts_labeled.shape)\n", + "\n", + "# get labeled version of images\n", + "dizzy_images_labeled = pd.merge(dizzy_images,dizzy_labels_df,on='PtSSN')\n", + "abdpain_images_labeled = pd.merge(abdpain_images,abdpain_labels_df,on='PtSSN')\n", + "print('Imaging:', dizzy_images_labeled.shape,abdpain_images_labeled.shape)\n", + "\n", + "# get labeled versions of risk factors\n", + "dizzy_rf_df_labeled = pd.merge(dizzy_rf_df,dizzy_labels_df,on='PtSSN')\n", + "abdpain_rf_df_labeled = pd.merge(abdpain_rf_df,abdpain_labels_df,on='PtSSN')\n", + "print('Risk Factors:', dizzy_rf_df_labeled.shape,abdpain_rf_df_labeled.shape)\n", + "bool_dizzy_rf_df_labeled = pd.merge(bool_dizzy_rf_df,dizzy_labels_df,on='PtSSN')\n", + "bool_abdpain_rf_df_labeled = pd.merge(bool_abdpain_rf_df,abdpain_labels_df,on='PtSSN')\n", + "print('Boolean Risk Factors:', dizzy_rf_df_labeled.shape,abdpain_rf_df_labeled.shape)\n", + "\n", + "# get labeled versions of clean labs\n", + "dizzy_clean_labs_labeled = pd.merge(dizzy_clean_labs,dizzy_labels_df,on='PtSSN')\n", + "abdpain_clean_labs_labeled = pd.merge(abdpain_clean_labs,abdpain_labels_df,on='PtSSN')\n", + "print('Labs: ', dizzy_clean_labs_labeled.shape, abdpain_clean_labs_labeled.shape)\n" + ] + }, + { + "cell_type": "markdown", + "id": "informal-cleaning", + "metadata": {}, + "source": [ + "# Check if any of the features are useful for MOD prediction" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "talented-technology", + "metadata": {}, + "outputs": [], + "source": [ + "# cohort fields ttest\n", + "cohort_fields = ['ed_duration', 'ed_first_inp_delta','sum_hosp_stay', 'num_hosp','num_ED_visits']\n", + "cohort_ftypes = ['c','c','c','c','c']\n", + "dizzy_cohort_sig = ttest_fields(dizzy_cohort_df_labeled[dizzy_cohort_df_labeled.label.isin(['MOD','NoMOD'])],cohort_fields,cohort_ftypes)\n", + "print('Dizziness cohort:', dizzy_cohort_sig)\n", + "abdpain_cohort_sig = ttest_fields(abdpain_cohort_df_labeled,cohort_fields,cohort_ftypes)\n", + "print('Abdpain cohort:',abdpain_cohort_sig)\n", + "\n", + "# demo field ttest\n", + "demo_fields = dizzy_demo_coded.columns[1:]\n", + "demo_ftypes = ['c','d','d','d','d','d','d','d']\n", + "dizzy_demo_sig = ttest_fields(dizzy_demo_coded_labeled[dizzy_demo_coded_labeled.label.isin(['MOD','NoMOD'])],demo_fields,demo_ftypes,show=False)\n", + "print('Dizziness demo:',dizzy_demo_sig)\n", + "abdpain_demo_sig = ttest_fields(abdpain_demo_coded_labeled,demo_fields,demo_ftypes,show=False)\n", + "print('Abdpain demo:',abdpain_demo_sig)\n", + "\n", + "# ED Vitals ttest\n", + "# do a ttest with all fields with respect to MOD\n", + "ED_vitals_fields= dizzy_EDvitals_labeled.columns[3:-1]\n", + "ED_vitals_ftypes = len(ED_vitals_fields)*['c']\n", + "dizzy_vitals_sig = ttest_fields(dizzy_EDvitals_labeled[dizzy_EDvitals_labeled.label.isin(['MOD','NoMOD'])],\n", + " ED_vitals_fields,ED_vitals_ftypes)\n", + "print('Dizziness ED vitals:',dizzy_vitals_sig)\n", + "abdpain_vitals_sig = ttest_fields(abdpain_EDvitals_labeled,ED_vitals_fields,ED_vitals_ftypes)\n", + "print('Abdpain ED vitals:',abdpain_vitals_sig)\n", + "\n", + "# Hosp vitals ttest\n", + "# do a ttest with all fields with respect to MOD\n", + "hosp_vitals_fields = dizzy_hosp_vitals_df.columns[3:]\n", + "hosp_vitals_ftypes = len(hosp_vitals_fields) * ['c']\n", + "dizzy_hosp_vitals_sig = ttest_fields(dizzy_hosp_vitals_labeled[dizzy_hosp_vitals_labeled.label.isin(['MOD','NoMOD'])],\n", + " hosp_vitals_fields,hosp_vitals_ftypes)\n", + "print('Dizziness hosp vitals:',dizzy_hosp_vitals_sig)\n", + "abdpain_hosp_vitals_sig = ttest_fields(abdpain_hosp_vitals_labeled,hosp_vitals_fields,hosp_vitals_ftypes)\n", + "print('Abdpain hosp vitals:',abdpain_hosp_vitals_sig)\n", + "\n", + "# Consult ttest\n", + "dizzy_ccounts_fields = dizzy_topN_consult_counts_labeled.columns[1:-1]\n", + "dizzy_ccounts_ftypes = ['d','d','d']\n", + "dizzy_consults_sig = ttest_fields(dizzy_topN_consult_counts_labeled,dizzy_ccounts_fields,dizzy_ccounts_ftypes)\n", + "print('Dizziness consults: ',dizzy_consults_sig)\n", + "abdpain_ccounts_fields = abdpain_topN_consult_counts_labeled.columns[1:-1]\n", + "abdpain_ccounts_ftypes = len(abdpain_ccounts_fields) * ['d']\n", + "abdpain_consults_sig = ttest_fields(abdpain_topN_consult_counts_labeled,abdpain_ccounts_fields,abdpain_ccounts_ftypes)\n", + "print('Abdpain consults: ',abdpain_consults_sig)\n", + "\n", + "# Imaging ttest\n", + "dizzy_images_fields = dizzy_images_labeled.columns[2:-1]\n", + "dizzy_images_ftypes = len(dizzy_images_fields) * ['c']\n", + "dizzy_images_sig = ttest_fields(dizzy_images_labeled[dizzy_images_labeled.label.isin(['MOD','NoMOD'])],dizzy_images_fields,dizzy_images_ftypes)\n", + "print('Dizziness imaging: ', dizzy_images_sig)\n", + "abdpain_images_fields = abdpain_images_labeled.columns[2:-1]\n", + "abdpain_images_ftypes = len(abdpain_images_fields) * ['c']\n", + "abdpain_images_sig = ttest_fields(abdpain_images_labeled,abdpain_images_fields,abdpain_images_ftypes)\n", + "print('Abdpain imaging: ', abdpain_images_sig)\n", + "\n", + "# ttest for risk factors\n", + "dizzy_rf_sig = ttest_fields(bool_dizzy_rf_df_labeled,bool_dizzy_rf_df.columns[1:],len(bool_dizzy_rf_df.columns[1:])*['d'],show=False)\n", + "print('Dizzy RF: ', dizzy_rf_sig)\n", + "abdpain_rf_sig = ttest_fields(bool_abdpain_rf_df_labeled,bool_abdpain_rf_df.columns[1:],len(bool_abdpain_rf_df.columns[1:])*['d'],show=False)\n", + "print('Abdpain RF: ', abdpain_rf_sig)\n", + "\n", + "# ttest for labs\n", + "dizzy_labs_sig = ttest_fields(dizzy_clean_labs_labeled,dizzy_clean_labs_labeled.columns[1:-1],\n", + " len(dizzy_clean_labs_labeled.columns[1:])*['d'],show=False)\n", + "abdpain_labs_sig = ttest_fields(abdpain_clean_labs_labeled,abdpain_clean_labs_labeled.columns[1:-1],\n", + " len(abdpain_clean_labs_labeled.columns[1:])*['d'],show=False)\n", + "\n", + "\n", + " \n", + "print('Dizzy Lab: ',dizzy_labs_sig)\n", + "print('Abdpain Lab: ',abdpain_labs_sig)\n", + "\n", + "dizzy_good_cols = dizzy_cohort_sig + dizzy_demo_sig + dizzy_vitals_sig + dizzy_hosp_vitals_sig + dizzy_consults_sig \n", + " + dizzy_images_sig + dizzy_rf_sig + dizzy_labs_sig" + ] + }, + { + "cell_type": "markdown", + "id": "mexican-friend", + "metadata": {}, + "source": [ + "# Merge different dataframes" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "invisible-fundamentals", + "metadata": {}, + "outputs": [], + "source": [ + "# start with cohort, then demo, then vitals, then consults, imaging, labs, history\n", + "\n", + "dizzy_cohort_cols = ['TriggerType', 'PtSSN', 'EDStartDateTime', 'EDEndDateTime',\n", + " 'EDVisitReason', 'AdmitDateTime', 'DischargeDateTime','hosp_stay',\n", + " 'ed_duration', 'FirstAdmission', 'ed_first_inp_delta', 'num_ED_visits',\n", + " 'num_hosp', 'sum_hosp_stay']\n", + "\n", + "dizzy_all = pd.DataFrame(dizzy_demo_coded.PtSSN,columns=['PtSSN'])\n", + "dizzy_all = pd.merge(dizzy_all,dizzy_cohort_df[dizzy_cohort_cols],on='PtSSN')\n", + "dizzy_all = pd.merge(dizzy_all,dizzy_demo_coded,on='PtSSN')\n", + "dizzy_all = pd.merge(dizzy_all,dizzy_EDvitals_df,on=['PtSSN','EDStartDateTime'],how='left')\n", + "dizzy_all = pd.merge(dizzy_all,dizzy_hosp_vitals_df,on=['PtSSN','AdmitDateTime'],how='left')\n", + "dizzy_all = pd.merge(dizzy_all,dizzy_topN_consult_counts,on=['PtSSN'])\n", + "dizzy_all = pd.merge(dizzy_all,dizzy_images,on=['PtSSN','EDStartDateTime'])\n", + "dizzy_all = pd.merge(dizzy_all,dizzy_clean_labs,on=['PtSSN'],how='left')\n", + "dizzy_all = pd.merge(dizzy_all,bool_dizzy_rf_df,on='PtSSN')\n", + "print(dizzy_all.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "incorporate-hunger", + "metadata": {}, + "outputs": [], + "source": [ + "# handle missing values\n", + "\n", + "cols_with_missing = []\n", + "for col in dizzy_all.columns:\n", + " missing = dizzy_all[col].isna().sum()\n", + " if missing > 0:\n", + " cols_with_missing.append(col)\n", + " print(col,missing)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "moved-blair", + "metadata": {}, + "outputs": [], + "source": [ + "combo_label_df.columns" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "victorian-electric", + "metadata": {}, + "outputs": [], + "source": [ + "# find a way to plot the labeled data in the combined dataframe\n", + "\n", + "\n", + "combo_label_df = pd.merge(dizzy_all,dizzy_labels_df,on='PtSSN',how='left')\n", + "combo_label_df.loc[combo_label_df.label.isna(),'label'] = 'unknown'\n", + "useful_cols = list(set(combo_label_df.columns[7:-1]).difference(['FirstAdmission']))\n", + "reduced_combo = combo_label_df[combo_label_df.label.isin(['MOD','NoMOD','unknown'])].dropna()\n", + "X = reduced_combo[useful_cols]\n", + "y = reduced_combo['label']\n", + "print(X.shape,y.shape)\n", + "label_list = list(reduced_combo.label.value_counts().index)\n", + "u = umap_plot_label(X,y,1,3,label_list,'upper left');\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "physical-mineral", + "metadata": {}, + "outputs": [], + "source": [ + "# analyze the resulting clusters\n", + "clust = cluster_umap(u,5,reduced_combo[useful_cols+['label']],'upper left')\n", + "analyze_clusters(clust,reduced_combo[useful_cols+['label']],useful_cols) " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "organizational-resort", + "metadata": {}, + "outputs": [], + "source": [ + "imp_cols = ['ed_first_inp_delta','age_at_index_visit','new_race_WHITE','new_race_BLACK OR AFRICAN AMERICAN','glucose_count',\n", + " 'glucose_min','glucose_max','glucose_abnormal_count','CO2_count','hgb_abnormal_count','Systolic_max','Systolic_first',\n", + " 'Diastolic_max','Diastolic_first','PULSE_min','PULSE_first','HOSP_Systolic_max','HOSP_Diastolic_max','HOSP_PULSE_min',\n", + " 'HOSP_PULSE_first','ct_count','ct_abnormal_count','Diabetes','Hypertension','Coronary artery disease (CAD)']\n", + "\n", + "X = reduced_combo[imp_cols]\n", + "y = reduced_combo['label']\n", + "label_list = list(reduced_combo.label.value_counts().index)\n", + "u = umap_plot_label(X,y,1,7,label_list,'upper right');\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "hybrid-postage", + "metadata": {}, + "outputs": [], + "source": [ + "# analyze the resulting clusters\n", + "clust = cluster_umap(u,3,reduced_combo[imp_cols+['label']],'upper right')\n", + "analyze_clusters(clust,reduced_combo[imp_cols+['label']],imp_cols) " + ] + }, + { + "cell_type": "markdown", + "id": "photographic-crowd", + "metadata": {}, + "source": [ + "# Need to get red flags to recreate Paarth classifier on our data\n", + "- headache\n", + "- diplopia\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "entertaining-catering", + "metadata": {}, + "outputs": [], + "source": [ + "notes.columns" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "eleven-discipline", + "metadata": {}, + "outputs": [], + "source": [ + "tmp = notes[notes.PatientSSN==ptssn]\n", + "start_time, end_time = dizzy_cohort_df[dizzy_cohort_df.PtSSN==ptssn].EDStartDateTime.values[0],dizzy_cohort_df[dizzy_cohort_df.PtSSN==ptssn].DischargeDateTime.values[0]\n", + "tmp1 = tmp[(tmp.EntryDateTime >= start_time) & (tmp.EntryDateTime <= end_time)]\n", + "for i in range(tmp1.shape[0]):\n", + " print(i,'---------------------------------------------')\n", + " print(tmp1.TIUStandardTitle.iloc[i])\n", + " print(tmp1.ReportText.iloc[i])\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "popular-africa", + "metadata": {}, + "outputs": [], + "source": [ + "notes = dataset['withRole']\n", + "notes.PatientSSN = notes.PatientSSN.astype('int64')\n", + "notes.EntryDateTime = pd.to_datetime(notes.EntryDateTime)\n", + "ed_notes = notes[notes.TIUStandardTitle=='EMERGENCY DEPT NOTE'].copy()\n", + "ed_notes.rename(columns={'PatientSSN':'PtSSN'},inplace=True)\n", + "ed_notes.PtSSN = ed_notes.PtSSN.astype('int64')\n", + "\n", + "\n", + "ed_notes_mod = pd.merge(ed_notes,dizzy_labels_df,on='PtSSN')\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "equal-myanmar", + "metadata": {}, + "outputs": [], + "source": [ + "ptssn = ed_notes_mod.iloc[0].PtSSN\n", + "#print(ed_notes_mod.ReportText.iloc[0])\n", + "display(dizzy_df[dizzy_df.PtSSN==ptssn].CaseSummaryER.values)\n", + "combo_df[combo_df.PtSSN==ptssn]\n", + "dizzy_cohort_df[dizzy_cohort_df.PtSSN==ptssn]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "sudden-albuquerque", + "metadata": {}, + "outputs": [], + "source": [ + "# UMAP the lab dataframe for abdpain\n", + "\n", + "XX = abdpain_clean_labs.dropna()\n", + "X = XX[set(XX.columns).difference(['PtSSN'])]\n", + "u = umap_plot_nolabel(X,1,7)\n", + "\n", + "# analyze the resulting clusters\n", + "clust = cluster_umap_nolabel(u,3,X,'upper left')\n", + "analyze_clusters_nolabel(clust,X,X.columns)\n", + "\n", + "# create a tapestry plot to visualize the clusters according to median values\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "veterinary-walnut", + "metadata": {}, + "outputs": [], + "source": [ + "# start merging all dataframes and UMAP them for dizzy and abdpain\n" + ] + }, + { + "cell_type": "markdown", + "id": "covered-nashville", + "metadata": {}, + "source": [ + "# Make predictive model for dizzy with all the ttest relevant fields" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "broad-child", + "metadata": {}, + "outputs": [], + "source": [ + "dizzy_cohort_tmp = dizzy_cohort_df_labeled[['PtSSN'] + dizzy_cohort_sig]\n", + "dizzy_demo_tmp = dizzy_demo_coded_labeled[['PtSSN'] + dizzy_demo_sig]\n", + "dizzy_vitals_tmp = dizzy_EDvitals_labeled[['PtSSN'] + dizzy_vitals_sig]\n", + "dizzy_hosp_vitals_tmp = dizzy_hosp_vitals_labeled[['PtSSN'] + dizzy_hosp_vitals_sig]\n", + "#dizzy_consults_tmp = dizzy_topN_consult_counts_labeled[['PtSSN'] + dizzy_consults_sig]\n", + "\n", + "# images\n", + "dizzy_images_xr_count_labeled = pd.merge(dizzy_images_xr_count,dizzy_labels_df[dizzy_labels_df.label.isin(['MOD','NoMOD'])],on='PtSSN')\n", + "dizzy_images_ct_count_labeled = pd.merge(dizzy_images_ct_count,dizzy_labels_df[dizzy_labels_df.label.isin(['MOD','NoMOD'])],on='PtSSN')\n", + "dizzy_images_ct_abnormal_count_labeled = pd.merge(dizzy_images_ct_abnormal_count,dizzy_labels_df[dizzy_labels_df.label.isin(['MOD','NoMOD'])],on='PtSSN')\n", + "\n", + "# convert image count fields into int\n", + "dizzy_images_xr_count_labeled.xr_count = dizzy_images_xr_count_labeled.xr_count.astype(int)\n", + "dizzy_images_ct_count_labeled.ct_count = dizzy_images_ct_count_labeled.ct_count.astype(int)\n", + "dizzy_images_ct_abnormal_count_labeled.ct_abnormal_count = dizzy_images_ct_abnormal_count_labeled.ct_abnormal_count.astype(int)\n", + "\n", + "dizzy_images_xr_count_tmp = dizzy_images_xr_count_labeled[['PtSSN','xr_count']].drop_duplicates()\n", + "dizzy_images_ct_count_tmp = dizzy_images_ct_count_labeled[['PtSSN','ct_count']].drop_duplicates()\n", + "dizzy_images_ct_abnormal_count_tmp = dizzy_images_ct_abnormal_count_labeled[['PtSSN','ct_abnormal_count']].drop_duplicates()\n", + "\n", + "\n", + "# labs is rel_dizzy_labs\n", + "# risk factors is dizzy_rf_df_all_labeled\n", + "\n", + "# merge them all\n", + "\n", + "labels_tmp = dizzy_labels_df[dizzy_labels_df.label.isin(['MOD','NoMOD'])][['PtSSN','label']]\n", + "dizzy_all = pd.merge(labels_tmp,dizzy_cohort_tmp,on='PtSSN')\n", + "dizzy_all = pd.merge(dizzy_all,dizzy_demo_tmp,on='PtSSN')\n", + "dizzy_all = pd.merge(dizzy_all,dizzy_vitals_tmp,on='PtSSN')\n", + "dizzy_all = pd.merge(dizzy_all,dizzy_hosp_vitals_tmp,on='PtSSN')\n", + "dizzy_all = pd.merge(dizzy_all,dizzy_consults_tmp,on='PtSSN')\n", + "dizzy_all = pd.merge(dizzy_all,rel_dizzy_labs,on='PtSSN')\n", + "dizzy_all = pd.merge(dizzy_all,dizzy_images_xr_count_tmp,on='PtSSN')\n", + "dizzy_all = pd.merge(dizzy_all,dizzy_images_ct_count_tmp,on='PtSSN')\n", + "dizzy_all = pd.merge(dizzy_all,dizzy_images_ct_abnormal_count_tmp,on='PtSSN')\n", + "dizzy_all = pd.merge(dizzy_all,dizzy_rf_df_all_labeled[['PtSSN','Hx aneurysm']],on=['PtSSN'])\n", + "print(dizzy_all.shape)\n", + "set(dizzy_all.columns).difference(set(all_dizzy_all.columns))" + ] + }, + { + "cell_type": "markdown", + "id": "authentic-afghanistan", + "metadata": {}, + "source": [ + "# make feature dataframe for entire data set" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "light-reference", + "metadata": {}, + "outputs": [], + "source": [ + "# make dataset for all of dizzy (not just the labeled data)\n", + "all_dizzy_cohort_tmp = dizzy_cohort_df[['PtSSN'] + dizzy_cohort_sig]\n", + "#print(all_dizzy_cohort_tmp.shape,all_dizzy_cohort_tmp.columns)\n", + "all_dizzy_demo_tmp = dizzy_demo_coded[['PtSSN'] + dizzy_demo_sig]\n", + "#print(all_dizzy_demo_tmp.shape,all_dizzy_demo_tmp.columns)\n", + "all_dizzy_vitals_tmp = dizzy_EDvitals_df[['PtSSN'] + dizzy_vitals_sig]\n", + "#print(all_dizzy_vitals_tmp.shape,all_dizzy_vitals_tmp.columns)\n", + "all_dizzy_hosp_vitals_tmp = dizzy_hosp_vitals_df[['PtSSN'] + dizzy_hosp_vitals_sig]\n", + "#all_dizzy_consults_tmp = dizzy_topN_consult_counts[['PtSSN'] + dizzy_consults_sig]\n", + "#print(all_dizzy_hosp_vitals_tmp.shape,all_dizzy_hosp_vitals_tmp.columns)\n", + "\n", + "# convert image count fields into int\n", + "dizzy_images_xr_count.xr_count = dizzy_images_xr_count.xr_count.astype(int)\n", + "dizzy_images_ct_count.ct_count = dizzy_images_ct_count.ct_count.astype(int)\n", + "dizzy_images_ct_abnormal_count.ct_abnormal_count = dizzy_images_ct_abnormal_count.ct_abnormal_count.astype(int)\n", + "\n", + "all_dizzy_images_xr_count_tmp = dizzy_images_xr_count[['PtSSN','xr_count']].drop_duplicates()\n", + "all_dizzy_images_ct_count_tmp = dizzy_images_ct_count[['PtSSN','ct_count']].drop_duplicates()\n", + "all_dizzy_images_ct_abnormal_count_tmp = dizzy_images_ct_abnormal_count[['PtSSN','ct_abnormal_count']].drop_duplicates()\n", + "\n", + "\n", + "# labs is rel_dizzy_labs\n", + "# risk factors is dizzy_rf_df_all_labeled\n", + "\n", + "# merge them all\n", + "\n", + "\n", + "all_dizzy_all = pd.merge(all_dizzy_cohort_tmp,all_dizzy_demo_tmp,on='PtSSN')\n", + "\n", + "all_dizzy_all = pd.merge(all_dizzy_all,all_dizzy_vitals_tmp,on='PtSSN')\n", + "\n", + "all_dizzy_all = pd.merge(all_dizzy_all,all_dizzy_hosp_vitals_tmp,on='PtSSN')\n", + "\n", + "#all_dizzy_all = pd.merge(all_dizzy_all,dizzy_consults_tmp,on='PtSSN')\n", + "all_dizzy_all = pd.merge(all_dizzy_all,rel_dizzy_labs,on='PtSSN')\n", + "\n", + "all_dizzy_all = pd.merge(all_dizzy_all,all_dizzy_images_xr_count_tmp,on='PtSSN')\n", + "\n", + "all_dizzy_all = pd.merge(all_dizzy_all,all_dizzy_images_ct_count_tmp,on='PtSSN')\n", + "\n", + "all_dizzy_all = pd.merge(all_dizzy_all,all_dizzy_images_ct_abnormal_count_tmp,on='PtSSN')\n", + "\n", + "all_dizzy_all = pd.merge(all_dizzy_all,dizzy_rf_df_all[['PtSSN','Hx aneurysm']],on=['PtSSN'])\n", + "print(all_dizzy_all.shape)\n", + "print(all_dizzy_all.columns)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "suspended-afternoon", + "metadata": {}, + "outputs": [], + "source": [ + "# which ones have NAs in them?\n", + "# make all count columns default to 0\n", + "\n", + "limit_dizzy_all = dizzy_all[dizzy_all.label.isin(['MOD','NoMOD'])].copy()\n", + "\n", + "abcols = ['WBC_abnormal_count','glucose_count','glucose_abnormal_count','albumin_abnormal_count','CO2_count',\n", + " 'alkphos_abnormal_count','hgb_abnormal_count']\n", + "for abcol in abcols:\n", + " limit_dizzy_all[abcol] = limit_dizzy_all[abcol].fillna(0)\n", + "\n", + "\n", + "\n", + "for col in limit_dizzy_all.columns[2:]:\n", + " v = limit_dizzy_all[col].isna().sum()\n", + " if v > 0:\n", + " print(col,v )\n", + " \n", + "print(limit_dizzy_all.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "needed-prairie", + "metadata": {}, + "outputs": [], + "source": [ + "# for glucose_min and glucose_max use class_specific medians\n", + "\n", + "glucose_cols = ['glucose_min','glucose_max']\n", + "for gcol in glucose_cols:\n", + " vals = limit_dizzy_all.groupby('label')[gcol].describe()[['50%']].reset_index()\n", + " mod_val = vals[vals.label=='MOD']['50%'].values[0]\n", + " nomod_val = vals[vals.label=='NoMOD']['50%'].values[0]\n", + " print(mod_val,nomod_val)\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "mediterranean-bennett", + "metadata": {}, + "outputs": [], + "source": [ + "# drop highly correlated columns to support logistic regression\n", + "fig, ax = plt.subplots(figsize=(10,10))\n", + "sns.heatmap(limit_dizzy_all.iloc[:,2:].corr(),ax=ax,annot=False)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "forced-karma", + "metadata": {}, + "outputs": [], + "source": [ + "tmp = limit_dizzy_all.dropna()\n", + "print(tmp.shape)\n", + "X = tmp.iloc[:,2:]\n", + "yy = tmp.label\n", + "y = np.array([1 if (x=='MOD') else 0 for x in yy])\n", + "print(X.shape,y.shape)\n", + "clf = tune_model(X,y)\n", + "print('Best C = ',clf.best_params_['C'])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "internal-costa", + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "#clf,select_feats = build_L1_model(X,y,clf.best_params_['C'])\n", + "clf,select_feats = build_L1_model(X,y,0.0045)\n", + "visualize_model(clf,select_feats)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "funded-estimate", + "metadata": {}, + "outputs": [], + "source": [ + "# umap it all\n", + "u = umap_plot_label(X,yy,1,7,['NoMOD','MOD'],'upper right')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "dental-camcorder", + "metadata": {}, + "outputs": [], + "source": [ + "c = cluster_umap(u,4,tmp,'upper right')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ranging-fraud", + "metadata": {}, + "outputs": [], + "source": [ + "#stat_cols = featimp.iloc[:5].index\n", + "analyze_clusters(c,tmp,select_feats)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ordered-bathroom", + "metadata": {}, + "outputs": [], + "source": [ + "# find those rows in limit_dizzy_all that have nulls\n", + "null_val_rows = limit_dizzy_all[limit_dizzy_all.isnull().any(axis=1)].copy()\n", + "null_val_rows.shape" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "hired-forum", + "metadata": {}, + "outputs": [], + "source": [ + "for gcol in ['glucose_min','glucose_max']:\n", + " vals = limit_dizzy_all.groupby('label')[gcol].describe()[['50%']].reset_index()\n", + " mod_val = vals[vals.label=='MOD']['50%'].values[0]\n", + " nomod_val = vals[vals.label=='NoMOD']['50%'].values[0]\n", + " print(gcol,mod_val,nomod_val) " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "buried-symposium", + "metadata": {}, + "outputs": [], + "source": [ + "null_val_rows.loc[null_val_rows.label=='MOD','glucose_min'] = 156\n", + "null_val_rows.loc[null_val_rows.label=='MOD','glucose_max'] = 171\n", + "null_val_rows.loc[null_val_rows.label=='NoMOD','glucose_min'] = 126\n", + "null_val_rows.loc[null_val_rows.label=='NoMOD','glucose_max'] = 126" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "revised-category", + "metadata": {}, + "outputs": [], + "source": [ + "# predict on null_val_rows\n", + "print(clf.predict(null_val_rows.iloc[:,2:]))\n", + "print(null_val_rows['label'])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "studied-tiffany", + "metadata": {}, + "outputs": [], + "source": [ + "print(all_dizzy_all.shape)\n", + "abcols = ['WBC_abnormal_count','glucose_count','glucose_abnormal_count','albumin_abnormal_count','CO2_count',\n", + " 'alkphos_abnormal_count','hgb_abnormal_count']\n", + "for abcol in abcols:\n", + " all_dizzy_all[abcol] = all_dizzy_all[abcol].fillna(0)\n", + "\n", + "\n", + "\n", + "for col in all_dizzy_all.columns[1:]:\n", + " v = all_dizzy_all[col].isna().sum()\n", + " if v > 0:\n", + " print(col,v )\n", + " \n", + "print(all_dizzy_all.shape)\n", + "\n", + "# find those rows in all_dizzy_all that have null\n", + "all_null_val_rows = all_dizzy_all[all_dizzy_all.isnull().any(axis=1)].copy()\n", + "print(all_null_val_rows.shape)\n", + "\n", + "for gcol in ['glucose_min','glucose_max']:\n", + " vals = all_dizzy_all[gcol].describe()[['50%']]\n", + " g_val = vals['50%']\n", + " \n", + " print(gcol,g_val) \n", + " \n", + "# fill in glucose values that are medians across the entire set.\n", + "all_null_val_rows.loc[:,'glucose_min'] = 134\n", + "all_null_val_rows.loc[:,'glucose_max'] = 135\n", + "\n", + "\n", + "tmp1 = pd.concat([all_dizzy_all.dropna(),all_null_val_rows])\n", + "print(tmp1.iloc[:,1:].shape)\n", + "for col in tmp1.columns[1:]:\n", + " v = tmp1[col].isna().sum()\n", + " if v > 0:\n", + " print(col,v )\n", + "\n", + "print('Logistic regression prediction:')\n", + "ypred1 = clf.predict(tmp1.iloc[:,1:])\n", + "display(pd.merge(tmp1[ypred1==1].PtSSN,dizzy_labels_df,on='PtSSN')['label'].value_counts())\n", + "display(pd.merge(tmp1[ypred1==0].PtSSN,dizzy_labels_df,on='PtSSN')['label'].value_counts())\n", + "\n", + "print('Random forest prediction:')\n", + "ypred1 = rf.predict(tmp1.iloc[:,1:])\n", + "display(pd.merge(tmp1[ypred1==1].PtSSN,dizzy_labels_df,on='PtSSN')['label'].value_counts())\n", + "display(pd.merge(tmp1[ypred1==0].PtSSN,dizzy_labels_df,on='PtSSN')['label'].value_counts())" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "sapphire-caribbean", + "metadata": {}, + "outputs": [], + "source": [ + "ypred1 =rf.predict(tmp1.iloc[:,1:])\n", + "display(pd.merge(tmp1[ypred1==1].PtSSN,dizzy_labels_df,on='PtSSN')['label'].value_counts())\n", + "display(pd.merge(tmp1[ypred1==0].PtSSN,dizzy_labels_df,on='PtSSN')['label'].value_counts())" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "lucky-stanford", + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.tree import DecisionTreeClassifier\n", + "\n", + "\n", + "dt = DecisionTreeClassifier(max_depth=7,criterion='entropy')\n", + "scores = cross_val_score(dt,tmp.iloc[:,2:],y)\n", + "print(np.mean(scores),np.std(scores))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "peaceful-fortune", + "metadata": {}, + "outputs": [], + "source": [ + "# train and test on all 75 labeled records\n", + "from sklearn.ensemble import RandomForestClassifier\n", + "rf = RandomForestClassifier(n_estimators=10,max_depth=3)\n", + "y = np.array([1 if x=='MOD' else 0 for x in tmp.label])\n", + "rf.fit(tmp.iloc[:,2:],y)\n", + "ypred = rf.predict(tmp.iloc[:,2:])\n", + "metrics.confusion_matrix(y,ypred)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "official-letter", + "metadata": {}, + "outputs": [], + "source": [ + "rf.predict(null_val_rows.iloc[:,2:])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "smaller-hybrid", + "metadata": {}, + "outputs": [], + "source": [ + "featimp = pd.Series(rf.feature_importances_,index=tmp.columns[2:]).sort_values(ascending=False)\n", + "import seaborn as sns\n", + "\n", + "plt.figure(figsize=(8,6))\n", + "myplot = sns.barplot(featimp.index,featimp.values)\n", + "myplot.set_xticklabels(myplot.get_xticklabels(),rotation = 90);" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "working-suspension", + "metadata": {}, + "outputs": [], + "source": [ + "# now do an 80-20 split; and run train/test\n", + "Xtrain,Xtest,ytrain,ytest = train_test_split(tmp.iloc[:,2:],y,stratify=y,test_size=0.1)\n", + "print(Xtrain.shape,Xtest.shape,ytrain.shape,ytest.shape)\n", + "rf = RandomForestClassifier(n_estimators=7,max_depth=4)\n", + "rf.fit(Xtrain,ytrain)\n", + "ypred = rf.predict(Xtest)\n", + "print(metrics.confusion_matrix(ytest,ypred))\n", + "print('AUC = ',metrics.roc_auc_score(ytest,ypred))\n", + "print('F1 = ',metrics.f1_score(ytest,ypred))\n", + "print('Accuracy = ',metrics.accuracy_score(ytest,ypred))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "modified-refund", + "metadata": {}, + "outputs": [], + "source": [ + "ypred_all = rf.predict(pd.concat([tmp.iloc[:,2:],null_val_rows.iloc[:,2:]]))\n", + "y_all = [1 if x =='MOD' else 0 for x in tmp.label] + [1 if x=='MOD' else 0 for x in null_val_rows.label]\n", + "metrics.confusion_matrix(y_all,ypred_all)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "corrected-patient", + "metadata": {}, + "outputs": [], + "source": [ + "featimp = pd.Series(rf.feature_importances_,index=tmp.columns[2:]).sort_values(ascending=False)\n", + "import seaborn as sns\n", + "\n", + "plt.figure(figsize=(8,6))\n", + "myplot = sns.barplot(featimp.index,featimp.values)\n", + "myplot.set_xticklabels(myplot.get_xticklabels(),rotation = 90);" + ] + }, + { + "cell_type": "markdown", + "id": "occupational-shark", + "metadata": {}, + "source": [ + "# Classify unlabeled records in dizzy" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "determined-agency", + "metadata": {}, + "outputs": [], + "source": [ + "tmp1.shape" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "dependent-hamburg", + "metadata": {}, + "outputs": [], + "source": [ + "for col in tmp1.columns[1:]:\n", + " v = tmp1[col].isna().sum()\n", + " if v > 0:\n", + " print(col,v )\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "associate-friend", + "metadata": {}, + "outputs": [], + "source": [ + "tmp2.columns" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "detailed-layout", + "metadata": {}, + "outputs": [], + "source": [ + "# merge to create temp labels\n", + "tmp2 = pd.merge(tmp1,dizzy_labels_df,on='PtSSN',how='left')\n", + "print(tmp2.shape)\n", + "#display(tmp2.label.value_counts())\n", + "len(set(dizzy_labels_df.PtSSN).difference(tmp2.PtSSN))\n", + "tmp2.label = tmp2.label.fillna('unknown')\n", + "tmp3 = tmp2[tmp2.label.isin(['MOD','NoMOD','unknown'])]\n", + "\n", + "\n", + "u = umap_plot_label(tmp3.iloc[:,1:-1],tmp3.label,4,7,['NoMOD','unknown','MOD'],'upper right');\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "accepted-globe", + "metadata": {}, + "outputs": [], + "source": [ + "c = cluster_umap(u,3,tmp3,'upper right')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "limiting-alarm", + "metadata": {}, + "outputs": [], + "source": [ + "analyze_clusters(c,tmp3,list(featimp.index)[:10])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "musical-silicon", + "metadata": {}, + "outputs": [], + "source": [ + "# plot the predicted labels for the unknowns\n" + ] + }, + { + "cell_type": "markdown", + "id": "flying-conservation", + "metadata": {}, + "source": [ + "# Assemble the abdpain_all dataframe" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "drawn-bulletin", + "metadata": {}, + "outputs": [], + "source": [ + "abdpain_cohort_tmp = abdpain_cohort_df_labeled[['PtSSN'] + cohort_fields].drop_duplicates(subset=['PtSSN'])\n", + "abdpain_demo_tmp = abdpain_demo_coded_labeled[['PtSSN'] + list(abdpain_demo_coded_labeled.columns[1:-1])].drop_duplicates(subset=['PtSSN'])\n", + "abdpain_vitals_tmp = abdpain_EDvitals_labeled[['PtSSN'] + list(abdpain_EDvitals_labeled.columns[2:-1])].drop_duplicates(subset=['PtSSN'])\n", + "abdpain_hosp_vitals_tmp = abdpain_hosp_vitals_labeled[['PtSSN'] + list(abdpain_hosp_vitals_labeled.columns[2:-1])].drop_duplicates(subset=['PtSSN'])\n", + "abdpain_consults_tmp = abdpain_topN_consult_counts_labeled[['PtSSN'] + list(abdpain_topN_consult_counts.columns[1:-1])].drop_duplicates(subset=['PtSSN'])\n", + "\n", + "# images\n", + "abdpain_images_xr_count_labeled = pd.merge(abdpain_images_xr_count,abdpain_labels_df,on='PtSSN').drop_duplicates(subset=['PtSSN'])\n", + "abdpain_images_ct_count_labeled = pd.merge(abdpain_images_ct_count,abdpain_labels_df,on='PtSSN').drop_duplicates(subset=['PtSSN'])\n", + "abdpain_images_ct_abnormal_count_labeled = pd.merge(abdpain_images_ct_abnormal_count,abdpain_labels_df,on='PtSSN').drop_duplicates(subset=['PtSSN'])\n", + "\n", + "# convert image count fields into int\n", + "abdpain_images_xr_count_labeled.xr_count = abdpain_images_xr_count_labeled.xr_count.astype(int)\n", + "abdpain_images_ct_count_labeled.ct_count = abdpain_images_ct_count_labeled.ct_count.astype(int)\n", + "abdpain_images_ct_abnormal_count_labeled.ct_abnormal_count = abdpain_images_ct_abnormal_count_labeled.ct_abnormal_count.astype(int)\n", + "\n", + "abdpain_images_xr_count_tmp = abdpain_images_xr_count_labeled[['PtSSN','xr_count']].drop_duplicates()\n", + "abdpain_images_ct_count_tmp = abdpain_images_ct_count_labeled[['PtSSN','ct_count']].drop_duplicates()\n", + "abdpain_images_ct_abnormal_count_tmp = abdpain_images_ct_abnormal_count_labeled[['PtSSN','ct_abnormal_count']].drop_duplicates()\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "blond-transparency", + "metadata": {}, + "outputs": [], + "source": [ + "# labs is rel_abdpain_labs\n", + "# risk factors is abdpain_rf_df_all_labeled\n", + "\n", + "# merge them all\n", + "\n", + "abdpain_all = pd.merge(abdpain_labels_df,abdpain_cohort_tmp,on='PtSSN')\n", + "print(abdpain_all.shape)\n", + "abdpain_all = pd.merge(abdpain_all,abdpain_demo_tmp,on='PtSSN')\n", + "print(abdpain_all.shape)\n", + "\n", + "abdpain_all = pd.merge(abdpain_all,abdpain_consults_tmp,on='PtSSN')\n", + "print(abdpain_all.shape)\n", + "abdpain_all = pd.merge(abdpain_all,rel_abdpain_labs,on='PtSSN')\n", + "print(abdpain_all.shape)\n", + "abdpain_all = pd.merge(abdpain_all,abdpain_images_xr_count_tmp,on='PtSSN')\n", + "print(abdpain_all.shape)\n", + "abdpain_all = pd.merge(abdpain_all,abdpain_images_ct_count_tmp,on='PtSSN')\n", + "print(abdpain_all.shape)\n", + "abdpain_all = pd.merge(abdpain_all,abdpain_images_ct_abnormal_count_tmp,on='PtSSN')\n", + "print(abdpain_all.shape)\n", + "abdpain_all = pd.merge(abdpain_all,abdpain_rf_df_all_labeled,on=['PtSSN','label'])\n", + "print(abdpain_all.shape)\n", + "abdpain_all = pd.merge(abdpain_all,abdpain_vitals_tmp,on='PtSSN',how='left')\n", + "print(abdpain_all.shape)\n", + "abdpain_all = pd.merge(abdpain_all,abdpain_hosp_vitals_tmp,on='PtSSN',how='left')\n", + "print(abdpain_all.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "decreased-hours", + "metadata": {}, + "outputs": [], + "source": [ + "# who are the missing SSNs in abdpain_EDvitals?\n", + "tmp1 = abdpain_EDvitals_labeled.groupby('PtSSN')['PtSSN'].agg('count')\n", + "missing = set(abdpain_cohort_df_labeled.PtSSN).difference(set(tmp1.index))\n", + "print(missing)\n", + "abdpain_cohort_df_labeled[abdpain_cohort_df_labeled.PtSSN.isin(missing)]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "secure-fetish", + "metadata": {}, + "outputs": [], + "source": [ + "# who are the missing SSNs in abdpain_hosp_vitals?\n", + "tmp2 = abdpain_hosp_vitals_labeled.groupby('PtSSN')['PtSSN'].agg('count')\n", + "missing1 = set(abdpain_cohort_df_labeled.PtSSN).difference(set(tmp2.index))\n", + "print(missing1)\n", + "abdpain_cohort_df_labeled[abdpain_cohort_df_labeled.PtSSN.isin(missing1)]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "considerable-manhattan", + "metadata": {}, + "outputs": [], + "source": [ + "abdpain_all.label.value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "spare-plastic", + "metadata": {}, + "outputs": [], + "source": [ + "abdpain_labels_df.label.value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "alpha-irish", + "metadata": {}, + "outputs": [], + "source": [ + "for col in abdpain_all.columns[2:]:\n", + " \n", + " v = abdpain_all[col].isna().sum()\n", + " if v > 0:\n", + " print(col,v )\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "exceptional-craps", + "metadata": {}, + "outputs": [], + "source": [ + "abdpain_all.columns" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "sealed-standard", + "metadata": {}, + "outputs": [], + "source": [ + "# fill na on the counts to be zero\n", + "count_fields = ['bun_abnormal_count','lact_abnormal_count','amylase_abnormal_count']\n", + "\n", + "for col in count_fields:\n", + " abdpain_all[col] = abdpain_all[col].fillna(0)\n", + " \n", + "print(abdpain_all.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "fitting-swiss", + "metadata": {}, + "outputs": [], + "source": [ + "abdpain_tmp_clean = abdpain_all.dropna(subset=['Systolic_count'])\n", + "missing = list(set(abdpain_all.PtSSN).difference(set(abdpain_tmp_clean.PtSSN)))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "temporal-shopper", + "metadata": {}, + "outputs": [], + "source": [ + "# fix ED_vitals fields with NoMOD values\n", + "\n", + "ed_vitals_cols = ['Systolic_count', 'Systolic_max', 'Systolic_min', 'Systolic_first'] + \\\n", + " ['Diastolic_count', 'Diastolic_max', 'Diastolic_min', 'Diastolic_first'] + \\\n", + " ['PULSE_count', 'PULSE_max', 'PULSE_min', 'PULSE_first'] + \\\n", + " ['RESPIRATION_count', 'RESPIRATION_max', 'RESPIRATION_min', 'RESPIRATION_first'] + \\\n", + " ['PAIN_count', 'PAIN_max', 'PAIN_min', 'PAIN_first'] + \\\n", + " ['TEMPERATURE_count', 'TEMPERATURE_max', 'TEMPERATURE_min', 'TEMPERATURE_first'] \n", + "\n", + "impval_dict = {}\n", + "for gcol in ed_vitals_cols:\n", + " vals = abdpain_tmp_clean.groupby('label')[gcol].describe()[['50%']].reset_index()\n", + " mod_val = vals[vals.label=='MOD']['50%'].values[0]\n", + " nomod_val = vals[vals.label=='NoMOD']['50%'].values[0]\n", + " print(gcol,mod_val,nomod_val) \n", + " impval_dict[gcol]={'MOD':mod_val,'NoMOD':nomod_val}\n", + " \n", + "for PtSSN in missing:\n", + " for gcol in ed_vitals_cols:\n", + " if abdpain_all[abdpain_all.PtSSN==PtSSN].label.values[0]=='MOD':\n", + " abdpain_all.loc[abdpain_all.PtSSN==PtSSN,gcol] = impval_dict[gcol]['MOD']\n", + " if abdpain_all[abdpain_all.PtSSN==PtSSN].label.values[0]=='NoMOD': \n", + " abdpain_all.loc[abdpain_all.PtSSN==PtSSN,gcol] = impval_dict[gcol]['NoMOD']\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "saved-revelation", + "metadata": {}, + "outputs": [], + "source": [ + "abdpain_tmp_clean = abdpain_all.dropna(subset=['HOSP_Systolic_count'])\n", + "missing = list(set(abdpain_all.PtSSN).difference(set(abdpain_tmp_clean.PtSSN)))\n", + "\n", + "# fix hosp_vitals fields with NoMOD/MOD values\n", + "\n", + "hosp_vitals_cols = ['HOSP_' + x for x in ed_vitals_cols]\n", + "\n", + "impval_dict = {}\n", + "for gcol in hosp_vitals_cols:\n", + " vals = abdpain_tmp_clean.groupby('label')[gcol].describe()[['50%']].reset_index()\n", + " mod_val = vals[vals.label=='MOD']['50%'].values[0]\n", + " nomod_val = vals[vals.label=='NoMOD']['50%'].values[0]\n", + " print(gcol,mod_val,nomod_val) \n", + " impval_dict[gcol]={'MOD':mod_val,'NoMOD':nomod_val}\n", + " \n", + "for PtSSN in missing:\n", + " for gcol in hosp_vitals_cols:\n", + " if abdpain_all[abdpain_all.PtSSN==PtSSN].label.values[0]=='MOD':\n", + " abdpain_all.loc[abdpain_all.PtSSN==PtSSN,gcol] = impval_dict[gcol]['MOD']\n", + " if abdpain_all[abdpain_all.PtSSN==PtSSN].label.values[0]=='NoMOD': \n", + " abdpain_all.loc[abdpain_all.PtSSN==PtSSN,gcol] = impval_dict[gcol]['NoMOD']\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "brave-detroit", + "metadata": {}, + "outputs": [], + "source": [ + "for col in abdpain_all.columns[2:]:\n", + " \n", + " v = abdpain_all[col].isna().sum()\n", + " if v > 0:\n", + " print(col,v )\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "contained-render", + "metadata": {}, + "outputs": [], + "source": [ + "# fix the lab values colums for the missing based on class\n", + "labval_cols = ['WBC_max','potassium_max','potassium_min','chloride_max','amylase_max']\n", + "\n", + "for col in labval_cols:\n", + " abdpain_tmp_clean = abdpain_all.dropna(subset=[col])\n", + " missing = list(set(abdpain_all.PtSSN).difference(set(abdpain_tmp_clean.PtSSN)))\n", + "\n", + " vals = abdpain_tmp_clean.groupby('label')[col].describe()[['50%']].reset_index()\n", + " mod_val = vals[vals.label=='MOD']['50%'].values[0]\n", + " nomod_val = vals[vals.label=='NoMOD']['50%'].values[0]\n", + " print(col,mod_val,nomod_val) \n", + " \n", + " for PtSSN in missing:\n", + " if abdpain_all[abdpain_all.PtSSN==PtSSN].label.values[0]=='MOD':\n", + " abdpain_all.loc[abdpain_all.PtSSN==PtSSN,col] = mod_val\n", + " if abdpain_all[abdpain_all.PtSSN==PtSSN].label.values[0]=='NoMOD': \n", + " abdpain_all.loc[abdpain_all.PtSSN==PtSSN,col] = nomod_val\n", + " \n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "grand-consumer", + "metadata": {}, + "outputs": [], + "source": [ + "for col in abdpain_all.columns[2:]:\n", + " \n", + " v = abdpain_all[col].isna().sum()\n", + " if v > 0:\n", + " print(col,v )\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "verified-devices", + "metadata": {}, + "outputs": [], + "source": [ + "#rel_cols = set(abdpain_all.columns).difference(set(['amylase_min','amylase_max']))\n", + "pred_cols = set(abdpain_all.columns).difference(set(['PtSSN','label']))\n", + "abdpain_all_clean = abdpain_all[['PtSSN','label'] + list(pred_cols)].copy()\n", + "abdpain_all_clean.columns" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "wicked-peninsula", + "metadata": {}, + "outputs": [], + "source": [ + "# make all count and boolean fields integers\n", + "['GI_ENDOSCOPY' 'HOSP_PAIN_count',\n", + " 'diverticulitis', 'HOSP_Systolic_count', 'GASTROENTEROLOGY',\n", + " 'appendicitis', 'HOSP_RESPIRATION_count', 'pancreatitis',\n", + " 'PAIN_count', \n", + " 'cholecystisis', 'RESPIRATION_count',\n", + " 'amylase_abnormal_count', \n", + " 'PULSE_count',\n", + " 'xr_count',\n", + " 'GENERAL SURGERY', 'HOSP_TEMPERATURE_count', \n", + " \n", + " 'HOSP_PULSE_count', \n", + " 'ct_abnormal_count', \n", + " 'bun_abnormal_count', 'HOSP_Diastolic_count', 'Systolic_count',\n", + " 'IB', 'diverticulosis',\n", + " 'num_ED_visits', 'EKG', \n", + " \n", + " \n", + " 'TEMPERATURE_count', \n", + " 'num_hosp',\n", + " 'Diastolic_count', 'cirrhosis',\n", + " 'cholelithiasis', 'ct_count',\n", + " 'CHART CONSULT', 'lact_abnormal_count',\n", + " 'TEMPERATURE_min', 'TEMPERATURE_first', 'ed_duration']\n", + "\n", + "cfields = ['bun_abnormal_count','lact_abnormal_count','amylase_abnormal_count',\n", + " 'cirrhosis','crohns_uc','diverticulitis','appendicitis','gallbladder']\n", + "for col in cfields:\n", + " abdpain_all_clean[col] = abdpain_all_clean[col].astype(int)\n", + " \n", + "abdpain_all_clean.dtypes" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "palestinian-development", + "metadata": {}, + "outputs": [], + "source": [ + "tmp = abdpain_all_clean.dropna()\n", + "X = tmp.loc[:,pred_cols]\n", + "yy = tmp.label\n", + "y = np.array([1 if (x=='MOD') else 0 for x in yy])\n", + "print(X.shape,y.shape)\n", + "clf = tune_model(X,y,5)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "aerial-somalia", + "metadata": {}, + "outputs": [], + "source": [ + "#clf,select_feats = build_L1_model(X,y,clf.best_params_['C'])\n", + "clf,select_feats = build_L1_model(X,y,1)\n", + "visualize_model(clf,select_feats)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "armed-induction", + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.ensemble import RandomForestClassifier\n", + "rf = RandomForestClassifier(n_estimators=4,max_depth=5)\n", + "y = np.array([1 if x=='MOD' else 0 for x in tmp.label])\n", + "rf.fit(tmp.iloc[:,2:],y)\n", + "ypred = rf.predict(tmp.iloc[:,2:])\n", + "metrics.confusion_matrix(y,ypred)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "supposed-decision", + "metadata": {}, + "outputs": [], + "source": [ + "featimp = pd.Series(rf.feature_importances_,index=tmp.columns[2:]).sort_values(ascending=False)\n", + "featimp_nz = featimp[featimp > 0]\n", + "import seaborn as sns\n", + "\n", + "plt.figure(figsize=(8,6))\n", + "myplot = sns.barplot(featimp_nz.index,featimp_nz.values)\n", + "myplot.set_xticklabels(myplot.get_xticklabels(),rotation = 90);" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "vanilla-american", + "metadata": {}, + "outputs": [], + "source": [ + "good_feats = featimp[featimp >= np.mean(featimp)].index" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "familiar-heavy", + "metadata": {}, + "outputs": [], + "source": [ + "# find those rows in abdpain_clean_all that are not in tmp\n", + "null_val_rows = abdpain_all_clean[abdpain_all_clean.isnull().any(axis=1)].copy()\n", + "null_val_rows" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "soviet-freeze", + "metadata": {}, + "outputs": [], + "source": [ + "# potassium_max, chlrode_max, WBC_max, amylase_min, amylase_max filled with class-dependent medians\n", + "impval_dict = {}\n", + "for gcol in ['potassium_max','chloride_max','WBC_max']:\n", + " vals = abdpain_all_clean.groupby('label')[gcol].describe()[['50%']].reset_index()\n", + " mod_val = vals[vals.label=='MOD']['50%'].values[0]\n", + " nomod_val = vals[vals.label=='NoMOD']['50%'].values[0]\n", + " print(gcol,mod_val,nomod_val) \n", + " impval_dict[gcol]={'MOD':mod_val,'NoMOD':nomod_val}\n", + " \n", + "for gcol in ['potassium_max','chloride_max','WBC_max']:\n", + " null_val_rows.loc[null_val_rows.label=='MOD',gcol] = impval_dict[gcol]['MOD']\n", + " null_val_rows.loc[null_val_rows.label=='NoMOD',gcol] = impval_dict[gcol]['NoMOD']\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "combined-credits", + "metadata": {}, + "outputs": [], + "source": [ + "ytest = [1 if x=='MOD' else 0 for x in null_val_rows.label]\n", + "metrics.confusion_matrix(ytest,rf.predict(null_val_rows.iloc[:,2:]))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "located-steps", + "metadata": {}, + "outputs": [], + "source": [ + "ypred_all = rf.predict(pd.concat([tmp.iloc[:,2:],null_val_rows.iloc[:,2:]]))\n", + "y_all = [1 if x =='MOD' else 0 for x in tmp.label] + [1 if x=='MOD' else 0 for x in null_val_rows.label]\n", + "metrics.confusion_matrix(y_all,ypred_all)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "southwest-calvin", + "metadata": {}, + "outputs": [], + "source": [ + "ypred_all_prob = rf.predict_proba(pd.concat([tmp.iloc[:,2:],null_val_rows.iloc[:,2:]]))[:,1]\n", + "print('AUC = ',metrics.roc_auc_score(y_all,ypred_all_prob))\n", + "print('F1 = ',metrics.f1_score(y_all,ypred_all))\n", + "print('AUPRC = ', metrics.precision_score(y_all,ypred_all))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "numeric-helmet", + "metadata": {}, + "outputs": [], + "source": [ + "# umap it all\n", + "u = umap_plot_label(X,yy,1,5,['NoMOD','MOD'],'upper left')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "optimum-chess", + "metadata": {}, + "outputs": [], + "source": [ + "c = cluster_umap(u,3,tmp,'upper right')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "fixed-temperature", + "metadata": {}, + "outputs": [], + "source": [ + "stat_cols = featimp.iloc[:25].index\n", + "analyze_clusters(c,tmp,stat_cols)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "significant-reservoir", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.5" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} From be3d4a6a8a12cf4f9f2493313e434c950f9df4eb Mon Sep 17 00:00:00 2001 From: "Andy Zimolzak (2018 mbp)" Date: Wed, 1 May 2024 12:39:11 -0500 Subject: [PATCH 5/5] ml 4a 4b file, reviewed --- Devika/ML4A_ML4B_July2023.ipynb | 3475 +++++++++++++++++++++++++++++++ 1 file changed, 3475 insertions(+) create mode 100644 Devika/ML4A_ML4B_July2023.ipynb diff --git a/Devika/ML4A_ML4B_July2023.ipynb b/Devika/ML4A_ML4B_July2023.ipynb new file mode 100644 index 0000000..80334c2 --- /dev/null +++ b/Devika/ML4A_ML4B_July2023.ipynb @@ -0,0 +1,3475 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "id": "93a61425", + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.experimental import enable_iterative_imputer\n", + "from sklearn.impute import IterativeImputer\n", + "\n", + "%matplotlib inline\n", + "from B00_util import *\n", + "%reload_ext autoreload\n", + "%autoreload 2" + ] + }, + { + "cell_type": "markdown", + "id": "8f701db4", + "metadata": {}, + "source": [ + "# Get data for ML4A and ML4B" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "88e4a6c0", + "metadata": { + "scrolled": false + }, + "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", + "
TABLE_CATALOGTABLE_SCHEMATABLE_NAMETABLE_TYPE
0ORD_Singh_201911038DDflt_B00_ML4TrgPos_Y201621_01_04_cohortBASE TABLE
1ORD_Singh_201911038DDflt_B00_ML4TrgPos_Y201621_05_04_RadBASE TABLE
2ORD_Singh_201911038DDflt_B00_ML4TrgPos_Y201621_04_04_LabBASE TABLE
3ORD_Singh_201911038DDflt_B00_ML4TrgPos_Y201621_06_Med_04_RxOutpatBASE TABLE
4ORD_Singh_201911038DDflt_B00_ML4TrgPos_Y201621_06_Med_07_NonVAMedBASE TABLE
5ORD_Singh_201911038DDflt_B00_ML4TrgPos_Y201621_06_Med_05_BCMA_Dispense...BASE TABLE
6ORD_Singh_201911038DDflt_B00_ML4TrgPos_Y201621_06_Med_08_AllMedBASE TABLE
7ORD_Singh_201911038DDflt_B00_ML4TrgPos_Y201621_08_ConsultBASE TABLE
8ORD_Singh_201911038DDflt_B00_ML4TrgPos_Y201621_12_ICDBASE TABLE
9ORD_Singh_201911038DDflt_B00_ML4TrgPos_Y201621_14_VitalBASE TABLE
10ORD_Singh_201911038DDflt_B00_ML4TrgPos_Y201622_30_Note_withRoleBASE TABLE
11ORD_Singh_201911038DDflt_B00_ML4TrgPos_Y201621_16_HFBASE TABLE
12ORD_Singh_201911038DDflt_B00_ML4TrgPos_Y201621_01_04_DemorgraphicsBASE TABLE
13ORD_Singh_201911038DDflt_B00_ML4TrgPos_Y201621_05_04_Rad_Only10daysPri...BASE TABLE
14ORD_Singh_201911038DDflt_B00_ML4TrgPos_Y201621_02_04_HospBASE TABLE
\n", + "
" + ], + "text/plain": [ + " TABLE_CATALOG TABLE_SCHEMA \\\n", + "0 ORD_Singh_201911038D Dflt \n", + "1 ORD_Singh_201911038D Dflt \n", + "2 ORD_Singh_201911038D Dflt \n", + "3 ORD_Singh_201911038D Dflt \n", + "4 ORD_Singh_201911038D Dflt \n", + "5 ORD_Singh_201911038D Dflt \n", + "6 ORD_Singh_201911038D Dflt \n", + "7 ORD_Singh_201911038D Dflt \n", + "8 ORD_Singh_201911038D Dflt \n", + "9 ORD_Singh_201911038D Dflt \n", + "10 ORD_Singh_201911038D Dflt \n", + "11 ORD_Singh_201911038D Dflt \n", + "12 ORD_Singh_201911038D Dflt \n", + "13 ORD_Singh_201911038D Dflt \n", + "14 ORD_Singh_201911038D Dflt \n", + "\n", + " TABLE_NAME TABLE_TYPE \n", + "0 _B00_ML4TrgPos_Y201621_01_04_cohort BASE TABLE \n", + "1 _B00_ML4TrgPos_Y201621_05_04_Rad BASE TABLE \n", + "2 _B00_ML4TrgPos_Y201621_04_04_Lab BASE TABLE \n", + "3 _B00_ML4TrgPos_Y201621_06_Med_04_RxOutpat BASE TABLE \n", + "4 _B00_ML4TrgPos_Y201621_06_Med_07_NonVAMed BASE TABLE \n", + "5 _B00_ML4TrgPos_Y201621_06_Med_05_BCMA_Dispense... BASE TABLE \n", + "6 _B00_ML4TrgPos_Y201621_06_Med_08_AllMed BASE TABLE \n", + "7 _B00_ML4TrgPos_Y201621_08_Consult BASE TABLE \n", + "8 _B00_ML4TrgPos_Y201621_12_ICD BASE TABLE \n", + "9 _B00_ML4TrgPos_Y201621_14_Vital BASE TABLE \n", + "10 _B00_ML4TrgPos_Y201622_30_Note_withRole BASE TABLE \n", + "11 _B00_ML4TrgPos_Y201621_16_HF BASE TABLE \n", + "12 _B00_ML4TrgPos_Y201621_01_04_Demorgraphics BASE TABLE \n", + "13 _B00_ML4TrgPos_Y201621_05_04_Rad_Only10daysPri... BASE TABLE \n", + "14 _B00_ML4TrgPos_Y201621_02_04_Hosp BASE TABLE " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "dict_keys(['cohort', 'Rad', 'Lab', 'RxOutpat', 'Consult', 'ICD', 'Vital', 'withRole', 'Demorgraphics', 'Hosp'])\n" + ] + } + ], + "source": [ + "dataset = extractDataset(\"B00_ML4TrgPos_Y2016\", { \"AllMed\", \"HF\",\"NonVAMed\", \"DispensedDrug\",\"Only10daysPrior30DaysAfter\"})" + ] + }, + { + "cell_type": "markdown", + "id": "14666754", + "metadata": {}, + "source": [ + "# Process cohort tables" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "9f2e0d2c", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(197, 12) (911, 12)\n" + ] + } + ], + "source": [ + "cohorts = dataset['cohort']\n", + "print(cohorts[cohorts.TriggerType=='Dizziness'].shape, cohorts[cohorts.TriggerType=='AbdominalPain'].shape)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d775c3fe", + "metadata": {}, + "outputs": [], + "source": [ + "dizzy_cohort = cohorts[cohorts.TriggerType=='Dizziness'].copy()\n", + "\n", + "# create a clean cohort table with merged hospitalizations\n", + "# get the patient trajectories with ER visits and hospitalizations\n", + "\n", + "def make_cohort_df(cohort):\n", + " # standardize PtSSN\n", + " dizzy_cohort.rename(columns={'patientSSN':'PtSSN'},inplace=True)\n", + " dizzy_cohort.PtSSN = dizzy_cohort.PtSSN.astype('int64')\n", + "\n", + " allrecs = pd.DataFrame()\n", + " merged_pts = []\n", + "\n", + " for PtSSN in dizzy_cohort.PtSSN.unique():\n", + " # get records for a patient\n", + " recs = dizzy_cohort[dizzy_cohort.PtSSN==PtSSN].copy()\n", + " num_EDs = dizzy_cohort[dizzy_cohort.PtSSN==PtSSN]['EDStartDateTime'].unique().shape[0]\n", + " recs['num_ED_visits'] = num_EDs\n", + " num_hosp = dizzy_cohort[dizzy_cohort.PtSSN==PtSSN]['AdmitDateTime'].unique().shape[0]\n", + " recs['num_hosp'] = num_hosp\n", + " \n", + " # if more than 1 visit for a patient, check for opportunities to merge\n", + " if recs.shape[0] > 1:\n", + " recs['diffEE'] = (recs['EDStartDateTime'] - recs['EDStartDateTime'].shift(1))/np.timedelta64(1,'h')\n", + " # remove records where the time difference between successive EDs is > 1 year\n", + " if recs['diffEE'].values[-1] > 365*24:\n", + " print('drop last record for patient ',PtSSN)\n", + " recs = recs[:-1]\n", + " recs['num_ED_visits'] = recs['num_ED_visits'] - 1\n", + " recs['num_hosp'] = recs['num_hosp'] - 1\n", + " \n", + " # does patient have a single ED visit with more than 1 hospitalization?\n", + " # if yes, check for opportunities to merge hospitalizations that are within 2 hours\n", + " if (num_EDs == 1) & (num_hosp > 1):\n", + " recs['diffHH'] = (recs['AdmitDateTime'] - recs['DischargeDateTime'].shift(1))/np.timedelta64(1,'h')\n", + " to_merge = recs[recs['diffHH']<2].copy()\n", + " if to_merge.shape[0] > 0:\n", + " #merge two hospitalizations within 2 hours of each other\n", + " to_merge['AdmitDateTime'] = recs.iloc[:-1]['AdmitDateTime'].values[0]\n", + " recs = to_merge\n", + " recs['num_hosp'] = recs['num_hosp'] - 1\n", + " merged_pts.append(PtSSN)\n", + " \n", + " allrecs = pd.concat([allrecs,recs]) \n", + " \n", + " # now add ed_duration, hosp_stay and ed_first_inp_delta to the cleaned records\n", + " allrecs['ed_duration'] = (allrecs.EDEndDateTime - allrecs.EDStartDateTime)/np.timedelta64(1,'h')\n", + " tmp = allrecs.groupby(['PtSSN'])[['ed_duration']].agg(['sum'])\n", + " tmp.columns = [x[0] + '_' + x[1] for x in tmp.columns.to_flat_index()]\n", + " allrecs = pd.merge(allrecs,tmp,on='PtSSN')\n", + " \n", + " \n", + " allrecs['hosp_stay'] = (allrecs.DischargeDateTime - allrecs.AdmitDateTime)/np.timedelta64(1,'D')\n", + " tmp = allrecs.groupby(['PtSSN','EDStartDateTime'])[['hosp_stay']].agg(['sum'])\n", + " tmp.columns = [x[0] + '_' + x[1] for x in tmp.columns.to_flat_index()]\n", + " allrecs = pd.merge(allrecs,tmp,on=['PtSSN','EDStartDateTime'])\n", + " \n", + " tmp = allrecs.groupby(['PtSSN'])[['AdmitDateTime']].agg('min')\n", + " tmp.rename(columns={'AdmitDateTime':'FirstAdmission'},inplace=True)\n", + " tmp = tmp.reset_index()\n", + " allrecs = pd.merge(allrecs,tmp,on=['PtSSN'])\n", + " allrecs['ed_first_inp_delta'] = (allrecs.FirstAdmission - allrecs.EDEndDateTime)/(np.timedelta64(1,'D'))\n", + " \n", + " # take the min of the ed_first_inp_delta for patients with multiple ED visits\n", + " tmp = allrecs.groupby(['PtSSN'])[['ed_first_inp_delta']].agg(['min'])\n", + " tmp.columns = [x[0] + '_'+x[1] for x in tmp.columns.to_flat_index()]\n", + " allrecs = pd.merge(allrecs,tmp,on='PtSSN')\n", + " \n", + " return allrecs\n", + "\n", + "clean_dizzy_cohort = make_cohort_df(dizzy_cohort)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "1822f250", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(184, 13)\n", + "(172, 6)\n" + ] + }, + { + "data": { + "text/plain": [ + "172" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cohort_columns = ['PtSSN', 'EDStartDateTime', 'EDEndDateTime','EDVisitReason', 'AdmitDateTime', \n", + " 'DischargeDateTime','num_ED_visits','num_hosp','ed_duration','ed_duration_sum',\n", + " 'hosp_stay','hosp_stay_sum','ed_first_inp_delta'\n", + " ]\n", + "cohort_columns_1pp = ['PtSSN', 'num_ED_visits','num_hosp','ed_duration_sum', 'hosp_stay_sum','ed_first_inp_delta_min']\n", + "\n", + "print(clean_dizzy_cohort[cohort_columns].shape)\n", + "clean_dizzy_cohort_1pp = clean_dizzy_cohort[cohort_columns_1pp].drop_duplicates()\n", + "print(clean_dizzy_cohort_1pp.shape)\n", + "len(clean_dizzy_cohort_1pp.PtSSN.unique())" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "8d6b9a6f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "PtSSN 0\n", + "num_ED_visits 0\n", + "num_hosp 0\n", + "ed_duration_sum 0\n", + "hosp_stay_sum 0\n", + "ed_first_inp_delta_min 0\n", + "dtype: int64" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# null analysis\n", + "clean_dizzy_cohort_1pp.isnull().sum()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "c25c5765", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "set()" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# check if all pts are in the labeled data\n", + "dizzy_df, dizzy_labels_df = retrieveLabels_dizzy(dizzy_fname)\n", + "set(dizzy_labels_df.PtSSN).difference(set(dizzy_cohort.PtSSN))" + ] + }, + { + "cell_type": "markdown", + "id": "8d586927", + "metadata": { + "scrolled": true + }, + "source": [ + "# Demographic data" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "37287c1f", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(172, 9)\n" + ] + }, + { + "data": { + "text/plain": [ + "PtSSN 0\n", + "age_at_index_visit 0\n", + "new_race_ALASKA/PACIFIC 0\n", + "new_race_ASIAN 0\n", + "new_race_BLACK OR AFRICAN AMERICAN 0\n", + "new_race_UNKNOWN 0\n", + "new_race_WHITE 0\n", + "Gender 0\n", + "Ethnicity 0\n", + "dtype: int64" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "demog = dataset['Demorgraphics']\n", + "\n", + "def make_clean_demo(demog,clean_cohort):\n", + " # drop demog records that have null DOB values\n", + " demog = demog.dropna(subset=['DOB']).copy()\n", + "\n", + " # standardize PtSSN field\n", + " demog.rename(columns={'patientSSN':'PtSSN'},inplace=True)\n", + " demog.PtSSN = demog.PtSSN.astype('int64')\n", + "\n", + " # pull out the relevant records\n", + " clean_demo = demog[demog.PtSSN.isin(clean_cohort['PtSSN'])].copy()\n", + "\n", + "\n", + " clean_demo = make_demo_df(clean_demo)\n", + " clean_demo_coded = code_demodf(clean_demo)\n", + " return clean_demo_coded\n", + "\n", + "dizzy_demo_coded = make_clean_demo(demog, clean_dizzy_cohort)\n", + "print(dizzy_demo_coded.shape)\n", + "\n", + "dizzy_demo_coded.isnull().sum()" + ] + }, + { + "cell_type": "markdown", + "id": "4bc46371", + "metadata": {}, + "source": [ + "# ED vitals\n", + "- vitals during ED visit\n", + " - systolic, diastolic (count, min, max, first for multiple readings)\n", + " - pulse, respiration, pulse oximetry, pain, temperature (count, min, max, first for multiple readings) " + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "5895b891", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(172, 25)" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "vitals = dataset['Vital']\n", + "\n", + "def add_EDvital_column(vitals,vital_col,colname):\n", + " tmp = vitals.groupby(['PtSSN'])[[vital_col]].agg(['count','max','min','first'])\n", + " tmp = tmp.reset_index()\n", + " tmp.columns = [colname + '_'+x[1] if x[1]!= '' else x[0] for x in tmp.columns.to_flat_index()]\n", + " \n", + " return tmp\n", + "\n", + "def make_EDvitals_df(EDvitals_df,cohort_df):\n", + " systolic = add_EDvital_column(EDvitals_df,'Systolic','Systolic')\n", + " # fill out missing values\n", + " systolic = pd.merge(cohort_df[['PtSSN']],systolic,how='left')\n", + " systolic['Systolic_count'].fillna(0,inplace=True)\n", + " \n", + " diastolic = add_EDvital_column(EDvitals_df,'Diastolic','Diastolic')\n", + " diastolic = pd.merge(cohort_df[['PtSSN']],diastolic,how='left')\n", + " diastolic['Diastolic_count'].fillna(0,inplace=True)\n", + " \n", + " vdf = pd.merge(systolic,diastolic,on=['PtSSN'])\n", + "\n", + " vital_types = ['PULSE','RESPIRATION','PAIN','TEMPERATURE']\n", + " for vital_type in vital_types:\n", + " subset_EDvitals = EDvitals_df[EDvitals_df.VitalType==vital_type]\n", + " tmp_df = add_EDvital_column(subset_EDvitals,'VitalResultNumeric',vital_type)\n", + " tmp_df = pd.merge(cohort_df[['PtSSN']],tmp_df,how='left')\n", + " tmp_df[vital_type+'_count'].fillna(0,inplace=True)\n", + " vdf = pd.merge(vdf,tmp_df,on=['PtSSN'])\n", + " vdf.drop_duplicates(inplace=True)\n", + " return vdf\n", + "\n", + "def make_clean_EDvitals(vitals,clean_cohort):\n", + " # standardize PtSSN\n", + " vitals.rename(columns={'PatientSSN':'PtSSN'},inplace=True)\n", + " vitals.PtSSN = vitals.PtSSN.astype('int64')\n", + " \n", + " # extract relevant records for every patient for all ED visits (start and end times) \n", + " cohort_vitals = pd.merge(vitals,clean_cohort[['PtSSN','EDStartDateTime','EDEndDateTime']],on='PtSSN')\n", + " cohort_vitals = cohort_vitals[(cohort_vitals.VitalSignTakenDateTime >= cohort_vitals.EDStartDateTime) & \n", + " (cohort_vitals.VitalSignTakenDateTime <= cohort_vitals.EDEndDateTime)].copy()\n", + "\n", + " cohort_EDvitals = make_EDvitals_df(cohort_vitals,clean_cohort)\n", + " return cohort_EDvitals \n", + "\n", + "dizzy_EDvitals = make_clean_EDvitals(vitals,clean_dizzy_cohort)\n", + "dizzy_EDvitals.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "id": "41dfa03b", + "metadata": {}, + "outputs": [], + "source": [ + "# drop cols with more than thresh% NA\n", + "def check_nas(df,thresh):\n", + " drop_cols = []\n", + " for col in df.columns:\n", + " pct_na = df[col].isna().sum()/df.shape[0] * 100\n", + " if pct_na > thresh:\n", + " #print(col,pct_na)\n", + " drop_cols = drop_cols + [col]\n", + " return drop_cols\n", + "\n", + "def clean_lab_df(merged_df,cols,thresh):\n", + " drop_labs = check_nas(merged_df,thresh)\n", + " #print('Lab cols to drop:',drop_labs)\n", + " lab_retain = [x for x in cols if x not in drop_labs]\n", + " return merged_df[['PtSSN'] + lab_retain]\n", + "\n", + "def clean_and_impute(merged_df,cols,thresh):\n", + " # throw out columns with more than thresh% missing values\n", + " clean_df = clean_lab_df(merged_df,merged_df.columns[1:],thresh)\n", + "\n", + " # find the rows with null values\n", + " null_rows = clean_df[pd.isnull(clean_df).any(axis=1)]\n", + " imp = IterativeImputer(max_iter = 100, random_state = 0)\n", + " imp.fit(clean_df.iloc[:,1:])\n", + "\n", + " fitted_null_rows = pd.DataFrame(imp.transform(null_rows.iloc[:,1:]),columns=clean_df.columns[1:])\n", + " print(fitted_null_rows.shape, null_rows['PtSSN'].shape)\n", + "\n", + " complete_null_rows = pd.concat([null_rows[['PtSSN']].reset_index(drop=True),fitted_null_rows],axis=1)\n", + " print(complete_null_rows.shape, clean_df.dropna().shape)\n", + " imp_dizzy_df = pd.concat([clean_df.dropna(),complete_null_rows],axis=0)\n", + " return imp_dizzy_df\n" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "4d36374f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(172, 22)" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# clean dizzy_EDvitals removing columns with more than 10% nulls\n", + "clean_dizzy_EDvitals = clean_lab_df(dizzy_EDvitals,dizzy_EDvitals.columns[1:],10)\n", + "clean_dizzy_EDvitals.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "91d0b08c", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(16, 21) (16,)\n", + "(16, 22) (156, 22)\n" + ] + }, + { + "data": { + "text/plain": [ + "(172, 22)" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "imp_dizzy_EDvitals = clean_and_impute(dizzy_EDvitals,dizzy_EDvitals.columns[1:],10)\n", + "imp_dizzy_EDvitals.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "39c38912", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "PtSSN 0\n", + "Systolic_count 0\n", + "Systolic_max 10\n", + "Systolic_min 10\n", + "Systolic_first 10\n", + "Diastolic_count 0\n", + "Diastolic_max 10\n", + "Diastolic_min 10\n", + "Diastolic_first 10\n", + "PULSE_count 0\n", + "PULSE_max 10\n", + "PULSE_min 10\n", + "PULSE_first 10\n", + "RESPIRATION_count 0\n", + "RESPIRATION_max 11\n", + "RESPIRATION_min 11\n", + "RESPIRATION_first 11\n", + "PAIN_count 0\n", + "TEMPERATURE_count 0\n", + "TEMPERATURE_max 16\n", + "TEMPERATURE_min 16\n", + "TEMPERATURE_first 16\n", + "dtype: int64" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "clean_dizzy_EDvitals.isnull().sum()" + ] + }, + { + "cell_type": "markdown", + "id": "0a1cdd04", + "metadata": {}, + "source": [ + "# Vitals during the hospitalizations subsequent to ED visits" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "482e6e17", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(172, 25)" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def add_hosp_vital_column(vitals,vital_col,colname):\n", + " tmp = vitals.groupby(['PtSSN'])[[vital_col]].agg(['count','max','min','first'])\n", + " tmp = tmp.reset_index()\n", + " tmp.columns = ['HOSP_'+ colname + '_'+x[1] if x[1]!= '' else x[0] for x in tmp.columns.to_flat_index()]\n", + " return tmp\n", + "\n", + "def make_hosp_vitals_df(hosp_vitals_df,cohort_df):\n", + " systolic = add_hosp_vital_column(hosp_vitals_df,'Systolic','Systolic')\n", + " systolic = pd.merge(cohort_df[['PtSSN']],systolic,how='left')\n", + " systolic['HOSP_Systolic_count'].fillna(0,inplace=True)\n", + " diastolic = add_hosp_vital_column(hosp_vitals_df,'Diastolic','Diastolic')\n", + " diastolic = pd.merge(cohort_df[['PtSSN']],diastolic,how='left')\n", + " diastolic['HOSP_Diastolic_count'].fillna(0,inplace=True)\n", + " \n", + " vdf = pd.merge(systolic,diastolic,on=['PtSSN'])\n", + " \n", + "\n", + " vital_types = ['PULSE','RESPIRATION','PAIN','TEMPERATURE']\n", + " for vital_type in vital_types:\n", + " subset_hosp_vitals = hosp_vitals_df[hosp_vitals_df.VitalType==vital_type]\n", + " tmp_df = add_hosp_vital_column(subset_hosp_vitals,'VitalResultNumeric',vital_type)\n", + " tmp_df = pd.merge(cohort_df[['PtSSN']],tmp_df,how='left')\n", + " tmp_df['HOSP_'+vital_type + '_count'].fillna(0,inplace=True)\n", + " vdf = pd.merge(vdf,tmp_df,on=['PtSSN'])\n", + " return vdf.drop_duplicates()\n", + "\n", + "def make_clean_hosp_vitals(vitals,clean_cohort):\n", + " # standardize PtSSN\n", + " vitals.rename(columns={'PatientSSN':'PtSSN'},inplace=True)\n", + " vitals.PtSSN = vitals.PtSSN.astype('int64')\n", + " \n", + " # extract relevant records for every patient for all ED visits (start and end times) \n", + " cohort_vitals = pd.merge(vitals,clean_cohort[['PtSSN','AdmitDateTime','DischargeDateTime']],on='PtSSN')\n", + " cohort_vitals = cohort_vitals[(cohort_vitals.VitalSignTakenDateTime >= cohort_vitals.AdmitDateTime) & \n", + " (cohort_vitals.VitalSignTakenDateTime <= cohort_vitals.DischargeDateTime)].copy()\n", + "\n", + " cohort_hosp_vitals = make_hosp_vitals_df(cohort_vitals,clean_cohort)\n", + " return cohort_hosp_vitals \n", + "\n", + "dizzy_hosp_vitals = make_clean_hosp_vitals(vitals,clean_dizzy_cohort)\n", + "dizzy_hosp_vitals.shape\n" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "73189285", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(172, 25)" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# clean dizzy_hosp_vitals removing columns with more than 5% nulls\n", + "clean_dizzy_hosp_vitals = clean_lab_df(dizzy_hosp_vitals,dizzy_hosp_vitals.columns[1:],5)\n", + "clean_dizzy_hosp_vitals.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "14bfd0f4", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "PtSSN 0\n", + "HOSP_Systolic_count 0\n", + "HOSP_Systolic_max 6\n", + "HOSP_Systolic_min 6\n", + "HOSP_Systolic_first 6\n", + "HOSP_Diastolic_count 0\n", + "HOSP_Diastolic_max 6\n", + "HOSP_Diastolic_min 6\n", + "HOSP_Diastolic_first 6\n", + "HOSP_PULSE_count 0\n", + "HOSP_PULSE_max 6\n", + "HOSP_PULSE_min 6\n", + "HOSP_PULSE_first 6\n", + "HOSP_RESPIRATION_count 0\n", + "HOSP_RESPIRATION_max 6\n", + "HOSP_RESPIRATION_min 6\n", + "HOSP_RESPIRATION_first 6\n", + "HOSP_PAIN_count 0\n", + "HOSP_PAIN_max 6\n", + "HOSP_PAIN_min 6\n", + "HOSP_PAIN_first 6\n", + "HOSP_TEMPERATURE_count 0\n", + "HOSP_TEMPERATURE_max 6\n", + "HOSP_TEMPERATURE_min 6\n", + "HOSP_TEMPERATURE_first 6\n", + "dtype: int64" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "clean_dizzy_hosp_vitals.isnull().sum()" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "33ba4d11", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(8, 24) (8,)\n", + "(8, 25) (164, 25)\n" + ] + }, + { + "data": { + "text/plain": [ + "(172, 25)" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "imp_dizzy_hosp_vitals = clean_and_impute(dizzy_hosp_vitals,dizzy_hosp_vitals.columns[1:],5)\n", + "imp_dizzy_hosp_vitals.shape" + ] + }, + { + "cell_type": "markdown", + "id": "e3404a64", + "metadata": {}, + "source": [ + "# Consults ordered during ED visit\n", + "\n", + " - count up top three consult depts for dizzy\n" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "f78166be", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(172, 5)" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "consults = dataset['Consult']\n", + "\n", + "def make_EDconsult_df(consults,cohort_df,N):\n", + " consults.rename(columns={'PatientSSN':'PtSSN'},inplace=True)\n", + " consults.PtSSN = consults.PtSSN.astype('int64')\n", + " \n", + " dconsults = pd.merge(consults,cohort_df[['PtSSN','EDStartDateTime','EDEndDateTime']],on='PtSSN')\n", + " dconsults = dconsults[(dconsults.requestDateTime >= dconsults.EDStartDateTime) & \n", + " (dconsults.requestDateTime <= dconsults.EDEndDateTime)].copy()\n", + " result = topN_consult_counts(dconsults,cohort_df,N)\n", + " \n", + " return result\n", + "\n", + "def topN_consult_counts(consults,cohort_df,N):\n", + " # look at which departments are being consulted (pick top N)\n", + " consult_codes = consults.groupby('ConStopCodeName')['PtSSN'].agg('count').sort_values(ascending=False).reset_index()\n", + " #print(consult_codes)\n", + " ccodes = consult_codes.iloc[:N].ConStopCodeName\n", + "\n", + " \n", + " # count up for each patient how many of each of these codes occurs\n", + " # filter dizzy_consults to only include the top three codes\n", + " consults_filtered = consults[consults.ConStopCodeName.isin(ccodes)]\n", + " tmp = consults_filtered.groupby(['PtSSN','ConStopCodeName'])['PatientSID'].agg('count').reset_index().rename(columns={'PatientSID':'consult_count'})\n", + " \n", + " # pivot table and convert ConStopCodeName to another axis\n", + " topNconsult_counts = pd.pivot_table(tmp,index='PtSSN',columns='ConStopCodeName',values='consult_count').fillna(0)\n", + " \n", + " # patients not in consults should be assigned zero counts.\n", + " pts = pd.DataFrame(cohort_df['PtSSN'].unique(),columns=['PtSSN'])\n", + " result = pd.merge(pts,topNconsult_counts,on='PtSSN',how='left').fillna(0).astype(int)\n", + " return result\n", + "\n", + "\n", + "dizzy_EDconsults = make_EDconsult_df(consults,clean_dizzy_cohort,4)\n", + "dizzy_EDconsults.columns = ['PtSSN'] + ['ED_' + x for x in dizzy_EDconsults.columns[1:]]\n", + "dizzy_EDconsults.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "3ee9ba37", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "PtSSN 0\n", + "ED_CARDIOLOGY 0\n", + "ED_EKG 0\n", + "ED_NEUROLOGY 0\n", + "ED_TELEPHONE/NEUROLOGY 0\n", + "dtype: int64" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dizzy_EDconsults.isnull().sum()" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "81245975", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(172, 6)" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def make_hosp_consult_df(consults,cohort_df,N):\n", + " consults.rename(columns={'PatientSSN':'PtSSN'},inplace=True)\n", + " consults.PtSSN = consults.PtSSN.astype('int64')\n", + " \n", + " dconsults = pd.merge(consults,cohort_df[['PtSSN','AdmitDateTime','DischargeDateTime']],on='PtSSN')\n", + " dconsults = dconsults[(dconsults.requestDateTime >= dconsults.AdmitDateTime) & \n", + " (dconsults.requestDateTime <= dconsults.DischargeDateTime)].copy()\n", + " result = topN_hosp_consult_counts(dconsults,cohort_df,N)\n", + " \n", + " return result\n", + "\n", + "def topN_hosp_consult_counts(consults,cohort_df,N):\n", + " # look at which departments are being consulted (pick top N)\n", + " consult_codes = consults.groupby('ConStopCodeName')['PtSSN'].agg('count').sort_values(ascending=False).reset_index()\n", + " #print(consult_codes.iloc[:60])\n", + " ccodes = consult_codes.iloc[:N].ConStopCodeName\n", + " \n", + " # manual selection of neurologically relevant consults \n", + " ccodes = ['CARDIOLOGY','EKG','NEUROLOGY','TELEPHONE/NEUROLOGY','CARDIAC ECHO']\n", + " \n", + " # count up for each patient how many of each of these codes occurs\n", + " # filter dizzy_consults to only include the top three codes\n", + " consults_filtered = consults[consults.ConStopCodeName.isin(ccodes)]\n", + " tmp = consults_filtered.groupby(['PtSSN','ConStopCodeName'])['PatientSID'].agg('count').reset_index().rename(columns={'PatientSID':'consult_count'})\n", + " \n", + " # pivot table and convert ConStopCodeName to another axis\n", + " topNconsult_counts = pd.pivot_table(tmp,index='PtSSN',columns='ConStopCodeName',values='consult_count').fillna(0)\n", + " \n", + " # patients not in consults should be assigned zero counts.\n", + " pts = pd.DataFrame(cohort_df['PtSSN'].unique(),columns=['PtSSN'])\n", + " result = pd.merge(pts,topNconsult_counts,on='PtSSN',how='left').fillna(0).astype(int)\n", + " return result\n", + "dizzy_hosp_consults = make_hosp_consult_df(consults,clean_dizzy_cohort,4)\n", + "dizzy_hosp_consults.columns = ['PtSSN'] + ['HOSP_' + x for x in dizzy_hosp_consults.columns[1:]]\n", + "dizzy_hosp_consults.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "4477117a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "PtSSN 0\n", + "HOSP_CARDIAC ECHO 0\n", + "HOSP_CARDIOLOGY 0\n", + "HOSP_EKG 0\n", + "HOSP_NEUROLOGY 0\n", + "HOSP_TELEPHONE/NEUROLOGY 0\n", + "dtype: int64" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dizzy_hosp_consults.isnull().sum()" + ] + }, + { + "cell_type": "markdown", + "id": "d835cb36", + "metadata": {}, + "source": [ + "# Imaging features in ED\n", + "- ct images: - how many ordered, how many w/contrast, how many abnormal\n", + "- xr images: how many ordered, how many abnormal\n", + "- mri images: how many ordered, how many abnormal" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "c7877a89", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(172, 8)" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "images = dataset['Rad']\n", + "\n", + "def fill_zero_df(df,cohort_df):\n", + " return pd.merge(cohort_df[['PtSSN']],df,on=['PtSSN'],how='left').fillna(0)\n", + "\n", + "\n", + "def get_images_mode(images,mode_name,mode_fn,abnormal_fn,contrast_fn=None):\n", + " images_mode = images[images.CPTName.apply(mode_fn)]\n", + " images_mode_count = images_mode.groupby(['PtSSN'])['PatientSID'].agg('count').reset_index().rename(columns={'PatientSID':mode_name+'_count'})\n", + " if contrast_fn:\n", + " images_mode_contrast = images_mode[images_mode.CPTName.apply(contrast_fn)]\n", + " images_mode_contrast_count = images_mode_contrast.groupby(['PtSSN'])['PatientSID'].agg('count').reset_index().rename(columns={'PatientSID':mode_name+'_contrast_count'})\n", + " else:\n", + " images_mode_contrast_count=None\n", + " images_mode_abnormal = images_mode[images_mode.RadiologyDiagnosticCode.apply(abnormal_fn)]\n", + " images_mode_abnormal_count = images_mode_abnormal.groupby(['PtSSN'])['PatientSID'].agg('count').reset_index().rename(columns={'PatientSID':mode_name+'_abnormal_count'})\n", + " return images_mode_count,images_mode_contrast_count,images_mode_abnormal_count\n", + "\n", + "\n", + "def make_EDimages_df(images,cohort_df):\n", + "\n", + " images.rename(columns={'PatientSSN':'PtSSN'},inplace=True)\n", + " images.PtSSN = images.PtSSN.astype('int64')\n", + "\n", + " # restrict images to cohort\n", + " cohort_img = pd.merge(images,cohort_df[['PtSSN','EDStartDateTime','EDEndDateTime']],on='PtSSN')\n", + " # restrict images to cohort within the ED Start and End Times\n", + " cohort_img = cohort_img[(cohort_img.ExamDateTime >= cohort_img.EDStartDateTime) & (cohort_img.ExamDateTime <= cohort_img.EDEndDateTime)].copy()\n", + "\n", + " # clean up records with no CPTName\n", + " cohort_img = cohort_img.dropna(subset = ['CPTName'])\n", + " \n", + " # CT images\n", + " cohort_images_ct_count, cohort_images_ct_contrast_count, cohort_images_ct_abnormal_count = get_images_mode(cohort_img,'ct',is_ct_head,is_img_abnormal,is_ct_with_contrast)\n", + " \n", + " #Xray images\n", + " cohort_images_xr_count, cohort_images_xr_contrast_count, cohort_images_xr_abnormal_count = get_images_mode(cohort_img,'xr',is_xray,is_img_abnormal,None)\n", + " \n", + " #MRI images\n", + " cohort_images_mri_count, cohort_images_mri_contrast_count, cohort_images_mri_abnormal_count = get_images_mode(cohort_img,'mri',is_mri,is_img_abnormal,is_ct_with_contrast)\n", + "\n", + "\n", + " # fix the zero counts\n", + " # CT\n", + " cohort_images_ct_count = fill_zero_df(cohort_images_ct_count,cohort_df)\n", + " cohort_images_ct_contrast_count = fill_zero_df(cohort_images_ct_contrast_count,cohort_df)\n", + " cohort_images_ct_abnormal_count = fill_zero_df(cohort_images_ct_abnormal_count,cohort_df)\n", + "\n", + " #XRay\n", + " cohort_images_xr_count = fill_zero_df(cohort_images_xr_count,cohort_df)\n", + " cohort_images_xr_abnormal_count = fill_zero_df(cohort_images_xr_abnormal_count,cohort_df)\n", + "\n", + " #MRI\n", + " cohort_images_mri_count = fill_zero_df(cohort_images_mri_count,cohort_df)\n", + " cohort_images_mri_abnormal_count = fill_zero_df(cohort_images_mri_abnormal_count,cohort_df)\n", + "\n", + "\n", + " # combine into CT, XRay, MRI for dizzy \n", + " tmp_cohort = pd.merge(cohort_images_ct_count,cohort_images_ct_contrast_count,on=['PtSSN'])\n", + " tmp_cohort = pd.merge(tmp_cohort,cohort_images_ct_abnormal_count,on=['PtSSN'])\n", + " tmp_cohort = pd.merge(tmp_cohort,cohort_images_xr_count,on=['PtSSN'])\n", + " tmp_cohort = pd.merge(tmp_cohort,cohort_images_xr_abnormal_count,on=['PtSSN'])\n", + " tmp_cohort = pd.merge(tmp_cohort,cohort_images_mri_count,on=['PtSSN'])\n", + " tmp_cohort = pd.merge(tmp_cohort,cohort_images_mri_abnormal_count,on=['PtSSN'])\n", + " \n", + "\n", + " return tmp_cohort.drop_duplicates()\n", + "\n", + "dizzy_EDimages = make_EDimages_df(images,clean_dizzy_cohort)\n", + "dizzy_EDimages.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "54a86ff8", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "PtSSN 0\n", + "ct_count 0\n", + "ct_contrast_count 0\n", + "ct_abnormal_count 0\n", + "xr_count 0\n", + "xr_abnormal_count 0\n", + "mri_count 0\n", + "mri_abnormal_count 0\n", + "dtype: int64" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dizzy_EDimages.isnull().sum()" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "f707ed41", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.imshow(dizzy_EDimages.iloc[:,1:],aspect='auto')" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "2881ffd6", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(172, 8)" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def make_hosp_images_df(images,cohort_df):\n", + "\n", + " images.rename(columns={'PatientSSN':'PtSSN'},inplace=True)\n", + " images.PtSSN = images.PtSSN.astype('int64')\n", + "\n", + " # restrict images to cohort\n", + " cohort_img = pd.merge(images,cohort_df[['PtSSN','AdmitDateTime','DischargeDateTime']],on='PtSSN')\n", + " # restrict images to cohort within the Admit and Discharge times\n", + " cohort_img = cohort_img[(cohort_img.ExamDateTime >= cohort_img.AdmitDateTime) & (cohort_img.ExamDateTime <= cohort_img.DischargeDateTime)].copy()\n", + "\n", + " # clean up records with no CPTName\n", + " cohort_img = cohort_img.dropna(subset = ['CPTName'])\n", + " \n", + " # CT images\n", + " cohort_images_ct_count, cohort_images_ct_contrast_count, cohort_images_ct_abnormal_count = get_images_mode(cohort_img,'ct',is_ct_head,is_img_abnormal,is_ct_with_contrast)\n", + " \n", + " #Xray images\n", + " cohort_images_xr_count, cohort_images_xr_contrast_count, cohort_images_xr_abnormal_count = get_images_mode(cohort_img,'xr',is_xray,is_img_abnormal,None)\n", + " \n", + " #MRI images\n", + " cohort_images_mri_count, cohort_images_mri_contrast_count, cohort_images_mri_abnormal_count = get_images_mode(cohort_img,'mri',is_mri,is_img_abnormal,is_ct_with_contrast)\n", + "\n", + "\n", + " # fix the zero counts\n", + " # CT\n", + " cohort_images_ct_count = fill_zero_df(cohort_images_ct_count,cohort_df)\n", + " cohort_images_ct_contrast_count = fill_zero_df(cohort_images_ct_contrast_count,cohort_df)\n", + " cohort_images_ct_abnormal_count = fill_zero_df(cohort_images_ct_abnormal_count,cohort_df)\n", + "\n", + " #XRay\n", + " cohort_images_xr_count = fill_zero_df(cohort_images_xr_count,cohort_df)\n", + " cohort_images_xr_abnormal_count = fill_zero_df(cohort_images_xr_abnormal_count,cohort_df)\n", + "\n", + " #MRI\n", + " cohort_images_mri_count = fill_zero_df(cohort_images_mri_count,cohort_df)\n", + " cohort_images_mri_abnormal_count = fill_zero_df(cohort_images_mri_abnormal_count,cohort_df)\n", + "\n", + "\n", + " # combine into CT, XRay, MRI for dizzy \n", + " tmp_cohort = pd.merge(cohort_images_ct_count,cohort_images_ct_contrast_count,on=['PtSSN'])\n", + " tmp_cohort = pd.merge(tmp_cohort,cohort_images_ct_abnormal_count,on=['PtSSN'])\n", + " tmp_cohort = pd.merge(tmp_cohort,cohort_images_xr_count,on=['PtSSN'])\n", + " tmp_cohort = pd.merge(tmp_cohort,cohort_images_xr_abnormal_count,on=['PtSSN'])\n", + " tmp_cohort = pd.merge(tmp_cohort,cohort_images_mri_count,on=['PtSSN'])\n", + " tmp_cohort = pd.merge(tmp_cohort,cohort_images_mri_abnormal_count,on=['PtSSN'])\n", + " \n", + " tmp_cohort.columns = ['PtSSN'] + ['hosp_' + x for x in tmp_cohort.columns[1:]]\n", + "\n", + " return tmp_cohort.drop_duplicates()\n", + "\n", + "dizzy_hosp_images = make_hosp_images_df(images,clean_dizzy_cohort)\n", + "dizzy_hosp_images.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "2d960c6a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "PtSSN 0\n", + "hosp_ct_count 0\n", + "hosp_ct_contrast_count 0\n", + "hosp_ct_abnormal_count 0\n", + "hosp_xr_count 0\n", + "hosp_xr_abnormal_count 0\n", + "hosp_mri_count 0\n", + "hosp_mri_abnormal_count 0\n", + "dtype: int64" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dizzy_hosp_images.isnull().sum()" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "aae9d612", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAABiMAAAXnCAYAAAAuLQofAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAC4jAAAuIwF4pT92AAC5+ElEQVR4nOzdfZxdVXkv8GfmnHlJYCZvJOEtCHnRmiJKrKYV1BbECNcqSlOpiRW0phb08lEuBQQtUj/yWkopeC1cIspVS/XaYIyIIvUCJUWuQoNATEglRBSYjJm8zWRe9sz9gzJlz5zAnCQr+yTn+/2LtebsdZ7Zi3X2zPyy9m4YGhoaCgAAAAAAgEQaiy4AAAAAAADYvwkjAAAAAACApIQRAAAAAABAUsIIAAAAAAAgKWEEAAAAAACQlDACAAAAAABIShgBAAAAAAAkJYwAAAAAAACSEkYAAAAAAABJCSMAAAAAAICkhBEAAAAAAEBSwggAAAAAACApYQQAAAAAAJCUMAIAAAAAAEhKGAEAAAAAACQljAAAAAAAAJISRgAAAAAAAEkJIwAAAAAAgKSEEQAAAAAAQFLCCAAAAAAAIClhBAAAAAAAkJQwAgAAAAAASEoYAQAAAAAAJCWMAAAAAAAAkhJGAAAAAAAASQkjAAAAAACApIQRAAAAAABAUsIIAAAAAAAgKWEEAAAAAACQVLnoAurFz372s1i2bFn89Kc/jaeffjq2bdsWzc3Ncdhhh8VrX/vaOOWUU+K4444rukwAAAAAANjjGoaGhoaKLmJ/9txzz8Vf/dVfxd133/2yr33jG98Yl19+eRx22GF7oTIAAAAAANg7hBEJrVu3Lj70oQ/FM888M+ZjDjzwwLjpppti3rx5CSsDAAAAAIC9RxiRyKZNm+K0006Lp59+erivVCrFSSedFG9+85vjoIMOio0bN8Y999wTP/zhD2NgYGD4dZMmTYpvfOMbMWPGjCJKBwAAAACAPUoYkcgnPvGJ+O53vzvcnjp1atxwww3x2te+dtRrV61aFeecc0786le/Gu574xvfGLfeeuteqRUAAAAAAFJqLLqA/dHDDz+cCyKamprixhtvrBhEREQcc8wxsXTp0pg4ceJw349//OP40Y9+lLhSAAAAAABITxiRwC233JJrf+ADH4i5c+e+5DFHHXVUnHfeebm+f/iHf9jTpQEAAAAAwF4njNjDtm3bFnfddVeu7/3vf/+Yjn33u98dkyZNGm4/9NBD8etf/3qP1gcAAAAAAHtbuegC9jf/9m//Fv39/cPtV7/61WN+EHVTU1O85S1vidtvvz0iIoaGhuJ73/tenHnmmUlq3V2Dg4PR09Mzqr9cLkdDQ0MBFQEAAAAAMNLQ0FAMDAyM6h83blw0Nu6dPQvCiD3spz/9aa79+te/vqrj582bNxxGRDz/7IhaDSN6enpi9erVRZcBAAAAAMAu+K3f+q044IAD9sp7uU3THrZmzZpc+5WvfGVVx8+ePTvX9sd+AAAAAAD2dcKIPeypp57KtY844oiqjj/88MNz7WeeeSb6+vp2uy4AAAAAACiKMGIP6+joyLWnTZtW1fFTpkzJPW9hcHAwOjs790htAAAAAABQBGHEHtTT0xPd3d25vvb29qrGaGpqinHjxuX6Nm/evNu1AQAAAABAUYQRe1BPT8+ovvHjx1c9zshjRgYctaJc9vxzAAAAAIB91d78G68wYg/q7+8f1dfU1FT1OKVSKdceGBjY5ZpSevHtpAAAAAAA2Lfszb/xCiP2oCzLRvU1NlZ/ikeGEYODg7tcEwAAAAAAFM19dvagSltasiyreqvLyB0Wzc3Nu1XX3rb4A+dEZ+emosuoOxPa2+If//GGXN/pp58dm7dsLagiIiKywdEhJXvXhAlt8Y3bvpjrW/i+j8bmzdZGkUqNpZd/EUm5btQm143a4NoBlVkbUJm1AZVZG7VlypRJ8fWvXl9oDcKIPai1tXVUX19fX7S0tFQ1zr4eRmzZvDW6urYUXQYRsXmLuSiaPyrVps0+pwonjKhNrhvFc92oXa4dUJm1AZVZG1CZtVGcpqbio4DiK9iPtLW1RalUyt2uadu2bdHW1lbVONu3b8+129vb90h9e0s2lPlFugCVznk2aC6A2uSzqXiuG7VpXFN1/4iFNForzENrU4v5KVhPf2/RJUBN8o88ildpDkqNJXND3bM2akupofjz7pkRe1BDQ0NMmjQp17dpU3W3K9qyZcuonREHHXTQbtcGAAAAAABFEUbsYTNmzMi1n3322aqOH/n6CRMmxPjx43e7LgAAAAAAKIowYg876qijcu1f/OIXVR2/fv36XHv27Nm7XRMAAAAAABRJGLGHveY1r8m1H3300aqOf+SRR3LtuXPn7nZNAAAAAABQJGHEHjZ//vxc+4EHHoihoaExH3///ffn2m9605v2SF0AAAAAAFAUYcQeNmvWrDjyyCOH2x0dHXHfffeN6dj/+I//yO2MOOCAA+J3f/d393SJAAAAAACwVwkjEli4cGGu/bd/+7fR19f3ssddddVVuV0U73rXuzy8GgAAAACAfV656AL2R6effnr8r//1v2LTpk0R8fxzIy688MK48soro1QqVTzm6quvjrvvvnu43dLSEh/5yEf2Sr0AANSGnv7eoksgIloqzMOO/l7zAwAAu8HOiAQOPPDA+Mu//Mtc33e+851YtGhRPPzww7n+J554Is4666y46aabcv1nn312HHbYYalLBQAAAACA5OyMSOS9731vPP744/GVr3xluO+hhx6K973vfTF16tSYPn16bNq0KZ5++ulRx7797W+PJUuW7M1yAQAAAAAgGWFEQhdddFGMHz8+brzxxhgcHBzu7+joiI6OjorHnHbaaXHppZdGQ0PD3ioTAAAAAACScpumxD7xiU/E//k//yfe+ta3RlNT005fd+yxx8aNN94Yn//856NclhEBAAAAALD/8FfvvWDu3Llx4403xtatW+PBBx+M5557Lrq6uqK1tTUOPvjgeN3rXhcHH3xw0WUCAAAAAEASwoi9qK2tLU444YSiywAAAAAAgL3KbZoAAAAAAICk7IwAAIAa0dYyvugSiIgDm8dV7MtaBgqohhcMDGZFl1D3WptaKvaNq9AP9aSpNPrPa02lcjRX6Id6Ym3UlkrzsbfZGQEAAAAAACQljAAAAAAAAJISRgAAAAAAAEkJIwAAAAAAgKSEEQAAAAAAQFLCCAAAAAAAIClhBAAAAAAAkFS56AIAAIDnbe3tLroEIqLUN/rXpG19PeaHutfS3zuqb0d/b/RU6GfvKTWWii6h7vVnAxX7+ir0Qz2xNmpLpfnY2+yMAAAAAAAAkhJGAAAAAAAASQkjAAAAAACApIQRAAAAAABAUsIIAAAAAAAgKWEEAAAAAACQlDACAAAAAABIShgBAAAAAAAkJYwAAAAAAACSEkYAAAAAAABJCSMAAAAAAICkhBEAAAAAAEBSwggAAAAAACApYQQAAAAAAJBUuegCAAAAANg12WBWdAl1r9IcZIOZuaHuWRu1JRsq/rzbGQEAAAAAACQljAAAAAAAAJISRgAAAAAAAEkJIwAAAAAAgKSEEQAAAAAAQFLCCAAAAAAAIClhBAAAAAAAkFS56AIAAIDnTRnfXnQJRMSEcW2j+iaPa4tSXwHFMKyze0vRJUBNKjWWii6h7lWag1JjydwULBvMii4BGMHOCAAAAAAAIClhBAAAAAAAkJQwAgAAAAAASEoYAQAAAAAAJCWMAAAAAAAAkhJGAAAAAAAASQkjAAAAAACApMpFFwAAADyvs3tL0SUQEVnz6L7f9GyNLvMD1KDmkj/tFK2pwhw0lcrmpmA9g1nRJQAj2BkBAAAAAAAkJYwAAAAAAACSEkYAAAAAAABJCSMAAAAAAICkhBEAAAAAAEBSwggAAAAAACApYQQAAAAAAJBUuegC2P+UGkpRaiwVXUbdqXTOS43momjZYFZ0CQAAwH6sp7+36BLqXkuFOdjR32tuAEawMwIAAAAAAEhKGAEAAAAAACQljAAAAAAAAJISRgAAAAAAAEkJIwAAAAAAgKSEEQAAAAAAQFLCCAAAAAAAIKly0QUA7M9KjaWiS6h7leag1FgyN9Q9a6M2ZYNZ0SUAAAAkYWcEAAAAAACQlDACAAAAAABIShgBAAAAAAAkJYwAAAAAAACSEkYAAAAAAABJCSMAAAAAAICkhBEAAAAAAEBS5aILYP+TDWWRDWZFl1F3Kp3zbNBcgLUBlVkbAAAA7E12RgAAAAAAAEkJIwAAAAAAgKSEEQAAAAAAQFLCCAAAAAAAIClhBAAAAAAAkJQwAgAAAAAASEoYAQAAAAAAJCWMAAAAAAAAkhJGAAAAAAAASQkjAAAAAACApIQRAAAAAABAUsIIAAAAAAAgKWEEAAAAAACQlDACAAAAAABIShgBAAAAAAAkVS66APY/pYZSlBpLRZdRdyqd81KjuShaNpgVXQIAAAAAFM7OCAAAAAAAIClhBAAAAAAAkJQwAgAAAAAASEoYAQAAAAAAJCWMAAAAAAAAkhJGAAAAAAAASQkjAAAAAACApMpFF8D+JxvKIhvMii6j7lQ659mguQAAAAAAimdnBAAAAAAAkJQwAgAAAAAASEoYAQAAAAAAJCWMAAAAAAAAkhJGAAAAAAAASQkjAAAAAACApIQRAAAAAABAUuWiCwAAAJ43rqml6BKIiNYK89Da1GJ+CtbT31t0CQAA7AY7IwAAAAAAgKSEEQAAAAAAQFLCCAAAAAAAIClhBAAAAAAAkJQwAgAAAAAASEoYAQAAAAAAJFUuugD2P6WGUpQaS0WXUXcqnfNSo7koWjaYFV0CAPuQsut2TSg3jP43W+WGRvMDAAC7wc4IAAAAAAAgKWEEAAAAAACQlDACAAAAAABIShgBAAAAAAAkJYwAAAAAAACSEkYAAAAAAABJCSMAAAAAAICkykUXAADUn1JjqegS6l6lOSg1lsxNwbr7e4sugYhoHmgZ1dcz0Gd+CubzqXiuHbUpG8yKLgEAxsTOCAAAAAAAIClhBAAAAAAAkJQwAgAAAAAASEoYAQAAAAAAJCWMAAAAAAAAkhJGAAAAAAAASQkjAAAAAACApMpFF8D+JxvKIhvMii6j7lQ659mguQBqk8+m4rluwM5ZH1CZtQEA7A47IwAAAAAAgKSEEQAAAAAAQFLCCAAAAAAAIClhBAAAAAAAkJQwAgAAAAAASKpcdAFF6u/vjx/84AexcuXKWLVqVWzcuDE2b94czc3NMXHixDjqqKPiDW94Q5xyyilxxBFH7NJ7bN++PZYvXx733HNPPP7447Fp06YYGBiIiRMnxuzZs+P444+P97znPTFlypQ9/N0BAAAAAEBtqNsw4p/+6Z/iuuuui46OjlFf6+/vj+3bt8fTTz8d9913X1x33XXxjne8Iy6++OKYPHnymN9j2bJlcdlll0VXV9eor3V0dERHR0esXLkyrr/++jjvvPNi0aJFu/MtAQAAAABATaq7MKKvry/OPffc+P73vz/mY7IsixUrVsSDDz4YX/jCF+I1r3nNyx5zxRVXxNKlS8c0fk9PT1x66aXx4IMPxjXXXBONjfv23bNKDaUoNZaKLqPuVDrnpUZzUbRsMCu6BAAAYD/md77i+X0cKrM2akupofjzXndhxF/+5V+OCiImTJgQp5xySrzuda+LSZMmRU9PT6xbty6+//3vx+rVq4df99xzz8VHPvKRuO222+IVr3jFTt/j5ptvHhVEzJgxI0499dSYM2dORESsXbs2li1bFhs2bBh+zR133BHTp0+PCy+8cE98qwAAAAAAUBPqKoxYsWJF3HHHHbm+9773vXHRRRfFgQceOOr1Z599dixbtiwuueSS6OnpiYiITZs2xQUXXBBf//rXK77HmjVr4pprrsn1nX766XHRRRdFc3PzcN+CBQtiyZIlceWVV8att9463H/LLbfECSecEPPnz9/l7xMAAAAAAGrJvn0/oCoMDQ3F3/zN3+T6Tj311LjssssqBhEvfs21114bDQ0Nw30//elP4+677674+iuuuCIGBgaG2yeffHJccskluSDiBc3NzXHxxRfH4sWLc/1XXXVVDA0Njen7AgAAAACAWlc3YcRPfvKTePrpp4fbbW1tcfHFF4/p2N///d+PU045Jdc3codFRMS6devivvvuG263trbGpz/96VyQUcn5558fRxxxxHD7kUceiZUrV46pNgAAAAAAqHV1E0b86Ec/yrVPOumkaGtrG/Pxf/iHf5hr/+QnPxn1mmXLluXaJ598ckyZMuVlx25ubo5Fixbl+lasWDHm2gAAAAAAoJbVTRixdu3aXPt1r3tdVce/eOdCRMTGjRtHvebee+/Ntd/2treNefwTTzwx177rrrtyt3sCAAAAAIB9Vd08wPo973lPHH300fHcc8/Fc889F0cddVRVx7/wAOsXjLz1Und3d6xevTrXN2/evDGPP2PGjJg6dWp0dHRERERXV1esWbMm5s6dW1WdAAAAAABQa+omjHjHO94R73jHO3b5+IcffjjXnj59eq69du3a3EOnp06dGpMnT67qPWbNmjUcRkREPP744/tkGJENZZENZkWXUXcqnfNs0FwAAADsz/zOVzy/j0Nl1kZtyYaKP+91E0bsrm9961u59rHHHptrr1+/PtceeVunsTj88MNz7Q0bNlQ9Ri1ob2+L/n63mNrbJkwY/QyUSn1Qb6wNqMzagJ2zPqAyawMqszagMmujtrS3F3/uhRFjsGLFinj00UdzfW9/+9tz7RfvaIiImDZtWtXvM3Xq1Fz7ueeeq3qMWvD1r15fdAn8p2/c9sWiS4CaZG1AZdYG7Jz1AZVZG1CZtQGVWRv1rW4eYL2rnnnmmfjrv/7rXN+RRx4Zv//7v5/r6+zszLXb29urfq+2tnw6tWXLlqrHAAAAAACAWiOMeAnbtm2LP//zP49Nmzbl+j/1qU9FqVTK9e3YsSPXPuCAA6p+v/Hjx+fa3d3dVY8BAAAAAAC1RhixE9u2bYuPfOQjsXr16lz/+9///njrW9866vV9fX25drlc/R2wRh7T399f9RgAAAAAAFBrPDOigs2bN8ef//mfx0MPPZTrnz9/fnzqU5+qeEyW5Z9G3thYfc4z8pihoaGqx6gFf7LoY9HZuenlX8geNWFC26j77i1830dj8+atBVUEtcHagMqsDdg56wMqszagMmsDKrM2asuUKZMKf9avMGKEX/3qV/Fnf/ZnsW7dulz/a17zmvjCF74QTU1NFY8b2T8ynBiLgYGBXLu5ubnqMWrBli1bo6vL8y5qwebN5gIqsTagMmsDds76gMqsDajM2oDKrI3iNDUVHwUUX0ENeeSRR+Kss86K5557Ltd/7LHHxk033RQHHnjgTo9taWnJtUfetmksRh6zr4YRpYZSlBpLL/9C9qhK57zUaC6Klg1WH0wCAAAAwP7GMyP+03e+851YtGjRqCDi+OOPj6VLl0ZbW9tLHj9hwoRce9u2bVXXsH379lz75d4TAAAAAAD2BXW/M2JoaCiuvfba+OIXvzjqa6eeemp87nOf2+mtmV5sypQpufamTdU/M6GzszPXPuigg6oeAwAAAAAAak1dhxHd3d1x7rnnxt133z3qax/72Mfi4x//+JjHmjFjRq797LPPVl3PyGMOOeSQqscAAAAAAIBaU7dhRGdnZyxZsiR+9rOf5fqbm5vj85//fPzhH/5hVePNnDkz137yySerrmn9+vW59pw5c6oeAwAAAAAAak1dPjPimWeeife///2jgojJkyfHl7/85aqDiIiIQw89NHerpu3bt1cVSOzYsSPWrVs33G5oaIhXvepVVdcBAAAAAAC1pu7CiI0bN8YHP/jBUUHBzJkz45/+6Z9i3rx5uzz2/Pnzc+37779/zMc+8MAD0d/fP9yeO3duTJ48eZdrAQAAAACAWlFXYcTAwEB87GMfGxVEHHvssfH1r3991HMfqnXiiSfm2rfffvuYj/32t7+da59wwgm7VQsAAAAAANSKunpmxN/8zd/EQw89lOt74xvfGDfeeGOMGzdut8c/6aSTYuLEidHV1RUREQ8//HDceeedsWDBgpc8btWqVXHHHXcMt8vlcixcuHC36ylKNpRFNpgVXUbdqXTOs0FzAQAAAAAUr252RqxatSq+9KUv5fpmzZoVX/jCF/ZIEBER0dLSEmeeeWau74ILLohVq1bt9JgNGzbEWWedFVn2X38wXrhwYUyfPn2P1AQAAAAAAEWrm50R1113XQwNDeX6Fi5cGI888sguj/n6178+Wlpacn1nnHFG3H777fEf//EfERHR3d0dixcvjo9//ONx+umnR1tbW0RE9Pb2xvLly+PKK6+MzZs3Dx8/bdq0OOecc3a5JgAAAAAAqDV1EUY88cQTce+9947qv/zyy3dr3B/+8Idx+OGH5/paW1vj+uuvjw9+8IPR0dEREc8HD1dffXVcd911ccQRR0S5XI6nnnoquru7c8eOGzcurrvuupg0adJu1QUAAAAAALWkLm7TdM899+zV95s1a1Z85StfiSOPPDLX39fXF0888USsXr16VBAxderUWLp0aRx77LF7sVIAAAAAAEivLsKIX/7yl3v9PWfOnBnLly+Pc889Nw499NCdvq69vT3OPPPMWLFiRcybN28vVggAAAAAAHtHXdym6TOf+Ux85jOf2evv29zcHEuWLIklS5bEY489FmvXro3Ozs4YGBiICRMmxJw5c+Loo4+O5ubmvV4bAAAAAADsLXURRtSCuXPnxty5c4suAwAAAAAA9jphBHtcqaEUpcZS0WXUnUrnvNRoLoqWDWZFlwDAPsR1uzb4uao2+bkKKvPZVDzXjdrkugG1py6eGQEAAAAAABRHGAEAAAAAACQljAAAAAAAAJISRgAAAAAAAEkJIwAAAAAAgKSEEQAAAAAAQFLCCAAAAAAAIKly0QUAAAAAsGuywazoEupepTnIBjNzAzCCnREAAAAAAEBSwggAAAAAACApYQQAAAAAAJCUMAIAAAAAAEhKGAEAAAAAACQljAAAAAAAAJISRgAAAAAAAEmViy6A/U82lEU2mBVdRt2pdM6zQXMBAPsS1+3a4OcqYF8yrqml6BLqXmuFOWhtajE31D1ro7a0los/73ZGAAAAAAAASQkjAAAAAACApIQRAAAAAABAUsIIAAAAAAAgKWEEAAAAAACQlDACAAAAAABIqlx0AQAAAADsmp7+3qJLqHstFeZgR3+vuaHuWRu1ZcdA8efdzggAAAAAACApYQQAAAAAAJCUMAIAAAAAAEhKGAEAAAAAACQljAAAAAAAAJISRgAAAAAAAEkJIwAAAAAAgKTKRRfA/qfUUIpSY6noMupOpXNeajQXRcsGs6JLgJrks6l4rhu1yXUDAADYX9kZAQAAAAAAJCWMAAAAAAAAkhJGAAAAAAAASQkjAAAAAACApIQRAAAAAABAUsIIAAAAAAAgKWEEAAAAAACQVLnoAgAAAADYNaXGUtEl1L1Kc1BqLJkb6p61UVtKDcWfdzsjAAAAAACApIQRAAAAAABAUsIIAAAAAAAgKWEEAAAAAACQlDACAAAAAABIShgBAAAAAAAkJYwAAAAAAACSKhddAPufbCiLbDAruoy6U+mcZ4PmAqhNPpuK57pRm0qNpaJLICrPQ6mxZH4K5vMJAGDfZmcEAAAAAACQlDACAAAAAABIShgBAAAAAAAkJYwAAAAAAACSEkYAAAAAAABJCSMAAAAAAICkhBEAAAAAAEBS5aILAAAAnpcNZkWXQFSeh2wwMz9ATfLZVDzXDajM2qgt2VDx593OCAAAAAAAIClhBAAAAAAAkJQwAgAAAAAASEoYAQAAAAAAJCWMAAAAAAAAkhJGAAAAAAAASQkjAAAAAACApMpFFwAAADxvyvj2oksgIiaMaxvVN3lcW5T6CiiGYZ3dW4ouAWpSqbFUdAl1r9IclBpL5oa6Z23UllJD8efdzggAAAAAACApYQQAAAAAAJCUMAIAAAAAAEhKGAEAAAAAACQljAAAAAAAAJISRgAAAAAAAEkJIwAAAAAAgKTKRRfA/qfUUIpSY6noMupOpXNeajQXRcsGs6JLAADYL0wZ3150CXVvwri2UX2Tx7VFqa+AYhjW2b2l6BLqXqXf+7LBzO+D1D1ro7ZkQ8WfdzsjAAAAAACApIQRAAAAAABAUsIIAAAAAAAgKWEEAAAAAACQlDACAAAAAABIShgBAAAAAAAkJYwAAAAAAACSKhddAAAA8LzO7i1Fl0BEZM2j+37TszW6zA91ztqoTaXGUtEl1L1Kc1BqLJmbgmWDWdElACPYGQEAAAAAACQljAAAAAAAAJISRgAAAAAAAEkJIwAAAAAAgKSEEQAAAAAAQFLCCAAAAAAAIClhBAAAAAAAkFS56ALY/2RDWWSDWdFl1J1K5zwbNBcAsC8pNZaKLoGoPA+lxpL5KZifa6Eya6N4fh8HGBs7IwAAAAAAgKSEEQAAAAAAQFLCCAAAAAAAIClhBAAAAAAAkJQwAgAAAAAASEoYAQAAAAAAJCWMAAAAAAAAkioXXQAAAAAAu6bUWCq6hLpXaQ5KjSVzQ92zNmpLqaH4825nBAAAAAAAkJQwAgAAAAAASEoYAQAAAAAAJCWMAAAAAAAAkhJGAAAAAAAASQkjAAAAAACApMpFF8D+p9RQilJjqegy6k6lc15qNBdFywazokuAmuSzqXiuG7XJdaM2VJqHbDAzPwAAsBvsjAAAAAAAAJISRgAAAAAAAEkJIwAAAAAAgKSEEQAAAAAAQFLCCAAAAAAAIClhBAAAAAAAkJQwAgAAAAAASKpcdAEAQP3JBrOiS6h7leYgG8zMTcGmjG8vugQiYsK4tlF9k8e1RamvgGIY1t3fW3QJda+1qaVi37gK/ew9fdlA0SUAwJjYGQEAAAAAACQljAAAAAAAAJISRgAAAAAAAEkJIwAAAAAAgKSEEQAAAAAAQFLCCAAAAAAAIClhBAAAAAAAkFS56ALY/2RDWWSDWdFl1J1K5zwbNBcAsC/p2rG96BKIiGgtjera3Nttfgrm59ritfT3jurb0d8bPRX62XtKjaM/swCgFtkZAQAAAAAAJCWMAAAAAAAAkhJGAAAAAAAASQkjAAAAAACApIQRAAAAAABAUuWiC6hVg4ODccYZZ8QDDzwQERGHHXZY3H333VWPs3379li+fHncc8898fjjj8emTZtiYGAgJk6cGLNnz47jjz8+3vOe98SUKVP29LcAAAAAAAA1QRixEzfeeONwELGrli1bFpdddll0dXWN+lpHR0d0dHTEypUr4/rrr4/zzjsvFi1atFvvBwAAAAAAtUgYUcG///u/x9///d/v1hhXXHFFLF26dEyv7enpiUsvvTQefPDBuOaaa6Kxcd++e1apoRSlxlLRZdSdSue81GguipYNZkWXADXJZ1PxXDdqk+tGbag0D9lgZn4AAGA3CCNG2LZtW5x77rkxMDCwy2PcfPPNo4KIGTNmxKmnnhpz5syJiIi1a9fGsmXLYsOGDcOvueOOO2L69Olx4YUX7vJ7AwAAAABArRFGjHDJJZfkAoJqrVmzJq655ppc3+mnnx4XXXRRNDc3D/ctWLAglixZEldeeWXceuutw/233HJLnHDCCTF//vxdrgEAAAAAAGrJvn0/oD1s2bJlsXz58t0a44orrsjtqjj55JPjkksuyQURL2hubo6LL744Fi9enOu/6qqrYmhoaLfqAAAAAACAWiGM+E/r16+PSy+9dLj9wu2UqrFu3bq47777htutra3x6U9/OhoaGl7yuPPPPz+OOOKI4fYjjzwSK1eurPr9AQAAAACgFgkjIqK/vz/OPffc2L59e0RETJw4MRdMjNWyZcty7ZNPPjmmTJnyssc1NzfHokWLcn0rVqyo+v0BAAAAAKAWCSMi4tprr41HHnlkuP25z30upk2bVvU49957b679tre9bczHnnjiibn2XXfdtVsP0QYAAAAAgFpR92HEypUr4+abbx5u//Ef/3GcdNJJVY/T3d0dq1evzvXNmzdvzMfPmDEjpk6dOtzu6uqKNWvWVF0HAAAAAADUmnLRBRTpN7/5TZx33nnDD4s+6qij4lOf+tQujbV27drcQ6enTp0akydPrmqMWbNmRUdHx3D78ccfj7lz5+5SPUXKhrLIBrOiy6g7lc55NmgugNrks6l4rhsAsH9oLtX1n3ZqQlOFOWgqlc0Ndc/aqC2V5mNvK76CAn3qU58a/uN/U1NTXH311TFu3LhdGmv9+vW59osfSD1Whx9+eK69YcOGXaqlaO3tbdHf7xZTe9uECW1j6oN6Y21AZdYG7Jz1AZVZG7Wptaml6BLqXnv76HVQqQ/qjbVRW9raDyy6hPoNI2699db4l3/5l+H2OeecE0cfffQuj/fiHQ0RsUvPnHjxbZoiIp577rldrqdIX//q9UWXwH/6xm1fLLoEqEnWBlRmbcDOWR9QmbUBlf3vr/5d0SVATbI26ltdPjPi5z//eVx11VXD7fnz58eHP/zh3Rqzs7Mz125vb696jLa2fDK4ZcuW3aoJAAAAAABqQd2FETt27IhPfvKT0dvbGxEREydOjCuvvDIaG3fvVOzYsSPXPuCAA6oeY/z48bl2d3f3btUEAAAAAAC1oO7CiM9//vPxxBNPDLcvvfTSOPjgg3d73L6+vly7XK7+Dlgjj+nv79+tmgAAAAAAoBbU1TMjfvCDH8Rtt9023P6jP/qjWLBgwR4ZO8uyXHtXdlqMPGZoaGi3airKnyz6WHR2biq6jLozYULbqPu1LnzfR2Pz5q0FVQS1wdqAyqwN2DnrAyqzNmqTB1gXr729bdR98BcvOie2bLE2qG/WRm2ZPHli3PLlawqtoW7CiGeeeSYuvvji4faRRx4ZF1100R4bv6mpKdceGU6MxcDAQK7d3Ny8WzUVZcuWrdHV5XkXtWDzZnMBlVgbUJm1ATtnfUBl1kbxxgkjatKWLVtjs7UBo1gbxWnahTv57GnFV7AXDA4OxnnnnRddXV0R8XxwcNVVV416RsPuaGnJX/xH3rZpLEYes6+GEaWGUpQaS0WXUXcqnfNSo7koWjZYfTAJ9cBnU/FcN2DnrI/a5OcqqKwvG3j5F5FUf4U56M8GzE3BXDeK19LfO6pvR39v9FToJ70dA8Wf97p4ZsQXv/jF+PGPfzzc/vjHPx7HHHPMHn2PCRMm5Nrbtm2reozt27fn2m1tbbtVEwAAAAAA1IL9fmfEo48+GjfccMNw+5BDDonf/u3fjvvvv/8lj9u4cWOu3dvbO+qY2bNnx7Rp0yIiYsqUKbmvbdpU/TMTOjs7c+2DDjqo6jEAAAAAAKDW7PdhxM9//vPcsxh+/etfx4c//OGqx9m4cWOceeaZub7LLrss3vve90ZExIwZM3Jfe/bZZ6t+j5HHHHLIIVWPAQAAAAAAtaYubtO0N8ycOTPXfvLJJ6seY/369bn2nDlzdqckAAAAAACoCcKIPeTQQw/N3app+/btVQUSO3bsiHXr1g23Gxoa4lWvetWeLBEAAAAAAAqx39+m6b3vfe/wrZSq8ctf/jJOPPHE4fZhhx0Wd99990seM3/+/Pjud7873L7//vvjyCOPHNP7PfDAA9Hf3z/cnjt3bkyePLm6ogEAAAAAoAbZGbEHvTi8iIi4/fbbx3zst7/97Vz7hBNO2CM1AQAAAABA0fb7nRF700knnRQTJ06Mrq6uiIh4+OGH484774wFCxa85HGrVq2KO+64Y7hdLpdj4cKFKUsFgEJlg1nRJdS9SnOQDWbmBsL6AID9QamxVHQJda/SHJQaS+amIKWG4s+7nRF7UEtLS5x55pm5vgsuuCBWrVq102M2bNgQZ511VmTZf/1is3Dhwpg+fXqyOgEAAAAAYG8SRuxhZ5xxRsycOXO43d3dHYsXL46bbroptm7dOtzf29sb3/zmN+O0006Ljo6O4f5p06bFOeecs1drBgAAAACAlNymaQ9rbW2N66+/Pj74wQ8Ohwy9vb1x9dVXx3XXXRdHHHFElMvleOqpp6K7uzt37Lhx4+K6666LSZMmFVE6AAAAAAAkYWdEArNmzYqvfOUrceSRR+b6+/r64oknnojVq1ePCiKmTp0aS5cujWOPPXYvVgoAAAAAAOkJIxKZOXNmLF++PM4999w49NBDd/q69vb2OPPMM2PFihUxb968vVghAAAAAADsHW7TtBOHH354/PznP9+tMZqbm2PJkiWxZMmSeOyxx2Lt2rXR2dkZAwMDMWHChJgzZ04cffTR0dzcvIeqBgAAAACA2iOM2Evmzp0bc+fOLboMAAAAAADY64QR7HHZUBbZYFZ0GXWn0jnPBs0FAADA/szvfMXz+zhUZm3Ulmyo+PPumREAAAAAAEBSwggAAAAAACApYQQAAAAAAJCUMAIAAAAAAEhKGAEAAAAAACQljAAAAAAAAJISRgAAAAAAAEkJIwAAAAAAgKSEEQAAAAAAQFLCCAAAAAAAIClhBAAAAAAAkJQwAgAAAAAASEoYAQAAAAAAJCWMAAAAAAAAkhJGAAAAAAAASQkjAAAAAACApIQRAAAAAABAUsIIAAAAAAAgKWEEAAAAAACQlDACAAAAAABIShgBAAAAAAAkJYwAAAAAAACSEkYAAAAAAABJCSMAAAAAAICkhBEAAAAAAEBSwggAAAAAACApYQQAAAAAAJCUMAIAAAAAAEhKGAEAAAAAACQljAAAAAAAAJIqF10AAAAAALtmXFNL0SXUvdYKc9Da1GJuqHvWRm1pLRd/3u2MAAAAAAAAkhJGAAAAAAAASQkjAAAAAACApIQRAAAAAABAUsIIAAAAAAAgKWEEAAAAAACQlDACAAAAAABIqlx0AQAAwPNKjaWiSyAqz0OpsWR+CpYNZkWXADWpp7+36BLqXkuFOdjR32tuqHvWRm3ZMVD8ebczAgAAAAAASEoYAQAAAAAAJCWMAAAAAAAAkhJGAAAAAAAASQkjAAAAAACApIQRAAAAAABAUsIIAAAAAAAgqXLRBbD/KTWUotRYKrqMulPpnJcazUXRssGs6BKgJvlsKp7rRm1y3agNleYhG8zMD1CTpoxvL7qEujdhXNuovsnj2qLUV0AxUEOsjdoyqcJ87G12RgAAAAAAAEkJIwAAAAAAgKSEEQAAAAAAQFLCCAAAAAAAIClhBAAAAAAAkJQwAgAAAAAASEoYAQAAAAAAJFUuugD2P02lcjSX/K+1tzVVOOfmong9g1nRJUBN8tlUPNeN2lRuaim6BCLiwOZxFfuyloECqoHaYW3Ups7uLUWXUPey5tF9v+nZGl3mhjpnbdSWxp7if9ezMwIAAAAAAEhKGAEAAAAAACQljAAAAAAAAJISRgAAAAAAAEkJIwAAAAAAgKSEEQAAAAAAQFLCCAAAAAAAIKly0QWw/9kx0Bs9/b1Fl1F3Wiqc8x395gKoTT6biue6ATtX6hv9a9K2vp7Y2ttdQDVQO6wNAGB32BkBAAAAAAAkJYwAAAAAAACSEkYAAAAAAABJCSMAAAAAAICkhBEAAAAAAEBSwggAAAAAACApYQQAAAAAAJCUMAIAAAAAAEhKGAEAAAAAACQljAAAAAAAAJISRgAAAAAAAEkJIwAAAAAAgKSEEQAAAAAAQFLCCAAAAAAAIClhBAAAAAAAkFS56AIAAAAA2DWlxlLRJdS9SnNQaiyZm4Jlg1nRJQAj2BkBAAAAAAAkJYwAAAAAAACSEkYAAAAAAABJCSMAAAAAAICkhBEAAAAAAEBSwggAAAAAACApYQQAAAAAAJCUMAIAAAAAAEhKGAEAAAAAACQljAAAAAAAAJISRgAAAAAAAEkJIwAAAAAAgKSEEQAAAAAAQFLCCAAAAAAAIClhBAAAAAAAkFS56ALY/7SWW2JcU0vRZdSd1grnvLXJXBStp7+36BKgJvlsKp7rRm1y3QCgWtlgVnQJda/SHGSDmbkBGMHOCAAAAAAAIClhBAAAAAAAkJQwAgAAAAAASEoYAQAAAAAAJCWMAAAAAAAAkhJGAAAAAAAASZWLLoD9z46B3ujp7y26jLrTUuGc7+g3F0Bt8tlUPNcNAAAA9iY7IwAAAAAAgKSEEQAAAAAAQFLCCAAAAAAAIClhBAAAAAAAkJQwAgAAAAAASEoYAQAAAAAAJCWMAAAAAAAAkioXXQD7n1JDKUqNpaLLqDuVznmp0VwULRvMii4BapLPpuK5btQm1w0AAGB/ZWcEAAAAAACQlDACAAAAAABIShgBAAAAAAAkJYwAAAAAAACSEkYAAAAAAABJCSMAAAAAAICkhBEAAAAAAEBS5aILYP+TDWWRDWZFl1F3Kp3zbNBcALXJZ1PxXDcAAADYm+yMAAAAAAAAkhJGAAAAAAAASQkjAAAAAACApIQRAAAAAABAUsIIAAAAAAAgqXLRBRStr68v7r///vjhD38Yq1atio0bN8bmzZvjgAMOiGnTpsWxxx4bCxYsiOOOO26Xxt++fXssX7487rnnnnj88cdj06ZNMTAwEBMnTozZs2fH8ccfH+95z3tiypQpe/g7AwAAAACA2lDXYcSPfvSj+PznPx/r168f9bWurq7o6uqKNWvWxG233RZz586Nyy67LH7rt35rzOMvW7YsLrvssujq6hr1tY6Ojujo6IiVK1fG9ddfH+edd14sWrRod74dAAAAAACoSXUbRlx++eXxpS99acyvf+yxx2LhwoVxww03xFve8paXff0VV1wRS5cuHdPYPT09cemll8aDDz4Y11xzTTQ2unsWAAAA8PJKjaWiS6h7leag1FgyNwXLBrOiSwBGqMsw4rOf/Wx87Wtfy/VNnjw5TjvttJg9e3ZMnDgxnn766bj77rvjvvvuG35NX19ffOxjH4t//ud/jlmzZu10/JtvvnlUEDFjxow49dRTY86cORERsXbt2li2bFls2LBh+DV33HFHTJ8+PS688MI98W0CAAAAAEBNqLswYtmyZaOCiA996ENxzjnnRGtra65/0aJF8a//+q/xyU9+cvhWS729vfGZz3wmvvrVr1Ycf82aNXHNNdfk+k4//fS46KKLorm5ebhvwYIFsWTJkrjyyivj1ltvHe6/5ZZb4oQTToj58+fvzrcJAAAAAAA1o67uB7Rt27a44oorcn3nnntunH/++aOCiBccd9xxce211+b6/t//+3/x2GOPVXz9FVdcEQMDA8Ptk08+OS655JJcEPGC5ubmuPjii2Px4sW5/quuuiqGhobG8i0BAAAAAEDNq6sw4mtf+1r85je/GW7/wR/8QSxZsuRlj/u93/u9eNOb3pTr+8EPfjDqdevWrcvd1qm1tTU+/elPR0NDw0uOf/7558cRRxwx3H7kkUdi5cqVL1sXAAAAAADsC+oqjLjtttuG/7tcLsdFF1005mPf+c53RkNDQ7S3t8cRRxwR3d3do16zbNmyXPvkk0+OKVOmvOzYzc3NsWjRolzfihUrxlwbAAAAAADUsroJIx577LH45S9/Odw+4YQTYsaMGWM+/tRTT41HH300HnzwwfjBD35Q8SHT9957b679tre9bczjn3jiibn2XXfdlbvdEwAAAAAA7KvqJoz413/911z77W9/e1XHl0qlKJVKO/16d3d3rF69Otc3b968MY8/Y8aMmDp16nC7q6sr1qxZU1WNAAAAAABQi8pFF7C3/Pu//3uu/brXvW6Pjr927drcQ6enTp0akydPrmqMWbNmRUdHx3D78ccfj7lz5+6xGgEAqG3jmlqKLoGIaK0wD61NLeanYD39vUWXADUpG8yKLqHuVZqDbDAzNwAj1E0YsXbt2uH/bmlpyd2i6Te/+U3ccccd8cMf/jCeeuqpeO6552LcuHExffr0+L3f+734b//tv8UxxxzzkuOvX78+137xA6nH6vDDD8+1N2zYUPUYtaC9vS36+91iam+bMKFtTH1Qb6wNqMzaqE2V/gjO3tfePnotVOpj72oRRhTOtQMqszagMmujttTCz7N1EUZkWRZPP/30cHv69OkREdHX1xfXXnttfOUrX4n+/v7cMb29vdHV1RU///nP45ZbbokFCxbExRdfHNOmTav4Hi/e0RARO33dS3nxbZoiIp577rmqx6gFX//q9UWXwH/6xm1fLLoEqEnWBlRmbcDO/e+v/l3RJUBNcu2AyqwNqMzaqG918cyITZs25cKGtra22Lx5cyxatChuvvnmUUFEJXfeeWcsXLhw1HMhXtDZ2Zlrt7e3V11nW1s+ndqyZUvVYwAAAAAAQK2pi50RXV1duXapVIqPfvSjsWrVquG+4447Ln7/938/Dj/88Ojr64t169bF9773vdxDpJ955pn48Ic/HN/61reGd1e8YMeOHbn2AQccUHWd48ePz7W7u7urHgMAAAAAAGpNXYQRI/+o/+IQYtq0aXHNNdfEG97whlHH/cVf/EV89atfjcsuuyyy7PmHDm3cuDE+8YlPxNe+9rXca/v6+nLtcrn6UzvymLHs2AAAAAAAgFpXF2HEyKDgBZMnT45//Md/jMMOO6zi1xsbG+MDH/hAtLW1xfnnnz/c/5Of/CT+5V/+Jf7gD/5guO+FsOLFx1Zr5DFDQ0NVj1EL/mTRx6Kzc1PRZdSdCRPaRt13b+H7PhqbN28tqCKoDdYGVGZt1CYPsK4N7e1to54RsXjRObFli/VRpB0eYF041w6ozNqAyqyN2jJlyqTCn/VbF2HEznz2s5/daRDxYqeeemr84Ac/iLvuumu478tf/nIujGhqasodMzKcGIuBgYFcu7m5ueoxasGWLVujq8vzLmrB5s3mAiqxNqAya6N444QRNWvLlq2x2fooVI8woia5dkBl1gZUZm0Up6mp+Cig+Ar2gkq3TDryyCPjpJNOGvMYZ5xxRi6M+MlPfhI7duyI1tbWiIhoacn/4riz3RgvZeQx+2oYAQDArvHH1trQUmEedvT3mh8AANgN1d9LaB9U6WHSb37zm6OhoWHMYxx77LG5B0z39fXF448/PtyeMGFC7vXbtm2rus7t27fn2m1tbVWPAQAAAAAAtaYuwojJkyeP6jvyyCOrGqNcLo+6pVNnZ+fwf0+ZMiX3tU2bqn9mwovHi4g46KCDqh4DAAAAAABqTd2EES/cTukFI9tjMXKnwtat//WwlRkzZuS+9uyzz1Y9/shjDjnkkKrHAAAAAACAWlMXYURDQ0O84hWvyPV1dHRUPc7I2yiNGzdu+L9nzpyZ+9qTTz5Z9fjr16/PtefMmVP1GAAAAAAAUGvqIoyIiDjmmGNy7V0JC0buXDj00ENz//3iWzVt3769qvfYsWNHrFu3brjd0NAQr3rVq6quEQAAAAAAak3dhBG/+7u/m2v/6Ec/iv7+/jEfv27duujq6hpuNzU1jdq5MH/+/Fz7/vvvH/P4DzzwQK6euXPnVnzWBQAAAAAA7GvqJox461vfGi0tLcPtrq6uuPPOO8d8/Le+9a1ce/78+bnbNEVEnHjiibn27bffPubxv/3tb+faJ5xwwpiPBQAAAACAWlYuuoC9pa2tLd71rnfFN77xjeG+yy+/PN7ylrdEe3v7Sx771FNPxde+9rVc38KFC0e97qSTToqJEycO76B4+OGH484774wFCxa85PirVq2KO+64Y7hdLpcrjr+vaC23xLimlpd/IXtUa4Vz3tpkLorW099bdAlQk0qNpaJLqHuV5qDUWDI3BcsGs6JLAAAASKJudkZERJx99tnR2to63O7o6IglS5bEb37zm50e09HREWeffXZ0d3cP973yla+Mk046adRrW1pa4swzz8z1XXDBBbFq1aqdjr9hw4Y466yzIsv+6xfPhQsXxvTp08f0PQEAAAAAQK2rqzDikEMOiYsvvjjX99BDD8Uf/dEfxW233Ra9vf/1L5j7+vpi+fLlcdppp8WaNWuG+8vlcnz2s5+NUqnyvxo844wzYubMmcPt7u7uWLx4cdx0002xdevW4f7e3t745je/Gaeddlp0dHQM90+bNi3OOeec3f5eAQAAAACgVtTNbZpesHDhwti+fXtcfvnlMTQ0FBERTz/9dHzmM5+Jv/7rv44ZM2ZEc3NzPPXUU7ndEBERDQ0Ncckll8S8efN2On5ra2tcf/318cEPfnA4ZOjt7Y2rr746rrvuujjiiCOiXC5XHH/cuHFx3XXXxaRJk/bwdw0AAAAAAMWpq50RLzjjjDPi6quvjokTJ+b6+/v74z/+4z9i9erVo4KCtra2uOaaa8b0LIdZs2bFV77ylTjyyCNz/X19ffHEE09UHH/q1KmxdOnSOPbYY3fpewIAAAAAgFpVl2FERMQ73/nO+P73vx8f+tCHXvL5DG1tbbF48eJYsWJFnHLKKWMef+bMmbF8+fI499xz49BDD93p69rb2+PMM8+MFStWvOSOCwAAAAAA2FfV3W2aXmzChAlx/vnnx1/+5V/Go48+Gr/4xS9i48aN0dvbGxMnTozZs2fHMcccE83Nzbs0fnNzcyxZsiSWLFkSjz32WKxduzY6OztjYGAgJkyYEHPmzImjjz56l8cHAAAAAIB9QV2HES9oaGiIo48+Oo4++uhk7zF37tyYO3dusvEBAAAAAKBWCSPY43YM9EZPf2/RZdSdlgrnfEe/uQBqUzaYFV1C3as0B9lgZm4KVmosFV0CUXkeSo0l81Mwn09Qmc+m4rluQGXWRm0pNRR/3uv2mREAAAAAAMDeIYwAAAAAAACSEkYAAAAAAABJCSMAAAAAAICkhBEAAAAAAEBSwggAAAAAACApYQQAAAAAAJCUMAIAAAAAAEhKGAEAAAAAACQljAAAAAAAAJISRgAAAAAAAEkJIwAAAAAAgKSEEQAAAAAAQFLCCAAAAAAAIClhBAAAAAAAkFS56ALY/5QaSlFqLBVdRt2pdM5LjeaiaNlgVnQJAOxDXDdqQ6V5yAYz8wPUJJ9NxXPdgMqsjdqSDRV/3u2MAAAAAAAAkhJGAAAAAAAASQkjAAAAAACApIQRAAAAAABAUsIIAAAAAAAgKWEEAAAAAACQVLnoAtj/ZENZZINZ0WXUnUrnPBs0FwAAAABA8eyMAAAAAAAAkhJGAAAAAAAASQkjAAAAAACApIQRAAAAAABAUsIIAAAAAAAgKWEEAAAAAACQlDACAAAAAABIqlx0AQAAwPNmtE8tugQior2tbVTfYW0HRdtgSwHV8IINWzqKLgFqUqmxVHQJda/SHJQaS+aGumdt1JZSQ/Hn3c4IAAAAAAAgKWEEAAAAAACQlDACAAAAAABIShgBAAAAAAAkJYwAAAAAAACSEkYAAAAAAABJCSMAAAAAAICkykUXAAAAPG/Dlo6iSyAiJjb2jup7euvG6NqypYBqAABg/2BnBAAAAAAAkJQwAgAAAAAASEoYAQAAAAAAJCWMAAAAAAAAkhJGAAAAAAAASQkjAAAAAACApIQRAAAAAABAUuWiCwAAAABg12SDWdEl1L1Kc5ANZuaGumdt1JZsqPjzbmcEAAAAAACQlDACAAAAAABIShgBAAAAAAAkJYwAAAAAAACSEkYAAAAAAABJCSMAAAAAAICkhBEAAAAAAEBS5aILAAAAAGDXlBpLRZdQ9yrNQamxZG6oe9ZGbSk1FH/e7YwAAAAAAACSEkYAAAAAAABJCSMAAAAAAICkhBEAAAAAAEBSwggAAAAAACApYQQAAAAAAJCUMAIAAAAAAEiqXHQBAAAAAOyabDAruoS6V2kOssHM3FD3rI3akg0Vf97tjAAAAAAAAJISRgAAAAAAAEkJIwAAAAAAgKSEEQAAAAAAQFLCCAAAAAAAIClhBAAAAAAAkJQwAgAAAAAASKpcdAEAAMDzSo2loksgKs9DqbFkfgqWDWZFlwAAwG6wMwIAAAAAAEhKGAEAAAAAACQljAAAAAAAAJISRgAAAAAAAEkJIwAAAAAAgKSEEQAAAAAAQFLCCAAAAAAAIKly0QUAAADPywazoksgKs9DNpiZHwAA2A12RgAAAAAAAEkJIwAAAAAAgKSEEQAAAAAAQFLCCAAAAAAAIClhBAAAAAAAkJQwAgAAAAAASEoYAQAAAAAAJFUuugAAAOB57zxkXtElEBHj28eP6nv79GOie1x3AdXwgrU7niu6hLrXNuHAUX2zJx4aWxvaC6iGFzyx+ddFl1D3So2lin2V+qGeWBu1pdRQ/Hm3MwIAAAAAAEhKGAEAAAAAACQljAAAAAAAAJISRgAAAAAAAEkJIwAAAAAAgKSEEQAAAAAAQFLCCAAAAAAAIKly0QWw/2ktt8S4ppaiy6g7rRXOeWuTuShaXzZQdAl1r9RYqthXqZ+9p7nkR5CiuW7Upu/8+qdFl0BETOxpj/8xou/7z66Krq4thdQDtWLiUPuovie6fmVtFMzPtQDsK+yMAAAAAAAAkhJGAAAAAAAASQkjAAAAAACApIQRAAAAAABAUsIIAAAAAAAgKWEEAAAAAACQVLnoAtj/9GcD0ZcNFF1G3emvcM7NRfGywazoEupepTnIBjNzU7C+ogvAdQMA9hN+ri2e3zmgMmujtmRDxZ93OyMAAAAAAICkhBEAAAAAAEBSwggAAAAAACApYQQAAAAAAJCUMAIAAAAAAEhKGAEAAAAAACQljAAAAAAAAJIqF10A+59sKItsMCu6jLpT6Zxng+YCqE0+m4rnugEAAMDeZGcEAAAAAACQlDACAAAAAABIShgBAAAAAAAkJYwAAAAAAACSEkYAAAAAAABJCSMAAAAAAICkhBEAAAAAAEBS5aILYP/TWm6JcU0tRZdRd1ornPPWJnNRtJ7+3qJLgJrks6l4rhu1yXUDAADYX9kZAQAAAAAAJCWMAAAAAAAAkhJGAAAAAAAASQkjAAAAAACApIQRAAAAAABAUuWiCyjaypUr46677oqf/OQn8eyzz8bWrVtj3LhxMXny5Dj66KPj937v9+Kd73xntLa27tL427dvj+XLl8c999wTjz/+eGzatCkGBgZi4sSJMXv27Dj++OPjPe95T0yZMmUPf2cAAAAAAFAb6jaMWL16dXzqU5+KRx99dNTX+vv7Y8uWLfHkk0/Gd77znfibv/mb+OQnPxkLFy6s6j2WLVsWl112WXR1dY36WkdHR3R0dMTKlSvj+uuvj/POOy8WLVq0q98OAAAAAADUrLoMI37wgx/EueeeG729vWN6/W9+85u4+OKL46c//Wl8/vOfj4aGhpc95oorroilS5eOafyenp649NJL48EHH4xrrrkmGhv37btn7RjojZ7+sZ1b9pyWCud8R7+5AGqTz6biuW4AwP6h1FgquoS6V2kOSo0lc1OwbDArugRghLoLIx5++OH45Cc/GX19fcN9pVIp3va2t8Wb3/zmmDZtWmzfvj1WrVoV//zP/5zb1fCtb30r2tvb48ILL3zJ97j55ptHBREzZsyIU089NebMmRMREWvXro1ly5bFhg0bhl9zxx13xPTp0192fAAAAAAA2JfUVRiRZVl85jOfyQURBx98cNxwww1x9NFH5157yimnxNlnnx3/43/8j/jRj3403P/lL385Tj755Hjd615X8T3WrFkT11xzTa7v9NNPj4suuiiam5uH+xYsWBBLliyJK6+8Mm699dbh/ltuuSVOOOGEmD9//m58pwAAAAAAUDv27fsBVen++++Pn//858PtpqamuOmmm0YFES9oa2uLv//7v4/f/u3fHu4bGhqKL33pSzt9jyuuuCIGBgaG2yeffHJccskluSDiBc3NzXHxxRfH4sWLc/1XXXVVDA0Njfn7AgAAAACAWlZXYcT//b//N9d+5zvfGa985Stf8pjm5ub47//9v+f67rnnnophwbp16+K+++4bbre2tsanP/3pl33GxPnnnx9HHHHEcPuRRx6JlStXvuQxAAAAAACwr6irMOKXv/xlrv2a17xmTMe9/vWvz7W7u7tj06ZNo163bNmyXPvkk0+OKVOmvOz4zc3NsWjRolzfihUrxlQbAAAAAADUuroKI7q7u3PtwcHBMR1XKpVG9fX394/qu/fee3Ptt73tbWOu7cQTT8y177rrrtztngAAAAAAYF9VV2HEtGnTcu2HH354TMc98sgjufb48ePjoIMOyvV1d3fH6tWrc33z5s0bc20zZsyIqVOnDre7urpizZo1Yz4eAAAAAABqVbnoAvam+fPnx/Lly4fbd955Z/zFX/xFzJ49e6fHDA4Oxhe+8IVc31vf+tZRuyXWrl2be47E1KlTY/LkyVXVN2vWrOjo6BhuP/744zF37tyqxgAAAADqRzaYFV1C3as0B9lgZm4ARqirMOKUU06Jv/u7vxv+g39/f38sWbIkvvCFL8Rv/dZvjXp9b29vfOYzn4l/+7d/G+5rbm6Oj3/846Neu379+lz7xQ+kHqvDDz88196wYUPVY9SC9va26O93i6m9bcKEtjH1Qb2xNqAyawN2zvqAyqwNqMzagMqsjdrS3l78uW8YevE/568D9913X3z0ox/NPfOhXC7H29/+9jjuuONi6tSpsWPHjnjsscdi2bJl8cwzzwy/rqWlJa6++up4+9vfPmrcm2++Oa688srh9sknnxzXXnttVbVde+218T//5/8cbp922mnx+c9/vqox9qa+vr5Rt7ACAAAAAGDf8JrXvCaam5v3ynvV1c6IiIjjjz8+li5dGueff3786le/ioiIgYGB+O53vxvf/e53d3rcG9/4xrjooosq7qCIiOjs7My129vbq66trS2fTm3ZsqXqMQAAAAAAoNbU1QOsX/DGN74x7rjjjvjoRz8ajY0vfwrmzp0bH/vYx3YaRERE7NixI9c+4IADqq5r/PjxuXZ3d3fVYwAAAAAAQK2pyzDiZz/7WXzsYx+Lf/iHf4jBwcGXff1jjz0Wf/qnfxof/vCHc7dterG+vr5cu1yuftPJyGNefCspAAAAAADYV9XdbZpuueWWuOqqq2Jg4L8esHz88cfHH//xH8exxx4bEydOjG3btsXq1atjxYoVsWzZsuHX3nfffXHaaafFl7/85Zg9e3Zu3CzLcu2x7LgYaeQx++rjPP5k0ceis3NT0WXUnQkT2uIbt30x17fwfR+NzZu3FlQR1AZrAyqzNmDnrA+ozNqAyqwNqMzaqC1TpkyKr3/1+kJrqKsw4rbbbovLLrtsuN3c3Bx//dd/HaeeemrudZMnT443velN8aY3vSkWL14cZ599djz99NMREbFx48ZYsmRJfPvb344DDzxw+JimpqbcGCPDibF4cUDyQn37oi1btkZXl+dd1ILNm80FVGJtQGXWBuyc9QGVWRtQmbUBlVkbxWlqKj4KqJvbNP3qV7/KBREREZ/73OdGBREjvfrVr44vfelLMXHixOG+p59+Om644Ybc61paWnLtkbdtGouRx+yrYQQAAAAAALxY3YQRt956a/T09Ay3jzvuuHj3u989pmNf8YpXxDnnnJPr+8Y3vpF7aPWECRNyX9+2bVvVNW7fvj3Xbmtrq3oMAAAAAACoNXUTRtx999259vve976qjj/ttNNi3Lhxw+2tW7fGv//7vw+3p0yZknv9pk3VPzOhs7Mz1z7ooIOqHgMAAAAAAGpNXYQRO3bsiCeffDLX97rXva6qMVpaWuLoo4/O9T3xxBPD/z1jxozc15599tmqxq90zCGHHFL1GAAAAAAAUGvqIozYvHnzqL6Rt1Uai5G7H7Zu/a8nv8+cOTP3tZHhx1isX78+154zZ07VYwAAAAAAQK2pizBi/Pjxo/o2btxY9Tjd3d259ouf6XDooYfmwort27dXFUjs2LEj1q1bN9xuaGiIV73qVVXXCAAAAAAAtaYuwoi2trbc8x4iIh577LGqx1m7dm2uPX369Fx7/vz5ufb9998/5rEfeOCB6O/vH27PnTs3Jk+eXHWNAAAAAABQa+oijIiI+J3f+Z1ce9myZVUd/5Of/CR+/etfD7fL5XK84Q1vyL3mxBNPzLVvv/32MY//7W9/O9c+4YQTqqoPAAAAAABqVbnoAvaWd7zjHXHvvfcOt+++++649957481vfvPLHtvf3x9XXnllru9Nb3rTqOdOnHTSSTFx4sTo6uqKiIiHH3447rzzzliwYMFLjr9q1aq44447htvlcjkWLlz4snUBAAAA9a3UWCq6hLpXaQ5KjSVzU7BsMCu6BGCEutkZ8e53vzuOPPLI4fbQ0FCcf/758dBDD73kcX19fXH++efHww8/PNzX2NgYn/jEJ0a9tqWlJc4888xc3wUXXBCrVq3a6fgbNmyIs846K7Lsvz4gFy5cOOoWUAAAAAAAsK+qmzCiqakpPve5z0VTU9NwX2dnZyxevDguv/zy+MUvfpF7fV9fX9x1111x2mmnxYoVK3Jf+/M///OYO3duxfc544wzYubMmcPt7u7uWLx4cdx0002xdevW4f7e3t745je/Gaeddlp0dHQM90+bNi3OOeec3fpeAQAAAACgltTNbZoiIt7whjfE5ZdfHueff34MDAxERMTAwEB86Utfii996UsxZcqUOPjgg6O/vz+eeuqp2LFjx6gx3vve975kWNDa2hrXX399fPCDHxwOGXp7e+Pqq6+O6667Lo444ogol8vx1FNPRXd3d+7YcePGxXXXXReTJk3ag981AAAAAAAUq252Rrzgne98Z3z5y1+Ogw8+eNTXOjs749FHH401a9aMCiKampriggsuiMsuuywaGhpe8j1mzZoVX/nKV3K3hYp4frfFE088EatXrx4VREydOjWWLl0axx577K59YwAAAAAAUKPqLoyIiPid3/md+N73vhcXXXRRHHXUUS/52okTJ8b73//+uPPOO0c9D+KlzJw5M5YvXx7nnntuHHrooTt9XXt7e5x55pmxYsWKmDdv3pjHBwAAAACAfUVd3abpxcaNGxd/+qd/Gn/6p38azz77bDz88MPR2dkZW7ZsidbW1pg0aVLMnj07Xv3qV0dj465lNs3NzbFkyZJYsmRJPPbYY7F27dro7OyMgYGBmDBhQsyZMyeOPvroaG5u3sPfHQAAAAAA1I66DSNebPr06bFgwYKk7zF37tydPvQaAAAAAAD2Z3V5myYAAAAAAGDvEUYAAAAAAABJCSMAAAAAAICkhBEAAAAAAEBSwggAAAAAACApYQQAAAAAAJCUMAIAAAAAAEhKGAEAAAAAACRVLroA9j+lhlKUGktFl1F3Kp3zUqO5KFo2mBVdAgAAsB/zO0fxKs1BNpiZG4AR7IwAAAAAAACSEkYAAAAAAABJCSMAAAAAAICkhBEAAAAAAEBSwggAAAAAACApYQQAAAAAAJCUMAIAAAAAAEiqXHQB7H+yoSyywazoMupOpXOeDZoLAAAAAKB4dkYAAAAAAABJCSMAAAAAAICkhBEAAAAAAEBSwggAAAAAACApYQQAAAAAAJCUMAIAAAAAAEiqXHQB7H9KDaUoNZaKLqPuVDrnpUZzUbRsMCu6BKhJPpuK57pRm1w3AACA/ZWdEQAAAAAAQFLCCAAAAAAAIClhBAAAAAAAkJQwAgAAAAAASEoYAQAAAAAAJCWMAAAAAAAAkhJGAAAAAAAASZWLLgAAqD/ZYFZ0CXWv0hxkg5m5AQAAIAk7IwAAAAAAgKSEEQAAAAAAQFLCCAAAAAAAIClhBAAAAAAAkJQwAgAAAAAASEoYAQAAAAAAJCWMAAAAAAAAkhJGAAAAAAAASQkjAAAAAACApIQRAAAAAABAUsIIAAAAAAAgKWEEAAAAAACQlDACAAAAAABIShgBAAAAAAAkJYwAAAAAAACSKhddAPufcU3NMb6ppegy6s64cnPFvj5zUaitvd1FlwA1aZzPpsK1VpiD1qYWc1Ow9pbxRZdARLQf0Daqb+oBE6NloFRANbygu7+36BLq3oHN4yr2ZS0DBVTDC/zOAcC+ws4IAAAAAAAgKWEEAAAAAACQlDACAAAAAABIShgBAAAAAAAkJYwAAAAAAACSEkYAAAAAAABJCSMAAAAAAICkykUXwP5nW19PbO3tLrqMulPqG72czQVQq3r6e4suoe61VJiDHf295qZgzn9t6C1no/o6tndF17YtBVQDtcPvHLWp1FgquoS6V2kOSo0lc0PdszZqS6mh+PNuZwQAAAAAAJCUMAIAAAAAAEhKGAEAAAAAACQljAAAAAAAAJISRgAAAAAAAEkJIwAAAAAAgKSEEQAAAAAAQFLlogtg/1NqKEWpsVR0GXWn0jkvNZqLomWDWdElAAAAQN3x+3jxKs1BNpiZm4JkQ8WfdzsjAAAAAACApIQRAAAAAABAUsIIAAAAAAAgKWEEAAAAAACQlDACAAAAAABIShgBAAAAAAAkJYwAAAAAAACSKhddAPufbCiLbDAruoy6U+mcZ4PmAgD2JeOaWoougYhorTAPrU0t5qdgPf29RZcANam55E87RWuqMAdNpbK5KZrzXzg/U9WW1nLx593OCAAAAAAAIClhBAAAAAAAkJQwAgAAAAAASEoYAQAAAAAAJCWMAAAAAAAAkhJGAAAAAAAASQkjAAAAAACApMpFFwAAADyvLxsougQior/CPPRnA+anYKXGUtEl1L1Kc1BqLJmbgvlsKp7rRm3KBrOiS6h7Lf29o/p29PdGT4V+0tsxUPx5tzMCAAAAAABIShgBAAAAAAAkJYwAAAAAAACSEkYAAAAAAABJCSMAAAAAAICkhBEAAAAAAEBSwggAAAAAACCpctEFAAAAz8sGs6JLICrPQzaYmR/qnrUBlVkbAGNjZwQAAAAAAJCUMAIAAAAAAEhKGAEAAAAAACQljAAAAAAAAJISRgAAAAAAAEkJIwAAAAAAgKSEEQAAAAAAQFLlogsAAAAAYNeUGktFl1D3Ks1BqbFkbqh71kZtKTUUf97tjAAAAAAAAJISRgAAAAAAAEkJIwAAAAAAgKSEEQAAAAAAQFLCCAAAAAAAIClhBAAAAAAAkFS56AIAAAAA2DXZYFZ0CXWv0hxkg5m5oe5ZG7UlGyr+vNsZAQAAAAAAJCWMAAAAAAAAkhJGAAAAAAAASQkjAAAAAACApIQRAAAAAABAUsIIAAAAAAAgKWEEAAAAAACQVLnoAtj/tJZbYlxTS9Fl1J3WCue8tclcFK2nv7foEqAm+WwqnutGbXLdAAAA9ld2RgAAAAAAAEkJIwAAAAAAgKSEEQAAAAAAQFLCCAAAAAAAIClhBAAAAAAAkJQwAgAAAAAASEoYAQAAAAAAJFUuugD2P/3ZQPRlA0WXUXf6K5xzcwHUqp7+3qJLqHstFeZgR3+vuQEAACAJOyMAAAAAAICkhBEAAAAAAEBSwggAAAAAACApYQQAAAAAAJCUMAIAAAAAAEiqXHQB1err64s//MM/jCeffDIiIn7+85/v8ljbt2+P5cuXxz333BOPP/54bNq0KQYGBmLixIkxe/bsOP744+M973lPTJkyZbdq/tnPfhbLli2Ln/70p/H000/Htm3borm5OQ477LB47WtfG6ecckocd9xxu/UeAAAAAABQq/a5MOJv//Zvh4OI3bFs2bK47LLLoqura9TXOjo6oqOjI1auXBnXX399nHfeebFo0aKq3+O5556Lv/qrv4q777571NcGBgZi7dq1sXbt2vjmN78Zb3zjG+Pyyy+Pww47bFe+HQAAAAAAqFn7VBixbNmyWLp06W6Pc8UVV4x5nJ6enrj00kvjwQcfjGuuuSYaG8d2Z6t169bFhz70oXjmmWfG9Pof//jH8a53vStuuummmDdv3piOqVXZUBbZYFZ0GXWn0jnPBs0FAAAAAFC8fSaMWL58eVx00UW7Pc7NN988KoiYMWNGnHrqqTFnzpyIiFi7dm0sW7YsNmzYMPyaO+64I6ZPnx4XXnjhy77Hpk2b4iMf+UguiCiVSnHSSSfFm9/85jjooINi48aNcc8998QPf/jDGBgYiIiIbdu2xVlnnRXf+MY3YsaMGbv9vQIAAAAAQC2o+TBicHAwbrzxxrj22mtjaGhot8Zas2ZNXHPNNbm+008/PS666KJobm4e7luwYEEsWbIkrrzyyrj11luH+2+55ZY44YQTYv78+S/5Ppdeemk8/fTTw+2pU6fGDTfcEK997Wtzr/ujP/qjWLVqVZxzzjnxq1/9KiKeDzI+9alP5d4XAAAAAAD2ZWO751BBNm7cGH/2Z38Wf/u3f7vbQUTE87dnemEXQkTEySefHJdcckkuiHhBc3NzXHzxxbF48eJc/1VXXfWStTz88MPx3e9+d7jd1NQUN95446gg4gXHHHNMLF26NCZOnDjc9+Mf/zh+9KMfjfG7AgAAAACA2laTYcTg4GB861vfilNPPTX+9V//dY+MuW7durjvvvuG262trfHpT386GhoaXvK4888/P4444ojh9iOPPBIrV67c6etvueWWXPsDH/hAzJ079yXf46ijjorzzjsv1/cP//APL3kMAAAAAADsK2oujLj77rvjXe96V1x44YXR0dEx3N/Y2BjnnnvuLo+7bNmyXPvkk0+OKVOmvOxxzc3NsWjRolzfihUrKr5227Ztcdddd+X63v/+94+pvne/+90xadKk4fZDDz0Uv/71r8d0LAAAAAAA1LKaCiO2bNkSf/EXfxFr167N9R988MFx4403xpIlS3Z57HvvvTfXftvb3jbmY0888cRc+6677srd7ukF//Zv/xb9/f3D7Ve/+tVjfhB1U1NTvOUtbxluDw0Nxfe+970x1wgAAAAAALWqpsKIkUqlUixatChWrFgRb37zm3d5nO7u7li9enWub968eWM+fsaMGTF16tThdldXV6xZs2bU637605/m2q9//eurqnNkTT/+8Y+rOh4AAAAAAGpRuegCKmloaIgFCxbEOeecEzNnztzt8dauXZt76PTUqVNj8uTJVY0xa9as3G2jHn/88VHPghgZULzyla+s6j1mz56da48MUPYVpYZSlBpLRZdRdyqd81KjuShaNpgVXQLUJJ9NxXPdqE2uGwBUy7W7eH6ugsqsjdpSaij+vNdUGFEqleLMM8+MP/mTP4lXvOIVe2zc9evX59ovfiD1WB1++OG59oYNG0a95qmnntqt9xn5Hs8880z09fVFc3NzVeMUrX1CW/RXuI0VaU1obxtTH3uXPyoVb8KECmujQh97lx8+i+e6UZtcN2qDawdUZm3UJj9XFc/PVVCZtVFb2mvgml1TYcQBBxwQF1xwwR4f98U7GiIipk2bVvUYL75NU0TEc889t8ffZ8qUKdHQ0DC8i2NwcDA6OzvjkEMOqbLaYv3vW/+u6BL4T//4jzcUXQLUpG/c9sWiS4Ca5LoBO+faAZVZG1CZn6ugMmujvtX0MyP2lM7Ozly7vb296jHa2vLJ0ZYtW3Ltnp6e6O7u3q33aWpqinHjxuX6Nm/eXNUYAAAAAABQa+oijNixY0eufcABB1Q9xvjx43PtkcFDT0/Pyx6zJ94HAAAAAAD2NXURRvT19eXa5XL1d6caeUx/f/9LtiOe3+lQrVIpf6/HAc9eAAAAAABgH1dTz4xIJcvyDwJsbKw+gxl5zAvPddjZe+zq+4wMIwYHB6seo2iLP3BOdHZuKrqMujOhvW3UffdOP/3s2Lxla0EVEeFBpLVgwoS2UfcyXvi+j8bmzdZGkTxosXiuG7XJdaM2uHZAZdZGbfJzVfH8XAWVWRu1ZcqUSYU/67cuwoiROxQqBQcvZ+QOhebm5ly70m6LLMuq3oUxcofFyPfZF2zZvDW6ura8/AtJbvMWc1E0f1SqTZt9ThXOL821yXWjeK4btcu1AyqzNorn56ra5OcqqMzaKE7TLtwtaE8rvoK9oKWlJdceedumsRh5zMiQoLW1teIxI9/75ewPYUQ2lPlFugCVznk2aC6A2uSzqXiuGwCwf3DtLp6fq6Aya6O2ZEPFn/e6eGbEhAkTcu1t27ZVPcb27dtz7ba2tlHtkbdY2hPv097eXvUYAAAAAABQS+oijJgyZUquvWlT9c8z6OzszLUPOuigXLuhoSEmTZq0W++zZcuWUTsjRr4PAAAAAADsa+oijJgxY0au/eyzz1Y9xshjDjnkkD3+PiNfP2HChBg/fnxVYwAAAAAAQK2pizBi5syZufaTTz5Z9Rjr16/PtefMmTPqNUcddVSu/Ytf/GK33mP27NlVHQ8AAAAAALWoLsKIQw89NHerpu3bt1cVSOzYsSPWrVs33G5oaIhXvepVo173mte8Jtd+9NFHq6rzkUceybXnzp1b1fEAAAAAAFCL6iKMiIiYP39+rn3//feP+dgHHngg9yyHuXPnxuTJk1/2PR544IEYGhoa8/uMrOlNb3rTmI8FAAAAAIBaVTdhxIknnphr33777WM+9tvf/naufcIJJ1R83axZs+L/t3fvcVbV9f743zN7boDDTRAUUfEuKgqe1PSQHU9qX08SeTma5qM0NS95SEkPiGVZX8WwoE7207HQo6fUvER5yS6Sx/BGhSagEqhposhFBhiBuew9vz/8Og83s9EZYM3aM/v5/IvPZ9blPevD2mvPfu3PWrvttltbe8WKFTFnzpwO7ePll1/OmxnRp0+fOPzwwztcIwAAAAAAFKuSCSOOOeaY6N+/f1v72Wefjd/85jcfut5zzz0Xv/71r9vaFRUVccopp2x2+U1/Nn369GhqavrQ/UybNi1vFsW4ceM8vBoAAAAAgB6hZMKI6urqOOuss/L6Jk2aFM8999xm1/nHP/4RF154YWSz2ba+U045JYYMGbLZdU477bQYMGBAW3vhwoUxefLkvG1s6vrrr4/Zs2fn1Xruued+4O8DAAAAAADdRcmEERERX/jCF2L33Xdva69fvz4+97nPxc033xzr1q1r629sbIx77rknTjrppFixYkVb/w477BATJkz4wH1st912cfnll+f1PfDAA3HGGWfEs88+m9e/ZMmSuPDCC+Pmm2/O67/oooti2LBhnf31AAAAAACgKFWkXUBXqqmpiR/+8Ifx+c9/vi1kaGxsjOuvvz5+8IMfxC677BIVFRXx2muvxfr16/PW7dWrV/zgBz/Im/WwOSeeeGK88MILcdttt7X1PfPMM3HqqafG4MGDY8iQIbF69epYunRpu3WPPfbYOO+887byNwUAAAAAgOJRUjMjIt59yPRtt92W96DpiIimpqZYsmRJvPjii+2CiMGDB8fMmTNj9OjRHd7PlClT4vzzz4/y8vxDvGLFiliwYEHBIOKkk06K6dOnR1lZWcd/IQAAAAAAKHIlF0ZEROy+++5x//33x8SJE2OnnXba7HJ9+/aNs846Kx588MEYM2ZMp/dzySWXxL333htHHXVUVFZWbna50aNHR11dXVxzzTVRUVFSk1UAAAAAACgB3e6T70WLFm2T7VRVVcV5550X5513Xjz//POxePHiWLVqVbS0tES/fv1ir732igMOOCCqqqq2aj8jR46Murq6WLduXfzpT3+K5cuXR319fdTU1MTQoUPj4IMPjqFDh26T3wkAAAAAAIpRtwsjkjBy5MgYOXJkovuora2No48+OtF9AAAAAABAMRJGsM3VVFRHr8rqtMsoOTUFjnlNpbFI24bmxrRLgKKUKc+kXULJKzQGmfKMsYFwfhSrbC6bdglQlLw2pc91ozi5bkDxKclnRgAAAAAAAF1HGAEAAAAAACRKGAEAAAAAACRKGAEAAAAAACRKGAEAAAAAACRKGAEAAAAAACRKGAEAAAAAACSqIu0CAHqyTHkm7RJKXqExyJRnjE3KqjLegqStssAYVGYqjE3KNjQ3pl0CEZHNZQv2FeoHSJvXpvS5bgB0jJkRAAAAAABAooQRAAAAAABAooQRAAAAAABAooQRAAAAAABAooQRAAAAAABAooQRAAAAAABAooQRAAAAAABAoirSLoCepznbEk3ZlrTLKDnNBY65sUhfNpdNu4SSV2gMsrmssUlZU9oF4LoBAD1EpjyTdgklr9AYZMozxiZl/uaD4mNmBAAAAAAAkChhBAAAAAAAkChhBAAAAAAAkChhBAAAAAAAkChhBAAAAAAAkChhBAAAAAAAkChhBAAAAAAAkKiKtAug56nMVERVxn+trlZZ4Jgbi/RtyGXTLgGKktem9LluFCfXDQA6K+vakbpCY5DNZY0NwCbMjAAAAAAAABIljAAAAAAAABIljAAAAAAAABIljAAAAAAAABIljAAAAAAAABIljAAAAAAAABJVkXYB9DwbWxpjQ3Nj2mWUnOoCx3xjs7EAipPXpvS5bgAAANCVzIwAAAAAAAASJYwAAAAAAAASJYwAAAAAAAASJYwAAAAAAAASJYwAAAAAAAASJYwAAAAAAAASJYwAAAAAAAASVZF2AfQ8A3rVRq53S9pllJx+vWrb9Q3sVRuZphSKoU39xnfSLqHkZcozBfsK9dN1srls2iVAURqy3YC0SyAi+vZp/75qcJ/+Ud3i2pGmlevXpl1CyfO+CgpzbkBhzo3ikilL/7ibGQEAAAAAACRKGAEAAAAAACRKGAEAAAAAACRKGAEAAAAAACRKGAEAAAAAACRKGAEAAAAAACRKGAEAAAAAACSqIu0C6HnWblwf9RvfSbuM0lOTade1ptFYpC2by6ZdQskrNAbZXNbYAEXprYbVaZdARDRWtL9GrHinPuob1qZQDRQP76uKU6a8/d+CAFCMzIwAAAAAAAASJYwAAAAAAAASJYwAAAAAAAASJYwAAAAAAAASJYwAAAAAAAASJYwAAAAAAAASJYwAAAAAAAASVZF2AfQ8lZmKqMr4r9XVKgscc2ORvg25bNolQFHqVVmddgklr6bAGNRUVhublG1obky7BAAAgESYGQEAAAAAACRKGAEAAAAAACRKGAEAAAAAACRKGAEAAAAAACRKGAEAAAAAACRKGAEAAAAAACRKGAEAAAAAACSqIu0C6Hmasy3RlG1Ju4yS01zgmBsLoFh5bUqf6wYA9AzZXDbtEkpeoTHI5rLGhpLn3Cgu2db0j7uZEQAAAAAAQKKEEQAAAAAAQKKEEQAAAAAAQKKEEQAAAAAAQKKEEQAAAAAAQKKEEQAAAAAAQKKEEQAAAAAAQKIq0i6Anifbmo1sLpt2GSWn0DHP5owFUJy8NqXPdaM4ZcozaZdAFB6HTHnG+KTM6xMU5rUpfa4bUJhzo7hkytI/7mZGAAAAAAAAiRJGAAAAAAAAiRJGAAAAAAAAiRJGAAAAAAAAiRJGAAAAAAAAiRJGAAAAAAAAiRJGAAAAAAAAiapIuwAAAOBd2Vw27RKIwuOQzWWNDwB0I67b6fOeqrhkW9M/7mZGAAAAAAAAiRJGAAAAAAAAiRJGAAAAAAAAiRJGAAAAAAAAiRJGAAAAAAAAiRJGAAAAAAAAiRJGAAAAAAAAiapIuwB6np222z5qGjNpl1Fy+tbWtusbVjsoanPVKVTDe/6xdkXaJUBRqq3unXYJJW+7ql4F+7LVLSlUw3uuGnB42iUQEZV9258f39xhbDTXbEihGt5zw4bn0y6h5NX23a5d3y59d4gBra7raXplzbK0Syh52Vy2YF+hfoBSZmYEAAAAAACQKGEEAAAAAACQKGEEAAAAAACQKGEEAAAAAACQKGEEAAAAAACQKGEEAAAAAACQKGEEAAAAAACQqIq0C6DneaNhVaxY+3baZZSc/uWN7fqWrlsZ9WvXplANwAdb17g+7RJKXqap/dvAhqYNxiZlX102O+0SiIj+G/vGb+P8vL6rlv8x6uu9r6K09S/r267vtbXLo36NcyNNmfJM2iWUvEJjkCnPGBtKnnOjuGTK0j/uZkYAAAAAAACJEkYAAAAAAACJEkYAAAAAAACJEkYAAAAAAACJEkYAAAAAAACJEkYAAAAAAACJEkYAAAAAAACJqki7AAAAAAC2TDaXTbuEkldoDLK5rLGh5Dk3iku2Nf3jbmYEAAAAAACQKGEEAAAAAACQKGEEAAAAAACQKGEEAAAAAACQKGEEAAAAAACQKGEEAAAAAACQqIq0CwAAAN51wMBd0y6BiKjtu127vv36D4915Q0pVMN7VjStTbuEkte3T227vsF9+kd1SyaFanjPyvXOjbRlytufA5nyTMF+KCXOjeKSKUv/uJsZAQAAAAAAJEoYAQAAAAAAJEoYAQAAAAAAJEoYAQAAAAAAJEoYAQAAAAAAJEoYAQAAAAAAJEoYAQAAAAAAJKoi7QIAAIB3vVD/etolEBH9o2+7vr+tfSPq69emUA3vyeayaZdQ8hor2o/Binfqo77BuZGmXpXVaZdQ8ioz7T9eq8xURFWBfrpOU7Yl7RKATZgZAQAAAAAAJEoYAQAAAAAAJEoYAQAAAAAAJEoYAQAAAAAAJEoYAQAAAAAAJKoi7QI6q6mpKU444YT4+9//HhERixYt2uJt/f3vf4+HHnoo5s2bFy+//HKsWbMmGhsbo1+/frH99tvHwQcfHEcccUR84hOfiIqKLT9UCxYsiFmzZsW8efNi6dKl0dDQEFVVVTFs2LA46KCD4vjjj48jjzxyi7cPAAAAAADFrNuFEdOnT28LIrbUm2++Gd/61rdi9uzZ0dra2u7nK1eujJUrV8aiRYvirrvuimHDhsWll14an/rUpzq1n+XLl8dVV10Vs2fPbvezlpaWWLx4cSxevDjuueeeOPTQQ2Pq1KkxbNiwLf69AAAAAACgGHWrMGLWrFkxc+bMrdrGE088ERMmTIi1a9d2eJ2lS5fGxIkTY+7cufGNb3wjyss//O5WL730Upx99tmxbNmyDu1j7ty5MW7cuLj55ptjzJgxHa4NAICeI5vLpl0CUXgcsrms8QGK0obmxrRLKHnVBcZgY3OjsaHkeU9VXLKt6R/3bhNG3H///TFlypSt2sb8+fPjoosuivXr1+f1f+QjH4mjjjoqdtlll6ipqYnly5fHX/7yl/j1r38dGzdubFvurrvuipqamrjiiis+cD+rV6+Oc889Ny+IyGQyccwxx8TYsWNj0KBBsXLlynjsscfikUceiZaWloiIaGhoiAsvvDDuvvvuGD58+Fb9rgAAAAAAUCyKPozI5XJRV1cXM2bMKHhLpY5qaWmJK664Ii+I2H777eP666+PI444ot3yp5xySkycODEuu+yyePLJJ9v6//u//zuOOuqoD3zGw9VXXx1Lly5taw8ePDhuuOGGOOigg/KWO/nkk+O5556LCRMmxBtvvBER7wYZV1xxRdx+++1b/LsCAAAAAEAx+fD7DaVo5cqVcc4558T06dO3KoiIiPjVr34Vf/vb39ravXv3jltvvbVgEPGewYMHR11dXRxyyCF5/d/97nc3u86zzz4bDz30UFu7srIy6urq2gUR7xk1alTMnDkz+vfv39Y3d+7cePTRRz/kNwIAAAAAgO6hKMOIXC4X9913X4wfPz4ef/zxbbLNX/7yl3nts88+O/bee+8PXa+qqiq+9a1vRVlZWVvfwoUL47XXXiu4/K233prXPvPMM2PkyJEfuI8RI0bEZZddltd30003fWhtAAAAAADQHRRdGDF79uwYN25cTJ48OVasWNHWX15eHhMnTtyiba5fvz7mzp2b13fSSSd1eP099tijXaDwl7/8pd1yDQ0N8fvf/z6v7/TTT+/QPj796U/HgAED2trPPPNMvPnmmx2uEQAAAAAAilVRhRFr166NCy64IBYvXpzXP3To0Kirq4vzzjtvi7b70ksvRS6Xa2sPHjw4dtppp05tY9ddd81rvz8oec9TTz0Vzc3Nbe399tuvww+irqysjI997GNt7dbW1nj44Yc7VSMAAAAAABSjon6AdSaTidNOOy0uvfTS2G677bZ4O9tvv31MmjQp3nrrrVi+fHn06tWr09vYsGFDXvv9t216z7x58/Lamz5r4sOMGTMm73ZSc+fOjbPOOqtT2wAAAAAAgGJTlGFEWVlZHHfccTFhwoTYfffdt3p7O+2001Z9qJ/L5eK5557L6xsyZEi75d7/gOyI6NAzKd5vzz33zGu/+OKLnVq/WGTKMpEpz6RdRskpdMwz5cYibdlcNu0SoCh5bUqf60Zxct0AoLNcu9PnfVVx8r4Kik9RhRGZTCbOOuus+OxnP9vutkhp+sMf/hCrVq3K6xs9enS75TZ9qPUuu+zSqf3svPPOee1ly5ZFU1NTVFVVdWo7AAAAAABQTIoqjOjTp09MmjQp7TLyNDc3x4wZM/L6Ro4cWfBZEJs+R2KHHXbo1L623377KCsri9bW1oh4d0bGqlWrYscdd+xc0Snr2682mlta0i6j5PTrW9uhPrqWb2Kkr1+/AudGgT66lm+Jpc91ozi5bhQH1w4ozLlRnLyvSp/3VcXJ+6r0uW4Ul75F8LpU1vreJ9/dxD777JPXXrRoUaL7mzZtWvz4xz/O67vuuuti/PjxeX0bNmyIgw8+OK9vzpw5MXjw4E7tb/To0bF+/fq29i9/+cvYd999O7WNrtLU1BTz589PuwwAAAAAALbAgQce2GV35invkr10U7NmzWoXRBx88MExbty4dstu+oDriIjevXt3ep+brvP+YAIAAAAAALojYcRmPPTQQzFlypS8vu222y6+853vRHl5+8PW3Nzcrq+ysrLT+81k8qdXtrjdEQAAAAAA3ZwwooBf/vKXcdlll+UFARUVFTF9+vTNPlg7m21/H7pCocWH2TSMyOVynd4GAAAAAAAUk6J6gHUx+PGPfxzXX399vP9RGuXl5TF16tT42Mc+ttn1KiraH8psNluw/4NsOsOiq+7XtS197swJsWrV6rTLKDn9+tbGnXfekNd32mkXxZq161KqiAgPzCoG/frVxt133ZjXd8qp58eaNc6NNHnQYvpcN4qT60ZxcO2Awpwbxcn7qvR5X1WcvK9Kn+tGcdl++wFxx09/mGoNwoj/p6WlJb797W/HHXfckddfUVERU6dOjRNOOOED16+pqWnX19TUFNXV1Z2qoyeEEavr62PV28KIrlboIvt2fX3U169NoRoobmvWrHNuUPJcN4qTD5SKQ6FxaFi3PtatfSeFaniPD5WKk/dV6XPtKE5r1jo30ua6UZxcN9JTWZl+FJB+BUWgvr4+JkyYEE899VRef01NTXzve9+Lf/3Xf/3QbdTW1kYmk8m7XVNDQ0PU1tZ2qpZ33sn/A6dv376dWh8AAAAAAIpNyT8zYsmSJXHKKae0CyL69+8ft9xyS4eCiIiIsrKyGDBgQF7f6tWdmx2wdu3adjMjBg0a1KltAAAAAABAsSnpMOLRRx+Nf//3f4/XXnstr3+33XaLu+66K8aMGdOp7Q0fPjyv/dZbb3Vq/U2X79evX/Tu3btT2wAAAAAAgGJTsmHEXXfdFRdeeGG72yIdeuihcdddd8Vuu+3W6W2OGDEir/3KK690av1XX301r73nnnt2ugYAAAAAACg2JRlG/PjHP46vf/3rec93iIg48cQTY+bMmdG/f/8t2u6BBx6Y1164cGGn1p8/f35ee+TIkVtUBwAAAAAAFJOSe4D1LbfcEtOmTcvrKysriwkTJsQFF1ywVds+7LDD8tpPP/10tLa2RllZWYfWf+KJJ/LaRxxxxFbVAwAAAAAAxaCkZkb84Q9/iOuuuy6vr7KyMqZOnbrVQURExB577JF3e6cVK1bEnDlzOrTuyy+/nDczok+fPnH44YdvdU0AAAAAAJC2kpkZ8cYbb8SkSZOitbW1ra+ioiJmzJgRn/jEJ7bZfk455ZS8mRfTp0+Pww47LKqqqj5wvWnTpuXVNm7cOA+vBgAoMdlc9sMXInGFxiGbyxofoCh5bUqf6wZAx5TMzIhvfOMbUV9fn9d31VVXbdMgIiLitNNOiwEDBrS1Fy5cGJMnT273fIr3u/7662P27Nlt7erq6jj33HO3aV0AAAAAAJCWkpgZ8de//jX+93//N69v3333jZ133rndcxo6aocddog999yzXf92220Xl19+eUyePLmt74EHHoilS5fGpEmT4uCDD27rX7JkSXzve9+LRx55JG8bF110UQwbNmyL6gIAAAAAgGJTEmHEzJkz2/W9+OKLcdZZZ23xNj/zmc/E1KlTC/7sxBNPjBdeeCFuu+22tr5nnnkmTj311Bg8eHAMGTIkVq9eHUuXLm237rHHHhvnnXfeFtcFAAAAAADFpseHEa2trR1+iPS2NGXKlOjdu3fU1dVFLpdr61+xYkWsWLGi4DonnXRSXH311VFWVtZVZQIAAAAAQOJ6/DMjVq9eHQ0NDans+5JLLol77703jjrqqKisrNzscqNHj466urq45pproqKix+dDAAAAAACUmG73yfeiRYs6tfzAgQM7vc62NHLkyKirq4t169bFn/70p1i+fHnU19dHTU1NDB06NA4++OAYOnRoavUBAAAAAEDSul0Y0V3V1tbG0UcfnXYZAAAAAADQ5YQRbHM1FdXRq7I67TJKTk2BY15TaSzStqG5Me0SoChlyjNpl1DyCo1BpjxjbFKWzWXTLgEAACARPf6ZEQAAAAAAQLqEEQAAAAAAQKKEEQAAAAAAQKKEEQAAAAAAQKKEEQAAAAAAQKKEEQAAAAAAQKKEEQAAAAAAQKIq0i6AnmdjS2NsaG5Mu4ySU13gmG9sNhZAccrmsmmXUPIKjUE2lzU2KcuUZ9IugSg8DpnyjPGh5Dk3ipNrNwDdhZkRAAAAAABAooQRAAAAAABAooQRAAAAAABAooQRAAAAAABAooQRAAAAAABAooQRAAAAAABAooQRAAAAAABAoirSLoCeJ1OWiUx5Ju0ySk6hY54pNxZpy+ayaZcAQDfiulEcCo1DNpc1PpQ85wYAsDXMjAAAAAAAABIljAAAAAAAABIljAAAAAAAABIljAAAAAAAABIljAAAAAAAABIljAAAAAAAABIljAAAAAAAABJVkXYBAEDpyZRn0i6h5BUag0x5xthAOD9gc5wbxSmby6ZdAgB0iJkRAAAAAABAooQRAAAAAABAooQRAAAAAABAooQRAAAAAABAooQRAAAAAABAooQRAAAAAABAoirSLgAAAAA+TDaXTbuEkldoDLK5rLEBADrEzAgAAAAAACBRwggAAAAAACBRwggAAAAAACBRwggAAAAAACBRwggAAAAAACBRwggAAAAAACBRwggAAAAAACBRFWkXAAAAvCuby6ZdAlF4HLK5rPEBilKmPJN2CSWv0BhkyjPGJmWu21B8zIwAAAAAAAASJYwAAAAAAAASJYwAAAAAAAASJYwAAAAAAAASJYwAAAAAAAASJYwAAAAAAAASJYwAAAAAAAASVZF2AfQ8lZmKqMr4r9XVKgscc2ORvg25bNolAAAAPVjW3xypKzQG2VzW2ABswswIAAAAAAAgUcIIAAAAAAAgUcIIAAAAAAAgUcIIAAAAAAAgUcIIAAAAAAAgUcIIAAAAAAAgUcIIAAAAAAAgURVpF0DPs7GlMTY0N6ZdRsmpLnDMNzYbC6A4ZXPZtEsoeYXGIJvLGhsAAAASYWYEAAAAAACQKGEEAAAAAACQKGEEAAAAAACQKGEEAAAAAACQKGEEAAAAAACQKGEEAAAAAACQKGEEAAAAAACQqIq0C6DnyZRlIlOeSbuMklPomGfKjUXasrls2iVAUfLalD7XjeLkugFAZ7l2p8/7KijMuVFcMmXpH3czIwAAAAAAgEQJIwAAAAAAgEQJIwAAAAAAgEQJIwAAAAAAgEQJIwAAAAAAgEQJIwAAAAAAgEQJIwAAAAAAgERVpF0APU+2NRvZXDbtMkpOoWOezRkLoDh5bUqf60Zx6lVZnXYJRERNgXGoqaw2PpQ850Zxasq2pF0CAHSImREAAAAAAECihBEAAAAAAECihBEAAAAAAECihBEAAAAAAECihBEAAAAAAECihBEAAAAAAECihBEAAAAAAECiKtIugJ5nu6pesbG6d9pllJztqnoV7MtWt6RQDe9Z17g+7RKgKGXKM2mXUPIKjUGmPGNsUrahuTHtEoiI6gLjsLG50fhQ8pwbxcm1G4DuwswIAAAAAAAgUcIIAAAAAAAgUcIIAAAAAAAgUcIIAAAAAAAgUcIIAAAAAAAgUcIIAAAAAAAgUcIIAAAAAAAgURVpF0DP09C0IdY1rk+7jJKTaWp/OhsLoFhlc9m0Syh5hcYgm8saGwDoZqoyPtpJW2WBMajMVBiblG1obky7hJLnb47ikm1N/7ibGQEAAAAAACRKGAEAAAAAACRKGAEAAAAAACRKGAEAAAAAACRKGAEAAAAAACRKGAEAAAAAACRKGAEAAAAAACSqIu0CAAAAANgyG5ob0y6h5FUXGIONzY3GBmATZkYAAAAAAACJEkYAAAAAAACJEkYAAAAAAACJEkYAAAAAAACJEkYAAAAAAACJEkYAAAAAAACJEkYAAAAAAACJqki7AAAAAAC2TK/K6rRLKHk1BcagprLa2FDynBvFpaYi/eNuZgQAAAAAAJAoYQQAAAAAAJAoYQQAAAAAAJAoYQQAAAAAAJAoYQQAAAAAAJAoYQQAAAAAAJCoirQLAAAAAGDLbGhuTLuEklddYAw2NjcaG0qec6O4bGxJ/7ibGQEAAAAAACRKGAEAAAAAACRKGAEAAAAAACRKGAEAAAAAACRKGAEAAAAAACRKGAEAAAAAACRKGAEAAAAAACRKGAEAAAAAACRKGAEAAAAAACRKGAEAAAAAACRKGAEAAAAAACRKGAEAAAAAACRKGAEAAAAAACSqIu0COqupqSlOOOGE+Pvf/x4REYsWLUpkP08++WScffbZkcvlIiLi2muvjRNPPHGLtrVgwYKYNWtWzJs3L5YuXRoNDQ1RVVUVw4YNi4MOOiiOP/74OPLII7dl+QAAAAAAUDS6XRgxffr0tiAiKW+//XZcfvnlbUHEllq+fHlcddVVMXv27HY/a2lpicWLF8fixYvjnnvuiUMPPTSmTp0aw4YN26p9AgAAAABAselWYcSsWbNi5syZie/niiuuiOXLl2/VNl566aU4++yzY9myZR1afu7cuTFu3Li4+eabY8yYMVu177RlyjKRKc+kXUbJKXTMM+XGIm3ZXDbtEqAoeW1Kn+sGbJ7zAwpzbhQnf3MA0F10mzDi/vvvjylTpiS+n//5n/+JP/zhD1u1jdWrV8e5556bF0RkMpk45phjYuzYsTFo0KBYuXJlPPbYY/HII49ES0tLREQ0NDTEhRdeGHfffXcMHz58q2oAAAAAAIBiUfRhRC6Xi7q6upgxY0a0trYmuq9FixbFd77zna3eztVXXx1Lly5taw8ePDhuuOGGOOigg/KWO/nkk+O5556LCRMmxBtvvBER7wYZV1xxRdx+++1bXQcAAAAAABSD8rQL+CArV66Mc845J6ZPn554ELFx48aYOHFiNDY2btV2nn322XjooYfa2pWVlVFXV9cuiHjPqFGjYubMmdG/f/+2vrlz58ajjz66VXUAAAAAAECxKMowIpfLxX333Rfjx4+Pxx9/vEv2ee2118bixYsjIqK8vDx23333LdrOrbfemtc+88wzY+TIkR+4zogRI+Kyyy7L67vpppu2aP8AAAAAAFBsii6MmD17dowbNy4mT54cK1asaOsvLy+PiRMnJrLP3//+93HnnXe2tc8555zNzmT4IA0NDfH73/8+r+/000/v0Lqf/vSnY8CAAW3tZ555Jt58881O1wAAAAAAAMWmqMKItWvXxgUXXNA2Q+E9Q4cOjbq6ujjvvPO2+T7feuutvAdjH3DAAfEf//EfW7Stp556Kpqbm9va++23X4cfRF1ZWRkf+9jH2tqtra3x8MMPb1EdAAAAAABQTIoqjNhUJpOJM844Ix588MEYO3bsNt9+LpeLr371q1FfXx8REb17947vfve7UVlZuUXbmzdvXl77kEMO6dT6Y8aMyWvPnTt3i+oAAAAAAIBiUpF2AYWUlZXFcccdFxMmTNjiZzd0xE033ZT3gf8VV1wRu+222xZv729/+1tee++99+7U+nvuuWde+8UXX9ziWgCgmGVz2bRLKHmFxiCbyxobCOcHbI5zozhlyjNpl1DyCo1BpjxjbFLmtQmKT1GFEZlMJs4666z47Gc/G7vuumui+3r22Wfjhz/8YVv72GOPjVNOOWWrtvnaa6/ltXfZZZdOrb/zzjvntZctWxZNTU1RVVW1VXUBAAAAAECaiiqM6NOnT0yaNCnx/TQ0NMTEiROjpaUlIiKGDBkS3/rWt7Z6u+9/4HZExA477NCp9bfffvsoKyuL1tbWiHj3NlKrVq2KHXfccatr60p9+9VG8/87tnSdfn1rO9RH1/JNjPT161fg3CjQB6XGuQGb5/yAwpwbxcm379Pn7/Hi5O/x9LluFJe+RfC6VFRhRFe56qqr4vXXX4+Id28Jdd1110X//v23apsbNmyI9evX5/X17du3U9uorKyMXr165W1nzZo13S6M+J/bv592Cfw/d955Q9olQFG6+64b0y4BipJzAzbP+QGFOTegMH+PQ2GuG6WtqB9gnYRf/OIX8cADD7S1v/jFL8ZHP/rRrd7uhg0b2vX17t2709vZdJ1NAw4AAAAAAOhuSiqMePXVV+Pqq69ua++///7xla98ZZtsu7m5uV1fZWVlp7eTyeRPr2xxuyMAAAAAALq5kgkjmpub49JLL22badCrV6+4/vrrtygwKCSbbX8fuvLyzh/eTcOIXC63xTUBAAAAAEAxKJlnRkyfPj0WLFjQ1p48eXLsvvvu22z7FRXtD2U2my3Y/0E2nWFRVVW1VXWl4XNnTohVq1anXUbJ6de3tt09KU877aJYs3ZdShUR4YFZxaBfv9p296Q85dTzY80a5walzbkBm+f8gMKcG8XJA6zT5+/x4uTv8fS5bhSX7bcfEHf89Iep1lASYcQTTzwRM2fObGt/4hOfiFNPPXWb7qOmpqZdX1NTU1RXV3dqOz0hjFhdXx+r3hZGdLVCF9m36+ujvn5tCtVAcVuzZp1zAwpwbqTPB0rFodA4NKxbH+vWvpNCNbzHh0rFybUjfa4dxWnNWucGeE9VXGqqOvc5dRJ6/G2a3n777bj88sujtbU1IiJ22GGH+Pa3v73N91NbW9vuFksNDQ2d3s477+SfjH379t2qugAAAAAAIG09fmbE17/+9VixYkVb+zOf+Uy88MILH7re+9eJiFiyZEk88cQTbe3q6uo45JBD2tplZWUxYMCAWLlyZVvf6tWrY8cdd+xwrWvXrm03M2LQoEEdXh8AAAAAAIpRjw8jnn/++bz2TTfdFDfddFOnt/OTn/wkfvKTn7S1hw0bFrNnz85bZvjw4XlhxFtvvRUjR47s8D7eeuutvHa/fv2id+/ena4VAAAAAACKSY+/TVNXGjFiRF77lVde6dT6r776al57zz333OqaAAAAAAAgbcKIbejAAw/May9cuLBT68+fPz+v3ZlZFQAAAAAAUKx6/G2aNr2VUkdNmjQpfvGLX7S1r7322jjxxBM/cJ3DDjssr/30009Ha2trlJWVdWif738mRUTEEUcc0cFqAQAAAACgeJkZsQ3tsccesdtuu7W1V6xYEXPmzOnQui+//HLezIg+ffrE4Ycfvq1LBAAAAACALtfjZ0Z0tVNOOSWmTZvW1p4+fXocdthhUVVV9YHrTZs2LVpbW9va48aN8/BqAIASk81l0y6BKDwO2VzW+ABFyWtT+lw3oDDnRnHJtqZ/3M2M2MZOO+20GDBgQFt74cKFMXny5MhmNz/Y119/fd7tpKqrq+Pcc89NtE4AAAAAAOgqwohtbLvttovLL788r++BBx6IM844I5599tm8/iVLlsSFF14YN998c17/RRddFMOGDUu6VAAAAAAA6BJu05SAE088MV544YW47bbb2vqeeeaZOPXUU2Pw4MExZMiQWL16dSxdurTduscee2ycd955XVkuAAAAAAAkShiRkClTpkTv3r2jrq4ucrlcW/+KFStixYoVBdc56aST4uqrr46ysrKuKhMAAAAAABLnNk0JuuSSS+Lee++No446KiorKze73OjRo6Ouri6uueaaqKiQDwEAAAAA0LN0u0++Fy1a1CX7mTp1akydOnWrtzNy5Mioq6uLdevWxZ/+9KdYvnx51NfXR01NTQwdOjQOPvjgGDp06DaoGAAAAAAAilO3CyO6q9ra2jj66KPTLgMAAAAAALqc2zQBAAAAAACJEkYAAAAAAACJEkYAAAAAAACJEkYAAAAAAACJEkYAAAAAAACJEkYAAAAAAACJEkYAAAAAAACJEkYAAAAAAACJqki7AAAA4F1DthuQdglERN8+te36BvfpH9UtmRSqgeLh3ChOK9evTbuEkpcpb38OZMozBfuhlDg3ikumLP3jbmYEAAAAAACQKGEEAAAAAACQKGEEAAAAAACQKGEEAAAAAACQKGEEAAAAAACQKGEEAAAAAACQKGEEAAAAAACQqIq0C6DnyZRlIlOeSbuMklPomGfKjUXasrls2iVAUfLalD7XjeK0cv3atEsgIlqq2ve9vWFd1BufVHlflb7GivZjsOKd+qhvcG6kybUbCnPdSF+hMcjmssYmJdnW9I+7mREAAAAAAECihBEAAAAAAECihBEAAAAAAECihBEAAAAAAECihBEAAAAAAECihBEAAAAAAECihBEAAAAAAECiKtIugJ6nb03vaK5pTLuMktOvunfhvppsCtXwnlXr16ZdAhSlqoy3IGmrLDAGlZkKY5Oy1a/+Pu0SiIiWbC6eX5p/DX/1r7OiIuO7XGladvy5aZdQ8nLb9YmVm/TNO2CvKG94J5V6eNcezy1OuwQoSpnyTNollLxCY5ApzxiblGTK0j/u3k0DAAAAAACJEkYAAAAAAACJEkYAAAAAAACJEkYAAAAAAACJEkYAAAAAAACJEkYAAAAAAACJqki7AHqetRvXR/3Gd9Iuo/TUZNp1rWk0FkBx2tDcmHYJJa+6wBhsbG40Nimr2Wls2iUQEf37943fPvzTvL6dDzwh6uvXplQRFIf+/fvGbzfpG7NgsXODkpfNZQv2FeqHUuLcKC7Z1vSPu5kRAAAAAABAooQRAAAAAABAooQRAAAAAABAooQRAAAAAABAooQRAAAAAABAooQRAAAAAABAooQRAAAAAABAoirSLoCeJ9uajWwum3YZJafQMc/mjAUAdCeZ8kzaJRCFxyFTnjE+lDznRnGqyvhoJ201ldUF+3oV6IdS4twoLjUV6R93MyMAAAAAAIBECSMAAAAAAIBECSMAAAAAAIBECSMAAAAAAIBECSMAAAAAAIBECSMAAAAAAIBECSMAAAAAAIBEVaRdAAAAAHyYbC6bdgklr9AYZHNZY5OyDY5/6qqbG9v1bWxujA0F+qGUODeKy8aW9I+7mREAAAAAAECihBEAAAAAAECihBEAAAAAAECihBEAAAAAAECihBEAAAAAAECihBEAAAAAAECihBEAAAAAAECiKtIuAAAAeFc2l027BKLwOGRzWeMDAABbwcwIAAAAAAAgUcIIAAAAAAAgUcIIAAAAAAAgUcIIAAAAAAAgUcIIAAAAAAAgUcIIAAAAAAAgUcIIAAAAAAAgURVpF0DPkynLRKY8k3YZJafQMc+UG4u0ZXPZtEuAouS1KX2uG8XJdQMAAOipzIwAAAAAAAASJYwAAAAAAAASJYwAAAAAAAASJYwAAAAAAAASJYwAAAAAAAASJYwAAAAAAAASJYwAAAAAAAASVZF2AfQ82dZsZHPZtMsoOYWOeTZnLIDi5LUpfa4bAAAAdCUzIwAAAAAAgEQJIwAAAAAAgEQJIwAAAAAAgEQJIwAAAAAAgEQJIwAAAAAAgEQJIwAAAAAAgEQJIwAAAAAAgEQJIwAAAAAAgEQJIwAAAAAAgEQJIwAAAAAAgEQJIwAAAAAAgEQJIwAAAAAAgEQJIwAAAAAAgEQJIwAAAAAAgEQJIwAAAAAAgERVpF0APU+mLBOZ8kzaZZScQsc8U24s0pbNZdMuAYqS16b0uW4UJ9cNAACgpzIzAgAAAAAASJQwAgAAAAAASJQwAgAAAAAASJQwAgAAAAAASJQwAgAAAAAASJQwAgAAAAAASJQwAgAAAAAASFRF2gXQ82Rbs5HNZdMuo+QUOubZnLEAipPXpvS5bgBAz5Apz6RdQskrNAaZ8oyxoeQ5N4pLpiz9425mBAAAAAAAkChhBAAAAAAAkChhBAAAAAAAkChhBAAAAAAAkChhBAAAAAAAkChhBAAAAAAAkChhBAAAAAAAkKiKtAug58mUZSJTnkm7jJJT6Jhnyo1F2rK5bNolAAAAAEDqzIwAAAAAAAASJYwAAAAAAAASJYwAAAAAAAASJYwAAAAAAAASJYwAAAAAAAASJYwAAAAAAAASVZF2AfQ82dZsZHPZtMsoOYWOeTZnLAAAAACA9JkZAQAAAAAAJEoYAQAAAAAAJEoYAQAAAAAAJEoYAQAAAAAAJEoYAQAAAAAAJEoYAQAAAAAAJEoYAQAAAAAAJKoi7QIAAAAA2DLZXDbtEkpeoTHI5rLGhpLn3Cgu2db0j7uZEQAAAAAAQKKEEQAAAAAAQKKEEQAAAAAAQKKEEQAAAAAAQKKEEQAAAAAAQKIq0i6gs5qamuKEE06Iv//97xERsWjRoq3a3j/+8Y/43e9+F4899lgsXbo0Vq5cGblcLvr37x977bVXHH744XHiiSfGwIEDt3gfCxYsiFmzZsW8efNi6dKl0dDQEFVVVTFs2LA46KCD4vjjj48jjzxyq34PAAAAAAAoVt0ujJg+fXpbELE1Vq9eHTNmzIif//znkcvl2v182bJlsWzZsvjjH/8Y3//+9+O8886LCy64ICoqOn7Ili9fHldddVXMnj273c9aWlpi8eLFsXjx4rjnnnvi0EMPjalTp8awYcO26vcCAAAAAIBi061u0zRr1qyYOXPmVm/npZdeinHjxsWdd95ZMIjYVFNTU/zwhz+ML33pS9HU1NThfZxyyikFg4hC5s6dG+PGjYt58+Z1aHkAAAAAAOguus3MiPvvvz+mTJmy1dtZsmRJnHnmmfH222/n9Y8dOzb++Z//OYYPHx6NjY1tt1ZatWpV2zJz5syJr33ta3Hdddd94D5Wr14d5557bixbtqytL5PJxDHHHBNjx46NQYMGxcqVK+Oxxx6LRx55JFpaWiIioqGhIS688MK4++67Y/jw4Vv9uwIAAAAAQDEo+jAil8tFXV1dzJgxI1pbW7dqW42NjTFhwoS8IGLnnXeO6dOnx6hRo/KWPf744+PLX/5yfO1rX4sHHnigrX/WrFkxfvz4+OhHP7rZ/Vx99dWxdOnStvbgwYPjhhtuiIMOOihvuZNPPjmee+65mDBhQrzxxhsR8W6QccUVV8Ttt9++Vb8rAAAAAAAUi6K+TdPKlSvjnHPOienTp291EBERccstt8SSJUva2sOGDYs77rijXRDxnt69e8e0adPi0EMPzeu/7bbbNruPZ599Nh566KG2dmVlZdTV1bULIt4zatSomDlzZvTv37+tb+7cufHoo4924DcCAAAAAIDiV5RhRC6Xi/vuuy/Gjx8fjz/++DbZ5saNG/OeN5HJZGLGjBmxww47fOB65eXl8ZWvfCWv749//GM0NjYWXP7WW2/Na5955pkxcuTID9zHiBEj4rLLLsvru+mmmz5wHQAAAAAA6C6KLoyYPXt2jBs3LiZPnhwrVqxo6y8vL4+JEydu8XZ//etfx5o1a9ra48eP3+yMiE0dcsghsdNOO0VVVVUMHjw4RowYkXcbpvc0NDTE73//+7y+008/vUP7+PSnPx0DBgxoaz/zzDPx5ptvdmhdAAAAAAAoZkUVRqxduzYuuOCCWLx4cV7/0KFDo66uLs4777wt3vZvf/vbvPbnP//5Tq3/m9/8JubPnx9z5syJ+++/P3bfffd2yzz11FPR3Nzc1t5vv/06/CDqysrK+NjHPtbWbm1tjYcffrhTNQIAAAAAQDEqqjBiU5lMJs4444x48MEHY+zYsVu8nWw2G0899VRbe7fddot99tmnU9uoqqr60GXmzZuX1z7kkEM6tY8xY8bktefOndup9QEAAAAAoBhVpF1AIWVlZXHcccfFhAkTCs5A6KzFixfH+vXr29oHH3zwVm+zkL/97W957b333rtT6++555557RdffHGrawIAAAB6rkx5Ju0SSl6hMciUZ4wNJc+5UVwyZekf96IKIzKZTJx11lnx2c9+Nnbddddttt1Nb/u0xx57tP27tbU1/vznP8eDDz4Yzz77bCxbtizWr18fgwYNir322iuOPvro+NSnPhV9+vT50P289tpree1ddtmlU3XuvPPOee1ly5ZFU1NTh2ZlAAAAAABAsSqqMKJPnz4xadKkbb7dTUOCIUOGRMS7D4n++te/3m5GQ0TE0qVLY+nSpfHoo4/Gf/3Xf8VXv/rVGD9+/Afu5/0P3I6I2GGHHTpV5/bbbx9lZWXR2toaERG5XC5WrVoVO+64Y6e2k7a+fWujubkl7TJKTr9+tR3qg1Lj3IDCnBuwec4PKMy5UZx8wzh9/foWODcK9EGpcW4Ul75FcM0ua33vk+9uYtNnPSxatOhD17nqqqvizjvvbGvfeOONsXr16vja174WLS0d/9D885//fEyaNCnKy9s/amPDhg3tbv80Z86cGDx4cIe3HxExevTovFtK/fKXv4x99923U9voKk1NTTF//vy0ywAAAAAAYAsceOCBXXZnnqKaGZGU+vr6vPYTTzwR//M//xO5XC4iIgYNGhTHH398HHTQQVFbWxsrVqyIp59+Oh5++OFoampqW++///u/o3fv3vGVr3yl3T42bNjQrq93796drrV37955YcT7/w0AAAAAAN1RSYQRm36gf9ttt7X9+7TTTovLL7+83TMhTj755PiP//iPuOSSS/K+/X/jjTfGRz7ykTjyyCPzlm9ubm6338rKyk7XmsnkT6/szMwNAAAAAAAoRu3vN9QDvX92w/udc8458c1vfnOzD6cePnx43HbbbbH33nu39bW2tsb3vve9dstms9l2fYVu5/RhNg0j3pu9AQAAAAAA3VVJzIwoZL/99ouJEyd+6HK9e/eO73znO3kPr16wYEH8+c9/jn/6p39q66uoaH8os9lswf4PsukMi666X9e29NkzvhyrVq1Ou4yS069fbdx91415faecen6sWbMupYqgODg3oDDnBmye8wMKc24UJw+wTl+/vrVx55035PWddtpFsWatc4PS5twoLttvPyD+5/bvp1pDSYQRhQKBL37xix2eubDffvvFYYcdFk8//XRb3+OPP54XRtTU1LRbr6mpKaqrqztVa08II9auXRf19WvTLoOIWLPGWEAhzg0ozLkBm+f8gMKcGxCRzbW/W8bb9fXODUqec6O4lGfK0i6hNG7TtOltmMrKymLs2LGd2samz4h47rnn8tq1tbXtbrHU0NDQqX1ERLzzzjt57b59+3Z6GwAAAAAAUExKIowYOHBgXrtfv37Rv3//Tm1j1113zWuvWrUqr11WVhYDBgzI61u9unO3Klq7dm27mRGDBg3q1DYAAAAAAKDYlEQYsdNOO+W1e/Xq1eltbDpDYe3a9tOJhg8fntd+6623OrWPTZfv169f9O7du1PbAAAAAACAYlMSYcSIESPy2itXrozW1tZObWPT2ycVCgk23c8rr7zSqX28+uqree0999yzU+sDAAAAAEAxKokwYtSoUXnt5ubmeP311zu1jWXLluW1d9xxx3bLHHjggXnthQsXdmof8+fPz2uPHDmyU+sDAAAAAEAxKokwYsiQIbHbbrvl9f3ud7/r1DbmzZuX1y4UFBx22GF57aeffrpTMzCeeOKJvPYRRxzRiQoBAAAAAKA4lUQYERFx3HHH5bXvvffeaGlp6dC69fX18Yc//CGv7+Mf/3i75fbYY4+80GPFihUxZ86cDu3j5ZdfzpsZ0adPnzj88MM7tC4AAAAAABSzirQL6Cqnnnpq/OQnP2kLIJYsWRIzZ86M884770PXnT59emzYsKGtvddee8Xo0aMLLnvKKafEtGnT8tY97LDDoqqq6gP3MW3atLxZFOPGjeu2D6/OlGUiU55Ju4ySU+iYZ8qNRdqyuWzaJQDQjbhuFwfvq4qT91VQmNem9LluQGHOjeKSKUv/uJfMzIhhw4bFaaedltf3gx/8IO67774PXO+nP/1p3HnnnXl9F1544WaXP+2002LAgAFt7YULF8bkyZMjm938G+frr78+Zs+e3daurq6Oc8899wPrAgAAAACA7qJkwoiIiEsvvTR23333tnZzc3NMnjw5Lrvssvjb3/6Wt+yrr74al19+eVx99dV5/R//+Mfj+OOP3+w+tttuu7j88svz+h544IE444wz4tlnn83rX7JkSVx44YVx88035/VfdNFFMWzYsM78agAAAAAAULRK5jZNEe8+h+HWW2+Ns88+O5YsWdLW/6tf/Sp+9atfxcCBA2PHHXeMNWvWxOuvv95u/X322Se+853vfOh+TjzxxHjhhRfitttua+t75pln4tRTT43BgwfHkCFDYvXq1bF06dJ26x577LEdunUUAAAAAAB0FyU1MyIiYsiQIfHTn/40/uVf/qXdz95+++1YuHBhwSDiqKOOittvvz369evXof1MmTIlzj///Cgvzz/EK1asiAULFhQMIk466aSYPn16lJWVdfC3AQAAAACA4ldyYURERP/+/ePGG2+MH//4x3H44YdHRcXmJ4iMGjUqvv/970ddXV2Hg4j3XHLJJXHvvffGUUcdFZWVlZtdbvTo0VFXVxfXXHPNB9YCAAAAAADdUbf75HvRokXbbFtjx46NsWPHRn19fTzzzDOxfPnyWL16dVRVVcVOO+0Uo0aNip122mmr9jFy5Mioq6uLdevWxZ/+9KdYvnx51NfXR01NTQwdOjQOPvjgGDp06Db6jQAAAAAAoPh0uzAiCf379y9426Ztqba2No4++uhE9wEAAAAAAMVIGME2l23NRjaXTbuMklPomGdzxgIAuhPX7eLgfRUAdH+u2+nznqq4ZFvTP+4l+cwIAAAAAACg6wgjAAAAAACARAkjAAAAAACARAkjAAAAAACARAkjAAAAAACARAkjAAAAAACARAkjAAAAAACARFWkXQAAAAAAWyaby6ZdQskrNAbZXNbYAGzCzAgAAAAAACBRwggAAAAAACBRwggAAAAAACBRwggAAAAAACBRwggAAAAAACBRwggAAAAAACBRwggAAAAAACBRwggAAAAAACBRwggAAAAAACBRwggAAAAAACBRwggAAAAAACBRwggAAAAAACBRwggAAAAAACBRwggAAAAAACBRwggAAAAAACBRFWkXQM9TU1EdvSqr0y6j5NQUOOY1lcYibRuaG9MuAYqS16b0uW4UJ9cNADorU55Ju4SSV2gMMuUZY0PJc24Ul0xZ+sfdzAgAAAAAACBRwggAAAAAACBRwggAAAAAACBRwggAAAAAACBRwggAAAAAACBRwggAAAAAACBRFWkXQM+zsaUxNjQ3pl1GyakucMw3NhsLoDh5bUqf6wYA9AzZXDbtEkpeoTHI5rLGhpLn3Cgu2db0j7uZEQAAAAAAQKKEEQAAAAAAQKKEEQAAAAAAQKKEEQAAAAAAQKKEEQAAAAAAQKKEEQAAAAAAQKKEEQAAAAAAQKIq0i4AAAAAgC2TKc+kXULJKzQGmfKMsUlZNpdNuwRgE2ZGAAAAAAAAiRJGAAAAAAAAiRJGAAAAAAAAiRJGAAAAAAAAiRJGAAAAAAAAiRJGAAAAAAAAiRJGAAAAAAAAiapIuwB6npqK6uhVWZ12GSWnpsAxr6k0Fmnb0NyYdglQlLw2pc91ozi5bgDQWdlcNu0SSl6hMcjmssYGYBNmRgAAAAAAAIkSRgAAAAAAAIkSRgAAAAAAAIkSRgAAAAAAAIkSRgAAAAAAAIkSRgAAAAAAAIkSRgAAAAAAAImqSLsAep6NLY2xobkx7TJKTnWBY76x2VgAxclrU/pcNwCgZ8iUZ9IuoeQVGoNMecbYpCyby6ZdArAJMyMAAAAAAIBECSMAAAAAAIBECSMAAAAAAIBECSMAAAAAAIBECSMAAAAAAIBECSMAAAAAAIBECSMAAAAAAIBECSMAAAAAAIBECSMAAAAAAIBECSMAAAAAAIBECSMAAAAAAIBECSMAAAAAAIBEVaRdAN1Xa2trwf7tBw7o4kqIiOjbt7Zd3/bbD4jKSqc5pc25AYU5N2DznB9QmHOjOGXKMmmXUPL69tvMuVHh3EhTtjWbdgklz3WjuGzuM9vNfcabhLLWrtwbPco777wTL774YtplAAAAAACwBfbdd9/o06dPl+zLbZoAAAAAAIBECSMAAAAAAIBECSMAAAAAAIBECSMAAAAAAIBEeYA1WyyXy8WGDRva9VdUVERZWVkKFQEAAAAAsKnW1tZoaWlp19+rV68oL++aOQvCCAAAAAAAIFFu0wQAAAAAACRKGAEAAAAAACRKGAEAAAAAACRKGAEAAAAAACRKGAEAAAAAACRKGAEAAAAAACRKGAEAAAAAACRKGAEAAAAAACRKGAEAAAAAACRKGAEAAAAAACRKGAEAAAAAACRKGAEAAAAAACRKGAEAAAAAACRKGAEAAAAAACRKGAEAAAAAACRKGAEAAAAAACRKGAEAAAAAACRKGAEAAAAAACRKGAEAAAAAACRKGAEAAAAAACRKGAEAAAAAACRKGAEAAAAAACRKGAEAAAAAACRKGAEAAAAAACRKGAEAAAAAACRKGAEAAAAAACRKGAEAAAAAACRKGAEAAAAAACRKGAEAAAAAACRKGAEAAAAAACRKGAEAAAAAACRKGAEAAAAAACRKGAEAAAAAACRKGAEAAAAAACRKGAEAAAAAACRKGAEAAAAAACSqIu0CgK23YMGCmDVrVsybNy+WLl0aDQ0NUVVVFcOGDYuDDjoojj/++DjyyCPTLhOKQlNTU5xwwgnx97//PSIiFi1alG5B0MWam5vjd7/7XTz55JPx3HPPxcqVK2PNmjVRVVUV/fv3jxEjRsRHPvKROP7442OXXXZJu1zoUuvWrYtf/epX8eSTT8bzzz8fq1evjubm5ujbt2+MGDEiDj300PjUpz4Ve+yxR9qlQtHI5XLxhS98IZ5++umIiBg2bFjMnj075aogWbNnz44LLrhgq7YxZ86cGDx48DaqCIpPU1NTPPHEE/HII4/k/d3Rp0+f2GGHHWL06NFx3HHH+byqxJS1tra2pl0EsGWWL18eV111VYfe7B966KExderUGDZsWBdUBsXruuuui5kzZ7a1hRGUkp///Ofxgx/8IFasWPGhy2YymfjkJz8ZV155ZQwcOLALqoP0ZLPZuOWWW+KGG26I9evXf+jy//qv/xqTJ0+O4cOHd0F1UNxuvPHGmD59eltbGEEp+OEPfxj/9V//tVXbEEbQkz366KNxzTXXxKuvvvqhy44cOTKuvfba2HfffbugMtLmNk3QTb300ktxyimndPiN/ty5c2PcuHExb968hCuD4jVr1qy8IAJKRVNTU1x88cXxta99rUNBRMS7H84++OCD8elPfzrmz5+fcIWQno0bN8Z5550X06ZN61AQERHxyCOPxGc+85l48sknE64Oittf//rXrf5AFrqjF198Me0SoGhNnTo1vvSlL3UoiIiIeP755+OUU06Jxx57LOHKKAZmRkA3tHr16jjppJNi6dKlbX2ZTCaOOeaYGDt2bAwaNChWrlwZjz32WDzyyCPR0tLSttyAAQPi7rvv9k0+Ss79998fkyZNyjsfIsyMoDR85StfiV//+td5ff369Yvjjz8+Dj744BgwYEBs2LAhXnrppfjtb3/b7g/sAQMGxF133RW77rprV5YNXeL888+PP/zhD3l9w4cPj3HjxsU+++wTNTU1sXz58pgzZ078/ve/z7uO1NTUxM9//vPYZ599urpsSF1DQ0OMHz8+/vGPf+T1mxlBKTj66KPb/h7v1atX/OhHP+r0Nv7pn/4pqqqqtnVpkKpvfvOb8bOf/Syvb+DAgXHSSSfFnnvuGf3794+lS5fG7NmzY86cOXnLVVdXxy9+8Qu3w+zhhBHQDV1yySXx0EMPtbUHDx4cN9xwQxx00EHtln3uuediwoQJ8cYbb7T1HXrooXH77bd3Sa2QtlwuF3V1dTFjxowodMkTRtDTPfjgg3HppZfm9Z144okxZcqU2G677QquM2vWrPjGN74RGzZsaOsbM2ZM3HHHHYnWCl3t7rvvjiuvvDKv7/zzz4+LL744KiraP17vxRdfjAsvvDDvCyH7779/3HvvvVFWVpZ4vVBMvvrVr8b999/frl8YQU+3Zs2aOPTQQ9vaBx10UPz85z9PsSIoDrNmzYr//M//zOs7++yzY8KECVFTU9Nu+ccffzwuvfTSqK+vb+v7p3/6p/jpT3+adKmkyG2aoJt59tln84KIysrKqKurKxhERESMGjUqZs6cGf3792/rmzt3bjz66KMJVwrpW7lyZZxzzjkxffr0gkEE9HStra3x3e9+N69v/Pjxce211242iHhvmRkzZuR9uDpv3jwfLtGjZLPZ+P/+v/8vr+/MM8+MSy65pGAQERGx7777xs0335z3TdaFCxfGE088kWitUGxmzZpVMIiAUvDCCy/ktffbb7+UKoHi0dDQENddd11e38SJE+M///M/CwYRERFHHnlkzJgxI6/vz3/+czz//PNJlUkREEZAN3Prrbfmtc8888wYOXLkB64zYsSIuOyyy/L6brrppm1dGhSNXC4X9913X4wfPz4ef/zxtMuB1PzlL3/J+wZ3bW1tu2+Bb87HP/7xOP744/P6Nr3VE3Rnc+bMaXd+XHLJJR+63h577NHu3Nj0Nk/Qk7366qtx9dVXt7X32muvFKuBrieMgPZ+9rOfxdtvv93W/pd/+Zc477zzPnS9j370o3HEEUfk9f3ud7/b5vVRPIQR0I00NDTE73//+7y+008/vUPrfvrTn44BAwa0tZ955pl48803t2l9UAxmz54d48aNi8mTJ+c9qLe8vDwmTpyYYmXQ9TadBXfMMcdEbW1th9c/4YQT8tp/+ctftkVZUBQ2vU/xscceG3369OnQugceeGBe+5VXXtlmdUExa25ujokTJ8Y777wTERH9+/fPCyagFGz6rW1hBETcddddbf+uqKiIKVOmdHjdT33qU1FWVhZ9+/aNXXbZJdavX59EiRSJwvOPgaL01FNPRXNzc1t7v/326/CDqCsrK+NjH/tY/PKXv4yId2/d8fDDD8dZZ52VSK2QhrVr18YFF1zQrn/o0KHx7W9/O8aOHdvuljXQky1evDivffDBB3dq/V122SWvvXLlyq0tCYrGxRdfHP/n//yfeOmll2LJkiXxsY99rMPrZrPZvHYul9vW5UFRmjFjRsyfP7+t/e1vfzt22GGHFCuCrvf+mRHl5eWx9957p1gNpO/555+P119/va199NFHd/izqoh3bxE7fvz4yGQySZRHkRFGQDcyb968vPYhhxzSqfXHjBnTFkZEvPvsCGEEPVkmk4nTTjstLr300g+8Pz70VJ/5zGfigAMOiOXLl8fy5ctjxIgRnVr//Q+wjggP6KVH6du3b4wZMybGjBnT6XU3/Vbsrrvuuq3KgqL15JNPxk9+8pO29r//+7/HMccck/cBFPR0GzdujJdffrmtPWLEiOjVq1eKFUH6Nr018rHHHtup9YUQpUUYAd3I3/72t7x2Z7+Bseeee+a1X3zxxa2uCYpRWVlZHHfccTFhwoTYfffd0y4HUvPJT34yPvnJT27x+s8++2xee8iQIVtZEXR/L730Ujz88MN5fZ39oxu6m7fffjsuu+yyaG1tjYh3P4C94oorUq4Kut7f/va3vNlxm96iqb6+Pt5444145513on///jFkyJDo27dvV5cJXeqvf/1rXruzs7EpLcII6EZee+21vPamt8/4MDvvvHNee9myZdHU1BRVVVVbXRsUg0wmE2eddVZ89rOf9S1V2Abuu+++vPbo0aNTqgSKw7x58+LSSy+NjRs3tvUdfvjh7R68CD3NFVdc0fYsrsrKyrj++ut9G5yStOnMuH333TeWL18ed999dzz44IPx8ssvt4V2Ee9+SWr//fePT37yk3HGGWdE7969u7pkSNz7bw1bXV2dd4umt99+O37961/HI488Eq+99losX748evXqFUOGDImPfvSj8W//9m8xatSoNMomJcII6Ebe/zDeiOj0/Vm33377KCsra3tzlMvlYtWqVbHjjjtusxohTX369IlJkyalXQb0CA8++GAsXLgwr8+3vykl2Ww2Wlpa4q233opnnnkmHnjggXjsscfyltl1113j+uuvT6lC6Bq33357/OEPf2hrT5gwIQ444IAUK4L0bBpGPPXUU3HDDTe0u7Xle1pbW2PBggWxYMGCuPXWW+Mb3/hGHHPMMV1RKnSJbDYbS5cubWu/N5O6qakpZsyYEbfddlves08jIhobG6O+vj4WLVoUt956axx33HFx5ZVXegZRiRBGQDexYcOGWL9+fV5fZ6d7VlZWRq9evfK2s2bNGmEEAHmWLVsW3/rWt/L6dtttt/j4xz+eTkGQgtNOOy2ee+65zf78uOOOi2984xsxcODALqwKutaiRYti2rRpbe3DDjssvvjFL6ZYEaTr/Q+vjoiYM2dOh9dduXJlXHzxxfGVr3wlzj///G1dGqRi9erVeWFDbW1trFmzJs4555wPfB/1fr/5zW/ir3/9a9x0002x7777JlUqRUIYAd1EoW9abMkUz969e+eFEZsGHACUtoaGhvjSl74Uq1evzuu/4oorPFyOkvLmm29u9mejR4+O008/XRBBj7Zx48a49NJLo7GxMSIi+vfvH9/5zneivLw85cogHdlstt1zHCPevS3Nv/3bv8W4ceNi9913jwEDBsSaNWti/vz58eCDD8ZDDz0UuVwuIt6dKTF9+vQYNGhQnHzyyV39K8A2V19fn9fOZDJx/vnn5wURRx55ZHz84x+PnXfeOZqamtqev/X+82nZsmXxxS9+Me677z7PqevhhBHQTWw6rS3i3ZkOnbXpB0ktLS1bXBMAPUtDQ0Oce+658eKLL+b1n3766XHUUUelVBV0vaampli5cuVmf/7MM8/E5z//+TjggAPi2muvjb333rsLq4Oucc0118SSJUva2ldffXUMHTo0xYogXS+//HLeM4MiIvbee+/43ve+F3vttVde/+DBg+Poo4+Oo48+Os4444y4+OKL864r3/jGN+LQQw/t9HMgodhs+gXX94cQO+ywQ3zve9+Lj3zkI+3Wu+CCC+KnP/1pXHvttW0PhV+5cmVccskl8bOf/SzZokmVrzRAN/Hei/P7bcm3kjYNI977hgYApe296dTz5s3L6z/ssMPiiiuuSKkqSEdDQ0N87nOfi2uvvTbq6upi+vTpceGFF8Yee+yRt9yCBQvi3//93+PPf/5zSpVCMn73u9/FXXfd1dY++eST47jjjkuxIkhfQ0NDjB49OgYPHhxlZWWx6667xm233dYuiNjUmDFj4ic/+UneQ9+bm5vj+9//ftIlQ+KampoK9g8cODDuvPPOgkFExLufZ5155plxzTXX5PX/5S9/yXtOET2PMAK6iYqK9hOZCgUUH2bTGRZVVVVbXBMAPcMbb7wRn/3sZ+OZZ57J6z/wwAPjRz/60RbNxIPubODAgXHllVfGiSeeGEcddVQcf/zxMWHChHjggQfi61//et45sWHDhrjooovi7bffTrFi2HaWLVsWV155ZVt7t912iylTpqRYERSH0aNHx5133hlz5syJv/71r3HffffFgAEDOrTuvvvuG+ecc05e38MPPxwNDQ1JlAqp++Y3vxnDhg370OXGjx8fn/jEJ/L6/vu//zupsigCwgjoJmpqatr1bS6B/iDCCADeb/78+XHqqafGSy+9lNc/evTouOWWW2K77bZLqTIoPuXl5XHGGWfE9OnTo6ysrK2/vr4+fvSjH6VYGWwbuVwuLrvssrZ7gFdWVsa0adO26Fl10JNVV1d3+j3SGWeckXd3g5aWlnjyySe3dWnQpQp9cXa33XaLY445psPb+MIXvpDX/stf/tLulmj0HMII6CZqa2vb3WJpS75F8c477+S1+/btu1V1AdB9PfDAA3HGGWfE8uXL8/r/+Z//OWbOnBm1tbUpVQbF7ZhjjonPfOYzeX2/+MUvPIuLbu/GG2+MuXPntrUvvvjiGDVqVIoVQc8xYMCA2GefffL6Fi9enFI1sG306dOnXd/YsWPzvrTxYUaPHp0Xejc1NcULL7ywTeqj+HiANXQTZWVlMWDAgLyHXq1evTp23HHHDm9j7dq17WZGDBo0aJvVCED30NraGjNmzIgbb7yx3c/Gjx8f3/72t92aCT7EGWecEffdd19bu6GhIRYtWhT7779/ilXBllu4cGHccMMNbe0dd9wx9t9//3jiiSc+cL1NH/be2NjYbp0999wzdthhh21XLHRTO+20U96HrG7xR3c3cODAdn277bZbp7ZRUVERw4YNywvnVq1atbWlUaSEEdCNDB8+PO/N/ltvvRUjR47s8PpvvfVWXrtfv36mXAOUmPXr18fEiRNj9uzZ7X725S9/OS6++OIUqoLuZ//994/q6upobGxs63vjjTeEEXRbixYtypvd8+abb8YXv/jFTm9n5cqVcdZZZ+X1XXvttXHiiSdudY3Q3b3/IdYR7W+jDN3NwIEDo6amJu+2SoVuM/5hNp2RvW7duq2ujeLkNk3QjYwYMSKv/corr3Rq/VdffTWvveeee251TQB0H6tWrYozzzyzXRBRVVUV119/vSCCkrUlz+EqKytrd7vL9wcTALCpNWvW5LX79++fTiGwjZSVlcWuu+6a17dixYpOb2fTW4pvGtzRc5gZAd3IgQcemHc7gIULF3Zq/fnz5+e1OzOrAoDubdmyZfH5z38+/v73v+f1Dxw4MG644YYYM2ZMOoVBChobG+Oqq66Kf/zjH/H666/HihUr4vHHH48BAwZ0ajtr167Na2+//fbbskwAikRjY2NMmzYtVq9eHatWrYpVq1bFd77zndhvv/06tZ1Nv1A4fPjwbVkmpGLUqFGxaNGitvamf290xKZ38thpp522tiyKlDACupHDDjssr/30009Ha2trhx8MtOm9W4844ohtVhsAxWvlypUFg4jdd9896urq/CFMyamuro7//d//zbtX9+OPPx6f+tSnOryNF198sd1MiF122WWb1Qhd7cQTT9yiWym9/vrr8a//+q9t7WHDhhW8FSB0Z9XV1XH//fdHfX19W9/cuXM7FUa89tpr8frrr+f1HXrooduqREjN4YcfHnfffXdb+9FHH43m5uYOP4PupZdeyju3KisrY6+99trWZVIk3KYJupE99tgj70FAK1asiDlz5nRo3ZdffjlvZkSfPn3i8MMP39YlAlBkWlpa4stf/nK7IGL06NFxxx13CCIoWaNHj85r33PPPZ1a/957781r77333jFs2LCtrguA4jRq1Ki89q9+9atOrX/bbbfltffZZx8hNj3CUUcdFdXV1W3t+vr6+M1vftPh9d9/B5CId7+I6zZNPZcwArqZU045Ja89ffr0Dt3neNq0adHa2trWHjdunIdXA5SA7373u/HMM8/k9R166KFxyy23uE8xJW38+PF57SeffDIef/zxDq27YMGCuOOOO/L6TjrppG1VGgBFaNy4cXntBQsWxG9/+9sOrTtv3rx2141NH/QO3VVtbW2782Pq1KntbmdZyGuvvRY/+9nP8vo2/dyLnkUYAd3Maaedlnc/44ULF8bkyZMjm81udp3rr78+b6p0dXV1nHvuuYnWCUD6nnvuubjlllvy+vbYY4/40Y9+5NtGlLyjjz469tlnn7y+yy67LF5++eUPXO/555+P888/P5qbm9v6dt111zj99NMTqROA4nDccce1e1DvlClTPvRZjvPnz48vf/nL0dLS0tY3atSodh/eQnd20UUXRU1NTVt7xYoVcd555+XdEnNTK1asiIsuuijWr1/f1rf33nvHMccck2itpKus9f1flQa6hfvuuy8mT56c1zd69OiYNGlSHHzwwW19S5Ysie9973vxyCOP5C176aWXxpe+9KWuKBWKzqYfPL3/QVvQ05xzzjnxxz/+Ma9v0qRJ7c6DzjjkkEPypmFDd/bcc8/F6aefnhcs9OnTJ/7jP/4jTj755Nhuu+3a+pctWxZ33HFH3HrrrbFx48a2/t69e8ftt98eBxxwQJfWDsXCMyMoJU8++WScffbZkcvl2vqqq6vj/PPPj89+9rN5Xxx877pxyy235D1jqLa2Nn7+85/H7rvv3qW1Q9LuvvvuuPLKK/P6hg0bFl/60pdi/PjxbX9DNDU1xW9+85uYNm1a3oOrKyoq4vbbb48xY8Z0ad10LWEEdFP/9//+33b3nIyIGDx4cAwZMiRWr14dS5cubffzY489Nn7wgx90+KHX0NMIIygVS5YsiX/7t3/b5tt95JFHYuedd97m24W0PPzww3HppZe2m2VaUVERu+22W/Tu3Tvefvvtdg8djXg3iPjBD34QY8eO7apyoegIIyg199xzT1x55ZWx6cdp5eXlseuuu0Ztbe1mrxt9+/aNn/zkJ+2ePwE9xa233hpTp05td35UVlbG8OHDo6qqKl577bW82RAREWVlZfGtb33LLZpKQEXaBQBbZsqUKdG7d++oq6vL+1bGihUrYsWKFQXXOemkk+Lqq68WRACUgMceeyztEqBb+OQnPxn9+/ePyy67LJYvX97W39LSEkuWLNnsenvttVd8//vfjz322KMrygSgSJx88skxcODAmDJlSt4taHK5XLzyyiubXW///fePa665Jvbdd9+uKBNS8YUvfCEGDRoU3/rWt6K+vr6tv7m5ebO3wqytrY2rr746jj/++C6qkjR5ZgR0Y5dccknce++9cdRRR0VlZeVmlxs9enTU1dXFNddcExUVMkiAUlDo23hAYYcffng89NBDcemll8bQoUM3u1xZWVnsv//+cd1118Uvf/lLQQRAiTr66KPjwQcfjC9/+csxePDgzS5XVlYWo0aNiquvvjruueceQQQl4VOf+lT89re/jbPPPjuGDBmy2eVqa2vjc5/7XDz44IOCiBLiNk3QQ6xbty7+9Kc/xfLly6O+vj5qampi6NChcfDBB3/gH9UAAOR76aWXYuHChfH222/Hxo0bo1+/fjF48OAYPXp0bL/99mmXB0CR2fS60b9//xg0aFAceOCBH/hhLPR0ra2tsXDhwnjllVdi5cqV0djYGP37948999wzRo0aFVVVVWmXSBcTRgAAAAAAAIlymyYAAAAAACBRwggAAAAAACBRwggAAAAAACBRwggAAAAAACBRwggAAAAAACBRwggAAAAAACBRwggAAAAAACBRwggAAAAAACBRwggAAAAAACBRwggAAAAAACBRwggAAAAAACBRwggAAAAAACBRwggAAAAAACBRwggAAAAAACBRwggAAAAAACBRwggAAAAAACBRwggAAAAAACBRwggAAAAAACBRwggAAAAAACBRwggAAAAAACBRwggAAAAAACBRwggAAAAAACBRwggAAAAAACBRwggAAAAAACBRwggAAAAAACBRwggAAAAAACBRwggAAAAAACBRwggAAAAAACBRwggAAAAAACBRwggAAAAAACBRwggAAAAAACBRwggAAAAAACBRwggAAAAAACBRwggAAAAAACBRwggAAAAAACBRwggAAAAAACBR/z/H4jNnh2l7XQAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.imshow(dizzy_hosp_images.iloc[:,1:],aspect='auto')" + ] + }, + { + "cell_type": "markdown", + "id": "26b44821", + "metadata": {}, + "source": [ + "# History" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "314fa181", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(172, 10) (172, 11)\n" + ] + } + ], + "source": [ + "icds = dataset['ICD']\n", + "\n", + "def make_dizzy_icds_df(icds,dizzy_cohort_df):\n", + " icds.rename(columns={'PatientSSN':'PtSSN'},inplace=True)\n", + " icds.PtSSN = icds.PtSSN.astype('int64')\n", + "\n", + " # restrict icds to cohort\n", + " dizzy_cohort_icds = pd.merge(icds,dizzy_cohort_df[['PtSSN','EDStartDateTime','EDEndDateTime']],on='PtSSN')\n", + " # restrict icds to cohort to before ED Start \n", + " dizzy_cohort_icds = dizzy_cohort_icds[(dizzy_cohort_icds.DiagDateTime <= dizzy_cohort_icds.EDEndDateTime)].copy()\n", + "\n", + " # get dizzy risk factors and boolean version of it\n", + " dizzy_rf_df = get_dizzy_rf(dizzy_cohort_icds,dizzy_cohort_df)\n", + " bool_dizzy_rf_df = pd.concat([dizzy_rf_df.PtSSN, dizzy_rf_df.iloc[:,1:].astype(bool).astype(int)],axis=1 )\n", + "\n", + " # add a column which is the number of risk factors\n", + " bool_dizzy_rf_df['total_rf'] = bool_dizzy_rf_df.iloc[:,1:].sum(axis=1)\n", + " return dizzy_rf_df, bool_dizzy_rf_df\n", + "\n", + "dizzy_rf_df, bool_dizzy_rf_df = make_dizzy_icds_df(icds,clean_dizzy_cohort)\n", + "print(dizzy_rf_df.shape, bool_dizzy_rf_df.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "d35bde4b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "PtSSN 0\n", + "Atrial fibrillation 0\n", + "Coronary artery disease (CAD) 0\n", + "Diabetes 0\n", + "Hx aneurysm 0\n", + "Hx of stroke or TIA 0\n", + "Hyperlipidemia 0\n", + "Hypertension 0\n", + "Occlusion/Stenosis of cerebral or precerebral artery 0\n", + "Smoking 0\n", + "total_rf 0\n", + "dtype: int64" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "bool_dizzy_rf_df.isnull().sum()" + ] + }, + { + "cell_type": "markdown", + "id": "4c821297", + "metadata": {}, + "source": [ + "# Labs at ED" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "6db41e34", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(172, 69)" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "labs = dataset['Lab']\n", + "\n", + "\n", + "def make_EDlabs_df(labs,cohort_df):\n", + " labs.rename(columns={'PatientSSN':'PtSSN'},inplace=True)\n", + " labs.PtSSN = labs.PtSSN.astype('int64')\n", + "\n", + " # restrict labs to cohort\n", + " cohort_labs = pd.merge(labs,cohort_df[['PtSSN','EDStartDateTime','EDEndDateTime']],on='PtSSN')\n", + " # restrict labs to cohort within the ED Start and End Times\n", + " cohort_labs = cohort_labs[(cohort_labs.LabChemSpecimenDateTime >= cohort_labs.EDStartDateTime) & \n", + " (cohort_labs.LabChemSpecimenDateTime <= cohort_labs.EDEndDateTime)].copy()\n", + "\n", + " labs = ['WBC','glucose','albumin','potassium','calcium','lact','chloride','bun','creat','troponin','CO2','ast','alt',\n", + " 'alkphos','lipase','amylase','hgb']\n", + " lab_fns = ['matches_' + lab + '_loinc' for lab in labs]\n", + "\n", + " # collect all labs and then filter later on\n", + " lab_dict = {}\n", + "\n", + " for i in range(len(labs)):\n", + " lab, labfn = labs[i], lab_fns[i]\n", + " lab_dict[lab] = get_labs_data(cohort_labs,lab,eval(labfn),cohort_df)\n", + " \n", + " merged_labs = pd.DataFrame(cohort_df.PtSSN.unique(),columns=['PtSSN'])\n", + " \n", + " for lab in labs:\n", + " merged_labs = pd.merge(merged_labs,lab_dict[lab],on='PtSSN')\n", + " \n", + " merged_labs.columns = ['PtSSN'] + ['ED_' + x for x in merged_labs.columns[1:]]\n", + " \n", + " return merged_labs\n", + "\n", + "dizzy_EDlabs = make_EDlabs_df(labs,clean_dizzy_cohort)\n", + "dizzy_EDlabs.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "8f458333", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(172, 51)" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "clean_dizzy_EDlabs = clean_lab_df(dizzy_EDlabs,dizzy_EDlabs.columns[1:],20)\n", + "clean_dizzy_EDlabs.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "id": "da1f648a", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(34, 50) (34,)\n", + "(34, 51) (138, 51)\n" + ] + }, + { + "data": { + "text/plain": [ + "(172, 51)" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "imp_dizzy_EDlabs = clean_and_impute(dizzy_EDlabs,dizzy_EDlabs.columns[1:],20)\n", + "imp_dizzy_EDlabs.shape\n" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "5aa95933", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "PtSSN 0\n", + "ED_WBC_count 0\n", + "ED_WBC_min 27\n", + "ED_WBC_max 27\n", + "ED_WBC_abnormal_count 0\n", + "ED_glucose_count 0\n", + "ED_glucose_min 17\n", + "ED_glucose_max 17\n", + "ED_glucose_abnormal_count 0\n", + "ED_albumin_count 0\n", + "ED_albumin_abnormal_count 0\n", + "ED_potassium_count 0\n", + "ED_potassium_min 20\n", + "ED_potassium_max 20\n", + "ED_potassium_abnormal_count 0\n", + "ED_calcium_count 0\n", + "ED_calcium_abnormal_count 0\n", + "ED_lact_count 0\n", + "ED_lact_abnormal_count 0\n", + "ED_chloride_count 0\n", + "ED_chloride_min 20\n", + "ED_chloride_max 20\n", + "ED_chloride_abnormal_count 0\n", + "ED_bun_count 0\n", + "ED_bun_min 27\n", + "ED_bun_max 27\n", + "ED_bun_abnormal_count 0\n", + "ED_creat_count 0\n", + "ED_creat_min 20\n", + "ED_creat_max 20\n", + "ED_creat_abnormal_count 0\n", + "ED_troponin_count 0\n", + "ED_troponin_abnormal_count 0\n", + "ED_CO2_count 0\n", + "ED_CO2_min 26\n", + "ED_CO2_max 26\n", + "ED_CO2_abnormal_count 0\n", + "ED_ast_count 0\n", + "ED_ast_abnormal_count 0\n", + "ED_alt_count 0\n", + "ED_alt_abnormal_count 0\n", + "ED_alkphos_count 0\n", + "ED_alkphos_abnormal_count 0\n", + "ED_lipase_count 0\n", + "ED_lipase_abnormal_count 0\n", + "ED_amylase_count 0\n", + "ED_amylase_abnormal_count 0\n", + "ED_hgb_count 0\n", + "ED_hgb_min 22\n", + "ED_hgb_max 22\n", + "ED_hgb_abnormal_count 0\n", + "dtype: int64" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "clean_dizzy_EDlabs.isnull().sum()" + ] + }, + { + "cell_type": "markdown", + "id": "c2d105a9", + "metadata": {}, + "source": [ + "# Labs at hospital" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "763f9c0b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(172, 69)" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def make_hosp_labs_df(labs,cohort_df):\n", + " labs.rename(columns={'PatientSSN':'PtSSN'},inplace=True)\n", + " labs.PtSSN = labs.PtSSN.astype('int64')\n", + "\n", + " # restrict labs to cohort\n", + " cohort_labs = pd.merge(labs,cohort_df[['PtSSN','AdmitDateTime','DischargeDateTime']],on='PtSSN')\n", + " # restrict labs to cohort within the Admit and Discharge \n", + " cohort_labs = cohort_labs[(cohort_labs.LabChemSpecimenDateTime >= cohort_labs.AdmitDateTime) & \n", + " (cohort_labs.LabChemSpecimenDateTime <= cohort_labs.DischargeDateTime)].copy()\n", + "\n", + " labs = ['WBC','glucose','albumin','potassium','calcium','lact','chloride','bun','creat','troponin','CO2','ast','alt',\n", + " 'alkphos','lipase','amylase','hgb']\n", + " lab_fns = ['matches_' + lab + '_loinc' for lab in labs]\n", + "\n", + " # collect all labs and then filter later on\n", + " lab_dict = {}\n", + "\n", + " for i in range(len(labs)):\n", + " lab, labfn = labs[i], lab_fns[i]\n", + " lab_dict[lab] = get_labs_data(cohort_labs,lab,eval(labfn),cohort_df)\n", + " \n", + " merged_labs = pd.DataFrame(cohort_df.PtSSN.unique(),columns=['PtSSN'])\n", + " \n", + " for lab in labs:\n", + " merged_labs = pd.merge(merged_labs,lab_dict[lab],on='PtSSN')\n", + " \n", + " merged_labs.columns = ['PtSSN'] + ['HOSP_' + x for x in merged_labs.columns[1:]]\n", + " \n", + " return merged_labs\n", + "\n", + "dizzy_hosp_labs = make_hosp_labs_df(labs,clean_dizzy_cohort)\n", + "dizzy_hosp_labs.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "50643867", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(172, 53)" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "clean_dizzy_hosp_labs = clean_lab_df(dizzy_hosp_labs,dizzy_hosp_labs.columns[1:],20)\n", + "clean_dizzy_hosp_labs.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "9c568ff2", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "PtSSN 0\n", + "HOSP_WBC_count 0\n", + "HOSP_WBC_min 29\n", + "HOSP_WBC_max 29\n", + "HOSP_WBC_abnormal_count 0\n", + "HOSP_glucose_count 0\n", + "HOSP_glucose_min 12\n", + "HOSP_glucose_max 12\n", + "HOSP_glucose_abnormal_count 0\n", + "HOSP_albumin_count 0\n", + "HOSP_albumin_abnormal_count 0\n", + "HOSP_potassium_count 0\n", + "HOSP_potassium_min 20\n", + "HOSP_potassium_max 20\n", + "HOSP_potassium_abnormal_count 0\n", + "HOSP_calcium_count 0\n", + "HOSP_calcium_min 27\n", + "HOSP_calcium_max 27\n", + "HOSP_calcium_abnormal_count 0\n", + "HOSP_lact_count 0\n", + "HOSP_lact_abnormal_count 0\n", + "HOSP_chloride_count 0\n", + "HOSP_chloride_min 21\n", + "HOSP_chloride_max 21\n", + "HOSP_chloride_abnormal_count 0\n", + "HOSP_bun_count 0\n", + "HOSP_bun_min 23\n", + "HOSP_bun_max 23\n", + "HOSP_bun_abnormal_count 0\n", + "HOSP_creat_count 0\n", + "HOSP_creat_min 19\n", + "HOSP_creat_max 19\n", + "HOSP_creat_abnormal_count 0\n", + "HOSP_troponin_count 0\n", + "HOSP_troponin_abnormal_count 0\n", + "HOSP_CO2_count 0\n", + "HOSP_CO2_min 22\n", + "HOSP_CO2_max 22\n", + "HOSP_CO2_abnormal_count 0\n", + "HOSP_ast_count 0\n", + "HOSP_ast_abnormal_count 0\n", + "HOSP_alt_count 0\n", + "HOSP_alt_abnormal_count 0\n", + "HOSP_alkphos_count 0\n", + "HOSP_alkphos_abnormal_count 0\n", + "HOSP_lipase_count 0\n", + "HOSP_lipase_abnormal_count 0\n", + "HOSP_amylase_count 0\n", + "HOSP_amylase_abnormal_count 0\n", + "HOSP_hgb_count 0\n", + "HOSP_hgb_min 26\n", + "HOSP_hgb_max 26\n", + "HOSP_hgb_abnormal_count 0\n", + "dtype: int64" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "clean_dizzy_hosp_labs.isnull().sum()" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "id": "ac38ac21", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(44, 52) (44,)\n", + "(44, 53) (128, 53)\n" + ] + }, + { + "data": { + "text/plain": [ + "(172, 53)" + ] + }, + "execution_count": 42, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "imp_dizzy_hosp_labs = clean_and_impute(dizzy_hosp_labs,dizzy_hosp_labs.columns[1:],20)\n", + "imp_dizzy_hosp_labs.shape" + ] + }, + { + "cell_type": "markdown", + "id": "815b764f", + "metadata": {}, + "source": [ + "# Merge everything!\n", + "- use unimputed versions of all tables" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "66acb992", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(172, 194)\n", + "NoMOD 44\n", + "MOD 38\n", + "PMOD 12\n", + "CodingEr 6\n", + "Name: label, dtype: int64\n", + "(154, 195)\n", + "unknown 72\n", + "NoMOD 44\n", + "MOD 38\n", + "Name: label, dtype: int64\n" + ] + } + ], + "source": [ + "dizzy_all = pd.merge(clean_dizzy_cohort_1pp,dizzy_demo_coded,on='PtSSN')\n", + "dizzy_all = pd.merge(dizzy_all,clean_dizzy_EDvitals,on='PtSSN')\n", + "dizzy_all = pd.merge(dizzy_all,clean_dizzy_hosp_vitals,on='PtSSN')\n", + "dizzy_all = pd.merge(dizzy_all,dizzy_EDconsults,on='PtSSN')\n", + "dizzy_all = pd.merge(dizzy_all,dizzy_hosp_consults,on='PtSSN')\n", + "dizzy_all = pd.merge(dizzy_all,dizzy_EDimages,on='PtSSN')\n", + "dizzy_all = pd.merge(dizzy_all,dizzy_hosp_images,on='PtSSN')\n", + "dizzy_all = pd.merge(dizzy_all,bool_dizzy_rf_df,on='PtSSN')\n", + "dizzy_all = pd.merge(dizzy_all,clean_dizzy_EDlabs,on='PtSSN')\n", + "dizzy_all = pd.merge(dizzy_all,clean_dizzy_hosp_labs,on='PtSSN')\n", + "\n", + "print(dizzy_all.shape)\n", + "\n", + "dizzy_df, dizzy_labels_df = retrieveLabels_dizzy(dizzy_fname)\n", + "print(dizzy_labels_df.label.value_counts())\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "id": "86421c77", + "metadata": {}, + "source": [ + "# Use clinically relevant features from the tables for analysis\n", + "- clinical judgement provided by Andy Z" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "id": "1c188a20", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(172, 68)\n", + "(44, 55) (44,)\n", + "(44, 56) (128, 56)\n", + "(154, 57)\n", + "unknown 72\n", + "NoMOD 44\n", + "MOD 38\n", + "Name: label, dtype: int64\n" + ] + } + ], + "source": [ + "clinical_features= ['ed_duration_sum','hosp_stay_sum',\n", + " 'ed_first_inp_delta_min',\n", + " 'age_at_index_visit', 'Systolic_max', 'Systolic_min',\n", + " 'Systolic_first', 'Diastolic_max', 'Diastolic_min',\n", + " 'Diastolic_first', 'PULSE_max', 'PULSE_min',\n", + " 'PULSE_first', 'TEMPERATURE_max', 'TEMPERATURE_min',\n", + " 'TEMPERATURE_first', 'HOSP_Systolic_max',\n", + " 'HOSP_Systolic_min', 'HOSP_Systolic_first', \n", + " 'HOSP_Diastolic_max', 'HOSP_Diastolic_min', 'HOSP_Diastolic_first',\n", + " 'HOSP_PULSE_max', 'HOSP_PULSE_min',\n", + " 'HOSP_PULSE_first', 'HOSP_TEMPERATURE_max',\n", + " 'HOSP_TEMPERATURE_min', 'HOSP_TEMPERATURE_first', \n", + " 'ED_NEUROLOGY','ED_TELEPHONE/NEUROLOGY','HOSP_NEUROLOGY', 'HOSP_TELEPHONE/NEUROLOGY',\n", + " 'mri_count','hosp_mri_count','Atrial fibrillation', 'Coronary artery disease (CAD)',\n", + " 'Diabetes', 'Hx of stroke or TIA','Hypertension', \n", + " 'Occlusion/Stenosis of cerebral or precerebral artery','Hx aneurysm',\n", + " 'ED_WBC_min', 'ED_WBC_max','ED_WBC_abnormal_count',\n", + " 'ED_CO2_count','ED_CO2_min','ED_CO2_max', 'ED_CO2_abnormal_count',\n", + " 'ED_lact_count', 'ED_lact_abnormal_count',\n", + " 'ED_glucose_min','ED_creat_max','ED_troponin_abnormal_count','ED_hgb_min',\n", + " 'HOSP_WBC_min', 'HOSP_WBC_max','HOSP_WBC_abnormal_count',\n", + " 'HOSP_CO2_count','HOSP_CO2_min', 'HOSP_CO2_max', 'HOSP_CO2_abnormal_count',\n", + " 'HOSP_lact_count','HOSP_lact_abnormal_count',\n", + " 'HOSP_hgb_min', 'HOSP_creat_max','HOSP_troponin_abnormal_count',\n", + " 'HOSP_glucose_min']\n", + "\n", + "datadf = dizzy_all.loc[:,['PtSSN'] + clinical_features]\n", + "print(datadf.shape)\n", + "# clean and impute the datadf\n", + "imp_datadf = clean_and_impute(datadf,datadf.columns[1:-1],10)\n", + "\n", + "# get the labeled dizzy_all (no completions)\n", + "dizzy_all_labeled = pd.merge(imp_datadf,dizzy_labels_df,on='PtSSN',how='left')\n", + "dizzy_all_labeled.label.fillna('unknown',inplace=True)\n", + "dizzy_all_labeled_nm = dizzy_all_labeled[dizzy_all_labeled.label.isin(['NoMOD','MOD','unknown'])]\n", + "print(dizzy_all_labeled_nm.shape)\n", + "print(dizzy_all_labeled_nm.label.value_counts())" + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "id": "1b271278", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['ed_duration_sum',\n", + " 'ed_first_inp_delta_min',\n", + " 'Systolic_max',\n", + " 'Systolic_first',\n", + " 'Diastolic_max',\n", + " 'Diastolic_first',\n", + " 'HOSP_Systolic_max',\n", + " 'HOSP_Diastolic_max',\n", + " 'Atrial fibrillation',\n", + " 'Hx aneurysm',\n", + " 'ED_WBC_abnormal_count',\n", + " 'HOSP_lact_abnormal_count']" + ] + }, + "execution_count": 70, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sig_fields" + ] + }, + { + "cell_type": "code", + "execution_count": 73, + "id": "6dd07880", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['PtSSN', 'ed_duration_sum', 'hosp_stay_sum', 'ed_first_inp_delta_min',\n", + " 'age_at_index_visit', 'Systolic_max', 'Systolic_min', 'Systolic_first',\n", + " 'Diastolic_max', 'Diastolic_min', 'Diastolic_first', 'PULSE_max',\n", + " 'PULSE_min', 'PULSE_first', 'TEMPERATURE_max', 'TEMPERATURE_min',\n", + " 'TEMPERATURE_first', 'HOSP_Systolic_max', 'HOSP_Systolic_min',\n", + " 'HOSP_Systolic_first', 'HOSP_Diastolic_max', 'HOSP_Diastolic_min',\n", + " 'HOSP_Diastolic_first', 'HOSP_PULSE_max', 'HOSP_PULSE_min',\n", + " 'HOSP_PULSE_first', 'HOSP_TEMPERATURE_max', 'HOSP_TEMPERATURE_min',\n", + " 'HOSP_TEMPERATURE_first', 'ED_NEUROLOGY', 'ED_TELEPHONE/NEUROLOGY',\n", + " 'HOSP_NEUROLOGY', 'HOSP_TELEPHONE/NEUROLOGY', 'mri_count',\n", + " 'hosp_mri_count', 'Atrial fibrillation',\n", + " 'Coronary artery disease (CAD)', 'Diabetes', 'Hx of stroke or TIA',\n", + " 'Hypertension', 'Occlusion/Stenosis of cerebral or precerebral artery',\n", + " 'Hx aneurysm', 'ED_WBC_abnormal_count', 'ED_CO2_count',\n", + " 'ED_CO2_abnormal_count', 'ED_lact_count', 'ED_lact_abnormal_count',\n", + " 'ED_glucose_min', 'ED_troponin_abnormal_count',\n", + " 'HOSP_WBC_abnormal_count', 'HOSP_CO2_count', 'HOSP_CO2_abnormal_count',\n", + " 'HOSP_lact_count', 'HOSP_lact_abnormal_count',\n", + " 'HOSP_troponin_abnormal_count', 'HOSP_glucose_min', 'label'],\n", + " dtype='object')" + ] + }, + "execution_count": 73, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dizzy_all_labeled_nm.columns" + ] + }, + { + "cell_type": "code", + "execution_count": 78, + "id": "a82bd778", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(154, 15)\n", + "(154, 13) (154,)\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# UMAP with Andy features\n", + "\n", + "tmp = dizzy_all_labeled_nm[sig_fields + ['TEMPERATURE_max','HOSP_CO2_abnormal_count'] + ['label']]\n", + "print(tmp.shape)\n", + "\n", + "X = tmp.iloc[:,1:-1]\n", + "y = tmp['label']\n", + "\n", + "print(X.shape,y.shape)\n", + "label_list = list(tmp.label.value_counts().index)\n", + "u = umap_plot_label(X,y,1,7,['NoMOD','unknown','MOD'],'upper left');\n" + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "id": "d2d77095", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 1\n", + "unknown 10\n", + "NoMOD 7\n", + "MOD 2\n", + "Name: label, dtype: int64\n", + "Cluster 2\n", + "unknown 38\n", + "MOD 19\n", + "NoMOD 18\n", + "Name: label, dtype: int64\n", + "Cluster 3\n", + "unknown 24\n", + "NoMOD 19\n", + "MOD 17\n", + "Name: label, dtype: int64\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "clust = cluster_umap(u,3,tmp,'upper left')" + ] + }, + { + "cell_type": "code", + "execution_count": 82, + "id": "5b495479", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(82, 13) (82,)\n", + "Best C = 5.736152510448681\n", + "(82, 13) (82,)\n", + "AUC = 0.6977678571428572 0.15323604866958349\n", + "F1 = 0.7000869821612856 0.14659199258886002\n", + "Accuracy = 0.7051470588235295 0.14386983496120617\n", + "Confusion matrix:\n", + "[[30 14]\n", + " [12 26]]\n", + "13 features chosen by L1 model.\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# a logistic regression model on ttest selected features\n", + "\n", + "bin_tmp = tmp[tmp.label.isin(['MOD','NoMOD'])]\n", + "X = bin_tmp.iloc[:,1:-1]\n", + "yy = bin_tmp['label']\n", + "y = np.array([1 if (x=='MOD') else 0 for x in yy])\n", + "print(X.shape,y.shape)\n", + "clf = tune_model(X,y)\n", + "print('Best C = ',clf.best_params_['C'])\n", + "\n", + "logreg, select_feats = build_L1_model(X,y,clf.best_params_['C'])\n", + "plt.figure()\n", + "visualize_model(logreg,select_feats)" + ] + }, + { + "cell_type": "code", + "execution_count": 83, + "id": "e7214aa9", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(82, 13) (82,)\n", + "0.5717261904761906 0.15422538768504088\n", + "[[38 6]\n", + " [ 1 37]]\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 83, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# single decision tree\n", + "\n", + "\n", + "\n", + "\n", + "X = bin_tmp.iloc[:,1:-1]\n", + "yy = bin_tmp['label']\n", + "y = np.array([1 if (x=='MOD') else 0 for x in yy])\n", + "print(X.shape,y.shape)\n", + "\n", + "from sklearn.tree import DecisionTreeClassifier\n", + "\n", + "clf = DecisionTreeClassifier(random_state=0,max_depth=4)\n", + "scores = cross_val_score(clf,X,y,cv=5,scoring='roc_auc')\n", + "print(scores.mean(),scores.std())\n", + "clf.fit(X,y)\n", + "\n", + "ypred = clf.predict(X)\n", + "print(metrics.confusion_matrix(y,ypred))\n", + "featimp_dt = pd.DataFrame(clf.feature_importances_,index=X.columns,columns=['Importance'])\n", + "featimp_dt.sort_values(by='Importance',ascending=False,inplace=True)\n", + "featimp_dt[featimp_dt.Importance > 0].plot(kind='bar')" + ] + }, + { + "cell_type": "code", + "execution_count": 86, + "id": "00851ebf", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[7 2]\n", + " [4 4]]\n" + ] + }, + { + "data": { + "text/plain": [ + "(array([0, 1]), array([9, 8], dtype=int64))" + ] + }, + "execution_count": 86, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# do a train-test split to understand the nature of the overfitting\n", + "from sklearn.model_selection import train_test_split\n", + "\n", + "Xtrain,Xtest,ytrain,ytest = train_test_split(X,y,test_size=0.2,stratify=y)\n", + "\n", + "\n", + "\n", + "clf = DecisionTreeClassifier(random_state=0,max_depth=6)\n", + "clf.fit(Xtrain,ytrain)\n", + "\n", + "ypred = clf.predict(Xtest)\n", + "print(metrics.confusion_matrix(ytest,ypred))\n", + "\n", + "np.unique(ytest,return_counts=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 88, + "id": "4755becf", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(154, 7) (154,)\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# what is the UMAP like on these five features?\n", + "dt_feats = featimp_dt[featimp_dt.Importance > 0].index\n", + "\n", + "utmp = dizzy_all_labeled_nm.loc[:,list(dt_feats) + ['label']].dropna()\n", + "uX = utmp.iloc[:,:-1]\n", + "uy = utmp['label']\n", + "\n", + "print(uX.shape,uy.shape)\n", + "label_list = list(utmp.label.value_counts().index)\n", + "u = umap_plot_label(uX,uy,1,4,label_list,'upper right');\n" + ] + }, + { + "cell_type": "code", + "execution_count": 89, + "id": "c83bdb86", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 1\n", + "unknown 16\n", + "NoMOD 11\n", + "MOD 10\n", + "Name: label, dtype: int64\n", + "Cluster 2\n", + "unknown 13\n", + "MOD 11\n", + "NoMOD 3\n", + "Name: label, dtype: int64\n", + "Cluster 3\n", + "unknown 19\n", + "NoMOD 12\n", + "MOD 5\n", + "Name: label, dtype: int64\n", + "Cluster 4\n", + "unknown 10\n", + "MOD 5\n", + "NoMOD 4\n", + "Name: label, dtype: int64\n", + "Cluster 5\n", + "NoMOD 14\n", + "unknown 14\n", + "MOD 7\n", + "Name: label, dtype: int64\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "clust = cluster_umap(u,5, utmp,'upper right')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b94bf9f6", + "metadata": {}, + "outputs": [], + "source": [ + "analyze_clusters(clust,dizzy_all_labeled_nm,dt_feats) " + ] + }, + { + "cell_type": "code", + "execution_count": 101, + "id": "9a10dfd6", + "metadata": {}, + "outputs": [ + { + "ename": "AttributeError", + "evalue": "'Series' object has no attribute 'columns'", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mAttributeError\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mfeatimp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[1;32m~\\Miniconda3\\envs\\ahrq\\lib\\site-packages\\pandas\\core\\generic.py\u001b[0m in \u001b[0;36m__getattr__\u001b[1;34m(self, name)\u001b[0m\n\u001b[0;32m 5137\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_info_axis\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_can_hold_identifiers_and_holds_name\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mname\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 5138\u001b[0m \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mname\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 5139\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0mobject\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__getattribute__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mname\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 5140\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 5141\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0m__setattr__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mname\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mstr\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mvalue\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m->\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;31mAttributeError\u001b[0m: 'Series' object has no attribute 'columns'" + ] + } + ], + "source": [ + "featimp.columns" + ] + }, + { + "cell_type": "code", + "execution_count": 104, + "id": "2de9f218", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(82, 13) (82,)\n" + ] + }, + { + "data": { + "text/plain": [ + "array([[37, 7],\n", + " [ 7, 31]], dtype=int64)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "AUC = 0.8283492822966507 F1 = 0.8157894736842104\n", + "0.6529017857142858 0.1582288789123231\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from sklearn.ensemble import RandomForestClassifier\n", + "rf = RandomForestClassifier(n_estimators=5,max_depth=4)\n", + "\n", + "#X = tmp[sig_fields]\n", + "X = bin_tmp.iloc[:,1:-1]\n", + "yy = bin_tmp['label']\n", + "\n", + "y = np.array([1 if x=='MOD' else 0 for x in yy])\n", + "print(X.shape,y.shape)\n", + "rf.fit(X,y)\n", + "\n", + "ypred = rf.predict(X)\n", + "display(metrics.confusion_matrix(y,ypred))\n", + "print('AUC = ',metrics.roc_auc_score(y,ypred), 'F1 = ',metrics.f1_score(y,ypred))\n", + "featimp = pd.Series(rf.feature_importances_,index=X.columns).sort_values(ascending=False)\n", + "featimp = featimp.reset_index()\n", + "featimp.columns=['Feature','Importance']\n", + "import seaborn as sns\n", + "\n", + "plt.figure(figsize=(15,6))\n", + "myplot = sns.barplot(data=featimp, x = \"Feature\", y = \"Importance\")\n", + "myplot.set_xticklabels(myplot.get_xticklabels(),rotation = 90);\n", + "\n", + "# run 5 fold CV\n", + "from sklearn.model_selection import cross_val_score\n", + "\n", + "rf = RandomForestClassifier(n_estimators=5,max_depth=4)\n", + "\n", + "scores = cross_val_score(rf,X,y,cv=5,scoring='roc_auc')\n", + "print(np.mean(scores),np.std(scores))" + ] + }, + { + "cell_type": "markdown", + "id": "6bd1baa7", + "metadata": {}, + "source": [ + "# Does adding some NE testing features help?\n" + ] + }, + { + "cell_type": "markdown", + "id": "36a44a2f", + "metadata": {}, + "source": [ + "# Using ttest to find significant features" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "id": "3d92b876", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "55 (154, 57)\n" + ] + } + ], + "source": [ + "ftypes = 34 *['c'] + 7 * ['d'] + 14*['c']\n", + "print(len(ftypes),dizzy_all_labeled_nm.shape)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "id": "75c6ba93", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['ed_duration_sum', 'hosp_stay_sum', 'ed_first_inp_delta_min',\n", + " 'age_at_index_visit', 'Systolic_max', 'Systolic_min', 'Systolic_first',\n", + " 'Diastolic_max', 'Diastolic_min', 'Diastolic_first', 'PULSE_max',\n", + " 'PULSE_min', 'PULSE_first', 'TEMPERATURE_max', 'TEMPERATURE_min',\n", + " 'TEMPERATURE_first', 'HOSP_Systolic_max', 'HOSP_Systolic_min',\n", + " 'HOSP_Systolic_first', 'HOSP_Diastolic_max', 'HOSP_Diastolic_min',\n", + " 'HOSP_Diastolic_first', 'HOSP_PULSE_max', 'HOSP_PULSE_min',\n", + " 'HOSP_PULSE_first', 'HOSP_TEMPERATURE_max', 'HOSP_TEMPERATURE_min',\n", + " 'HOSP_TEMPERATURE_first', 'ED_NEUROLOGY', 'ED_TELEPHONE/NEUROLOGY',\n", + " 'HOSP_NEUROLOGY', 'HOSP_TELEPHONE/NEUROLOGY', 'mri_count',\n", + " 'hosp_mri_count', 'Atrial fibrillation',\n", + " 'Coronary artery disease (CAD)', 'Diabetes', 'Hx of stroke or TIA',\n", + " 'Hypertension', 'Occlusion/Stenosis of cerebral or precerebral artery',\n", + " 'Hx aneurysm', 'ED_WBC_abnormal_count', 'ED_CO2_count',\n", + " 'ED_CO2_abnormal_count', 'ED_lact_count', 'ED_lact_abnormal_count',\n", + " 'ED_glucose_min', 'ED_troponin_abnormal_count',\n", + " 'HOSP_WBC_abnormal_count', 'HOSP_CO2_count', 'HOSP_CO2_abnormal_count',\n", + " 'HOSP_lact_count', 'HOSP_lact_abnormal_count',\n", + " 'HOSP_troponin_abnormal_count', 'HOSP_glucose_min'],\n", + " dtype='object')" + ] + }, + "execution_count": 65, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dizzy_all_labeled_nm.columns[1:-1]" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "id": "9ea68674", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "['ed_duration_sum',\n", + " 'ed_first_inp_delta_min',\n", + " 'Systolic_max',\n", + " 'Systolic_first',\n", + " 'Diastolic_max',\n", + " 'Diastolic_first',\n", + " 'HOSP_Systolic_max',\n", + " 'HOSP_Diastolic_max',\n", + " 'Atrial fibrillation',\n", + " 'Hx aneurysm',\n", + " 'ED_WBC_abnormal_count',\n", + " 'HOSP_lact_abnormal_count']" + ] + }, + "execution_count": 67, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# find a subset of the useful features and then UMAP it.\n", + "sig_fields = ttest_fields(dizzy_all_labeled_nm,dizzy_all_labeled_nm.columns[1:-1],ftypes,show=False)\n", + "sig_fields" + ] + }, + { + "cell_type": "code", + "execution_count": 84, + "id": "e99b0ab9", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['ed_duration_sum', 'ed_first_inp_delta_min', 'CARDIOLOGY', 'NEUROLOGY', 'TELEPHONE/NEUROLOGY', 'Atrial fibrillation', 'Diabetes', 'Hx aneurysm', 'ED_WBC_abnormal_count', 'ED_glucose_count', 'ED_glucose_abnormal_count', 'ED_albumin_abnormal_count', 'ED_calcium_count', 'ED_lact_count', 'ED_troponin_count', 'ED_troponin_abnormal_count', 'ED_ast_abnormal_count', 'ED_alkphos_abnormal_count', 'ED_amylase_count', 'ED_hgb_abnormal_count', 'HOSP_WBC_abnormal_count', 'HOSP_potassium_count', 'HOSP_potassium_abnormal_count', 'HOSP_calcium_abnormal_count', 'HOSP_lact_count', 'HOSP_lact_abnormal_count', 'HOSP_chloride_count', 'HOSP_chloride_abnormal_count', 'HOSP_bun_count', 'HOSP_bun_abnormal_count', 'HOSP_creat_count', 'HOSP_creat_abnormal_count', 'HOSP_CO2_count', 'HOSP_CO2_abnormal_count', 'HOSP_ast_abnormal_count', 'HOSP_alkphos_count', 'HOSP_hgb_count', 'HOSP_hgb_abnormal_count']\n" + ] + }, + { + "data": { + "text/plain": [ + "Series([], dtype: int64)" + ] + }, + "execution_count": 84, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "print(sig_fields)\n", + "c = dizzy_all_labeled_nm[sig_fields].isnull().sum()\n", + "c[c> 10]" + ] + }, + { + "cell_type": "code", + "execution_count": 85, + "id": "fe8e2489", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(79, 38)\n", + "(79, 38)\n" + ] + } + ], + "source": [ + "print(dizzy_all_labeled_nm[sig_fields].shape)\n", + "print(dizzy_all_labeled_nm[sig_fields].dropna().shape)" + ] + }, + { + "cell_type": "markdown", + "id": "d2714c53", + "metadata": {}, + "source": [ + "# UMAP dizzy_all\n", + "- find ttest significant fields first\n", + "- then UMAP the dataset" + ] + }, + { + "cell_type": "code", + "execution_count": 204, + "id": "90881ca0", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[]\n" + ] + }, + { + "data": { + "text/plain": [ + "(44, 182)" + ] + }, + "execution_count": 204, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# drop those fields which have more than 10 values missing\n", + "c = dizzy_all_labeled_nm[sig_fields].isnull().sum()\n", + "many_nas = list(c[c > 9].index)\n", + "print(many_nas)\n", + "\n", + "fewna_fields = [x for x in dizzy_all_labeled_nm.columns[1:] if x not in many_nas ]\n", + "dizzy_all_labeled_nm[fewna_fields].dropna().shape" + ] + }, + { + "cell_type": "code", + "execution_count": 86, + "id": "83a8abbe", + "metadata": {}, + "outputs": [], + "source": [ + "sirs_fields = ['TEMPERATURE_max','PULSE_max','RESPIRATION_max','HOSP_TEMPERATURE_max','HOSP_PULSE_max']\n", + "# what are others?" + ] + }, + { + "cell_type": "code", + "execution_count": 110, + "id": "452bc0d0", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(68, 44)\n", + "(68, 42) (68,)\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# need to drop NA on dizzy_all_labeled\n", + "tmp = dizzy_all_labeled_nm[sig_fields + sirs_fields + ['label']].dropna()\n", + "#tmp = dizzy_all_labeled_nm[fewna_fields].dropna()\n", + "print(tmp.shape)\n", + "\n", + "X = tmp.iloc[:,1:-1]\n", + "y = tmp['label']\n", + "\n", + "print(X.shape,y.shape)\n", + "label_list = list(tmp.label.value_counts().index)\n", + "u = umap_plot_label(X,y,1,4,label_list,'upper right');\n" + ] + }, + { + "cell_type": "code", + "execution_count": 93, + "id": "ff5cf504", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 1\n", + "NoMOD 3\n", + "MOD 2\n", + "Name: label, dtype: int64\n", + "Cluster 2\n", + "NoMOD 9\n", + "MOD 3\n", + "Name: label, dtype: int64\n", + "Cluster 3\n", + "NoMOD 9\n", + "MOD 5\n", + "Name: label, dtype: int64\n", + "Cluster 4\n", + "NoMOD 8\n", + "MOD 6\n", + "Name: label, dtype: int64\n", + "Cluster 5\n", + "MOD 10\n", + "NoMOD 3\n", + "Name: label, dtype: int64\n", + "Cluster 6\n", + "MOD 6\n", + "NoMOD 4\n", + "Name: label, dtype: int64\n", + "median statistics of cluster 1\n", + "NoMOD 3\n", + "MOD 2\n", + "Name: label, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "ed_duration_sum 3.410556\n", + "ed_first_inp_delta_min 4.402697\n", + "CARDIOLOGY 0.000000\n", + "NEUROLOGY 0.000000\n", + "TELEPHONE/NEUROLOGY 0.000000\n", + "Atrial fibrillation 0.000000\n", + "Diabetes 0.000000\n", + "Hx aneurysm 0.000000\n", + "ED_WBC_abnormal_count 0.000000\n", + "ED_glucose_count 1.000000\n", + "ED_glucose_abnormal_count 1.000000\n", + "ED_albumin_abnormal_count 0.000000\n", + "ED_calcium_count 1.000000\n", + "ED_lact_count 0.000000\n", + "ED_troponin_count 0.000000\n", + "ED_troponin_abnormal_count 0.000000\n", + "ED_ast_abnormal_count 0.000000\n", + "ED_alkphos_abnormal_count 0.000000\n", + "ED_amylase_count 0.000000\n", + "ED_hgb_abnormal_count 1.000000\n", + "HOSP_WBC_abnormal_count 0.000000\n", + "HOSP_potassium_count 2.000000\n", + "HOSP_potassium_abnormal_count 1.000000\n", + "HOSP_calcium_abnormal_count 0.000000\n", + "HOSP_lact_count 0.000000\n", + "HOSP_lact_abnormal_count 0.000000\n", + "HOSP_chloride_count 2.000000\n", + "HOSP_chloride_abnormal_count 0.000000\n", + "HOSP_bun_count 2.000000\n", + "HOSP_bun_abnormal_count 0.000000\n", + "HOSP_creat_count 2.000000\n", + "HOSP_creat_abnormal_count 0.000000\n", + "HOSP_CO2_count 2.000000\n", + "HOSP_CO2_abnormal_count 0.000000\n", + "HOSP_ast_abnormal_count 0.000000\n", + "HOSP_alkphos_count 0.000000\n", + "HOSP_hgb_count 2.000000\n", + "HOSP_hgb_abnormal_count 1.000000\n", + "TEMPERATURE_max 97.500000\n", + "PULSE_max 70.000000\n", + "RESPIRATION_max 16.000000\n", + "HOSP_TEMPERATURE_max 98.900000\n", + "HOSP_PULSE_max 95.000000\n", + "dtype: float64" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "median statistics of cluster 2\n", + "NoMOD 9\n", + "MOD 3\n", + "Name: label, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "ed_duration_sum 5.277222\n", + "ed_first_inp_delta_min 21.377431\n", + "CARDIOLOGY 0.000000\n", + "NEUROLOGY 0.000000\n", + "TELEPHONE/NEUROLOGY 0.000000\n", + "Atrial fibrillation 0.000000\n", + "Diabetes 1.000000\n", + "Hx aneurysm 0.000000\n", + "ED_WBC_abnormal_count 0.000000\n", + "ED_glucose_count 1.000000\n", + "ED_glucose_abnormal_count 1.000000\n", + "ED_albumin_abnormal_count 0.000000\n", + "ED_calcium_count 1.000000\n", + "ED_lact_count 0.000000\n", + "ED_troponin_count 0.000000\n", + "ED_troponin_abnormal_count 0.000000\n", + "ED_ast_abnormal_count 0.000000\n", + "ED_alkphos_abnormal_count 0.000000\n", + "ED_amylase_count 0.000000\n", + "ED_hgb_abnormal_count 0.000000\n", + "HOSP_WBC_abnormal_count 0.000000\n", + "HOSP_potassium_count 1.000000\n", + "HOSP_potassium_abnormal_count 0.000000\n", + "HOSP_calcium_abnormal_count 0.000000\n", + "HOSP_lact_count 0.000000\n", + "HOSP_lact_abnormal_count 0.000000\n", + "HOSP_chloride_count 1.000000\n", + "HOSP_chloride_abnormal_count 0.000000\n", + "HOSP_bun_count 1.000000\n", + "HOSP_bun_abnormal_count 0.000000\n", + "HOSP_creat_count 1.000000\n", + "HOSP_creat_abnormal_count 0.000000\n", + "HOSP_CO2_count 1.000000\n", + "HOSP_CO2_abnormal_count 0.000000\n", + "HOSP_ast_abnormal_count 0.000000\n", + "HOSP_alkphos_count 0.000000\n", + "HOSP_hgb_count 1.000000\n", + "HOSP_hgb_abnormal_count 0.000000\n", + "TEMPERATURE_max 97.650000\n", + "PULSE_max 72.000000\n", + "RESPIRATION_max 18.000000\n", + "HOSP_TEMPERATURE_max 98.550000\n", + "HOSP_PULSE_max 78.500000\n", + "dtype: float64" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "median statistics of cluster 3\n", + "NoMOD 9\n", + "MOD 5\n", + "Name: label, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "ed_duration_sum 4.373472\n", + "ed_first_inp_delta_min 10.415619\n", + "CARDIOLOGY 0.000000\n", + "NEUROLOGY 0.000000\n", + "TELEPHONE/NEUROLOGY 0.000000\n", + "Atrial fibrillation 0.000000\n", + "Diabetes 1.000000\n", + "Hx aneurysm 0.000000\n", + "ED_WBC_abnormal_count 0.000000\n", + "ED_glucose_count 1.000000\n", + "ED_glucose_abnormal_count 1.000000\n", + "ED_albumin_abnormal_count 0.000000\n", + "ED_calcium_count 1.000000\n", + "ED_lact_count 0.000000\n", + "ED_troponin_count 0.000000\n", + "ED_troponin_abnormal_count 0.000000\n", + "ED_ast_abnormal_count 0.000000\n", + "ED_alkphos_abnormal_count 0.000000\n", + "ED_amylase_count 0.000000\n", + "ED_hgb_abnormal_count 0.000000\n", + "HOSP_WBC_abnormal_count 0.000000\n", + "HOSP_potassium_count 2.000000\n", + "HOSP_potassium_abnormal_count 0.000000\n", + "HOSP_calcium_abnormal_count 0.000000\n", + "HOSP_lact_count 0.000000\n", + "HOSP_lact_abnormal_count 0.000000\n", + "HOSP_chloride_count 2.000000\n", + "HOSP_chloride_abnormal_count 0.000000\n", + "HOSP_bun_count 2.000000\n", + "HOSP_bun_abnormal_count 0.000000\n", + "HOSP_creat_count 2.000000\n", + "HOSP_creat_abnormal_count 0.000000\n", + "HOSP_CO2_count 2.000000\n", + "HOSP_CO2_abnormal_count 0.000000\n", + "HOSP_ast_abnormal_count 0.000000\n", + "HOSP_alkphos_count 1.000000\n", + "HOSP_hgb_count 1.500000\n", + "HOSP_hgb_abnormal_count 1.000000\n", + "TEMPERATURE_max 98.100000\n", + "PULSE_max 97.000000\n", + "RESPIRATION_max 18.000000\n", + "HOSP_TEMPERATURE_max 98.600000\n", + "HOSP_PULSE_max 99.000000\n", + "dtype: float64" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "median statistics of cluster 4\n", + "NoMOD 8\n", + "MOD 6\n", + "Name: label, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "ed_duration_sum 4.075139\n", + "ed_first_inp_delta_min 8.828490\n", + "CARDIOLOGY 0.000000\n", + "NEUROLOGY 0.000000\n", + "TELEPHONE/NEUROLOGY 0.000000\n", + "Atrial fibrillation 0.000000\n", + "Diabetes 1.000000\n", + "Hx aneurysm 0.000000\n", + "ED_WBC_abnormal_count 0.000000\n", + "ED_glucose_count 1.000000\n", + "ED_glucose_abnormal_count 1.000000\n", + "ED_albumin_abnormal_count 0.000000\n", + "ED_calcium_count 1.000000\n", + "ED_lact_count 0.000000\n", + "ED_troponin_count 0.000000\n", + "ED_troponin_abnormal_count 0.000000\n", + "ED_ast_abnormal_count 0.000000\n", + "ED_alkphos_abnormal_count 0.000000\n", + "ED_amylase_count 0.000000\n", + "ED_hgb_abnormal_count 0.000000\n", + "HOSP_WBC_abnormal_count 0.000000\n", + "HOSP_potassium_count 7.000000\n", + "HOSP_potassium_abnormal_count 0.000000\n", + "HOSP_calcium_abnormal_count 0.000000\n", + "HOSP_lact_count 0.000000\n", + "HOSP_lact_abnormal_count 0.000000\n", + "HOSP_chloride_count 7.000000\n", + "HOSP_chloride_abnormal_count 0.500000\n", + "HOSP_bun_count 7.000000\n", + "HOSP_bun_abnormal_count 4.000000\n", + "HOSP_creat_count 7.000000\n", + "HOSP_creat_abnormal_count 4.000000\n", + "HOSP_CO2_count 7.000000\n", + "HOSP_CO2_abnormal_count 1.500000\n", + "HOSP_ast_abnormal_count 0.000000\n", + "HOSP_alkphos_count 1.000000\n", + "HOSP_hgb_count 5.500000\n", + "HOSP_hgb_abnormal_count 3.000000\n", + "TEMPERATURE_max 98.200000\n", + "PULSE_max 85.500000\n", + "RESPIRATION_max 18.000000\n", + "HOSP_TEMPERATURE_max 98.800000\n", + "HOSP_PULSE_max 94.000000\n", + "dtype: float64" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "median statistics of cluster 5\n", + "MOD 10\n", + "NoMOD 3\n", + "Name: label, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "ed_duration_sum 3.030833\n", + "ed_first_inp_delta_min 7.877546\n", + "CARDIOLOGY 0.000000\n", + "NEUROLOGY 0.000000\n", + "TELEPHONE/NEUROLOGY 0.000000\n", + "Atrial fibrillation 0.000000\n", + "Diabetes 0.000000\n", + "Hx aneurysm 0.000000\n", + "ED_WBC_abnormal_count 0.000000\n", + "ED_glucose_count 1.000000\n", + "ED_glucose_abnormal_count 1.000000\n", + "ED_albumin_abnormal_count 0.000000\n", + "ED_calcium_count 1.000000\n", + "ED_lact_count 0.000000\n", + "ED_troponin_count 0.000000\n", + "ED_troponin_abnormal_count 0.000000\n", + "ED_ast_abnormal_count 0.000000\n", + "ED_alkphos_abnormal_count 0.000000\n", + "ED_amylase_count 0.000000\n", + "ED_hgb_abnormal_count 0.000000\n", + "HOSP_WBC_abnormal_count 0.000000\n", + "HOSP_potassium_count 3.000000\n", + "HOSP_potassium_abnormal_count 0.000000\n", + "HOSP_calcium_abnormal_count 0.000000\n", + "HOSP_lact_count 0.000000\n", + "HOSP_lact_abnormal_count 0.000000\n", + "HOSP_chloride_count 3.000000\n", + "HOSP_chloride_abnormal_count 0.000000\n", + "HOSP_bun_count 3.000000\n", + "HOSP_bun_abnormal_count 0.000000\n", + "HOSP_creat_count 3.000000\n", + "HOSP_creat_abnormal_count 0.000000\n", + "HOSP_CO2_count 3.000000\n", + "HOSP_CO2_abnormal_count 0.000000\n", + "HOSP_ast_abnormal_count 0.000000\n", + "HOSP_alkphos_count 0.000000\n", + "HOSP_hgb_count 2.000000\n", + "HOSP_hgb_abnormal_count 0.000000\n", + "TEMPERATURE_max 98.300000\n", + "PULSE_max 65.000000\n", + "RESPIRATION_max 18.000000\n", + "HOSP_TEMPERATURE_max 98.500000\n", + "HOSP_PULSE_max 78.000000\n", + "dtype: float64" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "clust = cluster_umap(u,6,tmp[sig_fields+sirs_fields + ['label']],'upper right')\n", + "analyze_clusters(clust,tmp[sig_fields+sirs_fields+['label']],sig_fields+sirs_fields) \n", + "#clust = cluster_umap(u,5,tmp,'upper left')\n", + "#analyze_clusters(clust,tmp,tmp.columns[1:-1]) " + ] + }, + { + "cell_type": "code", + "execution_count": 94, + "id": "1463f485", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(68, 42) (68,)\n", + "Best C = 0.07880462815669913\n", + "(68, 42) (68,)\n", + "AUC = 0.6941326530612244 0.22870128367160092\n", + "F1 = 0.6954670329670329 0.21114945679470146\n", + "Accuracy = 0.7043956043956044 0.19884948635195643\n", + "Confusion matrix:\n", + "[[27 9]\n", + " [ 8 24]]\n", + "7 features chosen by L1 model.\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# a logistic regression model on ttest selected features\n", + "X = tmp.iloc[:,1:-1]\n", + "yy = tmp['label']\n", + "y = np.array([1 if (x=='MOD') else 0 for x in yy])\n", + "print(X.shape,y.shape)\n", + "clf = tune_model(X,y)\n", + "print('Best C = ',clf.best_params_['C'])\n", + "\n", + "logreg, select_feats = build_L1_model(X,y,clf.best_params_['C'])\n", + "plt.figure()\n", + "visualize_model(logreg,select_feats)" + ] + }, + { + "cell_type": "code", + "execution_count": 95, + "id": "07e66566", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[31, 5],\n", + " [ 2, 30]], dtype=int64)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "AUC = 0.8993055555555556 F1 = 0.8955223880597014\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\VHAHOUSubraD\\Miniconda3\\envs\\ahrq\\lib\\site-packages\\seaborn\\_decorators.py:36: FutureWarning: Pass the following variables as keyword args: x, y. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n", + " warnings.warn(\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from sklearn.ensemble import RandomForestClassifier\n", + "rf = RandomForestClassifier(n_estimators=10,max_depth=4)\n", + "\n", + "#X = tmp[sig_fields]\n", + "X = tmp.iloc[:,1:-1]\n", + "yy = tmp['label']\n", + "\n", + "y = np.array([1 if x=='MOD' else 0 for x in yy])\n", + "rf.fit(X,y)\n", + "\n", + "ypred = rf.predict(X)\n", + "display(metrics.confusion_matrix(y,ypred))\n", + "print('AUC = ',metrics.roc_auc_score(y,ypred), 'F1 = ',metrics.f1_score(y,ypred))\n", + "featimp = pd.Series(rf.feature_importances_,index=X.columns).sort_values(ascending=False)\n", + "import seaborn as sns\n", + "\n", + "plt.figure(figsize=(15,6))\n", + "myplot = sns.barplot(featimp[featimp.values > 0].index,featimp[featimp.values > 0].values)\n", + "myplot.set_xticklabels(myplot.get_xticklabels(),rotation = 90);" + ] + }, + { + "cell_type": "code", + "execution_count": 113, + "id": "ef608dd3", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.6729591836734693 0.08558934312424323\n" + ] + } + ], + "source": [ + "# run 5 fold CV\n", + "from sklearn.model_selection import cross_val_score\n", + "\n", + "rf = RandomForestClassifier(n_estimators=10,max_depth=4)\n", + "\n", + "scores = cross_val_score(rf,X,y,cv=5,scoring='roc_auc')\n", + "print(np.mean(scores),np.std(scores))" + ] + }, + { + "cell_type": "code", + "execution_count": 109, + "id": "bd51e7ae", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(68, 44)\n", + "NoMOD 36\n", + "MOD 32\n", + "Name: label, dtype: int64\n", + "[[18. 14.]\n", + " [21. 15.]]\n" + ] + } + ], + "source": [ + "# get the confusion matrix for each fold\n", + "from sklearn.model_selection import KFold\n", + "\n", + "tmp = dizzy_all_labeled_nm[sig_fields + sirs_fields + ['label']].dropna()\n", + "print(tmp.shape)\n", + "print(tmp.label.value_counts())\n", + "X = tmp.iloc[:,1:-1]\n", + "y = tmp['label']\n", + "\n", + "\n", + "kf = KFold(n_splits=5)\n", + "cms = np.zeros((2,2))\n", + "for train_index, test_index in kf.split(X,y):\n", + " Xtrain,Xtest = X.iloc[train_index], X.iloc[test_index]\n", + " ytrain,ytest = y.iloc[train_index],y.iloc[test_index]\n", + " #print(Xtrain.shape,Xtest.shape,ytrain.shape,ytest.shape)\n", + " # train model\n", + " rf = RandomForestClassifier(n_estimators=10,max_depth=4)\n", + " rf.fit(Xtrain,ytrain)\n", + " ypred = rf.predict(Xtest)\n", + " cm = metrics.confusion_matrix(ytest,ypred)\n", + " cms = cms + cm\n", + " \n", + "print(cms)" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "id": "db7e9e12", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.8421052631578947" + ] + }, + "execution_count": 68, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "32/38" + ] + }, + { + "cell_type": "code", + "execution_count": 129, + "id": "878c4617", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "NoMOD 44\n", + "MOD 38\n", + "PMOD 12\n", + "CodingEr 6\n", + "Name: label, dtype: int64" + ] + }, + "execution_count": 129, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dizzy_labels_df.label.value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 130, + "id": "59e8748f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "NoMOD 41\n", + "MOD 38\n", + "Name: label, dtype: int64" + ] + }, + "execution_count": 130, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dizzy_all_labeled_nm.label.value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 132, + "id": "a9f6b35b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{358403554, 479520409, 580966577}" + ] + }, + "execution_count": 132, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "s1 = dizzy_labels_df[dizzy_labels_df.label=='NoMOD'].PtSSN\n", + "s2 = dizzy_all_labeled_nm[dizzy_all_labeled_nm.label=='NoMOD'].PtSSN\n", + "set(s1).difference(set(s2))" + ] + }, + { + "cell_type": "code", + "execution_count": 136, + "id": "052f8aa2", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.4810126582278481" + ] + }, + "execution_count": 136, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "38/79" + ] + }, + { + "cell_type": "code", + "execution_count": 138, + "id": "1f864168", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['ed_first_inp_delta_min', 'HOSP_hgb_abnormal_count',\n", + " 'ED_glucose_abnormal_count', 'HOSP_calcium_abnormal_count',\n", + " 'ED_WBC_abnormal_count', 'Hx aneurysm', 'ED_alkphos_abnormal_count',\n", + " 'Atrial fibrillation', 'HOSP_potassium_abnormal_count',\n", + " 'HOSP_hgb_count', 'ED_hgb_abnormal_count',\n", + " 'HOSP_chloride_abnormal_count', 'Diabetes', 'ED_lact_count',\n", + " 'HOSP_lact_abnormal_count', 'HOSP_ast_abnormal_count',\n", + " 'HOSP_WBC_abnormal_count', 'CARDIOLOGY'],\n", + " dtype='object')" + ] + }, + "execution_count": 138, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# use logistic regression with features called important by random forest\n", + "rf_features = featimp[featimp.values > 0].index\n", + "rf_features" + ] + }, + { + "cell_type": "code", + "execution_count": 139, + "id": "48a5110d", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(79, 18) (79,)\n", + "Best C = 0.12689610031679222\n", + "(79, 18) (79,)\n", + "AUC = 0.7426587301587302 0.15961131600062775\n", + "F1 = 0.6641296680615566 0.13988791237629655\n", + "Accuracy = 0.6683333333333333 0.1369712054086957\n", + "Confusion matrix:\n", + "[[25 16]\n", + " [10 28]]\n", + "3 features chosen by L1 model.\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "X = dizzy_all_labeled_nm[rf_features]\n", + "yy = dizzy_all_labeled_nm['label']\n", + "y = np.array([1 if (x=='MOD') else 0 for x in yy])\n", + "print(X.shape,y.shape)\n", + "clf = tune_model(X,y)\n", + "print('Best C = ',clf.best_params_['C'])\n", + "\n", + "logreg, select_feats = build_L1_model(X,y,clf.best_params_['C'])\n", + "plt.figure()\n", + "visualize_model(logreg,select_feats)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "6520671f", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.11" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}