{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "columns: Index(['dataset', 'algorithm', 'parameters', 'seed', 'accuracy', 'f1_macro',\n", " 'bal_accuracy', 'roc_auc', 'time', 'disease', 'rare', 'cutoff'],\n", " dtype='object')\n", "datasets: ['geis_250.00' 'geis_250.00_cutoff182' 'geis_250.00_cutoff365'\n", " 'geis_250.40' 'geis_250.40_cutoff182' 'geis_250.40_cutoff365'\n", " 'geis_327.23' 'geis_327.23_cutoff182' 'geis_327.23_cutoff365'\n", " 'geis_331.0' 'geis_331.0_cutoff182' 'geis_331.0_cutoff365' 'geis_530.81'\n", " 'geis_530.81_cutoff182' 'geis_530.81_cutoff365' 'geis_571.8'\n", " 'geis_571.8_cutoff182' 'geis_571.8_cutoff365' 'geis_585.9'\n", " 'geis_585.9_cutoff182' 'geis_585.9_cutoff365']\n", "diseases: ['Diabetes' 'Diabetes with renal manifestations' 'Sleep apnea'\n", " \"Alzheimer's disease\" 'Esophageal reflux' 'Liver disease'\n", " 'Kidney disease']\n", "algorithms: ['RF' 'LR' 'XGB']\n", "seeds: [27164 9168 11085 3674 1188 4180 7016 16612 30993 14899]\n" ] }, { "data": { "text/html": [ "
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4 | \n", "geis_250.00 | \n", "RF | \n", "bootstrap=True,class_weight=balanced,criterion... | \n", "1188 | \n", "0.852990 | \n", "0.852942 | \n", "0.853044 | \n", "0.926543 | \n", "12240.883428 | \n", "Diabetes | \n", "True | \n", "1 visit | \n", "