From 7e681e7ccd22474c0de6c4d05cd034f50f062732 Mon Sep 17 00:00:00 2001 From: vasiliev Date: Wed, 7 Aug 2024 12:16:51 +0300 Subject: [PATCH] Updated plots for article --- .../Stratified and stacking model.ipynb | 367 ++++++++++++------ 1 file changed, 253 insertions(+), 114 deletions(-) diff --git a/demonstration/Articles/Stratified and stacking model.ipynb b/demonstration/Articles/Stratified and stacking model.ipynb index 7814514..1cb2a31 100644 --- a/demonstration/Articles/Stratified and stacking model.ipynb +++ b/demonstration/Articles/Stratified and stacking model.ipynb @@ -2,24 +2,25 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, - "id": "579667ec", + "execution_count": 40, + "id": "4c14bf48", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Scalene extension successfully loaded. Note: Scalene currently only\n", - "supports CPU+GPU profiling inside Jupyter notebooks. For full Scalene\n", - "profiling, use the command line version.\n" + "The line_profiler extension is already loaded. To reload it, use:\n", + " %reload_ext line_profiler\n", + "The scalene extension is already loaded. To reload it, use:\n", + " %reload_ext scalene\n" ] } ], "source": [ "import pandas as pd\n", "import numpy as np\n", - "import os\n", + "import os, re\n", "import time\n", "import copy\n", "import pathlib, tempfile\n", @@ -40,7 +41,7 @@ }, { "cell_type": "markdown", - "id": "8e3c0101", + "id": "533a3a8e", "metadata": {}, "source": [ "### Структура\n", @@ -49,13 +50,23 @@ "\n", "Вариант 2: стратифицированные модели только на категориальных\n", "\n", - "Вариант 3: стратифицированные и стекинговые модели\n" + "Вариант 3: стратифицированные и стекинговые модели\n", + "\n", + "Результаты:\n", + "1. Таблица средних по разной глубине и сравнение с деревом и базовой моделью (3 набора)\n", + "2. График зависимости качества от глубины (разные методы на одном графике) \n", + "\n", + "Выводы:\n", + "1. Обработка категориальных без расслоения\n", + "2. Обработка пропусков (умное заполнение)\n", + "3. Излишняя глубина приводит к проблемам со сходимостью и схожести выборок\n", + "4. Лучшее качество на глубине 2-4" ] }, { "cell_type": "code", "execution_count": 17, - "id": "90c78d6b", + "id": "b24da301", "metadata": {}, "outputs": [], "source": [ @@ -64,8 +75,8 @@ }, { "cell_type": "code", - "execution_count": 31, - "id": "b1d70ba0", + "execution_count": 68, + "id": "4780f2a1", "metadata": { "scrolled": false }, @@ -75,123 +86,213 @@ "output_type": "stream", "text": [ "========== backblaze16_18 ==========\n", - " CI IAUC_WW_TI\n", - "$BaseLeafModel$ 0.5000 0.4985\n", - "$CoxPH$ 0.4202 *0.8194*\n", - "$CoxPH+TREE(d=1)$ 0.5280 0.5892\n", - "$CoxPH+TREE(d=10)$ 0.5393 0.7266\n", - "$CoxPH+TREE(d=2)$ 0.5649 0.7053\n", - "$CoxPH+TREE(d=3)$ 0.5674 0.7163\n", - "$CoxPH+TREE(d=5)$ 0.5533 *0.7490*\n", - "$CoxPH+TREE(d=7)$ 0.5632 0.7182\n", - "$KM$ 0.5000 0.4985\n", - "$LogLogisticAFT$ 0.4406 *0.8166*\n", - "$LogNormalAFT$ 0.4966 0.5872\n", - "$ST$ 0.5422 0.6678\n", - "$WeibullAFT$ 0.4595 0.5626\n", - "$WeibullAFT+TREE(d=1)$ 0.5280 0.5892\n", - "$WeibullAFT+TREE(d=10)$ 0.5742 0.6363\n", - "$WeibullAFT+TREE(d=2)$ 0.5602 0.6934\n", - "$WeibullAFT+TREE(d=3)$ 0.5715 0.6818\n", - "$WeibullAFT+TREE(d=5)$ *0.6188* 0.6963\n", - "$WeibullAFT+TREE(d=7)$ 0.5527 0.6622\n", - "$base+TREE(d=1)$ 0.5280 0.5892\n", - "$base+TREE(d=10)$ *0.6999* 0.6958\n", - "$base+TREE(d=2)$ 0.5670 0.7052\n", - "$base+TREE(d=3)$ 0.5692 0.7164\n", - "$base+TREE(d=5)$ 0.6009 0.7331\n", - "$base+TREE(d=7)$ *0.6971* 0.6966\n", - "========== backblaze18_21 ==========\n", - " CI IAUC_WW_TI\n", - "$BaseLeafModel$ 0.5000 0.4992\n", - "$CoxPH$ 0.5000 0.4992\n", - "$CoxPH+TREE(d=1)$ 0.5883 0.6122\n", - "$CoxPH+TREE(d=10)$ 0.6480 *0.6660*\n", - "$CoxPH+TREE(d=2)$ 0.5775 0.6424\n", - "$CoxPH+TREE(d=3)$ 0.5867 0.6527\n", - "$CoxPH+TREE(d=5)$ 0.6365 0.6505\n", - "$CoxPH+TREE(d=7)$ *0.7082* 0.6402\n", - "$KM$ 0.5000 0.4992\n", - "$LogLogisticAFT$ 0.5972 *0.7454*\n", - "$LogNormalAFT$ 0.5349 *0.7365*\n", - "$ST$ 0.5222 0.6070\n", - "$WeibullAFT$ 0.5000 0.4992\n", - "$WeibullAFT+TREE(d=1)$ 0.5883 0.6113\n", - "$WeibullAFT+TREE(d=10)$ 0.5623 0.5656\n", - "$WeibullAFT+TREE(d=2)$ 0.5865 0.6466\n", - "$WeibullAFT+TREE(d=3)$ 0.5866 0.6498\n", - "$WeibullAFT+TREE(d=5)$ 0.5349 0.5995\n", - "$WeibullAFT+TREE(d=7)$ 0.5703 0.5817\n", - "$base+TREE(d=1)$ 0.5875 0.6016\n", - "$base+TREE(d=10)$ *0.7358* 0.6374\n", - "$base+TREE(d=2)$ 0.5816 0.6425\n", - "$base+TREE(d=3)$ 0.5719 0.6526\n", - "$base+TREE(d=5)$ 0.6879 0.6381\n", - "$base+TREE(d=7)$ *0.7332* 0.6386\n", - "========== backblaze21_23 ==========\n", - " CI IAUC_WW_TI\n", - "$BaseLeafModel$ 0.5000 0.4993\n", - "$CoxPH$ 0.5531 0.8261\n", - "$CoxPH+TREE(d=1)$ 0.4660 0.6974\n", - "$CoxPH+TREE(d=10)$ 0.6286 0.7594\n", - "$CoxPH+TREE(d=2)$ 0.4682 0.7346\n", - "$CoxPH+TREE(d=3)$ 0.5670 0.7575\n", - "$CoxPH+TREE(d=5)$ 0.5587 0.7699\n", - "$CoxPH+TREE(d=7)$ 0.6217 0.7552\n", - "$KM$ 0.5000 0.4993\n", - "$LogLogisticAFT$ 0.6042 *0.8296*\n", - "$LogNormalAFT$ 0.5824 *0.8351*\n", - "$ST$ 0.5404 0.7520\n", - "$WeibullAFT$ 0.6051 *0.8283*\n", - "$WeibullAFT+TREE(d=1)$ 0.4459 0.6903\n", - "$WeibullAFT+TREE(d=10)$ 0.6075 0.6344\n", - "$WeibullAFT+TREE(d=2)$ 0.4474 0.7300\n", - "$WeibullAFT+TREE(d=3)$ 0.5690 0.7408\n", - "$WeibullAFT+TREE(d=5)$ 0.5665 0.7345\n", - "$WeibullAFT+TREE(d=7)$ 0.6046 0.6347\n", - "$base+TREE(d=1)$ 0.5340 0.6974\n", - "$base+TREE(d=10)$ *0.7535* 0.7451\n", - "$base+TREE(d=2)$ 0.5361 0.7345\n", - "$base+TREE(d=3)$ 0.6791 0.7575\n", - "$base+TREE(d=5)$ *0.7273* 0.7578\n", - "$base+TREE(d=7)$ *0.7528* 0.7554\n" + " METHOD CI IBS_REMAIN IAUC_WW_TI AUPRC depth\n", + "0 BaseLeafModel 0.5000 0.1527 0.4985 0.8795 0\n", + "1 CoxPH 0.4202 0.1365 0.8194 0.8782 0\n", + "2 CoxPH 0.5280 0.1477 0.5892 0.8878 1\n", + "3 CoxPH 0.5393 0.1516 0.7266 0.8553 10\n", + "4 CoxPH 0.5649 0.1343 0.7053 0.8902 2\n", + "5 CoxPH 0.5674 0.1362 0.7163 0.8870 3\n", + "6 CoxPH 0.5533 0.1368 0.7490 0.8811 5\n", + "7 CoxPH 0.5632 0.1532 0.7182 0.8556 7\n", + "8 KM 0.5000 0.1527 0.4985 0.8795 0\n", + "9 KM 0.5280 0.1478 0.5892 0.8878 1\n", + "10 KM 0.6999 0.1473 0.6958 0.8822 10\n", + "11 KM 0.5670 0.1343 0.7052 0.8903 2\n", + "12 KM 0.5692 0.1363 0.7164 0.8871 3\n", + "13 KM 0.6009 0.1393 0.7331 0.8815 5\n", + "14 KM 0.6971 0.1474 0.6966 0.8822 7\n", + "15 LogLogisticAFT 0.4406 0.1448 0.8166 0.8595 0\n", + "16 LogNormalAFT 0.4966 0.1403 0.5872 0.8328 0\n", + "17 ST 0.5422 0.1415 0.6678 0.8641 0\n", + "18 WeibullAFT 0.4595 0.1398 0.5626 0.8129 0\n", + "19 WeibullAFT 0.5280 0.1601 0.5892 0.8858 1\n", + "20 WeibullAFT 0.5742 0.1899 0.6363 0.8151 10\n", + "21 WeibullAFT 0.5602 0.1420 0.6934 0.8890 2\n", + "22 WeibullAFT 0.5715 0.1473 0.6818 0.8821 3\n", + "23 WeibullAFT 0.6188 0.1543 0.6963 0.8449 5\n", + "24 WeibullAFT 0.5527 0.1837 0.6622 0.8250 7\n" ] }, { "data": { - "image/png": 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\n", "text/plain": [ "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " METHOD CI IBS_REMAIN IAUC_WW_TI AUPRC depth\n", + "0 BaseLeafModel 0.5 0.1527 0.4985 0.8795 0\n", + "1 CoxPH 0.4202 0.1365 *0.8194* 0.8782 0\n", + "2 CoxPH 0.528 0.1477 0.5892 0.8878 1\n", + "3 CoxPH 0.5393 0.1516 0.7266 0.8553 *10*\n", + "4 CoxPH 0.5649 *0.1343* 0.7053 *0.8902* 2\n", + "5 CoxPH 0.5674 *0.1362* 0.7163 0.887 3\n", + "6 CoxPH 0.5533 0.1368 *0.749* 0.8811 5\n", + "7 CoxPH 0.5632 0.1532 0.7182 0.8556 7\n", + "8 KM 0.5 0.1527 0.4985 0.8795 0\n", + "9 KM 0.528 0.1478 0.5892 0.8878 1\n", + "10 KM *0.6999* 0.1473 0.6958 0.8822 *10*\n", + "11 KM 0.567 *0.1343* 0.7052 *0.8903* 2\n", + "12 KM 0.5692 0.1363 0.7164 0.8871 3\n", + "13 KM 0.6009 0.1393 0.7331 0.8815 5\n", + "14 KM *0.6971* 0.1474 0.6966 0.8822 7\n", + "15 LogLogisticAFT 0.4406 0.1448 *0.8166* 0.8595 0\n", + "16 LogNormalAFT 0.4966 0.1403 0.5872 0.8328 0\n", + "17 ST 0.5422 0.1415 0.6678 0.8641 0\n", + "18 WeibullAFT 0.4595 0.1398 0.5626 0.8129 0\n", + "19 WeibullAFT 0.528 0.1601 0.5892 0.8858 1\n", + "20 WeibullAFT 0.5742 0.1899 0.6363 0.8151 *10*\n", + "21 *WeibullAFT* 0.5602 0.142 0.6934 *0.889* 2\n", + "22 *WeibullAFT* 0.5715 0.1473 0.6818 0.8821 3\n", + "23 WeibullAFT *0.6188* 0.1543 0.6963 0.8449 5\n", + "24 *WeibullAFT* 0.5527 0.1837 0.6622 0.825 7\n", + "========== backblaze18_21 ==========\n", + " METHOD CI IBS_REMAIN IAUC_WW_TI AUPRC depth\n", + "0 BaseLeafModel 0.5000 0.1514 0.4992 0.8968 0\n", + "1 CoxPH 0.5000 0.1514 0.4992 0.8952 0\n", + "2 CoxPH 0.5883 0.1517 0.6122 0.9100 1\n", + "3 CoxPH 0.6480 0.1432 0.6660 0.8915 10\n", + "4 CoxPH 0.5775 0.1380 0.6424 0.9119 2\n", + "5 CoxPH 0.5867 0.1444 0.6527 0.9163 3\n", + "6 CoxPH 0.6365 0.1426 0.6505 0.9111 5\n", + "7 CoxPH 0.7082 0.1454 0.6402 0.9103 7\n", + "8 KM 0.5000 0.1514 0.4992 0.8968 0\n", + "9 KM 0.5875 0.1529 0.6016 0.9086 1\n", + "10 KM 0.7358 0.1463 0.6374 0.9103 10\n", + "11 KM 0.5816 0.1391 0.6425 0.9119 2\n", + "12 KM 0.5719 0.1454 0.6526 0.9163 3\n", + "13 KM 0.6879 0.1452 0.6381 0.9108 5\n", + "14 KM 0.7332 0.1465 0.6386 0.9104 7\n", + "15 LogLogisticAFT 0.5972 0.1479 0.7454 0.8904 0\n", + "16 LogNormalAFT 0.5349 0.1476 0.7365 0.8851 0\n", + "17 ST 0.5222 0.1374 0.6070 0.8927 0\n", + "18 WeibullAFT 0.5000 0.1388 0.4992 0.8052 0\n", + "19 WeibullAFT 0.5883 0.1682 0.6113 0.9097 1\n", + "20 WeibullAFT 0.5623 0.2039 0.5656 0.7527 10\n", + "21 WeibullAFT 0.5865 0.1520 0.6466 0.9163 2\n", + "22 WeibullAFT 0.5866 0.1533 0.6498 0.9156 3\n", + "23 WeibullAFT 0.5349 0.1809 0.5995 0.7931 5\n", + "24 WeibullAFT 0.5703 0.1974 0.5817 0.7645 7\n" + ] + }, { "data": { - "image/png": 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\n", "text/plain": [ "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " METHOD CI IBS_REMAIN IAUC_WW_TI AUPRC depth\n", + "0 BaseLeafModel 0.5 0.1514 0.4992 0.8968 0\n", + "1 CoxPH 0.5 0.1514 0.4992 0.8952 0\n", + "2 CoxPH 0.5883 0.1517 0.6122 0.91 1\n", + "3 CoxPH 0.648 0.1432 *0.666* 0.8915 *10*\n", + "4 CoxPH 0.5775 *0.138* 0.6424 0.9119 2\n", + "5 CoxPH 0.5867 0.1444 0.6527 *0.9163* 3\n", + "6 CoxPH 0.6365 0.1426 0.6505 0.9111 5\n", + "7 CoxPH *0.7082* 0.1454 0.6402 0.9103 7\n", + "8 KM 0.5 0.1514 0.4992 0.8968 0\n", + "9 KM 0.5875 0.1529 0.6016 0.9086 1\n", + "10 KM *0.7358* 0.1463 0.6374 0.9103 *10*\n", + "11 KM 0.5816 0.1391 0.6425 0.9119 2\n", + "12 KM 0.5719 0.1454 0.6526 *0.9163* 3\n", + "13 KM 0.6879 0.1452 0.6381 0.9108 5\n", + "14 KM *0.7332* 0.1465 0.6386 0.9104 7\n", + "15 LogLogisticAFT 0.5972 0.1479 *0.7454* 0.8904 0\n", + "16 LogNormalAFT 0.5349 0.1476 *0.7365* 0.8851 0\n", + "17 ST 0.5222 *0.1374* 0.607 0.8927 0\n", + "18 WeibullAFT 0.5 *0.1388* 0.4992 0.8052 0\n", + "19 WeibullAFT 0.5883 0.1682 0.6113 0.9097 1\n", + "20 WeibullAFT 0.5623 0.2039 0.5656 0.7527 *10*\n", + "21 *WeibullAFT* 0.5865 0.152 0.6466 *0.9163* 2\n", + "22 *WeibullAFT* 0.5866 0.1533 0.6498 0.9156 3\n", + "23 WeibullAFT 0.5349 0.1809 0.5995 0.7931 5\n", + "24 *WeibullAFT* 0.5703 0.1974 0.5817 0.7645 7\n", + "========== backblaze21_23 ==========\n", + " METHOD CI IBS_REMAIN IAUC_WW_TI AUPRC depth\n", + "0 BaseLeafModel 0.5000 0.1514 0.4993 0.8322 0\n", + "1 CoxPH 0.5531 0.1145 0.8261 0.8552 0\n", + "2 CoxPH 0.4660 0.1322 0.6974 0.8728 1\n", + "3 CoxPH 0.6286 0.1256 0.7594 0.8690 10\n", + "4 CoxPH 0.4682 0.1266 0.7346 0.8767 2\n", + "5 CoxPH 0.5670 0.1220 0.7575 0.8765 3\n", + "6 CoxPH 0.5587 0.1238 0.7699 0.8770 5\n", + "7 CoxPH 0.6217 0.1259 0.7552 0.8691 7\n", + "8 KM 0.5000 0.1514 0.4993 0.8322 0\n", + "9 KM 0.5340 0.1322 0.6974 0.8728 1\n", + "10 KM 0.7535 0.1279 0.7451 0.8695 10\n", + "11 KM 0.5361 0.1266 0.7345 0.8767 2\n", + "12 KM 0.6791 0.1221 0.7575 0.8765 3\n", + "13 KM 0.7273 0.1246 0.7578 0.8731 5\n", + "14 KM 0.7528 0.1275 0.7554 0.8702 7\n", + "15 LogLogisticAFT 0.6042 0.1169 0.8296 0.8244 0\n", + "16 LogNormalAFT 0.5824 0.1199 0.8351 0.8245 0\n", + "17 ST 0.5404 0.1247 0.7520 0.8467 0\n", + "18 WeibullAFT 0.6051 0.1143 0.8283 0.8343 0\n", + "19 WeibullAFT 0.4459 0.1359 0.6903 0.8683 1\n", + "20 WeibullAFT 0.6075 0.1866 0.6344 0.6448 10\n", + "21 WeibullAFT 0.4474 0.1297 0.7300 0.8730 2\n", + "22 WeibullAFT 0.5690 0.1273 0.7408 0.8750 3\n", + "23 WeibullAFT 0.5665 0.1357 0.7345 0.7501 5\n", + "24 WeibullAFT 0.6046 0.1869 0.6347 0.6448 7\n" + ] + }, { "data": { - "image/png": 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\n", 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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " METHOD CI IBS_REMAIN IAUC_WW_TI AUPRC depth\n", + "0 BaseLeafModel 0.5 0.1514 0.4993 0.8322 0\n", + "1 CoxPH 0.5531 *0.1145* 0.8261 0.8552 0\n", + "2 CoxPH 0.466 0.1322 0.6974 0.8728 1\n", + "3 CoxPH 0.6286 0.1256 0.7594 0.869 *10*\n", + "4 CoxPH 0.4682 0.1266 0.7346 *0.8767* 2\n", + "5 CoxPH 0.567 0.122 0.7575 0.8765 3\n", + "6 CoxPH 0.5587 0.1238 0.7699 *0.877* 5\n", + "7 CoxPH 0.6217 0.1259 0.7552 0.8691 7\n", + "8 KM 0.5 0.1514 0.4993 0.8322 0\n", + "9 KM 0.534 0.1322 0.6974 0.8728 1\n", + "10 KM *0.7535* 0.1279 0.7451 0.8695 *10*\n", + "11 KM 0.5361 0.1266 0.7345 *0.8767* 2\n", + "12 KM 0.6791 0.1221 0.7575 0.8765 3\n", + "13 KM *0.7273* 0.1246 0.7578 0.8731 5\n", + "14 KM *0.7528* 0.1275 0.7554 0.8702 7\n", + "15 LogLogisticAFT 0.6042 *0.1169* *0.8296* 0.8244 0\n", + "16 LogNormalAFT 0.5824 0.1199 *0.8351* 0.8245 0\n", + "17 ST 0.5404 0.1247 0.752 0.8467 0\n", + "18 WeibullAFT 0.6051 *0.1143* *0.8283* 0.8343 0\n", + "19 WeibullAFT 0.4459 0.1359 0.6903 0.8683 1\n", + "20 WeibullAFT 0.6075 0.1866 0.6344 0.6448 *10*\n", + "21 *WeibullAFT* 0.4474 0.1297 0.73 0.873 2\n", + "22 *WeibullAFT* 0.569 0.1273 0.7408 0.875 3\n", + "23 WeibullAFT 0.5665 0.1357 0.7345 0.7501 5\n", + "24 *WeibullAFT* 0.6046 0.1869 0.6347 0.6448 7\n" + ] } ], "source": [ @@ -211,10 +312,19 @@ " \"deepsurvCRAID\": \"DeepSurv\",\n", " \"coxtimeCRAID\": \"CoxTime\"}\n", "\n", + "BASE_MODELS = [\"KM\", \"CoxPH\", \"WeibullAFT\"]\n", + "\n", "STAT_m = ['BaseLeafModeLL']\n", "ML_m = [\"CoxPH\", 'ST']\n", "SELF_m = ['TREE', 'TREE_KMWV']\n", "\n", + "def parse_br(text):\n", + " pattern = re.compile(r'\\((\\d+)\\)')\n", + " match = pattern.search(text)\n", + " if match:\n", + " return int(match.group(1))\n", + " return 0\n", + "\n", "def define_name(x):\n", " m = x[\"METHOD\"]\n", " s = m.split(\"_\")\n", @@ -228,9 +338,9 @@ " cr = str(x[\"CRIT\"])\n", " d = str(x[\"depth\"])\n", " if len(d) > 0:\n", - " return fr\"${l_m}+{m}(d={d})$\"\n", + " return fr\"{l_m}+{m}({d})\"\n", "# return fr\"${m}({cr})$\"\n", - " return fr\"${m}$\"\n", + " return fr\"{m}\"\n", "\n", "def find_best_index(df):\n", " ens_name = \"IBS_REMAIN\"\n", @@ -272,7 +382,7 @@ " datasets_sc = f\"{c_m}_STRATTIME+_scsurv_{dataset}_CV_full.xlsx\"\n", " dfs.append(pd.read_excel(os.path.join(glob_dir, datasets_sc)))\n", "\n", - " tg_metrs_1 = [\"CI\", \"IAUC_WW_TI\"] # , \"IBS_REMAIN\", \"AUPRC\"\n", + " tg_metrs_1 = [\"CI\", \"IBS_REMAIN\", \"IAUC_WW_TI\", \"AUPRC\"]\n", " tg_metrs = [\"CI_mean\", \"IBS_REMAIN_mean\", \"IAUC_WW_TI_mean\", \"AUPRC_mean\"] #, \"LOGLIKELIHOOD_mean\"]\n", " new_metrs = tg_metrs_1\n", " \n", @@ -281,25 +391,41 @@ " df[\"ens_metric_name\"] = df[\"PARAMS\"].apply(lambda x: eval(x).get(\"ens_metric_name\", \"\"))\n", " \n", " df[\"l_m\"] = df[\"PARAMS\"].apply(lambda x: eval(x).get(\"leaf_model\", \"\"))\n", + " df[\"l_m\"] = df[\"l_m\"].replace({\"base\":\"KM\"})\n", " df[\"depth\"] = df[\"PARAMS\"].apply(lambda x: eval(x).get(\"depth\", \"\"))\n", " df[\"METHOD\"] = df.apply(define_name, axis=1)\n", " df = df[~df[\"METHOD\"].isin([\"$RSF$\", \"$GBSA$\", \"$CWGBSA$\"])]\n", " df = df.loc[df.groupby('METHOD')[\"IBS_REMAIN_mean\"].idxmin()]\n", " df[\"METHOD\"] = df[\"METHOD\"].astype(\"category\")\n", " \n", - " f, axes = plt.subplots(1, 4, figsize=(21, 4))\n", + "# f, axes = plt.subplots(1, 4, figsize=(21, 4))\n", " l_df = []\n", " for i, v in enumerate(tg_metrs_1):\n", " df[new_metrs[i]] = df[tg_metrs_1[i]]\n", " v = new_metrs[i]\n", " df[v] = df[v].apply(lambda x: np.array(list(map(float, x[1:-1].split()))))\n", " explode_res = df[[v, \"METHOD\"]].set_index(['METHOD']).apply(lambda x: x.explode()).reset_index()\n", - " l_df.append(explode_res.groupby(by=\"METHOD\").agg(lambda x: f\"{x.mean():.4f}\"))\n", + "# l_df.append(explode_res.groupby(by=\"METHOD\").agg(lambda x: f\"{x.mean():.4f}\"))\n", + " l_df.append(explode_res.groupby(by=\"METHOD\").agg(lambda x: round(x.mean(), 4)))\n", + " \n", "# axes[i] = explode_res.boxplot(column=v, by=\"METHOD\", figsize=(10, 10), rot=45, ax=axes[i], showfliers=False, whis=0)\n", "# axes[i].set_ylabel(v)\n", "# axes[i].set_title(\"\")\n", + " \n", " res_table = pd.concat(l_df, axis=1)#.astype(float).round(4)\n", - " res_table.index = list(map(lambda x: x.replace(\"\\lambda\",'l'), res_table.index))\n", + " res_table = res_table.reset_index(drop=False)\n", + " pattern = re.compile(r'\\((\\d+)\\)')\n", + " res_table[\"depth\"] = res_table[\"METHOD\"].apply(parse_br)\n", + " res_table[\"METHOD\"] = res_table[\"METHOD\"].apply(lambda x: x.split(\"+\")[0])\n", + " print(res_table)\n", + " \n", + " f, axes = plt.subplots(1, 4, figsize=(21, 4))\n", + " sns.lineplot(res_table, x=\"depth\", y=\"CI\", hue=\"METHOD\", ax=axes[0])\n", + " sns.lineplot(res_table, x=\"depth\", y=\"IBS_REMAIN\", hue=\"METHOD\", ax=axes[1])\n", + " sns.lineplot(res_table, x=\"depth\", y=\"IAUC_WW_TI\", hue=\"METHOD\", ax=axes[2])\n", + " sns.lineplot(res_table, x=\"depth\", y=\"AUPRC\", hue=\"METHOD\", ax=axes[3])\n", + " plt.show()\n", + " res_table[\"METHOD\"] = list(map(lambda x: x.replace(\"\\lambda\",'l'), res_table[\"METHOD\"]))\n", " res_table.columns = list(map(lambda x: x.replace(\"$\",''), res_table.columns))\n", "# res_table.index = \"$\" + res_table.index + \"$\"\n", " \n", @@ -321,16 +447,29 @@ }, { "cell_type": "code", - "execution_count": null, - "id": "af36ab12", + "execution_count": 46, + "id": "dcc57dad", "metadata": {}, - "outputs": [], - "source": [] + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 46, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_l" + ] }, { "cell_type": "code", "execution_count": null, - "id": "88777b8b", + "id": "b4f847e8", "metadata": {}, "outputs": [], "source": []