From a8c840521513ee5a3cda7746f02260a677cd9c40 Mon Sep 17 00:00:00 2001 From: vasiliev Date: Sun, 16 Jun 2024 20:39:10 +0300 Subject: [PATCH] Build new tree tables for article of informativeness --- demonstration/CritiqueVis.ipynb | 497 ++++++++++++++++++++++++-------- 1 file changed, 383 insertions(+), 114 deletions(-) diff --git a/demonstration/CritiqueVis.ipynb b/demonstration/CritiqueVis.ipynb index d6e864b..1de6276 100644 --- a/demonstration/CritiqueVis.ipynb +++ b/demonstration/CritiqueVis.ipynb @@ -1356,7 +1356,7 @@ { "cell_type": "code", "execution_count": 47, - "id": "98c7eaca", + "id": "fd36673a", "metadata": {}, "outputs": [], "source": [ @@ -1369,7 +1369,7 @@ { "cell_type": "code", "execution_count": 164, - "id": "38ebef47", + "id": "de9a415a", "metadata": { "scrolled": true }, @@ -1779,8 +1779,341 @@ }, { "cell_type": "code", - "execution_count": 171, - "id": "6999c154", + "execution_count": 208, + "id": "8230b8d0", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "========== GBSG ==========\n", + " CI IBS_REMAIN IAUC_WW_TI AUPRC\n", + "$KM$ 0.500+-0.000 0.194+-0.002 0.495+-0.008 0.591+-0.003\n", + "$CoxPH$ 0.609+-0.016 0.171+-0.004 0.723+-0.030 0.622+-0.004\n", + "$ST$ 0.553+-0.021 0.188+-0.006 0.609+-0.038 0.605+-0.007\n", + "$$TREE(l=0)$$ 0.588+-0.020 0.176+-0.011 0.694+-0.032 0.709+-0.006\n", + "$$TREE(l=0.01)$$ 0.588+-0.022 0.174+-0.012 0.690+-0.039 0.708+-0.005\n", + "$$TREE(l=0.1)$$ 0.594+-0.018 0.169+-0.009 0.702+-0.038 0.710+-0.005\n", + "$$TREE(l=0.5)$$ 0.602+-0.016 0.166+-0.007 0.707+-0.030 0.709+-0.005\n", + "$$TREE(l=0.9)$$ 0.599+-0.019 0.165+-0.008 0.708+-0.033 0.709+-0.004\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "========== PBC ==========\n", + " CI IBS_REMAIN IAUC_WW_TI AUPRC\n", + "$KM$ 0.500+-0.000 0.198+-0.002 0.498+-0.004 0.609+-0.002\n", + "$CoxPH$ 0.678+-0.019 0.120+-0.009 0.862+-0.026 0.698+-0.006\n", + "$ST$ 0.520+-0.038 0.195+-0.011 0.553+-0.080 0.617+-0.011\n", + "$$TREE(l=0)$$ 0.652+-0.017 0.135+-0.014 0.832+-0.029 0.757+-0.010\n", + "$$TREE(l=0.01)$$ 0.656+-0.021 0.134+-0.016 0.835+-0.032 0.758+-0.013\n", + "$$TREE(l=0.1)$$ 0.654+-0.019 0.129+-0.014 0.837+-0.031 0.759+-0.012\n", + "$$TREE(l=0.5)$$ 0.658+-0.020 0.126+-0.012 0.842+-0.030 0.762+-0.012\n", + "$$TREE(l=0.9)$$ 0.659+-0.019 0.125+-0.011 0.847+-0.028 0.763+-0.010\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "========== rott2 ==========\n", + " CI IBS_REMAIN IAUC_WW_TI AUPRC\n", + "$KM$ 0.500+-0.000 0.179+-0.002 0.496+-0.004 0.595+-0.003\n", + "$CoxPH$ 0.596+-0.009 0.476+-0.010 0.710+-0.018 0.000+-0.000\n", + "$ST$ 0.555+-0.018 0.180+-0.007 0.619+-0.031 0.607+-0.005\n", + "$$TREE(l=0)$$ 0.619+-0.010 0.128+-0.004 0.735+-0.017 0.723+-0.003\n", + "$$TREE(l=0.01)$$ 0.620+-0.011 0.128+-0.004 0.736+-0.019 0.723+-0.002\n", + "$$TREE(l=0.1)$$ 0.620+-0.009 0.128+-0.004 0.732+-0.021 0.723+-0.003\n", + "$$TREE(l=0.5)$$ 0.623+-0.013 0.128+-0.004 0.738+-0.021 0.723+-0.002\n", + "$$TREE(l=0.9)$$ 0.624+-0.013 0.128+-0.004 0.740+-0.024 0.722+-0.003\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "========== WUHAN ==========\n", + " CI IBS_REMAIN IAUC_WW_TI AUPRC\n", + "$KM$ 0.500+-0.000 0.191+-0.002 0.487+-0.013 0.551+-0.003\n", + "$CoxPH$ 0.709+-0.028 0.126+-0.014 0.820+-0.061 0.728+-0.018\n", + "$ST$ 0.636+-0.045 0.144+-0.034 0.751+-0.088 0.651+-0.038\n", + "$$TREE(l=0)$$ 0.693+-0.019 0.101+-0.010 0.822+-0.041 0.757+-0.011\n", + "$$TREE(l=0.01)$$ 0.699+-0.022 0.100+-0.017 0.822+-0.058 0.759+-0.013\n", + "$$TREE(l=0.1)$$ 0.711+-0.017 0.098+-0.014 0.832+-0.050 0.762+-0.012\n", + "$$TREE(l=0.5)$$ 0.708+-0.019 0.100+-0.013 0.835+-0.041 0.760+-0.012\n", + "$$TREE(l=0.9)$$ 0.713+-0.016 0.097+-0.013 0.833+-0.045 0.758+-0.012\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "METHOD_MAP = {\n", + " \"CRAID\": \"TREE\",\n", + " \"BootstrapCRAID\": \"BSTR\", \n", + " \"ParallelBootstrapCRAID\": \"PBSTR\",\n", + " \"BoostingCRAID\": \"BOOST\", \n", + " \"IBSCleverBoostingCRAID\": \"BSTR\",\n", + " \"CoxPHSurvivalAnalysis\": \"CoxPH\",\n", + " \"SurvivalTree\": \"ST\",\n", + " \"RandomSurvivalForest\": \"RSF\",\n", + " \"ComponentwiseGradientBoostingSurvivalAnalysis\": \"CWGBSA\",\n", + " \"GradientBoostingSurvivalAnalysis\": \"GBSA\",\n", + " \"LeafSurviveAndHazard\": \"KM\",\n", + " \"BaseLeafModeLL\": \"KM\",\n", + " \"deepsurvCRAID\": \"DeepSurv\",\n", + " \"coxtimeCRAID\": \"CoxTime\"}\n", + "\n", + "STAT_m = ['BaseLeafModeLL']\n", + "ML_m = [\"CoxPH\", 'ST']\n", + "SELF_m = ['TREE', 'TREE_KMWV']\n", + "\n", + "def define_name(x):\n", + " m = x[\"METHOD\"]\n", + " s = m.split(\"_\")\n", + " m = METHOD_MAP.get(s[0], s[0])\n", + " if len(s) > 1:\n", + "# m = s[1]\n", + " m += \"_\" + s[1]\n", + " # m += \"_{\" + s[1] + \"}\"\n", + " s = str(x[\"ens_metric_name\"])\n", + " l_m = str(x[\"l_m\"])\n", + " cr = str(x[\"CRIT\"])\n", + " if len(s) > 0:\n", + " return fr\"${m}(\\lambda={l_m})$\"\n", + "# return fr\"${m}({cr})$\"\n", + " return m # fr\"${m}$\"\n", + "\n", + "def find_best_index(df):\n", + " ens_name = \"IBS_REMAIN\" # df[\"ens_metric_name\"].values[0]\n", + " #ens_name = ens_name.replace(\"conc\", \"CI\")\n", + " #ens_name = ens_name.replace(\"likelihood\", \"LOGLIKELIHOOD\")\n", + " \n", + " if ens_name in metr.DESCEND_METRICS:\n", + " best_index = df[ens_name + \"_CV_mean\"].sort_values(ascending=True).index[:5].tolist()\n", + " else:\n", + " best_index = df[ens_name + \"_CV_mean\"].sort_values(ascending=False).index[:5].tolist()\n", + " return best_index\n", + "\n", + "def add_star_top3(column, filter_self=False):\n", + " if filter_self:\n", + " top_index = column[column.index != column.name.replace('_', '-')].argsort()\n", + " else:\n", + " top_index = column.argsort()\n", + " \n", + " if column.name.split(\"_\")[0] in metr.DESCEND_METRICS:\n", + " top3_index = top_index[:3]\n", + " else:\n", + " top3_index = top_index[-3:]\n", + " column.iloc[top3_index] = \"\\\\textbf{\" + column.iloc[top3_index].astype(str) + \"}\"\n", + " return column\n", + "\n", + "def rank_values(column, filter_self=False):\n", + " top_index = column.argsort().argsort()\n", + " if column.name.split(\"_\")[0] in metr.DESCEND_METRICS:\n", + " return top_index + 1\n", + " return top_index.shape[0] - top_index\n", + "\n", + "def pair_compare_load(dataset, group, ch_met):\n", + " dfs = []\n", + " for c_m in ch_met:\n", + "# datasets_sc = f\"{c_m}_STRATTIME+_EXT10_{group}_TREE_ALL_BINS_origin_{dataset}_CV+SAMPLE_best.xlsx\"\n", + "# dfs.append(pd.read_excel(os.path.join(glob_dir, datasets_sc)))\n", + "\n", + " datasets_sc = f\"{c_m}_STRATTIME+_EXT10_NORMAL_{group}_TREE_ALL_BINS_origin_{dataset}_CV+SAMPLE_best.xlsx\"\n", + " df_sc = pd.read_excel(os.path.join(glob_dir, datasets_sc))\n", + " df_sc[\"METHOD\"] = df_sc[\"METHOD\"] # + \"_KMWV\"\n", + " dfs.append(df_sc)\n", + " \n", + " datasets_sc = f\"LOGLIKELIHOOD_STRATTIME+_scsurv_extended_no_scale_{dataset}_CV+SAMPLE_best.xlsx\" # scsurv models\n", + " df_sc = pd.read_excel(os.path.join(glob_dir, datasets_sc))\n", + " df_sc = df_sc[df_sc[\"METHOD\"].isin([\"BaseLeafModeLL\", \"CoxPHSurvivalAnalysis\", \"SurvivalTree\"])]\n", + " dfs.append(df_sc)\n", + "\n", + " tg_metrs_1 = [\"CI\", \"IBS_REMAIN\", \"IAUC_WW_TI\", \"AUPRC\"] # , \"LOGLIKELIHOOD\"] # BAL_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", + " df = pd.concat(dfs, ignore_index=True)\n", + " \n", + " 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(\"l_reg\", \"\"))\n", + " # df = df[df[\"l_m\"] != \"base_fast\"][tg_metrs_1 + [\"METHOD\", \"ens_metric_name\", \"CRIT\"]]\n", + " \n", + " # df = df[tg_metrs_1 + [\"METHOD\", \"ens_metric_name\", \"CRIT\", \"l_m\", \"IBS_REMAIN_CV_mean\"]]\n", + "# df = df[~df[\"METHOD\"].isin([\"CoxPH\", \"RSF\", \"GBSA\", \"CWGBSA\"])]\n", + "# df = df[df[\"CRIT\"] != \"symm_peto\"]]\n", + "# df = df[df[\"ens_metric_name\"].isin({0.0, \"\"})]\n", + " df[\"METHOD\"] = df.apply(define_name, axis=1) # \"(\" + df[\"ens_metric_name\"] + \")\"\n", + "# df = df[~df[\"METHOD\"].isin([\"KM\", \"coxccCRAID\", 'BaseLeafModeLL_ext', '$WeibullAFT$', '$LogLogisticAFT$'])]\n", + "# df = df[~df[\"METHOD\"].isin([\"$KM_{NEW}$\", '$WeibullAFT_{NEW}$', '$LogLogisticAFT_{NEW}$'])]\n", + "\n", + "# df = df[~df[\"METHOD\"].isin([\"$RSF$\", \"$GBSA$\", \"$CWGBSA$\"])] # \"$CoxPH$\", \n", + "# df[\"METHOD\"] = df[\"METHOD\"].apply(lambda x: fr'$\\bf{\"{\" + x + \"}$\"}' if x.find(\"_\") != -1 else x)\n", + " df = df.loc[df.groupby('METHOD')[\"IBS_REMAIN_CV_mean\"].idxmin()]\n", + " df[\"METHOD\"] = df[\"METHOD\"].astype(\"category\")\n", + " df[\"METHOD\"] = df[\"METHOD\"].cat.set_categories([\"KM\", \"CoxPH\", \"ST\"] + list(df[\"METHOD\"].unique()[:-3]))\n", + " \n", + "# df = df.loc[df.groupby('METHOD').apply(find_best_index).sum()]\n", + " \n", + " f, axes = plt.subplots(1, 4, figsize=(21, 4))\n", + " l_df = []\n", + "# print(df[[\"TIME\", \"METHOD\"]].groupby(by=\"METHOD\").min())\n", + " for i, v in enumerate(tg_metrs_1):\n", + "# df[new_metrs[i]] = df[tg_metrs[i]]\n", + "# sns.boxplot(data=df, x=\"METHOD\", y=new_metrs[i], palette='deep', ax=axes[i])\n", + "# df.boxplot(x=\"METHOD\", y=new_metrs[i], ax=axes[i])\n", + "# axes[i].tick_params(axis='x', rotation=45)\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\").mean().astype(str) + \" +- \" + explode_res.groupby(by=\"METHOD\").std().astype(str))\n", + " l_df.append(explode_res.groupby(by=\"METHOD\").agg(lambda x: f\"{x.mean():.3f}+-{x.std():.3f}\"))\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", + " 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.columns = list(map(lambda x: x.replace(\"$\",''), res_table.columns))\n", + " res_table.index = \"$\" + res_table.index + \"$\"\n", + " \n", + " print(res_table)\n", + " res_table_star = res_table.copy()\n", + " res_table_star = res_table_star.apply(add_star_top3)\n", + " res_table_star.to_csv(os.path.join(glob_dir, f\"{dataset}_agg.csv\"), sep=\"&\")\n", + " plt.suptitle(\"\")\n", + " plt.show()\n", + " return res_table.apply(rank_values) # df\n", + "\n", + "# \"IAUC_WW_TI\",\n", + "# ch_metrs = [\"CI\", \"IBS\", \"IBS_WW\", \"IBS_REMAIN\", \"AUPRC\", \"BAL_AUPRC\", \"BAL_IBS\", \"IAUC_WW_TI\", \"LOGLIKELIHOOD\", \"BAL_IBS_WW\", \"BAL_IBS_REMAIN\"] # [\"likelihood\", \"conc\", \"IBS\", \"IBS_WW\", \"IBS_REMAIN\"]\n", + "ch_metrs = [\"IBS_REMAIN\"]\n", + "df_l = []\n", + "for ds in [\"GBSG\", \"PBC\", \"rott2\", \"WUHAN\", \"smarto\", \"support2\"]: # , \"WUHAN\", \"rott2\", \"GBSG\", \"PBC\", \"smarto\", \"support2\"]:\n", + " print(\"=\"*10, ds, \"=\"*10)\n", + " df = pair_compare_load(ds, group, ch_metrs)\n", + " df_l.append(df)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "46a23cff", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 209, + "id": "fe600cbb", "metadata": {}, "outputs": [ { @@ -1812,142 +2145,78 @@ " \n", " \n", " \n", - " $BaseLeafModeLL$\n", - " 15.000000\n", - " 15.500000\n", - " 16.000000\n", - " 15.500000\n", - " \n", - " \n", - " $CoxPH$\n", - " 9.500000\n", - " 10.500000\n", - " 9.666667\n", - " 10.166667\n", - " \n", - " \n", - " $LogLogisticAFT$\n", - " 9.166667\n", - " 8.666667\n", - " 8.000000\n", - " 11.333333\n", - " \n", - " \n", - " $LogNormalAFT$\n", - " 10.666667\n", - " 11.166667\n", - " 10.333333\n", - " 11.333333\n", - " \n", - " \n", - " $WeibullAFT$\n", - " 9.666667\n", - " 9.500000\n", - " 8.333333\n", - " 11.666667\n", - " \n", - " \n", - " $ST$\n", - " 14.500000\n", - " 14.000000\n", - " 14.333333\n", - " 12.666667\n", - " \n", - " \n", - " $RSF$\n", - " 8.333333\n", - " 11.666667\n", + " $KM$\n", + " 7.666667\n", " 7.666667\n", - " 12.333333\n", - " \n", - " \n", - " $CWGBSA$\n", - " 10.500000\n", - " 11.666667\n", - " 10.833333\n", - " 12.833333\n", - " \n", - " \n", - " $GBSA$\n", - " 7.333333\n", - " 8.833333\n", " 8.000000\n", - " 9.833333\n", - " \n", - " \n", - " $DeepSurv$\n", - " 10.166667\n", - " 8.500000\n", - " 8.333333\n", - " 6.166667\n", + " 7.833333\n", " \n", " \n", - " $CoxTime$\n", - " 9.166667\n", - " 9.166667\n", - " 8.666667\n", - " 6.166667\n", + " $CoxPH$\n", + " 4.000000\n", + " 5.333333\n", + " 3.500000\n", + " 6.333333\n", " \n", " \n", - " $TREE_KMWV$\n", - " 7.833333\n", + " $ST$\n", + " 7.166667\n", + " 6.833333\n", + " 7.000000\n", " 6.833333\n", - " 9.666667\n", - " 1.000000\n", " \n", " \n", - " $BSTR$\n", - " 3.666667\n", - " 2.666667\n", - " 4.333333\n", + " $$TREE(l=0)$$\n", + " 5.000000\n", + " 3.833333\n", + " 4.166667\n", " 2.833333\n", " \n", " \n", - " $BOOST_linear$\n", + " $$TREE(l=0.01)$$\n", + " 3.666667\n", " 3.833333\n", - " 1.833333\n", + " 4.166667\n", " 3.666667\n", - " 5.500000\n", " \n", " \n", - " $BOOST_exp$\n", - " 3.333333\n", + " $$TREE(l=0.1)$$\n", + " 3.500000\n", + " 2.666667\n", + " 3.500000\n", " 2.166667\n", - " 3.666667\n", - " 4.500000\n", " \n", " \n", - " $BOOST_sigmoid$\n", - " 3.333333\n", + " $$TREE(l=0.5)$$\n", + " 3.000000\n", + " 3.166667\n", + " 3.000000\n", + " 3.000000\n", + " \n", + " \n", + " $$TREE(l=0.9)$$\n", + " 2.000000\n", + " 2.666667\n", + " 2.666667\n", " 3.333333\n", - " 4.500000\n", - " 2.166667\n", " \n", " \n", "\n", "" ], "text/plain": [ - " CI IBS_REMAIN IAUC_WW_TI AUPRC\n", - "$BaseLeafModeLL$ 15.000000 15.500000 16.000000 15.500000\n", - "$CoxPH$ 9.500000 10.500000 9.666667 10.166667\n", - "$LogLogisticAFT$ 9.166667 8.666667 8.000000 11.333333\n", - "$LogNormalAFT$ 10.666667 11.166667 10.333333 11.333333\n", - "$WeibullAFT$ 9.666667 9.500000 8.333333 11.666667\n", - "$ST$ 14.500000 14.000000 14.333333 12.666667\n", - "$RSF$ 8.333333 11.666667 7.666667 12.333333\n", - "$CWGBSA$ 10.500000 11.666667 10.833333 12.833333\n", - "$GBSA$ 7.333333 8.833333 8.000000 9.833333\n", - "$DeepSurv$ 10.166667 8.500000 8.333333 6.166667\n", - "$CoxTime$ 9.166667 9.166667 8.666667 6.166667\n", - "$TREE_KMWV$ 7.833333 6.833333 9.666667 1.000000\n", - "$BSTR$ 3.666667 2.666667 4.333333 2.833333\n", - "$BOOST_linear$ 3.833333 1.833333 3.666667 5.500000\n", - "$BOOST_exp$ 3.333333 2.166667 3.666667 4.500000\n", - "$BOOST_sigmoid$ 3.333333 3.333333 4.500000 2.166667" - ] - }, - "execution_count": 171, + " CI IBS_REMAIN IAUC_WW_TI AUPRC\n", + "$KM$ 7.666667 7.666667 8.000000 7.833333\n", + "$CoxPH$ 4.000000 5.333333 3.500000 6.333333\n", + "$ST$ 7.166667 6.833333 7.000000 6.833333\n", + "$$TREE(l=0)$$ 5.000000 3.833333 4.166667 2.833333\n", + "$$TREE(l=0.01)$$ 3.666667 3.833333 4.166667 3.666667\n", + "$$TREE(l=0.1)$$ 3.500000 2.666667 3.500000 2.166667\n", + "$$TREE(l=0.5)$$ 3.000000 3.166667 3.000000 3.000000\n", + "$$TREE(l=0.9)$$ 2.000000 2.666667 2.666667 3.333333" + ] + }, + "execution_count": 209, "metadata": {}, "output_type": "execute_result" }