diff --git "a/notebooks/benchmarking_process_discovery.ipynb" "b/notebooks/benchmarking_process_discovery.ipynb" --- "a/notebooks/benchmarking_process_discovery.ipynb" +++ "b/notebooks/benchmarking_process_discovery.ipynb" @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": 102, "id": "b7408494", "metadata": {}, "outputs": [], @@ -11,14 +11,14 @@ "from scipy import spatial\n", "from sklearn.metrics.pairwise import cosine_similarity\n", "TEST='kendalltau'\n", - "DATA_SOURCE = 'Generated'\n", + "DATA_SOURCE = 'Real'\n", "EXP_BASELINE = False\n", "IMPUTE = False #If False Nan lines are dropped" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 103, "id": "ee0f1487", "metadata": {}, "outputs": [ @@ -26,8 +26,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "Generated\n", - "kendalltau_GenED_nanDropped\n" + "Real\n", + "kendalltau_BaselineED_nanDropped\n" ] } ], @@ -48,7 +48,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 104, "id": "4ff27cb8", "metadata": {}, "outputs": [ @@ -302,12 +302,12 @@ "source": [ "## LOAD FEATURE FILES\n", "#bpi_ft = pd.read_csv(\"../data/34_bpic_features.csv\").sort_values('log')\n", - "bpi_ft = pd.read_csv(\"../data/baseline_ED_feat.csv\").sort_values('log')\n", + "bpi_ft = pd.read_csv(\"../data/BaselineED_feat.csv\").sort_values('log')\n", "\n", "#gen_ft =pd.read_csv(\"../output/generated/instance_selection_feat.csv\")\n", "gen_ft = pd.read_csv(\"../data/GenED_feat.csv\")\n", "if EXP_BASELINE:\n", - " gen_ft = pd.read_csv(\"../data/GenBaseline_ED_feat.csv\")\n", + " gen_ft = pd.read_csv(\"../data/GenBaselineED_feat.csv\")\n", " gen_ft['log']=gen_ft.apply(lambda x: \"Gen\"+x['log'], axis=1)\n", "\n", "#print(gen_ft['log'].unique())\n", @@ -333,7 +333,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 105, "id": "d3d0e83b", "metadata": {}, "outputs": [ @@ -567,19 +567,19 @@ ], "source": [ "## LOAD DISCOVERY METRICS FILES\n", - "bpi_pd = pd.read_csv(\"../output/benchmark/bpics_PDbenchmark.csv\").sort_values('log')\n", - "bpi_pd = pd.read_csv(\"../data/baseline_ED_bench.csv\").sort_values('log')\n", + "#bpi_pd = pd.read_csv(\"../output/benchmark/bpics_PDbenchmark.csv\").sort_values('log')\n", + "bpi_pd = pd.read_csv(\"../data/BaselineED_bench.csv\").sort_values('log')\n", "\n", - "gen_pd = pd.read_csv(\"../output/benchmark/instance_selection_3_2_bench.csv\")\n", + "#gen_pd = pd.read_csv(\"../output/benchmark/instance_selection_3_2_bench.csv\")\n", "gen_pd = pd.read_csv(\"../data/GenED_bench.csv\")\n", "if EXP_BASELINE:\n", - " gen_pd = pd.read_csv(\"../data/GenBaseline_ED_bench.csv\")\n", + " gen_pd = pd.read_csv(\"../data/GenBaselineED_bench.csv\")\n", " gen_pd['log']=gen_pd.apply(lambda x: \"Gen\"+x['log'].replace(\"genEL\",\"\").rsplit(\"_\",7)[0], axis=1)\n", "\n", "#gen_pd = gen_pd.sample(30)\n", "\n", - "paper_metrics = ['log', 'fitness_heuristics', 'precision_heuristics',\n", - " 'fscore_heuristics', 'size_heuristics', 'cfc_heuristics', 'fitness_ilp', 'precision_ilp', 'fscore_ilp',\n", + "paper_metrics = ['log', 'fitness_heu', 'precision_heu',\n", + " 'fscore_heu', 'size_heu', 'cfc_heu', 'fitness_ilp', 'precision_ilp', 'fscore_ilp',\n", " 'size_ilp','cfc_ilp', 'fitness_imf', 'precision_imf', 'fscore_imf', 'size_imf', 'cfc_imf', 'source']\n", "\n", "print(gen_pd.shape, bpi_pd.shape)\n", @@ -598,7 +598,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 106, "id": "ca100d3e", "metadata": {}, "outputs": [ @@ -1034,7 +1034,7 @@ " '2_enself_rmcv_genELtask_25_02_02'], dtype=object)" ] }, - "execution_count": 5, + "execution_count": 106, "metadata": {}, "output_type": "execute_result" } @@ -1052,7 +1052,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 107, "id": "0d5d55a1", "metadata": {}, "outputs": [ @@ -1061,9 +1061,9 @@ "output_type": "stream", "text": [ "Imputed dataset: (449, 24)\n", - "432\n", + "17\n", "No nan's dataset: (295, 24)\n", - "281\n" + "14\n" ] } ], @@ -1094,7 +1094,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 108, "id": "eb40e909", "metadata": {}, "outputs": [], @@ -1115,7 +1115,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 109, "id": "83549f71", "metadata": {}, "outputs": [ @@ -1159,7 +1159,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 110, "id": "296941ec", "metadata": {}, "outputs": [ @@ -1208,7 +1208,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 111, "id": "b949efcd", "metadata": {}, "outputs": [ @@ -1239,7 +1239,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 112, "id": "d702b321", "metadata": {}, "outputs": [ @@ -1248,16 +1248,16 @@ "output_type": "stream", "text": [ "(295, 9) (295, 17)\n", - "Generated (281, 9) (281, 17)\n", + "Real (14, 9) (14, 17)\n", "['rutpt', 'rmcv', 'rt10v', 'enve', 'ense', 'enself', 'enseef']\n", - "Direct kendalltau Generated\n", - "Generated\n", - "../output/plots/pdm_kendalltau_GenED_nanDropped\n" + "Direct kendalltau Real\n", + "Real\n", + "../output/plots/pdm_kendalltau_BaselineED_nanDropped\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1321,7 +1321,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 113, "id": "b367b003", "metadata": {}, "outputs": [ @@ -1330,16 +1330,16 @@ "output_type": "stream", "text": [ "(295, 9) (295, 17)\n", - "Generated (281, 9) (281, 17)\n", + "Real (14, 9) (14, 17)\n", "['rutpt', 'rmcv', 'rt10v', 'enve', 'ense', 'enself', 'enseef']\n", - "Similarity kendalltau Generated\n", - "Generated\n", - "../output/plots/pdmSim_kendalltau_GenED_nanDropped\n" + "Similarity kendalltau Real\n", + "Real\n", + "../output/plots/pdmSim_kendalltau_BaselineED_nanDropped\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1404,6 +1404,14 @@ "plt.tight_layout()\n", "plt.savefig(output_path, dpi=300)" ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "474485e6", + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": {