diff --git a/bilder/evaluation/recall.png b/bilder/evaluation/recall.png new file mode 100644 index 0000000000000000000000000000000000000000..4ad6386ef6dd0be8f74aa099bed2b1516d49d31a Binary files /dev/null and b/bilder/evaluation/recall.png differ diff --git a/src/group_evaluation/create_combined_dataframe_with_metrics_and_plot.ipynb b/src/group_evaluation/create_combined_dataframe_with_metrics_and_plot.ipynb index e044f4338385605f475d812cc0c7513a7b7a9373..6b3894edcd679026801cf3ed6f809e4eb4914211 100644 --- a/src/group_evaluation/create_combined_dataframe_with_metrics_and_plot.ipynb +++ b/src/group_evaluation/create_combined_dataframe_with_metrics_and_plot.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 26, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -13,7 +13,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -63,7 +63,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -254,7 +254,7 @@ "4 0.232558 CNN " ] }, - "execution_count": 28, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -265,7 +265,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -274,7 +274,7 @@ "(4367, 18)" ] }, - "execution_count": 29, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -285,7 +285,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -306,7 +306,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 30, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -317,7 +317,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -340,7 +340,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 10, 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0.0012224938875305, + 0.1530506721820062, + 0 ], "y0": " ", "yaxis": "y" @@ -9926,7 +9926,7 @@ } }, "title": { - "text": "Vergleich der Performanz der Modelle anhand VUS-PR", + "text": "Vergleich der Performanz der Modelle anhand Recall", "x": 0.5, "xanchor": "center", "y": 0.94, @@ -9936,16 +9936,16 @@ "xaxis": { "anchor": "y", "categoryarray": [ + "Sub-LOF", "KMeansAD_U", + "Sub_KNN", "POLY", - "Sub-LOF", "PCA", - "Sub_KNN", + "CNN", "OmniAnomaly", "USAD", - "CNN", - "IForest", "LSTMAD", + "IForest", "LOF" ], "categoryorder": "array", @@ -9966,7 +9966,7 @@ 1 ], "title": { - "text": "VUS-PR" + "text": "Recall" } } } @@ -9977,7 +9977,7 @@ } ], "source": [ - "metric = 'VUS-PR'\n", + "metric = 'Recall'#'VUS-PR'\n", "#sort by average values\n", "mean_sorted = df.groupby(\"Model\")[metric].mean().sort_values(ascending=False).index\n", "\n", @@ -10018,7 +10018,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -10044,6 +10044,7 @@ "legendgroup": "LOF", "marker": { "color": "darksalmon", + "opacity": 0.8, "pattern": { "shape": "" } @@ -10069,6 +10070,7 @@ "legendgroup": "CNN", "marker": { "color": "steelblue", + "opacity": 0.8, "pattern": { "shape": "" } @@ -10094,6 +10096,7 @@ "legendgroup": "USAD", "marker": { "color": "mediumpurple", + "opacity": 0.8, "pattern": { "shape": "" } @@ -10119,6 +10122,7 @@ "legendgroup": "POLY", "marker": { "color": "lightskyblue", + "opacity": 0.8, "pattern": { "shape": "" } @@ -10144,6 +10148,7 @@ "legendgroup": "OmniAnomaly", "marker": { "color": "slateblue", + "opacity": 0.8, "pattern": { "shape": "" } @@ -10169,6 +10174,7 @@ "legendgroup": "IForest", "marker": { "color": "darkmagenta", + "opacity": 0.8, "pattern": { "shape": "" } @@ -10194,6 +10200,7 @@ "legendgroup": "LSTMAD", "marker": { "color": "blueviolet", + "opacity": 0.8, "pattern": { "shape": "" } @@ -10219,6 +10226,7 @@ "legendgroup": "PCA", "marker": { "color": "yellowgreen", + "opacity": 0.8, "pattern": { "shape": "" } @@ -10244,6 +10252,7 @@ "legendgroup": "Sub-LOF", "marker": { "color": "dodgerblue", + "opacity": 0.8, "pattern": { "shape": "" } @@ -10269,6 +10278,7 @@ "legendgroup": "KMeansAD_U", "marker": { "color": "darkseagreen", + "opacity": 0.8, "pattern": { "shape": "" } @@ -10294,6 +10304,7 @@ "legendgroup": "Sub_KNN", "marker": { "color": "firebrick", + "opacity": 0.8, "pattern": { "shape": "" } @@ -10959,7 +10970,7 @@ "df_mean = df.groupby(\"Model\",as_index=False)[\"duration\"].mean()\n", "mean_sorted = df_mean.sort_values(ascending=True, by='duration')['Model']\n", "\n", - "fig = px.bar(df_mean, x='Model', y=duration, color='Model', category_orders={'Model':mean_sorted}, color_discrete_map=colors)\n", + "fig = px.bar(df_mean, x='Model', y=duration, color='Model', category_orders={'Model':mean_sorted}, color_discrete_map=colors,opacity=0.8)\n", "fig.update_layout( legend=dict(\n", " x=0.02,\n", " y=-0.1,\n",