From 0f7ebd08f3ae969d45733c1f43bb994e4ead549e Mon Sep 17 00:00:00 2001
From: DesireeWyrzylala <74858504+DesireeWyrzylala@users.noreply.github.com>
Date: Thu, 13 Feb 2025 17:54:24 +0100
Subject: [PATCH] generall evaluation and results sub-lof

---
 bilder/evaluation/auc-pr.png                  |   Bin 52848 -> 55781 bytes
 .../anomaly/CNN_anomaly_groups_auc-pr.png     |   Bin 0 -> 54899 bytes
 .../anomaly/IForest_anomaly_groups_auc-pr.png |   Bin 0 -> 53400 bytes
 .../anomaly/K_means_anomaly_groups_auc-pr.png |   Bin 0 -> 55232 bytes
 .../anomaly/LOF_anomaly_groups_auc-pr.png     |   Bin 0 -> 51035 bytes
 .../anomaly/LSTMAD_anomaly_groups_auc-pr.png  |   Bin 0 -> 54935 bytes
 .../anomaly/PCA_anomaly_groups_auc-pr.png     |   Bin 0 -> 54504 bytes
 .../anomaly/POLY_anomaly_groups_auc-pr.png    |   Bin 0 -> 54682 bytes
 .../anomaly/USAD_anomaly_groups_auc-pr.png    |   Bin 0 -> 54715 bytes
 .../anomaly/knn_anomaly_groups_auc-pr.png     |   Bin 0 -> 54213 bytes
 .../omnianomaly_anomaly_groups_auc-pr.png     |   Bin 0 -> 56025 bytes
 .../anomaly/sub_lof_anomaly_groups_auc-pr.png |   Bin 0 -> 54510 bytes
 .../auc-pr/groups/CNN_groups_auc-pr.png       |   Bin 0 -> 70815 bytes
 .../auc-pr/groups/IForest_groups_auc-pr.png   |   Bin 0 -> 70031 bytes
 .../auc-pr/groups/K_means_groups_auc-pr.png   |   Bin 0 -> 71407 bytes
 .../auc-pr/groups/LOF_groups_auc-pr.png       |   Bin 0 -> 69203 bytes
 .../auc-pr/groups/LSTMAD_groups_auc-pr.png    |   Bin 0 -> 70736 bytes
 .../auc-pr/groups/PCA_groups_auc-pr.png       |   Bin 0 -> 71496 bytes
 .../auc-pr/groups/POLY_groups_auc-pr.png      |   Bin 0 -> 71791 bytes
 .../auc-pr/groups/USAD_groups_auc-pr.png      |   Bin 0 -> 73377 bytes
 .../auc-pr/groups/knn_groups_auc-pr.png       |   Bin 0 -> 70699 bytes
 .../groups/omnianomaly_groups_auc-pr.png      |   Bin 0 -> 73053 bytes
 .../auc-pr/groups/sub_lof_groups_auc-pr.png   |   Bin 0 -> 71364 bytes
 .../heatmap_with_numbers_auc-pr.png           |   Bin 0 -> 118113 bytes
 .../heatmap_with_numbers_vus-pr.png           |   Bin 0 -> 117813 bytes
 .../heatmap_without_numbers_auc-pr.png        |   Bin 0 -> 48498 bytes
 .../heatmap_without_numbers_vus-pr.png        |   Bin 0 -> 48328 bytes
 bilder/evaluation/runtime.png                 |   Bin 0 -> 51369 bytes
 bilder/evaluation/vus-pr.png                  |   Bin 53721 -> 56880 bytes
 .../anomalien/CNN_groups_anomaly.png          |   Bin
 .../anomalien/OmniAnomaly_groups_anomaly.png  |   Bin
 .../anomalien/PCA_groups_anomaly.png          |   Bin
 .../anomalien/iForest_groups_anomaly.png      |   Bin
 .../anomalien/kMeans_groups_anomaly.png       |   Bin
 .../anomalien/lof_groups_anomaly.png          |   Bin
 .../anomalien/lstmad_groups_anomaly.png       |   Bin
 .../anomalien/poly_groups_anomaly.png         |   Bin
 .../anomalien/sub_knn_groups_anomaly.png      |   Bin
 .../sub_lof_anonaly_groups_vus-pr.png         |   Bin 0 -> 56077 bytes
 .../{ => vus-pr}/groups/CNN_groups.png        |   Bin
 .../groups/OmniANomaly_groups.png             |   Bin
 .../{ => vus-pr}/groups/PCA_groups.png        |   Bin
 .../groups/POLY_AUC-PR_groups.png             |   Bin
 .../evaluation/{ => vus-pr}/groups/USAD.png   |   Bin
 .../{ => vus-pr}/groups/iForest_groups.png    |   Bin
 .../{ => vus-pr}/groups/kMeans_groups.png     |   Bin
 .../{ => vus-pr}/groups/lof_groups.png        |   Bin
 .../{ => vus-pr}/groups/lstmad_groups.png     |   Bin
 .../{ => vus-pr}/groups/sub_knn_groups.png    |   Bin
 .../vus-pr/groups/sub_lof_groups_vus-pr.png   |   Bin 0 -> 71796 bytes
 docs/evaluation/KShapeAD.csv                  |     2 -
 docs/evaluation/Vergleich der Ergebnisse.md   |   288 +-
 .../AUC-PR_combined_by_group.csv              |    23 +-
 .../VUS-PR_combined_by_group.csv              |    23 +-
 ...ined_dataframe_with_metrics_and_plot.ipynb | 14773 +++++++++-------
 src/group_evaluation/create_heatmap.ipynb     |   907 +-
 .../generate_combined_dataframe.ipynb         |   305 +-
 src/group_evaluation/test.png                 |   Bin 45668 -> 0 bytes
 src/group_evaluation/test_vus-pr.png          |   Bin 45652 -> 0 bytes
 src/models/desi/USAD.png                      |   Bin 54925 -> 0 bytes
 src/models/desi/desi_evaluate_groups.ipynb    |  2363 +--
 61 files changed, 10136 insertions(+), 8548 deletions(-)
 create mode 100644 bilder/evaluation/auc-pr/anomaly/CNN_anomaly_groups_auc-pr.png
 create mode 100644 bilder/evaluation/auc-pr/anomaly/IForest_anomaly_groups_auc-pr.png
 create mode 100644 bilder/evaluation/auc-pr/anomaly/K_means_anomaly_groups_auc-pr.png
 create mode 100644 bilder/evaluation/auc-pr/anomaly/LOF_anomaly_groups_auc-pr.png
 create mode 100644 bilder/evaluation/auc-pr/anomaly/LSTMAD_anomaly_groups_auc-pr.png
 create mode 100644 bilder/evaluation/auc-pr/anomaly/PCA_anomaly_groups_auc-pr.png
 create mode 100644 bilder/evaluation/auc-pr/anomaly/POLY_anomaly_groups_auc-pr.png
 create mode 100644 bilder/evaluation/auc-pr/anomaly/USAD_anomaly_groups_auc-pr.png
 create mode 100644 bilder/evaluation/auc-pr/anomaly/knn_anomaly_groups_auc-pr.png
 create mode 100644 bilder/evaluation/auc-pr/anomaly/omnianomaly_anomaly_groups_auc-pr.png
 create mode 100644 bilder/evaluation/auc-pr/anomaly/sub_lof_anomaly_groups_auc-pr.png
 create mode 100644 bilder/evaluation/auc-pr/groups/CNN_groups_auc-pr.png
 create mode 100644 bilder/evaluation/auc-pr/groups/IForest_groups_auc-pr.png
 create mode 100644 bilder/evaluation/auc-pr/groups/K_means_groups_auc-pr.png
 create mode 100644 bilder/evaluation/auc-pr/groups/LOF_groups_auc-pr.png
 create mode 100644 bilder/evaluation/auc-pr/groups/LSTMAD_groups_auc-pr.png
 create mode 100644 bilder/evaluation/auc-pr/groups/PCA_groups_auc-pr.png
 create mode 100644 bilder/evaluation/auc-pr/groups/POLY_groups_auc-pr.png
 create mode 100644 bilder/evaluation/auc-pr/groups/USAD_groups_auc-pr.png
 create mode 100644 bilder/evaluation/auc-pr/groups/knn_groups_auc-pr.png
 create mode 100644 bilder/evaluation/auc-pr/groups/omnianomaly_groups_auc-pr.png
 create mode 100644 bilder/evaluation/auc-pr/groups/sub_lof_groups_auc-pr.png
 create mode 100644 bilder/evaluation/heatmap_with_numbers_auc-pr.png
 create mode 100644 bilder/evaluation/heatmap_with_numbers_vus-pr.png
 create mode 100644 bilder/evaluation/heatmap_without_numbers_auc-pr.png
 create mode 100644 bilder/evaluation/heatmap_without_numbers_vus-pr.png
 create mode 100644 bilder/evaluation/runtime.png
 rename bilder/evaluation/{ => vus-pr}/anomalien/CNN_groups_anomaly.png (100%)
 rename bilder/evaluation/{ => vus-pr}/anomalien/OmniAnomaly_groups_anomaly.png (100%)
 rename bilder/evaluation/{ => vus-pr}/anomalien/PCA_groups_anomaly.png (100%)
 rename bilder/evaluation/{ => vus-pr}/anomalien/iForest_groups_anomaly.png (100%)
 rename bilder/evaluation/{ => vus-pr}/anomalien/kMeans_groups_anomaly.png (100%)
 rename bilder/evaluation/{ => vus-pr}/anomalien/lof_groups_anomaly.png (100%)
 rename bilder/evaluation/{ => vus-pr}/anomalien/lstmad_groups_anomaly.png (100%)
 rename bilder/evaluation/{ => vus-pr}/anomalien/poly_groups_anomaly.png (100%)
 rename bilder/evaluation/{ => vus-pr}/anomalien/sub_knn_groups_anomaly.png (100%)
 create mode 100644 bilder/evaluation/vus-pr/anomalien/sub_lof_anonaly_groups_vus-pr.png
 rename bilder/evaluation/{ => vus-pr}/groups/CNN_groups.png (100%)
 rename bilder/evaluation/{ => vus-pr}/groups/OmniANomaly_groups.png (100%)
 rename bilder/evaluation/{ => vus-pr}/groups/PCA_groups.png (100%)
 rename bilder/evaluation/{ => vus-pr}/groups/POLY_AUC-PR_groups.png (100%)
 rename bilder/evaluation/{ => vus-pr}/groups/USAD.png (100%)
 rename bilder/evaluation/{ => vus-pr}/groups/iForest_groups.png (100%)
 rename bilder/evaluation/{ => vus-pr}/groups/kMeans_groups.png (100%)
 rename bilder/evaluation/{ => vus-pr}/groups/lof_groups.png (100%)
 rename bilder/evaluation/{ => vus-pr}/groups/lstmad_groups.png (100%)
 rename bilder/evaluation/{ => vus-pr}/groups/sub_knn_groups.png (100%)
 create mode 100644 bilder/evaluation/vus-pr/groups/sub_lof_groups_vus-pr.png
 delete mode 100644 docs/evaluation/KShapeAD.csv
 delete mode 100644 src/group_evaluation/test.png
 delete mode 100644 src/group_evaluation/test_vus-pr.png
 delete mode 100644 src/models/desi/USAD.png

diff --git a/bilder/evaluation/auc-pr.png b/bilder/evaluation/auc-pr.png
index c7f10bf66d8dda0a8a05926919f5eb2e831fdaf2..54002019f75e9aa7eb6c4eec3d9304667d8ce43a 100644
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diff --git a/bilder/evaluation/auc-pr/anomaly/IForest_anomaly_groups_auc-pr.png b/bilder/evaluation/auc-pr/anomaly/IForest_anomaly_groups_auc-pr.png
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diff --git a/bilder/evaluation/auc-pr/anomaly/sub_lof_anomaly_groups_auc-pr.png b/bilder/evaluation/auc-pr/anomaly/sub_lof_anomaly_groups_auc-pr.png
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diff --git a/bilder/evaluation/anomalien/CNN_groups_anomaly.png b/bilder/evaluation/vus-pr/anomalien/CNN_groups_anomaly.png
similarity index 100%
rename from bilder/evaluation/anomalien/CNN_groups_anomaly.png
rename to bilder/evaluation/vus-pr/anomalien/CNN_groups_anomaly.png
diff --git a/bilder/evaluation/anomalien/OmniAnomaly_groups_anomaly.png b/bilder/evaluation/vus-pr/anomalien/OmniAnomaly_groups_anomaly.png
similarity index 100%
rename from bilder/evaluation/anomalien/OmniAnomaly_groups_anomaly.png
rename to bilder/evaluation/vus-pr/anomalien/OmniAnomaly_groups_anomaly.png
diff --git a/bilder/evaluation/anomalien/PCA_groups_anomaly.png b/bilder/evaluation/vus-pr/anomalien/PCA_groups_anomaly.png
similarity index 100%
rename from bilder/evaluation/anomalien/PCA_groups_anomaly.png
rename to bilder/evaluation/vus-pr/anomalien/PCA_groups_anomaly.png
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similarity index 100%
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similarity index 100%
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similarity index 100%
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similarity index 100%
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similarity index 100%
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similarity index 100%
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diff --git a/docs/evaluation/KShapeAD.csv b/docs/evaluation/KShapeAD.csv
deleted file mode 100644
index e3c77fd..0000000
--- a/docs/evaluation/KShapeAD.csv
+++ /dev/null
@@ -1,2 +0,0 @@
-params,file_name,duration,group,point anomaly,seq anomaly,AUC-PR,AUC-ROC,VUS-PR,VUS-ROC,Standard-F1,PA-F1,Event-based-F1,R-based-F1,Affiliation-F,Recall,Precision
-{'periodicity': 2},280_NEK_id_4_WebService_tr_500_1st_231.csv,0.9505062103271484,NEK,False,False,0.07926785813478894,0.6630577427821522,0.10358866434207449,0.5544817330166786,0.18676697609674528,0.2742857142857143,0.1660457690260775,0.33959170607433914,0.7497700296391373,0.0,0.0
diff --git a/docs/evaluation/Vergleich der Ergebnisse.md b/docs/evaluation/Vergleich der Ergebnisse.md
index 5e25145..61212dc 100644
--- a/docs/evaluation/Vergleich der Ergebnisse.md	
+++ b/docs/evaluation/Vergleich der Ergebnisse.md	
@@ -3,8 +3,8 @@
 | Laufzeiten                     | POLY | iForest | PCA  | USAD | CNN  | OmAn | LSTM | kShape | kMeans | OCSVM | LOF  | Sub-LOF | KNN  |
 | ------------------------------ | ---- | ------- | ---- | ---- | ---- | ---- | ---- | ------ | ------ | ----- | ---- | ------- | ---- |
 | **Bei Autoren (s)**            | 0.09 | 0.14    | 2    | 2    | 3    | 4    | 8    | 8.5    | 20     | 30    | 70   | 80      | 90   |
-| **Insgesamt (h)**              | 3.42 | 3.44    | 4.26 | 3.19 | 2.93 | 3.42 | 3.66 |        | 5.62   |       | 2.04 |         | 6.68 |
-| **Durchschnitt pro Datei (s)** | 31.0 | 31.2    | 38.7 | 28.9 | 26.6 | 31   | 33.2 |        | 50.9   |       | 18.5 |         | 60.5 |
+| **Insgesamt (h)**              | 3.42 | 3.44    | 4.26 | 3.19 | 2.93 | 3.42 | 3.66 |        | 5.62   |       | 2.04 | 5.14    | 6.68 |
+| **Durchschnitt pro Datei (s)** | 31.0 | 31.2    | 38.7 | 28.9 | 26.6 | 31   | 33.2 |        | 50.9   |       | 18.5 | 46.6    | 60.5 |
 
 # Datensätze
 + Gesamtanzahl Zeitserien: 397
@@ -13,138 +13,138 @@
 + Anzahl an Zeitserien mit nur Sequenzanomalien: 158
 
 ## Gesamtbewertung nach AUC-PR
-| Datensatz     | POLY      | iForest   | PCA       | USAD      | CNN       | OmAn      | LSTM      | kShape | kMeans    | OCSVM | LOF       | Sub-LOF | KNN       | Datensatz     |
-| ------------- | --------- | --------- | --------- | --------- | --------- | --------- | --------- | ------ | --------- | ----- | --------- | ------- | --------- | ------------- |
-| UCR           | 0.156850  | 0.059389  | 0.138533  | 0.088392  | 0.069477  | 0.085236  | 0.028041  |        | 0.487206  |       | 0.048985  |         | 0.283830  | UCR           |
-| SMD           | 0.639394  | 0.369237  | 0.495851  | 0.665737  | 0.565370  | 0.531140  | 0.539890  |        | 0.260908  |       | 0.182353  |         | 0.162970  | SMD           |
-| YAHOO         | 0.075395  | 0.092730  | 0.117107  | 0.117266  | 0.561562  | 0.148188  | 0.443957  |        | 0.699444  |       | 0.409909  |         | 0.144445  | YAHOO         |
-| Exathlon      | 0.844513  | 0.962806  | 0.958102  | 0.862358  | 0.654310  | 0.874519  | 0.733875  |        | 0.617690  |       | 0.245106  |         | 0.563481  | Exathlon      |
-| NAB           | 0.526439  | 0.314587  | 0.486528  | 0.300305  | 0.223347  | 0.332227  | 0.153306  |        | 0.401505  |       | 0.144844  |         | 0.311100  | NAB           |
-| OPPORTUNITY   | 0.420658  | 0.733153  | 0.923192  | 0.651235  | 0.619160  | 0.649867  | 0.545535  |        | 0.365381  |       | 0.153396  |         | 0.298396  | OPPORTUNITY   |
-| WSD           | 0.427387  | 0.040993  | 0.216542  | 0.240276  | 0.303128  | 0.251057  | 0.209492  |        | 0.146372  |       | 0.141918  |         | 0.044597  | WSD           |
-| SVDB          | 0.506002  | 0.311936  | 0.558896  | 0.459209  | 0.197103  | 0.476835  | 0.129879  |        | 0.809036  |       | 0.044940  |         | 0.538270  | SVDB          |
-| SMAP          | 0.604826  | 0.299302  | 0.484416  | 0.273159  | 0.329931  | 0.385082  | 0.278827  |        | 0.648913  |       | 0.180797  |         | 0.453816  | SMAP          |
-| IOPS          | 0.332866  | 0.231569  | 0.372849  | 0.403523  | 0.265889  | 0.368163  | 0.320195  |        | 0.068715  |       | 0.116787  |         | 0.070598  | IOPS          |
-| TODS          | 0.239024  | 0.076521  | 0.124321  | 0.163915  | 0.303786  | 0.172369  | 0.205671  |        | 0.448703  |       | 0.100820  |         | 0.410649  | TODS          |
-| Stock         | 0.146590  | 0.143940  | 0.148428  | 0.133570  | 0.929344  | 0.133646  | 0.519232  |        | 0.114476  |       | 0.112061  |         | 0.096103  | Stock         |
-| MGAB          | 0.008996  | 0.004336  | 0.027123  | 0.032097  | 0.003855  | 0.015268  | 0.045860  |        | 0.085299  |       | 0.002209  |         | 0.325650  | MGAB          |
-| MSL           | 0.629533  | 0.386085  | 0.493320  | 0.267256  | 0.307033  | 0.394283  | 0.237442  |        | 0.371438  |       | 0.151228  |         | 0.313525  | MSL           |
-| NEK           | 0.709458  | 0.630339  | 0.891733  | 0.816021  | 0.685573  | 0.836145  | 0.667421  |        | 0.346973  |       | 0.363561  |         | 0.119174  | NEK           |
-| LTDB          | 0.455324  | 0.521341  | 0.489411  | 0.461335  | 0.354462  | 0.479711  | 0.276735  |        | 0.765819  |       | 0.203241  |         | 0.589828  | LTDB          |
-| MITDB         | 0.366934  | 0.169557  | 0.377853  | 0.201810  | 0.160153  | 0.206999  | 0.113066  |        | 0.583808  |       | 0.051628  |         | 0.500834  | MITDB         |
-| TAO           | 0.140526  | 0.125817  | 0.149144  | 0.339781  | 0.994857  | 0.344060  | 0.993397  |        | 0.129147  |       | 0.167995  |         | 0.108733  | TAO           |
-| SED           | 0.031421  | 0.691484  | 0.020994  | 0.026231  | 0.029325  | 0.031663  | 0.030497  |        | 0.710575  |       | 0.082198  |         | 0.707453  | SED           |
-| Daphnet       | 0.536827  | 0.496579  | 0.468647  | 0.192057  | 0.381499  | 0.192069  | 0.132234  |        | 0.036445  |       | 0.129509  |         | 0.033893  | Daphnet       |
-| SWaT          | 0.123133  | 0.702432  | 0.756700  | 0.757484  | 0.738718  | 0.757687  | 0.737695  |        | 0.111152  |       | 0.120683  |         | 0.110376  | SWaT          |
-| Power         | 0.203760  | 0.073981  | 0.078866  | 0.064665  | 0.072400  | 0.064665  | 0.064788  |        | 0.507629  |       | 0.086245  |         | 0.160167  | Power         |
-| CATSv2        | 0.476434  | 0.139416  | 0.474705  | 0.481625  | 0.411894  | 0.437868  | 0.358071  |        | 0.455611  |       | 0.071542  |         | 0.482166  | CATSv2        |
-| **Insgesamt** | **0.394** | **0.304** | **0.407** | **0.352** | **0.366** | **0.354** | **0.313** |        | **0.444** |       | **0.156** |         | **0.292** | **Insgesamt** |
+| Datensatz     | POLY      | iForest   | PCA       | USAD      | CNN       | OmAn      | LSTM      | kShape | kMeans    | OCSVM | LOF       | Sub-LOF   | KNN       | Datensatz     |
+| ------------- | --------- | --------- | --------- | --------- | --------- | --------- | --------- | ------ | --------- | ----- | --------- | --------- | --------- | ------------- |
+| UCR           | 0.156850  | 0.059389  | 0.138533  | 0.088392  | 0.069477  | 0.085236  | 0.028041  |        | 0.487206  |       | 0.048985  | 0.495182  | 0.283830  | UCR           |
+| SMD           | 0.639394  | 0.369237  | 0.495851  | 0.665737  | 0.565370  | 0.531140  | 0.539890  |        | 0.260908  |       | 0.182353  | 0.486307  | 0.162970  | SMD           |
+| YAHOO         | 0.075395  | 0.092730  | 0.117107  | 0.117266  | 0.561562  | 0.148188  | 0.443957  |        | 0.699444  |       | 0.409909  | 0.150503  | 0.144445  | YAHOO         |
+| Exathlon      | 0.844513  | 0.962806  | 0.958102  | 0.862358  | 0.654310  | 0.874519  | 0.733875  |        | 0.617690  |       | 0.245106  | 0.257618  | 0.563481  | Exathlon      |
+| NAB           | 0.526439  | 0.314587  | 0.486528  | 0.300305  | 0.223347  | 0.332227  | 0.153306  |        | 0.401505  |       | 0.144844  | 0.495381  | 0.311100  | NAB           |
+| OPPORTUNITY   | 0.420658  | 0.733153  | 0.923192  | 0.651235  | 0.619160  | 0.649867  | 0.545535  |        | 0.365381  |       | 0.153396  | 0.158653  | 0.298396  | OPPORTUNITY   |
+| WSD           | 0.427387  | 0.040993  | 0.216542  | 0.240276  | 0.303128  | 0.251057  | 0.209492  |        | 0.146372  |       | 0.141918  | 0.539254  | 0.044597  | WSD           |
+| SVDB          | 0.506002  | 0.311936  | 0.558896  | 0.459209  | 0.197103  | 0.476835  | 0.129879  |        | 0.809036  |       | 0.044940  | 0.356140  | 0.538270  | SVDB          |
+| SMAP          | 0.604826  | 0.299302  | 0.484416  | 0.273159  | 0.329931  | 0.385082  | 0.278827  |        | 0.648913  |       | 0.180797  | 0.510341  | 0.453816  | SMAP          |
+| IOPS          | 0.332866  | 0.231569  | 0.372849  | 0.403523  | 0.265889  | 0.368163  | 0.320195  |        | 0.068715  |       | 0.116787  | 0.263492  | 0.070598  | IOPS          |
+| TODS          | 0.239024  | 0.076521  | 0.124321  | 0.163915  | 0.303786  | 0.172369  | 0.205671  |        | 0.448703  |       | 0.100820  | 0.166507  | 0.410649  | TODS          |
+| Stock         | 0.146590  | 0.143940  | 0.148428  | 0.133570  | 0.929344  | 0.133646  | 0.519232  |        | 0.114476  |       | 0.112061  | 0.115033  | 0.096103  | Stock         |
+| MGAB          | 0.008996  | 0.004336  | 0.027123  | 0.032097  | 0.003855  | 0.015268  | 0.045860  |        | 0.085299  |       | 0.002209  | 0.567335  | 0.325650  | MGAB          |
+| MSL           | 0.629533  | 0.386085  | 0.493320  | 0.267256  | 0.307033  | 0.394283  | 0.237442  |        | 0.371438  |       | 0.151228  | 0.442670  | 0.313525  | MSL           |
+| NEK           | 0.709458  | 0.630339  | 0.891733  | 0.816021  | 0.685573  | 0.836145  | 0.667421  |        | 0.346973  |       | 0.363561  | 0.554506  | 0.119174  | NEK           |
+| LTDB          | 0.455324  | 0.521341  | 0.489411  | 0.461335  | 0.354462  | 0.479711  | 0.276735  |        | 0.765819  |       | 0.203241  | 0.333160  | 0.589828  | LTDB          |
+| MITDB         | 0.366934  | 0.169557  | 0.377853  | 0.201810  | 0.160153  | 0.206999  | 0.113066  |        | 0.583808  |       | 0.051628  | 0.385195  | 0.500834  | MITDB         |
+| TAO           | 0.140526  | 0.125817  | 0.149144  | 0.339781  | 0.994857  | 0.344060  | 0.993397  |        | 0.129147  |       | 0.167995  | 0.139803  | 0.108733  | TAO           |
+| SED           | 0.031421  | 0.691484  | 0.020994  | 0.026231  | 0.029325  | 0.031663  | 0.030497  |        | 0.710575  |       | 0.082198  | 0.109660  | 0.707453  | SED           |
+| Daphnet       | 0.536827  | 0.496579  | 0.468647  | 0.192057  | 0.381499  | 0.192069  | 0.132234  |        | 0.036445  |       | 0.129509  | 0.252282  | 0.033893  | Daphnet       |
+| SWaT          | 0.123133  | 0.702432  | 0.756700  | 0.757484  | 0.738718  | 0.757687  | 0.737695  |        | 0.111152  |       | 0.120683  | 0.113563  | 0.110376  | SWaT          |
+| Power         | 0.203760  | 0.073981  | 0.078866  | 0.064665  | 0.072400  | 0.064665  | 0.064788  |        | 0.507629  |       | 0.086245  | 0.175035  | 0.160167  | Power         |
+| CATSv2        | 0.476434  | 0.139416  | 0.474705  | 0.481625  | 0.411894  | 0.437868  | 0.358071  |        | 0.455611  |       | 0.071542  | 0.511976  | 0.482166  | CATSv2        |
+| **Insgesamt** | **0.394** | **0.304** | **0.407** | **0.352** | **0.366** | **0.354** | **0.313** |        | **0.444** |       | **0.156** | **0.374** | **0.292** | **Insgesamt** |
 
 ## Gesamtbewertung nach VUS-PR
-| Datensatz     | POLY      | iForest   | PCA       | USAD      | CNN       | OmAn      | LSTM      | kShape | kMeans    | OCSVM | LOF       | Sub-LOF | KNN       | Datensatz     |
-| ------------- | --------- | --------- | --------- | --------- | --------- | --------- | --------- | ------ | --------- | ----- | --------- | ------- | --------- | ------------- |
-| UCR           | 0.198780  | 0.058773  | 0.152678  | 0.084437  | 0.065443  | 0.089552  | 0.023293  |        | 0.486822  |       | 0.051489  |         | 0.329748  | UCR           |
-| SMD           | 0.663191  | 0.342406  | 0.467257  | 0.629404  | 0.545045  | 0.478742  | 0.483944  |        | 0.254537  |       | 0.134985  |         | 0.163803  | SMD           |
-| YAHOO         | 0.307653  | 0.135664  | 0.163729  | 0.192366  | 0.512096  | 0.219787  | 0.417416  |        | 0.781824  |       | 0.381508  |         | 0.502031  | YAHOO         |
-| Exathlon      | 0.847945  | 0.964836  | 0.959173  | 0.864301  | 0.657757  | 0.876372  | 0.735253  |        | 0.618051  |       | 0.240338  |         | 0.562449  | Exathlon      |
-| NAB           | 0.584112  | 0.342137  | 0.511398  | 0.308303  | 0.248091  | 0.342007  | 0.173732  |        | 0.427477  |       | 0.165966  |         | 0.341432  | NAB           |
-| OPPORTUNITY   | 0.426326  | 0.736264  | 0.924516  | 0.651269  | 0.632799  | 0.649931  | 0.563772  |        | 0.351828  |       | 0.159200  |         | 0.295398  | OPPORTUNITY   |
-| WSD           | 0.531110  | 0.027487  | 0.155366  | 0.155950  | 0.224922  | 0.157612  | 0.130270  |        | 0.173060  |       | 0.102346  |         | 0.083204  | WSD           |
-| SVDB          | 0.445531  | 0.307322  | 0.523984  | 0.435722  | 0.199785  | 0.445289  | 0.127489  |        | 0.811385  |       | 0.050189  |         | 0.591484  | SVDB          |
-| SMAP          | 0.727079  | 0.327727  | 0.566842  | 0.302212  | 0.336818  | 0.417852  | 0.273214  |        | 0.657738  |       | 0.172499  |         | 0.558287  | SMAP          |
-| IOPS          | 0.365055  | 0.134518  | 0.260372  | 0.192815  | 0.205826  | 0.192837  | 0.213044  |        | 0.107988  |       | 0.123657  |         | 0.116527  | IOPS          |
-| TODS          | 0.586493  | 0.487386  | 0.552877  | 0.529843  | 0.575941  | 0.538194  | 0.522228  |        | 0.739257  |       | 0.485079  |         | 0.780280  | TODS          |
-| Stock         | 0.805375  | 0.735886  | 0.825382  | 0.771612  | 0.939925  | 0.771658  | 0.817960  |        | 0.738198  |       | 0.710487  |         | 0.691512  | Stock         |
-| MGAB          | 0.008269  | 0.004379  | 0.005551  | 0.005403  | 0.006988  | 0.005586  | 0.025419  |        | 0.036645  |       | 0.004639  |         | 0.238613  | MGAB          |
-| MSL           | 0.734244  | 0.448709  | 0.523310  | 0.295208  | 0.346350  | 0.428048  | 0.305128  |        | 0.441543  |       | 0.186700  |         | 0.368746  | MSL           |
-| NEK           | 0.764836  | 0.649735  | 0.929171  | 0.827283  | 0.714845  | 0.858349  | 0.689697  |        | 0.317927  |       | 0.395130  |         | 0.132908  | NEK           |
-| LTDB          | 0.510507  | 0.566359  | 0.534873  | 0.512266  | 0.406171  | 0.524763  | 0.329828  |        | 0.835553  |       | 0.256447  |         | 0.692355  | LTDB          |
-| MITDB         | 0.320425  | 0.159042  | 0.323526  | 0.158357  | 0.143632  | 0.163465  | 0.112398  |        | 0.590892  |       | 0.053749  |         | 0.548995  | MITDB         |
-| TAO           | 0.808453  | 0.728970  | 0.840276  | 0.928987  | 0.994270  | 0.930020  | 0.995044  |        | 0.747945  |       | 0.710584  |         | 0.684119  | TAO           |
-| SED           | 0.040176  | 0.807209  | 0.030270  | 0.053374  | 0.058416  | 0.055985  | 0.056562  |        | 0.895291  |       | 0.111105  |         | 0.882987  | SED           |
-| Daphnet       | 0.519516  | 0.518905  | 0.441568  | 0.122992  | 0.398456  | 0.123026  | 0.133080  |        | 0.039747  |       | 0.134804  |         | 0.035185  | Daphnet       |
-| SWaT          | 0.103364  | 0.368230  | 0.375512  | 0.365922  | 0.680748  | 0.366250  | 0.669824  |        | 0.111519  |       | 0.121168  |         | 0.110850  | SWaT          |
-| Power         | 0.122294  | 0.076373  | 0.079616  | 0.067090  | 0.075487  | 0.067090  | 0.067250  |        | 0.524166  |       | 0.090503  |         | 0.166562  | Power         |
-| CATSv2        | 0.232252  | 0.105175  | 0.232417  | 0.406831  | 0.288293  | 0.282282  | 0.329056  |        | 0.229268  |       | 0.063826  |         | 0.354730  | CATSv2        |
-| **Insgesamt** | **0.478** | **0.341** | **0.444** | **0.375** | **0.367** | **0.377** | **0.320** |        | **0.489** |       | **0.185** |         | **0.384** | **Insgesamt** |
+| Datensatz     | POLY      | iForest   | PCA       | USAD      | CNN       | OmAn      | LSTM      | kShape | kMeans    | OCSVM | LOF       | Sub-LOF   | KNN       | Datensatz     |
+| ------------- | --------- | --------- | --------- | --------- | --------- | --------- | --------- | ------ | --------- | ----- | --------- | --------- | --------- | ------------- |
+| UCR           | 0.198780  | 0.058773  | 0.152678  | 0.084437  | 0.065443  | 0.089552  | 0.023293  |        | 0.486822  |       | 0.051489  | 0.514326  | 0.329748  | UCR           |
+| SMD           | 0.663191  | 0.342406  | 0.467257  | 0.629404  | 0.545045  | 0.478742  | 0.483944  |        | 0.254537  |       | 0.134985  | 0.544696  | 0.163803  | SMD           |
+| YAHOO         | 0.307653  | 0.135664  | 0.163729  | 0.192366  | 0.512096  | 0.219787  | 0.417416  |        | 0.781824  |       | 0.381508  | 0.451001  | 0.502031  | YAHOO         |
+| Exathlon      | 0.847945  | 0.964836  | 0.959173  | 0.864301  | 0.657757  | 0.876372  | 0.735253  |        | 0.618051  |       | 0.240338  | 0.262478  | 0.562449  | Exathlon      |
+| NAB           | 0.584112  | 0.342137  | 0.511398  | 0.308303  | 0.248091  | 0.342007  | 0.173732  |        | 0.427477  |       | 0.165966  | 0.532450  | 0.341432  | NAB           |
+| OPPORTUNITY   | 0.426326  | 0.736264  | 0.924516  | 0.651269  | 0.632799  | 0.649931  | 0.563772  |        | 0.351828  |       | 0.159200  | 0.149548  | 0.295398  | OPPORTUNITY   |
+| WSD           | 0.531110  | 0.027487  | 0.155366  | 0.155950  | 0.224922  | 0.157612  | 0.130270  |        | 0.173060  |       | 0.102346  | 0.551041  | 0.083204  | WSD           |
+| SVDB          | 0.445531  | 0.307322  | 0.523984  | 0.435722  | 0.199785  | 0.445289  | 0.127489  |        | 0.811385  |       | 0.050189  | 0.383000  | 0.591484  | SVDB          |
+| SMAP          | 0.727079  | 0.327727  | 0.566842  | 0.302212  | 0.336818  | 0.417852  | 0.273214  |        | 0.657738  |       | 0.172499  | 0.597854  | 0.558287  | SMAP          |
+| IOPS          | 0.365055  | 0.134518  | 0.260372  | 0.192815  | 0.205826  | 0.192837  | 0.213044  |        | 0.107988  |       | 0.123657  | 0.380817  | 0.116527  | IOPS          |
+| TODS          | 0.586493  | 0.487386  | 0.552877  | 0.529843  | 0.575941  | 0.538194  | 0.522228  |        | 0.739257  |       | 0.485079  | 0.691125  | 0.780280  | TODS          |
+| Stock         | 0.805375  | 0.735886  | 0.825382  | 0.771612  | 0.939925  | 0.771658  | 0.817960  |        | 0.738198  |       | 0.710487  | 0.747567  | 0.691512  | Stock         |
+| MGAB          | 0.008269  | 0.004379  | 0.005551  | 0.005403  | 0.006988  | 0.005586  | 0.025419  |        | 0.036645  |       | 0.004639  | 0.634748  | 0.238613  | MGAB          |
+| MSL           | 0.734244  | 0.448709  | 0.523310  | 0.295208  | 0.346350  | 0.428048  | 0.305128  |        | 0.441543  |       | 0.186700  | 0.544711  | 0.368746  | MSL           |
+| NEK           | 0.764836  | 0.649735  | 0.929171  | 0.827283  | 0.714845  | 0.858349  | 0.689697  |        | 0.317927  |       | 0.395130  | 0.687020  | 0.132908  | NEK           |
+| LTDB          | 0.510507  | 0.566359  | 0.534873  | 0.512266  | 0.406171  | 0.524763  | 0.329828  |        | 0.835553  |       | 0.256447  | 0.409530  | 0.692355  | LTDB          |
+| MITDB         | 0.320425  | 0.159042  | 0.323526  | 0.158357  | 0.143632  | 0.163465  | 0.112398  |        | 0.590892  |       | 0.053749  | 0.367125  | 0.548995  | MITDB         |
+| TAO           | 0.808453  | 0.728970  | 0.840276  | 0.928987  | 0.994270  | 0.930020  | 0.995044  |        | 0.747945  |       | 0.710584  | 0.807694  | 0.684119  | TAO           |
+| SED           | 0.040176  | 0.807209  | 0.030270  | 0.053374  | 0.058416  | 0.055985  | 0.056562  |        | 0.895291  |       | 0.111105  | 0.253420  | 0.882987  | SED           |
+| Daphnet       | 0.519516  | 0.518905  | 0.441568  | 0.122992  | 0.398456  | 0.123026  | 0.133080  |        | 0.039747  |       | 0.134804  | 0.253956  | 0.035185  | Daphnet       |
+| SWaT          | 0.103364  | 0.368230  | 0.375512  | 0.365922  | 0.680748  | 0.366250  | 0.669824  |        | 0.111519  |       | 0.121168  | 0.113915  | 0.110850  | SWaT          |
+| Power         | 0.122294  | 0.076373  | 0.079616  | 0.067090  | 0.075487  | 0.067090  | 0.067250  |        | 0.524166  |       | 0.090503  | 0.160858  | 0.166562  | Power         |
+| CATSv2        | 0.232252  | 0.105175  | 0.232417  | 0.406831  | 0.288293  | 0.282282  | 0.329056  |        | 0.229268  |       | 0.063826  | 0.393045  | 0.354730  | CATSv2        |
+| **Insgesamt** | **0.478** | **0.341** | **0.444** | **0.375** | **0.367** | **0.377** | **0.320** |        | **0.489** |       | **0.185** | **0.473** | **0.384** | **Insgesamt** |
 
 ## Gesamtbewertung der Punktanomalien nach AUC-PR
-| Datensatz     | POLY      | iForest   | PCA       | USAD      | CNN       | OmAn      | LSTM      | kShape | kMeans    | OCSVM | LOF       | Sub-LOF | KNN       | Datensatz     |
-| ------------- | --------- | --------- | --------- | --------- | --------- | --------- | --------- | ------ | --------- | ----- | --------- | ------- | --------- | ------------- |
-| UCR           | 0.000257  | 0.000139  | 0.000196  | 0.000178  | 0.000498  | 0.000178  | 0.000221  |        | 0.002843  |       | 0.000653  |         | 0.003749  | UCR           |
-| YAHOO         | 0.024161  | 0.007312  | 0.060498  | 0.087663  | 0.587049  | 0.122574  | 0.455103  |        | 0.742578  |       | 0.422520  |         | 0.130716  | YAHOO         |
-| WSD           | 0.167066  | 0.000501  | 0.206655  | 0.285712  | 0.342989  | 0.407280  | 0.334638  |        | 0.003073  |       | 0.003879  |         | 0.000945  | WSD           |
-| IOPS          | 0.141657  | 0.011860  | 0.036186  | 0.016979  | 0.210157  | 0.016952  | 0.197084  |        | 0.066886  |       | 0.176712  |         | 0.041389  | IOPS          |
-| TODS          | 0.061866  | 0.069264  | 0.067229  | 0.065809  | 0.531847  | 0.064650  | 0.367334  |        | 0.083989  |       | 0.071959  |         | 0.075986  | TODS          |
-| Stock         | 0.146590  | 0.143940  | 0.148428  | 0.133570  | 0.929344  | 0.133646  | 0.519232  |        | 0.114476  |       | 0.112061  |         | 0.096103  | Stock         |
-| TAO           | 0.148356  | 0.126763  | 0.160428  | 0.330086  | 0.993457  | 0.336829  | 0.994218  |        | 0.121904  |       | 0.128972  |         | 0.098915  | TAO           |
-| **Insgesamt** | **0.060** | **0.039** | **0.079** | **0.100** | **0.585** | **0.125** | **0.426** |        | **0.451** |       | **0.274** |         | **0.101** | **Insgesamt** |
+| Datensatz     | POLY      | iForest   | PCA       | USAD      | CNN       | OmAn      | LSTM      | kShape | kMeans    | OCSVM | LOF       | Sub-LOF   | KNN       | Datensatz     |
+| ------------- | --------- | --------- | --------- | --------- | --------- | --------- | --------- | ------ | --------- | ----- | --------- | --------- | --------- | ------------- |
+| UCR           | 0.000257  | 0.000139  | 0.000196  | 0.000178  | 0.000498  | 0.000178  | 0.000221  |        | 0.002843  |       | 0.000653  | 0.040927  | 0.003749  | UCR           |
+| YAHOO         | 0.024161  | 0.007312  | 0.060498  | 0.087663  | 0.587049  | 0.122574  | 0.455103  |        | 0.742578  |       | 0.422520  | 0.141987  | 0.130716  | YAHOO         |
+| WSD           | 0.167066  | 0.000501  | 0.206655  | 0.285712  | 0.342989  | 0.407280  | 0.334638  |        | 0.003073  |       | 0.003879  | 0.327958  | 0.000945  | WSD           |
+| IOPS          | 0.141657  | 0.011860  | 0.036186  | 0.016979  | 0.210157  | 0.016952  | 0.197084  |        | 0.066886  |       | 0.176712  | 0.121683  | 0.041389  | IOPS          |
+| TODS          | 0.061866  | 0.069264  | 0.067229  | 0.065809  | 0.531847  | 0.064650  | 0.367334  |        | 0.083989  |       | 0.071959  | 0.077775  | 0.075986  | TODS          |
+| Stock         | 0.146590  | 0.143940  | 0.148428  | 0.133570  | 0.929344  | 0.133646  | 0.519232  |        | 0.114476  |       | 0.112061  | 0.115033  | 0.096103  | Stock         |
+| TAO           | 0.148356  | 0.126763  | 0.160428  | 0.330086  | 0.993457  | 0.336829  | 0.994218  |        | 0.121904  |       | 0.128972  | 0.145212  | 0.098915  | TAO           |
+| **Insgesamt** | **0.060** | **0.039** | **0.079** | **0.100** | **0.585** | **0.125** | **0.426** |        | **0.451** |       | **0.274** | **0.131** | **0.101** | **Insgesamt** |
 
 
 ## Gesamtbewertung der Punktanomalien nach VUS-PR
-| Datensatz     | POLY      | iForest   | PCA       | USAD      | CNN       | OmAn      | LSTM      | kShape | kMeans    | OCSVM | LOF       | Sub-LOF | KNN       | Datensatz     |
-| ------------- | --------- | --------- | --------- | --------- | --------- | --------- | --------- | ------ | --------- | ----- | --------- | ------- | --------- | ------------- |
-| UCR           | 0.003356  | 0.000267  | 0.000408  | 0.000406  | 0.128496  | 0.000406  | 0.000237  |        | 0.012483  |       | 0.012963  |         | 0.011814  | UCR           |
-| YAHOO         | 0.282071  | 0.052201  | 0.113436  | 0.159136  | 0.519819  | 0.190097  | 0.414255  |        | 0.826036  |       | 0.383203  |         | 0.521624  | YAHOO         |
-| WSD           | 0.216267  | 0.001036  | 0.124850  | 0.088179  | 0.131018  | 0.105822  | 0.100076  |        | 0.021818  |       | 0.035113  |         | 0.007947  | WSD           |
-| IOPS          | 0.187766  | 0.017686  | 0.048169  | 0.042432  | 0.147113  | 0.035031  | 0.080739  |        | 0.202456  |       | 0.073159  |         | 0.327373  | IOPS          |
-| TODS          | 0.803771  | 0.815915  | 0.820717  | 0.780347  | 0.895740  | 0.800324  | 0.852834  |        | 0.857103  |       | 0.786747  |         | 0.855125  | TODS          |
-| Stock         | 0.805375  | 0.735886  | 0.825382  | 0.771612  | 0.939925  | 0.771658  | 0.817960  |        | 0.738198  |       | 0.710487  |         | 0.691512  | Stock         |
-| TAO           | 0.761585  | 0.654975  | 0.805852  | 0.907035  | 0.991524  | 0.908594  | 0.992980  |        | 0.666432  |       | 0.623702  |         | 0.570248  | TAO           |
-| **Insgesamt** | **0.392** | **0.232** | **0.294** | **0.310** | **0.571** | **0.329** | **0.471** |        | **0.680** |       | **0.416** |         | **0.500** | **Insgesamt** |
+| Datensatz     | POLY      | iForest   | PCA       | USAD      | CNN       | OmAn      | LSTM      | kShape | kMeans    | OCSVM | LOF       | Sub-LOF   | KNN       | Datensatz     |
+| ------------- | --------- | --------- | --------- | --------- | --------- | --------- | --------- | ------ | --------- | ----- | --------- | --------- | --------- | ------------- |
+| UCR           | 0.003356  | 0.000267  | 0.000408  | 0.000406  | 0.128496  | 0.000406  | 0.000237  |        | 0.012483  |       | 0.012963  | 0.208122  | 0.011814  | UCR           |
+| YAHOO         | 0.282071  | 0.052201  | 0.113436  | 0.159136  | 0.519819  | 0.190097  | 0.414255  |        | 0.826036  |       | 0.383203  | 0.475296  | 0.521624  | YAHOO         |
+| WSD           | 0.216267  | 0.001036  | 0.124850  | 0.088179  | 0.131018  | 0.105822  | 0.100076  |        | 0.021818  |       | 0.035113  | 0.140331  | 0.007947  | WSD           |
+| IOPS          | 0.187766  | 0.017686  | 0.048169  | 0.042432  | 0.147113  | 0.035031  | 0.080739  |        | 0.202456  |       | 0.073159  | 0.327754  | 0.327373  | IOPS          |
+| TODS          | 0.803771  | 0.815915  | 0.820717  | 0.780347  | 0.895740  | 0.800324  | 0.852834  |        | 0.857103  |       | 0.786747  | 0.849582  | 0.855125  | TODS          |
+| Stock         | 0.805375  | 0.735886  | 0.825382  | 0.771612  | 0.939925  | 0.771658  | 0.817960  |        | 0.738198  |       | 0.710487  | 0.747567  | 0.691512  | Stock         |
+| TAO           | 0.761585  | 0.654975  | 0.805852  | 0.907035  | 0.991524  | 0.908594  | 0.992980  |        | 0.666432  |       | 0.623702  | 0.755775  | 0.570248  | TAO           |
+| **Insgesamt** | **0.392** | **0.232** | **0.294** | **0.310** | **0.571** | **0.329** | **0.471** |        | **0.680** |       | **0.416** | **0.514** | **0.500** | **Insgesamt** |
 
 
 ## Gesamtbewertung der Sequenzanomalien nach AUC-PR
 
-| Datensatz     | POLY      | iForest   | PCA       | USAD      | CNN       | OmAn      | LSTM      | kShape | kMeans    | OCSVM | LOF       | Sub-LOF | KNN       | Datensatz     |
-| ------------- | --------- | --------- | --------- | --------- | --------- | --------- | --------- | ------ | --------- | ----- | --------- | ------- | --------- | ------------- |
-| SMD           | 0.439343  | 0.336128  | 0.459753  | 0.561216  | 0.505749  | 0.460181  | 0.495482  |        | 0.095816  |       | 0.163313  |         | 0.050501  | SMD           |
-| YAHOO         | 0.571428  | 0.981990  | 0.690088  | 0.349449  | 0.345384  | 0.349465  | 0.344485  |        | 0.462352  |       | 0.316546  |         | 0.306868  | YAHOO         |
-| Exathlon      | 0.844513  | 0.962806  | 0.958102  | 0.862358  | 0.654310  | 0.874519  | 0.733875  |        | 0.617690  |       | 0.245106  |         | 0.563481  | Exathlon      |
-| NAB           | 0.402974  | 0.251317  | 0.439685  | 0.272908  | 0.209869  | 0.335713  | 0.162982  |        | 0.230029  |       | 0.154619  |         | 0.176029  | NAB           |
-| OPPORTUNITY   | 0.624496  | 0.870159  | 0.968964  | 0.661820  | 0.727956  | 0.661818  | 0.547465  |        | 0.276125  |       | 0.144952  |         | 0.263868  | OPPORTUNITY   |
-| WSD           | 0.324235  | 0.067695  | 0.099717  | 0.122887  | 0.242314  | 0.123481  | 0.127908  |        | 0.253831  |       | 0.094898  |         | 0.077550  | WSD           |
-| SVDB          | 0.483934  | 0.313933  | 0.541451  | 0.445765  | 0.198720  | 0.465020  | 0.130291  |        | 0.799099  |       | 0.046729  |         | 0.519348  | SVDB          |
-| SMAP          | 0.798189  | 0.481811  | 0.887517  | 0.865663  | 0.241609  | 0.876352  | 0.233398  |        | 0.928300  |       | 0.060424  |         | 0.788114  | SMAP          |
-| IOPS          | 0.482294  | 0.276687  | 0.549216  | 0.710230  | 0.429909  | 0.721261  | 0.461068  |        | 0.061431  |       | 0.272670  |         | 0.031872  | IOPS          |
-| TODS          | 0.281649  | 0.071679  | 0.149989  | 0.184682  | 0.206602  | 0.191109  | 0.170148  |        | 0.592072  |       | 0.081599  |         | 0.533591  | TODS          |
-| MGAB          | 0.008996  | 0.004336  | 0.027123  | 0.032097  | 0.003855  | 0.015268  | 0.045860  |        | 0.085299  |       | 0.002209  |         | 0.325650  | MGAB          |
-| MSL           | 0.557113  | 0.453614  | 0.475464  | 0.104606  | 0.264200  | 0.364941  | 0.257571  |        | 0.288743  |       | 0.277979  |         | 0.238423  | MSL           |
-| NEK           | 0.568731  | 0.688168  | 0.849600  | 0.863096  | 0.715902  | 0.877024  | 0.681103  |        | 0.331911  |       | 0.356301  |         | 0.146699  | NEK           |
-| LTDB          | 0.455324  | 0.521341  | 0.489411  | 0.461335  | 0.354462  | 0.479711  | 0.276735  |        | 0.765819  |       | 0.203241  |         | 0.589828  | LTDB          |
-| MITDB         | 0.366934  | 0.169557  | 0.377853  | 0.201810  | 0.160153  | 0.206999  | 0.113066  |        | 0.583808  |       | 0.051628  |         | 0.500834  | MITDB         |
-| SED           | 0.031421  | 0.691484  | 0.020994  | 0.026231  | 0.029325  | 0.031663  | 0.030497  |        | 0.710575  |       | 0.082198  |         | 0.707453  | SED           |
-| Daphnet       | 0.536827  | 0.496579  | 0.468647  | 0.192057  | 0.381499  | 0.192069  | 0.132234  |        | 0.036445  |       | 0.129509  |         | 0.033893  | Daphnet       |
-| SWaT          | 0.123133  | 0.702432  | 0.756700  | 0.757484  | 0.738718  | 0.757687  | 0.737695  |        | 0.111152  |       | 0.120683  |         | 0.110376  | SWaT          |
-| Power         | 0.203760  | 0.073981  | 0.078866  | 0.064665  | 0.072400  | 0.064665  | 0.064788  |        | 0.507629  |       | 0.086245  |         | 0.160167  | Power         |
-| CATSv2        | 0.476434  | 0.139416  | 0.474705  | 0.481625  | 0.411894  | 0.437868  | 0.358071  |        | 0.455611  |       | 0.071542  |         | 0.482166  | CATSv2        |
-| **Insgesamt** | **0.499** | **0.479** | **0.553** | **0.474** | **0.387** | **0.481** | **0.357** |        | **0.449** |       | **0.150** |         | **0.364** | **Insgesamt** |
+| Datensatz     | POLY      | iForest   | PCA       | USAD      | CNN       | OmAn      | LSTM      | kShape | kMeans    | OCSVM | LOF       | Sub-LOF   | KNN       | Datensatz     |
+| ------------- | --------- | --------- | --------- | --------- | --------- | --------- | --------- | ------ | --------- | ----- | --------- | --------- | --------- | ------------- |
+| SMD           | 0.439343  | 0.336128  | 0.459753  | 0.561216  | 0.505749  | 0.460181  | 0.495482  |        | 0.095816  |       | 0.163313  | 0.339639  | 0.050501  | SMD           |
+| YAHOO         | 0.571428  | 0.981990  | 0.690088  | 0.349449  | 0.345384  | 0.349465  | 0.344485  |        | 0.462352  |       | 0.316546  | 0.242005  | 0.306868  | YAHOO         |
+| Exathlon      | 0.844513  | 0.962806  | 0.958102  | 0.862358  | 0.654310  | 0.874519  | 0.733875  |        | 0.617690  |       | 0.245106  | 0.257618  | 0.563481  | Exathlon      |
+| NAB           | 0.402974  | 0.251317  | 0.439685  | 0.272908  | 0.209869  | 0.335713  | 0.162982  |        | 0.230029  |       | 0.154619  | 0.457316  | 0.176029  | NAB           |
+| OPPORTUNITY   | 0.624496  | 0.870159  | 0.968964  | 0.661820  | 0.727956  | 0.661818  | 0.547465  |        | 0.276125  |       | 0.144952  | 0.154555  | 0.263868  | OPPORTUNITY   |
+| WSD           | 0.324235  | 0.067695  | 0.099717  | 0.122887  | 0.242314  | 0.123481  | 0.127908  |        | 0.253831  |       | 0.094898  | 0.452830  | 0.077550  | WSD           |
+| SVDB          | 0.483934  | 0.313933  | 0.541451  | 0.445765  | 0.198720  | 0.465020  | 0.130291  |        | 0.799099  |       | 0.046729  | 0.329395  | 0.519348  | SVDB          |
+| SMAP          | 0.798189  | 0.481811  | 0.887517  | 0.865663  | 0.241609  | 0.876352  | 0.233398  |        | 0.928300  |       | 0.060424  | 0.488277  | 0.788114  | SMAP          |
+| IOPS          | 0.482294  | 0.276687  | 0.549216  | 0.710230  | 0.429909  | 0.721261  | 0.461068  |        | 0.061431  |       | 0.272670  | 0.157124  | 0.031872  | IOPS          |
+| TODS          | 0.281649  | 0.071679  | 0.149989  | 0.184682  | 0.206602  | 0.191109  | 0.170148  |        | 0.592072  |       | 0.081599  | 0.240756  | 0.533591  | TODS          |
+| MGAB          | 0.008996  | 0.004336  | 0.027123  | 0.032097  | 0.003855  | 0.015268  | 0.045860  |        | 0.085299  |       | 0.002209  | 0.567335  | 0.325650  | MGAB          |
+| MSL           | 0.557113  | 0.453614  | 0.475464  | 0.104606  | 0.264200  | 0.364941  | 0.257571  |        | 0.288743  |       | 0.277979  | 0.368527  | 0.238423  | MSL           |
+| NEK           | 0.568731  | 0.688168  | 0.849600  | 0.863096  | 0.715902  | 0.877024  | 0.681103  |        | 0.331911  |       | 0.356301  | 0.433487  | 0.146699  | NEK           |
+| LTDB          | 0.455324  | 0.521341  | 0.489411  | 0.461335  | 0.354462  | 0.479711  | 0.276735  |        | 0.765819  |       | 0.203241  | 0.333160  | 0.589828  | LTDB          |
+| MITDB         | 0.366934  | 0.169557  | 0.377853  | 0.201810  | 0.160153  | 0.206999  | 0.113066  |        | 0.583808  |       | 0.051628  | 0.385195  | 0.500834  | MITDB         |
+| SED           | 0.031421  | 0.691484  | 0.020994  | 0.026231  | 0.029325  | 0.031663  | 0.030497  |        | 0.710575  |       | 0.082198  | 0.109660  | 0.707453  | SED           |
+| Daphnet       | 0.536827  | 0.496579  | 0.468647  | 0.192057  | 0.381499  | 0.192069  | 0.132234  |        | 0.036445  |       | 0.129509  | 0.252282  | 0.033893  | Daphnet       |
+| SWaT          | 0.123133  | 0.702432  | 0.756700  | 0.757484  | 0.738718  | 0.757687  | 0.737695  |        | 0.111152  |       | 0.120683  | 0.113563  | 0.110376  | SWaT          |
+| Power         | 0.203760  | 0.073981  | 0.078866  | 0.064665  | 0.072400  | 0.064665  | 0.064788  |        | 0.507629  |       | 0.086245  | 0.175035  | 0.160167  | Power         |
+| CATSv2        | 0.476434  | 0.139416  | 0.474705  | 0.481625  | 0.411894  | 0.437868  | 0.358071  |        | 0.455611  |       | 0.071542  | 0.511976  | 0.482166  | CATSv2        |
+| **Insgesamt** | **0.499** | **0.479** | **0.553** | **0.474** | **0.387** | **0.481** | **0.357** |        | **0.449** |       | **0.150** | **0.330** | **0.364** | **Insgesamt** |
 
 ## Gesamtbewertung der Sequenzanomalien nach VUS-PR
 
-| Datensatz     | POLY      | iForest   | PCA       | USAD      | CNN       | OmAn      | LSTM      | kShape | kMeans    | OCSVM | LOF       | Sub-LOF | KNN       | Datensatz     |
-| ------------- | --------- | --------- | --------- | --------- | --------- | --------- | --------- | ------ | --------- | ----- | --------- | ------- | --------- | ------------- |
-| SMD           | 0.482296  | 0.322146  | 0.423162  | 0.519965  | 0.503535  | 0.410939  | 0.453416  |        | 0.092843  |       | 0.137760  |         | 0.063644  | SMD           |
-| YAHOO         | 0.518566  | 0.936245  | 0.568333  | 0.354527  | 0.351064  | 0.354507  | 0.348855  |        | 0.477510  |       | 0.304093  |         | 0.322916  | YAHOO         |
-| Exathlon      | 0.847945  | 0.964836  | 0.959173  | 0.864301  | 0.657757  | 0.876372  | 0.735253  |        | 0.618051  |       | 0.240338  |         | 0.562449  | Exathlon      |
-| NAB           | 0.478372  | 0.285635  | 0.474780  | 0.262268  | 0.238264  | 0.326918  | 0.181686  |        | 0.272775  |       | 0.183564  |         | 0.219327  | NAB           |
-| OPPORTUNITY   | 0.630618  | 0.868003  | 0.966351  | 0.660160  | 0.741769  | 0.660151  | 0.567052  |        | 0.255118  |       | 0.152842  |         | 0.257788  | OPPORTUNITY   |
-| WSD           | 0.457794  | 0.038526  | 0.067564  | 0.086910  | 0.206990  | 0.087346  | 0.100554  |        | 0.293116  |       | 0.073377  |         | 0.142998  | WSD           |
-| SVDB          | 0.423050  | 0.314567  | 0.508621  | 0.424770  | 0.206479  | 0.436465  | 0.131672  |        | 0.804472  |       | 0.052218  |         | 0.579059  | SVDB          |
-| SMAP          | 0.891481  | 0.487664  | 0.951739  | 0.947702  | 0.237156  | 0.951635  | 0.223192  |        | 0.946525  |       | 0.046142  |         | 0.818737  | SMAP          |
-| IOPS          | 0.426245  | 0.267117  | 0.422834  | 0.341683  | 0.312286  | 0.380533  | 0.334417  |        | 0.112229  |       | 0.302989  |         | 0.111561  | IOPS          |
-| TODS          | 0.437694  | 0.174752  | 0.342464  | 0.336685  | 0.331028  | 0.338275  | 0.263210  |        | 0.689051  |       | 0.198760  |         | 0.773793  | TODS          |
-| MGAB          | 0.008269  | 0.004379  | 0.005551  | 0.005403  | 0.006988  | 0.005586  | 0.025419  |        | 0.036645  |       | 0.004639  |         | 0.238613  | MGAB          |
-| MSL           | 0.653967  | 0.514630  | 0.492975  | 0.142125  | 0.326973  | 0.412021  | 0.309296  |        | 0.405174  |       | 0.327778  |         | 0.303536  | MSL           |
-| NEK           | 0.628709  | 0.678337  | 0.880822  | 0.868114  | 0.756555  | 0.884225  | 0.704672  |        | 0.298379  |       | 0.392335  |         | 0.162564  | NEK           |
-| LTDB          | 0.510507  | 0.566359  | 0.534873  | 0.512266  | 0.406171  | 0.524763  | 0.329828  |        | 0.835553  |       | 0.256447  |         | 0.692355  | LTDB          |
-| MITDB         | 0.320425  | 0.159042  | 0.323526  | 0.158357  | 0.143632  | 0.163465  | 0.112398  |        | 0.590892  |       | 0.053749  |         | 0.548995  | MITDB         |
-| SED           | 0.040176  | 0.807209  | 0.030270  | 0.053374  | 0.058416  | 0.055985  | 0.056562  |        | 0.895291  |       | 0.111105  |         | 0.882987  | SED           |
-| Daphnet       | 0.519516  | 0.518905  | 0.441568  | 0.122992  | 0.398456  | 0.123026  | 0.133080  |        | 0.039747  |       | 0.134804  |         | 0.035185  | Daphnet       |
-| SWaT          | 0.103364  | 0.368230  | 0.375512  | 0.365922  | 0.680748  | 0.366250  | 0.669824  |        | 0.111519  |       | 0.121168  |         | 0.110850  | SWaT          |
-| Power         | 0.122294  | 0.076373  | 0.079616  | 0.067090  | 0.075487  | 0.067090  | 0.067250  |        | 0.524166  |       | 0.090503  |         | 0.166562  | Power         |
-| CATSv2        | 0.232252  | 0.105175  | 0.232417  | 0.406831  | 0.288293  | 0.282282  | 0.329056  |        | 0.229268  |       | 0.063826  |         | 0.354730  | CATSv2        |
-| **Insgesamt** | **0.521** | **0.484** | **0.545** | **0.461** | **0.395** | **0.467** | **0.358** |        | **0.465** |       | **0.158** |         | **0.399** | **Insgesamt** |
+| Datensatz     | POLY      | iForest   | PCA       | USAD      | CNN       | OmAn      | LSTM      | kShape | kMeans    | OCSVM | LOF       | Sub-LOF   | KNN       | Datensatz     |
+| ------------- | --------- | --------- | --------- | --------- | --------- | --------- | --------- | ------ | --------- | ----- | --------- | --------- | --------- | ------------- |
+| SMD           | 0.482296  | 0.322146  | 0.423162  | 0.519965  | 0.503535  | 0.410939  | 0.453416  |        | 0.092843  |       | 0.137760  | 0.457631  | 0.063644  | SMD           |
+| YAHOO         | 0.518566  | 0.936245  | 0.568333  | 0.354527  | 0.351064  | 0.354507  | 0.348855  |        | 0.477510  |       | 0.304093  | 0.188491  | 0.322916  | YAHOO         |
+| Exathlon      | 0.847945  | 0.964836  | 0.959173  | 0.864301  | 0.657757  | 0.876372  | 0.735253  |        | 0.618051  |       | 0.240338  | 0.262478  | 0.562449  | Exathlon      |
+| NAB           | 0.478372  | 0.285635  | 0.474780  | 0.262268  | 0.238264  | 0.326918  | 0.181686  |        | 0.272775  |       | 0.183564  | 0.511944  | 0.219327  | NAB           |
+| OPPORTUNITY   | 0.630618  | 0.868003  | 0.966351  | 0.660160  | 0.741769  | 0.660151  | 0.567052  |        | 0.255118  |       | 0.152842  | 0.139082  | 0.257788  | OPPORTUNITY   |
+| WSD           | 0.457794  | 0.038526  | 0.067564  | 0.086910  | 0.206990  | 0.087346  | 0.100554  |        | 0.293116  |       | 0.073377  | 0.608260  | 0.142998  | WSD           |
+| SVDB          | 0.423050  | 0.314567  | 0.508621  | 0.424770  | 0.206479  | 0.436465  | 0.131672  |        | 0.804472  |       | 0.052218  | 0.359030  | 0.579059  | SVDB          |
+| SMAP          | 0.891481  | 0.487664  | 0.951739  | 0.947702  | 0.237156  | 0.951635  | 0.223192  |        | 0.946525  |       | 0.046142  | 0.599966  | 0.818737  | SMAP          |
+| IOPS          | 0.426245  | 0.267117  | 0.422834  | 0.341683  | 0.312286  | 0.380533  | 0.334417  |        | 0.112229  |       | 0.302989  | 0.258387  | 0.111561  | IOPS          |
+| TODS          | 0.437694  | 0.174752  | 0.342464  | 0.336685  | 0.331028  | 0.338275  | 0.263210  |        | 0.689051  |       | 0.198760  | 0.600606  | 0.773793  | TODS          |
+| MGAB          | 0.008269  | 0.004379  | 0.005551  | 0.005403  | 0.006988  | 0.005586  | 0.025419  |        | 0.036645  |       | 0.004639  | 0.634748  | 0.238613  | MGAB          |
+| MSL           | 0.653967  | 0.514630  | 0.492975  | 0.142125  | 0.326973  | 0.412021  | 0.309296  |        | 0.405174  |       | 0.327778  | 0.487796  | 0.303536  | MSL           |
+| NEK           | 0.628709  | 0.678337  | 0.880822  | 0.868114  | 0.756555  | 0.884225  | 0.704672  |        | 0.298379  |       | 0.392335  | 0.597690  | 0.162564  | NEK           |
+| LTDB          | 0.510507  | 0.566359  | 0.534873  | 0.512266  | 0.406171  | 0.524763  | 0.329828  |        | 0.835553  |       | 0.256447  | 0.409530  | 0.692355  | LTDB          |
+| MITDB         | 0.320425  | 0.159042  | 0.323526  | 0.158357  | 0.143632  | 0.163465  | 0.112398  |        | 0.590892  |       | 0.053749  | 0.367125  | 0.548995  | MITDB         |
+| SED           | 0.040176  | 0.807209  | 0.030270  | 0.053374  | 0.058416  | 0.055985  | 0.056562  |        | 0.895291  |       | 0.111105  | 0.253420  | 0.882987  | SED           |
+| Daphnet       | 0.519516  | 0.518905  | 0.441568  | 0.122992  | 0.398456  | 0.123026  | 0.133080  |        | 0.039747  |       | 0.134804  | 0.253956  | 0.035185  | Daphnet       |
+| SWaT          | 0.103364  | 0.368230  | 0.375512  | 0.365922  | 0.680748  | 0.366250  | 0.669824  |        | 0.111519  |       | 0.121168  | 0.113915  | 0.110850  | SWaT          |
+| Power         | 0.122294  | 0.076373  | 0.079616  | 0.067090  | 0.075487  | 0.067090  | 0.067250  |        | 0.524166  |       | 0.090503  | 0.160858  | 0.166562  | Power         |
+| CATSv2        | 0.232252  | 0.105175  | 0.232417  | 0.406831  | 0.288293  | 0.282282  | 0.329056  |        | 0.229268  |       | 0.063826  | 0.393045  | 0.354730  | CATSv2        |
+| **Insgesamt** | **0.521** | **0.484** | **0.545** | **0.461** | **0.395** | **0.467** | **0.358** |        | **0.465** |       | **0.158** | **0.393** | **0.399** | **Insgesamt** |
 
 # POLY:
 + Prozessor: CPU
@@ -635,37 +635,41 @@
 
 **Evaluation:**
 + Durchschnitt Gesamt:
-	+ Recall:
-	+ Precision:
-	+ Standard-F1:  (vgl. 0.24)
-	+ Auc-Roc:  (vgl. 0.68)
-	+ Auc-PR:  (vgl. 0.16)
-	+ Vus-PR:  (vgl. 0.25)
+	+ Recall: 0.420
+	+ Precision: 0.345
+	+ Standard-F1: 0.450 (vgl. 0.24, + 0.210, $\approx$ 87.5 %)
+	+ Auc-Roc: 0.794 (vgl. 0.68, + 0.114, $\approx$ 16.8 %)
+	+ Auc-PR: 0.374 (vgl. 0.16, + 0.214, $\approx$ 133.8 %)
+	+ Vus-PR: 0.473 (vgl. 0.25, + 0.223, $\approx$ 89.2 %)
 + Durchschnitt Punktanomalien:
-	+ Recall:
-	+ Precision:
-	+ Standard-F1:
-	+ Auc-Roc:
-	+ Auc-PR:
-	+ Vus-PR:
+	+ Recall: 0.433
+	+ Precision: 0.077
+	+ Standard-F1: 0.207
+	+ Auc-Roc: 0.831
+	+ Auc-PR: 0.131
+	+ Vus-PR: 0.514
 + Durchschnitt Sequenzanomalien:
-	+ Recall:
-	+ Precision:
-	+ Standard-F1:
-	+ Auc-Roc:
-	+ Auc-PR:
-	+ Vus-PR:
+	+ Recall: 0.261
+	+ Precision: 0.397
+	+ Standard-F1: 0.418
+	+ Auc-Roc: 0.726
+	+ Auc-PR: 0.330
+	+ Vus-PR: 0.393
 
 **Bemerkung:**
-+ Deutlich besser bei -anomalien
++ Deutlich besser bei Sequenzanomalien nach AUC-PR, nach VUS-PR bei Punktanomalien
++ Bei MGAB, wo viele Modelle Probleme haben (VUS-PR und AUC-PR zw. 0.05 und 0.00) hat Sub-LOF eine AUC-PR von 0.57 und VUS-PR von 0.63
++ Beste Performanz auf MGAB auch bei Autoren
++ Große Differenzen zw. AUC-PR und VUS-pr bei Stock (0.115 vs. 0.748), TAO (0.140 vs. 0.808) und TODS (0.167 vs. 0.691)
++ Nur auf dem Yahoo Datensatz (nach AUC-PR, nach VUS-PR nicht!) ist LOF deutlich besser als Sub-LOF (also der Durchlauf in einem batch anstelle mittels sliding windows)
 + Beste erkannte Gruppe: 
 	+ nach AUC-PR:
-		+ 
+		+ MGAB: 0.567335 (TAO: 0.139803)
 	+ nach VUS-PR:
-		+ (vgl. TAO 0.92)
+		+ TAO: 0.807694 (vgl. TAO 0.92; MGAB: 0.634748, vgl. MGAB: 0.44)
 + Schlechteste erkannte Gruppe: 
 	+ nach AUC-PR: 
-		+ 
+		+ SED: 0.109660 (SWaT: 0.113563; WSD: 0.539254)
 	+ nach VUS-PR:
 		+  (vgl. WSD 0.03)
 + Im Gegensatz zur schlechten Performanz der anderen Modelle auf dem Datensatz **MGAB** hat Sub-LOF bei den Autoren hier ein Vus-PR von **0.44**
diff --git a/docs/evaluation/groupedDataframes/AUC-PR_combined_by_group.csv b/docs/evaluation/groupedDataframes/AUC-PR_combined_by_group.csv
index df1eb8d..7bcdde6 100644
--- a/docs/evaluation/groupedDataframes/AUC-PR_combined_by_group.csv
+++ b/docs/evaluation/groupedDataframes/AUC-PR_combined_by_group.csv
@@ -1,11 +1,12 @@
-,Model,SVDB,Power,MGAB,Daphnet,WSD,SMAP,MSL,Exathlon,Stock,IOPS,UCR,YAHOO,NAB,LTDB,MITDB,SMD,TODS,SWaT,NEK,OPPORTUNITY,SED,TAO,CATSv2
-0,CNN,0.19710262016040547,0.0723996101568745,0.003854961812131611,0.3814990500329981,0.30312825425966844,0.3299309288297937,0.30703296485567955,0.6543096941901486,0.9293442608636605,0.2658893118021881,0.06947703302366708,0.5615618691240216,0.22334685517173777,0.3544623948216704,0.1601528087440646,0.565369591802724,0.3037856723254471,0.7387181088941073,0.6855731430154801,0.6191602168303323,0.029325049402745367,0.9948566473921369,0.4118939698305733
-0,IForest,0.3119364827416871,0.0739812238848341,0.004336120023749678,0.4965785621747466,0.04099291102913815,0.2993019518138772,0.38608540888302983,0.9628064611603744,0.14393995693030376,0.23156929513103078,0.059389091972092405,0.09272991506414939,0.3145868144981536,0.5213405915521423,0.16955657029296148,0.36923736187055917,0.07652134064844376,0.7024320276028485,0.630339411513941,0.7331529032690003,0.691483898843896,0.12581675403237186,0.1394155160045949
-0,KMeansAD_U,0.8090356381810129,0.507629476682699,0.08529855686124818,0.0364448974253113,0.14637226924693936,0.6489127043129476,0.37143817671367996,0.617689617530909,0.11447566194398832,0.06871545205888992,0.48720584604063366,0.6994439310340633,0.401504819120054,0.7658193255633926,0.5838081485697818,0.2609082130751905,0.4487028103262184,0.1111516911833987,0.3469725689956081,0.3653810197119157,0.7105752596393731,0.12914709845456196,0.4556114877404176
-0,LOF,0.04493994647519603,0.0862447643103002,0.002208833983716011,0.129509098249193,0.14191760711722487,0.18079700554505512,0.15122846324983763,0.2451059410575724,0.11206072684081272,0.11678669465120142,0.0489848149626439,0.4099090939695364,0.1448442788333725,0.20324070530989097,0.05162771249827228,0.18235312998281822,0.10081987259876368,0.1206834698967151,0.36356090912215866,0.15339581045465292,0.08219767855332698,0.1679948274250915,0.0715421233322276
-0,LSTMAD,0.12987864790676196,0.0647879297198734,0.04585981775047413,0.1322337577607795,0.20949249626949865,0.2788270775280182,0.23744155439224032,0.733874544363356,0.5192324559661586,0.3201945495278017,0.028041338054278185,0.4439573166657559,0.1533056834456119,0.27673530608030433,0.11306591669413261,0.5398904963082672,0.20567074108559213,0.7376946947277406,0.6674208880035603,0.5455348153510139,0.030497343412870064,0.9933974763498682,0.3580709697520762
-0,OmniAnomaly,0.4768352264302811,0.0646648482156372,0.015268247817355054,0.1920691814960085,0.251057174157317,0.38508194752955704,0.39428271688844074,0.8745189065767695,0.13364632394088924,0.36816289562529086,0.08523551844806315,0.1481883731109026,0.3322271540944519,0.4797110125580823,0.20699912890412075,0.5311401685436009,0.17236897672776852,0.7576872065528726,0.8361454306772048,0.6498671005600911,0.031663480582993765,0.344060221602637,0.4378677976960084
-0,PCA,0.5588963799777975,0.0788664308035282,0.027122742026965137,0.468647067072471,0.21654161409334477,0.4844163013142009,0.4933200185137532,0.9581020113822701,0.14842805522832,0.3728494779469234,0.1385328677464032,0.1171068241297201,0.48652829694101696,0.4894113142147856,0.3778533754675271,0.4958507799477434,0.12432056705472291,0.7567001273773122,0.891733187275396,0.9231919377778752,0.0209941892398622,0.1491442049585928,0.4747050350102691
-0,POLY,0.50600229760421,0.2037595305274893,0.008995606099947298,0.5368267899294596,0.42738732029834203,0.6048262003837879,0.629532587636957,0.844512912662751,0.14659009081554358,0.3328661662243327,0.15685006774098753,0.0753954175292419,0.5264388130929107,0.4553236691053208,0.3669341487796059,0.6393941543831635,0.2390237154249407,0.1231331999424481,0.7094581583655936,0.4206576520060393,0.03142142379603057,0.1405259120954581,0.4764337820823609
-0,Sub_KNN,0.5382699167825771,0.1601672827617932,0.32564999100566705,0.0338932937578225,0.044597067463582274,0.4538159096946783,0.313525013097462,0.563481394957596,0.0961032782898458,0.07059816232194295,0.2838297601145142,0.14444537624494838,0.31109955913147375,0.5898283428336337,0.500833656234517,0.16297042908781798,0.41064853826364733,0.1103758314980202,0.11917378259905748,0.2983959722264093,0.7074528685504887,0.10873282764385776,0.4821662398986781
-0,USAD,0.4592092425862558,0.0646645958264565,0.032096908715701186,0.1920565328650643,0.2402758256128196,0.27315882208579156,0.26725560751582494,0.8623584859187469,0.13357031995417967,0.40352305115361864,0.08839193854672213,0.11726577742217488,0.30030480702906,0.4613347441601701,0.20180998220768165,0.6657365297403594,0.1639152198541356,0.7574841555865873,0.8160210681956586,0.651234598743209,0.026230704465697034,0.3397807769750269,0.4816245755217306
+,Model,IOPS,SWaT,SED,MSL,SVDB,MGAB,LTDB,SMAP,Daphnet,Stock,WSD,MITDB,UCR,Power,NEK,CATSv2,NAB,Exathlon,TAO,OPPORTUNITY,TODS,SMD,YAHOO
+0,CNN,0.2658893118021881,0.7387181088941073,0.029325049402745367,0.30703296485567955,0.19710262016040547,0.003854961812131611,0.3544623948216704,0.3299309288297937,0.3814990500329981,0.9293442608636605,0.30312825425966844,0.1601528087440646,0.06947703302366708,0.0723996101568745,0.6855731430154801,0.4118939698305733,0.22334685517173777,0.6543096941901486,0.9948566473921369,0.6191602168303323,0.3037856723254471,0.565369591802724,0.5615618691240216
+0,IForest,0.23156929513103078,0.7024320276028485,0.691483898843896,0.38608540888302983,0.3119364827416871,0.004336120023749678,0.5213405915521423,0.2993019518138772,0.4965785621747466,0.14393995693030376,0.04099291102913815,0.16955657029296148,0.059389091972092405,0.0739812238848341,0.630339411513941,0.1394155160045949,0.3145868144981536,0.9628064611603744,0.12581675403237186,0.7331529032690003,0.07652134064844376,0.36923736187055917,0.09272991506414939
+0,KMeansAD_U,0.06871545205888992,0.1111516911833987,0.7105752596393731,0.37143817671367996,0.8090356381810129,0.08529855686124818,0.7658193255633926,0.6489127043129476,0.0364448974253113,0.11447566194398832,0.14637226924693936,0.5838081485697818,0.48720584604063366,0.507629476682699,0.3469725689956081,0.4556114877404176,0.401504819120054,0.617689617530909,0.12914709845456196,0.3653810197119157,0.4487028103262184,0.2609082130751905,0.6994439310340633
+0,LOF,0.11678669465120142,0.1206834698967151,0.08219767855332698,0.15122846324983763,0.04493994647519603,0.002208833983716011,0.20324070530989097,0.18079700554505512,0.129509098249193,0.11206072684081272,0.14191760711722487,0.05162771249827228,0.0489848149626439,0.0862447643103002,0.36356090912215866,0.0715421233322276,0.1448442788333725,0.2451059410575724,0.1679948274250915,0.15339581045465292,0.10081987259876368,0.18235312998281822,0.4099090939695364
+0,LSTMAD,0.3201945495278017,0.7376946947277406,0.030497343412870064,0.23744155439224032,0.12987864790676196,0.04585981775047413,0.27673530608030433,0.2788270775280182,0.1322337577607795,0.5192324559661586,0.20949249626949865,0.11306591669413261,0.028041338054278185,0.0647879297198734,0.6674208880035603,0.3580709697520762,0.1533056834456119,0.733874544363356,0.9933974763498682,0.5455348153510139,0.20567074108559213,0.5398904963082672,0.4439573166657559
+0,OmniAnomaly,0.36816289562529086,0.7576872065528726,0.031663480582993765,0.39428271688844074,0.4768352264302811,0.015268247817355054,0.4797110125580823,0.38508194752955704,0.1920691814960085,0.13364632394088924,0.251057174157317,0.20699912890412075,0.08523551844806315,0.0646648482156372,0.8361454306772048,0.4378677976960084,0.3322271540944519,0.8745189065767695,0.344060221602637,0.6498671005600911,0.17236897672776852,0.5311401685436009,0.1481883731109026
+0,PCA,0.3728494779469234,0.7567001273773122,0.0209941892398622,0.4933200185137532,0.5588963799777975,0.027122742026965137,0.4894113142147856,0.4844163013142009,0.468647067072471,0.14842805522832,0.21654161409334477,0.3778533754675271,0.1385328677464032,0.0788664308035282,0.891733187275396,0.4747050350102691,0.48652829694101696,0.9581020113822701,0.1491442049585928,0.9231919377778752,0.12432056705472291,0.4958507799477434,0.1171068241297201
+0,POLY,0.3328661662243327,0.1231331999424481,0.03142142379603057,0.629532587636957,0.50600229760421,0.008995606099947298,0.4553236691053208,0.6048262003837879,0.5368267899294596,0.14659009081554358,0.42738732029834203,0.3669341487796059,0.15685006774098753,0.2037595305274893,0.7094581583655936,0.4764337820823609,0.5264388130929107,0.844512912662751,0.1405259120954581,0.4206576520060393,0.2390237154249407,0.6393941543831635,0.0753954175292419
+0,Sub-LOF,0.26349163914256646,0.1135633808365225,0.10965998852146776,0.4426697426987531,0.35614017676232956,0.5673347974410752,0.33316020067643426,0.5103409692815175,0.2522823807762812,0.1150331890223664,0.5392539833042346,0.38519489390955175,0.4951819333128137,0.1750346138359664,0.5545055713305032,0.5119762791999092,0.495380602802276,0.2576177402577311,0.13980310215956185,0.1586532880262183,0.16650708100479605,0.4863069423901577,0.15050272371074025
+0,Sub_KNN,0.07059816232194295,0.1103758314980202,0.7074528685504887,0.313525013097462,0.5382699167825771,0.32564999100566705,0.5898283428336337,0.4538159096946783,0.0338932937578225,0.0961032782898458,0.044597067463582274,0.500833656234517,0.2838297601145142,0.1601672827617932,0.11917378259905748,0.4821662398986781,0.31109955913147375,0.563481394957596,0.10873282764385776,0.2983959722264093,0.41064853826364733,0.16297042908781798,0.14444537624494838
+0,USAD,0.40352305115361864,0.7574841555865873,0.026230704465697034,0.26725560751582494,0.4592092425862558,0.032096908715701186,0.4613347441601701,0.27315882208579156,0.1920565328650643,0.13357031995417967,0.2402758256128196,0.20180998220768165,0.08839193854672213,0.0646645958264565,0.8160210681956586,0.4816245755217306,0.30030480702906,0.8623584859187469,0.3397807769750269,0.651234598743209,0.1639152198541356,0.6657365297403594,0.11726577742217488
diff --git a/docs/evaluation/groupedDataframes/VUS-PR_combined_by_group.csv b/docs/evaluation/groupedDataframes/VUS-PR_combined_by_group.csv
index ad323dc..4bc325d 100644
--- a/docs/evaluation/groupedDataframes/VUS-PR_combined_by_group.csv
+++ b/docs/evaluation/groupedDataframes/VUS-PR_combined_by_group.csv
@@ -1,11 +1,12 @@
-,Model,SVDB,Power,MGAB,Daphnet,WSD,SMAP,MSL,Exathlon,Stock,IOPS,UCR,YAHOO,NAB,LTDB,MITDB,SMD,TODS,SWaT,NEK,OPPORTUNITY,SED,TAO,CATSv2
-0,CNN,0.1997846992126922,0.0754866098747693,0.0069880026447859105,0.3984561332333746,0.22492161972936892,0.3368175788334636,0.34635004588200624,0.6577570780079647,0.9399247021670545,0.20582640755044848,0.06544275611727057,0.5120964005826543,0.24809064327969454,0.40617143072486417,0.14363186026434818,0.5450449067296064,0.575941184620618,0.6807482076261672,0.7148450524753189,0.6327991152012451,0.058416114173648566,0.9942696053962238,0.2882929464081713
-0,IForest,0.3073223626012233,0.0763734881882089,0.004379386516480511,0.5189053892717354,0.027486988072735103,0.32772652007428976,0.4487088378075529,0.9648356800808771,0.7358859795437948,0.1345180317161169,0.058772878606051945,0.13566389910342985,0.3421369664041377,0.5663593089308047,0.15904247331707733,0.3424058241109849,0.48738632960300915,0.3682300481513787,0.6497347597115171,0.7362636520011094,0.8072091746326211,0.7289704865874446,0.105174922263832
-0,KMeansAD_U,0.8113847695158117,0.5241664765771313,0.03664497423359471,0.0397474048677725,0.17306040829201394,0.6577379563617795,0.4415431287006482,0.6180514515785507,0.7381976474065515,0.1079882871672322,0.48682179418842214,0.78182374346563,0.42747718824263387,0.8355528232967653,0.5908924511486201,0.2545373617228621,0.7392574120062714,0.1115190303707684,0.3179274541052912,0.3518276749123187,0.8952913367248847,0.7479454637274009,0.2292684024148795
-0,LOF,0.05018881896775702,0.0905025385600026,0.004638573553949167,0.1348036345450808,0.1023455399207899,0.17249913092558428,0.1867000262952127,0.24033784675388556,0.7104868086713348,0.12365662810007907,0.05148903079187264,0.3815083295900898,0.16596623628732607,0.25644727824547736,0.05374869341290776,0.13498525799790392,0.4850789687207982,0.1211682396739051,0.39512958234640544,0.1591996538121128,0.11110536628014576,0.7105835188005747,0.0638260310723236
-0,LSTMAD,0.12748852543364644,0.0672501040011019,0.02541916388299069,0.1330800298859931,0.13026969854826323,0.273213536450389,0.30512791043157395,0.735253231133451,0.8179595058481393,0.2130441268776781,0.023292741312739982,0.4174161081456283,0.17373197532380166,0.32982840878783637,0.11239751245844268,0.48394405976309657,0.5222277602405662,0.669824054008361,0.6896972412727194,0.5637720546144361,0.056562170107036035,0.9950444582863889,0.3290558627970383
-0,OmniAnomaly,0.445289118136039,0.0670900075295742,0.005586448237557389,0.1230261153960334,0.15761230831578144,0.4178519668986689,0.4280475527739124,0.8763722516375352,0.7716583853918693,0.1928374569986444,0.08955150737058691,0.21978699689042347,0.34200742217457203,0.5247628039733387,0.16346484655995386,0.47874214848138164,0.5381935047574228,0.366250384309729,0.8583489172841368,0.6499305118412632,0.055985189981857066,0.9300201627687462,0.2822817568231803
-0,PCA,0.5239841979223827,0.0796163424706734,0.005551113652017667,0.4415678196838903,0.15536603262796655,0.5668421229644969,0.5233099809194475,0.9591725273812642,0.8253823808338303,0.2603723461255518,0.1526782948310656,0.1637287767285993,0.5113983091235315,0.5348733977584581,0.32352578503655105,0.4672566855173588,0.5528774654894228,0.3755116281521825,0.9291709818321476,0.9245164887480816,0.030269609217551566,0.8402761677661017,0.2324174649783961
-0,POLY,0.4455308354706224,0.1222940559336612,0.008268735555270955,0.5195156603941771,0.5311097529528253,0.7270794225766999,0.7342443893083611,0.8479450729850164,0.8053753836898458,0.36505488384910495,0.19877971115578724,0.3076533188880135,0.58411151200798,0.5105066913376546,0.3204245599085764,0.6631912450676738,0.5864932357832445,0.1033636962969695,0.7648360444393737,0.4263263694845811,0.040175651318865566,0.8084529309725733,0.232251680558134
-0,Sub_KNN,0.5914836251513862,0.1665616569474886,0.23861305462798313,0.0351848897952167,0.08320386434254905,0.5582867850000348,0.3687456862707051,0.5624491502491966,0.6915117129467715,0.11652716789354169,0.32974766955827883,0.5020311037216072,0.3414322714780459,0.6923549140356251,0.5489948037487509,0.16380278316830532,0.7802797461321267,0.1108500020039233,0.13290842186836746,0.29539772741997733,0.882987455118878,0.6841191787952137,0.3547303318013108
-0,USAD,0.435722376807082,0.0670897271132299,0.005403198063337867,0.122991565905646,0.15594955683658498,0.3022119484350021,0.2952083391272381,0.864300862495465,0.7716118184030186,0.19281537411048083,0.08443712894111184,0.19236639692499613,0.30830310589567134,0.5122662584098864,0.15835735364914574,0.6294041253579502,0.5298426171179035,0.3659224082416971,0.8272831680533905,0.6512690843155523,0.053374299505158866,0.9289872260925759,0.4068306405403881
+,Model,IOPS,SWaT,SED,MSL,SVDB,MGAB,LTDB,SMAP,Daphnet,Stock,WSD,MITDB,UCR,Power,NEK,CATSv2,NAB,Exathlon,TAO,OPPORTUNITY,TODS,SMD,YAHOO
+0,CNN,0.20582640755044848,0.6807482076261672,0.058416114173648566,0.34635004588200624,0.1997846992126922,0.0069880026447859105,0.40617143072486417,0.3368175788334636,0.3984561332333746,0.9399247021670545,0.22492161972936892,0.14363186026434818,0.06544275611727057,0.0754866098747693,0.7148450524753189,0.2882929464081713,0.24809064327969454,0.6577570780079647,0.9942696053962238,0.6327991152012451,0.575941184620618,0.5450449067296064,0.5120964005826543
+0,IForest,0.1345180317161169,0.3682300481513787,0.8072091746326211,0.4487088378075529,0.3073223626012233,0.004379386516480511,0.5663593089308047,0.32772652007428976,0.5189053892717354,0.7358859795437948,0.027486988072735103,0.15904247331707733,0.058772878606051945,0.0763734881882089,0.6497347597115171,0.105174922263832,0.3421369664041377,0.9648356800808771,0.7289704865874446,0.7362636520011094,0.48738632960300915,0.3424058241109849,0.13566389910342985
+0,KMeansAD_U,0.1079882871672322,0.1115190303707684,0.8952913367248847,0.4415431287006482,0.8113847695158117,0.03664497423359471,0.8355528232967653,0.6577379563617795,0.0397474048677725,0.7381976474065515,0.17306040829201394,0.5908924511486201,0.48682179418842214,0.5241664765771313,0.3179274541052912,0.2292684024148795,0.42747718824263387,0.6180514515785507,0.7479454637274009,0.3518276749123187,0.7392574120062714,0.2545373617228621,0.78182374346563
+0,LOF,0.12365662810007907,0.1211682396739051,0.11110536628014576,0.1867000262952127,0.05018881896775702,0.004638573553949167,0.25644727824547736,0.17249913092558428,0.1348036345450808,0.7104868086713348,0.1023455399207899,0.05374869341290776,0.05148903079187264,0.0905025385600026,0.39512958234640544,0.0638260310723236,0.16596623628732607,0.24033784675388556,0.7105835188005747,0.1591996538121128,0.4850789687207982,0.13498525799790392,0.3815083295900898
+0,LSTMAD,0.2130441268776781,0.669824054008361,0.056562170107036035,0.30512791043157395,0.12748852543364644,0.02541916388299069,0.32982840878783637,0.273213536450389,0.1330800298859931,0.8179595058481393,0.13026969854826323,0.11239751245844268,0.023292741312739982,0.0672501040011019,0.6896972412727194,0.3290558627970383,0.17373197532380166,0.735253231133451,0.9950444582863889,0.5637720546144361,0.5222277602405662,0.48394405976309657,0.4174161081456283
+0,OmniAnomaly,0.1928374569986444,0.366250384309729,0.055985189981857066,0.4280475527739124,0.445289118136039,0.005586448237557389,0.5247628039733387,0.4178519668986689,0.1230261153960334,0.7716583853918693,0.15761230831578144,0.16346484655995386,0.08955150737058691,0.0670900075295742,0.8583489172841368,0.2822817568231803,0.34200742217457203,0.8763722516375352,0.9300201627687462,0.6499305118412632,0.5381935047574228,0.47874214848138164,0.21978699689042347
+0,PCA,0.2603723461255518,0.3755116281521825,0.030269609217551566,0.5233099809194475,0.5239841979223827,0.005551113652017667,0.5348733977584581,0.5668421229644969,0.4415678196838903,0.8253823808338303,0.15536603262796655,0.32352578503655105,0.1526782948310656,0.0796163424706734,0.9291709818321476,0.2324174649783961,0.5113983091235315,0.9591725273812642,0.8402761677661017,0.9245164887480816,0.5528774654894228,0.4672566855173588,0.1637287767285993
+0,POLY,0.36505488384910495,0.1033636962969695,0.040175651318865566,0.7342443893083611,0.4455308354706224,0.008268735555270955,0.5105066913376546,0.7270794225766999,0.5195156603941771,0.8053753836898458,0.5311097529528253,0.3204245599085764,0.19877971115578724,0.1222940559336612,0.7648360444393737,0.232251680558134,0.58411151200798,0.8479450729850164,0.8084529309725733,0.4263263694845811,0.5864932357832445,0.6631912450676738,0.3076533188880135
+0,Sub-LOF,0.380816999613631,0.1139147000964346,0.25341982469633156,0.5447112510432905,0.38299993831393025,0.6347484664935239,0.4095296341228547,0.5978537468587533,0.2539555253290684,0.7475672197205663,0.5510409756112902,0.3671251716842331,0.5143263768552852,0.1608581709679401,0.6870198283873492,0.3930451961624531,0.5324501908617666,0.2624784786359157,0.8076936745400151,0.1495480597705363,0.691124998860781,0.5446962631623808,0.4510005840593197
+0,Sub_KNN,0.11652716789354169,0.1108500020039233,0.882987455118878,0.3687456862707051,0.5914836251513862,0.23861305462798313,0.6923549140356251,0.5582867850000348,0.0351848897952167,0.6915117129467715,0.08320386434254905,0.5489948037487509,0.32974766955827883,0.1665616569474886,0.13290842186836746,0.3547303318013108,0.3414322714780459,0.5624491502491966,0.6841191787952137,0.29539772741997733,0.7802797461321267,0.16380278316830532,0.5020311037216072
+0,USAD,0.19281537411048083,0.3659224082416971,0.053374299505158866,0.2952083391272381,0.435722376807082,0.005403198063337867,0.5122662584098864,0.3022119484350021,0.122991565905646,0.7716118184030186,0.15594955683658498,0.15835735364914574,0.08443712894111184,0.0670897271132299,0.8272831680533905,0.4068306405403881,0.30830310589567134,0.864300862495465,0.9289872260925759,0.6512690843155523,0.5298426171179035,0.6294041253579502,0.19236639692499613
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 adada2e..e044f43 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": 1,
+   "execution_count": 26,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -13,7 +13,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 27,
    "metadata": {},
    "outputs": [
     {
@@ -29,6 +29,7 @@
       "Found:  OmniAnomaly.csv\n",
       "Found:  PCA.csv\n",
       "Found:  POLY.csv\n",
+      "Found:  Sub-LOF.csv\n",
       "Found:  Sub_KNN.csv\n",
       "Not correct file type:  temp\n",
       "Found:  USAD.csv\n",
@@ -62,7 +63,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 28,
    "metadata": {},
    "outputs": [
     {
@@ -253,7 +254,7 @@
        "4   0.232558   CNN  "
       ]
      },
-     "execution_count": 4,
+     "execution_count": 28,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -264,16 +265,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 29,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "(3970, 18)"
+       "(4367, 18)"
       ]
      },
-     "execution_count": 5,
+     "execution_count": 29,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -284,7 +285,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
+   "execution_count": 30,
    "metadata": {},
    "outputs": [
     {
@@ -299,12 +300,13 @@
        "OmniAnomaly    397\n",
        "PCA            397\n",
        "POLY           397\n",
+       "Sub-LOF        397\n",
        "Sub_KNN        397\n",
        "USAD           397\n",
        "Name: count, dtype: int64"
       ]
      },
-     "execution_count": 32,
+     "execution_count": 30,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -315,7 +317,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 39,
+   "execution_count": 31,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -330,7 +332,7 @@
     "    'POLY': 'lightskyblue',\n",
     "    'Sub_KNN': 'firebrick',#'gold' ,\n",
     "    'USAD': 'mediumpurple',\n",
-    "    'Sub_LOF':'firebrick' ,\n",
+    "    'Sub-LOF':'dodgerblue' ,\n",
     "    'KShapeAD': 'darksalmon' ,\n",
     "    'OCSVM': 'darkorange'\n",
     "}"
@@ -338,7 +340,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 40,
+   "execution_count": 32,
    "metadata": {},
    "outputs": [
     {
@@ -360,7 +362,7 @@
        "data": [
         {
          "alignmentgroup": "True",
-         "hovertemplate": "Model=%{x}<br>AUC-PR=%{y}<extra></extra>",
+         "hovertemplate": "Model=%{x}<br>VUS-PR=%{y}<extra></extra>",
          "legendgroup": "KMeansAD_U",
          "marker": {
           "color": "darkseagreen"
@@ -773,1233 +775,417 @@
          "x0": " ",
          "xaxis": "x",
          "y": [
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-          0.0917670388376079,
-          0.4417607810905954,
-          0.0657171331667825,
-          0.999201353950861,
-          0.054028952573904,
-          0.5398504466216161,
-          0.9999962075530374,
-          0.099184850465843,
-          0.9861127990917792,
-          0.0840167705065598,
-          0.3197853969822306,
-          0.999956206997758,
-          0.3752698969653408,
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+   "source": [
+    "metric = 'VUS-PR'\n",
+    "#sort by average values\n",
+    "mean_sorted = df.groupby(\"Model\")[metric].mean().sort_values(ascending=False).index\n",
+    "\n",
+    "fig = px.box(df, x='Model', y=metric, color='Model', category_orders={'Model':mean_sorted}, color_discrete_map=colors)\n",
+    "fig.update_layout( legend=dict(\n",
+    "    x=0.1,\n",
+    "    y=-0.1,\n",
+    "    orientation=\"h\",\n",
+    "    title_font_family=\"Times New Roman\",\n",
+    "    font=dict(\n",
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+    "    title_text='Group',\n",
+    "    bgcolor=\"white\",\n",
+    "    bordercolor=\"lightgrey\",\n",
+    "    borderwidth=2,\n",
+    "    ),\n",
+    "    template = 'ggplot2',\n",
+    "    title={\n",
+    "            'text': 'Vergleich der Performanz der Modelle anhand '+ metric,\n",
+    "            'x':0.5,\n",
+    "            'y':0.94, \n",
+    "            'xanchor':'center',\n",
+    "            'yanchor':'top'},\n",
+    "    height=700,width=1000,\n",
+    "    )\n",
+    "fig.update_traces(marker=dict(size=12,\n",
+    "                    opacity=0.8,\n",
+    "                    line=dict(width=2,\n",
+    "                                    color='DarkSlateGrey'),\n",
+    "                            ),\n",
+    "            selector=dict(mode='markers'))\n",
+    "fig.update_xaxes( dtick = 1,tickangle = 360)\n",
+    "fig.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 41,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "c:\\Users\\desiw\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\plotly\\express\\_core.py:1985: FutureWarning:\n",
+      "\n",
+      "When grouping with a length-1 list-like, you will need to pass a length-1 tuple to get_group in a future version of pandas. Pass `(name,)` instead of `name` to silence this warning.\n",
+      "\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.plotly.v1+json": {
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-          0.001082251082251,
-          1,
-          0.1679094406090556,
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-          0.6081894305691884,
-          0.3792663091715192,
-          0.0023521192361434,
-          1,
-          0.0021664500948233,
-          0.25,
-          0.0161290322580645,
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-          0.0019230769230769,
-          0.2990751340762127,
-          0.1830605816691892,
-          0.2608959070530289,
-          0.2211449735661129,
-          0.2547509904050904,
-          0.2608959070530289,
-          0.2211449735661129,
-          0.2111939985342952,
-          0.136173781225439,
-          0.3752219075052516,
-          0.2607886412013912,
-          0.3498397753313118,
-          0.2578516939086144,
-          0.136173781225439,
-          0.478832772251796,
-          0.1400096555240559,
-          0.2608959070530289,
-          0.3498397753313118,
-          0.1400096555240559,
-          0.2885138706685925,
-          0.2111939985342952,
-          0.2875529263215605,
-          0.3498397753313118,
-          0.2111939985342952,
-          0.2211449735661129,
-          0.3498397753313118,
-          0.1668913965980641,
-          0.2211449735661129,
-          0.089206377376984,
-          0.136173781225439,
-          0.2111939985342952,
-          0.1400096555240559,
-          0.4607659348013322,
-          0.035834689215262,
-          0.1739645655459327,
-          0.2119774130127311,
-          0.0475967274462313,
-          0.1169471435482338,
-          0.1861908410007706,
-          0.0906015108034702,
-          0.1198688179952362,
-          0.0727703213254055,
-          0.0436832947797067,
-          0.0972830953606347,
-          0.3364618814836899,
-          0.0574455310738452,
-          0.1963228662955609,
-          0.3125578133145491,
-          0.2095486103998248,
-          0.2775602807609236,
-          0.0874355514085529,
-          0.2467092781377692,
-          0.1576792756615718,
-          0.1116993006586579,
-          0.1905156250476431,
-          0.122449960396874,
-          0.1695512968750395,
-          0.0806482836648526,
-          0.1072570183157936,
-          0.3590258032385338,
-          0.0754958959629854
+          18.46554386886001
+         ],
+         "yaxis": "y"
+        },
+        {
+         "alignmentgroup": "True",
+         "hovertemplate": "Model=%{x}<br>duration=%{y}<extra></extra>",
+         "legendgroup": "CNN",
+         "marker": {
+          "color": "steelblue",
+          "pattern": {
+           "shape": ""
+          }
+         },
+         "name": "CNN",
+         "offsetgroup": "CNN",
+         "orientation": "v",
+         "showlegend": true,
+         "textposition": "auto",
+         "type": "bar",
+         "x": [
+          "CNN"
+         ],
+         "xaxis": "x",
+         "y": [
+          26.574519822819706
+         ],
+         "yaxis": "y"
+        },
+        {
+         "alignmentgroup": "True",
+         "hovertemplate": "Model=%{x}<br>duration=%{y}<extra></extra>",
+         "legendgroup": "USAD",
+         "marker": {
+          "color": "mediumpurple",
+          "pattern": {
+           "shape": ""
+          }
+         },
+         "name": "USAD",
+         "offsetgroup": "USAD",
+         "orientation": "v",
+         "showlegend": true,
+         "textposition": "auto",
+         "type": "bar",
+         "x": [
+          "USAD"
+         ],
+         "xaxis": "x",
+         "y": [
+          28.923880110459603
+         ],
+         "yaxis": "y"
+        },
+        {
+         "alignmentgroup": "True",
+         "hovertemplate": "Model=%{x}<br>duration=%{y}<extra></extra>",
+         "legendgroup": "POLY",
+         "marker": {
+          "color": "lightskyblue",
+          "pattern": {
+           "shape": ""
+          }
+         },
+         "name": "POLY",
+         "offsetgroup": "POLY",
+         "orientation": "v",
+         "showlegend": true,
+         "textposition": "auto",
+         "type": "bar",
+         "x": [
+          "POLY"
+         ],
+         "xaxis": "x",
+         "y": [
+          30.973502482815412
+         ],
+         "yaxis": "y"
+        },
+        {
+         "alignmentgroup": "True",
+         "hovertemplate": "Model=%{x}<br>duration=%{y}<extra></extra>",
+         "legendgroup": "OmniAnomaly",
+         "marker": {
+          "color": "slateblue",
+          "pattern": {
+           "shape": ""
+          }
+         },
+         "name": "OmniAnomaly",
+         "offsetgroup": "OmniAnomaly",
+         "orientation": "v",
+         "showlegend": true,
+         "textposition": "auto",
+         "type": "bar",
+         "x": [
+          "OmniAnomaly"
+         ],
+         "xaxis": "x",
+         "y": [
+          31.020189434815414
+         ],
+         "yaxis": "y"
+        },
+        {
+         "alignmentgroup": "True",
+         "hovertemplate": "Model=%{x}<br>duration=%{y}<extra></extra>",
+         "legendgroup": "IForest",
+         "marker": {
+          "color": "darkmagenta",
+          "pattern": {
+           "shape": ""
+          }
+         },
+         "name": "IForest",
+         "offsetgroup": "IForest",
+         "orientation": "v",
+         "showlegend": true,
+         "textposition": "auto",
+         "type": "bar",
+         "x": [
+          "IForest"
+         ],
+         "xaxis": "x",
+         "y": [
+          31.21474815135639
+         ],
+         "yaxis": "y"
+        },
+        {
+         "alignmentgroup": "True",
+         "hovertemplate": "Model=%{x}<br>duration=%{y}<extra></extra>",
+         "legendgroup": "LSTMAD",
+         "marker": {
+          "color": "blueviolet",
+          "pattern": {
+           "shape": ""
+          }
+         },
+         "name": "LSTMAD",
+         "offsetgroup": "LSTMAD",
+         "orientation": "v",
+         "showlegend": true,
+         "textposition": "auto",
+         "type": "bar",
+         "x": [
+          "LSTMAD"
+         ],
+         "xaxis": "x",
+         "y": [
+          33.17645774320031
+         ],
+         "yaxis": "y"
+        },
+        {
+         "alignmentgroup": "True",
+         "hovertemplate": "Model=%{x}<br>duration=%{y}<extra></extra>",
+         "legendgroup": "PCA",
+         "marker": {
+          "color": "yellowgreen",
+          "pattern": {
+           "shape": ""
+          }
+         },
+         "name": "PCA",
+         "offsetgroup": "PCA",
+         "orientation": "v",
+         "showlegend": true,
+         "textposition": "auto",
+         "type": "bar",
+         "x": [
+          "PCA"
+         ],
+         "xaxis": "x",
+         "y": [
+          38.65838090358513
+         ],
+         "yaxis": "y"
+        },
+        {
+         "alignmentgroup": "True",
+         "hovertemplate": "Model=%{x}<br>duration=%{y}<extra></extra>",
+         "legendgroup": "Sub-LOF",
+         "marker": {
+          "color": "dodgerblue",
+          "pattern": {
+           "shape": ""
+          }
+         },
+         "name": "Sub-LOF",
+         "offsetgroup": "Sub-LOF",
+         "orientation": "v",
+         "showlegend": true,
+         "textposition": "auto",
+         "type": "bar",
+         "x": [
+          "Sub-LOF"
+         ],
+         "xaxis": "x",
+         "y": [
+          46.61300139823548
+         ],
+         "yaxis": "y"
+        },
+        {
+         "alignmentgroup": "True",
+         "hovertemplate": "Model=%{x}<br>duration=%{y}<extra></extra>",
+         "legendgroup": "KMeansAD_U",
+         "marker": {
+          "color": "darkseagreen",
+          "pattern": {
+           "shape": ""
+          }
+         },
+         "name": "KMeansAD_U",
+         "offsetgroup": "KMeansAD_U",
+         "orientation": "v",
+         "showlegend": true,
+         "textposition": "auto",
+         "type": "bar",
+         "x": [
+          "KMeansAD_U"
+         ],
+         "xaxis": "x",
+         "y": [
+          50.93969483459627
+         ],
+         "yaxis": "y"
+        },
+        {
+         "alignmentgroup": "True",
+         "hovertemplate": "Model=%{x}<br>duration=%{y}<extra></extra>",
+         "legendgroup": "Sub_KNN",
+         "marker": {
+          "color": "firebrick",
+          "pattern": {
+           "shape": ""
+          }
+         },
+         "name": "Sub_KNN",
+         "offsetgroup": "Sub_KNN",
+         "orientation": "v",
+         "showlegend": true,
+         "textposition": "auto",
+         "type": "bar",
+         "x": [
+          "Sub_KNN"
+         ],
+         "xaxis": "x",
+         "y": [
+          60.541785299027296
          ],
-         "y0": " ",
          "yaxis": "y"
         }
        ],
        "layout": {
-        "boxmode": "overlay",
+        "barmode": "relative",
         "height": 700,
         "legend": {
          "bgcolor": "white",
@@ -8539,7 +10334,7 @@
           "text": "Group"
          },
          "tracegroupgap": 0,
-         "x": 0.1,
+         "x": 0.02,
          "y": -0.1
         },
         "margin": {
@@ -9108,7 +10903,7 @@
          }
         },
         "title": {
-         "text": "Vergleich der Performanz der Modelle anhand AUC-PR",
+         "text": "Vergleich der Laufzeiten der Modelle beim Training der einzelnen Zeitserien",
          "x": 0.5,
          "xanchor": "center",
          "y": 0.94,
@@ -9118,16 +10913,17 @@
         "xaxis": {
          "anchor": "y",
          "categoryarray": [
-          "KMeansAD_U",
-          "PCA",
-          "POLY",
+          "LOF",
           "CNN",
-          "OmniAnomaly",
           "USAD",
-          "LSTMAD",
+          "POLY",
+          "OmniAnomaly",
           "IForest",
-          "Sub_KNN",
-          "LOF"
+          "LSTMAD",
+          "PCA",
+          "Sub-LOF",
+          "KMeansAD_U",
+          "Sub_KNN"
          ],
          "categoryorder": "array",
          "domain": [
@@ -9147,7 +10943,7 @@
           1
          ],
          "title": {
-          "text": "AUC-PR"
+          "text": "Durchschnittliche Laufzeit"
          }
         }
        }
@@ -9158,13 +10954,14 @@
     }
    ],
    "source": [
-    "metric = 'AUC-PR'\n",
+    "duration = 'duration'\n",
     "#sort by average values\n",
-    "mean_sorted = df.groupby(\"Model\")[metric].mean().sort_values(ascending=False).index\n",
+    "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.box(df, x='Model', y=metric, 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)\n",
     "fig.update_layout( legend=dict(\n",
-    "    x=0.1,\n",
+    "    x=0.02,\n",
     "    y=-0.1,\n",
     "    orientation=\"h\",\n",
     "    title_font_family=\"Times New Roman\",\n",
@@ -9180,7 +10977,7 @@
     "    ),\n",
     "    template = 'ggplot2',\n",
     "    title={\n",
-    "            'text': 'Vergleich der Performanz der Modelle anhand '+ metric,\n",
+    "            'text': 'Vergleich der Laufzeiten der Modelle beim Training der einzelnen Zeitserien',\n",
     "            'x':0.5,\n",
     "            'y':0.94, \n",
     "            'xanchor':'center',\n",
@@ -9193,7 +10990,9 @@
     "                                    color='DarkSlateGrey'),\n",
     "                            ),\n",
     "            selector=dict(mode='markers'))\n",
-    "fig.update_xaxes( dtick = 1,tickangle = 360)"
+    "fig.update_xaxes( dtick = 1,tickangle = 360)\n",
+    "fig.update_yaxes( title='Durchschnittliche Laufzeit')\n",
+    "fig.show()"
    ]
   },
   {
diff --git a/src/group_evaluation/create_heatmap.ipynb b/src/group_evaluation/create_heatmap.ipynb
index 712e2c9..6b470f6 100644
--- a/src/group_evaluation/create_heatmap.ipynb
+++ b/src/group_evaluation/create_heatmap.ipynb
@@ -12,7 +12,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
     {
@@ -36,27 +36,27 @@
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
+       "      <th>IOPS</th>\n",
+       "      <th>SWaT</th>\n",
+       "      <th>SED</th>\n",
+       "      <th>MSL</th>\n",
        "      <th>SVDB</th>\n",
-       "      <th>Power</th>\n",
        "      <th>MGAB</th>\n",
-       "      <th>Daphnet</th>\n",
-       "      <th>WSD</th>\n",
+       "      <th>LTDB</th>\n",
        "      <th>SMAP</th>\n",
-       "      <th>MSL</th>\n",
-       "      <th>Exathlon</th>\n",
+       "      <th>Daphnet</th>\n",
        "      <th>Stock</th>\n",
-       "      <th>IOPS</th>\n",
        "      <th>...</th>\n",
-       "      <th>LTDB</th>\n",
-       "      <th>MITDB</th>\n",
-       "      <th>SMD</th>\n",
-       "      <th>TODS</th>\n",
-       "      <th>SWaT</th>\n",
+       "      <th>Power</th>\n",
        "      <th>NEK</th>\n",
-       "      <th>OPPORTUNITY</th>\n",
-       "      <th>SED</th>\n",
-       "      <th>TAO</th>\n",
        "      <th>CATSv2</th>\n",
+       "      <th>NAB</th>\n",
+       "      <th>Exathlon</th>\n",
+       "      <th>TAO</th>\n",
+       "      <th>OPPORTUNITY</th>\n",
+       "      <th>TODS</th>\n",
+       "      <th>SMD</th>\n",
+       "      <th>YAHOO</th>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Model</th>\n",
@@ -86,123 +86,123 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>CNN</th>\n",
+       "      <td>0.205826</td>\n",
+       "      <td>0.680748</td>\n",
+       "      <td>0.058416</td>\n",
+       "      <td>0.346350</td>\n",
        "      <td>0.199785</td>\n",
-       "      <td>0.075487</td>\n",
        "      <td>0.006988</td>\n",
-       "      <td>0.398456</td>\n",
-       "      <td>0.224922</td>\n",
+       "      <td>0.406171</td>\n",
        "      <td>0.336818</td>\n",
-       "      <td>0.346350</td>\n",
-       "      <td>0.657757</td>\n",
+       "      <td>0.398456</td>\n",
        "      <td>0.939925</td>\n",
-       "      <td>0.205826</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.406171</td>\n",
-       "      <td>0.143632</td>\n",
-       "      <td>0.545045</td>\n",
-       "      <td>0.575941</td>\n",
-       "      <td>0.680748</td>\n",
+       "      <td>0.075487</td>\n",
        "      <td>0.714845</td>\n",
-       "      <td>0.632799</td>\n",
-       "      <td>0.058416</td>\n",
-       "      <td>0.994270</td>\n",
        "      <td>0.288293</td>\n",
+       "      <td>0.248091</td>\n",
+       "      <td>0.657757</td>\n",
+       "      <td>0.994270</td>\n",
+       "      <td>0.632799</td>\n",
+       "      <td>0.575941</td>\n",
+       "      <td>0.545045</td>\n",
+       "      <td>0.512096</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>IForest</th>\n",
+       "      <td>0.134518</td>\n",
+       "      <td>0.368230</td>\n",
+       "      <td>0.807209</td>\n",
+       "      <td>0.448709</td>\n",
        "      <td>0.307322</td>\n",
-       "      <td>0.076373</td>\n",
        "      <td>0.004379</td>\n",
-       "      <td>0.518905</td>\n",
-       "      <td>0.027487</td>\n",
+       "      <td>0.566359</td>\n",
        "      <td>0.327727</td>\n",
-       "      <td>0.448709</td>\n",
-       "      <td>0.964836</td>\n",
+       "      <td>0.518905</td>\n",
        "      <td>0.735886</td>\n",
-       "      <td>0.134518</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.566359</td>\n",
-       "      <td>0.159042</td>\n",
-       "      <td>0.342406</td>\n",
-       "      <td>0.487386</td>\n",
-       "      <td>0.368230</td>\n",
+       "      <td>0.076373</td>\n",
        "      <td>0.649735</td>\n",
-       "      <td>0.736264</td>\n",
-       "      <td>0.807209</td>\n",
-       "      <td>0.728970</td>\n",
        "      <td>0.105175</td>\n",
+       "      <td>0.342137</td>\n",
+       "      <td>0.964836</td>\n",
+       "      <td>0.728970</td>\n",
+       "      <td>0.736264</td>\n",
+       "      <td>0.487386</td>\n",
+       "      <td>0.342406</td>\n",
+       "      <td>0.135664</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>KMeansAD_U</th>\n",
+       "      <td>0.107988</td>\n",
+       "      <td>0.111519</td>\n",
+       "      <td>0.895291</td>\n",
+       "      <td>0.441543</td>\n",
        "      <td>0.811385</td>\n",
-       "      <td>0.524166</td>\n",
        "      <td>0.036645</td>\n",
-       "      <td>0.039747</td>\n",
-       "      <td>0.173060</td>\n",
+       "      <td>0.835553</td>\n",
        "      <td>0.657738</td>\n",
-       "      <td>0.441543</td>\n",
-       "      <td>0.618051</td>\n",
+       "      <td>0.039747</td>\n",
        "      <td>0.738198</td>\n",
-       "      <td>0.107988</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.835553</td>\n",
-       "      <td>0.590892</td>\n",
-       "      <td>0.254537</td>\n",
-       "      <td>0.739257</td>\n",
-       "      <td>0.111519</td>\n",
+       "      <td>0.524166</td>\n",
        "      <td>0.317927</td>\n",
-       "      <td>0.351828</td>\n",
-       "      <td>0.895291</td>\n",
-       "      <td>0.747945</td>\n",
        "      <td>0.229268</td>\n",
+       "      <td>0.427477</td>\n",
+       "      <td>0.618051</td>\n",
+       "      <td>0.747945</td>\n",
+       "      <td>0.351828</td>\n",
+       "      <td>0.739257</td>\n",
+       "      <td>0.254537</td>\n",
+       "      <td>0.781824</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>LOF</th>\n",
+       "      <td>0.123657</td>\n",
+       "      <td>0.121168</td>\n",
+       "      <td>0.111105</td>\n",
+       "      <td>0.186700</td>\n",
        "      <td>0.050189</td>\n",
-       "      <td>0.090503</td>\n",
        "      <td>0.004639</td>\n",
-       "      <td>0.134804</td>\n",
-       "      <td>0.102346</td>\n",
+       "      <td>0.256447</td>\n",
        "      <td>0.172499</td>\n",
-       "      <td>0.186700</td>\n",
-       "      <td>0.240338</td>\n",
+       "      <td>0.134804</td>\n",
        "      <td>0.710487</td>\n",
-       "      <td>0.123657</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.256447</td>\n",
-       "      <td>0.053749</td>\n",
-       "      <td>0.134985</td>\n",
-       "      <td>0.485079</td>\n",
-       "      <td>0.121168</td>\n",
+       "      <td>0.090503</td>\n",
        "      <td>0.395130</td>\n",
-       "      <td>0.159200</td>\n",
-       "      <td>0.111105</td>\n",
-       "      <td>0.710584</td>\n",
        "      <td>0.063826</td>\n",
+       "      <td>0.165966</td>\n",
+       "      <td>0.240338</td>\n",
+       "      <td>0.710584</td>\n",
+       "      <td>0.159200</td>\n",
+       "      <td>0.485079</td>\n",
+       "      <td>0.134985</td>\n",
+       "      <td>0.381508</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>LSTMAD</th>\n",
+       "      <td>0.213044</td>\n",
+       "      <td>0.669824</td>\n",
+       "      <td>0.056562</td>\n",
+       "      <td>0.305128</td>\n",
        "      <td>0.127489</td>\n",
-       "      <td>0.067250</td>\n",
        "      <td>0.025419</td>\n",
-       "      <td>0.133080</td>\n",
-       "      <td>0.130270</td>\n",
+       "      <td>0.329828</td>\n",
        "      <td>0.273214</td>\n",
-       "      <td>0.305128</td>\n",
-       "      <td>0.735253</td>\n",
+       "      <td>0.133080</td>\n",
        "      <td>0.817960</td>\n",
-       "      <td>0.213044</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.329828</td>\n",
-       "      <td>0.112398</td>\n",
-       "      <td>0.483944</td>\n",
-       "      <td>0.522228</td>\n",
-       "      <td>0.669824</td>\n",
+       "      <td>0.067250</td>\n",
        "      <td>0.689697</td>\n",
-       "      <td>0.563772</td>\n",
-       "      <td>0.056562</td>\n",
-       "      <td>0.995044</td>\n",
        "      <td>0.329056</td>\n",
+       "      <td>0.173732</td>\n",
+       "      <td>0.735253</td>\n",
+       "      <td>0.995044</td>\n",
+       "      <td>0.563772</td>\n",
+       "      <td>0.522228</td>\n",
+       "      <td>0.483944</td>\n",
+       "      <td>0.417416</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
@@ -210,42 +210,42 @@
        "</div>"
       ],
       "text/plain": [
-       "                SVDB     Power      MGAB   Daphnet       WSD      SMAP  \\\n",
+       "                IOPS      SWaT       SED       MSL      SVDB      MGAB  \\\n",
        "Model                                                                    \n",
-       "CNN         0.199785  0.075487  0.006988  0.398456  0.224922  0.336818   \n",
-       "IForest     0.307322  0.076373  0.004379  0.518905  0.027487  0.327727   \n",
-       "KMeansAD_U  0.811385  0.524166  0.036645  0.039747  0.173060  0.657738   \n",
-       "LOF         0.050189  0.090503  0.004639  0.134804  0.102346  0.172499   \n",
-       "LSTMAD      0.127489  0.067250  0.025419  0.133080  0.130270  0.273214   \n",
+       "CNN         0.205826  0.680748  0.058416  0.346350  0.199785  0.006988   \n",
+       "IForest     0.134518  0.368230  0.807209  0.448709  0.307322  0.004379   \n",
+       "KMeansAD_U  0.107988  0.111519  0.895291  0.441543  0.811385  0.036645   \n",
+       "LOF         0.123657  0.121168  0.111105  0.186700  0.050189  0.004639   \n",
+       "LSTMAD      0.213044  0.669824  0.056562  0.305128  0.127489  0.025419   \n",
        "\n",
-       "                 MSL  Exathlon     Stock      IOPS  ...      LTDB     MITDB  \\\n",
+       "                LTDB      SMAP   Daphnet     Stock  ...     Power       NEK  \\\n",
        "Model                                               ...                       \n",
-       "CNN         0.346350  0.657757  0.939925  0.205826  ...  0.406171  0.143632   \n",
-       "IForest     0.448709  0.964836  0.735886  0.134518  ...  0.566359  0.159042   \n",
-       "KMeansAD_U  0.441543  0.618051  0.738198  0.107988  ...  0.835553  0.590892   \n",
-       "LOF         0.186700  0.240338  0.710487  0.123657  ...  0.256447  0.053749   \n",
-       "LSTMAD      0.305128  0.735253  0.817960  0.213044  ...  0.329828  0.112398   \n",
+       "CNN         0.406171  0.336818  0.398456  0.939925  ...  0.075487  0.714845   \n",
+       "IForest     0.566359  0.327727  0.518905  0.735886  ...  0.076373  0.649735   \n",
+       "KMeansAD_U  0.835553  0.657738  0.039747  0.738198  ...  0.524166  0.317927   \n",
+       "LOF         0.256447  0.172499  0.134804  0.710487  ...  0.090503  0.395130   \n",
+       "LSTMAD      0.329828  0.273214  0.133080  0.817960  ...  0.067250  0.689697   \n",
        "\n",
-       "                 SMD      TODS      SWaT       NEK  OPPORTUNITY       SED  \\\n",
+       "              CATSv2       NAB  Exathlon       TAO  OPPORTUNITY      TODS  \\\n",
        "Model                                                                       \n",
-       "CNN         0.545045  0.575941  0.680748  0.714845     0.632799  0.058416   \n",
-       "IForest     0.342406  0.487386  0.368230  0.649735     0.736264  0.807209   \n",
-       "KMeansAD_U  0.254537  0.739257  0.111519  0.317927     0.351828  0.895291   \n",
-       "LOF         0.134985  0.485079  0.121168  0.395130     0.159200  0.111105   \n",
-       "LSTMAD      0.483944  0.522228  0.669824  0.689697     0.563772  0.056562   \n",
+       "CNN         0.288293  0.248091  0.657757  0.994270     0.632799  0.575941   \n",
+       "IForest     0.105175  0.342137  0.964836  0.728970     0.736264  0.487386   \n",
+       "KMeansAD_U  0.229268  0.427477  0.618051  0.747945     0.351828  0.739257   \n",
+       "LOF         0.063826  0.165966  0.240338  0.710584     0.159200  0.485079   \n",
+       "LSTMAD      0.329056  0.173732  0.735253  0.995044     0.563772  0.522228   \n",
        "\n",
-       "                 TAO    CATSv2  \n",
+       "                 SMD     YAHOO  \n",
        "Model                           \n",
-       "CNN         0.994270  0.288293  \n",
-       "IForest     0.728970  0.105175  \n",
-       "KMeansAD_U  0.747945  0.229268  \n",
-       "LOF         0.710584  0.063826  \n",
-       "LSTMAD      0.995044  0.329056  \n",
+       "CNN         0.545045  0.512096  \n",
+       "IForest     0.342406  0.135664  \n",
+       "KMeansAD_U  0.254537  0.781824  \n",
+       "LOF         0.134985  0.381508  \n",
+       "LSTMAD      0.483944  0.417416  \n",
        "\n",
        "[5 rows x 23 columns]"
       ]
      },
-     "execution_count": 6,
+     "execution_count": 10,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -262,7 +262,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [
     {
@@ -311,550 +311,320 @@
            "rgb(127,39,4)"
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          ],
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+         "type": "heatmap",
+         "x": [
+          "IOPS",
+          "SWaT",
+          "SED",
+          "MSL",
+          "SVDB",
+          "MGAB",
+          "LTDB",
+          "SMAP",
+          "Daphnet",
+          "Stock",
+          "WSD",
+          "MITDB",
+          "UCR",
+          "Power",
+          "NEK",
+          "CATSv2",
+          "NAB",
+          "Exathlon",
+          "TAO",
+          "OPPORTUNITY",
+          "TODS",
+          "SMD",
+          "YAHOO"
+         ],
+         "y": [
+          "CNN",
+          "IForest",
+          "KMeansAD_U",
+          "LOF",
+          "LSTMAD",
+          "OmniAnomaly",
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-          "TODS",
-          "SWaT",
-          "NEK",
-          "OPPORTUNITY",
-          "SED",
-          "TAO",
-          "CATSv2"
-         ],
-         "y": [
-          "CNN",
-          "IForest",
-          "KMeansAD_U",
-          "LOF",
-          "LSTMAD",
-          "OmniAnomaly",
-          "PCA",
-          "POLY",
-          "Sub_KNN",
-          "USAD"
-         ],
-         "z": [
-          [
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-           0.0754866098747693,
-           0.0069880026447859,
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+           0.0514890307918726,
+           0.0905025385600026,
            0.3951295823464054,
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+           0.0638260310723236,
+           0.165966236287326,
+           0.2403378467538855,
            0.7105835188005747,
-           0.0638260310723236
+           0.1591996538121128,
+           0.4850789687207982,
+           0.1349852579979039,
+           0.3815083295900898
           ],
           [
+           0.2130441268776781,
+           0.669824054008361,
+           0.056562170107036,
+           0.3051279104315739,
            0.1274885254336464,
-           0.0672501040011019,
            0.0254191638829906,
-           0.1330800298859931,
-           0.1302696985482632,
+           0.3298284087878363,
            0.273213536450389,
-           0.3051279104315739,
-           0.735253231133451,
+           0.1330800298859931,
            0.8179595058481393,
-           0.2130441268776781,
-           0.0232927413127399,
-           0.4174161081456283,
-           0.1737319753238016,
-           0.3298284087878363,
+           0.1302696985482632,
            0.1123975124584426,
-           0.4839440597630965,
-           0.5222277602405662,
-           0.669824054008361,
+           0.0232927413127399,
+           0.0672501040011019,
            0.6896972412727194,
-           0.5637720546144361,
-           0.056562170107036,
+           0.3290558627970383,
+           0.1737319753238016,
+           0.735253231133451,
            0.9950444582863888,
-           0.3290558627970383
+           0.5637720546144361,
+           0.5222277602405662,
+           0.4839440597630965,
+           0.4174161081456283
           ],
           [
+           0.1928374569986444,
+           0.366250384309729,
+           0.055985189981857,
+           0.4280475527739124,
            0.445289118136039,
-           0.0670900075295742,
            0.0055864482375573,
-           0.1230261153960334,
-           0.1576123083157814,
+           0.5247628039733387,
            0.4178519668986689,
-           0.4280475527739124,
-           0.8763722516375352,
+           0.1230261153960334,
            0.7716583853918693,
-           0.1928374569986444,
-           0.0895515073705869,
-           0.2197869968904234,
-           0.342007422174572,
-           0.5247628039733387,
+           0.1576123083157814,
            0.1634648465599538,
-           0.4787421484813816,
-           0.5381935047574228,
-           0.366250384309729,
+           0.0895515073705869,
+           0.0670900075295742,
            0.8583489172841368,
-           0.6499305118412632,
-           0.055985189981857,
+           0.2822817568231803,
+           0.342007422174572,
+           0.8763722516375352,
            0.9300201627687462,
-           0.2822817568231803
+           0.6499305118412632,
+           0.5381935047574228,
+           0.4787421484813816,
+           0.2197869968904234
           ],
           [
+           0.2603723461255518,
+           0.3755116281521825,
+           0.0302696092175515,
+           0.5233099809194475,
            0.5239841979223827,
-           0.0796163424706734,
            0.0055511136520176,
-           0.4415678196838903,
-           0.1553660326279665,
+           0.5348733977584581,
            0.5668421229644969,
-           0.5233099809194475,
-           0.9591725273812642,
+           0.4415678196838903,
            0.8253823808338303,
-           0.2603723461255518,
-           0.1526782948310656,
-           0.1637287767285993,
-           0.5113983091235315,
-           0.5348733977584581,
+           0.1553660326279665,
            0.323525785036551,
-           0.4672566855173588,
-           0.5528774654894228,
-           0.3755116281521825,
+           0.1526782948310656,
+           0.0796163424706734,
            0.9291709818321476,
-           0.9245164887480816,
-           0.0302696092175515,
+           0.2324174649783961,
+           0.5113983091235315,
+           0.9591725273812642,
            0.8402761677661017,
-           0.2324174649783961
+           0.9245164887480816,
+           0.5528774654894228,
+           0.4672566855173588,
+           0.1637287767285993
           ],
           [
+           0.3650548838491049,
+           0.1033636962969695,
+           0.0401756513188655,
+           0.7342443893083611,
            0.4455308354706224,
-           0.1222940559336612,
            0.0082687355552709,
-           0.5195156603941771,
-           0.5311097529528253,
+           0.5105066913376546,
            0.7270794225766999,
-           0.7342443893083611,
-           0.8479450729850164,
+           0.5195156603941771,
            0.8053753836898458,
-           0.3650548838491049,
-           0.1987797111557872,
-           0.3076533188880135,
-           0.58411151200798,
-           0.5105066913376546,
+           0.5311097529528253,
            0.3204245599085764,
-           0.6631912450676738,
-           0.5864932357832445,
-           0.1033636962969695,
+           0.1987797111557872,
+           0.1222940559336612,
            0.7648360444393737,
-           0.4263263694845811,
-           0.0401756513188655,
+           0.232251680558134,
+           0.58411151200798,
+           0.8479450729850164,
            0.8084529309725733,
-           0.232251680558134
+           0.4263263694845811,
+           0.5864932357832445,
+           0.6631912450676738,
+           0.3076533188880135
           ],
           [
+           0.380816999613631,
+           0.1139147000964346,
+           0.2534198246963315,
+           0.5447112510432905,
+           0.3829999383139302,
+           0.6347484664935239,
+           0.4095296341228547,
+           0.5978537468587533,
+           0.2539555253290684,
+           0.7475672197205663,
+           0.5510409756112902,
+           0.3671251716842331,
+           0.5143263768552852,
+           0.1608581709679401,
+           0.6870198283873492,
+           0.3930451961624531,
+           0.5324501908617666,
+           0.2624784786359157,
+           0.8076936745400151,
+           0.1495480597705363,
+           0.691124998860781,
+           0.5446962631623808,
+           0.4510005840593197
+          ],
+          [
+           0.1165271678935416,
+           0.1108500020039233,
+           0.882987455118878,
+           0.3687456862707051,
            0.5914836251513862,
-           0.1665616569474886,
            0.2386130546279831,
-           0.0351848897952167,
-           0.083203864342549,
+           0.6923549140356251,
            0.5582867850000348,
-           0.3687456862707051,
-           0.5624491502491966,
+           0.0351848897952167,
            0.6915117129467715,
-           0.1165271678935416,
-           0.3297476695582788,
-           0.5020311037216072,
-           0.3414322714780459,
-           0.6923549140356251,
+           0.083203864342549,
            0.5489948037487509,
-           0.1638027831683053,
-           0.7802797461321267,
-           0.1108500020039233,
+           0.3297476695582788,
+           0.1665616569474886,
            0.1329084218683674,
-           0.2953977274199773,
-           0.882987455118878,
+           0.3547303318013108,
+           0.3414322714780459,
+           0.5624491502491966,
            0.6841191787952137,
-           0.3547303318013108
+           0.2953977274199773,
+           0.7802797461321267,
+           0.1638027831683053,
+           0.5020311037216072
           ],
           [
+           0.1928153741104808,
+           0.3659224082416971,
+           0.0533742995051588,
+           0.2952083391272381,
            0.435722376807082,
-           0.0670897271132299,
            0.0054031980633378,
-           0.122991565905646,
-           0.1559495568365849,
+           0.5122662584098864,
            0.3022119484350021,
-           0.2952083391272381,
-           0.864300862495465,
+           0.122991565905646,
            0.7716118184030186,
-           0.1928153741104808,
-           0.0844371289411118,
-           0.1923663969249961,
-           0.3083031058956713,
-           0.5122662584098864,
+           0.1559495568365849,
            0.1583573536491457,
-           0.6294041253579502,
-           0.5298426171179035,
-           0.3659224082416971,
+           0.0844371289411118,
+           0.0670897271132299,
            0.8272831680533905,
-           0.6512690843155523,
-           0.0533742995051588,
+           0.4068306405403881,
+           0.3083031058956713,
+           0.864300862495465,
            0.928987226092576,
-           0.4068306405403881
+           0.6512690843155523,
+           0.5298426171179035,
+           0.6294041253579502,
+           0.1923663969249961
           ]
          ]
         }
@@ -1677,7 +1447,7 @@
          }
         },
         "title": {
-         "text": "Oranges Heatmap der VUS-PRvon den einzelnen Modelle auf den jeweiligen Datensätzen"
+         "text": "Oranges Heatmap der VUS-PR von den einzelnen Modelle auf den jeweiligen Datensätzen"
         },
         "xaxis": {
          "title": {
@@ -1711,13 +1481,14 @@
     "    x= df.columns,  \n",
     "    y= df.index,\n",
     "    colorscale=scale,#'Viridis',\n",
-    "    text= df.values,\n",
-    "    texttemplate=\"%{text:.2f}\",\n",
-    "    textfont=dict(size=12)\n",
+    "    # show values in cells with two digits\n",
+    "    # text= df.values,\n",
+    "    # texttemplate=\"%{text:.2f}\",\n",
+    "    # textfont=dict(size=12)\n",
     "))\n",
     "\n",
     "fig.update_layout(\n",
-    "    title= scale+' Heatmap der ' +metric+ 'von den einzelnen Modelle auf den jeweiligen Datensätzen',\n",
+    "    title= scale+' Heatmap der ' +metric+ ' von den einzelnen Modelle auf den jeweiligen Datensätzen',\n",
     "    xaxis=dict(title='Datensätze'),\n",
     "    yaxis=dict(title='Modelle')\n",
     ")\n",
diff --git a/src/group_evaluation/generate_combined_dataframe.ipynb b/src/group_evaluation/generate_combined_dataframe.ipynb
index 5f18c67..7e41157 100644
--- a/src/group_evaluation/generate_combined_dataframe.ipynb
+++ b/src/group_evaluation/generate_combined_dataframe.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -12,7 +12,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -25,7 +25,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
     {
@@ -50,26 +50,26 @@
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>Model</th>\n",
+       "      <th>IOPS</th>\n",
+       "      <th>SWaT</th>\n",
+       "      <th>SED</th>\n",
+       "      <th>MSL</th>\n",
        "      <th>SVDB</th>\n",
-       "      <th>Power</th>\n",
        "      <th>MGAB</th>\n",
-       "      <th>Daphnet</th>\n",
-       "      <th>WSD</th>\n",
+       "      <th>LTDB</th>\n",
        "      <th>SMAP</th>\n",
-       "      <th>MSL</th>\n",
-       "      <th>Exathlon</th>\n",
-       "      <th>Stock</th>\n",
+       "      <th>Daphnet</th>\n",
        "      <th>...</th>\n",
-       "      <th>LTDB</th>\n",
-       "      <th>MITDB</th>\n",
-       "      <th>SMD</th>\n",
-       "      <th>TODS</th>\n",
-       "      <th>SWaT</th>\n",
+       "      <th>Power</th>\n",
        "      <th>NEK</th>\n",
-       "      <th>OPPORTUNITY</th>\n",
-       "      <th>SED</th>\n",
-       "      <th>TAO</th>\n",
        "      <th>CATSv2</th>\n",
+       "      <th>NAB</th>\n",
+       "      <th>Exathlon</th>\n",
+       "      <th>TAO</th>\n",
+       "      <th>OPPORTUNITY</th>\n",
+       "      <th>TODS</th>\n",
+       "      <th>SMD</th>\n",
+       "      <th>YAHOO</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
@@ -80,13 +80,13 @@
       ],
       "text/plain": [
        "Empty DataFrame\n",
-       "Columns: [Model, SVDB, Power, MGAB, Daphnet, WSD, SMAP, MSL, Exathlon, Stock, IOPS, UCR, YAHOO, NAB, LTDB, MITDB, SMD, TODS, SWaT, NEK, OPPORTUNITY, SED, TAO, CATSv2]\n",
+       "Columns: [Model, IOPS, SWaT, SED, MSL, SVDB, MGAB, LTDB, SMAP, Daphnet, Stock, WSD, MITDB, UCR, Power, NEK, CATSv2, NAB, Exathlon, TAO, OPPORTUNITY, TODS, SMD, YAHOO]\n",
        "Index: []\n",
        "\n",
        "[0 rows x 24 columns]"
       ]
      },
-     "execution_count": 9,
+     "execution_count": 8,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -101,7 +101,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
@@ -117,6 +117,7 @@
       "Found:  OmniAnomaly.csv\n",
       "Found:  PCA.csv\n",
       "Found:  POLY.csv\n",
+      "Found:  Sub-LOF.csv\n",
       "Found:  Sub_KNN.csv\n",
       "Not correct file type:  temp\n",
       "Found:  USAD.csv\n",
@@ -125,7 +126,7 @@
     }
    ],
    "source": [
-    "col = 'AUC-PR'\n",
+    "col = 'VUS-PR'\n",
     "\n",
     "for file in os.listdir(path):\n",
     "    suffix = file.split('.')\n",
@@ -157,7 +158,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
     {
@@ -182,148 +183,148 @@
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>Model</th>\n",
+       "      <th>IOPS</th>\n",
+       "      <th>SWaT</th>\n",
+       "      <th>SED</th>\n",
+       "      <th>MSL</th>\n",
        "      <th>SVDB</th>\n",
-       "      <th>Power</th>\n",
        "      <th>MGAB</th>\n",
-       "      <th>Daphnet</th>\n",
-       "      <th>WSD</th>\n",
+       "      <th>LTDB</th>\n",
        "      <th>SMAP</th>\n",
-       "      <th>MSL</th>\n",
-       "      <th>Exathlon</th>\n",
-       "      <th>Stock</th>\n",
+       "      <th>Daphnet</th>\n",
        "      <th>...</th>\n",
-       "      <th>LTDB</th>\n",
-       "      <th>MITDB</th>\n",
-       "      <th>SMD</th>\n",
-       "      <th>TODS</th>\n",
-       "      <th>SWaT</th>\n",
+       "      <th>Power</th>\n",
        "      <th>NEK</th>\n",
-       "      <th>OPPORTUNITY</th>\n",
-       "      <th>SED</th>\n",
-       "      <th>TAO</th>\n",
        "      <th>CATSv2</th>\n",
+       "      <th>NAB</th>\n",
+       "      <th>Exathlon</th>\n",
+       "      <th>TAO</th>\n",
+       "      <th>OPPORTUNITY</th>\n",
+       "      <th>TODS</th>\n",
+       "      <th>SMD</th>\n",
+       "      <th>YAHOO</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
        "      <td>CNN</td>\n",
-       "      <td>0.197103</td>\n",
-       "      <td>0.072400</td>\n",
-       "      <td>0.003855</td>\n",
-       "      <td>0.381499</td>\n",
-       "      <td>0.303128</td>\n",
-       "      <td>0.329931</td>\n",
-       "      <td>0.307033</td>\n",
-       "      <td>0.654310</td>\n",
-       "      <td>0.929344</td>\n",
+       "      <td>0.205826</td>\n",
+       "      <td>0.680748</td>\n",
+       "      <td>0.058416</td>\n",
+       "      <td>0.346350</td>\n",
+       "      <td>0.199785</td>\n",
+       "      <td>0.006988</td>\n",
+       "      <td>0.406171</td>\n",
+       "      <td>0.336818</td>\n",
+       "      <td>0.398456</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.354462</td>\n",
-       "      <td>0.160153</td>\n",
-       "      <td>0.565370</td>\n",
-       "      <td>0.303786</td>\n",
-       "      <td>0.738718</td>\n",
-       "      <td>0.685573</td>\n",
-       "      <td>0.619160</td>\n",
-       "      <td>0.029325</td>\n",
-       "      <td>0.994857</td>\n",
-       "      <td>0.411894</td>\n",
+       "      <td>0.075487</td>\n",
+       "      <td>0.714845</td>\n",
+       "      <td>0.288293</td>\n",
+       "      <td>0.248091</td>\n",
+       "      <td>0.657757</td>\n",
+       "      <td>0.994270</td>\n",
+       "      <td>0.632799</td>\n",
+       "      <td>0.575941</td>\n",
+       "      <td>0.545045</td>\n",
+       "      <td>0.512096</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
        "      <td>IForest</td>\n",
-       "      <td>0.311936</td>\n",
-       "      <td>0.073981</td>\n",
-       "      <td>0.004336</td>\n",
-       "      <td>0.496579</td>\n",
-       "      <td>0.040993</td>\n",
-       "      <td>0.299302</td>\n",
-       "      <td>0.386085</td>\n",
-       "      <td>0.962806</td>\n",
-       "      <td>0.143940</td>\n",
+       "      <td>0.134518</td>\n",
+       "      <td>0.368230</td>\n",
+       "      <td>0.807209</td>\n",
+       "      <td>0.448709</td>\n",
+       "      <td>0.307322</td>\n",
+       "      <td>0.004379</td>\n",
+       "      <td>0.566359</td>\n",
+       "      <td>0.327727</td>\n",
+       "      <td>0.518905</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.521341</td>\n",
-       "      <td>0.169557</td>\n",
-       "      <td>0.369237</td>\n",
-       "      <td>0.076521</td>\n",
-       "      <td>0.702432</td>\n",
-       "      <td>0.630339</td>\n",
-       "      <td>0.733153</td>\n",
-       "      <td>0.691484</td>\n",
-       "      <td>0.125817</td>\n",
-       "      <td>0.139416</td>\n",
+       "      <td>0.076373</td>\n",
+       "      <td>0.649735</td>\n",
+       "      <td>0.105175</td>\n",
+       "      <td>0.342137</td>\n",
+       "      <td>0.964836</td>\n",
+       "      <td>0.728970</td>\n",
+       "      <td>0.736264</td>\n",
+       "      <td>0.487386</td>\n",
+       "      <td>0.342406</td>\n",
+       "      <td>0.135664</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
        "      <td>KMeansAD_U</td>\n",
-       "      <td>0.809036</td>\n",
-       "      <td>0.507629</td>\n",
-       "      <td>0.085299</td>\n",
-       "      <td>0.036445</td>\n",
-       "      <td>0.146372</td>\n",
-       "      <td>0.648913</td>\n",
-       "      <td>0.371438</td>\n",
-       "      <td>0.617690</td>\n",
-       "      <td>0.114476</td>\n",
+       "      <td>0.107988</td>\n",
+       "      <td>0.111519</td>\n",
+       "      <td>0.895291</td>\n",
+       "      <td>0.441543</td>\n",
+       "      <td>0.811385</td>\n",
+       "      <td>0.036645</td>\n",
+       "      <td>0.835553</td>\n",
+       "      <td>0.657738</td>\n",
+       "      <td>0.039747</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.765819</td>\n",
-       "      <td>0.583808</td>\n",
-       "      <td>0.260908</td>\n",
-       "      <td>0.448703</td>\n",
-       "      <td>0.111152</td>\n",
-       "      <td>0.346973</td>\n",
-       "      <td>0.365381</td>\n",
-       "      <td>0.710575</td>\n",
-       "      <td>0.129147</td>\n",
-       "      <td>0.455611</td>\n",
+       "      <td>0.524166</td>\n",
+       "      <td>0.317927</td>\n",
+       "      <td>0.229268</td>\n",
+       "      <td>0.427477</td>\n",
+       "      <td>0.618051</td>\n",
+       "      <td>0.747945</td>\n",
+       "      <td>0.351828</td>\n",
+       "      <td>0.739257</td>\n",
+       "      <td>0.254537</td>\n",
+       "      <td>0.781824</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
        "      <td>LOF</td>\n",
-       "      <td>0.044940</td>\n",
-       "      <td>0.086245</td>\n",
-       "      <td>0.002209</td>\n",
-       "      <td>0.129509</td>\n",
-       "      <td>0.141918</td>\n",
-       "      <td>0.180797</td>\n",
-       "      <td>0.151228</td>\n",
-       "      <td>0.245106</td>\n",
-       "      <td>0.112061</td>\n",
+       "      <td>0.123657</td>\n",
+       "      <td>0.121168</td>\n",
+       "      <td>0.111105</td>\n",
+       "      <td>0.186700</td>\n",
+       "      <td>0.050189</td>\n",
+       "      <td>0.004639</td>\n",
+       "      <td>0.256447</td>\n",
+       "      <td>0.172499</td>\n",
+       "      <td>0.134804</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.203241</td>\n",
-       "      <td>0.051628</td>\n",
-       "      <td>0.182353</td>\n",
-       "      <td>0.100820</td>\n",
-       "      <td>0.120683</td>\n",
-       "      <td>0.363561</td>\n",
-       "      <td>0.153396</td>\n",
-       "      <td>0.082198</td>\n",
-       "      <td>0.167995</td>\n",
-       "      <td>0.071542</td>\n",
+       "      <td>0.090503</td>\n",
+       "      <td>0.395130</td>\n",
+       "      <td>0.063826</td>\n",
+       "      <td>0.165966</td>\n",
+       "      <td>0.240338</td>\n",
+       "      <td>0.710584</td>\n",
+       "      <td>0.159200</td>\n",
+       "      <td>0.485079</td>\n",
+       "      <td>0.134985</td>\n",
+       "      <td>0.381508</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
        "      <td>LSTMAD</td>\n",
-       "      <td>0.129879</td>\n",
-       "      <td>0.064788</td>\n",
-       "      <td>0.045860</td>\n",
-       "      <td>0.132234</td>\n",
-       "      <td>0.209492</td>\n",
-       "      <td>0.278827</td>\n",
-       "      <td>0.237442</td>\n",
-       "      <td>0.733875</td>\n",
-       "      <td>0.519232</td>\n",
+       "      <td>0.213044</td>\n",
+       "      <td>0.669824</td>\n",
+       "      <td>0.056562</td>\n",
+       "      <td>0.305128</td>\n",
+       "      <td>0.127489</td>\n",
+       "      <td>0.025419</td>\n",
+       "      <td>0.329828</td>\n",
+       "      <td>0.273214</td>\n",
+       "      <td>0.133080</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.276735</td>\n",
-       "      <td>0.113066</td>\n",
-       "      <td>0.539890</td>\n",
-       "      <td>0.205671</td>\n",
-       "      <td>0.737695</td>\n",
-       "      <td>0.667421</td>\n",
-       "      <td>0.545535</td>\n",
-       "      <td>0.030497</td>\n",
-       "      <td>0.993397</td>\n",
-       "      <td>0.358071</td>\n",
+       "      <td>0.067250</td>\n",
+       "      <td>0.689697</td>\n",
+       "      <td>0.329056</td>\n",
+       "      <td>0.173732</td>\n",
+       "      <td>0.735253</td>\n",
+       "      <td>0.995044</td>\n",
+       "      <td>0.563772</td>\n",
+       "      <td>0.522228</td>\n",
+       "      <td>0.483944</td>\n",
+       "      <td>0.417416</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
@@ -331,31 +332,31 @@
        "</div>"
       ],
       "text/plain": [
-       "        Model      SVDB     Power      MGAB   Daphnet       WSD      SMAP  \\\n",
-       "0         CNN  0.197103  0.072400  0.003855  0.381499  0.303128  0.329931   \n",
-       "0     IForest  0.311936  0.073981  0.004336  0.496579  0.040993  0.299302   \n",
-       "0  KMeansAD_U  0.809036  0.507629  0.085299  0.036445  0.146372  0.648913   \n",
-       "0         LOF  0.044940  0.086245  0.002209  0.129509  0.141918  0.180797   \n",
-       "0      LSTMAD  0.129879  0.064788  0.045860  0.132234  0.209492  0.278827   \n",
+       "        Model      IOPS      SWaT       SED       MSL      SVDB      MGAB  \\\n",
+       "0         CNN  0.205826  0.680748  0.058416  0.346350  0.199785  0.006988   \n",
+       "0     IForest  0.134518  0.368230  0.807209  0.448709  0.307322  0.004379   \n",
+       "0  KMeansAD_U  0.107988  0.111519  0.895291  0.441543  0.811385  0.036645   \n",
+       "0         LOF  0.123657  0.121168  0.111105  0.186700  0.050189  0.004639   \n",
+       "0      LSTMAD  0.213044  0.669824  0.056562  0.305128  0.127489  0.025419   \n",
        "\n",
-       "        MSL  Exathlon     Stock  ...      LTDB     MITDB       SMD      TODS  \\\n",
-       "0  0.307033  0.654310  0.929344  ...  0.354462  0.160153  0.565370  0.303786   \n",
-       "0  0.386085  0.962806  0.143940  ...  0.521341  0.169557  0.369237  0.076521   \n",
-       "0  0.371438  0.617690  0.114476  ...  0.765819  0.583808  0.260908  0.448703   \n",
-       "0  0.151228  0.245106  0.112061  ...  0.203241  0.051628  0.182353  0.100820   \n",
-       "0  0.237442  0.733875  0.519232  ...  0.276735  0.113066  0.539890  0.205671   \n",
+       "       LTDB      SMAP   Daphnet  ...     Power       NEK    CATSv2       NAB  \\\n",
+       "0  0.406171  0.336818  0.398456  ...  0.075487  0.714845  0.288293  0.248091   \n",
+       "0  0.566359  0.327727  0.518905  ...  0.076373  0.649735  0.105175  0.342137   \n",
+       "0  0.835553  0.657738  0.039747  ...  0.524166  0.317927  0.229268  0.427477   \n",
+       "0  0.256447  0.172499  0.134804  ...  0.090503  0.395130  0.063826  0.165966   \n",
+       "0  0.329828  0.273214  0.133080  ...  0.067250  0.689697  0.329056  0.173732   \n",
        "\n",
-       "       SWaT       NEK  OPPORTUNITY       SED       TAO    CATSv2  \n",
-       "0  0.738718  0.685573     0.619160  0.029325  0.994857  0.411894  \n",
-       "0  0.702432  0.630339     0.733153  0.691484  0.125817  0.139416  \n",
-       "0  0.111152  0.346973     0.365381  0.710575  0.129147  0.455611  \n",
-       "0  0.120683  0.363561     0.153396  0.082198  0.167995  0.071542  \n",
-       "0  0.737695  0.667421     0.545535  0.030497  0.993397  0.358071  \n",
+       "   Exathlon       TAO  OPPORTUNITY      TODS       SMD     YAHOO  \n",
+       "0  0.657757  0.994270     0.632799  0.575941  0.545045  0.512096  \n",
+       "0  0.964836  0.728970     0.736264  0.487386  0.342406  0.135664  \n",
+       "0  0.618051  0.747945     0.351828  0.739257  0.254537  0.781824  \n",
+       "0  0.240338  0.710584     0.159200  0.485079  0.134985  0.381508  \n",
+       "0  0.735253  0.995044     0.563772  0.522228  0.483944  0.417416  \n",
        "\n",
        "[5 rows x 24 columns]"
       ]
      },
-     "execution_count": 11,
+     "execution_count": 10,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -366,11 +367,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [],
    "source": [
-    "#df.to_csv(path+'/groupedDataframes/'+col+'_combined_by_group.csv')"
+    "df.to_csv(path+'/groupedDataframes/'+col+'_combined_by_group.csv')"
    ]
   }
  ],
diff --git a/src/group_evaluation/test.png b/src/group_evaluation/test.png
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diff --git a/src/models/desi/USAD.png b/src/models/desi/USAD.png
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diff --git a/src/models/desi/desi_evaluate_groups.ipynb b/src/models/desi/desi_evaluate_groups.ipynb
index 3d3ce3c..290d719 100644
--- a/src/models/desi/desi_evaluate_groups.ipynb
+++ b/src/models/desi/desi_evaluate_groups.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -13,7 +13,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 36,
+   "execution_count": 164,
    "metadata": {},
    "outputs": [
     {
@@ -59,146 +59,153 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>{'n_neighbors': 30}</td>\n",
+       "      <td>{'periodicity': 3, 'n_neighbors': 10}</td>\n",
        "      <td>001_NAB_id_1_Facility_tr_1007_1st_2014.csv</td>\n",
-       "      <td>0.662725</td>\n",
+       "      <td>0.653164</td>\n",
        "      <td>NAB</td>\n",
        "      <td>False</td>\n",
        "      <td>True</td>\n",
-       "      <td>0.140581</td>\n",
-       "      <td>0.511654</td>\n",
-       "      <td>0.139685</td>\n",
-       "      <td>0.517581</td>\n",
-       "      <td>0.158465</td>\n",
+       "      <td>0.321899</td>\n",
+       "      <td>0.608477</td>\n",
+       "      <td>0.316988</td>\n",
+       "      <td>0.611647</td>\n",
+       "      <td>0.342408</td>\n",
        "      <td>1.000000</td>\n",
        "      <td>1.000000</td>\n",
-       "      <td>0.360914</td>\n",
-       "      <td>0.968482</td>\n",
-       "      <td>0.034985</td>\n",
-       "      <td>0.923077</td>\n",
+       "      <td>0.642756</td>\n",
+       "      <td>0.964006</td>\n",
+       "      <td>0.119534</td>\n",
+       "      <td>1.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>{'n_neighbors': 50}</td>\n",
+       "      <td>{'periodicity': 1, 'n_neighbors': 50}</td>\n",
        "      <td>002_NAB_id_2_WebService_tr_1500_1st_4106.csv</td>\n",
-       "      <td>1.600371</td>\n",
+       "      <td>1.806566</td>\n",
        "      <td>NAB</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
-       "      <td>0.136906</td>\n",
-       "      <td>0.514480</td>\n",
-       "      <td>0.139172</td>\n",
-       "      <td>0.522671</td>\n",
-       "      <td>0.192924</td>\n",
+       "      <td>0.532093</td>\n",
+       "      <td>0.582393</td>\n",
+       "      <td>0.538952</td>\n",
+       "      <td>0.616685</td>\n",
+       "      <td>0.637707</td>\n",
+       "      <td>1.000000</td>\n",
        "      <td>1.000000</td>\n",
+       "      <td>0.530904</td>\n",
+       "      <td>0.995618</td>\n",
+       "      <td>0.270016</td>\n",
        "      <td>1.000000</td>\n",
-       "      <td>0.336815</td>\n",
-       "      <td>0.988203</td>\n",
-       "      <td>0.032967</td>\n",
-       "      <td>0.567568</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>{'n_neighbors': 40}</td>\n",
+       "      <td>{'periodicity': 3, 'n_neighbors': 40}</td>\n",
        "      <td>003_NAB_id_3_WebService_tr_1362_1st_1462.csv</td>\n",
-       "      <td>2.794641</td>\n",
+       "      <td>2.038316</td>\n",
        "      <td>NAB</td>\n",
        "      <td>False</td>\n",
        "      <td>True</td>\n",
-       "      <td>0.108531</td>\n",
-       "      <td>0.508964</td>\n",
-       "      <td>0.097869</td>\n",
-       "      <td>0.500551</td>\n",
-       "      <td>0.175308</td>\n",
-       "      <td>0.999672</td>\n",
-       "      <td>0.933333</td>\n",
-       "      <td>0.327012</td>\n",
-       "      <td>0.945860</td>\n",
-       "      <td>0.014445</td>\n",
-       "      <td>0.666667</td>\n",
+       "      <td>0.134022</td>\n",
+       "      <td>0.522890</td>\n",
+       "      <td>0.139534</td>\n",
+       "      <td>0.529691</td>\n",
+       "      <td>0.190514</td>\n",
+       "      <td>0.939543</td>\n",
+       "      <td>0.244131</td>\n",
+       "      <td>0.151951</td>\n",
+       "      <td>0.682496</td>\n",
+       "      <td>0.016415</td>\n",
+       "      <td>0.126263</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>{'n_neighbors': 50}</td>\n",
+       "      <td>{'periodicity': 3, 'n_neighbors': 50}</td>\n",
        "      <td>004_NAB_id_4_Facility_tr_1007_1st_1437.csv</td>\n",
-       "      <td>0.889990</td>\n",
+       "      <td>0.926782</td>\n",
        "      <td>NAB</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
-       "      <td>0.157897</td>\n",
-       "      <td>0.541035</td>\n",
-       "      <td>0.153577</td>\n",
-       "      <td>0.556081</td>\n",
-       "      <td>0.186381</td>\n",
+       "      <td>0.515828</td>\n",
+       "      <td>0.788997</td>\n",
+       "      <td>0.520351</td>\n",
+       "      <td>0.804107</td>\n",
+       "      <td>0.508470</td>\n",
        "      <td>1.000000</td>\n",
        "      <td>1.000000</td>\n",
-       "      <td>0.338843</td>\n",
-       "      <td>0.980346</td>\n",
-       "      <td>0.007463</td>\n",
+       "      <td>0.627049</td>\n",
+       "      <td>0.988360</td>\n",
+       "      <td>0.310945</td>\n",
        "      <td>1.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>{'n_neighbors': 40}</td>\n",
+       "      <td>{'periodicity': 1, 'n_neighbors': 50}</td>\n",
        "      <td>005_NAB_id_5_Traffic_tr_594_1st_1645.csv</td>\n",
-       "      <td>0.661092</td>\n",
+       "      <td>0.726600</td>\n",
        "      <td>NAB</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
-       "      <td>0.103901</td>\n",
-       "      <td>0.498313</td>\n",
-       "      <td>0.106037</td>\n",
-       "      <td>0.507622</td>\n",
-       "      <td>0.185677</td>\n",
-       "      <td>0.942574</td>\n",
-       "      <td>0.216216</td>\n",
-       "      <td>0.194903</td>\n",
-       "      <td>0.670264</td>\n",
-       "      <td>0.016807</td>\n",
-       "      <td>0.121212</td>\n",
+       "      <td>0.074486</td>\n",
+       "      <td>0.369671</td>\n",
+       "      <td>0.077129</td>\n",
+       "      <td>0.382665</td>\n",
+       "      <td>0.181886</td>\n",
+       "      <td>0.810903</td>\n",
+       "      <td>0.181262</td>\n",
+       "      <td>0.435004</td>\n",
+       "      <td>0.670916</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "                params                                     file_name  \\\n",
-       "0  {'n_neighbors': 30}    001_NAB_id_1_Facility_tr_1007_1st_2014.csv   \n",
-       "1  {'n_neighbors': 50}  002_NAB_id_2_WebService_tr_1500_1st_4106.csv   \n",
-       "2  {'n_neighbors': 40}  003_NAB_id_3_WebService_tr_1362_1st_1462.csv   \n",
-       "3  {'n_neighbors': 50}    004_NAB_id_4_Facility_tr_1007_1st_1437.csv   \n",
-       "4  {'n_neighbors': 40}      005_NAB_id_5_Traffic_tr_594_1st_1645.csv   \n",
+       "                                  params  \\\n",
+       "0  {'periodicity': 3, 'n_neighbors': 10}   \n",
+       "1  {'periodicity': 1, 'n_neighbors': 50}   \n",
+       "2  {'periodicity': 3, 'n_neighbors': 40}   \n",
+       "3  {'periodicity': 3, 'n_neighbors': 50}   \n",
+       "4  {'periodicity': 1, 'n_neighbors': 50}   \n",
        "\n",
-       "   duration group  point anomaly  seq anomaly    AUC-PR   AUC-ROC    VUS-PR  \\\n",
-       "0  0.662725   NAB          False         True  0.140581  0.511654  0.139685   \n",
-       "1  1.600371   NAB          False        False  0.136906  0.514480  0.139172   \n",
-       "2  2.794641   NAB          False         True  0.108531  0.508964  0.097869   \n",
-       "3  0.889990   NAB          False        False  0.157897  0.541035  0.153577   \n",
-       "4  0.661092   NAB          False        False  0.103901  0.498313  0.106037   \n",
+       "                                      file_name  duration group  \\\n",
+       "0    001_NAB_id_1_Facility_tr_1007_1st_2014.csv  0.653164   NAB   \n",
+       "1  002_NAB_id_2_WebService_tr_1500_1st_4106.csv  1.806566   NAB   \n",
+       "2  003_NAB_id_3_WebService_tr_1362_1st_1462.csv  2.038316   NAB   \n",
+       "3    004_NAB_id_4_Facility_tr_1007_1st_1437.csv  0.926782   NAB   \n",
+       "4      005_NAB_id_5_Traffic_tr_594_1st_1645.csv  0.726600   NAB   \n",
        "\n",
-       "    VUS-ROC  Standard-F1     PA-F1  Event-based-F1  R-based-F1  Affiliation-F  \\\n",
-       "0  0.517581     0.158465  1.000000        1.000000    0.360914       0.968482   \n",
-       "1  0.522671     0.192924  1.000000        1.000000    0.336815       0.988203   \n",
-       "2  0.500551     0.175308  0.999672        0.933333    0.327012       0.945860   \n",
-       "3  0.556081     0.186381  1.000000        1.000000    0.338843       0.980346   \n",
-       "4  0.507622     0.185677  0.942574        0.216216    0.194903       0.670264   \n",
+       "   point anomaly  seq anomaly    AUC-PR   AUC-ROC    VUS-PR   VUS-ROC  \\\n",
+       "0          False         True  0.321899  0.608477  0.316988  0.611647   \n",
+       "1          False        False  0.532093  0.582393  0.538952  0.616685   \n",
+       "2          False         True  0.134022  0.522890  0.139534  0.529691   \n",
+       "3          False        False  0.515828  0.788997  0.520351  0.804107   \n",
+       "4          False        False  0.074486  0.369671  0.077129  0.382665   \n",
        "\n",
-       "     Recall  Precision  \n",
-       "0  0.034985   0.923077  \n",
-       "1  0.032967   0.567568  \n",
-       "2  0.014445   0.666667  \n",
-       "3  0.007463   1.000000  \n",
-       "4  0.016807   0.121212  "
+       "   Standard-F1     PA-F1  Event-based-F1  R-based-F1  Affiliation-F    Recall  \\\n",
+       "0     0.342408  1.000000        1.000000    0.642756       0.964006  0.119534   \n",
+       "1     0.637707  1.000000        1.000000    0.530904       0.995618  0.270016   \n",
+       "2     0.190514  0.939543        0.244131    0.151951       0.682496  0.016415   \n",
+       "3     0.508470  1.000000        1.000000    0.627049       0.988360  0.310945   \n",
+       "4     0.181886  0.810903        0.181262    0.435004       0.670916  0.000000   \n",
+       "\n",
+       "   Precision  \n",
+       "0   1.000000  \n",
+       "1   1.000000  \n",
+       "2   0.126263  \n",
+       "3   1.000000  \n",
+       "4   0.000000  "
       ]
      },
-     "execution_count": 36,
+     "execution_count": 164,
      "metadata": {},
      "output_type": "execute_result"
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    "source": [
     "#Dataframe erstellen\n",
-    "model = 'LOF'\n",
+    "model = 'Sub-LOF'\n",
     "path = '../../../docs/evaluation/'+model+'.csv'\n",
     "df = pd.read_csv(path)\n",
     "df.head()\n",
@@ -207,7 +214,7 @@
   },
   {
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+   "execution_count": 165,
    "metadata": {},
    "outputs": [
     {
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        "Name: count, dtype: int64"
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-     "execution_count": 37,
+     "execution_count": 165,
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   },
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   },
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@@ -2630,7 +2637,7 @@
          }
         },
         "title": {
-         "text": "<b> Vergleich der Metriken zwischen den Gruppen für LOF </b>",
+         "text": "<b> Vergleich der Metriken zwischen den Gruppen für Sub-LOF </b>",
          "xanchor": "center",
          "y": 0.95,
          "yanchor": "top"
@@ -2722,7 +2729,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 40,
+   "execution_count": 181,
    "metadata": {},
    "outputs": [
     {
@@ -2776,107 +2783,107 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>{'n_neighbors': 30}</td>\n",
+       "      <td>{'periodicity': 3, 'n_neighbors': 10}</td>\n",
        "      <td>001_NAB_id_1_Facility_tr_1007_1st_2014.csv</td>\n",
-       "      <td>0.662725</td>\n",
+       "      <td>0.653164</td>\n",
        "      <td>NAB</td>\n",
        "      <td>False</td>\n",
        "      <td>True</td>\n",
-       "      <td>0.140581</td>\n",
-       "      <td>0.511654</td>\n",
-       "      <td>0.139685</td>\n",
-       "      <td>0.517581</td>\n",
-       "      <td>0.158465</td>\n",
+       "      <td>0.321899</td>\n",
+       "      <td>0.608477</td>\n",
+       "      <td>0.316988</td>\n",
+       "      <td>0.611647</td>\n",
+       "      <td>0.342408</td>\n",
        "      <td>1.000000</td>\n",
        "      <td>1.000000</td>\n",
-       "      <td>0.360914</td>\n",
-       "      <td>0.968482</td>\n",
-       "      <td>0.034985</td>\n",
-       "      <td>0.923077</td>\n",
+       "      <td>0.642756</td>\n",
+       "      <td>0.964006</td>\n",
+       "      <td>0.119534</td>\n",
+       "      <td>1.000000</td>\n",
        "      <td>Sequenzeanomalie</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>{'n_neighbors': 40}</td>\n",
+       "      <td>{'periodicity': 3, 'n_neighbors': 40}</td>\n",
        "      <td>003_NAB_id_3_WebService_tr_1362_1st_1462.csv</td>\n",
-       "      <td>2.794641</td>\n",
+       "      <td>2.038316</td>\n",
        "      <td>NAB</td>\n",
        "      <td>False</td>\n",
        "      <td>True</td>\n",
-       "      <td>0.108531</td>\n",
-       "      <td>0.508964</td>\n",
-       "      <td>0.097869</td>\n",
-       "      <td>0.500551</td>\n",
-       "      <td>0.175308</td>\n",
-       "      <td>0.999672</td>\n",
-       "      <td>0.933333</td>\n",
-       "      <td>0.327012</td>\n",
-       "      <td>0.945860</td>\n",
-       "      <td>0.014445</td>\n",
-       "      <td>0.666667</td>\n",
+       "      <td>0.134022</td>\n",
+       "      <td>0.522890</td>\n",
+       "      <td>0.139534</td>\n",
+       "      <td>0.529691</td>\n",
+       "      <td>0.190514</td>\n",
+       "      <td>0.939543</td>\n",
+       "      <td>0.244131</td>\n",
+       "      <td>0.151951</td>\n",
+       "      <td>0.682496</td>\n",
+       "      <td>0.016415</td>\n",
+       "      <td>0.126263</td>\n",
        "      <td>Sequenzeanomalie</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5</th>\n",
-       "      <td>{'n_neighbors': 50}</td>\n",
+       "      <td>{'periodicity': 1, 'n_neighbors': 50}</td>\n",
        "      <td>006_NAB_id_6_Traffic_tr_2579_1st_5839.csv</td>\n",
-       "      <td>3.211013</td>\n",
+       "      <td>3.487413</td>\n",
        "      <td>NAB</td>\n",
        "      <td>False</td>\n",
        "      <td>True</td>\n",
-       "      <td>0.139686</td>\n",
-       "      <td>0.515552</td>\n",
-       "      <td>0.155340</td>\n",
-       "      <td>0.589865</td>\n",
-       "      <td>0.182108</td>\n",
-       "      <td>0.884120</td>\n",
-       "      <td>0.780488</td>\n",
-       "      <td>0.472986</td>\n",
-       "      <td>0.824601</td>\n",
-       "      <td>0.031068</td>\n",
-       "      <td>0.761905</td>\n",
+       "      <td>0.745636</td>\n",
+       "      <td>0.939573</td>\n",
+       "      <td>0.772883</td>\n",
+       "      <td>0.969517</td>\n",
+       "      <td>0.715239</td>\n",
+       "      <td>0.961269</td>\n",
+       "      <td>0.908084</td>\n",
+       "      <td>0.580197</td>\n",
+       "      <td>0.911285</td>\n",
+       "      <td>0.245631</td>\n",
+       "      <td>0.910072</td>\n",
        "      <td>Sequenzeanomalie</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>6</th>\n",
-       "      <td>{'n_neighbors': 50}</td>\n",
+       "      <td>{'periodicity': 1, 'n_neighbors': 50}</td>\n",
        "      <td>007_NAB_id_7_Traffic_tr_624_1st_2087.csv</td>\n",
-       "      <td>1.559115</td>\n",
+       "      <td>1.600060</td>\n",
        "      <td>NAB</td>\n",
        "      <td>False</td>\n",
        "      <td>True</td>\n",
-       "      <td>0.170066</td>\n",
-       "      <td>0.547980</td>\n",
-       "      <td>0.219652</td>\n",
-       "      <td>0.663251</td>\n",
-       "      <td>0.190288</td>\n",
-       "      <td>0.997988</td>\n",
-       "      <td>0.916667</td>\n",
-       "      <td>0.330642</td>\n",
-       "      <td>0.927725</td>\n",
-       "      <td>0.060484</td>\n",
-       "      <td>0.535714</td>\n",
+       "      <td>0.859281</td>\n",
+       "      <td>0.988414</td>\n",
+       "      <td>0.942440</td>\n",
+       "      <td>0.995564</td>\n",
+       "      <td>0.918514</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.927008</td>\n",
+       "      <td>0.952722</td>\n",
+       "      <td>0.141129</td>\n",
+       "      <td>1.000000</td>\n",
        "      <td>Sequenzeanomalie</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>9</th>\n",
-       "      <td>{'n_neighbors': 20}</td>\n",
+       "      <td>{'periodicity': 3, 'n_neighbors': 40}</td>\n",
        "      <td>010_NAB_id_10_WebService_tr_500_1st_271.csv</td>\n",
-       "      <td>1.627614</td>\n",
+       "      <td>1.628332</td>\n",
        "      <td>NAB</td>\n",
        "      <td>False</td>\n",
        "      <td>True</td>\n",
-       "      <td>0.223609</td>\n",
-       "      <td>0.556116</td>\n",
-       "      <td>0.342451</td>\n",
-       "      <td>0.748768</td>\n",
-       "      <td>0.272985</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>0.369861</td>\n",
-       "      <td>0.965715</td>\n",
-       "      <td>0.040541</td>\n",
-       "      <td>0.545455</td>\n",
+       "      <td>0.601735</td>\n",
+       "      <td>0.909585</td>\n",
+       "      <td>0.858911</td>\n",
+       "      <td>0.962755</td>\n",
+       "      <td>0.656315</td>\n",
+       "      <td>0.655738</td>\n",
+       "      <td>0.654867</td>\n",
+       "      <td>0.566628</td>\n",
+       "      <td>0.939757</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>Sequenzeanomalie</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
@@ -2884,36 +2891,43 @@
        "</div>"
       ],
       "text/plain": [
-       "                params                                     file_name  \\\n",
-       "0  {'n_neighbors': 30}    001_NAB_id_1_Facility_tr_1007_1st_2014.csv   \n",
-       "2  {'n_neighbors': 40}  003_NAB_id_3_WebService_tr_1362_1st_1462.csv   \n",
-       "5  {'n_neighbors': 50}     006_NAB_id_6_Traffic_tr_2579_1st_5839.csv   \n",
-       "6  {'n_neighbors': 50}      007_NAB_id_7_Traffic_tr_624_1st_2087.csv   \n",
-       "9  {'n_neighbors': 20}   010_NAB_id_10_WebService_tr_500_1st_271.csv   \n",
+       "                                  params  \\\n",
+       "0  {'periodicity': 3, 'n_neighbors': 10}   \n",
+       "2  {'periodicity': 3, 'n_neighbors': 40}   \n",
+       "5  {'periodicity': 1, 'n_neighbors': 50}   \n",
+       "6  {'periodicity': 1, 'n_neighbors': 50}   \n",
+       "9  {'periodicity': 3, 'n_neighbors': 40}   \n",
        "\n",
-       "   duration group point anomaly seq anomaly    AUC-PR   AUC-ROC    VUS-PR  \\\n",
-       "0  0.662725   NAB         False        True  0.140581  0.511654  0.139685   \n",
-       "2  2.794641   NAB         False        True  0.108531  0.508964  0.097869   \n",
-       "5  3.211013   NAB         False        True  0.139686  0.515552  0.155340   \n",
-       "6  1.559115   NAB         False        True  0.170066  0.547980  0.219652   \n",
-       "9  1.627614   NAB         False        True  0.223609  0.556116  0.342451   \n",
+       "                                      file_name  duration group point anomaly  \\\n",
+       "0    001_NAB_id_1_Facility_tr_1007_1st_2014.csv  0.653164   NAB         False   \n",
+       "2  003_NAB_id_3_WebService_tr_1362_1st_1462.csv  2.038316   NAB         False   \n",
+       "5     006_NAB_id_6_Traffic_tr_2579_1st_5839.csv  3.487413   NAB         False   \n",
+       "6      007_NAB_id_7_Traffic_tr_624_1st_2087.csv  1.600060   NAB         False   \n",
+       "9   010_NAB_id_10_WebService_tr_500_1st_271.csv  1.628332   NAB         False   \n",
        "\n",
-       "    VUS-ROC  Standard-F1     PA-F1  Event-based-F1  R-based-F1  Affiliation-F  \\\n",
-       "0  0.517581     0.158465  1.000000        1.000000    0.360914       0.968482   \n",
-       "2  0.500551     0.175308  0.999672        0.933333    0.327012       0.945860   \n",
-       "5  0.589865     0.182108  0.884120        0.780488    0.472986       0.824601   \n",
-       "6  0.663251     0.190288  0.997988        0.916667    0.330642       0.927725   \n",
-       "9  0.748768     0.272985  1.000000        1.000000    0.369861       0.965715   \n",
+       "  seq anomaly    AUC-PR   AUC-ROC    VUS-PR   VUS-ROC  Standard-F1     PA-F1  \\\n",
+       "0        True  0.321899  0.608477  0.316988  0.611647     0.342408  1.000000   \n",
+       "2        True  0.134022  0.522890  0.139534  0.529691     0.190514  0.939543   \n",
+       "5        True  0.745636  0.939573  0.772883  0.969517     0.715239  0.961269   \n",
+       "6        True  0.859281  0.988414  0.942440  0.995564     0.918514  1.000000   \n",
+       "9        True  0.601735  0.909585  0.858911  0.962755     0.656315  0.655738   \n",
        "\n",
-       "     Recall  Precision           anomaly  \n",
-       "0  0.034985   0.923077  Sequenzeanomalie  \n",
-       "2  0.014445   0.666667  Sequenzeanomalie  \n",
-       "5  0.031068   0.761905  Sequenzeanomalie  \n",
-       "6  0.060484   0.535714  Sequenzeanomalie  \n",
-       "9  0.040541   0.545455  Sequenzeanomalie  "
+       "   Event-based-F1  R-based-F1  Affiliation-F    Recall  Precision  \\\n",
+       "0        1.000000    0.642756       0.964006  0.119534   1.000000   \n",
+       "2        0.244131    0.151951       0.682496  0.016415   0.126263   \n",
+       "5        0.908084    0.580197       0.911285  0.245631   0.910072   \n",
+       "6        1.000000    0.927008       0.952722  0.141129   1.000000   \n",
+       "9        0.654867    0.566628       0.939757  0.000000   0.000000   \n",
+       "\n",
+       "            anomaly  \n",
+       "0  Sequenzeanomalie  \n",
+       "2  Sequenzeanomalie  \n",
+       "5  Sequenzeanomalie  \n",
+       "6  Sequenzeanomalie  \n",
+       "9  Sequenzeanomalie  "
       ]
      },
-     "execution_count": 40,
+     "execution_count": 181,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2928,7 +2942,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 41,
+   "execution_count": 182,
    "metadata": {},
    "outputs": [
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-          0.1307835912195382,
-          0.2134165693688207,
-          0.1265188144602036,
-          0.4527841226845707
+          0.165363943781076,
+          0.1055959239234238,
+          0.3087978328726254,
+          0.2648772912003505,
+          0.1055959239234238,
+          0.3087978328726254,
+          0.1791808557757056,
+          0.4191576670523288,
+          0.0667566583927776,
+          0.2320033588030139,
+          0.2227889589723902,
+          0.1978424876813266,
+          0.4191576670523288,
+          0.1587733145550091,
+          0.5149663971030274,
+          0.1055959239234238,
+          0.2227889589723902,
+          0.5149663971030274,
+          0.3928519110742927,
+          0.1791808557757056,
+          0.1867972292340807,
+          0.2227889589723902,
+          0.1791808557757056,
+          0.3087978328726254,
+          0.2227889589723902,
+          0.1765141818070289,
+          0.3087978328726254,
+          0.4407613255054198,
+          0.4191576670523288,
+          0.1791808557757056,
+          0.5149663971030274,
+          0.1545390595957032
          ],
          "y0": " ",
          "yaxis": "y"
@@ -4807,19 +4821,19 @@
          "x0": " ",
          "xaxis": "x",
          "y": [
-          0.2120978819609322,
-          0.1153379602917644,
-          0.1044918542945397,
-          0.1164573161339037,
-          0.1086320272684126,
-          0.0647382004433669,
-          0.2031215253707108,
-          0.1616909272318367,
-          0.1253509095612136,
-          0.1826561473341535,
-          0.1152164747468051,
-          0.3872433626748078,
-          0.0899078607512625
+          0.0953648913292644,
+          0.253659602275774,
+          0.0480513828451067,
+          0.0874209459597214,
+          0.0563996450978811,
+          0.1508451718415078,
+          0.0530334922256248,
+          0.1665532246514894,
+          0.1672574616125725,
+          0.263726971466252,
+          0.1819317278818272,
+          0.1376392642338136,
+          0.1461815647139532
          ],
          "y0": " ",
          "yaxis": "y"
@@ -5400,7 +5414,7 @@
          }
         },
         "title": {
-         "text": "<b> Vergleich der Ergebnisse der Anomalien zwischen den Gruppen für LOF </b>",
+         "text": "<b> Vergleich der Ergebnisse der Anomalien zwischen den Gruppen für Sub-LOF </b>",
          "xanchor": "center",
          "y": 0.95,
          "yanchor": "top"
@@ -5435,7 +5449,6 @@
    ],
    "source": [
     "#Boxplot for anomalies\n",
-    "metric = 'VUS-PR'\n",
     "fig = px.box(df_anomaly, x = 'anomaly',y=metric,  color='group',color_discrete_map= colors,hover_name=\"group\", hover_data=[\"group\"])\n",
     "fig.update_layout( \n",
     "        template = 'ggplot2',\n",
@@ -5459,90 +5472,90 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 42,
+   "execution_count": 183,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "               duration    AUC-PR   AUC-ROC    VUS-PR   VUS-ROC  Standard-F1  \\\n",
-      "group                                                                          \n",
-      "CATSv2        47.136594  0.071542  0.508872  0.063826  0.532996     0.094029   \n",
-      "Daphnet        5.897125  0.129509  0.570455  0.134804  0.584871     0.290327   \n",
-      "Exathlon       7.824180  0.245106  0.571639  0.240338  0.569108     0.388745   \n",
-      "IOPS          18.836056  0.116787  0.629300  0.123657  0.718189     0.241223   \n",
-      "LTDB          48.170647  0.203241  0.508966  0.256447  0.535053     0.312078   \n",
-      "MGAB          17.135755  0.002209  0.507583  0.004639  0.698543     0.009506   \n",
-      "MITDB        187.733897  0.051628  0.508271  0.053749  0.503163     0.099617   \n",
-      "MSL            1.521115  0.151228  0.559967  0.186700  0.640386     0.202279   \n",
-      "NAB            1.595559  0.144844  0.524467  0.165966  0.567408     0.205497   \n",
-      "NEK            0.659403  0.363561  0.668191  0.395130  0.742972     0.427307   \n",
-      "OPPORTUNITY    2.282972  0.153396  0.612566  0.159200  0.628705     0.266409   \n",
-      "Power          5.743324  0.086245  0.495163  0.090503  0.510731     0.162795   \n",
-      "SED            7.071819  0.082198  0.548027  0.111105  0.711726     0.142807   \n",
-      "SMAP           1.431995  0.180797  0.581760  0.172499  0.592502     0.231062   \n",
-      "SMD            3.190204  0.182353  0.632759  0.134985  0.667491     0.325650   \n",
-      "SVDB          35.201644  0.044940  0.512603  0.050189  0.523976     0.087034   \n",
-      "SWaT          95.530155  0.120683  0.500025  0.121168  0.500155     0.215281   \n",
-      "Stock        108.318561  0.112061  0.530383  0.710487  0.904106     0.304437   \n",
-      "TAO           24.947558  0.167995  0.449091  0.710584  0.840461     0.230177   \n",
-      "TODS           8.166461  0.100820  0.536789  0.485079  0.863128     0.168044   \n",
-      "UCR           28.145674  0.048985  0.606013  0.051489  0.706580     0.092895   \n",
-      "WSD            2.635757  0.141918  0.638387  0.102346  0.777776     0.225878   \n",
-      "YAHOO          0.825724  0.409909  0.828505  0.381508  0.927479     0.443120   \n",
+      "                duration    AUC-PR   AUC-ROC    VUS-PR   VUS-ROC  Standard-F1  \\\n",
+      "group                                                                           \n",
+      "CATSv2        298.530087  0.511976  0.740398  0.393045  0.760152     0.575803   \n",
+      "Daphnet         6.632036  0.252282  0.905126  0.253956  0.899824     0.406682   \n",
+      "Exathlon        9.833754  0.257618  0.647576  0.262478  0.653360     0.371983   \n",
+      "IOPS           40.815497  0.263492  0.852975  0.380817  0.892852     0.350879   \n",
+      "LTDB           72.072497  0.333160  0.627012  0.409530  0.712029     0.398966   \n",
+      "MGAB           14.901103  0.567335  0.987331  0.634748  0.995269     0.671333   \n",
+      "MITDB        1327.810889  0.385195  0.760688  0.367125  0.827341     0.431379   \n",
+      "MSL             1.503881  0.442670  0.879267  0.544711  0.922678     0.555176   \n",
+      "NAB             1.629958  0.495381  0.730109  0.532450  0.761626     0.544592   \n",
+      "NEK             0.625705  0.554506  0.863816  0.687020  0.911436     0.655181   \n",
+      "OPPORTUNITY     2.531083  0.158653  0.437972  0.149548  0.452675     0.230552   \n",
+      "Power           7.826579  0.175035  0.552633  0.160858  0.573030     0.211897   \n",
+      "SED             7.801529  0.109660  0.605685  0.253420  0.793686     0.216518   \n",
+      "SMAP            1.376011  0.510341  0.828578  0.597854  0.863763     0.595748   \n",
+      "SMD             3.926767  0.486307  0.857014  0.544696  0.868968     0.565768   \n",
+      "SVDB           87.218147  0.356140  0.720499  0.383000  0.776552     0.422369   \n",
+      "SWaT          183.587712  0.113563  0.375616  0.113915  0.377762     0.220540   \n",
+      "Stock          79.056635  0.115033  0.600040  0.747567  0.889482     0.190880   \n",
+      "TAO            39.657654  0.139803  0.612240  0.807694  0.892831     0.223327   \n",
+      "TODS            7.598674  0.166507  0.676933  0.691125  0.887259     0.270928   \n",
+      "UCR            31.333646  0.495182  0.917224  0.514326  0.946238     0.551956   \n",
+      "WSD             3.365790  0.539254  0.959885  0.551041  0.977565     0.594305   \n",
+      "YAHOO           0.776184  0.150503  0.916171  0.451001  0.930039     0.237975   \n",
       "\n",
       "                PA-F1  Event-based-F1  R-based-F1  Affiliation-F    Recall  \\\n",
       "group                                                                        \n",
-      "CATSv2       0.960104        0.478827    0.188141       0.727454  0.010473   \n",
-      "Daphnet      0.980234        0.468354    0.394045       0.798326  0.032090   \n",
-      "Exathlon     0.840527        0.678066    0.378081       0.857433  0.027732   \n",
-      "IOPS         0.566742        0.359596    0.203257       0.734568  0.092212   \n",
-      "LTDB         0.570894        0.420305    0.178030       0.740034  0.004915   \n",
-      "MGAB         0.142064        0.020381    0.015286       0.680741  0.023254   \n",
-      "MITDB        0.204093        0.103453    0.157732       0.698034  0.000314   \n",
-      "MSL          0.863703        0.681253    0.289638       0.879443  0.033586   \n",
-      "NAB          0.931362        0.716711    0.289656       0.875051  0.026457   \n",
-      "NEK          0.899675        0.851266    0.443166       0.922867  0.168942   \n",
-      "OPPORTUNITY  0.647512        0.486989    0.209339       0.823082  0.029277   \n",
-      "Power        0.959846        0.171831    0.122386       0.700485  0.009333   \n",
-      "SED          0.272876        0.272876    0.074110       0.669564  0.006529   \n",
-      "SMAP         0.741028        0.585398    0.297406       0.830543  0.135259   \n",
-      "SMD          0.820056        0.640711    0.280492       0.866248  0.109229   \n",
-      "SVDB         0.660353        0.261395    0.155431       0.711470  0.006957   \n",
-      "SWaT         0.849009        0.177778    0.042904       0.297959  0.000158   \n",
-      "Stock        0.153897        0.153896    0.042597       0.677526  0.000000   \n",
-      "TAO          0.192544        0.185428    0.097249       0.679254  0.022038   \n",
-      "TODS         0.531769        0.223785    0.219245       0.688507  0.027175   \n",
-      "UCR          0.547013        0.196440    0.093627       0.784911  0.142430   \n",
-      "WSD          0.792634        0.766117    0.359934       0.899346  0.153504   \n",
-      "YAHOO        0.492777        0.469794    0.446144       0.809881  0.448921   \n",
+      "CATSv2       0.674950        0.575705    0.232829       0.751034  0.310946   \n",
+      "Daphnet      0.666667        0.420230    0.322369       0.830045  0.117953   \n",
+      "Exathlon     0.800635        0.526162    0.317170       0.804928  0.041724   \n",
+      "IOPS         0.620676        0.387128    0.365823       0.877418  0.356618   \n",
+      "LTDB         0.678791        0.522393    0.319594       0.789237  0.065606   \n",
+      "MGAB         0.712791        0.688846    0.689193       0.960863  0.775952   \n",
+      "MITDB        0.823174        0.687269    0.361808       0.907308  0.267250   \n",
+      "MSL          0.918910        0.757484    0.478641       0.934923  0.289677   \n",
+      "NAB          0.954451        0.885003    0.529483       0.939654  0.148962   \n",
+      "NEK          0.876030        0.783539    0.670862       0.953170  0.246789   \n",
+      "OPPORTUNITY  0.938092        0.823990    0.316216       0.927716  0.123624   \n",
+      "Power        0.913381        0.519774    0.290669       0.782209  0.096000   \n",
+      "SED          0.307548        0.219303    0.070964       0.835491  0.082465   \n",
+      "SMAP         0.842265        0.737461    0.535060       0.965606  0.524001   \n",
+      "SMD          0.838555        0.715433    0.487338       0.936624  0.569888   \n",
+      "SVDB         0.815126        0.696453    0.372470       0.913591  0.320710   \n",
+      "SWaT         0.963075        0.295203    0.095314       0.705366  0.009042   \n",
+      "Stock        0.171946        0.170557    0.114896       0.677843  0.004799   \n",
+      "TAO          0.224187        0.221474    0.232479       0.681972  0.017645   \n",
+      "TODS         0.414800        0.246763    0.247089       0.752759  0.058744   \n",
+      "UCR          0.804651        0.709924    0.505175       0.943542  0.761255   \n",
+      "WSD          0.718254        0.672151    0.612024       0.973103  0.798756   \n",
+      "YAHOO        0.238365        0.219175    0.251613       0.912850  0.564290   \n",
       "\n",
       "             Precision  \n",
       "group                   \n",
-      "CATSv2        0.895954  \n",
-      "Daphnet       0.305785  \n",
-      "Exathlon      0.512979  \n",
-      "IOPS          0.190090  \n",
-      "LTDB          0.265047  \n",
-      "MGAB          0.003402  \n",
-      "MITDB         0.112437  \n",
-      "MSL           0.644011  \n",
-      "NAB           0.456076  \n",
-      "NEK           0.739188  \n",
-      "OPPORTUNITY   0.293842  \n",
-      "Power         0.061674  \n",
-      "SED           1.000000  \n",
-      "SMAP          0.492777  \n",
-      "SMD           0.454227  \n",
-      "SVDB          0.240425  \n",
-      "SWaT          0.242424  \n",
-      "Stock         0.000000  \n",
-      "TAO           0.666667  \n",
-      "TODS          0.141732  \n",
-      "UCR           0.071834  \n",
-      "WSD           0.331186  \n",
-      "YAHOO         0.295807  \n"
+      "CATSv2        0.952401  \n",
+      "Daphnet       0.407186  \n",
+      "Exathlon      0.268818  \n",
+      "IOPS          0.232859  \n",
+      "LTDB          0.528795  \n",
+      "MGAB          0.555421  \n",
+      "MITDB         0.506898  \n",
+      "MSL           0.468071  \n",
+      "NAB           0.637919  \n",
+      "NEK           0.611677  \n",
+      "OPPORTUNITY   0.407288  \n",
+      "Power         0.362720  \n",
+      "SED           0.173993  \n",
+      "SMAP          0.511394  \n",
+      "SMD           0.423607  \n",
+      "SVDB          0.529825  \n",
+      "SWaT          0.055148  \n",
+      "Stock         0.191968  \n",
+      "TAO           0.224967  \n",
+      "TODS          0.205223  \n",
+      "UCR           0.238402  \n",
+      "WSD           0.265358  \n",
+      "YAHOO         0.068880  \n"
      ]
     }
    ],
@@ -5555,15 +5568,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 43,
+   "execution_count": 184,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Gesamtdauer Training in s: 7330.821, in min: 122.180, in h: 2.036\n",
-      "Durchschnittliches Training pro Datei in s: 18.466\n"
+      "Gesamtdauer Training in s: 18505.362, in min: 308.423, in h: 5.140\n",
+      "Durchschnittliches Training pro Datei in s: 46.613\n"
      ]
     }
    ],
@@ -5582,15 +5595,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 44,
+   "execution_count": 185,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Durchschnittle Gesamt-Performanz des Modells: LOF\n",
-      "Recall: 0.111, Precision: 0.304, F1: 0.235, Auc-Roc: 0.604, Auc-PR: 0.156, Vus-PR: 0.185\n"
+      "Durchschnittle Gesamt-Performanz des Modells: Sub-LOF\n",
+      "Recall: 0.420, Precision: 0.345, F1: 0.450, Auc-Roc: 0.794, Auc-PR: 0.374, Vus-PR: 0.473\n"
      ]
     }
    ],
@@ -5609,7 +5622,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 45,
+   "execution_count": 186,
    "metadata": {},
    "outputs": [
     {
@@ -5617,8 +5630,8 @@
      "output_type": "stream",
      "text": [
       "Anzahl an Datensätzen mit Punktanomalien:  55\n",
-      "Durchschnittle Gesamt-Performanz des Modells: LOF\n",
-      "Recall: 0.317, Precision: 0.166, F1: 0.333, Auc-Roc: 0.724, Auc-PR: 0.274, Vus-PR: 0.416\n"
+      "Durchschnittle Gesamt-Performanz des Modells: Sub-LOF\n",
+      "Recall: 0.433, Precision: 0.077, F1: 0.207, Auc-Roc: 0.831, Auc-PR: 0.131, Vus-PR: 0.514\n"
      ]
     }
    ],
@@ -5640,42 +5653,42 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 46,
+   "execution_count": 187,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "         duration    AUC-PR   AUC-ROC    VUS-PR   VUS-ROC  Standard-F1  \\\n",
-      "group                                                                    \n",
-      "IOPS     4.113908  0.176712  0.663981  0.073159  0.740973     0.264796   \n",
-      "Stock  108.318561  0.112061  0.530383  0.710487  0.904106     0.304437   \n",
-      "TAO     23.744251  0.128972  0.438938  0.623702  0.779843     0.218371   \n",
-      "TODS    11.304390  0.071959  0.487086  0.786747  0.960999     0.139983   \n",
-      "UCR     13.370526  0.000653  0.661867  0.012963  0.941590     0.001303   \n",
-      "WSD      2.101602  0.003879  0.695177  0.035113  0.824391     0.025333   \n",
-      "YAHOO    0.850327  0.422520  0.843186  0.383203  0.949400     0.445450   \n",
+      "        duration    AUC-PR   AUC-ROC    VUS-PR   VUS-ROC  Standard-F1  \\\n",
+      "group                                                                   \n",
+      "IOPS   12.568524  0.121683  0.752821  0.327754  0.766857     0.305542   \n",
+      "Stock  79.056635  0.115033  0.600040  0.747567  0.889482     0.190880   \n",
+      "TAO    39.720064  0.145212  0.623099  0.755775  0.865220     0.234609   \n",
+      "TODS   11.743374  0.077775  0.576626  0.849582  0.910985     0.123648   \n",
+      "UCR    45.350693  0.040927  0.712320  0.208122  0.944659     0.073704   \n",
+      "WSD     2.786840  0.327958  0.970473  0.140331  0.971781     0.317294   \n",
+      "YAHOO   0.800434  0.141987  0.958061  0.475296  0.973913     0.226614   \n",
       "\n",
       "          PA-F1  Event-based-F1  R-based-F1  Affiliation-F    Recall  \\\n",
       "group                                                                  \n",
-      "IOPS   0.998330        0.750000    0.380944       0.862706  0.168886   \n",
-      "Stock  0.153897        0.153896    0.042597       0.677526  0.000000   \n",
-      "TAO    0.168078        0.168078    0.044159       0.679741  0.001087   \n",
-      "TODS   0.108607        0.106481    0.042489       0.671435  0.000000   \n",
-      "UCR    0.001219        0.001219    0.001560       0.737802  0.400000   \n",
-      "WSD    0.028900        0.010430    0.014322       0.718439  0.083333   \n",
-      "YAHOO  0.441885        0.441885    0.448546       0.809781  0.481720   \n",
+      "IOPS   0.573289        0.060249    0.089617       0.899868  0.250555   \n",
+      "Stock  0.171946        0.170557    0.114896       0.677843  0.004799   \n",
+      "TAO    0.235108        0.233242    0.269589       0.683937  0.019654   \n",
+      "TODS   0.123579        0.121521    0.169499       0.671932  0.006386   \n",
+      "UCR    0.073547        0.073547    0.089822       0.837652  0.600000   \n",
+      "WSD    0.357784        0.312380    0.325541       0.853444  0.500000   \n",
+      "YAHOO  0.195229        0.192963    0.246578       0.923807  0.620430   \n",
       "\n",
       "       Precision  \n",
       "group             \n",
-      "IOPS    0.025308  \n",
-      "Stock   0.000000  \n",
-      "TAO     0.500000  \n",
-      "TODS    0.000000  \n",
-      "UCR     0.000321  \n",
-      "WSD     0.001149  \n",
-      "YAHOO   0.259860  \n"
+      "IOPS    0.008455  \n",
+      "Stock   0.191968  \n",
+      "TAO     0.255172  \n",
+      "TODS    0.166667  \n",
+      "UCR     0.002503  \n",
+      "WSD     0.166667  \n",
+      "YAHOO   0.030575  \n"
      ]
     }
    ],
@@ -5687,7 +5700,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 47,
+   "execution_count": 188,
    "metadata": {},
    "outputs": [
     {
@@ -5695,8 +5708,8 @@
      "output_type": "stream",
      "text": [
       "Anzahl an Datensätzen mit Sequenzanomalien:  158\n",
-      "Durchschnittle Gesamt-Performanz des Modells: LOF\n",
-      "Recall: 0.042, Precision: 0.364, F1: 0.244, Auc-Roc: 0.567, Auc-PR: 0.150, Vus-PR: 0.158\n"
+      "Durchschnittle Gesamt-Performanz des Modells: Sub-LOF\n",
+      "Recall: 0.261, Precision: 0.397, F1: 0.418, Auc-Roc: 0.726, Auc-PR: 0.330, Vus-PR: 0.393\n"
      ]
     }
    ],
@@ -5718,81 +5731,81 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 48,
+   "execution_count": 189,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "               duration    AUC-PR   AUC-ROC    VUS-PR   VUS-ROC  Standard-F1  \\\n",
-      "group                                                                          \n",
-      "CATSv2        47.136594  0.071542  0.508872  0.063826  0.532996     0.094029   \n",
-      "Daphnet        5.897125  0.129509  0.570455  0.134804  0.584871     0.290327   \n",
-      "Exathlon       7.824180  0.245106  0.571639  0.240338  0.569108     0.388745   \n",
-      "IOPS          38.714642  0.272670  0.793815  0.302989  0.914685     0.418456   \n",
-      "LTDB          48.170647  0.203241  0.508966  0.256447  0.535053     0.312078   \n",
-      "MGAB          17.135755  0.002209  0.507583  0.004639  0.698543     0.009506   \n",
-      "MITDB        187.733897  0.051628  0.508271  0.053749  0.503163     0.099617   \n",
-      "MSL            1.721518  0.277979  0.648091  0.327778  0.741380     0.310111   \n",
-      "NAB            1.654759  0.154619  0.532240  0.183564  0.583195     0.207639   \n",
-      "NEK            0.763594  0.356301  0.681831  0.392335  0.754701     0.448092   \n",
-      "OPPORTUNITY    2.579214  0.144952  0.636888  0.152842  0.660690     0.304383   \n",
-      "Power          5.743324  0.086245  0.495163  0.090503  0.510731     0.162795   \n",
-      "SED            7.071819  0.082198  0.548027  0.111105  0.711726     0.142807   \n",
-      "SMAP           1.487841  0.060424  0.516746  0.046142  0.508690     0.073628   \n",
-      "SMD            3.725909  0.163313  0.612423  0.137760  0.683553     0.304686   \n",
-      "SVDB          36.562070  0.046729  0.511956  0.052218  0.523136     0.088391   \n",
-      "SWaT          95.530155  0.120683  0.500025  0.121168  0.500155     0.215281   \n",
-      "TODS           4.276212  0.081599  0.519636  0.198760  0.741196     0.147106   \n",
-      "WSD            2.849983  0.094898  0.591429  0.073377  0.757073     0.175465   \n",
-      "YAHOO          0.650215  0.316546  0.645756  0.304093  0.682903     0.451815   \n",
+      "                duration    AUC-PR   AUC-ROC    VUS-PR   VUS-ROC  Standard-F1  \\\n",
+      "group                                                                           \n",
+      "CATSv2        298.530087  0.511976  0.740398  0.393045  0.760152     0.575803   \n",
+      "Daphnet         6.632036  0.252282  0.905126  0.253956  0.899824     0.406682   \n",
+      "Exathlon        9.833754  0.257618  0.647576  0.262478  0.653360     0.371983   \n",
+      "IOPS          104.031703  0.157124  0.953948  0.258387  0.945881     0.220766   \n",
+      "LTDB           72.072497  0.333160  0.627012  0.409530  0.712029     0.398966   \n",
+      "MGAB           14.901103  0.567335  0.987331  0.634748  0.995269     0.671333   \n",
+      "MITDB        1327.810889  0.385195  0.760688  0.367125  0.827341     0.431379   \n",
+      "MSL             1.726543  0.368527  0.849005  0.487796  0.891995     0.522580   \n",
+      "NAB             1.640911  0.457316  0.746045  0.511944  0.775067     0.488274   \n",
+      "NEK             0.715299  0.433487  0.762823  0.597690  0.848369     0.528069   \n",
+      "OPPORTUNITY     2.691558  0.154555  0.484578  0.139082  0.505887     0.220768   \n",
+      "Power           7.826579  0.175035  0.552633  0.160858  0.573030     0.211897   \n",
+      "SED             7.801529  0.109660  0.605685  0.253420  0.793686     0.216518   \n",
+      "SMAP            1.277826  0.488277  0.860380  0.599966  0.869912     0.782205   \n",
+      "SMD             4.403478  0.339639  0.770853  0.457631  0.798094     0.444277   \n",
+      "SVDB           90.312594  0.329395  0.705861  0.359030  0.764855     0.403135   \n",
+      "SWaT          183.587712  0.113563  0.375616  0.113915  0.377762     0.220540   \n",
+      "TODS            3.880994  0.240756  0.780922  0.600606  0.914545     0.405820   \n",
+      "WSD             3.245855  0.452830  0.945897  0.608260  0.966831     0.509535   \n",
+      "YAHOO           0.599573  0.242005  0.467560  0.188491  0.459251     0.324732   \n",
       "\n",
       "                PA-F1  Event-based-F1  R-based-F1  Affiliation-F    Recall  \\\n",
       "group                                                                        \n",
-      "CATSv2       0.960104        0.478827    0.188141       0.727454  0.010473   \n",
-      "Daphnet      0.980234        0.468354    0.394045       0.798326  0.032090   \n",
-      "Exathlon     0.840527        0.678066    0.378081       0.857433  0.027732   \n",
-      "IOPS         0.529163        0.583877    0.369894       0.839335  0.238224   \n",
-      "LTDB         0.570894        0.420305    0.178030       0.740034  0.004915   \n",
-      "MGAB         0.142064        0.020381    0.015286       0.680741  0.023254   \n",
-      "MITDB        0.204093        0.103453    0.157732       0.698034  0.000314   \n",
-      "MSL          0.960114        0.650977    0.322653       0.772208  0.057901   \n",
-      "NAB          0.951826        0.774210    0.310553       0.872314  0.038811   \n",
-      "NEK          0.778115        0.704080    0.405725       0.863476  0.146528   \n",
-      "OPPORTUNITY  0.621096        0.387623    0.197389       0.780314  0.029576   \n",
-      "Power        0.959846        0.171831    0.122386       0.700485  0.009333   \n",
-      "SED          0.272876        0.272876    0.074110       0.669564  0.006529   \n",
-      "SMAP         0.998141        0.968750    0.363714       0.937230  0.033420   \n",
-      "SMD          0.760827        0.469390    0.237546       0.777315  0.080794   \n",
-      "SVDB         0.649523        0.274446    0.163110       0.713827  0.007323   \n",
-      "SWaT         0.849009        0.177778    0.042904       0.297959  0.000158   \n",
-      "TODS         0.677663        0.192700    0.222062       0.695817  0.020832   \n",
-      "WSD          0.854583        0.824594    0.357127       0.909645  0.077242   \n",
-      "YAHOO        0.973041        0.704260    0.372725       0.801980  0.161590   \n",
+      "CATSv2       0.674950        0.575705    0.232829       0.751034  0.310946   \n",
+      "Daphnet      0.666667        0.420230    0.322369       0.830045  0.117953   \n",
+      "Exathlon     0.800635        0.526162    0.317170       0.804928  0.041724   \n",
+      "IOPS         0.393792        0.277938    0.292347       0.801305  0.221409   \n",
+      "LTDB         0.678791        0.522393    0.319594       0.789237  0.065606   \n",
+      "MGAB         0.712791        0.688846    0.689193       0.960863  0.775952   \n",
+      "MITDB        0.823174        0.687269    0.361808       0.907308  0.267250   \n",
+      "MSL          0.855192        0.577240    0.438985       0.862120  0.034389   \n",
+      "NAB          0.937512        0.845035    0.528333       0.907974  0.094061   \n",
+      "NEK          0.834592        0.765443    0.642710       0.927434  0.192977   \n",
+      "OPPORTUNITY  0.905013        0.790889    0.297577       0.904926  0.131947   \n",
+      "Power        0.913381        0.519774    0.290669       0.782209  0.096000   \n",
+      "SED          0.307548        0.219303    0.070964       0.835491  0.082465   \n",
+      "SMAP         0.949404        0.594994    0.695806       0.928424  0.474002   \n",
+      "SMD          0.706484        0.520657    0.432145       0.882673  0.476923   \n",
+      "SVDB         0.805395        0.680477    0.362640       0.909054  0.289940   \n",
+      "SWaT         0.963075        0.295203    0.095314       0.705366  0.009042   \n",
+      "TODS         0.565282        0.389080    0.344613       0.861731  0.075780   \n",
+      "WSD          0.639516        0.586780    0.547176       0.979343  0.786214   \n",
+      "YAHOO        0.651351        0.455338    0.304982       0.813197  0.133058   \n",
       "\n",
       "             Precision  \n",
       "group                   \n",
-      "CATSv2        0.895954  \n",
-      "Daphnet       0.305785  \n",
-      "Exathlon      0.512979  \n",
-      "IOPS          0.411365  \n",
-      "LTDB          0.265047  \n",
-      "MGAB          0.003402  \n",
-      "MITDB         0.112437  \n",
-      "MSL           0.580518  \n",
-      "NAB           0.479673  \n",
-      "NEK           0.591503  \n",
-      "OPPORTUNITY   0.194188  \n",
-      "Power         0.061674  \n",
-      "SED           1.000000  \n",
-      "SMAP          0.941176  \n",
-      "SMD           0.402094  \n",
-      "SVDB          0.253079  \n",
-      "SWaT          0.242424  \n",
-      "TODS          0.057994  \n",
-      "WSD           0.359589  \n",
-      "YAHOO         0.654752  \n"
+      "CATSv2        0.952401  \n",
+      "Daphnet       0.407186  \n",
+      "Exathlon      0.268818  \n",
+      "IOPS          0.129630  \n",
+      "LTDB          0.528795  \n",
+      "MGAB          0.555421  \n",
+      "MITDB         0.506898  \n",
+      "MSL           0.328403  \n",
+      "NAB           0.593864  \n",
+      "NEK           0.560389  \n",
+      "OPPORTUNITY   0.355430  \n",
+      "Power         0.362720  \n",
+      "SED           0.173993  \n",
+      "SMAP          0.478988  \n",
+      "SMD           0.361177  \n",
+      "SVDB          0.529653  \n",
+      "SWaT          0.055148  \n",
+      "TODS          0.220881  \n",
+      "WSD           0.272025  \n",
+      "YAHOO         0.462963  \n"
      ]
     }
    ],
@@ -5811,7 +5824,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 49,
+   "execution_count": 190,
    "metadata": {},
    "outputs": [
     {
@@ -5855,210 +5868,210 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>CATSv2</th>\n",
-       "      <td>0.071542</td>\n",
-       "      <td>0.508872</td>\n",
-       "      <td>0.063826</td>\n",
-       "      <td>0.094029</td>\n",
-       "      <td>0.010473</td>\n",
-       "      <td>0.895954</td>\n",
+       "      <td>0.511976</td>\n",
+       "      <td>0.740398</td>\n",
+       "      <td>0.393045</td>\n",
+       "      <td>0.575803</td>\n",
+       "      <td>0.310946</td>\n",
+       "      <td>0.952401</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Daphnet</th>\n",
-       "      <td>0.129509</td>\n",
-       "      <td>0.570455</td>\n",
-       "      <td>0.134804</td>\n",
-       "      <td>0.290327</td>\n",
-       "      <td>0.032090</td>\n",
-       "      <td>0.305785</td>\n",
+       "      <td>0.252282</td>\n",
+       "      <td>0.905126</td>\n",
+       "      <td>0.253956</td>\n",
+       "      <td>0.406682</td>\n",
+       "      <td>0.117953</td>\n",
+       "      <td>0.407186</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Exathlon</th>\n",
-       "      <td>0.245106</td>\n",
-       "      <td>0.571639</td>\n",
-       "      <td>0.240338</td>\n",
-       "      <td>0.388745</td>\n",
-       "      <td>0.027732</td>\n",
-       "      <td>0.512979</td>\n",
+       "      <td>0.257618</td>\n",
+       "      <td>0.647576</td>\n",
+       "      <td>0.262478</td>\n",
+       "      <td>0.371983</td>\n",
+       "      <td>0.041724</td>\n",
+       "      <td>0.268818</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>IOPS</th>\n",
-       "      <td>0.116787</td>\n",
-       "      <td>0.629300</td>\n",
-       "      <td>0.123657</td>\n",
-       "      <td>0.241223</td>\n",
-       "      <td>0.092212</td>\n",
-       "      <td>0.190090</td>\n",
+       "      <td>0.263492</td>\n",
+       "      <td>0.852975</td>\n",
+       "      <td>0.380817</td>\n",
+       "      <td>0.350879</td>\n",
+       "      <td>0.356618</td>\n",
+       "      <td>0.232859</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>LTDB</th>\n",
-       "      <td>0.203241</td>\n",
-       "      <td>0.508966</td>\n",
-       "      <td>0.256447</td>\n",
-       "      <td>0.312078</td>\n",
-       "      <td>0.004915</td>\n",
-       "      <td>0.265047</td>\n",
+       "      <td>0.333160</td>\n",
+       "      <td>0.627012</td>\n",
+       "      <td>0.409530</td>\n",
+       "      <td>0.398966</td>\n",
+       "      <td>0.065606</td>\n",
+       "      <td>0.528795</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>MGAB</th>\n",
-       "      <td>0.002209</td>\n",
-       "      <td>0.507583</td>\n",
-       "      <td>0.004639</td>\n",
-       "      <td>0.009506</td>\n",
-       "      <td>0.023254</td>\n",
-       "      <td>0.003402</td>\n",
+       "      <td>0.567335</td>\n",
+       "      <td>0.987331</td>\n",
+       "      <td>0.634748</td>\n",
+       "      <td>0.671333</td>\n",
+       "      <td>0.775952</td>\n",
+       "      <td>0.555421</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>MITDB</th>\n",
-       "      <td>0.051628</td>\n",
-       "      <td>0.508271</td>\n",
-       "      <td>0.053749</td>\n",
-       "      <td>0.099617</td>\n",
-       "      <td>0.000314</td>\n",
-       "      <td>0.112437</td>\n",
+       "      <td>0.385195</td>\n",
+       "      <td>0.760688</td>\n",
+       "      <td>0.367125</td>\n",
+       "      <td>0.431379</td>\n",
+       "      <td>0.267250</td>\n",
+       "      <td>0.506898</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>MSL</th>\n",
-       "      <td>0.151228</td>\n",
-       "      <td>0.559967</td>\n",
-       "      <td>0.186700</td>\n",
-       "      <td>0.202279</td>\n",
-       "      <td>0.033586</td>\n",
-       "      <td>0.644011</td>\n",
+       "      <td>0.442670</td>\n",
+       "      <td>0.879267</td>\n",
+       "      <td>0.544711</td>\n",
+       "      <td>0.555176</td>\n",
+       "      <td>0.289677</td>\n",
+       "      <td>0.468071</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>NAB</th>\n",
-       "      <td>0.144844</td>\n",
-       "      <td>0.524467</td>\n",
-       "      <td>0.165966</td>\n",
-       "      <td>0.205497</td>\n",
-       "      <td>0.026457</td>\n",
-       "      <td>0.456076</td>\n",
+       "      <td>0.495381</td>\n",
+       "      <td>0.730109</td>\n",
+       "      <td>0.532450</td>\n",
+       "      <td>0.544592</td>\n",
+       "      <td>0.148962</td>\n",
+       "      <td>0.637919</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>NEK</th>\n",
-       "      <td>0.363561</td>\n",
-       "      <td>0.668191</td>\n",
-       "      <td>0.395130</td>\n",
-       "      <td>0.427307</td>\n",
-       "      <td>0.168942</td>\n",
-       "      <td>0.739188</td>\n",
+       "      <td>0.554506</td>\n",
+       "      <td>0.863816</td>\n",
+       "      <td>0.687020</td>\n",
+       "      <td>0.655181</td>\n",
+       "      <td>0.246789</td>\n",
+       "      <td>0.611677</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>OPPORTUNITY</th>\n",
-       "      <td>0.153396</td>\n",
-       "      <td>0.612566</td>\n",
-       "      <td>0.159200</td>\n",
-       "      <td>0.266409</td>\n",
-       "      <td>0.029277</td>\n",
-       "      <td>0.293842</td>\n",
+       "      <td>0.158653</td>\n",
+       "      <td>0.437972</td>\n",
+       "      <td>0.149548</td>\n",
+       "      <td>0.230552</td>\n",
+       "      <td>0.123624</td>\n",
+       "      <td>0.407288</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Power</th>\n",
-       "      <td>0.086245</td>\n",
-       "      <td>0.495163</td>\n",
-       "      <td>0.090503</td>\n",
-       "      <td>0.162795</td>\n",
-       "      <td>0.009333</td>\n",
-       "      <td>0.061674</td>\n",
+       "      <td>0.175035</td>\n",
+       "      <td>0.552633</td>\n",
+       "      <td>0.160858</td>\n",
+       "      <td>0.211897</td>\n",
+       "      <td>0.096000</td>\n",
+       "      <td>0.362720</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>SED</th>\n",
-       "      <td>0.082198</td>\n",
-       "      <td>0.548027</td>\n",
-       "      <td>0.111105</td>\n",
-       "      <td>0.142807</td>\n",
-       "      <td>0.006529</td>\n",
-       "      <td>1.000000</td>\n",
+       "      <td>0.109660</td>\n",
+       "      <td>0.605685</td>\n",
+       "      <td>0.253420</td>\n",
+       "      <td>0.216518</td>\n",
+       "      <td>0.082465</td>\n",
+       "      <td>0.173993</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>SMAP</th>\n",
-       "      <td>0.180797</td>\n",
-       "      <td>0.581760</td>\n",
-       "      <td>0.172499</td>\n",
-       "      <td>0.231062</td>\n",
-       "      <td>0.135259</td>\n",
-       "      <td>0.492777</td>\n",
+       "      <td>0.510341</td>\n",
+       "      <td>0.828578</td>\n",
+       "      <td>0.597854</td>\n",
+       "      <td>0.595748</td>\n",
+       "      <td>0.524001</td>\n",
+       "      <td>0.511394</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>SMD</th>\n",
-       "      <td>0.182353</td>\n",
-       "      <td>0.632759</td>\n",
-       "      <td>0.134985</td>\n",
-       "      <td>0.325650</td>\n",
-       "      <td>0.109229</td>\n",
-       "      <td>0.454227</td>\n",
+       "      <td>0.486307</td>\n",
+       "      <td>0.857014</td>\n",
+       "      <td>0.544696</td>\n",
+       "      <td>0.565768</td>\n",
+       "      <td>0.569888</td>\n",
+       "      <td>0.423607</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>SVDB</th>\n",
-       "      <td>0.044940</td>\n",
-       "      <td>0.512603</td>\n",
-       "      <td>0.050189</td>\n",
-       "      <td>0.087034</td>\n",
-       "      <td>0.006957</td>\n",
-       "      <td>0.240425</td>\n",
+       "      <td>0.356140</td>\n",
+       "      <td>0.720499</td>\n",
+       "      <td>0.383000</td>\n",
+       "      <td>0.422369</td>\n",
+       "      <td>0.320710</td>\n",
+       "      <td>0.529825</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>SWaT</th>\n",
-       "      <td>0.120683</td>\n",
-       "      <td>0.500025</td>\n",
-       "      <td>0.121168</td>\n",
-       "      <td>0.215281</td>\n",
-       "      <td>0.000158</td>\n",
-       "      <td>0.242424</td>\n",
+       "      <td>0.113563</td>\n",
+       "      <td>0.375616</td>\n",
+       "      <td>0.113915</td>\n",
+       "      <td>0.220540</td>\n",
+       "      <td>0.009042</td>\n",
+       "      <td>0.055148</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Stock</th>\n",
-       "      <td>0.112061</td>\n",
-       "      <td>0.530383</td>\n",
-       "      <td>0.710487</td>\n",
-       "      <td>0.304437</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
+       "      <td>0.115033</td>\n",
+       "      <td>0.600040</td>\n",
+       "      <td>0.747567</td>\n",
+       "      <td>0.190880</td>\n",
+       "      <td>0.004799</td>\n",
+       "      <td>0.191968</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>TAO</th>\n",
-       "      <td>0.167995</td>\n",
-       "      <td>0.449091</td>\n",
-       "      <td>0.710584</td>\n",
-       "      <td>0.230177</td>\n",
-       "      <td>0.022038</td>\n",
-       "      <td>0.666667</td>\n",
+       "      <td>0.139803</td>\n",
+       "      <td>0.612240</td>\n",
+       "      <td>0.807694</td>\n",
+       "      <td>0.223327</td>\n",
+       "      <td>0.017645</td>\n",
+       "      <td>0.224967</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>TODS</th>\n",
-       "      <td>0.100820</td>\n",
-       "      <td>0.536789</td>\n",
-       "      <td>0.485079</td>\n",
-       "      <td>0.168044</td>\n",
-       "      <td>0.027175</td>\n",
-       "      <td>0.141732</td>\n",
+       "      <td>0.166507</td>\n",
+       "      <td>0.676933</td>\n",
+       "      <td>0.691125</td>\n",
+       "      <td>0.270928</td>\n",
+       "      <td>0.058744</td>\n",
+       "      <td>0.205223</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>UCR</th>\n",
-       "      <td>0.048985</td>\n",
-       "      <td>0.606013</td>\n",
-       "      <td>0.051489</td>\n",
-       "      <td>0.092895</td>\n",
-       "      <td>0.142430</td>\n",
-       "      <td>0.071834</td>\n",
+       "      <td>0.495182</td>\n",
+       "      <td>0.917224</td>\n",
+       "      <td>0.514326</td>\n",
+       "      <td>0.551956</td>\n",
+       "      <td>0.761255</td>\n",
+       "      <td>0.238402</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>WSD</th>\n",
-       "      <td>0.141918</td>\n",
-       "      <td>0.638387</td>\n",
-       "      <td>0.102346</td>\n",
-       "      <td>0.225878</td>\n",
-       "      <td>0.153504</td>\n",
-       "      <td>0.331186</td>\n",
+       "      <td>0.539254</td>\n",
+       "      <td>0.959885</td>\n",
+       "      <td>0.551041</td>\n",
+       "      <td>0.594305</td>\n",
+       "      <td>0.798756</td>\n",
+       "      <td>0.265358</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>YAHOO</th>\n",
-       "      <td>0.409909</td>\n",
-       "      <td>0.828505</td>\n",
-       "      <td>0.381508</td>\n",
-       "      <td>0.443120</td>\n",
-       "      <td>0.448921</td>\n",
-       "      <td>0.295807</td>\n",
+       "      <td>0.150503</td>\n",
+       "      <td>0.916171</td>\n",
+       "      <td>0.451001</td>\n",
+       "      <td>0.237975</td>\n",
+       "      <td>0.564290</td>\n",
+       "      <td>0.068880</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
@@ -6067,32 +6080,32 @@
       "text/plain": [
        "               AUC-PR   AUC-ROC    VUS-PR  Standard-F1    Recall  Precision\n",
        "group                                                                      \n",
-       "CATSv2       0.071542  0.508872  0.063826     0.094029  0.010473   0.895954\n",
-       "Daphnet      0.129509  0.570455  0.134804     0.290327  0.032090   0.305785\n",
-       "Exathlon     0.245106  0.571639  0.240338     0.388745  0.027732   0.512979\n",
-       "IOPS         0.116787  0.629300  0.123657     0.241223  0.092212   0.190090\n",
-       "LTDB         0.203241  0.508966  0.256447     0.312078  0.004915   0.265047\n",
-       "MGAB         0.002209  0.507583  0.004639     0.009506  0.023254   0.003402\n",
-       "MITDB        0.051628  0.508271  0.053749     0.099617  0.000314   0.112437\n",
-       "MSL          0.151228  0.559967  0.186700     0.202279  0.033586   0.644011\n",
-       "NAB          0.144844  0.524467  0.165966     0.205497  0.026457   0.456076\n",
-       "NEK          0.363561  0.668191  0.395130     0.427307  0.168942   0.739188\n",
-       "OPPORTUNITY  0.153396  0.612566  0.159200     0.266409  0.029277   0.293842\n",
-       "Power        0.086245  0.495163  0.090503     0.162795  0.009333   0.061674\n",
-       "SED          0.082198  0.548027  0.111105     0.142807  0.006529   1.000000\n",
-       "SMAP         0.180797  0.581760  0.172499     0.231062  0.135259   0.492777\n",
-       "SMD          0.182353  0.632759  0.134985     0.325650  0.109229   0.454227\n",
-       "SVDB         0.044940  0.512603  0.050189     0.087034  0.006957   0.240425\n",
-       "SWaT         0.120683  0.500025  0.121168     0.215281  0.000158   0.242424\n",
-       "Stock        0.112061  0.530383  0.710487     0.304437  0.000000   0.000000\n",
-       "TAO          0.167995  0.449091  0.710584     0.230177  0.022038   0.666667\n",
-       "TODS         0.100820  0.536789  0.485079     0.168044  0.027175   0.141732\n",
-       "UCR          0.048985  0.606013  0.051489     0.092895  0.142430   0.071834\n",
-       "WSD          0.141918  0.638387  0.102346     0.225878  0.153504   0.331186\n",
-       "YAHOO        0.409909  0.828505  0.381508     0.443120  0.448921   0.295807"
+       "CATSv2       0.511976  0.740398  0.393045     0.575803  0.310946   0.952401\n",
+       "Daphnet      0.252282  0.905126  0.253956     0.406682  0.117953   0.407186\n",
+       "Exathlon     0.257618  0.647576  0.262478     0.371983  0.041724   0.268818\n",
+       "IOPS         0.263492  0.852975  0.380817     0.350879  0.356618   0.232859\n",
+       "LTDB         0.333160  0.627012  0.409530     0.398966  0.065606   0.528795\n",
+       "MGAB         0.567335  0.987331  0.634748     0.671333  0.775952   0.555421\n",
+       "MITDB        0.385195  0.760688  0.367125     0.431379  0.267250   0.506898\n",
+       "MSL          0.442670  0.879267  0.544711     0.555176  0.289677   0.468071\n",
+       "NAB          0.495381  0.730109  0.532450     0.544592  0.148962   0.637919\n",
+       "NEK          0.554506  0.863816  0.687020     0.655181  0.246789   0.611677\n",
+       "OPPORTUNITY  0.158653  0.437972  0.149548     0.230552  0.123624   0.407288\n",
+       "Power        0.175035  0.552633  0.160858     0.211897  0.096000   0.362720\n",
+       "SED          0.109660  0.605685  0.253420     0.216518  0.082465   0.173993\n",
+       "SMAP         0.510341  0.828578  0.597854     0.595748  0.524001   0.511394\n",
+       "SMD          0.486307  0.857014  0.544696     0.565768  0.569888   0.423607\n",
+       "SVDB         0.356140  0.720499  0.383000     0.422369  0.320710   0.529825\n",
+       "SWaT         0.113563  0.375616  0.113915     0.220540  0.009042   0.055148\n",
+       "Stock        0.115033  0.600040  0.747567     0.190880  0.004799   0.191968\n",
+       "TAO          0.139803  0.612240  0.807694     0.223327  0.017645   0.224967\n",
+       "TODS         0.166507  0.676933  0.691125     0.270928  0.058744   0.205223\n",
+       "UCR          0.495182  0.917224  0.514326     0.551956  0.761255   0.238402\n",
+       "WSD          0.539254  0.959885  0.551041     0.594305  0.798756   0.265358\n",
+       "YAHOO        0.150503  0.916171  0.451001     0.237975  0.564290   0.068880"
       ]
      },
-     "execution_count": 49,
+     "execution_count": 190,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -6105,40 +6118,40 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 50,
+   "execution_count": 191,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
        "group\n",
-       "MGAB           0.002209\n",
-       "SVDB           0.044940\n",
-       "UCR            0.048985\n",
-       "MITDB          0.051628\n",
-       "CATSv2         0.071542\n",
-       "SED            0.082198\n",
-       "Power          0.086245\n",
-       "TODS           0.100820\n",
-       "Stock          0.112061\n",
-       "IOPS           0.116787\n",
-       "SWaT           0.120683\n",
-       "Daphnet        0.129509\n",
-       "WSD            0.141918\n",
-       "NAB            0.144844\n",
-       "MSL            0.151228\n",
-       "OPPORTUNITY    0.153396\n",
-       "TAO            0.167995\n",
-       "SMAP           0.180797\n",
-       "SMD            0.182353\n",
-       "LTDB           0.203241\n",
-       "Exathlon       0.245106\n",
-       "NEK            0.363561\n",
-       "YAHOO          0.409909\n",
+       "SED            0.109660\n",
+       "SWaT           0.113563\n",
+       "Stock          0.115033\n",
+       "TAO            0.139803\n",
+       "YAHOO          0.150503\n",
+       "OPPORTUNITY    0.158653\n",
+       "TODS           0.166507\n",
+       "Power          0.175035\n",
+       "Daphnet        0.252282\n",
+       "Exathlon       0.257618\n",
+       "IOPS           0.263492\n",
+       "LTDB           0.333160\n",
+       "SVDB           0.356140\n",
+       "MITDB          0.385195\n",
+       "MSL            0.442670\n",
+       "SMD            0.486307\n",
+       "UCR            0.495182\n",
+       "NAB            0.495381\n",
+       "SMAP           0.510341\n",
+       "CATSv2         0.511976\n",
+       "WSD            0.539254\n",
+       "NEK            0.554506\n",
+       "MGAB           0.567335\n",
        "Name: AUC-PR, dtype: float64"
       ]
      },
-     "execution_count": 50,
+     "execution_count": 191,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -6150,40 +6163,40 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 51,
+   "execution_count": 192,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
        "group\n",
-       "MGAB           0.004639\n",
-       "SVDB           0.050189\n",
-       "UCR            0.051489\n",
-       "MITDB          0.053749\n",
-       "CATSv2         0.063826\n",
-       "Power          0.090503\n",
-       "WSD            0.102346\n",
-       "SED            0.111105\n",
-       "SWaT           0.121168\n",
-       "IOPS           0.123657\n",
-       "Daphnet        0.134804\n",
-       "SMD            0.134985\n",
-       "OPPORTUNITY    0.159200\n",
-       "NAB            0.165966\n",
-       "SMAP           0.172499\n",
-       "MSL            0.186700\n",
-       "Exathlon       0.240338\n",
-       "LTDB           0.256447\n",
-       "YAHOO          0.381508\n",
-       "NEK            0.395130\n",
-       "TODS           0.485079\n",
-       "Stock          0.710487\n",
-       "TAO            0.710584\n",
+       "SWaT           0.113915\n",
+       "OPPORTUNITY    0.149548\n",
+       "Power          0.160858\n",
+       "SED            0.253420\n",
+       "Daphnet        0.253956\n",
+       "Exathlon       0.262478\n",
+       "MITDB          0.367125\n",
+       "IOPS           0.380817\n",
+       "SVDB           0.383000\n",
+       "CATSv2         0.393045\n",
+       "LTDB           0.409530\n",
+       "YAHOO          0.451001\n",
+       "UCR            0.514326\n",
+       "NAB            0.532450\n",
+       "SMD            0.544696\n",
+       "MSL            0.544711\n",
+       "WSD            0.551041\n",
+       "SMAP           0.597854\n",
+       "MGAB           0.634748\n",
+       "NEK            0.687020\n",
+       "TODS           0.691125\n",
+       "Stock          0.747567\n",
+       "TAO            0.807694\n",
        "Name: VUS-PR, dtype: float64"
       ]
      },
-     "execution_count": 51,
+     "execution_count": 192,
      "metadata": {},
      "output_type": "execute_result"
     }
-- 
GitLab