From 40ccbe51a7f94f0bbddc76cec71e771d88eabfe2 Mon Sep 17 00:00:00 2001
From: DesireeWyrzylala <74858504+DesireeWyrzylala@users.noreply.github.com>
Date: Sun, 9 Feb 2025 18:36:27 +0100
Subject: [PATCH] first results comparing, include sub-lof

---
 .../anomalien/CNN_groups_anomaly.png          |  Bin 0 -> 54225 bytes
 .../anomalien/OmniAnomaly_groups_anomaly.png  |  Bin 0 -> 55667 bytes
 .../anomalien/lstmad_groups_anomaly.png       |  Bin 0 -> 55444 bytes
 .../anomalien/poly_groups_anomaly.png         |  Bin 0 -> 55085 bytes
 bilder/evaluation/groups/CNN_groups.png       |  Bin 0 -> 70949 bytes
 .../evaluation/groups/OmniANomaly_groups.png  |  Bin 0 -> 72069 bytes
 .../evaluation/groups/POLY_AUC-PR_groups.png  |  Bin 30380 -> 70725 bytes
 bilder/evaluation/groups/lstmad_groups.png    |  Bin 0 -> 70723 bytes
 bilder/metriken_der_modelle_nach_gruppen.png  |  Bin 0 -> 272518 bytes
 docs/Paper/Paper Git Uebersicht.md            |    3 +-
 docs/Paper/Paper Uebersicht.md                |    8 +-
 docs/data/Datensatz.md                        |   53 +
 docs/evaluation/Vergleich der Ergebnisse.md   |  510 ++++
 src/models/desi/call_Sub_LOF.py               |   28 +
 src/models/desi/desi_evaluate_groups.ipynb    | 2236 ++++++++++-------
 src/template_evaluate_groups.ipynb            |    2 +-
 16 files changed, 1867 insertions(+), 973 deletions(-)
 create mode 100644 bilder/evaluation/anomalien/CNN_groups_anomaly.png
 create mode 100644 bilder/evaluation/anomalien/OmniAnomaly_groups_anomaly.png
 create mode 100644 bilder/evaluation/anomalien/lstmad_groups_anomaly.png
 create mode 100644 bilder/evaluation/anomalien/poly_groups_anomaly.png
 create mode 100644 bilder/evaluation/groups/CNN_groups.png
 create mode 100644 bilder/evaluation/groups/OmniANomaly_groups.png
 create mode 100644 bilder/evaluation/groups/lstmad_groups.png
 create mode 100644 bilder/metriken_der_modelle_nach_gruppen.png
 create mode 100644 docs/evaluation/Vergleich der Ergebnisse.md
 create mode 100644 src/models/desi/call_Sub_LOF.py

diff --git a/bilder/evaluation/anomalien/CNN_groups_anomaly.png b/bilder/evaluation/anomalien/CNN_groups_anomaly.png
new file mode 100644
index 0000000000000000000000000000000000000000..0761ce611b9697afe4ac693159edef905e686370
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HcmV?d00001

diff --git a/docs/Paper/Paper Git Uebersicht.md b/docs/Paper/Paper Git Uebersicht.md
index 1abdc31..3e3cf8b 100644
--- a/docs/Paper/Paper Git Uebersicht.md	
+++ b/docs/Paper/Paper Git Uebersicht.md	
@@ -1,3 +1,4 @@
+[Git Link](https://github.com/TheDatumOrg/TSB-AD)
 **TSB_AD/HP_list.py**
 + Enthält alle getesten Parameter für alle Modelle
 + Enthält ganz unten die Optimalen Werte (von den evaluierten)
@@ -17,7 +18,7 @@
 **Evaluations-Modell**
 [**Link zu VUS**](https://github.com/TheDatumOrg/VUS)
 
-**Übersichten zur Genauigkeit der Modelle bei verschiedenen ANomalietypen**
+**Übersichten zur Genauigkeit der Modelle bei verschiedenen Anomalietypen**
 [TSB_UAD/resulst/statistical_test_table](https://github.com/TheDatumOrg/TSB-UAD/tree/main/result/statistical_test_table)
 
 **AnomalieDetektor TSB_UAD**
diff --git a/docs/Paper/Paper Uebersicht.md b/docs/Paper/Paper Uebersicht.md
index 8c3b52d..b1741ca 100644
--- a/docs/Paper/Paper Uebersicht.md	
+++ b/docs/Paper/Paper Uebersicht.md	
@@ -1,12 +1,12 @@
-[Anonmalidetektion](https://github.com/TheDatumOrg/TSB-UAD/blob/main/docs/evaluation/VUS.md)
+[Git Anonmalidetektion](https://github.com/TheDatumOrg/TSB-UAD/blob/main/docs/evaluation/VUS.md)
 **Welche Anomalien werden betrachtet?**
-![](../bilder/types_of_anomalies.png)
+![](../../bilder/types_of_anomalies.png)
 
 **Wie erfolgt eine Anomaliedetektion?**
-![](../bilder/pipeline.png)
+![](../../bilder/pipeline.png)
 # Runtime
 + on single CPU process
-![](../bilder/runtime.png)
+![](../../bilder/runtime.png)
 
 # Detection Pipeline
 The typical pipeline for time series anomaly detection involves three key stages: (i) preprocessing of time series data, (ii) application of anomaly detection algorithms, and (iii) post-processing of the resulting anomaly scores.
diff --git a/docs/data/Datensatz.md b/docs/data/Datensatz.md
index 4178372..755f77f 100644
--- a/docs/data/Datensatz.md
+++ b/docs/data/Datensatz.md
@@ -18,6 +18,59 @@
 	+ Medizin
 	+ Haushallt
 	+ Sensoren
+ + Anzahl an Gruppen: 23
+	+ UCR: 76
+	+ SMD: 38
+	+ YAHOO: 35 
+	+ Exathlon: 32 
+	+ NAB: 28 
+	+ OPPORTUNITY: 28 
+	+ WSD: 25 
+	+ SVDB: 20 
+	+ SMAP: 19 
+	+ IOPS: 17 
+	+ TODS: 15 
+	+ Stock: 10 
+	+ MGAB: 9 
+	+ MSL: 9 
+	+ NEK: 9 
+	+ LTDB: 9 
+	+ MITDB: 8 
+	+ TAO: 3 
+	+ SED: 3 
+	+ Daphnet: 1 
+	+ SWaT: 1 
+	+ Power: 1 
+	+ CATSv2: 1
++ Anzahl an Zeitserien mit nur Punktanomalien: 55
+	+ YAHOO: 31 
+	+ Stock: 10 
+	+ UCR: 5 
+	+ TODS: 3 
+	+ WSD: 2 
+	+ TAO: 2 
+	+ IOPS: 2
++ Anzahl an Zeitserien mit nur Sequenzanomalien: 158
+	+ Exathlon: 32 
+	+ SVDB: 19 
+	+ SMD: 14 
+	+ WSD: 14 
+	+ OPPORTUNITY: 13 
+	+ NAB: 12 
+	+ LTDB: 9 
+	+ MGAB: 9 
+	+ MITDB: 8 
+	+ TODS: 6 
+	+ NEK: 4 
+	+ SED: 3 
+	+ YAHOO: 3 
+	+ MSL: 3 
+	+ IOPS: 3 
+	+ SMAP: 2 
+	+ Daphnet: 1 
+	+ CATSv2: 1 
+	+ Power: 1 
+	+ SWaT: 1
 
 ## Teilung in Trainings- und Testdatensatz
 + Autoren haben Liste an Datensätze, welche für Training und Test verwendet wurden aufgelistet
diff --git a/docs/evaluation/Vergleich der Ergebnisse.md b/docs/evaluation/Vergleich der Ergebnisse.md
new file mode 100644
index 0000000..ff39223
--- /dev/null
+++ b/docs/evaluation/Vergleich der Ergebnisse.md	
@@ -0,0 +1,510 @@
+
+# Laufzeiten
+| Laufzeiten                     | POLY | iForest | PCA | USAD | CNN  | OmAn | LSTM | kShape | kMeans | OCSVM | LOF | KNN |
+| ------------------------------ | ---- | ------- | --- | ---- | ---- | ---- | ---- | ------ | ------ | ----- | --- | --- |
+| **Bei Autoren (s)**            | 0.09 | 0.14    | 2   | 2    | 3    | 4    | 8    | 8.5    | 11     | 13    | 16  | 19  |
+| **Insgesamt (h)**              | 3.42 |         |     |      | 2.93 | 3.42 | 3.66 |        |        |       |     |     |
+| **Durchschnitt pro Datei (s)** | 31.0 |         |     |      | 26.6 | 31   | 33.2 |        |        |       |     |     |
+
+# Datensätze
++ Gesamtanzahl Zeitserien: 397
++ Anzahl an Gruppen: 23
++ Anzahl an Zeitserien mit nur Punktanomalien: 55
++ Anzahl an Zeitserien mit nur Sequenzanomalien: 158
+# POLY:
++ Prozessor: CPU
+	+ Modell: iCore 5 8th
+	+ Anzahl Kerne: 6 
+	+ Taktfrequenz: 3.00 GHz
++ Nutzung mehrerer Kerne: Nein
+
+**Evaluation:**
++ Durchschnitt Gesamt:
+	+ Recall: 0.233
+	+ Precision: 0.340
+	+ Standard-F1: 0.451 (vgl. 0.37, +0.081, $\approx$ + 21.9 %)
+	+ Auc-Roc: 0.805 (vgl. 0.73, + 0.075, $\approx$ + 10.3 %)
+	+ Auc-PR: 0.394 (vgl. 0.31, + 0.084, $\approx$ + 27,1 %)
+	+ Vus-PR: 0.478 (vgl. 0.39, + 0.088, $\approx$ + 22.6 %)
++ Durchschnitt Punktanomalien:
+	+ Recall: 0.088
+	+ Precision: 0.046
+	+ Standard-F1: 0.100
+	+ Auc-Roc: 0.781
+	+ Auc_PR: 0.060
+	+ Vus-PR:  0.392
++ Durchschnitt Sequenzanomalien:
+	+ Recall: 0.233
+	+ Precision: 0.532
+	+ Standard-F1: 0.556
+	+ Auc-Roc: 0.805
+	+ Auc-PR: 0.499
+	+ Vus-PR: 0.521
+
+**Bemerkung:**
++ Deutlich besser bei Sequenzanomalien
++ Beste erkannte Gruppe: 
+	+ nach AUC-PR:
+		+ Exathlon:  0.844513
+	+ nach VUS-PR:
+		+ Exathlon: 0.847945 (vgl. 0.74, + 0.107945, $\approx$ 14.59 %)
++ Schlechteste erkannte Gruppe: 
+	+ nach AUC-PR: 
+		+ MGAB: 0.008996
+	+ nach VUS-PR:
+		+ MGAB: 0.008269 (vgl. 0.01, - 0.001731, vermutl. gleich)
+
+
+# iForest (pc14)
++ Prozessor: CPU
+	+ Modell: 
+	+ Anzahl 
+	+ Taktfrequenz: 
++ Nutzung mehrerer Kerne: Ja?
+**Evaluation:**
++ Durchschnitt Gesamt:
+	+ Recall:
+	+ Precision:
+	+ Standard-F1:  (vgl. 0.35)
+	+ Auc-Roc:  (vgl. 0.71)
+	+ Auc-PR:  (vgl. 0.29)
+	+ Vus-PR:  (vgl. 0.30)
++ Durchschnitt Punktanomalien:
+	+ Recall:
+	+ Precision:
+	+ Standard-F1:
+	+ Auc-Roc:
+	+ Auc-PR:
+	+ Vus-PR:
++ Durchschnitt Sequenzanomalien:
+	+ Recall:
+	+ Precision:
+	+ Standard-F1:
+	+ Auc-Roc:
+	+ Auc-PR:
+	+ Vus-PR:
+
+**Bemerkung:**
++ Deutlich besser bei _anomalien
++ Beste erkannte Gruppe: 
+	+ nach AUC-PR:
+		+ 
+	+ nach VUS-PR:
+		+ (vgl. Stock + Tao 0.99)
++ Schlechteste erkannte Gruppe: 
+	+ nach AUC-PR: 
+		+ 
+	+ nach VUS-PR:
+		+  (vgl. MGAB 0.00)
+# Sub-PCA
++ Prozessor: CPU
+	+ Modell: iCore 5 8th
+	+ Anzahl Kerne: 6 
+	+ Taktfrequenz: 3.00 GHz
++ Nutzung mehrerer Kerne: Nein
+**Evaluation:**
++ Durchschnitt Gesamt:
+	+ Recall:
+	+ Precision:
+	+ Standard-F1:  (vgl. 0.42)
+	+ Auc-Roc:  (vgl. 0.71)
+	+ Auc-PR:  (vgl. 0.37)
+	+ Vus-PR:  (vgl. 0.42)
++ Durchschnitt Punktanomalien:
+	+ Recall:
+	+ Precision:
+	+ Standard-F1:
+	+ Auc-Roc:
+	+ Auc-PR:
+	+ Vus-PR:
++ Durchschnitt Sequenzanomalien:
+	+ Recall:
+	+ Precision:
+	+ Standard-F1:
+	+ Auc-Roc:
+	+ Auc-PR:
+	+ Vus-PR:
+
+**Bemerkung:**
++ Deutlich besser bei _anomalien
++ Beste erkannte Gruppe: 
+	+ nach AUC-PR:
+		+ 
+	+ nach VUS-PR:
+		+ (vgl. Exathlon + Tao 0.93)
++ Schlechteste erkannte Gruppe: 
+	+ nach AUC-PR: 
+		+ 
+	+ nach VUS-PR:
+		+  (vgl. MGAB 0.01)
+	
+# USAD
++ Prozessor: GPU
+	+ Modell: NVIDIA GeForce RTX 2060 SUPER
+	+ Anzahl CUDA-Kerne: 2176 
+	+ Taktfrequenz Basistakt: ca. 1470 MHz
+**Evaluation:**
++ Durchschnitt Gesamt:
+	+ Recall:
+	+ Precision:
+	+ Standard-F1:  (vgl. 0.37)
+	+ Auc-Roc:  (vgl. 0.66)
+	+ Auc-PR:  (vgl. 0.32)
+	+ Vus-PR:  (vgl. 0.36)
++ Durchschnitt Punktanomalien:
+	+ Recall:
+	+ Precision:
+	+ Standard-F1:
+	+ Auc-Roc:
+	+ Auc-PR:
+	+ Vus-PR:
++ Durchschnitt Sequenzanomalien:
+	+ Recall:
+	+ Precision:
+	+ Standard-F1:
+	+ Auc-Roc:
+	+ Auc-PR:
+	+ Vus-PR:
+
+**Bemerkung:**
++ Deutlich besser bei _anomalien
++ Beste erkannte Gruppe: 
+	+ nach AUC-PR:
+		+ 
+	+ nach VUS-PR:
+		+ (vgl. TAO 0.93)
++ Schlechteste erkannte Gruppe: 
+	+ nach AUC-PR: 
+		+ 
+	+ nach VUS-PR:
+		+  (vgl. MGAB 0.00)
+
+# CNN 
++ Prozessor: GPU
+	+ Modell: NVIDIA GeForce RTX 2060 SUPER
+	+ Anzahl CUDA-Kerne: 2176 
+	+ Taktfrequenz Basistakt: ca. 1470 MHz
+
+**Evaluation:**
++ Durchschnitt Gesamt:
+	+ Recall: 0.220
+	+ Precision: 0.473
+	+ Standard-F1: 0.414 (vgl. 0.38, + 0.034, $\approx$ 8.5 %)
+	+ Auc-Roc: 0.741 (vgl. 0.71, + 0.031, $\approx$ 4.4 %)
+	+ Auc-PR: 0.366 (vgl. 0.33, +0.036, $\approx$ 10.9 %)
+	+ Vus-PR: 0.367 (vgl. 0.34, + 0.027, $\approx$ 7.9 %)
++ Durchschnitt Punktanomalien:
+	+ Recall: 0.495
+	+ Precision: 0.406
+	+ Standard-F1: 0.610
+	+ Auc-Roc: 0.860 
+	+ Auc-PR: 0.585
+	+ Vus-PR: 0.571
++ Durchschnitt Sequenzanomalien:
+	+ Recall: 0.166
+	+ Precision: 0.592
+	+ Standard-F1: 0.430
+	+ Auc-Roc: 0.726
+	+ Auc-PR: 0.387
+	+ Vus-PR: 0.395
+
+**Bemerkung:**
++ Deutlich besser bei Punkt-Anomalien
++ Beste erkannte Gruppe: 
+	+ nach AUC-PR:
+		+ TAO: 0.994857
+	+ nach VUS-PR:
+		+ TAO: 0.994270 (vgl. 1.0, -0.00573 , vermutl. gleich)
++ Schlechteste erkannte Gruppe: 
+	+ nach AUC-PR: 
+		+ MGAB: 0.003855
+	+ nach VUS-PR:
+		+ MGAB: 0.006988 (vgl. 0.01, -0.003012 , vermutl. gleich)
+	
+# OmniAnomaly
++ Prozessor: GPU
+	+ Modell: NVIDIA GeForce RTX 2060 SUPER
+	+ Anzahl CUDA-Kerne: 2176 
+	+ Taktfrequenz Basistakt: ca. 1470 MHz
+**Evaluation:**
++ Durchschnitt Gesamt:
+	+ Recall: 0.204
+	+ Precision: 0.382
+	+ Standard-F1: 0.392 (vgl. 0.31, + 0.082, $\approx$ 26.5 %)
+	+ Auc-Roc: 0.707 (vgl. 0.65, + 0.057, $\approx$ 8.77 %)
+	+ Auc-PR: 0.354 (vgl. 0.27, + 0.084, $\approx$ 31.1 %)
+	+ Vus-PR: 0.377 (vgl. 0.29, + 0.087, $\approx$ 30 %)
++ Durchschnitt Punktanomalien:
+	+ Recall: 0.093
+	+ Precision: 0.130
+	+ Standard-F1: 0.163
+	+ Auc-Roc: 0.698
+	+ Auc-PR: 0.125
+	+ Vus-PR: 0.329
++ Durchschnitt Sequenzanomalien:
+	+ Recall: 0.216
+	+ Precision: 0.548
+	+ Standard-F1: 0.512
+	+ Auc-Roc: 0.720
+	+ Auc-PR: 0.481
+	+ Vus-PR: 0.467
+
+**Bemerkung:**
++ Deutlich besser bei Sequenzanomalien
++ Beste erkannte Gruppe: 
+	+ nach AUC-PR:
+		+ Exathlon: 0.874519 (TAO:  0.344)
+	+ nach VUS-PR:
+		+ TAO: 0.930020 (vgl. 0.98, -0.05 , $\approx$ - 5.1 %; Exathlon: 0.88 vgl. 0.83 $\approx$ 6.0 %)
++ Schlechteste erkannte Gruppe: 
+	+ nach AUC-PR: 
+		+ MGAB: 0.015268
+	+ nach VUS-PR:
+		+  MGAB: 0.005586 (vgl. 0.0, + 0.005 , vermutl. gleich)
+
+# LSTMAD
++ Prozessor: GPU
+	+ Modell: NVIDIA GeForce RTX 2060 SUPER
+	+ Anzahl CUDA-Kerne: 2176 
+	+ Taktfrequenz Basistakt: ca. 1470 MHz
+**Evaluation:**
++ Durchschnitt Gesamt:
+	+ Recall: 0.174
+	+ Precision: 0.427
+	+ Standard-F1: 0.365 (vgl. 0.37, - 0.005, vermutl. gleich)
+	+ Auc-Roc: 0.669 (vgl. 0.68, - 0.011, $\approx$ - 1.6 %)
+	+ Auc-PR: 0.313 (vgl. 0.31, + 0.003, vermutl. gleich)
+	+ Vus-PR: 0.320 (vgl. 0.33, -0.01, $\approx$ 3.0 %)
++ Durchschnitt Punktanomalien:
+	+ Recall: 0.358
+	+ Precision: 0.336
+	+ Standard-F1: 0.482
+	+ Auc-Roc: 0.698
+	+ Auc-PR: 0.426
+	+ Vus-PR: 0.471
++ Durchschnitt Sequenzanomalien:
+	+ Recall: 0.146
+	+ Precision: 0.559
+	+ Standard-F1: 0.403
+	+ Auc-Roc: 0.673
+	+ Auc-PR: 0.357
+	+ Vus-PR: 0.358
+
+**Bemerkung:**
++ Deutlich besser bei Punktanomalien
++ Beste erkannte Gruppe: 
+	+ nach AUC-PR:
+		+ TAO: 0.993397
+	+ nach VUS-PR:
+		+ TAO: 0.995044 (vgl. 1.0, -0.005 ,vermutl. gleich)
++ Schlechteste erkannte Gruppe: 
+	+ nach AUC-PR: 
+		+ UCR: 0.028041
+	+ nach VUS-PR:
+		+  UCR: 0.023293 (vgl. 0.02, +0.003 , vermutl. gleich)
+# kShapeAD (pc22)
++ Prozessor: 
+	+ Modell: 
+	+ Anzahl Kerne: 
+	+ Taktfrequenz: 
++ Nutzung mehrerer Kerne: Ja?
+**Evaluation:**
++ Durchschnitt Gesamt:
+	+ Recall:
+	+ Precision:
+	+ Standard-F1:  (vgl. 0.39)
+	+ Auc-Roc:  (vgl. 0.74)
+	+ Auc-PR:  (vgl. 0.35)
+	+ Vus-PR:  (vgl. 0.40)
++ Durchschnitt Punktanomalien:
+	+ Recall:
+	+ Precision:
+	+ Standard-F1:
+	+ Auc-Roc:
+	+ Auc-PR:
+	+ Vus-PR:
++ Durchschnitt Sequenzanomalien:
+	+ Recall:
+	+ Precision:
+	+ Standard-F1:
+	+ Auc-Roc:
+	+ Auc-PR:
+	+ Vus-PR:
+	
+**Bemerkung:**
++ Deutlich besser bei _anomalien
++ Beste erkannte Gruppe: 
+	+ nach AUC-PR:
+		+ 
+	+ nach VUS-PR:
+		+ (vgl. TAO 0.91)
++ Schlechteste erkannte Gruppe: 
+	+ nach AUC-PR: 
+		+ 
+	+ nach VUS-PR:
+		+  (vgl. MGAB 0.02)
+# kMeansAD
++ Prozessor: CPU
+	+ Modell: iCore 5 8th
+	+ Anzahl Kerne: 6 
+	+ Taktfrequenz: 3.00 GHz
++ Nutzung mehrerer Kerne: Ja
+**Evaluation:**
++ Durchschnitt Gesamt:
+	+ Recall:
+	+ Precision:
+	+ Standard-F1:  (vgl. 0.37)
+	+ Auc-Roc:  (vgl. 0.74)
+	+ Auc-PR:  (vgl. 0.32)
+	+ Vus-PR:  (vgl. 0.37)
++ Durchschnitt Punktanomalien:
+	+ Recall:
+	+ Precision:
+	+ Standard-F1:
+	+ Auc-Roc:
+	+ Auc-PR:
+	+ Vus-PR:
++ Durchschnitt Sequenzanomalien:
+	+ Recall:
+	+ Precision:
+	+ Standard-F1:
+	+ Auc-Roc:
+	+ Auc-PR:
+	+ Vus-PR:
+
+**Bemerkung:**
++ Deutlich besser bei _anomalien
++ Beste erkannte Gruppe: 
+	+ nach AUC-PR:
+		+ 
+	+ nach VUS-PR:
+		+ (vgl. TAO 0.92)
++ Schlechteste erkannte Gruppe: 
+	+ nach AUC-PR: 
+		+ 
+	+ nach VUS-PR:
+		+  (vgl. MGAB 0.01)
+# Sub-OCSVM
++ Prozessor: CPU
+	+ Modell: iCore 5 8th
+	+ Anzahl Kerne: 6 
+	+ Taktfrequenz: 3.00 GHz
++ Nutzung mehrerer Kerne: Nein ?
+**Evaluation:**
++ Durchschnitt Gesamt:
+	+ Recall:
+	+ Precision:
+	+ Standard-F1:  (vgl. 0.22)
+	+ Auc-Roc:  (vgl. 0.65)
+	+ Auc-PR:  (vgl. 0.16)
+	+ Vus-PR:  (vgl. 0.23)
++ Durchschnitt Punktanomalien:
+	+ Recall:
+	+ Precision:
+	+ Standard-F1:
+	+ Auc-Roc:
+	+ Auc-PR:
+	+ Vus-PR:
++ Durchschnitt Sequenzanomalien:
+	+ Recall:
+	+ Precision:
+	+ Standard-F1:
+	+ Auc-Roc:
+	+ Auc-PR:
+	+ Vus-PR:
+
+**Bemerkung:**
++ Deutlich besser bei -anomalien
++ Beste erkannte Gruppe: 
+	+ nach AUC-PR:
+		+ 
+	+ nach VUS-PR:
+		+ (vgl. TAO 0.92)
++ Schlechteste erkannte Gruppe: 
+	+ nach AUC-PR: 
+		+ 
+	+ nach VUS-PR:
+		+  (vgl. MGAB 0.01)
+# LOF (pc22)
++ Prozessor: CPU
+	+ Modell: 
+	+ Anzahl Kerne: 
+	+ Taktfrequenz: 
++ Nutzung mehrerer Kerne: Ja?
+**Evaluation:**
++ Durchschnitt Gesamt:
+	+ Recall:
+	+ Precision:
+	+ Standard-F1:  (vgl. 0.21)
+	+ Auc-Roc:  (vgl. 0.58)
+	+ Auc-PR:  (vgl. 0.14)
+	+ Vus-PR:  (vgl. 0.17)
++ Durchschnitt Punktanomalien:
+	+ Recall:
+	+ Precision:
+	+ Standard-F1:
+	+ Auc-Roc:
+	+ Auc-PR:
+	+ Vus-PR:
++ Durchschnitt Sequenzanomalien:
+	+ Recall:
+	+ Precision:
+	+ Standard-F1:
+	+ Auc-Roc:
+	+ Auc-PR:
+	+ Vus-PR:
+
+**Bemerkung:**
++ Deutlich besser bei -anomalien
++ Beste erkannte Gruppe: 
+	+ nach AUC-PR:
+		+ 
+	+ nach VUS-PR:
+		+ (vgl. TAO 0.91)
++ Schlechteste erkannte Gruppe: 
+	+ nach AUC-PR: 
+		+ 
+	+ nach VUS-PR:
+		+  (vgl. MGAB 0.00)
+
+# Sub-KNN
++ Prozessor: CPU
+	+ Modell: iCore 5 8th
+	+ Anzahl Kerne: 6
+	+ Taktfrequenz: 3.00 GHz
++ Nutzung mehrerer Kerne: Ja
+**Evaluation:**
++ Durchschnitt Gesamt:
+	+ Recall:
+	+ Precision:
+	+ Standard-F1:  (vgl. 0.34)
+	+ Auc-Roc:  (vgl. 0.76)
+	+ Auc-PR:  (vgl. 0.27)
+	+ Vus-PR:  (vgl. 0.35)
++ Durchschnitt Punktanomalien:
+	+ Recall:
+	+ Precision:
+	+ Standard-F1:
+	+ Auc-Roc:
+	+ Auc-PR:
+	+ Vus-PR:
++ Durchschnitt Sequenzanomalien:
+	+ Recall:
+	+ Precision:
+	+ Standard-F1:
+	+ Auc-Roc:
+	+ Auc-PR:
+	+ Vus-PR:
+
+**Bemerkung:**
++ Deutlich besser bei Sequenzanomalien
++ Beste erkannte Gruppe: 
+	+ nach AUC-PR:
+		+ 
+	+ nach VUS-PR:
+		+ (vgl.)
++ Schlechteste erkannte Gruppe: 
+	+ nach AUC-PR: 
+		+ 
+	+ nach VUS-PR:
+		+  (vgl.)
\ No newline at end of file
diff --git a/src/models/desi/call_Sub_LOF.py b/src/models/desi/call_Sub_LOF.py
new file mode 100644
index 0000000..e4c3e2f
--- /dev/null
+++ b/src/models/desi/call_Sub_LOF.py
@@ -0,0 +1,28 @@
+from LOF import LOF
+import sys
+import pathlib
+sys.path.append(str(pathlib.Path.absolute)+ '../../')
+from src.run_model_wrapper import main
+from src.utils.slidingWindows import find_length_rank
+
+#optimal hyperparameters from autors: 'POLY': {'periodicity': 1, 'power': 4}
+params = {
+        'periodicity': [1, 2, 3],
+        'n_neighbors': [10, 20, 30, 40, 50]
+    }
+
+def run_Sub_LOF(data, periodicity=1, n_neighbors=30, metric='minkowski', n_jobs=1):
+    slidingWindow = find_length_rank(data, rank=periodicity)
+    clf = LOF(slidingWindow=slidingWindow, n_neighbors=n_neighbors, metric=metric, n_jobs=n_jobs)
+    clf.fit(data)
+    score = clf.decision_scores_
+    return score.ravel()
+
+model = 'Sub-LOF'
+output_path = '../../../docs/evaluation/'
+
+#writes results in .csv
+main(run_Sub_LOF,params,model,data_folders = '../../../data/', model_type='unsupervised',output_dir = output_path)
+
+#pip3 install -r requirements.txt
+# python src/models/desi/call_poly.py
\ No newline at end of file
diff --git a/src/models/desi/desi_evaluate_groups.ipynb b/src/models/desi/desi_evaluate_groups.ipynb
index 1325b6a..49790c7 100644
--- a/src/models/desi/desi_evaluate_groups.ipynb
+++ b/src/models/desi/desi_evaluate_groups.ipynb
@@ -2,217 +2,32 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 61,
    "metadata": {},
    "outputs": [],
    "source": [
     "import pandas as pd\n",
-    "import plotly.express as px"
+    "import plotly.express as px\n",
+    "import numpy as np"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
+   "execution_count": 159,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>params</th>\n",
-       "      <th>file_name</th>\n",
-       "      <th>duration</th>\n",
-       "      <th>group</th>\n",
-       "      <th>point anomaly</th>\n",
-       "      <th>seq anomaly</th>\n",
-       "      <th>AUC-PR</th>\n",
-       "      <th>AUC-ROC</th>\n",
-       "      <th>VUS-PR</th>\n",
-       "      <th>VUS-ROC</th>\n",
-       "      <th>Standard-F1</th>\n",
-       "      <th>PA-F1</th>\n",
-       "      <th>Event-based-F1</th>\n",
-       "      <th>R-based-F1</th>\n",
-       "      <th>Affiliation-F</th>\n",
-       "      <th>Recall</th>\n",
-       "      <th>Precision</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>{'win_size': 50, 'lr': 0.002}</td>\n",
-       "      <td>001_NAB_id_1_Facility_tr_1007_1st_2014.csv</td>\n",
-       "      <td>3.769196</td>\n",
-       "      <td>NAB</td>\n",
-       "      <td>False</td>\n",
-       "      <td>True</td>\n",
-       "      <td>0.221717</td>\n",
-       "      <td>0.505060</td>\n",
-       "      <td>0.130220</td>\n",
-       "      <td>0.416842</td>\n",
-       "      <td>0.254451</td>\n",
-       "      <td>0.561845</td>\n",
-       "      <td>0.500000</td>\n",
-       "      <td>0.507629</td>\n",
-       "      <td>0.784372</td>\n",
-       "      <td>0.142857</td>\n",
-       "      <td>1.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>{'win_size': 100, 'lr': 0.002}</td>\n",
-       "      <td>002_NAB_id_2_WebService_tr_1500_1st_4106.csv</td>\n",
-       "      <td>5.537790</td>\n",
-       "      <td>NAB</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>0.400549</td>\n",
-       "      <td>0.509456</td>\n",
-       "      <td>0.402214</td>\n",
-       "      <td>0.523848</td>\n",
-       "      <td>0.459489</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>0.501176</td>\n",
-       "      <td>0.992744</td>\n",
-       "      <td>0.163265</td>\n",
-       "      <td>1.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>{'win_size': 100, 'lr': 0.0002}</td>\n",
-       "      <td>003_NAB_id_3_WebService_tr_1362_1st_1462.csv</td>\n",
-       "      <td>5.778356</td>\n",
-       "      <td>NAB</td>\n",
-       "      <td>False</td>\n",
-       "      <td>True</td>\n",
-       "      <td>0.390329</td>\n",
-       "      <td>0.605371</td>\n",
-       "      <td>0.390623</td>\n",
-       "      <td>0.613543</td>\n",
-       "      <td>0.427462</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>0.561863</td>\n",
-       "      <td>0.990312</td>\n",
-       "      <td>0.206829</td>\n",
-       "      <td>1.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>{'win_size': 100, 'lr': 0.002}</td>\n",
-       "      <td>004_NAB_id_4_Facility_tr_1007_1st_1437.csv</td>\n",
-       "      <td>3.462159</td>\n",
-       "      <td>NAB</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>0.408544</td>\n",
-       "      <td>0.720660</td>\n",
-       "      <td>0.412292</td>\n",
-       "      <td>0.735874</td>\n",
-       "      <td>0.417320</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>0.578501</td>\n",
-       "      <td>0.986099</td>\n",
-       "      <td>0.248756</td>\n",
-       "      <td>1.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>{'win_size': 100, 'lr': 0.002}</td>\n",
-       "      <td>005_NAB_id_5_Traffic_tr_594_1st_1645.csv</td>\n",
-       "      <td>2.271409</td>\n",
-       "      <td>NAB</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>0.112038</td>\n",
-       "      <td>0.475239</td>\n",
-       "      <td>0.114226</td>\n",
-       "      <td>0.479093</td>\n",
-       "      <td>0.240997</td>\n",
-       "      <td>0.750789</td>\n",
-       "      <td>0.337209</td>\n",
-       "      <td>0.394618</td>\n",
-       "      <td>0.733698</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.0</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                            params  \\\n",
-       "0    {'win_size': 50, 'lr': 0.002}   \n",
-       "1   {'win_size': 100, 'lr': 0.002}   \n",
-       "2  {'win_size': 100, 'lr': 0.0002}   \n",
-       "3   {'win_size': 100, 'lr': 0.002}   \n",
-       "4   {'win_size': 100, 'lr': 0.002}   \n",
-       "\n",
-       "                                      file_name  duration group  \\\n",
-       "0    001_NAB_id_1_Facility_tr_1007_1st_2014.csv  3.769196   NAB   \n",
-       "1  002_NAB_id_2_WebService_tr_1500_1st_4106.csv  5.537790   NAB   \n",
-       "2  003_NAB_id_3_WebService_tr_1362_1st_1462.csv  5.778356   NAB   \n",
-       "3    004_NAB_id_4_Facility_tr_1007_1st_1437.csv  3.462159   NAB   \n",
-       "4      005_NAB_id_5_Traffic_tr_594_1st_1645.csv  2.271409   NAB   \n",
-       "\n",
-       "   point anomaly  seq anomaly    AUC-PR   AUC-ROC    VUS-PR   VUS-ROC  \\\n",
-       "0          False         True  0.221717  0.505060  0.130220  0.416842   \n",
-       "1          False        False  0.400549  0.509456  0.402214  0.523848   \n",
-       "2          False         True  0.390329  0.605371  0.390623  0.613543   \n",
-       "3          False        False  0.408544  0.720660  0.412292  0.735874   \n",
-       "4          False        False  0.112038  0.475239  0.114226  0.479093   \n",
-       "\n",
-       "   Standard-F1     PA-F1  Event-based-F1  R-based-F1  Affiliation-F    Recall  \\\n",
-       "0     0.254451  0.561845        0.500000    0.507629       0.784372  0.142857   \n",
-       "1     0.459489  1.000000        1.000000    0.501176       0.992744  0.163265   \n",
-       "2     0.427462  1.000000        1.000000    0.561863       0.990312  0.206829   \n",
-       "3     0.417320  1.000000        1.000000    0.578501       0.986099  0.248756   \n",
-       "4     0.240997  0.750789        0.337209    0.394618       0.733698  0.000000   \n",
-       "\n",
-       "   Precision  \n",
-       "0        1.0  \n",
-       "1        1.0  \n",
-       "2        1.0  \n",
-       "3        1.0  \n",
-       "4        0.0  "
-      ]
-     },
-     "execution_count": 27,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "#Dataframe erstellen\n",
-    "model = 'OmniAnomaly'\n",
+    "model = 'run_LSTMAD'\n",
     "path = '../../../docs/evaluation/'+model+'.csv'\n",
     "df = pd.read_csv(path)\n",
-    "df.head()"
+    "df.head()\n",
+    "model = 'LSTMAD'"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": 160,
    "metadata": {},
    "outputs": [
     {
@@ -245,7 +60,7 @@
        "Name: count, dtype: int64"
       ]
      },
-     "execution_count": 28,
+     "execution_count": 160,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -256,7 +71,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
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    "metadata": {},
    "outputs": [],
    "source": [
@@ -296,7 +111,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
+   "execution_count": 162,
    "metadata": {},
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          }
         },
         "title": {
-         "text": "<b> Vergleich der Metriken zwischen den Gruppen für OmniAnomaly </b>",
+         "text": "<b> Vergleich der Metriken zwischen den Gruppen für LSTMAD </b>",
          "xanchor": "center",
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   },
   {
    "cell_type": "code",
-   "execution_count": 31,
+   "execution_count": 163,
    "metadata": {},
    "outputs": [
     {
@@ -2781,107 +2596,107 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>{'win_size': 50, 'lr': 0.002}</td>\n",
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        "      <td>001_NAB_id_1_Facility_tr_1007_1st_2014.csv</td>\n",
-       "      <td>3.769196</td>\n",
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        "      <td>NAB</td>\n",
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        "      <td>True</td>\n",
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-       "      <td>0.784372</td>\n",
-       "      <td>0.142857</td>\n",
-       "      <td>1.0</td>\n",
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+       "      <td>0.500314</td>\n",
+       "      <td>0.100945</td>\n",
+       "      <td>0.505591</td>\n",
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+       "      <td>0.794531</td>\n",
+       "      <td>0.884825</td>\n",
+       "      <td>0.023324</td>\n",
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        "      <td>Sequenzeanomalie</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>{'win_size': 100, 'lr': 0.0002}</td>\n",
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        "      <td>003_NAB_id_3_WebService_tr_1362_1st_1462.csv</td>\n",
-       "      <td>5.778356</td>\n",
+       "      <td>3.208956</td>\n",
        "      <td>NAB</td>\n",
        "      <td>False</td>\n",
        "      <td>True</td>\n",
-       "      <td>0.390329</td>\n",
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-       "      <td>0.390623</td>\n",
-       "      <td>0.613543</td>\n",
-       "      <td>0.427462</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>0.561863</td>\n",
-       "      <td>0.990312</td>\n",
-       "      <td>0.206829</td>\n",
-       "      <td>1.0</td>\n",
+       "      <td>0.121635</td>\n",
+       "      <td>0.490010</td>\n",
+       "      <td>0.117158</td>\n",
+       "      <td>0.496531</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>0.009192</td>\n",
+       "      <td>0.700000</td>\n",
        "      <td>Sequenzeanomalie</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5</th>\n",
-       "      <td>{'win_size': 100, 'lr': 0.002}</td>\n",
+       "      <td>{'window_size': 150, 'lr': 0.0004}</td>\n",
        "      <td>006_NAB_id_6_Traffic_tr_2579_1st_5839.csv</td>\n",
-       "      <td>7.245088</td>\n",
+       "      <td>9.755734</td>\n",
        "      <td>NAB</td>\n",
        "      <td>False</td>\n",
        "      <td>True</td>\n",
-       "      <td>0.123775</td>\n",
-       "      <td>0.250741</td>\n",
-       "      <td>0.088079</td>\n",
-       "      <td>0.239634</td>\n",
+       "      <td>0.086379</td>\n",
+       "      <td>0.413945</td>\n",
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        "      <td>0.181512</td>\n",
-       "      <td>0.333333</td>\n",
-       "      <td>0.333333</td>\n",
-       "      <td>0.604860</td>\n",
+       "      <td>0.636785</td>\n",
+       "      <td>0.500000</td>\n",
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        "      <td>0.685506</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>0.003883</td>\n",
+       "      <td>0.666667</td>\n",
        "      <td>Sequenzeanomalie</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>6</th>\n",
-       "      <td>{'win_size': 100, 'lr': 0.002}</td>\n",
+       "      <td>{'window_size': 100, 'lr': 0.0008}</td>\n",
        "      <td>007_NAB_id_7_Traffic_tr_624_1st_2087.csv</td>\n",
-       "      <td>3.391191</td>\n",
+       "      <td>2.961864</td>\n",
        "      <td>NAB</td>\n",
        "      <td>False</td>\n",
        "      <td>True</td>\n",
-       "      <td>0.585766</td>\n",
-       "      <td>0.871281</td>\n",
-       "      <td>0.594530</td>\n",
-       "      <td>0.931290</td>\n",
-       "      <td>0.639133</td>\n",
-       "      <td>0.901818</td>\n",
-       "      <td>0.778116</td>\n",
-       "      <td>0.712246</td>\n",
-       "      <td>0.847405</td>\n",
-       "      <td>0.008065</td>\n",
-       "      <td>1.0</td>\n",
+       "      <td>0.190021</td>\n",
+       "      <td>0.564489</td>\n",
+       "      <td>0.229572</td>\n",
+       "      <td>0.661377</td>\n",
+       "      <td>0.205743</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.349967</td>\n",
+       "      <td>0.925632</td>\n",
+       "      <td>0.056452</td>\n",
+       "      <td>0.636364</td>\n",
        "      <td>Sequenzeanomalie</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>9</th>\n",
-       "      <td>{'win_size': 50, 'lr': 0.002}</td>\n",
+       "      <td>{'window_size': 100, 'lr': 0.0008}</td>\n",
        "      <td>010_NAB_id_10_WebService_tr_500_1st_271.csv</td>\n",
-       "      <td>2.211799</td>\n",
+       "      <td>1.678742</td>\n",
        "      <td>NAB</td>\n",
        "      <td>False</td>\n",
        "      <td>True</td>\n",
-       "      <td>0.999178</td>\n",
-       "      <td>0.999849</td>\n",
-       "      <td>0.999754</td>\n",
-       "      <td>0.999975</td>\n",
-       "      <td>0.989894</td>\n",
+       "      <td>0.226605</td>\n",
+       "      <td>0.471617</td>\n",
+       "      <td>0.327570</td>\n",
+       "      <td>0.655625</td>\n",
+       "      <td>0.259647</td>\n",
        "      <td>1.000000</td>\n",
        "      <td>1.000000</td>\n",
-       "      <td>0.991283</td>\n",
-       "      <td>0.999862</td>\n",
-       "      <td>0.141892</td>\n",
-       "      <td>1.0</td>\n",
+       "      <td>0.672282</td>\n",
+       "      <td>0.965715</td>\n",
+       "      <td>0.040541</td>\n",
+       "      <td>0.857143</td>\n",
        "      <td>Sequenzeanomalie</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
@@ -2889,33 +2704,33 @@
        "</div>"
       ],
       "text/plain": [
-       "                            params  \\\n",
-       "0    {'win_size': 50, 'lr': 0.002}   \n",
-       "2  {'win_size': 100, 'lr': 0.0002}   \n",
-       "5   {'win_size': 100, 'lr': 0.002}   \n",
-       "6   {'win_size': 100, 'lr': 0.002}   \n",
-       "9    {'win_size': 50, 'lr': 0.002}   \n",
+       "                               params  \\\n",
+       "0  {'window_size': 150, 'lr': 0.0004}   \n",
+       "2  {'window_size': 150, 'lr': 0.0004}   \n",
+       "5  {'window_size': 150, 'lr': 0.0004}   \n",
+       "6  {'window_size': 100, 'lr': 0.0008}   \n",
+       "9  {'window_size': 100, 'lr': 0.0008}   \n",
        "\n",
        "                                      file_name  duration group point anomaly  \\\n",
-       "0    001_NAB_id_1_Facility_tr_1007_1st_2014.csv  3.769196   NAB         False   \n",
-       "2  003_NAB_id_3_WebService_tr_1362_1st_1462.csv  5.778356   NAB         False   \n",
-       "5     006_NAB_id_6_Traffic_tr_2579_1st_5839.csv  7.245088   NAB         False   \n",
-       "6      007_NAB_id_7_Traffic_tr_624_1st_2087.csv  3.391191   NAB         False   \n",
-       "9   010_NAB_id_10_WebService_tr_500_1st_271.csv  2.211799   NAB         False   \n",
+       "0    001_NAB_id_1_Facility_tr_1007_1st_2014.csv  3.095788   NAB         False   \n",
+       "2  003_NAB_id_3_WebService_tr_1362_1st_1462.csv  3.208956   NAB         False   \n",
+       "5     006_NAB_id_6_Traffic_tr_2579_1st_5839.csv  9.755734   NAB         False   \n",
+       "6      007_NAB_id_7_Traffic_tr_624_1st_2087.csv  2.961864   NAB         False   \n",
+       "9   010_NAB_id_10_WebService_tr_500_1st_271.csv  1.678742   NAB         False   \n",
        "\n",
        "  seq anomaly    AUC-PR   AUC-ROC    VUS-PR   VUS-ROC  Standard-F1     PA-F1  \\\n",
-       "0        True  0.221717  0.505060  0.130220  0.416842     0.254451  0.561845   \n",
-       "2        True  0.390329  0.605371  0.390623  0.613543     0.427462  1.000000   \n",
-       "5        True  0.123775  0.250741  0.088079  0.239634     0.181512  0.333333   \n",
-       "6        True  0.585766  0.871281  0.594530  0.931290     0.639133  0.901818   \n",
-       "9        True  0.999178  0.999849  0.999754  0.999975     0.989894  1.000000   \n",
+       "0        True  0.111481  0.500314  0.100945  0.505591     0.159277  0.994203   \n",
+       "2        True  0.121635  0.490010  0.117158  0.496531     0.175308  0.999672   \n",
+       "5        True  0.086379  0.413945  0.100095  0.488165     0.181512  0.636785   \n",
+       "6        True  0.190021  0.564489  0.229572  0.661377     0.205743  1.000000   \n",
+       "9        True  0.226605  0.471617  0.327570  0.655625     0.259647  1.000000   \n",
        "\n",
        "   Event-based-F1  R-based-F1  Affiliation-F    Recall  Precision  \\\n",
-       "0        0.500000    0.507629       0.784372  0.142857        1.0   \n",
-       "2        1.000000    0.561863       0.990312  0.206829        1.0   \n",
-       "5        0.333333    0.604860       0.685506  0.000000        0.0   \n",
-       "6        0.778116    0.712246       0.847405  0.008065        1.0   \n",
-       "9        1.000000    0.991283       0.999862  0.141892        1.0   \n",
+       "0        0.818182    0.794531       0.884825  0.023324   1.000000   \n",
+       "2        0.933333    0.327012       0.945860  0.009192   0.700000   \n",
+       "5        0.500000    0.351660       0.685506  0.003883   0.666667   \n",
+       "6        1.000000    0.349967       0.925632  0.056452   0.636364   \n",
+       "9        1.000000    0.672282       0.965715  0.040541   0.857143   \n",
        "\n",
        "            anomaly  \n",
        "0  Sequenzeanomalie  \n",
@@ -2925,7 +2740,7 @@
        "9  Sequenzeanomalie  "
       ]
      },
-     "execution_count": 31,
+     "execution_count": 163,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2940,7 +2755,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
+   "execution_count": 164,
    "metadata": {},
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-          0.9957934309396842,
-          0.012796912240428,
-          0.0133844381024959,
-          0.0070997732605693,
-          0.010031491879589,
-          0.0015954182890532,
-          0.0198479515690152,
-          0.0078503450916495
+          0.0555555555555554,
+          1,
+          0.0385304738255251,
+          0.0363250897073417,
+          0.0187091483351984,
+          1,
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+          0.0259048926628198,
+          0.8641975308641974,
+          0.8595679012345676,
+          0.0187020206429116,
+          0.018984591887015,
+          1,
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+          0.0317230767406775,
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+          1,
+          1,
+          1,
+          0.0032121891621152,
+          1,
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+          0.321546024210809,
+          1,
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+          0.2524721458826821,
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+          1,
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+          0.2106145973830484,
+          0.0020027839671379,
+          0.1015397729488557,
+          0.01982046042404
          ],
          "y0": " ",
          "yaxis": "y"
@@ -4696,38 +4511,38 @@
          "x0": " ",
          "xaxis": "x",
          "y": [
-          0.9958298803352532,
-          0.9960323279752864,
-          0.9994160160623564,
-          0.0679798108052264,
-          0.9960247538196566,
-          0.999415628746404,
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-          0.8941158599573051,
-          0.99970379614177,
-          0.9988244423958548,
-          0.8930970111795608,
-          0.9875835103061236,
-          0.8963925792054593,
-          0.9999142103620434,
-          0.994758565857886,
-          0.9960620041106312,
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-          0.8924214505965888,
-          0.9344600938815092,
-          0.9947561416770048,
-          0.998708191474183
+          0.5542613566842086,
+          0.9531920552157612,
+          0.5822725756128825,
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+          0.9034952057180936,
+          0.5759233997982274,
+          0.8334444341433129,
+          0.7106923726385336,
+          0.9814719667278226,
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+          0.9119413930720368,
+          0.8227837167698208,
+          0.8050693311176673,
+          0.8822675522555768,
+          0.8334442425849976,
+          0.9419977524040856,
+          0.8227837167698208,
+          0.833443729001349,
+          0.6057532707984497,
+          0.8227837167698208,
+          0.0687846632659852,
+          0.5783764293709797,
+          0.0498103041175154,
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+          0.8334442425849976,
+          0.826462469593118,
+          0.965047653373962
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          "y0": " ",
          "yaxis": "y"
@@ -4819,19 +4634,19 @@
          "x0": " ",
          "xaxis": "x",
          "y": [
-          0.9954658523123608,
-          0.9540456788536132,
-          0.0129539886817153,
-          0.0141127847717399,
-          0.997142294920792,
-          0.9946721879823966,
-          0.7433025389052081,
-          0.020668967725045,
-          0.9940731638610902,
-          0.0201813242167401,
-          0.8698690021430505,
-          0.9803703088298416,
-          0.985106954794408
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+          0.8490685089085376,
+          0.8717597131009235
          ],
          "y0": " ",
          "yaxis": "y"
@@ -5412,7 +5227,7 @@
          }
         },
         "title": {
-         "text": "<b> Vergleich der Ergebnisse der Anomalien zwischen den Gruppen für OmniAnomaly </b>",
+         "text": "<b> Vergleich der Ergebnisse der Anomalien zwischen den Gruppen für LSTMAD </b>",
          "xanchor": "center",
          "y": 0.95,
          "yanchor": "top"
@@ -5471,7 +5286,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 33,
+   "execution_count": 165,
    "metadata": {},
    "outputs": [
     {
@@ -5480,81 +5295,81 @@
      "text": [
       "               duration    AUC-PR   AUC-ROC    VUS-PR   VUS-ROC  Standard-F1  \\\n",
       "group                                                                          \n",
-      "CATSv2        71.282038  0.437868  0.665188  0.282282  0.656742     0.539985   \n",
-      "Daphnet       36.482601  0.192069  0.486957  0.123026  0.414858     0.304343   \n",
-      "Exathlon      23.724488  0.874519  0.903489  0.876372  0.906182     0.892089   \n",
-      "IOPS          28.534339  0.368163  0.767703  0.192837  0.768461     0.412712   \n",
-      "LTDB          79.342613  0.479711  0.658691  0.524763  0.695028     0.517053   \n",
-      "MGAB          35.448378  0.015268  0.518880  0.005586  0.616341     0.042315   \n",
-      "MITDB        412.153767  0.206999  0.576751  0.163465  0.636558     0.270434   \n",
-      "MSL            3.461633  0.394283  0.751053  0.428048  0.809637     0.468206   \n",
-      "NAB            4.644117  0.332227  0.596125  0.342007  0.631778     0.411216   \n",
-      "NEK            1.422495  0.836145  0.964286  0.858349  0.975467     0.834403   \n",
-      "OPPORTUNITY    7.265648  0.649867  0.683519  0.649931  0.686148     0.670022   \n",
-      "Power         27.649961  0.064665  0.357775  0.067090  0.370433     0.157947   \n",
-      "SED           20.536611  0.031663  0.379970  0.055985  0.540631     0.089486   \n",
-      "SMAP           5.358580  0.385082  0.680605  0.417852  0.714648     0.428524   \n",
-      "SMD            8.052523  0.531140  0.819793  0.478742  0.832297     0.532466   \n",
-      "SVDB          67.847321  0.476835  0.757079  0.445289  0.799487     0.530508   \n",
-      "SWaT         290.177460  0.757687  0.846538  0.366250  0.572268     0.790817   \n",
-      "Stock        124.854756  0.133646  0.488489  0.771658  0.881907     0.216473   \n",
-      "TAO           59.424318  0.344060  0.872320  0.930020  0.988752     0.398812   \n",
-      "TODS          10.018318  0.172369  0.536398  0.538194  0.754373     0.245359   \n",
-      "UCR           29.581275  0.085236  0.650036  0.089552  0.709993     0.124586   \n",
-      "WSD            9.488622  0.251057  0.764089  0.157612  0.779561     0.292047   \n",
-      "YAHOO          1.386380  0.148188  0.732594  0.219787  0.806646     0.177277   \n",
+      "CATSv2        70.652527  0.358071  0.671672  0.329056  0.694311     0.426442   \n",
+      "Daphnet       26.989239  0.132234  0.418213  0.133080  0.427408     0.236743   \n",
+      "Exathlon      26.784657  0.733875  0.839358  0.735253  0.844099     0.759256   \n",
+      "IOPS          28.707300  0.320195  0.764905  0.213044  0.838156     0.389598   \n",
+      "LTDB          63.727441  0.276735  0.569772  0.329828  0.658579     0.341555   \n",
+      "MGAB          36.815743  0.045860  0.571003  0.025419  0.780171     0.120355   \n",
+      "MITDB        240.941847  0.113066  0.575368  0.112398  0.648662     0.156766   \n",
+      "MSL            2.516762  0.237442  0.623682  0.305128  0.702196     0.346157   \n",
+      "NAB            4.075609  0.153306  0.504177  0.173732  0.561732     0.240700   \n",
+      "NEK            0.899027  0.667421  0.845031  0.689697  0.898101     0.683098   \n",
+      "OPPORTUNITY    6.970732  0.545535  0.678946  0.563772  0.683432     0.624304   \n",
+      "Power         27.608061  0.064788  0.359705  0.067250  0.373181     0.157935   \n",
+      "SED           19.483207  0.030497  0.366075  0.056562  0.546872     0.083031   \n",
+      "SMAP           3.499126  0.278827  0.662888  0.273214  0.717289     0.350976   \n",
+      "SMD            6.188577  0.539890  0.821128  0.483944  0.858948     0.582395   \n",
+      "SVDB          61.223802  0.129879  0.633003  0.127489  0.702458     0.178644   \n",
+      "SWaT         128.076170  0.737695  0.828700  0.669824  0.820193     0.790613   \n",
+      "Stock        295.751233  0.519232  0.488192  0.817960  0.906313     0.653335   \n",
+      "TAO          163.842410  0.993397  0.996664  0.995044  0.999209     0.994867   \n",
+      "TODS          10.916495  0.205671  0.532069  0.522228  0.816347     0.257129   \n",
+      "UCR           37.781606  0.028041  0.605540  0.023293  0.679216     0.055109   \n",
+      "WSD           10.785602  0.209492  0.697083  0.130270  0.823629     0.273168   \n",
+      "YAHOO          1.763641  0.443957  0.728624  0.417416  0.871581     0.473548   \n",
       "\n",
       "                PA-F1  Event-based-F1  R-based-F1  Affiliation-F    Recall  \\\n",
       "group                                                                        \n",
-      "CATSv2       0.639547        0.536535    0.258580       0.701594  0.213514   \n",
-      "Daphnet      0.774593        0.599617    0.510968       0.893638  0.001301   \n",
-      "Exathlon     0.963988        0.918659    0.799582       0.965929  0.195978   \n",
-      "IOPS         0.634470        0.461117    0.385165       0.802123  0.273930   \n",
-      "LTDB         0.716920        0.654282    0.597085       0.831645  0.052542   \n",
-      "MGAB         0.056634        0.044285    0.139063       0.672112  0.022778   \n",
-      "MITDB        0.590404        0.411884    0.295631       0.778462  0.142823   \n",
-      "MSL          0.825098        0.610205    0.561177       0.879271  0.213466   \n",
-      "NAB          0.874075        0.668719    0.539226       0.860430  0.112409   \n",
-      "NEK          0.916144        0.868247    0.749711       0.953528  0.428216   \n",
-      "OPPORTUNITY  0.725678        0.694376    0.704499       0.902400  0.399095   \n",
-      "Power        0.651820        0.157874    0.313331       0.678766  0.000000   \n",
-      "SED          0.078859        0.078859    0.016867       0.669618  0.000000   \n",
-      "SMAP         0.691928        0.578204    0.524365       0.860791  0.340266   \n",
-      "SMD          0.847773        0.769811    0.560165       0.918319  0.442662   \n",
-      "SVDB         0.794697        0.732677    0.521409       0.879679  0.281850   \n",
-      "SWaT         0.852928        0.433937    0.337093       0.690392  0.649675   \n",
-      "Stock        0.218733        0.217215    0.202627       0.677488  0.012213   \n",
-      "TAO          0.398172        0.389231    0.310520       0.867186  0.087213   \n",
-      "TODS         0.437079        0.217715    0.398944       0.714572  0.056183   \n",
-      "UCR          0.372287        0.209194    0.172525       0.811677  0.095867   \n",
-      "WSD          0.421879        0.370317    0.313923       0.841778  0.233585   \n",
-      "YAHOO        0.172599        0.167928    0.195717       0.825712  0.117390   \n",
+      "CATSv2       0.505051        0.100000    0.030394       0.677806  0.010608   \n",
+      "Daphnet      0.992255        0.778325    0.309125       0.923358  0.061145   \n",
+      "Exathlon     0.953842        0.921167    0.460834       0.960718  0.148109   \n",
+      "IOPS         0.713355        0.640416    0.390190       0.856602  0.216378   \n",
+      "LTDB         0.843457        0.640913    0.281689       0.813421  0.034194   \n",
+      "MGAB         0.501671        0.368894    0.183225       0.765091  0.108175   \n",
+      "MITDB        0.865574        0.510863    0.192051       0.817963  0.050266   \n",
+      "MSL          0.821691        0.679834    0.386690       0.895687  0.088714   \n",
+      "NAB          0.935755        0.721129    0.413728       0.859832  0.029048   \n",
+      "NEK          0.985692        0.952862    0.470029       0.949782  0.164960   \n",
+      "OPPORTUNITY  0.732896        0.673800    0.414382       0.915580  0.353342   \n",
+      "Power        0.776197        0.157921    0.240411       0.678766  0.000667   \n",
+      "SED          0.078859        0.078859    0.015015       0.669603  0.000000   \n",
+      "SMAP         0.828653        0.808116    0.381508       0.948423  0.129299   \n",
+      "SMD          0.976127        0.941175    0.439749       0.956396  0.311674   \n",
+      "SVDB         0.913646        0.690670    0.245988       0.853885  0.071883   \n",
+      "SWaT         0.937086        0.793675    0.239082       0.719987  0.654887   \n",
+      "Stock        0.691291        0.672879    0.656718       0.687735  0.242005   \n",
+      "TAO          0.994872        0.994897    0.995514       0.996286  0.451029   \n",
+      "TODS         0.548961        0.377087    0.359258       0.724617  0.047110   \n",
+      "UCR          0.413236        0.181246    0.109963       0.802254  0.055210   \n",
+      "WSD          0.581095        0.509569    0.288492       0.863097  0.201021   \n",
+      "YAHOO        0.481749        0.479901    0.489514       0.868692  0.454894   \n",
       "\n",
       "             Precision  \n",
       "group                   \n",
-      "CATSv2        0.980453  \n",
-      "Daphnet       1.000000  \n",
-      "Exathlon      0.808444  \n",
-      "IOPS          0.540134  \n",
-      "LTDB          0.640558  \n",
-      "MGAB          0.003985  \n",
-      "MITDB         0.306206  \n",
-      "MSL           0.314254  \n",
-      "NAB           0.484350  \n",
-      "NEK           0.917869  \n",
-      "OPPORTUNITY   0.427947  \n",
-      "Power         0.000000  \n",
+      "CATSv2        1.000000  \n",
+      "Daphnet       0.582645  \n",
+      "Exathlon      0.834452  \n",
+      "IOPS          0.494514  \n",
+      "LTDB          0.420027  \n",
+      "MGAB          0.022300  \n",
+      "MITDB         0.388797  \n",
+      "MSL           0.497302  \n",
+      "NAB           0.402316  \n",
+      "NEK           1.000000  \n",
+      "OPPORTUNITY   0.422735  \n",
+      "Power         0.028571  \n",
       "SED           0.000000  \n",
-      "SMAP          0.369953  \n",
-      "SMD           0.521057  \n",
-      "SVDB          0.838828  \n",
-      "SWaT          1.000000  \n",
-      "Stock         0.412057  \n",
-      "TAO           0.536819  \n",
-      "TODS          0.308668  \n",
-      "UCR           0.080902  \n",
-      "WSD           0.240701  \n",
-      "YAHOO         0.069368  \n"
+      "SMAP          0.566717  \n",
+      "SMD           0.871311  \n",
+      "SVDB          0.413539  \n",
+      "SWaT          0.996935  \n",
+      "Stock         0.693638  \n",
+      "TAO           0.663512  \n",
+      "TODS          0.420484  \n",
+      "UCR           0.014105  \n",
+      "WSD           0.415571  \n",
+      "YAHOO         0.265364  \n"
      ]
     }
    ],
@@ -5567,24 +5382,511 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 34,
+   "execution_count": 166,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Gesamtdauer Training in s: 12315.015, in min: 205.250, in h: 34.208\n",
-      "Durchschnittliches Training pro Datei in s: 31.020\n"
+      "Gesamtdauer Training in s: 13171.054, in min: 219.518, in h: 3.659\n",
+      "Durchschnittliches Training pro Datei in s: 33.176\n"
      ]
     }
    ],
    "source": [
     "duration = df['duration'].sum()\n",
-    "print(f'Gesamtdauer Training in s: {duration:.3f}, in min: {(duration/60):.3f}, in h: {(duration/360):.3f}')\n",
+    "print(f'Gesamtdauer Training in s: {duration:.3f}, in min: {(duration/60):.3f}, in h: {(duration/3600):.3f}')\n",
     "print(f'Durchschnittliches Training pro Datei in s: {(duration / df.shape[0]):.3f}')"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Durchschnitte der Evaluationsmetriken"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 167,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Durchschnittle Gesamt-Performanz des Modells: LSTMAD\n",
+      "Recall: 0.174, Precision: 0.427, F1: 0.365, Auc-Roc: 0.669, Auc-PR: 0.313, Vus-PR: 0.320\n"
+     ]
+    }
+   ],
+   "source": [
+    "#Gesamt\n",
+    "recall = np.mean(df['Recall'])\n",
+    "precision = np.mean(df['Precision'])\n",
+    "f1 = np.mean(df['Standard-F1'])\n",
+    "aucRoc = np.mean(df['AUC-ROC'])\n",
+    "aucPR = np.mean(df['AUC-PR'])\n",
+    "vusPR = np.mean(df['VUS-PR'])\n",
+    "\n",
+    "print('Durchschnittle Gesamt-Performanz des Modells: ' + model)\n",
+    "print(f'Recall: {recall:.3f}, Precision: {precision:.3f}, F1: {f1:.3f}, Auc-Roc: {aucRoc:.3f}, Auc-PR: {aucPR:.3f}, Vus-PR: {vusPR:.3f}')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 168,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Anzahl an Datensätzen mit Punktanomalien:  55\n",
+      "Durchschnittle Gesamt-Performanz des Modells: LSTMAD\n",
+      "Recall: 0.358, Precision: 0.336, F1: 0.482, Auc-Roc: 0.698, Auc-PR: 0.426, Vus-PR: 0.471\n"
+     ]
+    }
+   ],
+   "source": [
+    "#Punktanomalien\n",
+    "df_punkt = df.where(df['point anomaly']).dropna()\n",
+    "print('Anzahl an Datensätzen mit Punktanomalien: ', df_punkt.shape[0])\n",
+    "#print(df_punkt['group'].value_counts())\n",
+    "recall1 = np.mean(df_punkt['Recall'])\n",
+    "precision1 = np.mean(df_punkt['Precision'])\n",
+    "f11 = np.mean(df_punkt['Standard-F1'])\n",
+    "aucRoc1 = np.mean(df_punkt['AUC-ROC'])\n",
+    "aucPR1 = np.mean(df_punkt['AUC-PR'])\n",
+    "vusPR1 = np.mean(df_punkt['VUS-PR'])\n",
+    "\n",
+    "print('Durchschnittle Gesamt-Performanz des Modells: ' + model)\n",
+    "print(f'Recall: {recall1:.3f}, Precision: {precision1:.3f}, F1: {f11:.3f}, Auc-Roc: {aucRoc1:.3f}, Auc-PR: {aucPR1:.3f}, Vus-PR: {vusPR1:.3f}')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 169,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Anzahl an Datensätzen mit Sequenzanomalien:  158\n",
+      "Durchschnittle Gesamt-Performanz des Modells: LSTMAD\n",
+      "Recall: 0.146, Precision: 0.559, F1: 0.403, Auc-Roc: 0.673, Auc-PR: 0.357, Vus-PR: 0.358\n"
+     ]
+    }
+   ],
+   "source": [
+    "#Sequenzanomalien\n",
+    "df_seq = df.where(df['seq anomaly']).dropna()\n",
+    "print('Anzahl an Datensätzen mit Sequenzanomalien: ', df_seq.shape[0])\n",
+    "#print(df_seq['group'].value_counts())\n",
+    "recall2 = np.mean(df_seq['Recall'])\n",
+    "precision2 = np.mean(df_seq['Precision'])\n",
+    "f12 = np.mean(df_seq['Standard-F1'])\n",
+    "aucRoc2 = np.mean(df_seq['AUC-ROC'])\n",
+    "aucPR2 = np.mean(df_seq['AUC-PR'])\n",
+    "vusPR2 = np.mean(df_seq['VUS-PR'])\n",
+    "\n",
+    "print('Durchschnittle Gesamt-Performanz des Modells: ' + model)\n",
+    "print(f'Recall: {recall2:.3f}, Precision: {precision2:.3f}, F1: {f12:.3f}, Auc-Roc: {aucRoc2:.3f}, Auc-PR: {aucPR2:.3f}, Vus-PR: {vusPR2:.3f}')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Gruppenvergleich"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 170,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>AUC-PR</th>\n",
+       "      <th>AUC-ROC</th>\n",
+       "      <th>VUS-PR</th>\n",
+       "      <th>Standard-F1</th>\n",
+       "      <th>Recall</th>\n",
+       "      <th>Precision</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>group</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>CATSv2</th>\n",
+       "      <td>0.358071</td>\n",
+       "      <td>0.671672</td>\n",
+       "      <td>0.329056</td>\n",
+       "      <td>0.426442</td>\n",
+       "      <td>0.010608</td>\n",
+       "      <td>1.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Daphnet</th>\n",
+       "      <td>0.132234</td>\n",
+       "      <td>0.418213</td>\n",
+       "      <td>0.133080</td>\n",
+       "      <td>0.236743</td>\n",
+       "      <td>0.061145</td>\n",
+       "      <td>0.582645</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Exathlon</th>\n",
+       "      <td>0.733875</td>\n",
+       "      <td>0.839358</td>\n",
+       "      <td>0.735253</td>\n",
+       "      <td>0.759256</td>\n",
+       "      <td>0.148109</td>\n",
+       "      <td>0.834452</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>IOPS</th>\n",
+       "      <td>0.320195</td>\n",
+       "      <td>0.764905</td>\n",
+       "      <td>0.213044</td>\n",
+       "      <td>0.389598</td>\n",
+       "      <td>0.216378</td>\n",
+       "      <td>0.494514</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>LTDB</th>\n",
+       "      <td>0.276735</td>\n",
+       "      <td>0.569772</td>\n",
+       "      <td>0.329828</td>\n",
+       "      <td>0.341555</td>\n",
+       "      <td>0.034194</td>\n",
+       "      <td>0.420027</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>MGAB</th>\n",
+       "      <td>0.045860</td>\n",
+       "      <td>0.571003</td>\n",
+       "      <td>0.025419</td>\n",
+       "      <td>0.120355</td>\n",
+       "      <td>0.108175</td>\n",
+       "      <td>0.022300</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>MITDB</th>\n",
+       "      <td>0.113066</td>\n",
+       "      <td>0.575368</td>\n",
+       "      <td>0.112398</td>\n",
+       "      <td>0.156766</td>\n",
+       "      <td>0.050266</td>\n",
+       "      <td>0.388797</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>MSL</th>\n",
+       "      <td>0.237442</td>\n",
+       "      <td>0.623682</td>\n",
+       "      <td>0.305128</td>\n",
+       "      <td>0.346157</td>\n",
+       "      <td>0.088714</td>\n",
+       "      <td>0.497302</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>NAB</th>\n",
+       "      <td>0.153306</td>\n",
+       "      <td>0.504177</td>\n",
+       "      <td>0.173732</td>\n",
+       "      <td>0.240700</td>\n",
+       "      <td>0.029048</td>\n",
+       "      <td>0.402316</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>NEK</th>\n",
+       "      <td>0.667421</td>\n",
+       "      <td>0.845031</td>\n",
+       "      <td>0.689697</td>\n",
+       "      <td>0.683098</td>\n",
+       "      <td>0.164960</td>\n",
+       "      <td>1.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>OPPORTUNITY</th>\n",
+       "      <td>0.545535</td>\n",
+       "      <td>0.678946</td>\n",
+       "      <td>0.563772</td>\n",
+       "      <td>0.624304</td>\n",
+       "      <td>0.353342</td>\n",
+       "      <td>0.422735</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Power</th>\n",
+       "      <td>0.064788</td>\n",
+       "      <td>0.359705</td>\n",
+       "      <td>0.067250</td>\n",
+       "      <td>0.157935</td>\n",
+       "      <td>0.000667</td>\n",
+       "      <td>0.028571</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>SED</th>\n",
+       "      <td>0.030497</td>\n",
+       "      <td>0.366075</td>\n",
+       "      <td>0.056562</td>\n",
+       "      <td>0.083031</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>SMAP</th>\n",
+       "      <td>0.278827</td>\n",
+       "      <td>0.662888</td>\n",
+       "      <td>0.273214</td>\n",
+       "      <td>0.350976</td>\n",
+       "      <td>0.129299</td>\n",
+       "      <td>0.566717</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>SMD</th>\n",
+       "      <td>0.539890</td>\n",
+       "      <td>0.821128</td>\n",
+       "      <td>0.483944</td>\n",
+       "      <td>0.582395</td>\n",
+       "      <td>0.311674</td>\n",
+       "      <td>0.871311</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>SVDB</th>\n",
+       "      <td>0.129879</td>\n",
+       "      <td>0.633003</td>\n",
+       "      <td>0.127489</td>\n",
+       "      <td>0.178644</td>\n",
+       "      <td>0.071883</td>\n",
+       "      <td>0.413539</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>SWaT</th>\n",
+       "      <td>0.737695</td>\n",
+       "      <td>0.828700</td>\n",
+       "      <td>0.669824</td>\n",
+       "      <td>0.790613</td>\n",
+       "      <td>0.654887</td>\n",
+       "      <td>0.996935</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Stock</th>\n",
+       "      <td>0.519232</td>\n",
+       "      <td>0.488192</td>\n",
+       "      <td>0.817960</td>\n",
+       "      <td>0.653335</td>\n",
+       "      <td>0.242005</td>\n",
+       "      <td>0.693638</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>TAO</th>\n",
+       "      <td>0.993397</td>\n",
+       "      <td>0.996664</td>\n",
+       "      <td>0.995044</td>\n",
+       "      <td>0.994867</td>\n",
+       "      <td>0.451029</td>\n",
+       "      <td>0.663512</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>TODS</th>\n",
+       "      <td>0.205671</td>\n",
+       "      <td>0.532069</td>\n",
+       "      <td>0.522228</td>\n",
+       "      <td>0.257129</td>\n",
+       "      <td>0.047110</td>\n",
+       "      <td>0.420484</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>UCR</th>\n",
+       "      <td>0.028041</td>\n",
+       "      <td>0.605540</td>\n",
+       "      <td>0.023293</td>\n",
+       "      <td>0.055109</td>\n",
+       "      <td>0.055210</td>\n",
+       "      <td>0.014105</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>WSD</th>\n",
+       "      <td>0.209492</td>\n",
+       "      <td>0.697083</td>\n",
+       "      <td>0.130270</td>\n",
+       "      <td>0.273168</td>\n",
+       "      <td>0.201021</td>\n",
+       "      <td>0.415571</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>YAHOO</th>\n",
+       "      <td>0.443957</td>\n",
+       "      <td>0.728624</td>\n",
+       "      <td>0.417416</td>\n",
+       "      <td>0.473548</td>\n",
+       "      <td>0.454894</td>\n",
+       "      <td>0.265364</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "               AUC-PR   AUC-ROC    VUS-PR  Standard-F1    Recall  Precision\n",
+       "group                                                                      \n",
+       "CATSv2       0.358071  0.671672  0.329056     0.426442  0.010608   1.000000\n",
+       "Daphnet      0.132234  0.418213  0.133080     0.236743  0.061145   0.582645\n",
+       "Exathlon     0.733875  0.839358  0.735253     0.759256  0.148109   0.834452\n",
+       "IOPS         0.320195  0.764905  0.213044     0.389598  0.216378   0.494514\n",
+       "LTDB         0.276735  0.569772  0.329828     0.341555  0.034194   0.420027\n",
+       "MGAB         0.045860  0.571003  0.025419     0.120355  0.108175   0.022300\n",
+       "MITDB        0.113066  0.575368  0.112398     0.156766  0.050266   0.388797\n",
+       "MSL          0.237442  0.623682  0.305128     0.346157  0.088714   0.497302\n",
+       "NAB          0.153306  0.504177  0.173732     0.240700  0.029048   0.402316\n",
+       "NEK          0.667421  0.845031  0.689697     0.683098  0.164960   1.000000\n",
+       "OPPORTUNITY  0.545535  0.678946  0.563772     0.624304  0.353342   0.422735\n",
+       "Power        0.064788  0.359705  0.067250     0.157935  0.000667   0.028571\n",
+       "SED          0.030497  0.366075  0.056562     0.083031  0.000000   0.000000\n",
+       "SMAP         0.278827  0.662888  0.273214     0.350976  0.129299   0.566717\n",
+       "SMD          0.539890  0.821128  0.483944     0.582395  0.311674   0.871311\n",
+       "SVDB         0.129879  0.633003  0.127489     0.178644  0.071883   0.413539\n",
+       "SWaT         0.737695  0.828700  0.669824     0.790613  0.654887   0.996935\n",
+       "Stock        0.519232  0.488192  0.817960     0.653335  0.242005   0.693638\n",
+       "TAO          0.993397  0.996664  0.995044     0.994867  0.451029   0.663512\n",
+       "TODS         0.205671  0.532069  0.522228     0.257129  0.047110   0.420484\n",
+       "UCR          0.028041  0.605540  0.023293     0.055109  0.055210   0.014105\n",
+       "WSD          0.209492  0.697083  0.130270     0.273168  0.201021   0.415571\n",
+       "YAHOO        0.443957  0.728624  0.417416     0.473548  0.454894   0.265364"
+      ]
+     },
+     "execution_count": 170,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_metrics = df[['group','AUC-PR','AUC-ROC','VUS-PR','Standard-F1','Recall','Precision']]\n",
+    "df_groups = df_metrics.groupby('group')\n",
+    "df_groups.mean()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 171,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "group\n",
+       "UCR            0.028041\n",
+       "SED            0.030497\n",
+       "MGAB           0.045860\n",
+       "Power          0.064788\n",
+       "MITDB          0.113066\n",
+       "SVDB           0.129879\n",
+       "Daphnet        0.132234\n",
+       "NAB            0.153306\n",
+       "TODS           0.205671\n",
+       "WSD            0.209492\n",
+       "MSL            0.237442\n",
+       "LTDB           0.276735\n",
+       "SMAP           0.278827\n",
+       "IOPS           0.320195\n",
+       "CATSv2         0.358071\n",
+       "YAHOO          0.443957\n",
+       "Stock          0.519232\n",
+       "SMD            0.539890\n",
+       "OPPORTUNITY    0.545535\n",
+       "NEK            0.667421\n",
+       "Exathlon       0.733875\n",
+       "SWaT           0.737695\n",
+       "TAO            0.993397\n",
+       "Name: AUC-PR, dtype: float64"
+      ]
+     },
+     "execution_count": 171,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "#Gruppen aufsteigend sortiert nach durchschnittlichem AUC-PR wert\n",
+    "df_groups['AUC-PR'].mean().sort_values()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 172,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "group\n",
+       "UCR            0.023293\n",
+       "MGAB           0.025419\n",
+       "SED            0.056562\n",
+       "Power          0.067250\n",
+       "MITDB          0.112398\n",
+       "SVDB           0.127489\n",
+       "WSD            0.130270\n",
+       "Daphnet        0.133080\n",
+       "NAB            0.173732\n",
+       "IOPS           0.213044\n",
+       "SMAP           0.273214\n",
+       "MSL            0.305128\n",
+       "CATSv2         0.329056\n",
+       "LTDB           0.329828\n",
+       "YAHOO          0.417416\n",
+       "SMD            0.483944\n",
+       "TODS           0.522228\n",
+       "OPPORTUNITY    0.563772\n",
+       "SWaT           0.669824\n",
+       "NEK            0.689697\n",
+       "Exathlon       0.735253\n",
+       "Stock          0.817960\n",
+       "TAO            0.995044\n",
+       "Name: VUS-PR, dtype: float64"
+      ]
+     },
+     "execution_count": 172,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "#Gruppen aufsteigend sortiert nach durchschnittlichem VUS-PR wert\n",
+    "df_groups['VUS-PR'].mean().sort_values()"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,
diff --git a/src/template_evaluate_groups.ipynb b/src/template_evaluate_groups.ipynb
index d1ab6bf..f777ca3 100644
--- a/src/template_evaluate_groups.ipynb
+++ b/src/template_evaluate_groups.ipynb
@@ -5432,7 +5432,7 @@
    "outputs": [],
    "source": [
     "duration = df['duration'].sum()\n",
-    "print(f'Gesamtdauer Training in s: {duration:.3f}, in min: {(duration/60):.3f}, in h: {(duration/360):.3f}')\n",
+    "print(f'Gesamtdauer Training in s: {duration:.3f}, in min: {(duration/60):.3f}, in h: {(duration/3600):.3f}')\n",
     "print(f'Durchschnittliches Training pro Datei in s: {(duration / df.shape[0]):.3f}')"
    ]
   },
-- 
GitLab