diff --git a/bilder/evaluation/abweichung_tao_datensatz.png b/bilder/evaluation/abweichung_tao_datensatz.png
new file mode 100644
index 0000000000000000000000000000000000000000..1a672217fe88b5e09553165bb0dead596f87b588
Binary files /dev/null and b/bilder/evaluation/abweichung_tao_datensatz.png differ
diff --git a/bilder/evaluation/auc-pr.png b/bilder/evaluation/gesamt/auc-pr.png
similarity index 100%
rename from bilder/evaluation/auc-pr.png
rename to bilder/evaluation/gesamt/auc-pr.png
diff --git a/bilder/evaluation/f1.png b/bilder/evaluation/gesamt/f1.png
similarity index 100%
rename from bilder/evaluation/f1.png
rename to bilder/evaluation/gesamt/f1.png
diff --git a/bilder/evaluation/gesamt/heatmap_with_numbers_auc-pr.png b/bilder/evaluation/gesamt/heatmap_with_numbers_auc-pr.png
new file mode 100644
index 0000000000000000000000000000000000000000..dd3c8b03bd886905af0008d0b5c8dcac7670c644
Binary files /dev/null and b/bilder/evaluation/gesamt/heatmap_with_numbers_auc-pr.png differ
diff --git a/bilder/evaluation/gesamt/heatmap_with_numbers_vus-pr.png b/bilder/evaluation/gesamt/heatmap_with_numbers_vus-pr.png
new file mode 100644
index 0000000000000000000000000000000000000000..97216e2ab210f48b6b7487b3f90b669f2b3a650e
Binary files /dev/null and b/bilder/evaluation/gesamt/heatmap_with_numbers_vus-pr.png differ
diff --git a/bilder/evaluation/gesamt/heatmap_without_numbers_auc-pr.png b/bilder/evaluation/gesamt/heatmap_without_numbers_auc-pr.png
new file mode 100644
index 0000000000000000000000000000000000000000..cbaa0f2fcad188665327e6e04182c594ccb336a0
Binary files /dev/null and b/bilder/evaluation/gesamt/heatmap_without_numbers_auc-pr.png differ
diff --git a/bilder/evaluation/gesamt/heatmap_without_numbers_vus-pr.png b/bilder/evaluation/gesamt/heatmap_without_numbers_vus-pr.png
new file mode 100644
index 0000000000000000000000000000000000000000..d36ab73d99a868a68e7aae465294e80c7955e8af
Binary files /dev/null and b/bilder/evaluation/gesamt/heatmap_without_numbers_vus-pr.png differ
diff --git a/bilder/evaluation/precision.png b/bilder/evaluation/gesamt/precision.png
similarity index 100%
rename from bilder/evaluation/precision.png
rename to bilder/evaluation/gesamt/precision.png
diff --git a/bilder/evaluation/recall.png b/bilder/evaluation/gesamt/recall.png
similarity index 100%
rename from bilder/evaluation/recall.png
rename to bilder/evaluation/gesamt/recall.png
diff --git a/bilder/evaluation/runtime.png b/bilder/evaluation/gesamt/runtime.png
similarity index 100%
rename from bilder/evaluation/runtime.png
rename to bilder/evaluation/gesamt/runtime.png
diff --git a/bilder/evaluation/vus-pr.png b/bilder/evaluation/gesamt/vus-pr.png
similarity index 100%
rename from bilder/evaluation/vus-pr.png
rename to bilder/evaluation/gesamt/vus-pr.png
diff --git a/bilder/evaluation/heatmap_with_numbers_auc-pr.png b/bilder/evaluation/heatmap_with_numbers_auc-pr.png
deleted file mode 100644
index 2d35423759dfcf3e5ac92277cdb6c1157064412a..0000000000000000000000000000000000000000
Binary files a/bilder/evaluation/heatmap_with_numbers_auc-pr.png and /dev/null differ
diff --git a/bilder/evaluation/heatmap_with_numbers_vus-pr.png b/bilder/evaluation/heatmap_with_numbers_vus-pr.png
deleted file mode 100644
index b526dd93659247e091f5b8cc8486c06742a9a819..0000000000000000000000000000000000000000
Binary files a/bilder/evaluation/heatmap_with_numbers_vus-pr.png and /dev/null differ
diff --git a/bilder/evaluation/heatmap_without_numbers_auc-pr.png b/bilder/evaluation/heatmap_without_numbers_auc-pr.png
deleted file mode 100644
index 0b93add4a3ed08d184b28b08b3fcc1d0dc917dfb..0000000000000000000000000000000000000000
Binary files a/bilder/evaluation/heatmap_without_numbers_auc-pr.png and /dev/null differ
diff --git a/bilder/evaluation/heatmap_without_numbers_vus-pr.png b/bilder/evaluation/heatmap_without_numbers_vus-pr.png
deleted file mode 100644
index 6c510c64f7e5e058b3902df15bddda733c841504..0000000000000000000000000000000000000000
Binary files a/bilder/evaluation/heatmap_without_numbers_vus-pr.png and /dev/null differ
diff --git a/bilder/evaluation/pearson/all/anomaly_ratio_to_performace_auc-pr.png b/bilder/evaluation/pearson/all/anomaly_ratio_to_performace_auc-pr.png
new file mode 100644
index 0000000000000000000000000000000000000000..ddb83c65da040faf8340ad5270da7874fbcc3891
Binary files /dev/null and b/bilder/evaluation/pearson/all/anomaly_ratio_to_performace_auc-pr.png differ
diff --git a/bilder/evaluation/pearson/all/anomaly_ratio_to_performace_vus-pr.png b/bilder/evaluation/pearson/all/anomaly_ratio_to_performace_vus-pr.png
new file mode 100644
index 0000000000000000000000000000000000000000..7f5391232932938f7af02ff602a2f99f5126930b
Binary files /dev/null and b/bilder/evaluation/pearson/all/anomaly_ratio_to_performace_vus-pr.png differ
diff --git a/bilder/evaluation/pearson/all/anomaly_ratio_to_performace_with_dataset_size_auc_pr.png b/bilder/evaluation/pearson/all/anomaly_ratio_to_performace_with_dataset_size_auc_pr.png
new file mode 100644
index 0000000000000000000000000000000000000000..2a95c439db736cd5ac1ced9e4537cf6ec1a1065a
Binary files /dev/null and b/bilder/evaluation/pearson/all/anomaly_ratio_to_performace_with_dataset_size_auc_pr.png differ
diff --git a/bilder/evaluation/pearson/all/anomaly_ratio_to_performace_with_dataset_size_vus_pr.png b/bilder/evaluation/pearson/all/anomaly_ratio_to_performace_with_dataset_size_vus_pr.png
new file mode 100644
index 0000000000000000000000000000000000000000..5dbeecb0398801a076ed7208130b58f8f28aad1b
Binary files /dev/null and b/bilder/evaluation/pearson/all/anomaly_ratio_to_performace_with_dataset_size_vus_pr.png differ
diff --git a/bilder/evaluation/pearson/all/pearson_vergleich_auc-pr.png b/bilder/evaluation/pearson/all/pearson_vergleich_auc-pr.png
new file mode 100644
index 0000000000000000000000000000000000000000..faacb51b21cc29c0aba39045384730a67aadec45
Binary files /dev/null and b/bilder/evaluation/pearson/all/pearson_vergleich_auc-pr.png differ
diff --git a/bilder/evaluation/pearson/all/pearson_vergleich_vus-pr.png b/bilder/evaluation/pearson/all/pearson_vergleich_vus-pr.png
new file mode 100644
index 0000000000000000000000000000000000000000..0153e42d25e4c8d688229ef401b296c06e0744c5
Binary files /dev/null and b/bilder/evaluation/pearson/all/pearson_vergleich_vus-pr.png differ
diff --git a/bilder/evaluation/pearson/point/anomaly_ratio_to_performace_auc-pr_point.png b/bilder/evaluation/pearson/point/anomaly_ratio_to_performace_auc-pr_point.png
new file mode 100644
index 0000000000000000000000000000000000000000..d34e86493a7ead926814a2fe2d7f687f22747758
Binary files /dev/null and b/bilder/evaluation/pearson/point/anomaly_ratio_to_performace_auc-pr_point.png differ
diff --git a/bilder/evaluation/pearson/point/anomaly_ratio_to_performace_vus-pr_point.png b/bilder/evaluation/pearson/point/anomaly_ratio_to_performace_vus-pr_point.png
new file mode 100644
index 0000000000000000000000000000000000000000..d6c44e8ab25d387cc3af183094289a064c9a2607
Binary files /dev/null and b/bilder/evaluation/pearson/point/anomaly_ratio_to_performace_vus-pr_point.png differ
diff --git a/bilder/evaluation/pearson/point/anomaly_ratio_to_performace_with_dataset_size_auc_pr_point.png b/bilder/evaluation/pearson/point/anomaly_ratio_to_performace_with_dataset_size_auc_pr_point.png
new file mode 100644
index 0000000000000000000000000000000000000000..7c043d6a25402722766055d4cc74dee959957a3d
Binary files /dev/null and b/bilder/evaluation/pearson/point/anomaly_ratio_to_performace_with_dataset_size_auc_pr_point.png differ
diff --git a/bilder/evaluation/pearson/point/anomaly_ratio_to_performace_with_dataset_size_vus_pr_point.png b/bilder/evaluation/pearson/point/anomaly_ratio_to_performace_with_dataset_size_vus_pr_point.png
new file mode 100644
index 0000000000000000000000000000000000000000..40af0ca9b62df3e5e7a6705d5b08aa34c5c8adc1
Binary files /dev/null and b/bilder/evaluation/pearson/point/anomaly_ratio_to_performace_with_dataset_size_vus_pr_point.png differ
diff --git a/bilder/evaluation/pearson/point/pearson_vergleich_auc-pr_point.png b/bilder/evaluation/pearson/point/pearson_vergleich_auc-pr_point.png
new file mode 100644
index 0000000000000000000000000000000000000000..cbb2fe9c812f8975d205d9ca8ee397e8d78a9479
Binary files /dev/null and b/bilder/evaluation/pearson/point/pearson_vergleich_auc-pr_point.png differ
diff --git a/bilder/evaluation/pearson/point/pearson_vergleich_vus-pr_point.png b/bilder/evaluation/pearson/point/pearson_vergleich_vus-pr_point.png
new file mode 100644
index 0000000000000000000000000000000000000000..ea9498438ee9a92939ff5b92fa26039756c11fab
Binary files /dev/null and b/bilder/evaluation/pearson/point/pearson_vergleich_vus-pr_point.png differ
diff --git a/bilder/evaluation/pearson/seq/anomaly_ratio_to_performace_auc-pr_seq.png b/bilder/evaluation/pearson/seq/anomaly_ratio_to_performace_auc-pr_seq.png
new file mode 100644
index 0000000000000000000000000000000000000000..67470ab67108e6764a1cfe19807efd5738845d60
Binary files /dev/null and b/bilder/evaluation/pearson/seq/anomaly_ratio_to_performace_auc-pr_seq.png differ
diff --git a/bilder/evaluation/pearson/seq/anomaly_ratio_to_performace_vus-pr_seq.png b/bilder/evaluation/pearson/seq/anomaly_ratio_to_performace_vus-pr_seq.png
new file mode 100644
index 0000000000000000000000000000000000000000..f5c346695d5e5404ae1b34651687da84be9accd4
Binary files /dev/null and b/bilder/evaluation/pearson/seq/anomaly_ratio_to_performace_vus-pr_seq.png differ
diff --git a/bilder/evaluation/pearson/seq/anomaly_ratio_to_performace_with_dataset_size_auc_pr_seq.png b/bilder/evaluation/pearson/seq/anomaly_ratio_to_performace_with_dataset_size_auc_pr_seq.png
new file mode 100644
index 0000000000000000000000000000000000000000..861174dae79451f5a0d84e28a41abc5518a272be
Binary files /dev/null and b/bilder/evaluation/pearson/seq/anomaly_ratio_to_performace_with_dataset_size_auc_pr_seq.png differ
diff --git a/bilder/evaluation/pearson/seq/anomaly_ratio_to_performace_with_dataset_size_vus_pr_seq.png b/bilder/evaluation/pearson/seq/anomaly_ratio_to_performace_with_dataset_size_vus_pr_seq.png
new file mode 100644
index 0000000000000000000000000000000000000000..4f24660505288db804ce11bcd921e50f16dd7e22
Binary files /dev/null and b/bilder/evaluation/pearson/seq/anomaly_ratio_to_performace_with_dataset_size_vus_pr_seq.png differ
diff --git a/bilder/evaluation/pearson/seq/pearson_vergleich_auc-pr_seq.png b/bilder/evaluation/pearson/seq/pearson_vergleich_auc-pr_seq.png
new file mode 100644
index 0000000000000000000000000000000000000000..1230188914740064ae11d8de28f45da265a285d8
Binary files /dev/null and b/bilder/evaluation/pearson/seq/pearson_vergleich_auc-pr_seq.png differ
diff --git a/bilder/evaluation/pearson/seq/pearson_vergleich_vus-pr_seq.png b/bilder/evaluation/pearson/seq/pearson_vergleich_vus-pr_seq.png
new file mode 100644
index 0000000000000000000000000000000000000000..8aa76bdcbec7076d4b992a998163574842825ab4
Binary files /dev/null and b/bilder/evaluation/pearson/seq/pearson_vergleich_vus-pr_seq.png differ
diff --git a/bilder/evaluation/punktanomalien/auc-pr_point.png b/bilder/evaluation/punktanomalien/auc-pr_point.png
new file mode 100644
index 0000000000000000000000000000000000000000..d856bdb4880277c87b3d2796b93429865650631f
Binary files /dev/null and b/bilder/evaluation/punktanomalien/auc-pr_point.png differ
diff --git a/bilder/evaluation/punktanomalien/heatmap_auc_pr_no_numbers_point.png b/bilder/evaluation/punktanomalien/heatmap_auc_pr_no_numbers_point.png
new file mode 100644
index 0000000000000000000000000000000000000000..c9f12200618b3b564f45bc50918a7077da6d7b79
Binary files /dev/null and b/bilder/evaluation/punktanomalien/heatmap_auc_pr_no_numbers_point.png differ
diff --git a/bilder/evaluation/punktanomalien/heatmap_auc_pr_numbers_point.png b/bilder/evaluation/punktanomalien/heatmap_auc_pr_numbers_point.png
new file mode 100644
index 0000000000000000000000000000000000000000..a55581a8dbdfacf9a7a69ba7c884cd0cd66c661f
Binary files /dev/null and b/bilder/evaluation/punktanomalien/heatmap_auc_pr_numbers_point.png differ
diff --git a/bilder/evaluation/punktanomalien/heatmap_vus_pr_no_umbers_point.png b/bilder/evaluation/punktanomalien/heatmap_vus_pr_no_umbers_point.png
new file mode 100644
index 0000000000000000000000000000000000000000..340e3f0d7327e0bda030ab9888b6a3b1714dd53f
Binary files /dev/null and b/bilder/evaluation/punktanomalien/heatmap_vus_pr_no_umbers_point.png differ
diff --git a/bilder/evaluation/punktanomalien/heatmap_vus_pr_numbers_point.png b/bilder/evaluation/punktanomalien/heatmap_vus_pr_numbers_point.png
new file mode 100644
index 0000000000000000000000000000000000000000..d46d845064efcb6df3b3f66792f3c0475b17c80f
Binary files /dev/null and b/bilder/evaluation/punktanomalien/heatmap_vus_pr_numbers_point.png differ
diff --git a/bilder/evaluation/punktanomalien/vus-pr_point.png b/bilder/evaluation/punktanomalien/vus-pr_point.png
new file mode 100644
index 0000000000000000000000000000000000000000..951c2c98d9d0d1bc622856c40c65fb75ee985bc9
Binary files /dev/null and b/bilder/evaluation/punktanomalien/vus-pr_point.png differ
diff --git a/bilder/evaluation/sequenzanomalien/auc-pr_seq.png b/bilder/evaluation/sequenzanomalien/auc-pr_seq.png
new file mode 100644
index 0000000000000000000000000000000000000000..9886784d68e13fa9d6ece1ce148e58cb1dd0afe2
Binary files /dev/null and b/bilder/evaluation/sequenzanomalien/auc-pr_seq.png differ
diff --git a/bilder/evaluation/sequenzanomalien/heatmeap_auc-pr_no_numbers_seq.png b/bilder/evaluation/sequenzanomalien/heatmeap_auc-pr_no_numbers_seq.png
new file mode 100644
index 0000000000000000000000000000000000000000..d05219e2be6e08308427e2442ab2859ee4b2a0bb
Binary files /dev/null and b/bilder/evaluation/sequenzanomalien/heatmeap_auc-pr_no_numbers_seq.png differ
diff --git a/bilder/evaluation/sequenzanomalien/heatmeap_auc-pr_numbers_seq.png b/bilder/evaluation/sequenzanomalien/heatmeap_auc-pr_numbers_seq.png
new file mode 100644
index 0000000000000000000000000000000000000000..4a3295f78540c6ea22a62a2a6fde49b1ecf24c7d
Binary files /dev/null and b/bilder/evaluation/sequenzanomalien/heatmeap_auc-pr_numbers_seq.png differ
diff --git a/bilder/evaluation/sequenzanomalien/heatmeap_vus-pr_no_umbers_seq.png b/bilder/evaluation/sequenzanomalien/heatmeap_vus-pr_no_umbers_seq.png
new file mode 100644
index 0000000000000000000000000000000000000000..31f2283d247a5157c72af70dcaf80e1991a6df47
Binary files /dev/null and b/bilder/evaluation/sequenzanomalien/heatmeap_vus-pr_no_umbers_seq.png differ
diff --git a/bilder/evaluation/sequenzanomalien/heatmeap_vus-pr_numbers_seq.png b/bilder/evaluation/sequenzanomalien/heatmeap_vus-pr_numbers_seq.png
new file mode 100644
index 0000000000000000000000000000000000000000..4df95bd45995aee63e33559c1086c8b282756439
Binary files /dev/null and b/bilder/evaluation/sequenzanomalien/heatmeap_vus-pr_numbers_seq.png differ
diff --git a/bilder/evaluation/sequenzanomalien/vus-pr_seq.png b/bilder/evaluation/sequenzanomalien/vus-pr_seq.png
new file mode 100644
index 0000000000000000000000000000000000000000..63aef76bee6a81f43f997c2653a4634f51fbf64e
Binary files /dev/null and b/bilder/evaluation/sequenzanomalien/vus-pr_seq.png differ
diff --git a/docs/TO DO LISTE.md b/docs/TO DO LISTE.md
index e5e7090a9e763e1dd5ae0120adf3a59d65fb7ed5..b35a80ae0f1573fbf98396e24e405ef505e1b74f 100644
--- a/docs/TO DO LISTE.md
+++ b/docs/TO DO LISTE.md
@@ -13,20 +13,24 @@
8. Zwei der vier neuronalen Netze haben bessere Evaluations-metriken auf Sequenzanomalien, statt Punktanoamlien
9. Probleme in der Reproducibility bei kShape, trotz gleicher Hyperparameter und Datensätze haben wir Fehler debuggen müssen.
10. Probleme in der Reproducibility beim Testen der num_channels in CNN (stattdessen mit Lernrate getestet)
-11. Probleme bei der Reproducibility bei LOF: Optimale Hyperparameter stimmen nicht mit den getesten überein
+11. Probleme bei der Reproducibility bei LOF: Optimale Hyperparameter stimmen nicht mit den getesten überein $\rightarrow$ gelöst
# TO DO'S
-+ Datensätze genauer untersuchen
- + Auffälligkeiten (Anomalien erkennbar?, Punkt- oder Sequenzanomalien, Eigenschaften)
- + Warum könnten bestimmte Modelle auf einigen Datensätze Vorteile haben?
- + Verstehen warum es allgemein eine Steigerung der Performanz gibt, mit entweder der gleichen Parameterkonstellation, wie von den Autoren vorgegeben oder bessere Kombination durch das Tuning pro Zeitserie, aber gleichzeitig eine teils deutlich schlechtere Metrik bei einzelnen Datensätzen (z.B. Tao)
+- [ ] Datensätze genauer untersuchen
+ - [x] Auffälligkeiten (Anomalien erkennbar?, Punkt- oder Sequenzanomalien, Eigenschaften)
+ - [ ] Warum könnten bestimmte Modelle auf einigen Datensätze Vorteile haben?
+ - [x] Verstehen warum es allgemein eine Steigerung der Performanz gibt, mit entweder der gleichen Parameterkonstellation, wie von den Autoren vorgegeben oder bessere Kombination durch das Tuning pro Zeitserie, aber gleichzeitig eine teils deutlich schlechtere Metrik bei einzelnen Datensätzen (z.B. Tao)
+ Evtl. weil beste Hyperparameter anhand AUC-PR getestet wurden und nicht anhand VUS-PR, wie es vermutl. bei den Autoren gemacht wurde
- + Heißt vergleichen der Hyperparameter dieser Datensätze mit den optimalen Hyperparametern der Autoren
- + Bei Ungleichheit der Hyperparameter, diese stark abweichenden Zeitserien nochmal einzeln trainieren und Ergebnisse vergleichen
- + Kann man anhand des Datensatzes und der Anomalien ableiten, welche Methoden (dichte-,distanz-, neuronal basiert) am besten funktionieren könnte?
+ - [x] Heißt vergleichen der Hyperparameter dieser Datensätze mit den optimalen Hyperparametern der Autoren
+ - [x] Bei Ungleichheit der Hyperparameter, diese stark abweichenden Zeitserien nochmal einzeln trainieren und Ergebnisse vergleichen
+ - [ ] Kann man anhand des Datensatzes und der Anomalien ableiten, welche Methoden (dichte-,distanz-, neuronal basiert) am besten funktionieren könnte?
+ - [ ] Messen der Abhängigkeit der Performanz von der Anomalie-Dichte mit PCC
+ - [ ] Gesamt
+ - [ ] Für Punktanomalien
+ - [ ] Für Sequenzanomalien
+ [https://thedatumorg.github.io/TSB-AD/](https://thedatumorg.github.io/TSB-AD/ "https://thedatumorg.github.io/TSB-AD/")
- + insb.:
+ - [x] insb.:
+ UCR
+ TAO
+ TODS
@@ -34,17 +38,17 @@
+ MGAB
+ Stock
+ SED
-+ VUS-PR besser verstehen
+- [ ] VUS-PR besser verstehen
+ Woher kommen Unterschiede zu AUC-PR, insb. bei Datensätzen mit Punktanomalien (TODS, TAO und Stock) ?
+ Wie funktioniert das?
+ Liegt ein Bias der Autoren?
-+ Ranking der Modelle nach Anomalietyp
+- [x] Ranking der Modelle nach Anomalietyp
+ Statistisch vs. Neuronal
+ Dichtebasiert vs. Distanzbasiert
-+ Ranking der Modelle allgemein
+- [x] Ranking der Modelle allgemein
+ nach Recall, AUC-PR und VUS-PR
+ Dichtebasiert vs. Distanzbasiert
+ Statistisch vs. Neuronal
-+ Ausarbeiten der Algorithmen und Vorbereiten für die Hausarbeit
-+ Histplot / Barplot erstellen mit Ergebnissen von VUS-PR bei TAO von den Autoren gegenüber unseren Ergebnissen für die Modelle, bei denen die Werte stark abweichen
-+ Heatmaps für Anomalie-Typen erstellen
\ No newline at end of file
+- [ ] Ausarbeiten der Algorithmen und Vorbereiten für die Hausarbeit
+- [x] Histplot / Barplot erstellen mit Ergebnissen von VUS-PR bei TAO von den Autoren gegenüber unseren Ergebnissen für die Modelle, bei denen die Werte stark abweichen
+- [x] Heatmaps für Anomalie-Typen erstellen
\ No newline at end of file
diff --git a/docs/evaluation/Ranking der Modelle im Vergleich zu den Autoren.md b/docs/evaluation/Ranking der Modelle im Vergleich zu den Autoren.md
index 54a132d4b63ebaeecd6884e528f1ee75eb30c23d..53f109286a7432fb1389f6e498aa1f983afbb5b4 100644
--- a/docs/evaluation/Ranking der Modelle im Vergleich zu den Autoren.md
+++ b/docs/evaluation/Ranking der Modelle im Vergleich zu den Autoren.md
@@ -1,40 +1,42 @@
-| Platz nach Autoren | Model | VUS-PR nach Autoren | AUC-PR | VUS-PR | Platz nach AUC-PR | Platz nach VUS-PR |
-| ------------------ | ----------- | ------------------- | ------ | ------ | ----------------- | ----------------- |
-| 1 | Sub-PCA | 0.42 | 0.407 | 0.444 | 2 | 4 |
-| 2 | KShapeAD | 0.40 | 0.383 | 0.423 | 4 | 6 |
-| 3 | POLY | 0.39 | 0.394 | 0.478 | 3 | 2 |
-| 4 | KMeansAD | 0.37 | 0.444 | 0.489 | 1 | 1 |
-| 5 | USAD | 0.36 | 0.352 | 0.375 | 8 | 8 |
-| 6 | Sub-KNN | 0.35 | 0.351 | 0.431 | 9 | 5 |
-| 7 | CNN | 0.34 | 0.366 | 0.367 | 6 | 9 |
-| 8 | LSTMAD | 0.33 | 0.313 | 0.320 | 11 | 13 |
-| 9 | IForest | 0.30 | 0.304 | 0.341 | 12 | 11 |
-| 10 | OmniAnomaly | 0.29 | 0.354 | 0.377 | 7 | 7 |
-| 11 | Sub-LOF | 0.25 | 0.374 | 0.473 | 5 | 3 |
-| 12 | Sub-OCSVM | 0.23 | 0.275 | 0.339 | 13 | 12 |
-| 13 | Sub-iForest | 0.22 | 0.326 | 0.362 | 10 | 10 |
-| 14 | LOF | 0.17 | 0.156 | 0.185 | 14 | 14 |
+| Platz nach Autoren | Model | TYP | VUS-PR nach Autoren | AUC-PR | VUS-PR | Platz nach AUC-PR | Platz nach VUS-PR |
+| ------------------ | ----------- | -------------- | ------------------- | ------ | ------ | ----------------- | ----------------- |
+| 4 | KMeansAD | Distanzbasiert | 0.37 | 0.444 | 0.489 | 1 | 1 |
+| 3 | POLY | Dichtebasiert | 0.39 | 0.394 | 0.478 | 3 | 2 |
+| 11 | Sub-LOF | Distanzbasiert | 0.25 | 0.374 | 0.473 | 5 | 3 |
+| 1 | Sub-PCA | Dichtebasiert | 0.42 | 0.407 | 0.444 | 2 | 4 |
+| 6 | Sub-KNN | Distanzbasiert | 0.35 | 0.351 | 0.431 | 9 | 5 |
+| 2 | KShapeAD | Distanzbasiert | 0.40 | 0.383 | 0.423 | 4 | 6 |
+| 10 | OmniAnomaly | NN | 0.29 | 0.354 | 0.377 | 7 | 7 |
+| 5 | USAD | NN | 0.36 | 0.352 | 0.375 | 8 | 8 |
+| 7 | CNN | NN | 0.34 | 0.366 | 0.367 | 6 | 9 |
+| 13 | Sub-iForest | Dichtebasiert | 0.22 | 0.326 | 0.362 | 10 | 10 |
+| 9 | IForest | Dichtebasiert | 0.30 | 0.304 | 0.341 | 12 | 11 |
+| 12 | Sub-OCSVM | Dichtebasiert | 0.23 | 0.275 | 0.339 | 13 | 12 |
+| 8 | LSTMAD | NN | 0.33 | 0.313 | 0.320 | 11 | 13 |
+| 14 | LOF | Distanzbasiert | 0.17 | 0.156 | 0.185 | 14 | 14 |
# Verbesserungen der Modelle
-| Model | AUC-PR lt. Paper | AUC-PR | + AUC-PR \[%\] | VUS-PR lt. Paper | VUS-PR | + VUS-PR \[%\] |
-| ---------------- | ---------------- | ------ | --------------- | ---------------- | ------ | --------------- |
-| Sub-PCA | 0.37 | 0.407 | 10 | 0.42 | 0.444 | 5.7 |
-| KShapeAD | 0.35 | 0.383 | 9.4 | 0.40 | 0.423 | 5.8 |
-| POLY | 0.31 | 0.394 | 27.1 | 0.39 | 0.478 | 22.6 |
-| KMeansAD | 0.32 | 0.444 | 38.8 | 0.37 | 0.489 | 32.2 |
-| USAD | 0.32 | 0.352 | 9.4 | 0.36 | 0.375 | 4.2 |
-| Sub-KNN V2 | 0.27 | 0.351 | 30 | 0.35 | 0.431 | 23.1 |
-| CNN | 0.33 | 0.366 | 10.9 | 0.34 | 0.367 | 7.9 |
-| LSTMAD | 0.31 | 0.313 | - | 0.33 | 0.320 | 3.0 |
-| IForest | 0.29 | 0.304 | 4.8 | 0.30 | 0.341 | 13.7 |
-| Sub-iForest | 0.16 | 0.326 | 103.8 | 0.22 | 0.362 | 64.5 |
-| OmniAnomaly | 0.27 | 0.354 | 31.1 | 0.29 | 0.377 | 30 |
-| Sub-LOF | 0.16 | 0.374 | 133.8 | 0.25 | 0.473 | 89.2 |
-| Sub-OCSVM | 0.16 | 0.275 | 71.9 | 0.23 | 0.339 | 47.4 |
-| LOF | 0.14 | 0.156 | 11.4 | 0.17 | 0.185 | 8.8 |
-| **Durchschnitt** | | | $\approx$ 35.17 | | | $\approx$ 25.58 |
-| **Range** | | 0.288 | 133.8 | | 0.304 | 86.2 |
-| *Alt*: Sub-KNN | 0.27 | 0.292 | 8.15 | 0.35 | 0.384 | 9.7 |
+| Model | Typ | AUC-PR lt. Paper | AUC-PR | + AUC-PR \[%\] | VUS-PR lt. Paper | VUS-PR | + VUS-PR \[%\] |
+| ----------- | -------------- | ---------------- | ------ | -------------- | ---------------- | ------ | -------------- |
+| LSTMAD | NN | 0.31 | 0.313 | - | 0.33 | 0.320 | 3.0 |
+| IForest | Dichtebasiert | 0.29 | 0.304 | 4.8 | 0.30 | 0.341 | 13.7 |
+| KShapeAD | Distanzbasiert | 0.35 | 0.383 | 9.4 | 0.40 | 0.423 | 5.8 |
+| USAD | NN | 0.32 | 0.352 | 9.4 | 0.36 | 0.375 | 4.2 |
+| Sub-PCA | Dichtebasiert | 0.37 | 0.407 | 10 | 0.42 | 0.444 | 5.7 |
+| CNN | NN | 0.33 | 0.366 | 10.9 | 0.34 | 0.367 | 7.9 |
+| LOF | Distanzbasiert | 0.14 | 0.156 | 11.4 | 0.17 | 0.185 | 8.8 |
+| POLY | Dichtebasiert | 0.31 | 0.394 | 27.1 | 0.39 | 0.478 | 22.6 |
+| Sub-KNN V2 | Distanzbasiert | 0.27 | 0.351 | 30 | 0.35 | 0.431 | 23.1 |
+| OmniAnomaly | NN | 0.27 | 0.354 | 31.1 | 0.29 | 0.377 | 30 |
+| KMeansAD | Distanzbasiert | 0.32 | 0.444 | 38.8 | 0.37 | 0.489 | 32.2 |
+| Sub-OCSVM | Dichtebasiert | 0.16 | 0.275 | 71.9 | 0.23 | 0.339 | 47.4 |
+| Sub-iForest | Dichtebasiert | 0.16 | 0.326 | 103.8 | 0.22 | 0.362 | 64.5 |
+| Sub-LOF | Distanzbasiert | 0.16 | 0.374 | 133.8 | 0.25 | 0.473 | 89.2 |
+| Model | Typ | AUC-PR lt. Paper | AUC-PR | + AUC-PR \[%\] | VUS-PR lt. Paper | VUS-PR | + VUS-PR \[%\] |
+| ---------------- | --- | ---------------- | ------ | --------------- | ---------------- | ------ | --------------- |
+| **Durchschnitt** | | | | $\approx$ 35.17 | | | $\approx$ 25.58 |
+| **Range** | | | 0.288 | 133.8 | | 0.304 | 86.2 |
+| *Alt*: Sub-KNN | | 0.27 | 0.292 | 8.15 | 0.35 | 0.384 | 9.7 |
diff --git a/docs/evaluation/Reproducibility.md b/docs/evaluation/Reproducibility.md
index 53ab3f4c5263a97ba87c886263d2542f709ff52e..b5d56e53dd0cafbf8f859c2ee8ebc97ad176aba5 100644
--- a/docs/evaluation/Reproducibility.md
+++ b/docs/evaluation/Reproducibility.md
@@ -15,7 +15,7 @@
- Insgesamt ließen sich die meisten Modelle sehr gut nachbauen
- Probleme:
- KShapeAD: trotz gleicher Hyperparameter und Datensätze haben wir Fehler debuggen müssen, weil es bei der Erstellung von Subsequenzen zu leeren Ein-Dimensionalen Arrays kam anstelle Zwei-Dimensionaler Matrizen
- - LOF: Optimale Hyperparameter stimmen nicht mit den getesteten überein im git der Autoren
+ - LOF: Optimale Hyperparameter stimmen nicht mit den getesteten überein im git der Autoren $\rightarrow$ Anpassung erfolgte am 19.0.2.2025
- CNN: Beim testen der von den Autoren vorgegebenen Hyperparameter traten Fehler beim Erstellen der Layer auf. Dabei diente ``num_channels`` als Parameter für die Anzahl an Neuronen pro Schicht. Dabei definiert die Länge des Arrays die Anzahl der Schichte. Stattdessen wurde die Lernrate optimiert.
### KShapeAD
diff --git a/docs/evaluation/groupedDataframes/AUC-PR_point_combined_by_group.csv b/docs/evaluation/groupedDataframes/AUC-PR_point_combined_by_group.csv
new file mode 100644
index 0000000000000000000000000000000000000000..4c8ceb542996ad11afa41ca061e70876f4b0ae92
--- /dev/null
+++ b/docs/evaluation/groupedDataframes/AUC-PR_point_combined_by_group.csv
@@ -0,0 +1,15 @@
+,Model,UCR,TODS,YAHOO,Stock,WSD,IOPS,TAO
+0,CNN,0.000497723378635251,0.531847090272557,0.5870487483775556,0.9293442608636605,0.3429894916355166,0.2101571992823134,0.9934571481066872
+0,IForest,0.00013941436533938914,0.06926400176873043,0.0073118752517932,0.14393995693030376,0.00050124286842085,0.0118602696562059,0.1267629937143397
+0,KMeansAD_U,0.002842613470859922,0.08398913571818727,0.7425780755471775,0.11447566194398832,0.0030725693375156,0.0668858385771705,0.12190425607038209
+0,KShapeAD,0.0008537993370073427,0.0819347138465908,0.46443869003880583,0.09533344926608749,0.0011193602262089002,0.14848311466172803,0.10153367346721354
+0,LOF,0.0006526030557155189,0.07195861495361193,0.42251956376869465,0.11206072684081272,0.0038785364308283497,0.17671177891367676,0.12897242801673095
+0,LSTMAD,0.00022057345566046433,0.36733390067808275,0.4551026071964122,0.5192324559661586,0.3346376592791491,0.19708386202492015,0.9942179575616394
+0,OCSVM,0.0017944577746446659,0.07062529159246794,0.04008717142227338,0.09734473830824779,0.0021591481266237,0.02470129102881105,0.1104462272783257
+0,OmniAnomaly,0.00017818769461548108,0.06464966892067286,0.12257414572551374,0.13364632394088924,0.4072796148411686,0.01695232862278645,0.3368287431556052
+0,PCA,0.00019577781877805727,0.0672294969636395,0.060498290847143886,0.14842805522832,0.20665464316354404,0.036186030072219294,0.1604279183019481
+0,POLY,0.0002569736761072575,0.06186559240740803,0.02416109787000448,0.14659009081554358,0.16706583714438436,0.14165700182043814,0.1483558026065612
+0,Sub-IForest,0.0003518220525187502,0.06926400176873043,0.044400580493474395,0.14444613432568612,0.0005890488593567,0.01530736821825305,0.10525985700475156
+0,Sub-KNN,0.0030464039525634375,0.0794846514945064,0.20357487244711653,0.10329311049357655,0.00094523422250225,0.02422077926418335,0.11422736786977505
+0,Sub-LOF,0.04092722519239887,0.07777475979921483,0.1419869930251015,0.1150331890223664,0.3279579963301088,0.1216834122931069,0.14521154047355012
+0,USAD,0.00017806617844029428,0.06580947116928397,0.08766307603715748,0.13357031995417967,0.2857124052710794,0.016978599999277002,0.3300859310665809
diff --git a/docs/evaluation/groupedDataframes/AUC-PR_seq_combined_by_group.csv b/docs/evaluation/groupedDataframes/AUC-PR_seq_combined_by_group.csv
new file mode 100644
index 0000000000000000000000000000000000000000..2510cce679724b35ac8628aa2cb6970d3f8c831d
--- /dev/null
+++ b/docs/evaluation/groupedDataframes/AUC-PR_seq_combined_by_group.csv
@@ -0,0 +1,15 @@
+,Model,MITDB,SWaT,NEK,IOPS,LTDB,Power,CATSv2,MSL,Daphnet,WSD,SED,YAHOO,SMD,SVDB,NAB,TODS,MGAB,OPPORTUNITY,SMAP,Exathlon
+0,CNN,0.1601528087440646,0.7387181088941073,0.7159018583267137,0.4299093535398832,0.3544623948216704,0.0723996101568745,0.4118939698305733,0.2641995910095633,0.3814990500329981,0.24231358963975128,0.029325049402745367,0.3453843392944647,0.5057489364426891,0.19871988527540255,0.20986939872479607,0.2066021371597466,0.003854961812131611,0.7279560308365037,0.24160932378612948,0.6543096941901486
+0,IForest,0.16955657029296148,0.7024320276028485,0.6881675030253604,0.2766868171185441,0.5213405915521423,0.0739812238848341,0.1394155160045949,0.4536143230767033,0.4965785621747466,0.06769544141578647,0.691483898843896,0.981989586793626,0.3361279782994529,0.3139334398086481,0.25131671575229625,0.07167927197280576,0.004336120023749678,0.8701591431079674,0.4818107221855951,0.9628064611603744
+0,KMeansAD_U,0.5838081485697818,0.1111516911833987,0.33191061885039475,0.06143061817777629,0.7658193255633926,0.507629476682699,0.4556114877404176,0.2887432118443677,0.0364448974253113,0.2538311126425933,0.7105752596393731,0.46235190626725586,0.0958159083013593,0.7990985157566584,0.23002877618413756,0.5920724086848048,0.08529855686124818,0.27612539215146714,0.9282995175353348,0.617689617530909
+0,KShapeAD,0.5944243321733781,0.4588962370959195,0.3750658331340292,0.06943445437821327,0.743642233080316,0.4962499459971852,0.4523772176145589,0.19498483233069708,0.0334203029926677,0.14377573671541893,0.7220200940353262,0.24031576976402078,0.0774113382265532,0.7883941031070661,0.25187677199505015,0.627510732220589,0.08441091283436257,0.2834605901869442,0.8501916829063438,0.4209898037288545
+0,LOF,0.05162771249827228,0.1206834698967151,0.35630050463643,0.27267022294479826,0.20324070530989097,0.0862447643103002,0.0715421233322276,0.2779788554360056,0.129509098249193,0.09489819868187307,0.08219767855332698,0.3165455593426756,0.16331308400268732,0.04672888883891309,0.15461906866567937,0.08159854320456722,0.002208833983716011,0.1449523625312737,0.06042448230341985,0.2451059410575724
+0,LSTMAD,0.11306591669413261,0.7376946947277406,0.6811029355029242,0.4610677963044294,0.27673530608030433,0.0647879297198734,0.3580709697520762,0.25757138658562084,0.1322337577607795,0.1279076724303484,0.030497343412870064,0.3444854319775861,0.4954815011013592,0.13029136390404558,0.1629815521785942,0.17014849123558592,0.04585981775047413,0.5474646677290759,0.2333983557897139,0.733874544363356
+0,OCSVM,0.3558257944021178,0.1595147595176652,0.4203229904152469,0.10187219310485796,0.6346588524029689,0.2159361837395415,0.3690800520887407,0.1535457904536649,0.0665123825532765,0.038635257769998654,0.18785019182598386,0.49843872529955324,0.07715395648459879,0.544487578718084,0.2456864669386912,0.5579782800066727,0.032882956192712046,0.09013177763268684,0.7608571253833185,0.556785954052248
+0,OmniAnomaly,0.20699912890412075,0.7576872065528726,0.8770243101459516,0.7212613438703687,0.4797110125580823,0.0646648482156372,0.4378677976960084,0.3649412452343479,0.1920691814960085,0.12348117242877575,0.031663480582993765,0.34946499921467744,0.46018104724425635,0.46501965309634374,0.33571250200169783,0.19110931939484518,0.015268247817355054,0.661818278423153,0.8763522558444423,0.8745189065767695
+0,PCA,0.3778533754675271,0.7567001273773122,0.8496003861257493,0.5492163937161477,0.4894113142147856,0.0788664308035282,0.4747050350102691,0.475464143308866,0.468647067072471,0.0997170368726497,0.0209941892398622,0.6900881004853741,0.45975280266753604,0.5414505810552948,0.4396850558769254,0.14998912787452837,0.027122742026965137,0.9689638111283592,0.8875174908348034,0.9581020113822701
+0,POLY,0.3669341487796059,0.1231331999424481,0.5687312064825982,0.4822944382839303,0.4553236691053208,0.2037595305274893,0.4764337820823609,0.5571125898643525,0.5368267899294596,0.3242353332440711,0.03142142379603057,0.5714284518212307,0.4393431669709806,0.48393361027837306,0.40297397609120833,0.28164889216184213,0.008995606099947298,0.6244959106593562,0.7981889083122783,0.844512912662751
+0,Sub-IForest,0.20320871188324538,0.6887311854514893,0.7755158689249108,0.3361380397980273,0.5327416284283404,0.0827033130582197,0.1745928331627037,0.482414674619237,0.4981124210088739,0.07335524070315955,0.4682220187429209,0.988424451500241,0.34726668629967794,0.34944214455878075,0.2732902042054103,0.07967123342988214,0.004793159873508477,0.9041216889029252,0.47920371796062183,0.9596661499144986
+0,Sub-KNN,0.5007930252272798,0.1101385374707895,0.3233727255663506,0.0416384877795079,0.6021179124268098,0.3223414866231004,0.4820751277662811,0.20887357671029527,0.0356270541251155,0.10858358363582546,0.7074528685504887,0.3950781614023482,0.050574903461018735,0.5358203930237118,0.21386600809336362,0.561582328397641,0.3186849347431766,0.2799899645789179,0.9105968484310378,0.5965316130232039
+0,Sub-LOF,0.38519489390955175,0.1135633808365225,0.4334874040708573,0.15712443887097877,0.33316020067643426,0.1750346138359664,0.5119762791999092,0.36852744392779163,0.2522823807762812,0.452830435180487,0.10965998852146776,0.24200492349433209,0.3396391449359323,0.32939543500204566,0.45731618414724856,0.24075579404915115,0.5673347974410752,0.15455516928406032,0.4882773755526925,0.2576177402577311
+0,USAD,0.20180998220768165,0.7574841555865873,0.8630956704461799,0.7102299889217235,0.4613347441601701,0.0646645958264565,0.4816245755217306,0.10460601562683773,0.1920565328650643,0.12288678032083278,0.026230704465697034,0.3494491029592021,0.5612161224267997,0.4457647149809321,0.2729083623087852,0.18468160904828415,0.032096908715701186,0.6618204583996443,0.8656628482254731,0.8623584859187469
diff --git a/docs/evaluation/groupedDataframes/VUS-PR_point_combined_by_group.csv b/docs/evaluation/groupedDataframes/VUS-PR_point_combined_by_group.csv
new file mode 100644
index 0000000000000000000000000000000000000000..706b9ad95bfabe4b8af90582deeaf8113c027b6e
--- /dev/null
+++ b/docs/evaluation/groupedDataframes/VUS-PR_point_combined_by_group.csv
@@ -0,0 +1,15 @@
+,Model,UCR,TODS,YAHOO,Stock,WSD,IOPS,TAO
+0,CNN,0.12849550333205034,0.8957400434585084,0.5198191659851538,0.9399247021670545,0.131018334849136,0.14711324982152435,0.9915244319944755
+0,IForest,0.0002665877286590978,0.8159145311070398,0.052200698025924114,0.7358859795437948,0.00103641479747105,0.01768593719696765,0.6549747856000387
+0,KMeansAD_U,0.012483199891792293,0.8571026416333914,0.8260362987070747,0.7381976474065515,0.0218184301064846,0.2024563192753975,0.6664322393628269
+0,KShapeAD,0.004607275314939331,0.850386705326066,0.5184674544100966,0.7178899544992573,0.00750596316487065,0.0659964459902545,0.6340804976979171
+0,LOF,0.01296340886401808,0.7867472849064527,0.38320259127924156,0.7104868086713348,0.0351130961126649,0.07315884822854114,0.6237017167108658
+0,LSTMAD,0.00023688637305023372,0.8528343069275732,0.4142554751316243,0.8179595058481393,0.10007551886298241,0.08073948466080995,0.9929798120927256
+0,OCSVM,0.027689856318745598,0.8518191351777739,0.2822475996499879,0.7173772009864774,0.0062269599183321,0.01909188243651155,0.624782946443583
+0,OmniAnomaly,0.0004063924736706679,0.8003244921521722,0.19009650259029962,0.7716583853918693,0.10582172634280895,0.03503063415285755,0.9085940281154412
+0,PCA,0.0004083275895230685,0.8207170768484108,0.11343626137621564,0.8253823808338303,0.12485023925105455,0.0481688741700021,0.8058516857809437
+0,POLY,0.0033559933987860197,0.8037705436962099,0.2820711214374285,0.8053753836898458,0.21626664694979245,0.1877655466057953,0.76158549701969
+0,Sub-IForest,0.000542217832864293,0.8159145311070398,0.08099851390997882,0.7516325137738941,0.00147852957486025,0.0255486103347656,0.6595937211453959
+0,Sub-KNN,0.01481785058517352,0.8461437908850736,0.5346863201317612,0.7190487901242638,0.0078121670256316505,0.22833200922803448,0.6732013387181561
+0,Sub-LOF,0.20812232446242698,0.8495824521161387,0.4752962716590384,0.7475672197205663,0.1403311862770099,0.327754100248969,0.7557750431197268
+0,USAD,0.0004063921804204745,0.7803468059428496,0.15913584781295714,0.7716118184030186,0.08817944785784919,0.042431549566761054,0.9070352826090773
diff --git a/docs/evaluation/groupedDataframes/VUS-PR_seq_combined_by_group.csv b/docs/evaluation/groupedDataframes/VUS-PR_seq_combined_by_group.csv
new file mode 100644
index 0000000000000000000000000000000000000000..2af17bc05d9586f364108a9589647c856534a87f
--- /dev/null
+++ b/docs/evaluation/groupedDataframes/VUS-PR_seq_combined_by_group.csv
@@ -0,0 +1,15 @@
+,Model,MITDB,SWaT,NEK,IOPS,LTDB,Power,CATSv2,MSL,Daphnet,WSD,SED,YAHOO,SMD,SVDB,NAB,TODS,MGAB,OPPORTUNITY,SMAP,Exathlon
+0,CNN,0.14363186026434818,0.6807482076261672,0.7565550181856571,0.3122858264491682,0.40617143072486417,0.0754866098747693,0.2882929464081713,0.3269730051746272,0.3984561332333746,0.2069902863106892,0.058416114173648566,0.3510637705333855,0.503534567487793,0.20647896358624884,0.23826397085616066,0.33102802419793037,0.0069880026447859105,0.7417693699798804,0.23715649703498726,0.6577570780079647
+0,IForest,0.15904247331707733,0.3682300481513787,0.678337001661819,0.2671170171814172,0.5663593089308047,0.0763734881882089,0.105174922263832,0.5146302103527766,0.5189053892717354,0.038526464605632714,0.8072091746326211,0.9362451610080521,0.32214604854394374,0.31456659298105366,0.28563493614308877,0.17475156053702068,0.004379386516480511,0.868003061938513,0.4876643634589597,0.9648356800808771
+0,KMeansAD_U,0.5908924511486201,0.1115190303707684,0.2983791254555976,0.11222921942324772,0.8355528232967653,0.5241664765771313,0.2292684024148795,0.4051738359622597,0.0397474048677725,0.2931161950765186,0.8952913367248847,0.4775101766652498,0.09284313681391974,0.8044717425054659,0.27277549870941636,0.6890513776882708,0.03664497423359471,0.25511763787482666,0.9465247502273064,0.6180514515785507
+0,KShapeAD,0.6066515369717891,0.3813104421265443,0.2827061970061015,0.09059792281107269,0.8117365551261307,0.5105374329082776,0.2306581659248519,0.2900491728234222,0.0356901722608826,0.19288421606813635,0.9070859017634768,0.2769169981388076,0.07054742736830771,0.8042755568219885,0.2824205210999407,0.7197787521902024,0.06975936632139607,0.2532765684324793,0.861769441468766,0.42084463447845294
+0,LOF,0.05374869341290776,0.1211682396739051,0.3923349918638083,0.30298852335773335,0.25644727824547736,0.0905025385600026,0.0638260310723236,0.32777765623404265,0.1348036345450808,0.07337745586743974,0.11110536628014576,0.30409279834678876,0.13776024955846516,0.05221758033572963,0.18356432448041002,0.198760287424503,0.004638573553949167,0.1528417267741315,0.0461421173227687,0.24033784675388556
+0,LSTMAD,0.11239751245844268,0.669824054008361,0.7046723893152893,0.3344168927615537,0.32982840878783637,0.0672501040011019,0.3290558627970383,0.3092962652665849,0.1330800298859931,0.1005540361801319,0.056562170107036035,0.3488547511042425,0.4534163746765015,0.13167249871876494,0.18168614342962616,0.26320955961639453,0.02541916388299069,0.5670520838329398,0.2231917065823337,0.735253231133451
+0,OCSVM,0.35113283798670825,0.1599810140732196,0.37983786936062336,0.08145294098409683,0.6924703331629415,0.2253927416249083,0.3113843528453291,0.2088017574674731,0.0701389976338681,0.04882563932970881,0.16491010075541357,0.4840992825935074,0.07838435045329155,0.5979076047376409,0.29714869113786085,0.7213082001387852,0.007014053543410155,0.09251538099258988,0.7954294311138411,0.5578912704843039
+0,OmniAnomaly,0.16346484655995386,0.366250384309729,0.8842247035122146,0.3805331383555102,0.5247628039733387,0.0670900075295742,0.2822817568231803,0.41202050525006134,0.1230261153960334,0.08734568163476544,0.055985189981857066,0.3545071525578944,0.4109385485185504,0.43646519307795617,0.3269179839451609,0.33827489711743675,0.005586448237557389,0.6601511575383079,0.9516348600300049,0.8763722516375352
+0,PCA,0.32352578503655105,0.3755116281521825,0.8808216334884382,0.42283416684315317,0.5348733977584581,0.0796163424706734,0.2324174649783961,0.4929749553119098,0.4415678196838903,0.0675641163246343,0.030269609217551566,0.5683327385734666,0.4231617248559117,0.5086208654459953,0.47477993658952133,0.34246414452247936,0.005551113652017667,0.9663506404704025,0.9517385559032172,0.9591725273812642
+0,POLY,0.3204245599085764,0.1033636962969695,0.6287085531873657,0.4262453805207947,0.5105066913376546,0.1222940559336612,0.232251680558134,0.6539666997235662,0.5195156603941771,0.45779366049813797,0.040175651318865566,0.518565648391735,0.482295626933384,0.42305036409262015,0.4783722870187905,0.4376937822934688,0.008268735555270955,0.6306184106923622,0.8914813064333531,0.8479450729850164
+0,Sub-IForest,0.19927988745605793,0.3976360065844851,0.7693342255513386,0.31658713342954387,0.5811625129442723,0.0869332807465869,0.1369120832279178,0.5319699978599747,0.5346879856975696,0.044438582368578845,0.6943910632962415,0.8716912903265689,0.32830274073061533,0.34812549385030467,0.3048039880146668,0.18766070313305092,0.004755893547811689,0.9107354542516863,0.489003357132511,0.9600436171087581
+0,Sub-KNN,0.5486771576680185,0.1106676890214043,0.2923954106708388,0.09795379016613953,0.7091250863730146,0.3333741016502158,0.3618366984604361,0.26781526577603015,0.0373773175550165,0.18146269672970933,0.882987455118878,0.42695566931949297,0.06392036742707172,0.6005362353677091,0.2554736353416595,0.6992441030860816,0.301166622796116,0.26921925919300005,0.9526036254099142,0.5974451488038989
+0,Sub-LOF,0.3671251716842331,0.1139147000964346,0.5976904344372471,0.25838692504122934,0.4095296341228547,0.1608581709679401,0.3930451961624531,0.4877960419072089,0.2539555253290684,0.6082596910460166,0.25341982469633156,0.18849084310540398,0.4576314208526387,0.35902954616007454,0.5119443303732117,0.6006064122050944,0.6347484664935239,0.139081949702676,0.5999656309141438,0.2624784786359157
+0,USAD,0.15835735364914574,0.3659224082416971,0.8681137768082372,0.34168347142251027,0.5122662584098864,0.0670897271132299,0.4068306405403881,0.14212516588659288,0.122991565905646,0.08691046183700699,0.053374299505158866,0.3545269189937809,0.5199652665114188,0.4247697791848659,0.26226767611209184,0.33668495538585036,0.005403198063337867,0.6601599356832428,0.9477020890627346,0.864300862495465
diff --git a/src/datensatz/pearson_correlation_coeffizient.ipynb b/src/datensatz/pearson_correlation_coeffizient.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..20e1a012211fc1efbb9d9f8834814d14db583498
--- /dev/null
+++ b/src/datensatz/pearson_correlation_coeffizient.ipynb
@@ -0,0 +1,4719 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 186,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import pandas as pd\n",
+ "import plotly.express as px\n",
+ "import os\n",
+ "import numpy as np\n",
+ "import plotly.graph_objects as go\n",
+ "import plotly.subplots as sp\n",
+ "from scipy.stats import pearsonr"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 187,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#Read all data and create dataframe\n",
+ "#Including\n",
+ "# Model Performanz\n",
+ "# Density of Anomaly per Dataset\n",
+ "# Dataset#\n",
+ "\n",
+ "data = {\n",
+ "\t'dataset': ['TAO','TODS','Stock','UCR','SMD','YAHOO','Exathlon','NAB','OPPORTUNITY','WSD','SVDB','SMAP','IOPS','MGAB',\n",
+ "\t\t\t 'MSL','NEK','LTDB','MITDB','SED','Daphnet','SWaT','Power','CATSv2'],\n",
+ " 'size': [3,15,10,76,38,35,32,28,28,25,20,19,17,9,9,9,9,8,3,1,1,1,1],\n",
+ "\t'anomalies': [0.094,0.088,0.064,0.003, 0.019, 0.009,0.109, 0.102,0.048, 0.005,0.037, 0.029,0.015,0.002,\n",
+ "\t\t\t 0.040,0.080,0.188,0.042,0.040,0.059,0.121,0.086,0.049 ]\n",
+ "}\n",
+ "\n",
+ "df = pd.DataFrame(data)\n",
+ "df.set_index('dataset', inplace=True)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 188,
+ "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>size</th>\n",
+ " <th>anomalies</th>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>dataset</th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>TAO</th>\n",
+ " <td>3</td>\n",
+ " <td>0.094</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>TODS</th>\n",
+ " <td>15</td>\n",
+ " <td>0.088</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>Stock</th>\n",
+ " <td>10</td>\n",
+ " <td>0.064</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>UCR</th>\n",
+ " <td>76</td>\n",
+ " <td>0.003</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>SMD</th>\n",
+ " <td>38</td>\n",
+ " <td>0.019</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " size anomalies\n",
+ "dataset \n",
+ "TAO 3 0.094\n",
+ "TODS 15 0.088\n",
+ "Stock 10 0.064\n",
+ "UCR 76 0.003\n",
+ "SMD 38 0.019"
+ ]
+ },
+ "execution_count": 188,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 189,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#select evaluation metric and if not total dataset choose anomaly type\n",
+ "metric = 'AUC-PR'\n",
+ "anoType = 'seq'"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 190,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Found: CNN.csv\n",
+ "Not correct file type: groupedDataframes\n",
+ "Found: IForest.csv\n",
+ "Found: KMeansAD_U.csv\n",
+ "Found: KShapeAD.csv\n",
+ "Found: LOF.csv\n",
+ "Found: LSTMAD.csv\n",
+ "Found: OCSVM.csv\n",
+ "Found: OmniAnomaly.csv\n",
+ "Found: PCA.csv\n",
+ "Found: POLY.csv\n",
+ "Not correct file type: Ranking der Modelle im Vergleich zu den Autoren.md\n",
+ "Not correct file type: Reproducibility.md\n",
+ "Found: Sub-IForest.csv\n",
+ "Found: Sub-KNN.csv\n",
+ "Found: Sub-LOF.csv\n",
+ "Not correct file type: temp\n",
+ "Found: USAD.csv\n",
+ "Not correct file type: Vergleich der Ergebnisse.md\n"
+ ]
+ }
+ ],
+ "source": [
+ "# Insert Model Performanz for each Dataset\n",
+ "path = '../../docs/evaluation/'\n",
+ "filePath = '../../data/train/'\n",
+ "for file in os.listdir(path):\n",
+ " suffix = file.split('.')\n",
+ " if len(suffix) < 2 or suffix[1] != 'csv':\n",
+ " print('Not correct file type: ', file)\n",
+ " continue\n",
+ " else:\n",
+ " print('Found: ', file)\n",
+ " df_tmp = pd.read_csv(path+file)\n",
+ " #filter dataframe if special anomaly types are selected\n",
+ " if anoType == 'point' or anoType == 'seq':\n",
+ " testPath = os.path.join(filePath, anoType+'/')\n",
+ " df_tmp = df_tmp[df_tmp['file_name'].apply(lambda x: os.path.isfile(os.path.join(testPath,x)))]\n",
+ " df_tmp = df_tmp[['group',metric]]\n",
+ " model = suffix[0]\n",
+ " df[model] = np.nan\n",
+ " #Group Dataframe and get mean for each group\n",
+ " groupedMeans = df_tmp.groupby('group').mean()\n",
+ " #add mean performanz for each dataset for each Model\n",
+ " for key in df.index:\n",
+ " if key in groupedMeans.index:\n",
+ " value = groupedMeans.loc[key, metric]\n",
+ " df.at[key, model] = value \n",
+ "df.dropna(axis=0, inplace=True) "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 191,
+ "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>size</th>\n",
+ " <th>anomalies</th>\n",
+ " <th>CNN</th>\n",
+ " <th>IForest</th>\n",
+ " <th>KMeansAD_U</th>\n",
+ " <th>KShapeAD</th>\n",
+ " <th>LOF</th>\n",
+ " <th>LSTMAD</th>\n",
+ " <th>OCSVM</th>\n",
+ " <th>OmniAnomaly</th>\n",
+ " <th>PCA</th>\n",
+ " <th>POLY</th>\n",
+ " <th>Sub-IForest</th>\n",
+ " <th>Sub-KNN</th>\n",
+ " <th>Sub-LOF</th>\n",
+ " <th>USAD</th>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>dataset</th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></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>TODS</th>\n",
+ " <td>15</td>\n",
+ " <td>0.088</td>\n",
+ " <td>0.206602</td>\n",
+ " <td>0.071679</td>\n",
+ " <td>0.592072</td>\n",
+ " <td>0.627511</td>\n",
+ " <td>0.081599</td>\n",
+ " <td>0.170148</td>\n",
+ " <td>0.557978</td>\n",
+ " <td>0.191109</td>\n",
+ " <td>0.149989</td>\n",
+ " <td>0.281649</td>\n",
+ " <td>0.079671</td>\n",
+ " <td>0.561582</td>\n",
+ " <td>0.240756</td>\n",
+ " <td>0.184682</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>SMD</th>\n",
+ " <td>38</td>\n",
+ " <td>0.019</td>\n",
+ " <td>0.505749</td>\n",
+ " <td>0.336128</td>\n",
+ " <td>0.095816</td>\n",
+ " <td>0.077411</td>\n",
+ " <td>0.163313</td>\n",
+ " <td>0.495482</td>\n",
+ " <td>0.077154</td>\n",
+ " <td>0.460181</td>\n",
+ " <td>0.459753</td>\n",
+ " <td>0.439343</td>\n",
+ " <td>0.347267</td>\n",
+ " <td>0.050575</td>\n",
+ " <td>0.339639</td>\n",
+ " <td>0.561216</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>YAHOO</th>\n",
+ " <td>35</td>\n",
+ " <td>0.009</td>\n",
+ " <td>0.345384</td>\n",
+ " <td>0.981990</td>\n",
+ " <td>0.462352</td>\n",
+ " <td>0.240316</td>\n",
+ " <td>0.316546</td>\n",
+ " <td>0.344485</td>\n",
+ " <td>0.498439</td>\n",
+ " <td>0.349465</td>\n",
+ " <td>0.690088</td>\n",
+ " <td>0.571428</td>\n",
+ " <td>0.988424</td>\n",
+ " <td>0.395078</td>\n",
+ " <td>0.242005</td>\n",
+ " <td>0.349449</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>Exathlon</th>\n",
+ " <td>32</td>\n",
+ " <td>0.109</td>\n",
+ " <td>0.654310</td>\n",
+ " <td>0.962806</td>\n",
+ " <td>0.617690</td>\n",
+ " <td>0.420990</td>\n",
+ " <td>0.245106</td>\n",
+ " <td>0.733875</td>\n",
+ " <td>0.556786</td>\n",
+ " <td>0.874519</td>\n",
+ " <td>0.958102</td>\n",
+ " <td>0.844513</td>\n",
+ " <td>0.959666</td>\n",
+ " <td>0.596532</td>\n",
+ " <td>0.257618</td>\n",
+ " <td>0.862358</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>NAB</th>\n",
+ " <td>28</td>\n",
+ " <td>0.102</td>\n",
+ " <td>0.209869</td>\n",
+ " <td>0.251317</td>\n",
+ " <td>0.230029</td>\n",
+ " <td>0.251877</td>\n",
+ " <td>0.154619</td>\n",
+ " <td>0.162982</td>\n",
+ " <td>0.245686</td>\n",
+ " <td>0.335713</td>\n",
+ " <td>0.439685</td>\n",
+ " <td>0.402974</td>\n",
+ " <td>0.273290</td>\n",
+ " <td>0.213866</td>\n",
+ " <td>0.457316</td>\n",
+ " <td>0.272908</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " size anomalies CNN IForest KMeansAD_U KShapeAD LOF \\\n",
+ "dataset \n",
+ "TODS 15 0.088 0.206602 0.071679 0.592072 0.627511 0.081599 \n",
+ "SMD 38 0.019 0.505749 0.336128 0.095816 0.077411 0.163313 \n",
+ "YAHOO 35 0.009 0.345384 0.981990 0.462352 0.240316 0.316546 \n",
+ "Exathlon 32 0.109 0.654310 0.962806 0.617690 0.420990 0.245106 \n",
+ "NAB 28 0.102 0.209869 0.251317 0.230029 0.251877 0.154619 \n",
+ "\n",
+ " LSTMAD OCSVM OmniAnomaly PCA POLY Sub-IForest \\\n",
+ "dataset \n",
+ "TODS 0.170148 0.557978 0.191109 0.149989 0.281649 0.079671 \n",
+ "SMD 0.495482 0.077154 0.460181 0.459753 0.439343 0.347267 \n",
+ "YAHOO 0.344485 0.498439 0.349465 0.690088 0.571428 0.988424 \n",
+ "Exathlon 0.733875 0.556786 0.874519 0.958102 0.844513 0.959666 \n",
+ "NAB 0.162982 0.245686 0.335713 0.439685 0.402974 0.273290 \n",
+ "\n",
+ " Sub-KNN Sub-LOF USAD \n",
+ "dataset \n",
+ "TODS 0.561582 0.240756 0.184682 \n",
+ "SMD 0.050575 0.339639 0.561216 \n",
+ "YAHOO 0.395078 0.242005 0.349449 \n",
+ "Exathlon 0.596532 0.257618 0.862358 \n",
+ "NAB 0.213866 0.457316 0.272908 "
+ ]
+ },
+ "execution_count": 191,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df.head()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Pearson-Korrelation\n",
+ "$r=\\frac{\\sum(x−xˉ)^2∑(y−yˉ​)^2}{​\\sum(x−xˉ)(y−yˉ​)}​$ mit\n",
+ "x = Anomaliedichte\n",
+ "y = Modellleistung\n",
+ "\n",
+ "**pearson_corr:**\n",
+ "+ Werte nahe 1 $\\rightarrow$ Starker positiver Zusammenhang (mehr Anomalien $\\rightarrow$ bessere Leistung).\n",
+ "+ Werte nahe -1 $\\rightarrow$ Starker negativer Zusammenhang (mehr Anomalien $\\rightarrow$ schlechtere Leistung).\n",
+ "+ Werte nahe 0 $\\rightarrow$ Kein Zusammenhang zwischen Anomaliedichte und Modellleistung.\n",
+ "\n",
+ "**p_value:**\n",
+ "+ p < 0.05 $\\rightarrow$ Der Zusammenhang ist statistisch signifikant.\n",
+ "+ p ≥ 0.05 $\\rightarrow$ Kein signifikanter Zusammenhang (der Effekt könnte zufällig sein)."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 192,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "{'Model': ['CNN', 'IForest', 'KMeansAD_U', 'KShapeAD', 'LOF', 'LSTMAD', 'OCSVM', 'OmniAnomaly', 'PCA', 'POLY', 'Sub-IForest', 'Sub-KNN', 'Sub-LOF', 'USAD'], 'Value': [0.2893924279234257, 0.21087664492090677, 0.24390101674459852, 0.39458773218844717, 0.15919844280822867, 0.27312506558292604, 0.3791185999506049, 0.24664471674994579, 0.19772443705906273, 0.03867569816887934, 0.22141826491204536, 0.18044056829081395, -0.21509439060351984, 0.21995644172523504]}\n"
+ ]
+ }
+ ],
+ "source": [
+ "correlations = {\n",
+ " 'Model':[],\n",
+ " 'Value': []\n",
+ "}\n",
+ "for col in df.columns:\n",
+ " if col != 'anomalies' and col != 'size':\n",
+ " corr, _ = pearsonr(df['anomalies'], df[col])\n",
+ " #model\n",
+ " correlations['Model'].append(col)\n",
+ " #value\n",
+ " correlations['Value'].append(corr)\n",
+ "\n",
+ "print(correlations)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 193,
+ "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>Model</th>\n",
+ " <th>Value</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>CNN</td>\n",
+ " <td>0.289392</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>IForest</td>\n",
+ " <td>0.210877</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2</th>\n",
+ " <td>KMeansAD_U</td>\n",
+ " <td>0.243901</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3</th>\n",
+ " <td>KShapeAD</td>\n",
+ " <td>0.394588</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4</th>\n",
+ " <td>LOF</td>\n",
+ " <td>0.159198</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " Model Value\n",
+ "0 CNN 0.289392\n",
+ "1 IForest 0.210877\n",
+ "2 KMeansAD_U 0.243901\n",
+ "3 KShapeAD 0.394588\n",
+ "4 LOF 0.159198"
+ ]
+ },
+ "execution_count": 193,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_corr = pd.DataFrame(correlations)\n",
+ "df_corr.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 194,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "colors = {\n",
+ " 'CNN': 'steelblue',\n",
+ " 'IForest':'darkmagenta' ,\n",
+ " 'KMeansAD_U': 'darkseagreen' ,\n",
+ " 'LOF':'darkgoldenrod',\n",
+ " 'LSTMAD': 'blueviolet' ,\n",
+ " 'OmniAnomaly': 'slateblue',\n",
+ " 'PCA': 'yellowgreen',\n",
+ " 'POLY': 'lightskyblue',\n",
+ " 'Sub-KNN': 'firebrick',#'gold' ,\n",
+ " 'USAD': 'mediumpurple',\n",
+ " 'Sub-LOF':'dodgerblue' ,\n",
+ " 'KShapeAD': 'darksalmon' ,\n",
+ " 'OCSVM': 'darkorange',\n",
+ " 'Sub-IForest': 'green'\n",
+ "}"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 195,
+ "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": {
+ "config": {
+ "plotlyServerURL": "https://plot.ly"
+ },
+ "data": [
+ {
+ "alignmentgroup": "True",
+ "hovertemplate": "Model=%{x}<br>Value=%{y}<extra></extra>",
+ "legendgroup": "Sub-LOF",
+ "marker": {
+ "color": "dodgerblue",
+ "opacity": 0.8,
+ "pattern": {
+ "shape": ""
+ }
+ },
+ "name": "Sub-LOF",
+ "offsetgroup": "Sub-LOF",
+ "orientation": "v",
+ "showlegend": true,
+ "textposition": "auto",
+ "type": "bar",
+ "x": [
+ "Sub-LOF"
+ ],
+ "xaxis": "x",
+ "y": [
+ -0.21509439060351984
+ ],
+ "yaxis": "y"
+ },
+ {
+ "alignmentgroup": "True",
+ "hovertemplate": "Model=%{x}<br>Value=%{y}<extra></extra>",
+ "legendgroup": "POLY",
+ "marker": {
+ "color": "lightskyblue",
+ "opacity": 0.8,
+ "pattern": {
+ "shape": ""
+ }
+ },
+ "name": "POLY",
+ "offsetgroup": "POLY",
+ "orientation": "v",
+ "showlegend": true,
+ "textposition": "auto",
+ "type": "bar",
+ "x": [
+ "POLY"
+ ],
+ "xaxis": "x",
+ "y": [
+ 0.03867569816887934
+ ],
+ "yaxis": "y"
+ },
+ {
+ "alignmentgroup": "True",
+ "hovertemplate": "Model=%{x}<br>Value=%{y}<extra></extra>",
+ "legendgroup": "LOF",
+ "marker": {
+ "color": "darkgoldenrod",
+ "opacity": 0.8,
+ "pattern": {
+ "shape": ""
+ }
+ },
+ "name": "LOF",
+ "offsetgroup": "LOF",
+ "orientation": "v",
+ "showlegend": true,
+ "textposition": "auto",
+ "type": "bar",
+ "x": [
+ "LOF"
+ ],
+ "xaxis": "x",
+ "y": [
+ 0.15919844280822867
+ ],
+ "yaxis": "y"
+ },
+ {
+ "alignmentgroup": "True",
+ "hovertemplate": "Model=%{x}<br>Value=%{y}<extra></extra>",
+ "legendgroup": "Sub-KNN",
+ "marker": {
+ "color": "firebrick",
+ "opacity": 0.8,
+ "pattern": {
+ "shape": ""
+ }
+ },
+ "name": "Sub-KNN",
+ "offsetgroup": "Sub-KNN",
+ "orientation": "v",
+ "showlegend": true,
+ "textposition": "auto",
+ "type": "bar",
+ "x": [
+ "Sub-KNN"
+ ],
+ "xaxis": "x",
+ "y": [
+ 0.18044056829081395
+ ],
+ "yaxis": "y"
+ },
+ {
+ "alignmentgroup": "True",
+ "hovertemplate": "Model=%{x}<br>Value=%{y}<extra></extra>",
+ "legendgroup": "PCA",
+ "marker": {
+ "color": "yellowgreen",
+ "opacity": 0.8,
+ "pattern": {
+ "shape": ""
+ }
+ },
+ "name": "PCA",
+ "offsetgroup": "PCA",
+ "orientation": "v",
+ "showlegend": true,
+ "textposition": "auto",
+ "type": "bar",
+ "x": [
+ "PCA"
+ ],
+ "xaxis": "x",
+ "y": [
+ 0.19772443705906273
+ ],
+ "yaxis": "y"
+ },
+ {
+ "alignmentgroup": "True",
+ "hovertemplate": "Model=%{x}<br>Value=%{y}<extra></extra>",
+ "legendgroup": "IForest",
+ "marker": {
+ "color": "darkmagenta",
+ "opacity": 0.8,
+ "pattern": {
+ "shape": ""
+ }
+ },
+ "name": "IForest",
+ "offsetgroup": "IForest",
+ "orientation": "v",
+ "showlegend": true,
+ "textposition": "auto",
+ "type": "bar",
+ "x": [
+ "IForest"
+ ],
+ "xaxis": "x",
+ "y": [
+ 0.21087664492090677
+ ],
+ "yaxis": "y"
+ },
+ {
+ "alignmentgroup": "True",
+ "hovertemplate": "Model=%{x}<br>Value=%{y}<extra></extra>",
+ "legendgroup": "USAD",
+ "marker": {
+ "color": "mediumpurple",
+ "opacity": 0.8,
+ "pattern": {
+ "shape": ""
+ }
+ },
+ "name": "USAD",
+ "offsetgroup": "USAD",
+ "orientation": "v",
+ "showlegend": true,
+ "textposition": "auto",
+ "type": "bar",
+ "x": [
+ "USAD"
+ ],
+ "xaxis": "x",
+ "y": [
+ 0.21995644172523504
+ ],
+ "yaxis": "y"
+ },
+ {
+ "alignmentgroup": "True",
+ "hovertemplate": "Model=%{x}<br>Value=%{y}<extra></extra>",
+ "legendgroup": "Sub-IForest",
+ "marker": {
+ "color": "green",
+ "opacity": 0.8,
+ "pattern": {
+ "shape": ""
+ }
+ },
+ "name": "Sub-IForest",
+ "offsetgroup": "Sub-IForest",
+ "orientation": "v",
+ "showlegend": true,
+ "textposition": "auto",
+ "type": "bar",
+ "x": [
+ "Sub-IForest"
+ ],
+ "xaxis": "x",
+ "y": [
+ 0.22141826491204536
+ ],
+ "yaxis": "y"
+ },
+ {
+ "alignmentgroup": "True",
+ "hovertemplate": "Model=%{x}<br>Value=%{y}<extra></extra>",
+ "legendgroup": "KMeansAD_U",
+ "marker": {
+ "color": "darkseagreen",
+ "opacity": 0.8,
+ "pattern": {
+ "shape": ""
+ }
+ },
+ "name": "KMeansAD_U",
+ "offsetgroup": "KMeansAD_U",
+ "orientation": "v",
+ "showlegend": true,
+ "textposition": "auto",
+ "type": "bar",
+ "x": [
+ "KMeansAD_U"
+ ],
+ "xaxis": "x",
+ "y": [
+ 0.24390101674459852
+ ],
+ "yaxis": "y"
+ },
+ {
+ "alignmentgroup": "True",
+ "hovertemplate": "Model=%{x}<br>Value=%{y}<extra></extra>",
+ "legendgroup": "OmniAnomaly",
+ "marker": {
+ "color": "slateblue",
+ "opacity": 0.8,
+ "pattern": {
+ "shape": ""
+ }
+ },
+ "name": "OmniAnomaly",
+ "offsetgroup": "OmniAnomaly",
+ "orientation": "v",
+ "showlegend": true,
+ "textposition": "auto",
+ "type": "bar",
+ "x": [
+ "OmniAnomaly"
+ ],
+ "xaxis": "x",
+ "y": [
+ 0.24664471674994579
+ ],
+ "yaxis": "y"
+ },
+ {
+ "alignmentgroup": "True",
+ "hovertemplate": "Model=%{x}<br>Value=%{y}<extra></extra>",
+ "legendgroup": "LSTMAD",
+ "marker": {
+ "color": "blueviolet",
+ "opacity": 0.8,
+ "pattern": {
+ "shape": ""
+ }
+ },
+ "name": "LSTMAD",
+ "offsetgroup": "LSTMAD",
+ "orientation": "v",
+ "showlegend": true,
+ "textposition": "auto",
+ "type": "bar",
+ "x": [
+ "LSTMAD"
+ ],
+ "xaxis": "x",
+ "y": [
+ 0.27312506558292604
+ ],
+ "yaxis": "y"
+ },
+ {
+ "alignmentgroup": "True",
+ "hovertemplate": "Model=%{x}<br>Value=%{y}<extra></extra>",
+ "legendgroup": "CNN",
+ "marker": {
+ "color": "steelblue",
+ "opacity": 0.8,
+ "pattern": {
+ "shape": ""
+ }
+ },
+ "name": "CNN",
+ "offsetgroup": "CNN",
+ "orientation": "v",
+ "showlegend": true,
+ "textposition": "auto",
+ "type": "bar",
+ "x": [
+ "CNN"
+ ],
+ "xaxis": "x",
+ "y": [
+ 0.2893924279234257
+ ],
+ "yaxis": "y"
+ },
+ {
+ "alignmentgroup": "True",
+ "hovertemplate": "Model=%{x}<br>Value=%{y}<extra></extra>",
+ "legendgroup": "OCSVM",
+ "marker": {
+ "color": "darkorange",
+ "opacity": 0.8,
+ "pattern": {
+ "shape": ""
+ }
+ },
+ "name": "OCSVM",
+ "offsetgroup": "OCSVM",
+ "orientation": "v",
+ "showlegend": true,
+ "textposition": "auto",
+ "type": "bar",
+ "x": [
+ "OCSVM"
+ ],
+ "xaxis": "x",
+ "y": [
+ 0.3791185999506049
+ ],
+ "yaxis": "y"
+ },
+ {
+ "alignmentgroup": "True",
+ "hovertemplate": "Model=%{x}<br>Value=%{y}<extra></extra>",
+ "legendgroup": "KShapeAD",
+ "marker": {
+ "color": "darksalmon",
+ "opacity": 0.8,
+ "pattern": {
+ "shape": ""
+ }
+ },
+ "name": "KShapeAD",
+ "offsetgroup": "KShapeAD",
+ "orientation": "v",
+ "showlegend": true,
+ "textposition": "auto",
+ "type": "bar",
+ "x": [
+ "KShapeAD"
+ ],
+ "xaxis": "x",
+ "y": [
+ 0.39458773218844717
+ ],
+ "yaxis": "y"
+ }
+ ],
+ "layout": {
+ "barmode": "relative",
+ "height": 700,
+ "legend": {
+ "bgcolor": "white",
+ "bordercolor": "lightgrey",
+ "borderwidth": 2,
+ "font": {
+ "color": "black",
+ "family": "Courier",
+ "size": 12
+ },
+ "orientation": "h",
+ "title": {
+ "font": {
+ "family": "Times New Roman"
+ },
+ "text": "Model"
+ },
+ "tracegroupgap": 0,
+ "x": -0.05,
+ "y": -0.15
+ },
+ "margin": {
+ "t": 60
+ },
+ "showlegend": false,
+ "template": {
+ "data": {
+ "bar": [
+ {
+ "error_x": {
+ "color": "rgb(51,51,51)"
+ },
+ "error_y": {
+ "color": "rgb(51,51,51)"
+ },
+ "marker": {
+ "line": {
+ "color": "rgb(237,237,237)",
+ "width": 0.5
+ },
+ "pattern": {
+ "fillmode": "overlay",
+ "size": 10,
+ "solidity": 0.2
+ }
+ },
+ "type": "bar"
+ }
+ ],
+ "barpolar": [
+ {
+ "marker": {
+ "line": {
+ "color": "rgb(237,237,237)",
+ "width": 0.5
+ },
+ "pattern": {
+ "fillmode": "overlay",
+ "size": 10,
+ "solidity": 0.2
+ }
+ },
+ "type": "barpolar"
+ }
+ ],
+ "carpet": [
+ {
+ "aaxis": {
+ "endlinecolor": "rgb(51,51,51)",
+ "gridcolor": "white",
+ "linecolor": "white",
+ "minorgridcolor": "white",
+ "startlinecolor": "rgb(51,51,51)"
+ },
+ "baxis": {
+ "endlinecolor": "rgb(51,51,51)",
+ "gridcolor": "white",
+ "linecolor": "white",
+ "minorgridcolor": "white",
+ "startlinecolor": "rgb(51,51,51)"
+ },
+ "type": "carpet"
+ }
+ ],
+ "choropleth": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(237,237,237)",
+ "ticklen": 6,
+ "ticks": "inside"
+ },
+ "type": "choropleth"
+ }
+ ],
+ "contour": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(237,237,237)",
+ "ticklen": 6,
+ "ticks": "inside"
+ },
+ "colorscale": [
+ [
+ 0,
+ "rgb(20,44,66)"
+ ],
+ [
+ 1,
+ "rgb(90,179,244)"
+ ]
+ ],
+ "type": "contour"
+ }
+ ],
+ "contourcarpet": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(237,237,237)",
+ "ticklen": 6,
+ "ticks": "inside"
+ },
+ "type": "contourcarpet"
+ }
+ ],
+ "heatmap": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(237,237,237)",
+ "ticklen": 6,
+ "ticks": "inside"
+ },
+ "colorscale": [
+ [
+ 0,
+ "rgb(20,44,66)"
+ ],
+ [
+ 1,
+ "rgb(90,179,244)"
+ ]
+ ],
+ "type": "heatmap"
+ }
+ ],
+ "heatmapgl": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(237,237,237)",
+ "ticklen": 6,
+ "ticks": "inside"
+ },
+ "colorscale": [
+ [
+ 0,
+ "rgb(20,44,66)"
+ ],
+ [
+ 1,
+ "rgb(90,179,244)"
+ ]
+ ],
+ "type": "heatmapgl"
+ }
+ ],
+ "histogram": [
+ {
+ "marker": {
+ "pattern": {
+ "fillmode": "overlay",
+ "size": 10,
+ "solidity": 0.2
+ }
+ },
+ "type": "histogram"
+ }
+ ],
+ "histogram2d": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(237,237,237)",
+ "ticklen": 6,
+ "ticks": "inside"
+ },
+ "colorscale": [
+ [
+ 0,
+ "rgb(20,44,66)"
+ ],
+ [
+ 1,
+ "rgb(90,179,244)"
+ ]
+ ],
+ "type": "histogram2d"
+ }
+ ],
+ "histogram2dcontour": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(237,237,237)",
+ "ticklen": 6,
+ "ticks": "inside"
+ },
+ "colorscale": [
+ [
+ 0,
+ "rgb(20,44,66)"
+ ],
+ [
+ 1,
+ "rgb(90,179,244)"
+ ]
+ ],
+ "type": "histogram2dcontour"
+ }
+ ],
+ "mesh3d": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(237,237,237)",
+ "ticklen": 6,
+ "ticks": "inside"
+ },
+ "type": "mesh3d"
+ }
+ ],
+ "parcoords": [
+ {
+ "line": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(237,237,237)",
+ "ticklen": 6,
+ "ticks": "inside"
+ }
+ },
+ "type": "parcoords"
+ }
+ ],
+ "pie": [
+ {
+ "automargin": true,
+ "type": "pie"
+ }
+ ],
+ "scatter": [
+ {
+ "fillpattern": {
+ "fillmode": "overlay",
+ "size": 10,
+ "solidity": 0.2
+ },
+ "type": "scatter"
+ }
+ ],
+ "scatter3d": [
+ {
+ "line": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(237,237,237)",
+ "ticklen": 6,
+ "ticks": "inside"
+ }
+ },
+ "marker": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(237,237,237)",
+ "ticklen": 6,
+ "ticks": "inside"
+ }
+ },
+ "type": "scatter3d"
+ }
+ ],
+ "scattercarpet": [
+ {
+ "marker": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(237,237,237)",
+ "ticklen": 6,
+ "ticks": "inside"
+ }
+ },
+ "type": "scattercarpet"
+ }
+ ],
+ "scattergeo": [
+ {
+ "marker": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(237,237,237)",
+ "ticklen": 6,
+ "ticks": "inside"
+ }
+ },
+ "type": "scattergeo"
+ }
+ ],
+ "scattergl": [
+ {
+ "marker": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(237,237,237)",
+ "ticklen": 6,
+ "ticks": "inside"
+ }
+ },
+ "type": "scattergl"
+ }
+ ],
+ "scattermapbox": [
+ {
+ "marker": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(237,237,237)",
+ "ticklen": 6,
+ "ticks": "inside"
+ }
+ },
+ "type": "scattermapbox"
+ }
+ ],
+ "scatterpolar": [
+ {
+ "marker": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(237,237,237)",
+ "ticklen": 6,
+ "ticks": "inside"
+ }
+ },
+ "type": "scatterpolar"
+ }
+ ],
+ "scatterpolargl": [
+ {
+ "marker": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(237,237,237)",
+ "ticklen": 6,
+ "ticks": "inside"
+ }
+ },
+ "type": "scatterpolargl"
+ }
+ ],
+ "scatterternary": [
+ {
+ "marker": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(237,237,237)",
+ "ticklen": 6,
+ "ticks": "inside"
+ }
+ },
+ "type": "scatterternary"
+ }
+ ],
+ "surface": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(237,237,237)",
+ "ticklen": 6,
+ "ticks": "inside"
+ },
+ "colorscale": [
+ [
+ 0,
+ "rgb(20,44,66)"
+ ],
+ [
+ 1,
+ "rgb(90,179,244)"
+ ]
+ ],
+ "type": "surface"
+ }
+ ],
+ "table": [
+ {
+ "cells": {
+ "fill": {
+ "color": "rgb(237,237,237)"
+ },
+ "line": {
+ "color": "white"
+ }
+ },
+ "header": {
+ "fill": {
+ "color": "rgb(217,217,217)"
+ },
+ "line": {
+ "color": "white"
+ }
+ },
+ "type": "table"
+ }
+ ]
+ },
+ "layout": {
+ "annotationdefaults": {
+ "arrowhead": 0,
+ "arrowwidth": 1
+ },
+ "autotypenumbers": "strict",
+ "coloraxis": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(237,237,237)",
+ "ticklen": 6,
+ "ticks": "inside"
+ }
+ },
+ "colorscale": {
+ "sequential": [
+ [
+ 0,
+ "rgb(20,44,66)"
+ ],
+ [
+ 1,
+ "rgb(90,179,244)"
+ ]
+ ],
+ "sequentialminus": [
+ [
+ 0,
+ "rgb(20,44,66)"
+ ],
+ [
+ 1,
+ "rgb(90,179,244)"
+ ]
+ ]
+ },
+ "colorway": [
+ "#F8766D",
+ "#A3A500",
+ "#00BF7D",
+ "#00B0F6",
+ "#E76BF3"
+ ],
+ "font": {
+ "color": "rgb(51,51,51)"
+ },
+ "geo": {
+ "bgcolor": "white",
+ "lakecolor": "white",
+ "landcolor": "rgb(237,237,237)",
+ "showlakes": true,
+ "showland": true,
+ "subunitcolor": "white"
+ },
+ "hoverlabel": {
+ "align": "left"
+ },
+ "hovermode": "closest",
+ "paper_bgcolor": "white",
+ "plot_bgcolor": "rgb(237,237,237)",
+ "polar": {
+ "angularaxis": {
+ "gridcolor": "white",
+ "linecolor": "white",
+ "showgrid": true,
+ "tickcolor": "rgb(51,51,51)",
+ "ticks": "outside"
+ },
+ "bgcolor": "rgb(237,237,237)",
+ "radialaxis": {
+ "gridcolor": "white",
+ "linecolor": "white",
+ "showgrid": true,
+ "tickcolor": "rgb(51,51,51)",
+ "ticks": "outside"
+ }
+ },
+ "scene": {
+ "xaxis": {
+ "backgroundcolor": "rgb(237,237,237)",
+ "gridcolor": "white",
+ "gridwidth": 2,
+ "linecolor": "white",
+ "showbackground": true,
+ "showgrid": true,
+ "tickcolor": "rgb(51,51,51)",
+ "ticks": "outside",
+ "zerolinecolor": "white"
+ },
+ "yaxis": {
+ "backgroundcolor": "rgb(237,237,237)",
+ "gridcolor": "white",
+ "gridwidth": 2,
+ "linecolor": "white",
+ "showbackground": true,
+ "showgrid": true,
+ "tickcolor": "rgb(51,51,51)",
+ "ticks": "outside",
+ "zerolinecolor": "white"
+ },
+ "zaxis": {
+ "backgroundcolor": "rgb(237,237,237)",
+ "gridcolor": "white",
+ "gridwidth": 2,
+ "linecolor": "white",
+ "showbackground": true,
+ "showgrid": true,
+ "tickcolor": "rgb(51,51,51)",
+ "ticks": "outside",
+ "zerolinecolor": "white"
+ }
+ },
+ "shapedefaults": {
+ "fillcolor": "black",
+ "line": {
+ "width": 0
+ },
+ "opacity": 0.3
+ },
+ "ternary": {
+ "aaxis": {
+ "gridcolor": "white",
+ "linecolor": "white",
+ "showgrid": true,
+ "tickcolor": "rgb(51,51,51)",
+ "ticks": "outside"
+ },
+ "baxis": {
+ "gridcolor": "white",
+ "linecolor": "white",
+ "showgrid": true,
+ "tickcolor": "rgb(51,51,51)",
+ "ticks": "outside"
+ },
+ "bgcolor": "rgb(237,237,237)",
+ "caxis": {
+ "gridcolor": "white",
+ "linecolor": "white",
+ "showgrid": true,
+ "tickcolor": "rgb(51,51,51)",
+ "ticks": "outside"
+ }
+ },
+ "xaxis": {
+ "automargin": true,
+ "gridcolor": "white",
+ "linecolor": "white",
+ "showgrid": true,
+ "tickcolor": "rgb(51,51,51)",
+ "ticks": "outside",
+ "title": {
+ "standoff": 15
+ },
+ "zerolinecolor": "white"
+ },
+ "yaxis": {
+ "automargin": true,
+ "gridcolor": "white",
+ "linecolor": "white",
+ "showgrid": true,
+ "tickcolor": "rgb(51,51,51)",
+ "ticks": "outside",
+ "title": {
+ "standoff": 15
+ },
+ "zerolinecolor": "white"
+ }
+ }
+ },
+ "title": {
+ "text": "<b> Abhängigkeit der Modelleistung von der Anomaliedichte anhand des Pearson Korrelations Koeffizieten </b>",
+ "x": 0.5,
+ "xanchor": "center",
+ "y": 0.94,
+ "yanchor": "top"
+ },
+ "width": 1000,
+ "xaxis": {
+ "anchor": "y",
+ "categoryarray": [
+ "Sub-LOF",
+ "POLY",
+ "LOF",
+ "Sub-KNN",
+ "PCA",
+ "IForest",
+ "USAD",
+ "Sub-IForest",
+ "KMeansAD_U",
+ "OmniAnomaly",
+ "LSTMAD",
+ "CNN",
+ "OCSVM",
+ "KShapeAD"
+ ],
+ "categoryorder": "array",
+ "domain": [
+ 0,
+ 1
+ ],
+ "dtick": 1,
+ "tickangle": -20,
+ "title": {
+ "text": "Model"
+ }
+ },
+ "yaxis": {
+ "anchor": "x",
+ "domain": [
+ 0,
+ 1
+ ],
+ "title": {
+ "text": "Pearson Korrelations Koeffiziet"
+ }
+ }
+ }
+ }
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig = px.bar(df_corr.sort_values(by='Value',ascending=True), x='Model', y='Value', color='Model', color_discrete_map=colors,opacity=0.8)\n",
+ "fig.update_layout( legend=dict(\n",
+ " x=-0.05,\n",
+ " y=-0.15,\n",
+ " orientation=\"h\",\n",
+ " title_font_family=\"Times New Roman\",\n",
+ " font=dict(\n",
+ " family=\"Courier\",\n",
+ " size=12,\n",
+ " color=\"black\"\n",
+ " ),\n",
+ " title_text='Model',\n",
+ " bgcolor=\"white\",\n",
+ " bordercolor=\"lightgrey\",\n",
+ " borderwidth=2,\n",
+ " ),\n",
+ " showlegend=False,\n",
+ " template = 'ggplot2',\n",
+ " title={\n",
+ " 'text': '<b> Abhängigkeit der Modelleistung von der Anomaliedichte anhand des Pearson Korrelations Koeffizieten </b>',\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 = 340)\n",
+ "fig.update_yaxes( title='Pearson Korrelations Koeffiziet')\n",
+ "fig.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Comparing performance with anomaly ration for each model"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 197,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "application/vnd.plotly.v1+json": {
+ "config": {
+ "plotlyServerURL": "https://plot.ly"
+ },
+ "data": [
+ {
+ "marker": {
+ "color": "steelblue",
+ "line": {
+ "color": "DarkSlateGrey",
+ "width": 2
+ },
+ "opacity": 0.8,
+ "size": 12
+ },
+ "mode": "markers",
+ "name": "CNN",
+ "type": "scatter",
+ "x": [
+ 0.088,
+ 0.019,
+ 0.009,
+ 0.109,
+ 0.102,
+ 0.048,
+ 0.005,
+ 0.037,
+ 0.029,
+ 0.015,
+ 0.002,
+ 0.04,
+ 0.08,
+ 0.188,
+ 0.042,
+ 0.04,
+ 0.059,
+ 0.121,
+ 0.086,
+ 0.049
+ ],
+ "xaxis": "x",
+ "y": [
+ 0.2066021371597466,
+ 0.5057489364426891,
+ 0.3453843392944647,
+ 0.6543096941901486,
+ 0.20986939872479607,
+ 0.7279560308365037,
+ 0.24231358963975128,
+ 0.19871988527540255,
+ 0.24160932378612948,
+ 0.4299093535398832,
+ 0.003854961812131611,
+ 0.2641995910095633,
+ 0.7159018583267137,
+ 0.3544623948216704,
+ 0.1601528087440646,
+ 0.029325049402745367,
+ 0.3814990500329981,
+ 0.7387181088941073,
+ 0.0723996101568745,
+ 0.4118939698305733
+ ],
+ "yaxis": "y"
+ },
+ {
+ "line": {
+ "color": "black"
+ },
+ "mode": "lines",
+ "name": "Regression CNN",
+ "type": "scatter",
+ "x": [
+ 0.088,
+ 0.019,
+ 0.009,
+ 0.109,
+ 0.102,
+ 0.048,
+ 0.005,
+ 0.037,
+ 0.029,
+ 0.015,
+ 0.002,
+ 0.04,
+ 0.08,
+ 0.188,
+ 0.042,
+ 0.04,
+ 0.059,
+ 0.121,
+ 0.086,
+ 0.049
+ ],
+ "xaxis": "x",
+ "y": [
+ 0.3863949818331523,
+ 0.2892973490844968,
+ 0.2752252283962858,
+ 0.41594643527839525,
+ 0.4060959507966476,
+ 0.33010649908030854,
+ 0.26959638012100146,
+ 0.3146271663232765,
+ 0.30336946977270773,
+ 0.2836685008092124,
+ 0.2653747439145382,
+ 0.31884880252973974,
+ 0.37513728528258355,
+ 0.5271161887152618,
+ 0.32166322666738195,
+ 0.31884880252973974,
+ 0.34558583183734054,
+ 0.4328329801042484,
+ 0.3835805576955101,
+ 0.33151371114912964
+ ],
+ "yaxis": "y"
+ },
+ {
+ "marker": {
+ "color": "darkmagenta",
+ "line": {
+ "color": "DarkSlateGrey",
+ "width": 2
+ },
+ "opacity": 0.8,
+ "size": 12
+ },
+ "mode": "markers",
+ "name": "IForest",
+ "type": "scatter",
+ "x": [
+ 0.088,
+ 0.019,
+ 0.009,
+ 0.109,
+ 0.102,
+ 0.048,
+ 0.005,
+ 0.037,
+ 0.029,
+ 0.015,
+ 0.002,
+ 0.04,
+ 0.08,
+ 0.188,
+ 0.042,
+ 0.04,
+ 0.059,
+ 0.121,
+ 0.086,
+ 0.049
+ ],
+ "xaxis": "x2",
+ "y": [
+ 0.07167927197280576,
+ 0.3361279782994529,
+ 0.981989586793626,
+ 0.9628064611603744,
+ 0.25131671575229625,
+ 0.8701591431079674,
+ 0.06769544141578647,
+ 0.3139334398086481,
+ 0.4818107221855951,
+ 0.2766868171185441,
+ 0.004336120023749678,
+ 0.4536143230767033,
+ 0.6881675030253604,
+ 0.5213405915521423,
+ 0.16955657029296148,
+ 0.691483898843896,
+ 0.4965785621747466,
+ 0.7024320276028485,
+ 0.0739812238848341,
+ 0.1394155160045949
+ ],
+ "yaxis": "y2"
+ },
+ {
+ "line": {
+ "color": "black"
+ },
+ "mode": "lines",
+ "name": "Regression IForest",
+ "type": "scatter",
+ "x": [
+ 0.088,
+ 0.019,
+ 0.009,
+ 0.109,
+ 0.102,
+ 0.048,
+ 0.005,
+ 0.037,
+ 0.029,
+ 0.015,
+ 0.002,
+ 0.04,
+ 0.08,
+ 0.188,
+ 0.042,
+ 0.04,
+ 0.059,
+ 0.121,
+ 0.086,
+ 0.049
+ ],
+ "xaxis": "x2",
+ "y": [
+ 0.46884533866304157,
+ 0.373061816226709,
+ 0.3591801463083999,
+ 0.49799684549149065,
+ 0.48827967654867427,
+ 0.4133186589898053,
+ 0.3536274783410763,
+ 0.3980488220796653,
+ 0.38694348614501806,
+ 0.36750914825938535,
+ 0.34946297736558357,
+ 0.402213323055158,
+ 0.4577400027283943,
+ 0.6076620378461324,
+ 0.40498965703881984,
+ 0.402213323055158,
+ 0.4285884958999453,
+ 0.5146548493934615,
+ 0.46606900467937973,
+ 0.4147068259816362
+ ],
+ "yaxis": "y2"
+ },
+ {
+ "marker": {
+ "color": "darkseagreen",
+ "line": {
+ "color": "DarkSlateGrey",
+ "width": 2
+ },
+ "opacity": 0.8,
+ "size": 12
+ },
+ "mode": "markers",
+ "name": "KMeansAD_U",
+ "type": "scatter",
+ "x": [
+ 0.088,
+ 0.019,
+ 0.009,
+ 0.109,
+ 0.102,
+ 0.048,
+ 0.005,
+ 0.037,
+ 0.029,
+ 0.015,
+ 0.002,
+ 0.04,
+ 0.08,
+ 0.188,
+ 0.042,
+ 0.04,
+ 0.059,
+ 0.121,
+ 0.086,
+ 0.049
+ ],
+ "xaxis": "x3",
+ "y": [
+ 0.5920724086848048,
+ 0.0958159083013593,
+ 0.46235190626725586,
+ 0.617689617530909,
+ 0.23002877618413756,
+ 0.27612539215146714,
+ 0.2538311126425933,
+ 0.7990985157566584,
+ 0.9282995175353348,
+ 0.06143061817777629,
+ 0.08529855686124818,
+ 0.2887432118443677,
+ 0.33191061885039475,
+ 0.7658193255633926,
+ 0.5838081485697818,
+ 0.7105752596393731,
+ 0.0364448974253113,
+ 0.1111516911833987,
+ 0.507629476682699,
+ 0.4556114877404176
+ ],
+ "yaxis": "y3"
+ },
+ {
+ "line": {
+ "color": "black"
+ },
+ "mode": "lines",
+ "name": "Regression KMeansAD_U",
+ "type": "scatter",
+ "x": [
+ 0.088,
+ 0.019,
+ 0.009,
+ 0.109,
+ 0.102,
+ 0.048,
+ 0.005,
+ 0.037,
+ 0.029,
+ 0.015,
+ 0.002,
+ 0.04,
+ 0.08,
+ 0.188,
+ 0.042,
+ 0.04,
+ 0.059,
+ 0.121,
+ 0.086,
+ 0.049
+ ],
+ "xaxis": "x3",
+ "y": [
+ 0.45165767324955974,
+ 0.35382021682980047,
+ 0.3396408753196904,
+ 0.4814342904207909,
+ 0.47150875136371384,
+ 0.3949403072091196,
+ 0.3339691387156464,
+ 0.37934303154799853,
+ 0.3679995583399105,
+ 0.34814848022575645,
+ 0.32971533626261335,
+ 0.38359683400103156,
+ 0.4403142000414717,
+ 0.5934510883506603,
+ 0.38643270230305354,
+ 0.38359683400103156,
+ 0.4105375828702406,
+ 0.4984495002329229,
+ 0.44882180494753776,
+ 0.3963582413601306
+ ],
+ "yaxis": "y3"
+ },
+ {
+ "marker": {
+ "color": "darksalmon",
+ "line": {
+ "color": "DarkSlateGrey",
+ "width": 2
+ },
+ "opacity": 0.8,
+ "size": 12
+ },
+ "mode": "markers",
+ "name": "KShapeAD",
+ "type": "scatter",
+ "x": [
+ 0.088,
+ 0.019,
+ 0.009,
+ 0.109,
+ 0.102,
+ 0.048,
+ 0.005,
+ 0.037,
+ 0.029,
+ 0.015,
+ 0.002,
+ 0.04,
+ 0.08,
+ 0.188,
+ 0.042,
+ 0.04,
+ 0.059,
+ 0.121,
+ 0.086,
+ 0.049
+ ],
+ "xaxis": "x4",
+ "y": [
+ 0.627510732220589,
+ 0.0774113382265532,
+ 0.24031576976402078,
+ 0.4209898037288545,
+ 0.25187677199505015,
+ 0.2834605901869442,
+ 0.14377573671541893,
+ 0.7883941031070661,
+ 0.8501916829063438,
+ 0.06943445437821327,
+ 0.08441091283436257,
+ 0.19498483233069708,
+ 0.3750658331340292,
+ 0.743642233080316,
+ 0.5944243321733781,
+ 0.7220200940353262,
+ 0.0334203029926677,
+ 0.4588962370959195,
+ 0.4962499459971852,
+ 0.4523772176145589
+ ],
+ "yaxis": "y4"
+ },
+ {
+ "line": {
+ "color": "black"
+ },
+ "mode": "lines",
+ "name": "Regression KShapeAD",
+ "type": "scatter",
+ "x": [
+ 0.088,
+ 0.019,
+ 0.009,
+ 0.109,
+ 0.102,
+ 0.048,
+ 0.005,
+ 0.037,
+ 0.029,
+ 0.015,
+ 0.002,
+ 0.04,
+ 0.08,
+ 0.188,
+ 0.042,
+ 0.04,
+ 0.059,
+ 0.121,
+ 0.086,
+ 0.049
+ ],
+ "xaxis": "x4",
+ "y": [
+ 0.46061669725833426,
+ 0.3086906999191549,
+ 0.28667243943521586,
+ 0.5068550442746063,
+ 0.49144226193584895,
+ 0.3725436553225781,
+ 0.27786513524164025,
+ 0.3483235687902452,
+ 0.33070896040309394,
+ 0.29988339572557926,
+ 0.2712596570964585,
+ 0.3549290469354269,
+ 0.44300208887118303,
+ 0.6807993020977247,
+ 0.3593326990322147,
+ 0.3549290469354269,
+ 0.39676374185491103,
+ 0.533276956855333,
+ 0.4562130451615465,
+ 0.374745481370972
+ ],
+ "yaxis": "y4"
+ },
+ {
+ "marker": {
+ "color": "darkgoldenrod",
+ "line": {
+ "color": "DarkSlateGrey",
+ "width": 2
+ },
+ "opacity": 0.8,
+ "size": 12
+ },
+ "mode": "markers",
+ "name": "LOF",
+ "type": "scatter",
+ "x": [
+ 0.088,
+ 0.019,
+ 0.009,
+ 0.109,
+ 0.102,
+ 0.048,
+ 0.005,
+ 0.037,
+ 0.029,
+ 0.015,
+ 0.002,
+ 0.04,
+ 0.08,
+ 0.188,
+ 0.042,
+ 0.04,
+ 0.059,
+ 0.121,
+ 0.086,
+ 0.049
+ ],
+ "xaxis": "x5",
+ "y": [
+ 0.08159854320456722,
+ 0.16331308400268732,
+ 0.3165455593426756,
+ 0.2451059410575724,
+ 0.15461906866567937,
+ 0.1449523625312737,
+ 0.09489819868187307,
+ 0.04672888883891309,
+ 0.06042448230341985,
+ 0.27267022294479826,
+ 0.002208833983716011,
+ 0.2779788554360056,
+ 0.35630050463643,
+ 0.20324070530989097,
+ 0.05162771249827228,
+ 0.08219767855332698,
+ 0.129509098249193,
+ 0.1206834698967151,
+ 0.0862447643103002,
+ 0.0715421233322276
+ ],
+ "yaxis": "y5"
+ },
+ {
+ "line": {
+ "color": "black"
+ },
+ "mode": "lines",
+ "name": "Regression LOF",
+ "type": "scatter",
+ "x": [
+ 0.088,
+ 0.019,
+ 0.009,
+ 0.109,
+ 0.102,
+ 0.048,
+ 0.005,
+ 0.037,
+ 0.029,
+ 0.015,
+ 0.002,
+ 0.04,
+ 0.08,
+ 0.188,
+ 0.042,
+ 0.04,
+ 0.059,
+ 0.121,
+ 0.086,
+ 0.049
+ ],
+ "xaxis": "x5",
+ "y": [
+ 0.15812454781814997,
+ 0.13480198153055062,
+ 0.13142189945988406,
+ 0.16522272016654976,
+ 0.16285666271708316,
+ 0.1446042195354837,
+ 0.13006986663161743,
+ 0.14088612925775046,
+ 0.1381820636012172,
+ 0.133449948702284,
+ 0.12905584201041745,
+ 0.1419001538789504,
+ 0.15542048216161672,
+ 0.1919253685248157,
+ 0.14257617029308375,
+ 0.1419001538789504,
+ 0.14832230981321692,
+ 0.16927881865134967,
+ 0.15744853140401666,
+ 0.14494222774255033
+ ],
+ "yaxis": "y5"
+ },
+ {
+ "marker": {
+ "color": "blueviolet",
+ "line": {
+ "color": "DarkSlateGrey",
+ "width": 2
+ },
+ "opacity": 0.8,
+ "size": 12
+ },
+ "mode": "markers",
+ "name": "LSTMAD",
+ "type": "scatter",
+ "x": [
+ 0.088,
+ 0.019,
+ 0.009,
+ 0.109,
+ 0.102,
+ 0.048,
+ 0.005,
+ 0.037,
+ 0.029,
+ 0.015,
+ 0.002,
+ 0.04,
+ 0.08,
+ 0.188,
+ 0.042,
+ 0.04,
+ 0.059,
+ 0.121,
+ 0.086,
+ 0.049
+ ],
+ "xaxis": "x6",
+ "y": [
+ 0.17014849123558592,
+ 0.4954815011013592,
+ 0.3444854319775861,
+ 0.733874544363356,
+ 0.1629815521785942,
+ 0.5474646677290759,
+ 0.1279076724303484,
+ 0.13029136390404558,
+ 0.2333983557897139,
+ 0.4610677963044294,
+ 0.04585981775047413,
+ 0.25757138658562084,
+ 0.6811029355029242,
+ 0.27673530608030433,
+ 0.11306591669413261,
+ 0.030497343412870064,
+ 0.1322337577607795,
+ 0.7376946947277406,
+ 0.0647879297198734,
+ 0.3580709697520762
+ ],
+ "yaxis": "y6"
+ },
+ {
+ "line": {
+ "color": "black"
+ },
+ "mode": "lines",
+ "name": "Regression LSTMAD",
+ "type": "scatter",
+ "x": [
+ 0.088,
+ 0.019,
+ 0.009,
+ 0.109,
+ 0.102,
+ 0.048,
+ 0.005,
+ 0.037,
+ 0.029,
+ 0.015,
+ 0.002,
+ 0.04,
+ 0.08,
+ 0.188,
+ 0.042,
+ 0.04,
+ 0.059,
+ 0.121,
+ 0.086,
+ 0.049
+ ],
+ "xaxis": "x6",
+ "y": [
+ 0.34507904093509956,
+ 0.25220184925372113,
+ 0.23874138669120248,
+ 0.3733460123163887,
+ 0.3639236885226257,
+ 0.2912371906850251,
+ 0.23335720166619506,
+ 0.27643068186625464,
+ 0.2656623118162397,
+ 0.24681766422871365,
+ 0.22931906289743945,
+ 0.2804688206350102,
+ 0.3343106708850847,
+ 0.47968366656028577,
+ 0.28316091314751396,
+ 0.2804688206350102,
+ 0.3060436995037956,
+ 0.38949856739141103,
+ 0.34238694842259587,
+ 0.29258323694127697
+ ],
+ "yaxis": "y6"
+ },
+ {
+ "marker": {
+ "color": "darkorange",
+ "line": {
+ "color": "DarkSlateGrey",
+ "width": 2
+ },
+ "opacity": 0.8,
+ "size": 12
+ },
+ "mode": "markers",
+ "name": "OCSVM",
+ "type": "scatter",
+ "x": [
+ 0.088,
+ 0.019,
+ 0.009,
+ 0.109,
+ 0.102,
+ 0.048,
+ 0.005,
+ 0.037,
+ 0.029,
+ 0.015,
+ 0.002,
+ 0.04,
+ 0.08,
+ 0.188,
+ 0.042,
+ 0.04,
+ 0.059,
+ 0.121,
+ 0.086,
+ 0.049
+ ],
+ "xaxis": "x7",
+ "y": [
+ 0.5579782800066727,
+ 0.07715395648459879,
+ 0.49843872529955324,
+ 0.556785954052248,
+ 0.2456864669386912,
+ 0.09013177763268684,
+ 0.038635257769998654,
+ 0.544487578718084,
+ 0.7608571253833185,
+ 0.10187219310485796,
+ 0.032882956192712046,
+ 0.1535457904536649,
+ 0.4203229904152469,
+ 0.6346588524029689,
+ 0.3558257944021178,
+ 0.18785019182598386,
+ 0.0665123825532765,
+ 0.1595147595176652,
+ 0.2159361837395415,
+ 0.3690800520887407
+ ],
+ "yaxis": "y7"
+ },
+ {
+ "line": {
+ "color": "black"
+ },
+ "mode": "lines",
+ "name": "Regression OCSVM",
+ "type": "scatter",
+ "x": [
+ 0.088,
+ 0.019,
+ 0.009,
+ 0.109,
+ 0.102,
+ 0.048,
+ 0.005,
+ 0.037,
+ 0.029,
+ 0.015,
+ 0.002,
+ 0.04,
+ 0.08,
+ 0.188,
+ 0.042,
+ 0.04,
+ 0.059,
+ 0.121,
+ 0.086,
+ 0.049
+ ],
+ "xaxis": "x7",
+ "y": [
+ 0.35753493764989,
+ 0.23136033900622996,
+ 0.21307416528975748,
+ 0.3959359024544821,
+ 0.3831355808529514,
+ 0.2843902427840001,
+ 0.2057596958031685,
+ 0.2642754516958804,
+ 0.2496465127227024,
+ 0.22404586951964098,
+ 0.20027384368822676,
+ 0.26976130381082214,
+ 0.342905998676712,
+ 0.5403966748146146,
+ 0.27341853855411663,
+ 0.26976130381082214,
+ 0.3045050338721198,
+ 0.4178793109142491,
+ 0.3538777029065955,
+ 0.28621886015564735
+ ],
+ "yaxis": "y7"
+ },
+ {
+ "marker": {
+ "color": "slateblue",
+ "line": {
+ "color": "DarkSlateGrey",
+ "width": 2
+ },
+ "opacity": 0.8,
+ "size": 12
+ },
+ "mode": "markers",
+ "name": "OmniAnomaly",
+ "type": "scatter",
+ "x": [
+ 0.088,
+ 0.019,
+ 0.009,
+ 0.109,
+ 0.102,
+ 0.048,
+ 0.005,
+ 0.037,
+ 0.029,
+ 0.015,
+ 0.002,
+ 0.04,
+ 0.08,
+ 0.188,
+ 0.042,
+ 0.04,
+ 0.059,
+ 0.121,
+ 0.086,
+ 0.049
+ ],
+ "xaxis": "x8",
+ "y": [
+ 0.19110931939484518,
+ 0.46018104724425635,
+ 0.34946499921467744,
+ 0.8745189065767695,
+ 0.33571250200169783,
+ 0.661818278423153,
+ 0.12348117242877575,
+ 0.46501965309634374,
+ 0.8763522558444423,
+ 0.7212613438703687,
+ 0.015268247817355054,
+ 0.3649412452343479,
+ 0.8770243101459516,
+ 0.4797110125580823,
+ 0.20699912890412075,
+ 0.031663480582993765,
+ 0.1920691814960085,
+ 0.7576872065528726,
+ 0.0646648482156372,
+ 0.4378677976960084
+ ],
+ "yaxis": "y8"
+ },
+ {
+ "line": {
+ "color": "black"
+ },
+ "mode": "lines",
+ "name": "Regression OmniAnomaly",
+ "type": "scatter",
+ "x": [
+ 0.088,
+ 0.019,
+ 0.009,
+ 0.109,
+ 0.102,
+ 0.048,
+ 0.005,
+ 0.037,
+ 0.029,
+ 0.015,
+ 0.002,
+ 0.04,
+ 0.08,
+ 0.188,
+ 0.042,
+ 0.04,
+ 0.059,
+ 0.121,
+ 0.086,
+ 0.049
+ ],
+ "xaxis": "x8",
+ "y": [
+ 0.46941445722850234,
+ 0.36434410029991754,
+ 0.3491165123392531,
+ 0.5013923919458977,
+ 0.49073308037343255,
+ 0.4085041053858445,
+ 0.3430254771549873,
+ 0.3917537586291136,
+ 0.379571688260582,
+ 0.3582530651156518,
+ 0.338457200766788,
+ 0.39632203501731295,
+ 0.4572323868599708,
+ 0.621690336835147,
+ 0.39936755260944584,
+ 0.39632203501731295,
+ 0.4252544521425754,
+ 0.5196654974986951,
+ 0.46636893963636944,
+ 0.4100268641819109
+ ],
+ "yaxis": "y8"
+ },
+ {
+ "marker": {
+ "color": "yellowgreen",
+ "line": {
+ "color": "DarkSlateGrey",
+ "width": 2
+ },
+ "opacity": 0.8,
+ "size": 12
+ },
+ "mode": "markers",
+ "name": "PCA",
+ "type": "scatter",
+ "x": [
+ 0.088,
+ 0.019,
+ 0.009,
+ 0.109,
+ 0.102,
+ 0.048,
+ 0.005,
+ 0.037,
+ 0.029,
+ 0.015,
+ 0.002,
+ 0.04,
+ 0.08,
+ 0.188,
+ 0.042,
+ 0.04,
+ 0.059,
+ 0.121,
+ 0.086,
+ 0.049
+ ],
+ "xaxis": "x9",
+ "y": [
+ 0.14998912787452837,
+ 0.45975280266753604,
+ 0.6900881004853741,
+ 0.9581020113822701,
+ 0.4396850558769254,
+ 0.9689638111283592,
+ 0.0997170368726497,
+ 0.5414505810552948,
+ 0.8875174908348034,
+ 0.5492163937161477,
+ 0.027122742026965137,
+ 0.475464143308866,
+ 0.8496003861257493,
+ 0.4894113142147856,
+ 0.3778533754675271,
+ 0.0209941892398622,
+ 0.468647067072471,
+ 0.7567001273773122,
+ 0.0788664308035282,
+ 0.4747050350102691
+ ],
+ "yaxis": "y9"
+ },
+ {
+ "line": {
+ "color": "black"
+ },
+ "mode": "lines",
+ "name": "Regression PCA",
+ "type": "scatter",
+ "x": [
+ 0.088,
+ 0.019,
+ 0.009,
+ 0.109,
+ 0.102,
+ 0.048,
+ 0.005,
+ 0.037,
+ 0.029,
+ 0.015,
+ 0.002,
+ 0.04,
+ 0.08,
+ 0.188,
+ 0.042,
+ 0.04,
+ 0.059,
+ 0.121,
+ 0.086,
+ 0.049
+ ],
+ "xaxis": "x9",
+ "y": [
+ 0.526031909387307,
+ 0.4378248543211935,
+ 0.42504122315219156,
+ 0.5528775348422111,
+ 0.5439289930239097,
+ 0.47489738471129916,
+ 0.41992777068459075,
+ 0.460835390425397,
+ 0.45060848549019544,
+ 0.4327114018535927,
+ 0.41609268133389016,
+ 0.4646704797760976,
+ 0.5158050044521054,
+ 0.6538682210773266,
+ 0.46722720600989803,
+ 0.4646704797760976,
+ 0.4889593789972013,
+ 0.5682178922450135,
+ 0.5234751831535066,
+ 0.4761757478281994
+ ],
+ "yaxis": "y9"
+ },
+ {
+ "marker": {
+ "color": "lightskyblue",
+ "line": {
+ "color": "DarkSlateGrey",
+ "width": 2
+ },
+ "opacity": 0.8,
+ "size": 12
+ },
+ "mode": "markers",
+ "name": "POLY",
+ "type": "scatter",
+ "x": [
+ 0.088,
+ 0.019,
+ 0.009,
+ 0.109,
+ 0.102,
+ 0.048,
+ 0.005,
+ 0.037,
+ 0.029,
+ 0.015,
+ 0.002,
+ 0.04,
+ 0.08,
+ 0.188,
+ 0.042,
+ 0.04,
+ 0.059,
+ 0.121,
+ 0.086,
+ 0.049
+ ],
+ "xaxis": "x10",
+ "y": [
+ 0.28164889216184213,
+ 0.4393431669709806,
+ 0.5714284518212307,
+ 0.844512912662751,
+ 0.40297397609120833,
+ 0.6244959106593562,
+ 0.3242353332440711,
+ 0.48393361027837306,
+ 0.7981889083122783,
+ 0.4822944382839303,
+ 0.008995606099947298,
+ 0.5571125898643525,
+ 0.5687312064825982,
+ 0.4553236691053208,
+ 0.3669341487796059,
+ 0.03142142379603057,
+ 0.5368267899294596,
+ 0.1231331999424481,
+ 0.2037595305274893,
+ 0.4764337820823609
+ ],
+ "yaxis": "y10"
+ },
+ {
+ "line": {
+ "color": "black"
+ },
+ "mode": "lines",
+ "name": "Regression POLY",
+ "type": "scatter",
+ "x": [
+ 0.088,
+ 0.019,
+ 0.009,
+ 0.109,
+ 0.102,
+ 0.048,
+ 0.005,
+ 0.037,
+ 0.029,
+ 0.015,
+ 0.002,
+ 0.04,
+ 0.08,
+ 0.188,
+ 0.042,
+ 0.04,
+ 0.059,
+ 0.121,
+ 0.086,
+ 0.049
+ ],
+ "xaxis": "x10",
+ "y": [
+ 0.43452438071914434,
+ 0.42184795395762364,
+ 0.42001079065885255,
+ 0.43838242364656366,
+ 0.4370964093374239,
+ 0.42717572752405986,
+ 0.4192759253393441,
+ 0.42515484789541164,
+ 0.42368511725639474,
+ 0.4211130886381152,
+ 0.4187247763497127,
+ 0.425705996885043,
+ 0.43305465008012745,
+ 0.4528960137068555,
+ 0.4260734295447972,
+ 0.425705996885043,
+ 0.42919660715270813,
+ 0.440587019605089,
+ 0.4341569480593901,
+ 0.427359443853937
+ ],
+ "yaxis": "y10"
+ },
+ {
+ "marker": {
+ "color": "green",
+ "line": {
+ "color": "DarkSlateGrey",
+ "width": 2
+ },
+ "opacity": 0.8,
+ "size": 12
+ },
+ "mode": "markers",
+ "name": "Sub-IForest",
+ "type": "scatter",
+ "x": [
+ 0.088,
+ 0.019,
+ 0.009,
+ 0.109,
+ 0.102,
+ 0.048,
+ 0.005,
+ 0.037,
+ 0.029,
+ 0.015,
+ 0.002,
+ 0.04,
+ 0.08,
+ 0.188,
+ 0.042,
+ 0.04,
+ 0.059,
+ 0.121,
+ 0.086,
+ 0.049
+ ],
+ "xaxis": "x11",
+ "y": [
+ 0.07967123342988214,
+ 0.34726668629967794,
+ 0.988424451500241,
+ 0.9596661499144986,
+ 0.2732902042054103,
+ 0.9041216889029252,
+ 0.07335524070315955,
+ 0.34944214455878075,
+ 0.47920371796062183,
+ 0.3361380397980273,
+ 0.004793159873508477,
+ 0.482414674619237,
+ 0.7755158689249108,
+ 0.5327416284283404,
+ 0.20320871188324538,
+ 0.4682220187429209,
+ 0.4981124210088739,
+ 0.6887311854514893,
+ 0.0827033130582197,
+ 0.1745928331627037
+ ],
+ "yaxis": "y11"
+ },
+ {
+ "line": {
+ "color": "black"
+ },
+ "mode": "lines",
+ "name": "Regression Sub-IForest",
+ "type": "scatter",
+ "x": [
+ 0.088,
+ 0.019,
+ 0.009,
+ 0.109,
+ 0.102,
+ 0.048,
+ 0.005,
+ 0.037,
+ 0.029,
+ 0.015,
+ 0.002,
+ 0.04,
+ 0.08,
+ 0.188,
+ 0.042,
+ 0.04,
+ 0.059,
+ 0.121,
+ 0.086,
+ 0.049
+ ],
+ "xaxis": "x11",
+ "y": [
+ 0.47743404882774426,
+ 0.37870511861685496,
+ 0.36439657800658115,
+ 0.5074819841093192,
+ 0.4974660056821276,
+ 0.420199886386649,
+ 0.35867316176247166,
+ 0.4044604917153478,
+ 0.3930136592271288,
+ 0.3729817023727454,
+ 0.3543805995793895,
+ 0.40875305389843,
+ 0.4659872163395252,
+ 0.6205194549304824,
+ 0.41161476202048475,
+ 0.40875305389843,
+ 0.4359392810579502,
+ 0.5246522328416479,
+ 0.4745723407056895,
+ 0.4216307404476764
+ ],
+ "yaxis": "y11"
+ },
+ {
+ "marker": {
+ "color": "firebrick",
+ "line": {
+ "color": "DarkSlateGrey",
+ "width": 2
+ },
+ "opacity": 0.8,
+ "size": 12
+ },
+ "mode": "markers",
+ "name": "Sub-KNN",
+ "type": "scatter",
+ "x": [
+ 0.088,
+ 0.019,
+ 0.009,
+ 0.109,
+ 0.102,
+ 0.048,
+ 0.005,
+ 0.037,
+ 0.029,
+ 0.015,
+ 0.002,
+ 0.04,
+ 0.08,
+ 0.188,
+ 0.042,
+ 0.04,
+ 0.059,
+ 0.121,
+ 0.086,
+ 0.049
+ ],
+ "xaxis": "x12",
+ "y": [
+ 0.561582328397641,
+ 0.050574903461018735,
+ 0.3950781614023482,
+ 0.5965316130232039,
+ 0.21386600809336362,
+ 0.2799899645789179,
+ 0.10858358363582546,
+ 0.5358203930237118,
+ 0.9105968484310378,
+ 0.0416384877795079,
+ 0.3186849347431766,
+ 0.20887357671029527,
+ 0.3233727255663506,
+ 0.6021179124268098,
+ 0.5007930252272798,
+ 0.7074528685504887,
+ 0.0356270541251155,
+ 0.1101385374707895,
+ 0.3223414866231004,
+ 0.4820751277662811
+ ],
+ "yaxis": "y12"
+ },
+ {
+ "line": {
+ "color": "black"
+ },
+ "mode": "lines",
+ "name": "Regression Sub-KNN",
+ "type": "scatter",
+ "x": [
+ 0.088,
+ 0.019,
+ 0.009,
+ 0.109,
+ 0.102,
+ 0.048,
+ 0.005,
+ 0.037,
+ 0.029,
+ 0.015,
+ 0.002,
+ 0.04,
+ 0.08,
+ 0.188,
+ 0.042,
+ 0.04,
+ 0.059,
+ 0.121,
+ 0.086,
+ 0.049
+ ],
+ "xaxis": "x12",
+ "y": [
+ 0.3930858603171504,
+ 0.3282844094621412,
+ 0.3188928948454732,
+ 0.4128080410121533,
+ 0.40623398078048567,
+ 0.35551980185047843,
+ 0.31513628899880597,
+ 0.3451891357721436,
+ 0.3376759240788092,
+ 0.324527803615474,
+ 0.31231883461380555,
+ 0.348006590157144,
+ 0.38557264862381607,
+ 0.4870010064838306,
+ 0.3498848930804776,
+ 0.348006590157144,
+ 0.36585046792881326,
+ 0.4240778585521549,
+ 0.39120755739381685,
+ 0.3564589533121452
+ ],
+ "yaxis": "y12"
+ },
+ {
+ "marker": {
+ "color": "dodgerblue",
+ "line": {
+ "color": "DarkSlateGrey",
+ "width": 2
+ },
+ "opacity": 0.8,
+ "size": 12
+ },
+ "mode": "markers",
+ "name": "Sub-LOF",
+ "type": "scatter",
+ "x": [
+ 0.088,
+ 0.019,
+ 0.009,
+ 0.109,
+ 0.102,
+ 0.048,
+ 0.005,
+ 0.037,
+ 0.029,
+ 0.015,
+ 0.002,
+ 0.04,
+ 0.08,
+ 0.188,
+ 0.042,
+ 0.04,
+ 0.059,
+ 0.121,
+ 0.086,
+ 0.049
+ ],
+ "xaxis": "x13",
+ "y": [
+ 0.24075579404915115,
+ 0.3396391449359323,
+ 0.24200492349433209,
+ 0.2576177402577311,
+ 0.45731618414724856,
+ 0.15455516928406032,
+ 0.452830435180487,
+ 0.32939543500204566,
+ 0.4882773755526925,
+ 0.15712443887097877,
+ 0.5673347974410752,
+ 0.36852744392779163,
+ 0.4334874040708573,
+ 0.33316020067643426,
+ 0.38519489390955175,
+ 0.10965998852146776,
+ 0.2522823807762812,
+ 0.1135633808365225,
+ 0.1750346138359664,
+ 0.5119762791999092
+ ],
+ "yaxis": "y13"
+ },
+ {
+ "line": {
+ "color": "black"
+ },
+ "mode": "lines",
+ "name": "Regression Sub-LOF",
+ "type": "scatter",
+ "x": [
+ 0.088,
+ 0.019,
+ 0.009,
+ 0.109,
+ 0.102,
+ 0.048,
+ 0.005,
+ 0.037,
+ 0.029,
+ 0.015,
+ 0.002,
+ 0.04,
+ 0.08,
+ 0.188,
+ 0.042,
+ 0.04,
+ 0.059,
+ 0.121,
+ 0.086,
+ 0.049
+ ],
+ "xaxis": "x13",
+ "y": [
+ 0.2996261142941709,
+ 0.3435921378212145,
+ 0.34996402528890197,
+ 0.28624515061202715,
+ 0.2907054718394084,
+ 0.3251136641649208,
+ 0.352512780275977,
+ 0.33212274037937706,
+ 0.33722025035352704,
+ 0.3461408928082895,
+ 0.35442434651628324,
+ 0.3302111741390708,
+ 0.3047236242683209,
+ 0.23590723961729607,
+ 0.3289367966455333,
+ 0.3302111741390708,
+ 0.3181045879504646,
+ 0.2785988856508022,
+ 0.3009004917877084,
+ 0.32447647541815205
+ ],
+ "yaxis": "y13"
+ },
+ {
+ "marker": {
+ "color": "mediumpurple",
+ "line": {
+ "color": "DarkSlateGrey",
+ "width": 2
+ },
+ "opacity": 0.8,
+ "size": 12
+ },
+ "mode": "markers",
+ "name": "USAD",
+ "type": "scatter",
+ "x": [
+ 0.088,
+ 0.019,
+ 0.009,
+ 0.109,
+ 0.102,
+ 0.048,
+ 0.005,
+ 0.037,
+ 0.029,
+ 0.015,
+ 0.002,
+ 0.04,
+ 0.08,
+ 0.188,
+ 0.042,
+ 0.04,
+ 0.059,
+ 0.121,
+ 0.086,
+ 0.049
+ ],
+ "xaxis": "x14",
+ "y": [
+ 0.18468160904828415,
+ 0.5612161224267997,
+ 0.3494491029592021,
+ 0.8623584859187469,
+ 0.2729083623087852,
+ 0.6618204583996443,
+ 0.12288678032083278,
+ 0.4457647149809321,
+ 0.8656628482254731,
+ 0.7102299889217235,
+ 0.032096908715701186,
+ 0.10460601562683773,
+ 0.8630956704461799,
+ 0.4613347441601701,
+ 0.20180998220768165,
+ 0.026230704465697034,
+ 0.1920565328650643,
+ 0.7574841555865873,
+ 0.0646645958264565,
+ 0.4816245755217306
+ ],
+ "yaxis": "y14"
+ },
+ {
+ "line": {
+ "color": "black"
+ },
+ "mode": "lines",
+ "name": "Regression USAD",
+ "type": "scatter",
+ "x": [
+ 0.088,
+ 0.019,
+ 0.009,
+ 0.109,
+ 0.102,
+ 0.048,
+ 0.005,
+ 0.037,
+ 0.029,
+ 0.015,
+ 0.002,
+ 0.04,
+ 0.08,
+ 0.188,
+ 0.042,
+ 0.04,
+ 0.059,
+ 0.121,
+ 0.086,
+ 0.049
+ ],
+ "xaxis": "x14",
+ "y": [
+ 0.4523586931015893,
+ 0.35617927804441235,
+ 0.34224023238395196,
+ 0.4816306889885562,
+ 0.4718733570262339,
+ 0.3966025104597476,
+ 0.3366646141197678,
+ 0.38126956023324116,
+ 0.3701183237048728,
+ 0.35060365978022817,
+ 0.33248290042162965,
+ 0.3854512739313793,
+ 0.44120745657322097,
+ 0.5917491497061935,
+ 0.3882390830634713,
+ 0.3854512739313793,
+ 0.4119354606862541,
+ 0.49835754378110875,
+ 0.44957088396949724,
+ 0.39799641502579364
+ ],
+ "yaxis": "y14"
+ }
+ ],
+ "layout": {
+ "annotations": [
+ {
+ "font": {
+ "size": 12
+ },
+ "showarrow": false,
+ "text": "CNN",
+ "x": 0.16333333333333333,
+ "xanchor": "center",
+ "xref": "paper",
+ "y": 1,
+ "yanchor": "bottom",
+ "yref": "paper"
+ },
+ {
+ "font": {
+ "size": 12
+ },
+ "showarrow": false,
+ "text": "IForest",
+ "x": 0.5,
+ "xanchor": "center",
+ "xref": "paper",
+ "y": 1,
+ "yanchor": "bottom",
+ "yref": "paper"
+ },
+ {
+ "font": {
+ "size": 12
+ },
+ "showarrow": false,
+ "text": "KMeansAD_U",
+ "x": 0.8366666666666667,
+ "xanchor": "center",
+ "xref": "paper",
+ "y": 1,
+ "yanchor": "bottom",
+ "yref": "paper"
+ },
+ {
+ "font": {
+ "size": 12
+ },
+ "showarrow": false,
+ "text": "KShapeAD",
+ "x": 0.16333333333333333,
+ "xanchor": "center",
+ "xref": "paper",
+ "y": 0.7949999999999999,
+ "yanchor": "bottom",
+ "yref": "paper"
+ },
+ {
+ "font": {
+ "size": 12
+ },
+ "showarrow": false,
+ "text": "LOF",
+ "x": 0.5,
+ "xanchor": "center",
+ "xref": "paper",
+ "y": 0.7949999999999999,
+ "yanchor": "bottom",
+ "yref": "paper"
+ },
+ {
+ "font": {
+ "size": 12
+ },
+ "showarrow": false,
+ "text": "LSTMAD",
+ "x": 0.8366666666666667,
+ "xanchor": "center",
+ "xref": "paper",
+ "y": 0.7949999999999999,
+ "yanchor": "bottom",
+ "yref": "paper"
+ },
+ {
+ "font": {
+ "size": 12
+ },
+ "showarrow": false,
+ "text": "OCSVM",
+ "x": 0.16333333333333333,
+ "xanchor": "center",
+ "xref": "paper",
+ "y": 0.59,
+ "yanchor": "bottom",
+ "yref": "paper"
+ },
+ {
+ "font": {
+ "size": 12
+ },
+ "showarrow": false,
+ "text": "OmniAnomaly",
+ "x": 0.5,
+ "xanchor": "center",
+ "xref": "paper",
+ "y": 0.59,
+ "yanchor": "bottom",
+ "yref": "paper"
+ },
+ {
+ "font": {
+ "size": 12
+ },
+ "showarrow": false,
+ "text": "PCA",
+ "x": 0.8366666666666667,
+ "xanchor": "center",
+ "xref": "paper",
+ "y": 0.59,
+ "yanchor": "bottom",
+ "yref": "paper"
+ },
+ {
+ "font": {
+ "size": 12
+ },
+ "showarrow": false,
+ "text": "POLY",
+ "x": 0.16333333333333333,
+ "xanchor": "center",
+ "xref": "paper",
+ "y": 0.385,
+ "yanchor": "bottom",
+ "yref": "paper"
+ },
+ {
+ "font": {
+ "size": 12
+ },
+ "showarrow": false,
+ "text": "Sub-IForest",
+ "x": 0.5,
+ "xanchor": "center",
+ "xref": "paper",
+ "y": 0.385,
+ "yanchor": "bottom",
+ "yref": "paper"
+ },
+ {
+ "font": {
+ "size": 12
+ },
+ "showarrow": false,
+ "text": "Sub-KNN",
+ "x": 0.8366666666666667,
+ "xanchor": "center",
+ "xref": "paper",
+ "y": 0.385,
+ "yanchor": "bottom",
+ "yref": "paper"
+ },
+ {
+ "font": {
+ "size": 12
+ },
+ "showarrow": false,
+ "text": "Sub-LOF",
+ "x": 0.16333333333333333,
+ "xanchor": "center",
+ "xref": "paper",
+ "y": 0.18,
+ "yanchor": "bottom",
+ "yref": "paper"
+ },
+ {
+ "font": {
+ "size": 12
+ },
+ "showarrow": false,
+ "text": "USAD",
+ "x": 0.5,
+ "xanchor": "center",
+ "xref": "paper",
+ "y": 0.18,
+ "yanchor": "bottom",
+ "yref": "paper"
+ },
+ {
+ "font": {
+ "color": "black",
+ "size": 12
+ },
+ "showarrow": false,
+ "text": "PCC = 0.29",
+ "x": 0,
+ "xref": "x",
+ "y": 1,
+ "yref": "y"
+ },
+ {
+ "font": {
+ "color": "black",
+ "size": 12
+ },
+ "showarrow": false,
+ "text": "p-Wert = 0.22",
+ "x": 0,
+ "xref": "x",
+ "y": 0.9,
+ "yref": "y"
+ },
+ {
+ "font": {
+ "color": "black",
+ "size": 12
+ },
+ "showarrow": false,
+ "text": "PCC = 0.21",
+ "x": 0,
+ "xref": "x2",
+ "y": 1,
+ "yref": "y2"
+ },
+ {
+ "font": {
+ "color": "black",
+ "size": 12
+ },
+ "showarrow": false,
+ "text": "p-Wert = 0.37",
+ "x": 0,
+ "xref": "x2",
+ "y": 0.9,
+ "yref": "y2"
+ },
+ {
+ "font": {
+ "color": "black",
+ "size": 12
+ },
+ "showarrow": false,
+ "text": "PCC = 0.24",
+ "x": 0,
+ "xref": "x3",
+ "y": 1,
+ "yref": "y3"
+ },
+ {
+ "font": {
+ "color": "black",
+ "size": 12
+ },
+ "showarrow": false,
+ "text": "p-Wert = 0.30",
+ "x": 0,
+ "xref": "x3",
+ "y": 0.9,
+ "yref": "y3"
+ },
+ {
+ "font": {
+ "color": "black",
+ "size": 12
+ },
+ "showarrow": false,
+ "text": "PCC = 0.39",
+ "x": 0,
+ "xref": "x4",
+ "y": 1,
+ "yref": "y4"
+ },
+ {
+ "font": {
+ "color": "black",
+ "size": 12
+ },
+ "showarrow": false,
+ "text": "p-Wert = 0.09",
+ "x": 0,
+ "xref": "x4",
+ "y": 0.9,
+ "yref": "y4"
+ },
+ {
+ "font": {
+ "color": "black",
+ "size": 12
+ },
+ "showarrow": false,
+ "text": "PCC = 0.16",
+ "x": 0,
+ "xref": "x5",
+ "y": 1,
+ "yref": "y5"
+ },
+ {
+ "font": {
+ "color": "black",
+ "size": 12
+ },
+ "showarrow": false,
+ "text": "p-Wert = 0.50",
+ "x": 0,
+ "xref": "x5",
+ "y": 0.9,
+ "yref": "y5"
+ },
+ {
+ "font": {
+ "color": "black",
+ "size": 12
+ },
+ "showarrow": false,
+ "text": "PCC = 0.27",
+ "x": 0,
+ "xref": "x6",
+ "y": 1,
+ "yref": "y6"
+ },
+ {
+ "font": {
+ "color": "black",
+ "size": 12
+ },
+ "showarrow": false,
+ "text": "p-Wert = 0.24",
+ "x": 0,
+ "xref": "x6",
+ "y": 0.9,
+ "yref": "y6"
+ },
+ {
+ "font": {
+ "color": "black",
+ "size": 12
+ },
+ "showarrow": false,
+ "text": "PCC = 0.38",
+ "x": 0,
+ "xref": "x7",
+ "y": 1,
+ "yref": "y7"
+ },
+ {
+ "font": {
+ "color": "black",
+ "size": 12
+ },
+ "showarrow": false,
+ "text": "p-Wert = 0.10",
+ "x": 0,
+ "xref": "x7",
+ "y": 0.9,
+ "yref": "y7"
+ },
+ {
+ "font": {
+ "color": "black",
+ "size": 12
+ },
+ "showarrow": false,
+ "text": "PCC = 0.25",
+ "x": 0,
+ "xref": "x8",
+ "y": 1,
+ "yref": "y8"
+ },
+ {
+ "font": {
+ "color": "black",
+ "size": 12
+ },
+ "showarrow": false,
+ "text": "p-Wert = 0.29",
+ "x": 0,
+ "xref": "x8",
+ "y": 0.9,
+ "yref": "y8"
+ },
+ {
+ "font": {
+ "color": "black",
+ "size": 12
+ },
+ "showarrow": false,
+ "text": "PCC = 0.20",
+ "x": 0,
+ "xref": "x9",
+ "y": 1,
+ "yref": "y9"
+ },
+ {
+ "font": {
+ "color": "black",
+ "size": 12
+ },
+ "showarrow": false,
+ "text": "p-Wert = 0.40",
+ "x": 0,
+ "xref": "x9",
+ "y": 0.9,
+ "yref": "y9"
+ },
+ {
+ "font": {
+ "color": "black",
+ "size": 12
+ },
+ "showarrow": false,
+ "text": "PCC = 0.04",
+ "x": 0,
+ "xref": "x10",
+ "y": 1,
+ "yref": "y10"
+ },
+ {
+ "font": {
+ "color": "black",
+ "size": 12
+ },
+ "showarrow": false,
+ "text": "p-Wert = 0.87",
+ "x": 0,
+ "xref": "x10",
+ "y": 0.9,
+ "yref": "y10"
+ },
+ {
+ "font": {
+ "color": "black",
+ "size": 12
+ },
+ "showarrow": false,
+ "text": "PCC = 0.22",
+ "x": 0,
+ "xref": "x11",
+ "y": 1,
+ "yref": "y11"
+ },
+ {
+ "font": {
+ "color": "black",
+ "size": 12
+ },
+ "showarrow": false,
+ "text": "p-Wert = 0.35",
+ "x": 0,
+ "xref": "x11",
+ "y": 0.9,
+ "yref": "y11"
+ },
+ {
+ "font": {
+ "color": "black",
+ "size": 12
+ },
+ "showarrow": false,
+ "text": "PCC = 0.18",
+ "x": 0,
+ "xref": "x12",
+ "y": 1,
+ "yref": "y12"
+ },
+ {
+ "font": {
+ "color": "black",
+ "size": 12
+ },
+ "showarrow": false,
+ "text": "p-Wert = 0.45",
+ "x": 0,
+ "xref": "x12",
+ "y": 0.9,
+ "yref": "y12"
+ },
+ {
+ "font": {
+ "color": "black",
+ "size": 12
+ },
+ "showarrow": false,
+ "text": "PCC = -0.22",
+ "x": 0,
+ "xref": "x13",
+ "y": 1,
+ "yref": "y13"
+ },
+ {
+ "font": {
+ "color": "black",
+ "size": 12
+ },
+ "showarrow": false,
+ "text": "p-Wert = 0.36",
+ "x": 0,
+ "xref": "x13",
+ "y": 0.9,
+ "yref": "y13"
+ },
+ {
+ "font": {
+ "color": "black",
+ "size": 12
+ },
+ "showarrow": false,
+ "text": "PCC = 0.22",
+ "x": 0,
+ "xref": "x14",
+ "y": 1,
+ "yref": "y14"
+ },
+ {
+ "font": {
+ "color": "black",
+ "size": 12
+ },
+ "showarrow": false,
+ "text": "p-Wert = 0.35",
+ "x": 0,
+ "xref": "x14",
+ "y": 0.9,
+ "yref": "y14"
+ }
+ ],
+ "font": {
+ "size": 12
+ },
+ "height": 1200,
+ "margin": {
+ "b": 30,
+ "l": 30,
+ "r": 30,
+ "t": 100
+ },
+ "showlegend": false,
+ "template": {
+ "data": {
+ "bar": [
+ {
+ "error_x": {
+ "color": "rgb(51,51,51)"
+ },
+ "error_y": {
+ "color": "rgb(51,51,51)"
+ },
+ "marker": {
+ "line": {
+ "color": "rgb(237,237,237)",
+ "width": 0.5
+ },
+ "pattern": {
+ "fillmode": "overlay",
+ "size": 10,
+ "solidity": 0.2
+ }
+ },
+ "type": "bar"
+ }
+ ],
+ "barpolar": [
+ {
+ "marker": {
+ "line": {
+ "color": "rgb(237,237,237)",
+ "width": 0.5
+ },
+ "pattern": {
+ "fillmode": "overlay",
+ "size": 10,
+ "solidity": 0.2
+ }
+ },
+ "type": "barpolar"
+ }
+ ],
+ "carpet": [
+ {
+ "aaxis": {
+ "endlinecolor": "rgb(51,51,51)",
+ "gridcolor": "white",
+ "linecolor": "white",
+ "minorgridcolor": "white",
+ "startlinecolor": "rgb(51,51,51)"
+ },
+ "baxis": {
+ "endlinecolor": "rgb(51,51,51)",
+ "gridcolor": "white",
+ "linecolor": "white",
+ "minorgridcolor": "white",
+ "startlinecolor": "rgb(51,51,51)"
+ },
+ "type": "carpet"
+ }
+ ],
+ "choropleth": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(237,237,237)",
+ "ticklen": 6,
+ "ticks": "inside"
+ },
+ "type": "choropleth"
+ }
+ ],
+ "contour": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(237,237,237)",
+ "ticklen": 6,
+ "ticks": "inside"
+ },
+ "colorscale": [
+ [
+ 0,
+ "rgb(20,44,66)"
+ ],
+ [
+ 1,
+ "rgb(90,179,244)"
+ ]
+ ],
+ "type": "contour"
+ }
+ ],
+ "contourcarpet": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(237,237,237)",
+ "ticklen": 6,
+ "ticks": "inside"
+ },
+ "type": "contourcarpet"
+ }
+ ],
+ "heatmap": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(237,237,237)",
+ "ticklen": 6,
+ "ticks": "inside"
+ },
+ "colorscale": [
+ [
+ 0,
+ "rgb(20,44,66)"
+ ],
+ [
+ 1,
+ "rgb(90,179,244)"
+ ]
+ ],
+ "type": "heatmap"
+ }
+ ],
+ "heatmapgl": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(237,237,237)",
+ "ticklen": 6,
+ "ticks": "inside"
+ },
+ "colorscale": [
+ [
+ 0,
+ "rgb(20,44,66)"
+ ],
+ [
+ 1,
+ "rgb(90,179,244)"
+ ]
+ ],
+ "type": "heatmapgl"
+ }
+ ],
+ "histogram": [
+ {
+ "marker": {
+ "pattern": {
+ "fillmode": "overlay",
+ "size": 10,
+ "solidity": 0.2
+ }
+ },
+ "type": "histogram"
+ }
+ ],
+ "histogram2d": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(237,237,237)",
+ "ticklen": 6,
+ "ticks": "inside"
+ },
+ "colorscale": [
+ [
+ 0,
+ "rgb(20,44,66)"
+ ],
+ [
+ 1,
+ "rgb(90,179,244)"
+ ]
+ ],
+ "type": "histogram2d"
+ }
+ ],
+ "histogram2dcontour": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(237,237,237)",
+ "ticklen": 6,
+ "ticks": "inside"
+ },
+ "colorscale": [
+ [
+ 0,
+ "rgb(20,44,66)"
+ ],
+ [
+ 1,
+ "rgb(90,179,244)"
+ ]
+ ],
+ "type": "histogram2dcontour"
+ }
+ ],
+ "mesh3d": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(237,237,237)",
+ "ticklen": 6,
+ "ticks": "inside"
+ },
+ "type": "mesh3d"
+ }
+ ],
+ "parcoords": [
+ {
+ "line": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(237,237,237)",
+ "ticklen": 6,
+ "ticks": "inside"
+ }
+ },
+ "type": "parcoords"
+ }
+ ],
+ "pie": [
+ {
+ "automargin": true,
+ "type": "pie"
+ }
+ ],
+ "scatter": [
+ {
+ "fillpattern": {
+ "fillmode": "overlay",
+ "size": 10,
+ "solidity": 0.2
+ },
+ "type": "scatter"
+ }
+ ],
+ "scatter3d": [
+ {
+ "line": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(237,237,237)",
+ "ticklen": 6,
+ "ticks": "inside"
+ }
+ },
+ "marker": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(237,237,237)",
+ "ticklen": 6,
+ "ticks": "inside"
+ }
+ },
+ "type": "scatter3d"
+ }
+ ],
+ "scattercarpet": [
+ {
+ "marker": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(237,237,237)",
+ "ticklen": 6,
+ "ticks": "inside"
+ }
+ },
+ "type": "scattercarpet"
+ }
+ ],
+ "scattergeo": [
+ {
+ "marker": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(237,237,237)",
+ "ticklen": 6,
+ "ticks": "inside"
+ }
+ },
+ "type": "scattergeo"
+ }
+ ],
+ "scattergl": [
+ {
+ "marker": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(237,237,237)",
+ "ticklen": 6,
+ "ticks": "inside"
+ }
+ },
+ "type": "scattergl"
+ }
+ ],
+ "scattermapbox": [
+ {
+ "marker": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(237,237,237)",
+ "ticklen": 6,
+ "ticks": "inside"
+ }
+ },
+ "type": "scattermapbox"
+ }
+ ],
+ "scatterpolar": [
+ {
+ "marker": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(237,237,237)",
+ "ticklen": 6,
+ "ticks": "inside"
+ }
+ },
+ "type": "scatterpolar"
+ }
+ ],
+ "scatterpolargl": [
+ {
+ "marker": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(237,237,237)",
+ "ticklen": 6,
+ "ticks": "inside"
+ }
+ },
+ "type": "scatterpolargl"
+ }
+ ],
+ "scatterternary": [
+ {
+ "marker": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(237,237,237)",
+ "ticklen": 6,
+ "ticks": "inside"
+ }
+ },
+ "type": "scatterternary"
+ }
+ ],
+ "surface": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(237,237,237)",
+ "ticklen": 6,
+ "ticks": "inside"
+ },
+ "colorscale": [
+ [
+ 0,
+ "rgb(20,44,66)"
+ ],
+ [
+ 1,
+ "rgb(90,179,244)"
+ ]
+ ],
+ "type": "surface"
+ }
+ ],
+ "table": [
+ {
+ "cells": {
+ "fill": {
+ "color": "rgb(237,237,237)"
+ },
+ "line": {
+ "color": "white"
+ }
+ },
+ "header": {
+ "fill": {
+ "color": "rgb(217,217,217)"
+ },
+ "line": {
+ "color": "white"
+ }
+ },
+ "type": "table"
+ }
+ ]
+ },
+ "layout": {
+ "annotationdefaults": {
+ "arrowhead": 0,
+ "arrowwidth": 1
+ },
+ "autotypenumbers": "strict",
+ "coloraxis": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(237,237,237)",
+ "ticklen": 6,
+ "ticks": "inside"
+ }
+ },
+ "colorscale": {
+ "sequential": [
+ [
+ 0,
+ "rgb(20,44,66)"
+ ],
+ [
+ 1,
+ "rgb(90,179,244)"
+ ]
+ ],
+ "sequentialminus": [
+ [
+ 0,
+ "rgb(20,44,66)"
+ ],
+ [
+ 1,
+ "rgb(90,179,244)"
+ ]
+ ]
+ },
+ "colorway": [
+ "#F8766D",
+ "#A3A500",
+ "#00BF7D",
+ "#00B0F6",
+ "#E76BF3"
+ ],
+ "font": {
+ "color": "rgb(51,51,51)"
+ },
+ "geo": {
+ "bgcolor": "white",
+ "lakecolor": "white",
+ "landcolor": "rgb(237,237,237)",
+ "showlakes": true,
+ "showland": true,
+ "subunitcolor": "white"
+ },
+ "hoverlabel": {
+ "align": "left"
+ },
+ "hovermode": "closest",
+ "paper_bgcolor": "white",
+ "plot_bgcolor": "rgb(237,237,237)",
+ "polar": {
+ "angularaxis": {
+ "gridcolor": "white",
+ "linecolor": "white",
+ "showgrid": true,
+ "tickcolor": "rgb(51,51,51)",
+ "ticks": "outside"
+ },
+ "bgcolor": "rgb(237,237,237)",
+ "radialaxis": {
+ "gridcolor": "white",
+ "linecolor": "white",
+ "showgrid": true,
+ "tickcolor": "rgb(51,51,51)",
+ "ticks": "outside"
+ }
+ },
+ "scene": {
+ "xaxis": {
+ "backgroundcolor": "rgb(237,237,237)",
+ "gridcolor": "white",
+ "gridwidth": 2,
+ "linecolor": "white",
+ "showbackground": true,
+ "showgrid": true,
+ "tickcolor": "rgb(51,51,51)",
+ "ticks": "outside",
+ "zerolinecolor": "white"
+ },
+ "yaxis": {
+ "backgroundcolor": "rgb(237,237,237)",
+ "gridcolor": "white",
+ "gridwidth": 2,
+ "linecolor": "white",
+ "showbackground": true,
+ "showgrid": true,
+ "tickcolor": "rgb(51,51,51)",
+ "ticks": "outside",
+ "zerolinecolor": "white"
+ },
+ "zaxis": {
+ "backgroundcolor": "rgb(237,237,237)",
+ "gridcolor": "white",
+ "gridwidth": 2,
+ "linecolor": "white",
+ "showbackground": true,
+ "showgrid": true,
+ "tickcolor": "rgb(51,51,51)",
+ "ticks": "outside",
+ "zerolinecolor": "white"
+ }
+ },
+ "shapedefaults": {
+ "fillcolor": "black",
+ "line": {
+ "width": 0
+ },
+ "opacity": 0.3
+ },
+ "ternary": {
+ "aaxis": {
+ "gridcolor": "white",
+ "linecolor": "white",
+ "showgrid": true,
+ "tickcolor": "rgb(51,51,51)",
+ "ticks": "outside"
+ },
+ "baxis": {
+ "gridcolor": "white",
+ "linecolor": "white",
+ "showgrid": true,
+ "tickcolor": "rgb(51,51,51)",
+ "ticks": "outside"
+ },
+ "bgcolor": "rgb(237,237,237)",
+ "caxis": {
+ "gridcolor": "white",
+ "linecolor": "white",
+ "showgrid": true,
+ "tickcolor": "rgb(51,51,51)",
+ "ticks": "outside"
+ }
+ },
+ "xaxis": {
+ "automargin": true,
+ "gridcolor": "white",
+ "linecolor": "white",
+ "showgrid": true,
+ "tickcolor": "rgb(51,51,51)",
+ "ticks": "outside",
+ "title": {
+ "standoff": 15
+ },
+ "zerolinecolor": "white"
+ },
+ "yaxis": {
+ "automargin": true,
+ "gridcolor": "white",
+ "linecolor": "white",
+ "showgrid": true,
+ "tickcolor": "rgb(51,51,51)",
+ "ticks": "outside",
+ "title": {
+ "standoff": 15
+ },
+ "zerolinecolor": "white"
+ }
+ }
+ },
+ "title": {
+ "text": "<b> Abhängigkeit der Modelleistung von der Anomaliedichte </b>",
+ "x": 0.5,
+ "xanchor": "center",
+ "y": 0.94,
+ "yanchor": "top"
+ },
+ "width": 1000,
+ "xaxis": {
+ "anchor": "y",
+ "domain": [
+ 0,
+ 0.32666666666666666
+ ],
+ "matches": "x13",
+ "showticklabels": false,
+ "tickfont": {
+ "family": "Arial",
+ "size": 12
+ },
+ "title": {
+ "font": {
+ "family": "Arial",
+ "size": 14
+ }
+ }
+ },
+ "xaxis10": {
+ "anchor": "y10",
+ "domain": [
+ 0,
+ 0.32666666666666666
+ ],
+ "matches": "x13",
+ "showticklabels": false
+ },
+ "xaxis11": {
+ "anchor": "y11",
+ "domain": [
+ 0.33666666666666667,
+ 0.6633333333333333
+ ],
+ "matches": "x14",
+ "showticklabels": false
+ },
+ "xaxis12": {
+ "anchor": "y12",
+ "domain": [
+ 0.6733333333333333,
+ 1
+ ],
+ "matches": "x15",
+ "showticklabels": false
+ },
+ "xaxis13": {
+ "anchor": "y13",
+ "domain": [
+ 0,
+ 0.32666666666666666
+ ]
+ },
+ "xaxis14": {
+ "anchor": "y14",
+ "domain": [
+ 0.33666666666666667,
+ 0.6633333333333333
+ ],
+ "title": {
+ "text": "Anomaliedichte"
+ }
+ },
+ "xaxis15": {
+ "anchor": "y15",
+ "domain": [
+ 0.6733333333333333,
+ 1
+ ]
+ },
+ "xaxis2": {
+ "anchor": "y2",
+ "domain": [
+ 0.33666666666666667,
+ 0.6633333333333333
+ ],
+ "matches": "x14",
+ "showticklabels": false
+ },
+ "xaxis3": {
+ "anchor": "y3",
+ "domain": [
+ 0.6733333333333333,
+ 1
+ ],
+ "matches": "x15",
+ "showticklabels": false
+ },
+ "xaxis4": {
+ "anchor": "y4",
+ "domain": [
+ 0,
+ 0.32666666666666666
+ ],
+ "matches": "x13",
+ "showticklabels": false
+ },
+ "xaxis5": {
+ "anchor": "y5",
+ "domain": [
+ 0.33666666666666667,
+ 0.6633333333333333
+ ],
+ "matches": "x14",
+ "showticklabels": false
+ },
+ "xaxis6": {
+ "anchor": "y6",
+ "domain": [
+ 0.6733333333333333,
+ 1
+ ],
+ "matches": "x15",
+ "showticklabels": false
+ },
+ "xaxis7": {
+ "anchor": "y7",
+ "domain": [
+ 0,
+ 0.32666666666666666
+ ],
+ "matches": "x13",
+ "showticklabels": false
+ },
+ "xaxis8": {
+ "anchor": "y8",
+ "domain": [
+ 0.33666666666666667,
+ 0.6633333333333333
+ ],
+ "matches": "x14",
+ "showticklabels": false
+ },
+ "xaxis9": {
+ "anchor": "y9",
+ "domain": [
+ 0.6733333333333333,
+ 1
+ ],
+ "matches": "x15",
+ "showticklabels": false
+ },
+ "yaxis": {
+ "anchor": "x",
+ "domain": [
+ 0.82,
+ 1
+ ],
+ "tickfont": {
+ "family": "Arial",
+ "size": 12
+ },
+ "title": {
+ "font": {
+ "family": "Arial",
+ "size": 14
+ }
+ }
+ },
+ "yaxis10": {
+ "anchor": "x10",
+ "domain": [
+ 0.205,
+ 0.385
+ ]
+ },
+ "yaxis11": {
+ "anchor": "x11",
+ "domain": [
+ 0.205,
+ 0.385
+ ],
+ "matches": "y10",
+ "showticklabels": false
+ },
+ "yaxis12": {
+ "anchor": "x12",
+ "domain": [
+ 0.205,
+ 0.385
+ ],
+ "matches": "y10",
+ "showticklabels": false
+ },
+ "yaxis13": {
+ "anchor": "x13",
+ "domain": [
+ 0,
+ 0.18
+ ]
+ },
+ "yaxis14": {
+ "anchor": "x14",
+ "domain": [
+ 0,
+ 0.18
+ ],
+ "matches": "y13",
+ "showticklabels": false
+ },
+ "yaxis15": {
+ "anchor": "x15",
+ "domain": [
+ 0,
+ 0.18
+ ],
+ "matches": "y13",
+ "showticklabels": false
+ },
+ "yaxis2": {
+ "anchor": "x2",
+ "domain": [
+ 0.82,
+ 1
+ ],
+ "matches": "y",
+ "showticklabels": false
+ },
+ "yaxis3": {
+ "anchor": "x3",
+ "domain": [
+ 0.82,
+ 1
+ ],
+ "matches": "y",
+ "showticklabels": false
+ },
+ "yaxis4": {
+ "anchor": "x4",
+ "domain": [
+ 0.615,
+ 0.7949999999999999
+ ]
+ },
+ "yaxis5": {
+ "anchor": "x5",
+ "domain": [
+ 0.615,
+ 0.7949999999999999
+ ],
+ "matches": "y4",
+ "showticklabels": false
+ },
+ "yaxis6": {
+ "anchor": "x6",
+ "domain": [
+ 0.615,
+ 0.7949999999999999
+ ],
+ "matches": "y4",
+ "showticklabels": false
+ },
+ "yaxis7": {
+ "anchor": "x7",
+ "domain": [
+ 0.41,
+ 0.59
+ ],
+ "title": {
+ "text": "Modellleistung"
+ }
+ },
+ "yaxis8": {
+ "anchor": "x8",
+ "domain": [
+ 0.41,
+ 0.59
+ ],
+ "matches": "y7",
+ "showticklabels": false
+ },
+ "yaxis9": {
+ "anchor": "x9",
+ "domain": [
+ 0.41,
+ 0.59
+ ],
+ "matches": "y7",
+ "showticklabels": false
+ }
+ }
+ }
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# list of models\n",
+ "models = [col for col in df.columns if col != 'anomalies' and col != 'size']\n",
+ "\n",
+ "# create plot with subplots for each model\n",
+ "fig = sp.make_subplots(rows=5, cols=3, subplot_titles=models,shared_xaxes=True, shared_yaxes=True, vertical_spacing=0.025, horizontal_spacing=0.01)\n",
+ "\n",
+ "row, col = 1, 1\n",
+ "for model in models:\n",
+ " # Berechnung der Pearson-Korrelation\n",
+ " pearson_corr, p = pearsonr(df['anomalies'], df[model])\n",
+ "\n",
+ " # Scatterplot hinzufügen\n",
+ " fig.add_trace(\n",
+ " go.Scatter(x=df['anomalies'], y=df[model], mode='markers', name=model,marker=dict(color=colors.get(model, \"gray\"),size=df['size'])),\n",
+ " row=row, col=col\n",
+ " )\n",
+ " \n",
+ " #insert trendline\n",
+ " m, b = np.polyfit(df['anomalies'], df[model], 1)\n",
+ " fig.add_trace(\n",
+ " go.Scatter(x=df['anomalies'], y=m * df['anomalies'] + b, mode='lines', name=f'Regression {model}',\n",
+ " line=dict(color='black')),\n",
+ " row=row, col=col\n",
+ " )\n",
+ " \n",
+ " #Insert annotation for pearson correlation\n",
+ " fig.add_annotation(\n",
+ " text=f'PCC = {pearson_corr:.2f}',\n",
+ " xref=f'x{row * 3 + col - 3}', yref=f'y{row * 3 + col - 3}',\n",
+ " x=0, y=1,\n",
+ " showarrow=False, font=dict(size=14, color='black')\n",
+ " )\n",
+ " fig.add_annotation(\n",
+ " text=f'p-Wert = {p:.2f}',\n",
+ " xref=f'x{row * 3 + col - 3}', yref=f'y{row * 3 + col - 3}',\n",
+ " x=0, y=0.9,\n",
+ " showarrow=False, font=dict(size=14, color='black')\n",
+ " )\n",
+ "\n",
+ " # Spalten und Zeilen inkrementieren\n",
+ " col += 1\n",
+ " if col > 3:\n",
+ " col = 1\n",
+ " row += 1\n",
+ "\n",
+ "# Achsentitel setzen\n",
+ "fig.update_xaxes(title_text=\"Anomaliedichte\", row=5, col=2) # X-Achse zentriert\n",
+ "fig.update_yaxes(title_text=\"Modellleistung\", row=3, col=1) # Y-Achse zent\n",
+ "fig.update_layout( showlegend=False,\n",
+ " template = 'ggplot2',\n",
+ " title={\n",
+ " 'text': '<b> Abhängigkeit der Modelleistung von der Anomaliedichte </b>',\n",
+ " 'x':0.5,\n",
+ " 'y':0.94, \n",
+ " 'xanchor':'center',\n",
+ " 'yanchor':'top'},\n",
+ " height=1200,width=1000,font=dict(size=12),\n",
+ " xaxis=dict(title_font=dict(size=14, family=\"Arial\"), tickfont=dict(size=12, family=\"Arial\")),\n",
+ " yaxis=dict(title_font=dict(size=14, family=\"Arial\"), tickfont=dict(size=12, family=\"Arial\")),\n",
+ " margin=dict(l=30, r=30, t=100, b=30), # Links, Rechts, Oben, Unten (Padding um den ganzen Grid)\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_annotations(font_size=12)\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.11.3"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
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 8ee9c23c5aed78e97e3732df3f76166d984898f7..5fb55f9c0627f00ee2f7e6fc69787807ed4a633d 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": 9,
+ "execution_count": 25,
"metadata": {},
"outputs": [],
"source": [
@@ -13,7 +13,17 @@
},
{
"cell_type": "code",
- "execution_count": 10,
+ "execution_count": 50,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "metric = 'AUC-PR'\n",
+ "anoType = 'seq'"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 51,
"metadata": {},
"outputs": [
{
@@ -68,7 +78,7 @@
},
{
"cell_type": "code",
- "execution_count": 11,
+ "execution_count": 52,
"metadata": {},
"outputs": [
{
@@ -135,27 +145,6 @@
" <td>CNN</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>1</th>\n",
- " <td>{'window_size': 150, 'lr': 0.0008}</td>\n",
- " <td>002_NAB_id_2_WebService_tr_1500_1st_4106.csv</td>\n",
- " <td>3.803895</td>\n",
- " <td>NAB</td>\n",
- " <td>False</td>\n",
- " <td>False</td>\n",
- " <td>0.281681</td>\n",
- " <td>0.677980</td>\n",
- " <td>0.284299</td>\n",
- " <td>0.697935</td>\n",
- " <td>0.378868</td>\n",
- " <td>1.000000</td>\n",
- " <td>1.000000</td>\n",
- " <td>0.336235</td>\n",
- " <td>0.988203</td>\n",
- " <td>0.028257</td>\n",
- " <td>0.818182</td>\n",
- " <td>CNN</td>\n",
- " </tr>\n",
- " <tr>\n",
" <th>2</th>\n",
" <td>{'window_size': 150, 'lr': 5e-05}</td>\n",
" <td>003_NAB_id_3_WebService_tr_1362_1st_1462.csv</td>\n",
@@ -177,45 +166,66 @@
" <td>CNN</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>3</th>\n",
- " <td>{'window_size': 150, 'lr': 0.0005}</td>\n",
- " <td>004_NAB_id_4_Facility_tr_1007_1st_1437.csv</td>\n",
- " <td>2.326613</td>\n",
+ " <th>5</th>\n",
+ " <td>{'window_size': 100, 'lr': 0.0008}</td>\n",
+ " <td>006_NAB_id_6_Traffic_tr_2579_1st_5839.csv</td>\n",
+ " <td>5.253244</td>\n",
" <td>NAB</td>\n",
" <td>False</td>\n",
+ " <td>True</td>\n",
+ " <td>0.112469</td>\n",
+ " <td>0.488888</td>\n",
+ " <td>0.123092</td>\n",
+ " <td>0.568001</td>\n",
+ " <td>0.183966</td>\n",
+ " <td>0.750000</td>\n",
+ " <td>0.750000</td>\n",
+ " <td>0.223525</td>\n",
+ " <td>0.712592</td>\n",
+ " <td>0.021359</td>\n",
+ " <td>0.431373</td>\n",
+ " <td>CNN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>6</th>\n",
+ " <td>{'window_size': 50, 'lr': 0.001}</td>\n",
+ " <td>007_NAB_id_7_Traffic_tr_624_1st_2087.csv</td>\n",
+ " <td>1.850910</td>\n",
+ " <td>NAB</td>\n",
" <td>False</td>\n",
- " <td>0.503726</td>\n",
- " <td>0.717905</td>\n",
- " <td>0.506238</td>\n",
- " <td>0.730650</td>\n",
- " <td>0.507038</td>\n",
- " <td>1.000000</td>\n",
+ " <td>True</td>\n",
+ " <td>0.239679</td>\n",
+ " <td>0.614680</td>\n",
+ " <td>0.274140</td>\n",
+ " <td>0.716271</td>\n",
+ " <td>0.268976</td>\n",
" <td>1.000000</td>\n",
- " <td>0.337469</td>\n",
- " <td>0.975070</td>\n",
- " <td>0.007463</td>\n",
" <td>1.000000</td>\n",
+ " <td>0.348135</td>\n",
+ " <td>0.922899</td>\n",
+ " <td>0.048387</td>\n",
+ " <td>0.750000</td>\n",
" <td>CNN</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>4</th>\n",
- " <td>{'window_size': 100, 'lr': 0.001}</td>\n",
- " <td>005_NAB_id_5_Traffic_tr_594_1st_1645.csv</td>\n",
- " <td>0.951704</td>\n",
+ " <th>9</th>\n",
+ " <td>{'window_size': 100, 'lr': 5e-05}</td>\n",
+ " <td>010_NAB_id_10_WebService_tr_500_1st_271.csv</td>\n",
+ " <td>1.675401</td>\n",
" <td>NAB</td>\n",
" <td>False</td>\n",
- " <td>False</td>\n",
- " <td>0.109550</td>\n",
- " <td>0.484873</td>\n",
- " <td>0.109302</td>\n",
- " <td>0.492552</td>\n",
- " <td>0.185858</td>\n",
+ " <td>True</td>\n",
+ " <td>0.290453</td>\n",
+ " <td>0.657428</td>\n",
+ " <td>0.454923</td>\n",
+ " <td>0.832305</td>\n",
+ " <td>0.333330</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
- " <td>0.337989</td>\n",
- " <td>0.974568</td>\n",
- " <td>0.042017</td>\n",
- " <td>0.232558</td>\n",
+ " <td>0.369861</td>\n",
+ " <td>0.965715</td>\n",
+ " <td>0.040541</td>\n",
+ " <td>0.857143</td>\n",
" <td>CNN</td>\n",
" </tr>\n",
" </tbody>\n",
@@ -225,61 +235,64 @@
"text/plain": [
" params \\\n",
"0 {'window_size': 50, 'lr': 0.0008} \n",
- "1 {'window_size': 150, 'lr': 0.0008} \n",
"2 {'window_size': 150, 'lr': 5e-05} \n",
- "3 {'window_size': 150, 'lr': 0.0005} \n",
- "4 {'window_size': 100, 'lr': 0.001} \n",
+ "5 {'window_size': 100, 'lr': 0.0008} \n",
+ "6 {'window_size': 50, 'lr': 0.001} \n",
+ "9 {'window_size': 100, 'lr': 5e-05} \n",
"\n",
- " file_name duration group \\\n",
- "0 001_NAB_id_1_Facility_tr_1007_1st_2014.csv 1.413541 NAB \n",
- "1 002_NAB_id_2_WebService_tr_1500_1st_4106.csv 3.803895 NAB \n",
- "2 003_NAB_id_3_WebService_tr_1362_1st_1462.csv 3.613276 NAB \n",
- "3 004_NAB_id_4_Facility_tr_1007_1st_1437.csv 2.326613 NAB \n",
- "4 005_NAB_id_5_Traffic_tr_594_1st_1645.csv 0.951704 NAB \n",
+ " file_name duration group point anomaly \\\n",
+ "0 001_NAB_id_1_Facility_tr_1007_1st_2014.csv 1.413541 NAB False \n",
+ "2 003_NAB_id_3_WebService_tr_1362_1st_1462.csv 3.613276 NAB False \n",
+ "5 006_NAB_id_6_Traffic_tr_2579_1st_5839.csv 5.253244 NAB False \n",
+ "6 007_NAB_id_7_Traffic_tr_624_1st_2087.csv 1.850910 NAB False \n",
+ "9 010_NAB_id_10_WebService_tr_500_1st_271.csv 1.675401 NAB False \n",
"\n",
- " point anomaly seq anomaly AUC-PR AUC-ROC VUS-PR VUS-ROC \\\n",
- "0 False True 0.132832 0.486090 0.128123 0.490971 \n",
- "1 False False 0.281681 0.677980 0.284299 0.697935 \n",
- "2 False True 0.150401 0.637695 0.148660 0.643420 \n",
- "3 False False 0.503726 0.717905 0.506238 0.730650 \n",
- "4 False False 0.109550 0.484873 0.109302 0.492552 \n",
+ " seq anomaly AUC-PR AUC-ROC VUS-PR VUS-ROC Standard-F1 PA-F1 \\\n",
+ "0 True 0.132832 0.486090 0.128123 0.490971 0.156834 1.000000 \n",
+ "2 True 0.150401 0.637695 0.148660 0.643420 0.284398 0.999672 \n",
+ "5 True 0.112469 0.488888 0.123092 0.568001 0.183966 0.750000 \n",
+ "6 True 0.239679 0.614680 0.274140 0.716271 0.268976 1.000000 \n",
+ "9 True 0.290453 0.657428 0.454923 0.832305 0.333330 1.000000 \n",
"\n",
- " Standard-F1 PA-F1 Event-based-F1 R-based-F1 Affiliation-F Recall \\\n",
- "0 0.156834 1.000000 1.000000 0.359576 0.975131 0.026239 \n",
- "1 0.378868 1.000000 1.000000 0.336235 0.988203 0.028257 \n",
- "2 0.284398 0.999672 0.933333 0.327012 0.945860 0.009192 \n",
- "3 0.507038 1.000000 1.000000 0.337469 0.975070 0.007463 \n",
- "4 0.185858 1.000000 1.000000 0.337989 0.974568 0.042017 \n",
- "\n",
- " Precision Model \n",
- "0 1.000000 CNN \n",
- "1 0.818182 CNN \n",
- "2 0.700000 CNN \n",
- "3 1.000000 CNN \n",
- "4 0.232558 CNN "
+ " Event-based-F1 R-based-F1 Affiliation-F Recall Precision Model \n",
+ "0 1.000000 0.359576 0.975131 0.026239 1.000000 CNN \n",
+ "2 0.933333 0.327012 0.945860 0.009192 0.700000 CNN \n",
+ "5 0.750000 0.223525 0.712592 0.021359 0.431373 CNN \n",
+ "6 1.000000 0.348135 0.922899 0.048387 0.750000 CNN \n",
+ "9 1.000000 0.369861 0.965715 0.040541 0.857143 CNN "
]
},
- "execution_count": 11,
+ "execution_count": 52,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
+ "title = 'Vergleich der Performanz der Modelle anhand '+ metric\n",
+ "if anoType != '':\n",
+ " #check if selected type is point anomaly if check if time series only includes point anomalies\n",
+ " if anoType == 'point':\n",
+ " df = df.where(df['point anomaly'] == True).dropna()\n",
+ " title += ' für Punktanomalien'\n",
+ " elif anoType == 'seq':\n",
+ " df = df.where(df['seq anomaly'] == True).dropna()\n",
+ " title += ' für Sequenzanomalien'\n",
+ "\n",
"df.head()"
]
},
{
"cell_type": "code",
- "execution_count": 12,
+ "execution_count": 53,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- "(5558, 18)"
+ "(2212, 18)"
]
},
- "execution_count": 12,
+ "execution_count": 53,
"metadata": {},
"output_type": "execute_result"
}
@@ -290,31 +303,31 @@
},
{
"cell_type": "code",
- "execution_count": 13,
+ "execution_count": 54,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Model\n",
- "CNN 397\n",
- "IForest 397\n",
- "KMeansAD_U 397\n",
- "KShapeAD 397\n",
- "LOF 397\n",
- "LSTMAD 397\n",
- "OCSVM 397\n",
- "OmniAnomaly 397\n",
- "PCA 397\n",
- "POLY 397\n",
- "Sub-IForest 397\n",
- "Sub-KNN 397\n",
- "Sub-LOF 397\n",
- "USAD 397\n",
+ "CNN 158\n",
+ "IForest 158\n",
+ "KMeansAD_U 158\n",
+ "KShapeAD 158\n",
+ "LOF 158\n",
+ "LSTMAD 158\n",
+ "OCSVM 158\n",
+ "OmniAnomaly 158\n",
+ "PCA 158\n",
+ "POLY 158\n",
+ "Sub-IForest 158\n",
+ "Sub-KNN 158\n",
+ "Sub-LOF 158\n",
+ "USAD 158\n",
"Name: count, dtype: int64"
]
},
- "execution_count": 13,
+ "execution_count": 54,
"metadata": {},
"output_type": "execute_result"
}
@@ -325,7 +338,7 @@
},
{
"cell_type": "code",
- "execution_count": 17,
+ "execution_count": 55,
"metadata": {},
"outputs": [],
"source": [
@@ -349,7 +362,7 @@
},
{
"cell_type": "code",
- "execution_count": 28,
+ "execution_count": 56,
"metadata": {},
"outputs": [
{
@@ -371,10865 +384,2384 @@
"data": [
{
"alignmentgroup": "True",
- "hovertemplate": "Model=%{x}<br>Precision=%{y}<extra></extra>",
- "legendgroup": "CNN",
+ "hovertemplate": "Model=%{x}<br>AUC-PR=%{y}<extra></extra>",
+ "legendgroup": "PCA",
"marker": {
- "color": "steelblue"
+ "color": "yellowgreen"
},
- "name": "CNN",
+ "name": "PCA",
"notched": false,
- "offsetgroup": "CNN",
+ "offsetgroup": "PCA",
+ "orientation": "v",
+ "showlegend": true,
+ "type": "box",
+ "x": [
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA",
+ "PCA"
+ ],
+ "x0": " ",
+ "xaxis": "x",
+ "y": [
+ 0.2782375358804503,
+ 0.223189975130421,
+ 0.3329041175403799,
+ 0.938148362986782,
+ 0.4860973672290578,
+ 0.9710409781767751,
+ 0.6751410366138297,
+ 0.1532622444049186,
+ 0.4525716155807384,
+ 0.1502522355077001,
+ 0.4701777295691245,
+ 0.1451974719029274,
+ 0.0052835203964405,
+ 0.003513136231111,
+ 0.0027494041998754,
+ 0.013495257229564,
+ 0.0334670576311473,
+ 0.006626737641036,
+ 0.4427825997203966,
+ 0.0195669325316206,
+ 0.0018632628340269,
+ 0.003863107090682,
+ 0.8451955219617345,
+ 0.0045184865654182,
+ 0.0083764497031202,
+ 0.0047370424809225,
+ 0.5495804702858306,
+ 0.0957092778563054,
+ 0.7811026817844621,
+ 0.468647067072471,
+ 0.078451816544022,
+ 0.8059563108529928,
+ 0.0178959428139443,
+ 0.1507777530119684,
+ 0.4880087365614101,
+ 0.3050133605973146,
+ 0.8320851308395023,
+ 0.3446379525190622,
+ 0.0220212645532496,
+ 0.6961867318495194,
+ 0.0071269794568705,
+ 0.6760319342337666,
+ 0.4212666499509276,
+ 0.8282735125443723,
+ 0.0069127845600947,
+ 0.6874880267264082,
+ 0.930847988085623,
+ 0.0067003922988421,
+ 0.7315232243568999,
+ 0.6534559309798793,
+ 0.1010660331099212,
+ 0.6676377846391301,
+ 0.1351338433884419,
+ 0.165615374902141,
+ 0.133135617657587,
+ 0.8314294074844796,
+ 0.8444294234400469,
+ 0.3913349661040449,
+ 0.9395362703951824,
+ 0.2708916512750706,
+ 0.6931952732860769,
+ 0.0027454729370578,
+ 0.0024267754211718,
+ 0.0135619757245282,
+ 0.0105601764869557,
+ 0.0220247901011325,
+ 0.102299737218734,
+ 0.0086167964542826,
+ 0.0422482179692221,
+ 0.0396207359296015,
+ 0.0246395130901499,
+ 0.0196069871569603,
+ 0.0187360674724764,
+ 0.9559292524404096,
+ 0.5302490091520617,
+ 0.4898009183582106,
+ 0.8132711886887715,
+ 0.7036081536355089,
+ 0.3010084298133894,
+ 0.5437246649504163,
+ 0.7885896389838972,
+ 0.0684909197709052,
+ 0.6553361381551087,
+ 0.6237913424545045,
+ 0.6214969751146063,
+ 0.5942958674254468,
+ 0.8859844894534021,
+ 0.1446116100001482,
+ 0.5936418876923228,
+ 0.2942966933720295,
+ 0.4176407369705096,
+ 0.2617931236189526,
+ 0.8402482606706013,
+ 0.0220577983810006,
+ 0.7853431220968412,
+ 0.9906842494643904,
+ 0.4791599800386409,
+ 0.9685171888806688,
+ 0.9600401261192972,
+ 0.4747050350102691,
+ 0.1626807088493869,
+ 0.1979742094005561,
+ 0.071853840050285,
+ 0.066360077982293,
+ 0.3449026555397576,
+ 0.0561632754248917,
+ 0.0788664308035282,
+ 0.9490836107748843,
+ 0.8259513708947225,
+ 0.7567001273773122,
+ 0.964523423229746,
+ 0.1310682476216577,
+ 0.9746726306047186,
+ 0.996504947110848,
+ 0.9879010755873784,
+ 0.998586415795415,
+ 0.9370327274473956,
+ 0.9879010755873784,
+ 0.998586415795415,
+ 0.9367212000711156,
+ 0.8591416858921752,
+ 0.999288636239702,
+ 0.9982304882015554,
+ 0.8958846618252223,
+ 0.9994691179872992,
+ 0.8591416858921752,
+ 0.9999028200173194,
+ 0.9864471672234734,
+ 0.9879010755873784,
+ 0.8958846618252223,
+ 0.9864471672234734,
+ 0.9292488173447592,
+ 0.9367212000711156,
+ 0.992784359440102,
+ 0.8958846618252223,
+ 0.9367212000711156,
+ 0.998586415795415,
+ 0.8958846618252223,
+ 0.9850923179577218,
+ 0.998586415795415,
+ 0.9986360375648524,
+ 0.8591416858921752,
+ 0.9367212000711156,
+ 0.9864471672234734,
+ 0.9978351980449978,
+ 0.9922844454705784,
+ 0.9617454989098336,
+ 0.8078339275586104,
+ 0.9999142818564218,
+ 0.9956243176818076,
+ 0.9954159499535966,
+ 0.931367410075806,
+ 0.9976699021395002,
+ 0.9917811364108458,
+ 0.9956857816726894,
+ 0.95215527745571,
+ 0.9888100245704302,
+ 0.9862415909128404
+ ],
+ "y0": " ",
+ "yaxis": "y"
+ },
+ {
+ "alignmentgroup": "True",
+ "hovertemplate": "Model=%{x}<br>AUC-PR=%{y}<extra></extra>",
+ "legendgroup": "POLY",
+ "marker": {
+ "color": "lightskyblue"
+ },
+ "name": "POLY",
+ "notched": false,
+ "offsetgroup": "POLY",
+ "orientation": "v",
+ "showlegend": true,
+ "type": "box",
+ "x": [
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY",
+ "POLY"
+ ],
+ "x0": " ",
+ "xaxis": "x",
+ "y": [
+ 0.4233042158969708,
+ 0.3059704585286408,
+ 0.2616321760876693,
+ 0.632918346110553,
+ 0.3982702702702703,
+ 0.5964562103661352,
+ 0.3988809174098207,
+ 0.1492908911599684,
+ 0.5148563758582702,
+ 0.1757012729845116,
+ 0.7849073787506636,
+ 0.1934991996710256,
+ 0.5700866519174042,
+ 0.3075122430849992,
+ 0.0070357704582802,
+ 0.5119232340825234,
+ 0.1976499011640676,
+ 0.0187508535715611,
+ 0.6886847284586296,
+ 0.1282010907558763,
+ 0.0059181928840385,
+ 0.465842974038313,
+ 0.7549844648804033,
+ 0.0099733424869671,
+ 0.3359436307557444,
+ 0.5367875868781876,
+ 0.5555096153846154,
+ 0.3496031746031746,
+ 0.7662249796052675,
+ 0.5368267899294596,
+ 0.1024749528858464,
+ 0.8073039972307755,
+ 0.0180743644768205,
+ 0.2494350125616411,
+ 0.4364405489438575,
+ 0.3494711179408224,
+ 0.6888571517021016,
+ 0.2834160444949823,
+ 0.1080517220185586,
+ 0.4451836028017804,
+ 0.3074070251630638,
+ 0.4514091014075385,
+ 0.608059152222954,
+ 0.559899683877766,
+ 0.2869179536679536,
+ 0.4815608502277253,
+ 0.9101410332596234,
+ 0.3102593939393939,
+ 0.4098352122161075,
+ 0.4480035720288268,
+ 0.38905064911145,
+ 0.4350253856509862,
+ 0.1417934138145697,
+ 0.3271131636735686,
+ 0.1432772544605406,
+ 0.7285434103734172,
+ 0.7535428937922817,
+ 0.4010614099580806,
+ 0.7597218318774729,
+ 0.23367905441364,
+ 0.6091805895843158,
+ 0.0026059376194111,
+ 0.0030405057258483,
+ 0.0179403785269146,
+ 0.0067866354785443,
+ 0.0027374888556001,
+ 0.0213438781246257,
+ 0.0025464055329667,
+ 0.0028290636630941,
+ 0.0211301613725208,
+ 0.0283601012503269,
+ 0.0241574898321401,
+ 0.0417466803056247,
+ 0.9259875036105326,
+ 0.3980589545672688,
+ 0.4804371100066497,
+ 0.8234593007915508,
+ 0.631601812986062,
+ 0.2664372565737751,
+ 0.4886795185161284,
+ 0.602183017442745,
+ 0.1410338987124724,
+ 0.5578687934053802,
+ 0.5352326775765105,
+ 0.4375798832838477,
+ 0.6548166392835986,
+ 0.7024113406511965,
+ 0.106698827863823,
+ 0.4944117350658996,
+ 0.3591787755334712,
+ 0.3187653738133496,
+ 0.2698961756048263,
+ 0.6618453025081663,
+ 0.020794815064713,
+ 0.7642431972789115,
+ 0.2527676579400717,
+ 0.3386823803445971,
+ 0.8516106444401741,
+ 0.8318641432055498,
+ 0.4764337820823609,
+ 0.1023381703831367,
+ 0.5721000859681434,
+ 0.2917561377296853,
+ 0.1121800484212557,
+ 0.4435497525865948,
+ 0.1679691578822368,
+ 0.2037595305274893,
+ 0.9627247690120824,
+ 0.6336530476124742,
+ 0.1231331999424481,
+ 0.6567334504964306,
+ 0.184247776353973,
+ 0.8733041286132885,
+ 0.265763160583547,
+ 0.9994321877542596,
+ 0.9983253295502004,
+ 0.5637932719519255,
+ 0.9994321877542596,
+ 0.9983253295502004,
+ 0.8720572651020744,
+ 0.5690834991330149,
+ 0.9802037826593604,
+ 0.8920586556849515,
+ 0.8560583535167624,
+ 0.7182226316503157,
+ 0.5690834991330149,
+ 0.9962559033400716,
+ 0.9927567762316756,
+ 0.9994321877542596,
+ 0.8560583535167624,
+ 0.9927567762316756,
+ 0.8395278023863998,
+ 0.8720572651020744,
+ 0.923133168561044,
+ 0.8560583535167624,
+ 0.8720572651020744,
+ 0.9983253295502004,
+ 0.8560583535167624,
+ 0.3480857049843549,
+ 0.9983253295502004,
+ 0.9495788570260602,
+ 0.5690834991330149,
+ 0.8720572651020744,
+ 0.9927567762316756,
+ 0.9582090843470022,
+ 0.6916074450588464,
+ 0.3172646572438202,
+ 0.7067243959304286,
+ 0.4427493708853602,
+ 0.92535943489656,
+ 0.6158715361235787,
+ 0.8575485332120734,
+ 0.2210476848452282,
+ 0.9414432682674576,
+ 0.3062555104893106,
+ 0.3796289860757269,
+ 0.925283067371978,
+ 0.7876629481712625
+ ],
+ "y0": " ",
+ "yaxis": "y"
+ },
+ {
+ "alignmentgroup": "True",
+ "hovertemplate": "Model=%{x}<br>AUC-PR=%{y}<extra></extra>",
+ "legendgroup": "Sub-IForest",
+ "marker": {
+ "color": "green"
+ },
+ "name": "Sub-IForest",
+ "notched": false,
+ "offsetgroup": "Sub-IForest",
+ "orientation": "v",
+ "showlegend": true,
+ "type": "box",
+ "x": [
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest",
+ "Sub-IForest"
+ ],
+ "x0": " ",
+ "xaxis": "x",
+ "y": [
+ 0.1851308820232682,
+ 0.1630478177579953,
+ 0.3889862061074576,
+ 0.3765902271482933,
+ 0.1979101017787788,
+ 0.2911077442061519,
+ 0.6672288339952213,
+ 0.2207124278343895,
+ 0.2016532996941218,
+ 0.1047009843281655,
+ 0.3824447792987419,
+ 0.0999691462923384,
+ 0.0049463760900445,
+ 0.0021736410669836,
+ 0.0023927597573059,
+ 0.0090332728847835,
+ 0.0074742387352433,
+ 0.0047199523856517,
+ 0.1130105270825273,
+ 0.0176776739335521,
+ 0.0017739855263927,
+ 0.0021483476290517,
+ 0.8443179043721711,
+ 0.0071242898715993,
+ 0.0072486113169244,
+ 0.0029317891920025,
+ 0.4566325426105676,
+ 0.2283959799015057,
+ 0.7622155013456376,
+ 0.4981124210088739,
+ 0.0683776156478565,
+ 0.3804446448762371,
+ 0.0295115067571404,
+ 0.1461413535727979,
+ 0.114789557852866,
+ 0.06894112429238,
+ 0.6586295948508449,
+ 0.1588342972158401,
+ 0.0249226469541773,
+ 0.7111391271467867,
+ 0.0127343073543197,
+ 0.6934873438363488,
+ 0.3943779137992874,
+ 0.7138027054122729,
+ 0.0141508177488248,
+ 0.6939272391615386,
+ 0.1677160003483281,
+ 0.0161316681416874,
+ 0.0171125763321642,
+ 0.7017808369814693,
+ 0.0219036982352043,
+ 0.6785467267430815,
+ 0.1419817139069403,
+ 0.1629638040135953,
+ 0.1383416191080816,
+ 0.8800407425768931,
+ 0.717733298121393,
+ 0.5026809266327101,
+ 0.8827221351808772,
+ 0.7172717408194196,
+ 0.6509386754951529,
+ 0.0022176090211091,
+ 0.0018239252380584,
+ 0.0024120020656167,
+ 0.0035316789791183,
+ 0.0020942359347304,
+ 0.0242543106349725,
+ 0.0019281218313098,
+ 0.0028095258288153,
+ 0.0020670293278458,
+ 0.5055513463720486,
+ 0.454258669366152,
+ 0.4448560404905622,
+ 0.6425298657945002,
+ 0.2271459008501854,
+ 0.3189377836040453,
+ 0.8401720342831261,
+ 0.2494713806079293,
+ 0.0493032114106861,
+ 0.5175152490535487,
+ 0.6251419032699624,
+ 0.0607664529753537,
+ 0.304120377582957,
+ 0.482470434978153,
+ 0.1551418314776012,
+ 0.2766303926585851,
+ 0.7828604507484244,
+ 0.1098071979508881,
+ 0.632137510819951,
+ 0.0551906054709375,
+ 0.1076835072556799,
+ 0.2023746558243199,
+ 0.2207795081524011,
+ 0.0278002131110424,
+ 0.7598343981306384,
+ 0.8931387166223672,
+ 0.38046498765547,
+ 0.9147939525375626,
+ 0.9136658188842434,
+ 0.1745928331627037,
+ 0.0621745994551179,
+ 0.1212965436778437,
+ 0.0773864380665043,
+ 0.0655734735473289,
+ 0.0957447314343583,
+ 0.0558516143981397,
+ 0.0827033130582197,
+ 0.9422535301919168,
+ 0.0161539057293268,
+ 0.6887311854514893,
+ 0.9869118669103744,
+ 0.9793077335012726,
+ 0.9990537540890764,
+ 0.9945506990865852,
+ 0.9906395730322533,
+ 0.9944766795337908,
+ 0.9870088131009208,
+ 0.9906395730322533,
+ 0.9944766795337908,
+ 0.9732853672222824,
+ 0.9909293836012733,
+ 0.9920661561673058,
+ 0.996341253974266,
+ 0.8621747632961222,
+ 0.9919924030141072,
+ 0.9909293836012733,
+ 0.9569582549184912,
+ 0.9872174171518648,
+ 0.9906395730322533,
+ 0.8621747632961222,
+ 0.9872174171518648,
+ 0.7963633030593497,
+ 0.9732853672222824,
+ 0.7926349231596753,
+ 0.8621747632961222,
+ 0.9732853672222824,
+ 0.9944766795337908,
+ 0.8621747632961222,
+ 0.986396059646538,
+ 0.9944766795337908,
+ 0.9985421611352202,
+ 0.9909293836012733,
+ 0.9732853672222824,
+ 0.9872174171518648,
+ 0.9903564084365398,
+ 0.9399543832727578,
+ 0.909069264840736,
+ 0.9196734722454538,
+ 0.9960469327694104,
+ 0.8935516347718351,
+ 0.9778534789600354,
+ 0.8632392516566675,
+ 0.9901450533519072,
+ 0.7562590511749407,
+ 0.9903317820987062,
+ 0.9333067387562548,
+ 0.6106833853234028,
+ 0.9734675265159202
+ ],
+ "y0": " ",
+ "yaxis": "y"
+ },
+ {
+ "alignmentgroup": "True",
+ "hovertemplate": "Model=%{x}<br>AUC-PR=%{y}<extra></extra>",
+ "legendgroup": "OmniAnomaly",
+ "marker": {
+ "color": "slateblue"
+ },
+ "name": "OmniAnomaly",
+ "notched": false,
+ "offsetgroup": "OmniAnomaly",
+ "orientation": "v",
+ "showlegend": true,
+ "type": "box",
+ "x": [
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly",
+ "OmniAnomaly"
+ ],
+ "x0": " ",
+ "xaxis": "x",
+ "y": [
+ 0.2217169903922661,
+ 0.3903290052917058,
+ 0.1237747149744757,
+ 0.5857655344740517,
+ 0.9991779649139708,
+ 0.0609289337118183,
+ 0.401423956217246,
+ 0.138031407503487,
+ 0.1716239224534477,
+ 0.2665791845275927,
+ 0.4715907724030069,
+ 0.1976076371573053,
+ 0.014210747319991,
+ 0.002142167707398,
+ 0.0048722662074658,
+ 0.0405867991541044,
+ 0.0010730774779019,
+ 0.0313437728523008,
+ 0.4715349537909619,
+ 0.2780207784688875,
+ 0.0032571323942689,
+ 0.0058432709130553,
+ 0.8475771526766976,
+ 0.0095608310717535,
+ 0.0123590511636783,
+ 0.0063544128043955,
+ 0.1343037083647565,
+ 0.0957671484524821,
+ 0.8647528788858052,
+ 0.1920691814960085,
+ 0.0410086246194507,
+ 0.414030397679727,
+ 0.0216073321388119,
+ 0.1547539143683749,
+ 0.3135808930855491,
+ 0.0857866286430167,
+ 0.5855554057370717,
+ 0.0396698349609641,
+ 0.070178379420539,
+ 0.6998650371435892,
+ 0.0081485227827855,
+ 0.6818728352482055,
+ 0.3959008733584431,
+ 0.8355330735338581,
+ 0.0082133503617466,
+ 0.6905700543878468,
+ 0.7947704682423817,
+ 0.0072625047538703,
+ 0.6218178280010689,
+ 0.6912057740950345,
+ 0.2690908186573897,
+ 0.6681051414328296,
+ 0.1436875556511332,
+ 0.16408003825348,
+ 0.1424373093053637,
+ 0.8359163505943152,
+ 0.7886988575238189,
+ 0.383000519293581,
+ 0.939877309737804,
+ 0.2336574012400508,
+ 0.686043771423194,
+ 0.002130249594824,
+ 0.0020795251631722,
+ 0.0037240811206431,
+ 0.0033860721354332,
+ 0.0024166874906033,
+ 0.0905418749253779,
+ 0.0023419100484089,
+ 0.0022981953500697,
+ 0.0284956345276632,
+ 0.037942898195023,
+ 0.0290474303965215,
+ 0.0280001131574368,
+ 0.8902377767416123,
+ 0.4223088348601599,
+ 0.4407612661280619,
+ 0.6874684546444031,
+ 0.6656902138346332,
+ 0.225083162691396,
+ 0.4881111797193029,
+ 0.7503814974476175,
+ 0.0733210635687945,
+ 0.6416472914395462,
+ 0.5600160033519868,
+ 0.470496895118342,
+ 0.4950812862100366,
+ 0.812428005024388,
+ 0.0745605650439302,
+ 0.5495688350859411,
+ 0.0680171199171779,
+ 0.2954696905138797,
+ 0.2247242674893215,
+ 0.9955741381218236,
+ 0.2942296333034077,
+ 0.8739802601858747,
+ 0.929179401975192,
+ 0.7503305323157495,
+ 0.918083284405414,
+ 0.9105040218874508,
+ 0.4378677976960084,
+ 0.1664532130086029,
+ 0.3361296628243242,
+ 0.0572001277223985,
+ 0.0378781801867947,
+ 0.467980755433553,
+ 0.0810139771933977,
+ 0.0646648482156372,
+ 0.9438352325257942,
+ 0.8088692791630904,
+ 0.7576872065528726,
+ 0.0293244603707642,
+ 0.0271591897863585,
+ 0.9919113474869096,
+ 0.9957214320216544,
+ 0.995845252129707,
+ 0.9969495901895128,
+ 0.0660444547592109,
+ 0.99584837536912,
+ 0.9969462293078876,
+ 0.9296360520558772,
+ 0.8931239909183253,
+ 0.9994011276693372,
+ 0.995499062297766,
+ 0.8916375817152119,
+ 0.9865352448638444,
+ 0.895235789680823,
+ 0.9998992163389276,
+ 0.9945165325156098,
+ 0.9958713246717809,
+ 0.8916375817152119,
+ 0.994527692945492,
+ 0.9233723751983826,
+ 0.9296360520558772,
+ 0.9885562218524636,
+ 0.8916375817152119,
+ 0.9296360520558772,
+ 0.996948802776184,
+ 0.8916375817152119,
+ 0.0660828678534145,
+ 0.9969494070389808,
+ 0.0431804940193866,
+ 0.8909445340432021,
+ 0.9296360520558772,
+ 0.9945233708786524,
+ 0.9969870860326012,
+ 0.99505536300697,
+ 0.9459668517432964,
+ 0.0111351054563863,
+ 0.0125507207532548,
+ 0.9943995160889668,
+ 0.9958674510356662,
+ 0.8058138301012826,
+ 0.0186868295274393,
+ 0.9915895480976052,
+ 0.0188689419888537,
+ 0.8598195429706188,
+ 0.9766935293609847,
+ 0.977190389369663
+ ],
+ "y0": " ",
+ "yaxis": "y"
+ },
+ {
+ "alignmentgroup": "True",
+ "hovertemplate": "Model=%{x}<br>AUC-PR=%{y}<extra></extra>",
+ "legendgroup": "IForest",
+ "marker": {
+ "color": "darkmagenta"
+ },
+ "name": "IForest",
+ "notched": false,
+ "offsetgroup": "IForest",
+ "orientation": "v",
+ "showlegend": true,
+ "type": "box",
+ "x": [
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest",
+ "IForest"
+ ],
+ "x0": " ",
+ "xaxis": "x",
+ "y": [
+ 0.1541495109705011,
+ 0.1959854198886696,
+ 0.3481461203296777,
+ 0.3729823649933063,
+ 0.1883774493305826,
+ 0.2986725980896461,
+ 0.5084686500808647,
+ 0.2216756580776354,
+ 0.1588230954347528,
+ 0.1135030835651912,
+ 0.3527449047701973,
+ 0.1022717334965304,
+ 0.002625159011392,
+ 0.0016368260995122,
+ 0.0025121207168439,
+ 0.0074040175112047,
+ 0.0067761767942027,
+ 0.0047660197131926,
+ 0.0395169113257852,
+ 0.020071978899986,
+ 0.0019965290776234,
+ 0.0018615180933434,
+ 0.8440311559618638,
+ 0.0056483187556039,
+ 0.0065530174130262,
+ 0.0023364304474304,
+ 0.3519031740153936,
+ 0.2461896155307701,
+ 0.7627501796839461,
+ 0.4965785621747466,
+ 0.0579945151817877,
+ 0.3779862372103895,
+ 0.023508357975088,
+ 0.1398445749956723,
+ 0.1394886353586786,
+ 0.0582002203826734,
+ 0.4882302631439762,
+ 0.0711997580954261,
+ 0.0215288378753496,
+ 0.7016268240431965,
+ 0.0145239510804474,
+ 0.6899787322961035,
+ 0.3830651586041679,
+ 0.7259826063225873,
+ 0.0156195937303451,
+ 0.6974869082528083,
+ 0.0287519996201643,
+ 0.0151790625976798,
+ 0.0186726011260606,
+ 0.6976093853565047,
+ 0.0281971876739014,
+ 0.667568847613024,
+ 0.1322344041610136,
+ 0.159605070971713,
+ 0.1322415846156978,
+ 0.8800407425768931,
+ 0.6960928709914863,
+ 0.4967086260446152,
+ 0.8827221351808772,
+ 0.6826569597344234,
+ 0.6297629296925614,
+ 0.0021260231788048,
+ 0.0014723023302638,
+ 0.0022747859029449,
+ 0.0034592518042668,
+ 0.0020654399425793,
+ 0.0212715896974446,
+ 0.001752390564731,
+ 0.0027702825026092,
+ 0.0018330142901027,
+ 0.6968957466922832,
+ 0.6496672772177777,
+ 0.727888672621627,
+ 0.5138595514120043,
+ 0.2034070000328413,
+ 0.2925551218136784,
+ 0.6799180410891482,
+ 0.2314187632247616,
+ 0.0450466077943465,
+ 0.4791209738004929,
+ 0.6206846309230891,
+ 0.0526677531837362,
+ 0.3091809810574453,
+ 0.4723778063818047,
+ 0.1442103985040503,
+ 0.2435417203434563,
+ 0.704623441023019,
+ 0.080792693564815,
+ 0.574361654262031,
+ 0.0533814203493373,
+ 0.0952764025878031,
+ 0.1683103950164531,
+ 0.0509012052676926,
+ 0.0265714687390477,
+ 0.7525877773488919,
+ 0.9057234432234432,
+ 0.2489623223255339,
+ 0.7988483072066103,
+ 0.7991359393458546,
+ 0.1394155160045949,
+ 0.044492440132678,
+ 0.1168518551370385,
+ 0.074639407808645,
+ 0.0659646079211486,
+ 0.0724747556344576,
+ 0.0556525652028668,
+ 0.0739812238848341,
+ 0.9482642158343618,
+ 0.0153572285368284,
+ 0.7024320276028485,
+ 0.9935007724833308,
+ 0.9714451602701456,
+ 0.9810228276274018,
+ 0.9925049751632646,
+ 0.9956608033914504,
+ 0.9923091096327008,
+ 0.9950530860479292,
+ 0.9956608033914504,
+ 0.9923091096327008,
+ 0.994236723631905,
+ 0.9900543673058078,
+ 0.9915395673179124,
+ 0.9936458484380476,
+ 0.8959738060524155,
+ 0.9817877851663602,
+ 0.9900543673058078,
+ 0.9115966555533086,
+ 0.9944408723506376,
+ 0.9956608033914504,
+ 0.8959738060524155,
+ 0.9944408723506376,
+ 0.7667061525416261,
+ 0.994236723631905,
+ 0.7637091949233177,
+ 0.8959738060524155,
+ 0.994236723631905,
+ 0.9923091096327008,
+ 0.8959738060524155,
+ 0.9902938618740108,
+ 0.9923091096327008,
+ 0.972718057371202,
+ 0.9900543673058078,
+ 0.994236723631905,
+ 0.9944408723506376,
+ 0.9797048863232288,
+ 0.9254963543300984,
+ 0.8909187130051093,
+ 0.8873402756817825,
+ 0.993918472031862,
+ 0.7648772325289999,
+ 0.9782437159331584,
+ 0.7806681427726045,
+ 0.9966641919714878,
+ 0.7101756161775787,
+ 0.9951883646723996,
+ 0.913040753537592,
+ 0.4885529599934675,
+ 0.9869840677674347
+ ],
+ "y0": " ",
+ "yaxis": "y"
+ },
+ {
+ "alignmentgroup": "True",
+ "hovertemplate": "Model=%{x}<br>AUC-PR=%{y}<extra></extra>",
+ "legendgroup": "USAD",
+ "marker": {
+ "color": "mediumpurple"
+ },
+ "name": "USAD",
+ "notched": false,
+ "offsetgroup": "USAD",
+ "orientation": "v",
+ "showlegend": true,
+ "type": "box",
+ "x": [
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD",
+ "USAD"
+ ],
+ "x0": " ",
+ "xaxis": "x",
+ "y": [
+ 0.2216597340035377,
+ 0.3914102161934061,
+ 0.1237746932196738,
+ 0.5669566967595161,
+ 0.1928357749569499,
+ 0.0609572001024211,
+ 0.4014285337221872,
+ 0.1488300851144572,
+ 0.1712022446974297,
+ 0.3270511521591636,
+ 0.4711929307027807,
+ 0.1976010860738989,
+ 0.0142107570625376,
+ 0.0021421597866547,
+ 0.0048722448078684,
+ 0.0405867075066616,
+ 0.0010730774779019,
+ 0.0313433374619172,
+ 0.4662951155386991,
+ 0.2749419138412878,
+ 0.0032570106887847,
+ 0.0058431436528234,
+ 0.8475769973621828,
+ 0.0095591785935504,
+ 0.0123589416999886,
+ 0.0063543390108007,
+ 0.1375535216305732,
+ 0.0887672179344793,
+ 0.0874973073154607,
+ 0.1920565328650643,
+ 0.0410345771131515,
+ 0.375077181132592,
+ 0.0212483480011266,
+ 0.1563203192053469,
+ 0.3119689233181245,
+ 0.0809491370889758,
+ 0.5883319611840865,
+ 0.0395494106180495,
+ 0.3233819203603594,
+ 0.6977318745254074,
+ 0.5406434342625468,
+ 0.66727456798299,
+ 0.3956991381471412,
+ 0.8337753118241156,
+ 0.0175890573223674,
+ 0.6903499061750888,
+ 0.841163527846363,
+ 0.0171646409615002,
+ 0.8486020982805808,
+ 0.6901169816220347,
+ 0.6251585678695629,
+ 0.668374686795138,
+ 0.1476559619512676,
+ 0.155013662525046,
+ 0.1448828737480341,
+ 0.8571036201476964,
+ 0.6528683717655718,
+ 0.3543312000166175,
+ 0.9396204674204212,
+ 0.1986312296174586,
+ 0.7019053102494186,
+ 0.0016738520562138,
+ 0.0023467107744888,
+ 0.0035682548651755,
+ 0.0424274587327995,
+ 0.007720844678083,
+ 0.0941979943355306,
+ 0.0335941580558076,
+ 0.0021736029816866,
+ 0.1011693019615253,
+ 0.0307264496056042,
+ 0.0241983418912056,
+ 0.0237673219002813,
+ 0.8779924895198611,
+ 0.3517647877966871,
+ 0.4235949792519595,
+ 0.6721851699686681,
+ 0.6533209468754132,
+ 0.2164698620311891,
+ 0.4667129777359318,
+ 0.7629361741652818,
+ 0.0592235875754747,
+ 0.6161044605180102,
+ 0.533588076909151,
+ 0.4634608444671153,
+ 0.4766763680786739,
+ 0.8148807316713426,
+ 0.0599279229164856,
+ 0.5051349958061686,
+ 0.0624265008615373,
+ 0.2238685003217159,
+ 0.2292602081670427,
+ 0.9955741381218236,
+ 0.3016914519467505,
+ 0.8334243766965962,
+ 0.9332869146688904,
+ 0.6957997543200334,
+ 0.9160171355979831,
+ 0.9072788771978127,
+ 0.4816245755217306,
+ 0.102313622451241,
+ 0.3403923896125754,
+ 0.0572314210473126,
+ 0.0378875689634483,
+ 0.4891850835586378,
+ 0.0810795686564899,
+ 0.0646645958264565,
+ 0.9440554704942724,
+ 0.787270225956674,
+ 0.7574841555865873,
+ 0.0293236485345865,
+ 0.0271123128561103,
+ 0.9919113474869096,
+ 0.9957218777454586,
+ 0.9960070599183692,
+ 0.9969615137273968,
+ 0.066044734158807,
+ 0.9961107387483236,
+ 0.9969609983245415,
+ 0.9296361454301006,
+ 0.5428307637272406,
+ 0.9994011276693374,
+ 0.9955082804728282,
+ 0.8916375817152119,
+ 0.9865350718340832,
+ 0.8712468954671284,
+ 0.9998992163389276,
+ 0.9945418833740842,
+ 0.9961060179270363,
+ 0.8916375817152119,
+ 0.9946742147005534,
+ 0.9233723751983826,
+ 0.9296361560574524,
+ 0.9885562218524636,
+ 0.8916375817152119,
+ 0.9296361655876194,
+ 0.996964563783403,
+ 0.8916375817152119,
+ 0.066080333012377,
+ 0.996960858032646,
+ 0.0435545459194111,
+ 0.8747080519669242,
+ 0.9296361884518184,
+ 0.9946425023900564,
+ 0.9969867207222796,
+ 0.9950551362274518,
+ 0.945856517316157,
+ 0.0111350627122554,
+ 0.0125492465692692,
+ 0.994400504072226,
+ 0.995867451035666,
+ 0.8058163410366985,
+ 0.0186867598740198,
+ 0.9915895480976052,
+ 0.0188661398459672,
+ 0.8599599755022995,
+ 0.9766958475774882,
+ 0.9771874293282732
+ ],
+ "y0": " ",
+ "yaxis": "y"
+ },
+ {
+ "alignmentgroup": "True",
+ "hovertemplate": "Model=%{x}<br>AUC-PR=%{y}<extra></extra>",
+ "legendgroup": "KMeansAD_U",
+ "marker": {
+ "color": "darkseagreen"
+ },
+ "name": "KMeansAD_U",
+ "notched": false,
+ "offsetgroup": "KMeansAD_U",
+ "orientation": "v",
+ "showlegend": true,
+ "type": "box",
+ "x": [
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U",
+ "KMeansAD_U"
+ ],
+ "x0": " ",
+ "xaxis": "x",
+ "y": [
+ 0.1377188778121429,
+ 0.090039435949255,
+ 0.8337712091718541,
+ 0.087470595116442,
+ 0.4417607810905954,
+ 0.054028952573904,
+ 0.099184850465843,
+ 0.0840167705065598,
+ 0.3197853969822306,
+ 0.3752698969653408,
+ 0.1381364188568528,
+ 0.0991621287186303,
+ 0.513991347476856,
+ 0.0959872509195031,
+ 0.3722968501041129,
+ 0.3150272452173393,
+ 0.2613772261284707,
+ 0.2202934633713703,
+ 0.0101645475802757,
+ 0.1087411003466967,
+ 0.3453663065567726,
+ 0.3215346146168199,
+ 0.0110705555922219,
+ 0.1695070570444266,
+ 0.1831432156799828,
+ 0.6251347963614576,
+ 0.4413697791545836,
+ 0.1861701002328251,
+ 0.2386897561456944,
+ 0.0364448974253113,
+ 0.8639895893211982,
+ 0.899847086104149,
+ 0.3923112067287297,
+ 0.2781780998536663,
+ 0.0061601698301186,
+ 0.3723568466924682,
+ 0.9601262585613496,
+ 0.897495931466575,
+ 0.3852141412625127,
+ 0.0945999534128362,
+ 0.1151061752092595,
+ 0.0257609485991425,
+ 0.0683205115126654,
+ 0.0189596496591193,
+ 0.0921021149620042,
+ 0.0972629861588532,
+ 0.0091947373060175,
+ 0.1019681118591893,
+ 0.0346900778138873,
+ 0.027322869176797,
+ 0.2429148571521453,
+ 0.0280055821346009,
+ 0.8019939165180815,
+ 0.7050302973081884,
+ 0.7608766790238661,
+ 0.896512311673201,
+ 0.3519383062570874,
+ 0.6604227242893354,
+ 0.9359533095064888,
+ 0.9607484564510128,
+ 0.8188979290432716,
+ 0.1019562501333407,
+ 0.0606896777128259,
+ 0.048492618373246,
+ 0.0359996430912645,
+ 0.1190599854248077,
+ 0.0733960458271153,
+ 0.0852665069909586,
+ 0.1026154211357273,
+ 0.1402108630619477,
+ 0.6974098311811613,
+ 0.77035248665801,
+ 0.6639634610789479,
+ 0.9084273476041462,
+ 0.8797953533079003,
+ 0.7633001558277935,
+ 0.9976253246188213,
+ 0.7988269919274782,
+ 0.897786458846991,
+ 0.8903829629987423,
+ 0.8909322358972054,
+ 0.3824912983448997,
+ 0.7411423819779809,
+ 0.9190500008603848,
+ 0.5926174907768802,
+ 0.9021830854374022,
+ 0.9859156766323685,
+ 0.7928714410915967,
+ 0.942205051637928,
+ 0.7496024605329966,
+ 0.3380950342042669,
+ 0.8096210468507266,
+ 0.1283396405383151,
+ 0.0505527440244272,
+ 0.0053994699705866,
+ 0.0997210341859596,
+ 0.2567891286979272,
+ 0.5796151300771588,
+ 0.3915171824405334,
+ 0.4556114877404176,
+ 0.2485916128977514,
+ 0.7431168462201124,
+ 0.7458872699497353,
+ 0.2156744218802546,
+ 0.9376182844085996,
+ 0.6615460167523756,
+ 0.507629476682699,
+ 0.905202725814885,
+ 0.9513963092557844,
+ 0.1111516911833987,
+ 0.3358931095260798,
+ 0.9265910450877556,
+ 0.1245715641879323,
+ 0.9811799326171576,
+ 0.8053663405012904,
+ 0.7601898841028183,
+ 0.3975519462154492,
+ 0.7999558602086154,
+ 0.761379805397162,
+ 0.1917991301531011,
+ 0.8346933213786584,
+ 0.2465989072865504,
+ 0.8637665654946556,
+ 0.6443341095341122,
+ 0.1223795839023794,
+ 0.8151237928234526,
+ 0.5163585521260834,
+ 0.7754056676575634,
+ 0.7987546262493287,
+ 0.6100867677906159,
+ 0.8009410818527528,
+ 0.7628452400278872,
+ 0.2004408984922405,
+ 0.9232191523640646,
+ 0.6228467592357317,
+ 0.1927464000794766,
+ 0.7234992624636032,
+ 0.6312860892385526,
+ 0.9375739923453682,
+ 0.7138491502513313,
+ 0.0442181774939733,
+ 0.8447036526675336,
+ 0.1925148205985516,
+ 0.7532126337558179,
+ 0.4972456566832097,
+ 0.22486641032253,
+ 0.4597180667772114,
+ 0.0152753040772744,
+ 0.1463127569401554,
+ 0.4326795546529036,
+ 0.3659267280718108,
+ 0.2368080837897938,
+ 0.1559567404041475,
+ 0.6218992052640148,
+ 0.1206378132360093,
+ 0.092671895641685,
+ 0.5380088211620414,
+ 0.1788687176294952
+ ],
+ "y0": " ",
+ "yaxis": "y"
+ },
+ {
+ "alignmentgroup": "True",
+ "hovertemplate": "Model=%{x}<br>AUC-PR=%{y}<extra></extra>",
+ "legendgroup": "KShapeAD",
+ "marker": {
+ "color": "darksalmon"
+ },
+ "name": "KShapeAD",
+ "notched": false,
+ "offsetgroup": "KShapeAD",
"orientation": "v",
"showlegend": true,
"type": "box",
"x": [
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN",
- "CNN"
- ],
- "x0": " ",
- "xaxis": "x",
- "y": [
- 1,
- 0.8181818181818182,
- 0.7,
- 1,
- 0.2325581395348837,
- 0.4313725490196078,
- 0.75,
- 0.5631067961165048,
- 0.4444444444444444,
- 0.8571428571428571,
- 1,
- 0,
- 0.76,
- 0.0714285714285714,
- 0.0655737704918032,
- 1,
- 0.1463414634146341,
- 0,
- 0.5238095238095238,
- 0.1264367816091954,
- 0.08,
- 0.9574468085106383,
- 0.0566615620214395,
- 1,
- 0.4,
- 0.131578947368421,
- 0.2075471698113207,
- 0.1333333333333333,
- 0.0862068965517241,
- 0.0114503816793893,
- 0.9736842105263158,
- 0.9047619047619048,
- 0.0175438596491228,
- 0.0127388535031847,
- 1,
- 0.0814814814814814,
- 0.0165289256198347,
- 0.1886792452830188,
- 0.0704225352112676,
- 0.8181818181818182,
- 0.0256410256410256,
- 1,
- 0.8466257668711656,
- 0.7801418439716312,
- 0.24,
- 0.0246913580246913,
- 0.5594059405940595,
- 0.6551724137931034,
- 0.0127388535031847,
- 0.8888888888888888,
- 0.4909090909090909,
- 0.0268199233716475,
- 0.8775510204081632,
- 1,
- 0.2592592592592592,
- 1,
- 1,
- 0.0104166666666666,
- 0,
- 1,
- 0,
- 0.9642857142857144,
- 0.9960552268244576,
- 1,
- 0.9992641648270788,
- 0.9957537154989384,
- 0.9910179640718564,
- 0.998046875,
- 0.974025974025974,
- 1,
- 0.9992673992673992,
- 0.999260901699926,
- 0.5558194774346793,
- 0.0687007476257829,
- 0.9066837107377648,
- 0.071301880099326,
- 0.1628772027711907,
- 0.0146217418944691,
- 0.0382401841667732,
- 0.6076608087357106,
- 0.0466265246255982,
- 1,
- 0.9,
- 1,
- 1,
- 0.1798107255520504,
- 0.8860759493670886,
- 0.8666666666666667,
- 1,
- 0.9863013698630136,
- 0.7072463768115942,
- 1,
- 1,
- 0.8931297709923665,
- 0.9759036144578314,
- 0.9328358208955224,
- 0.926829268292683,
- 0.9074074074074074,
- 0.9,
- 0.3446327683615819,
- 1,
- 1,
- 0.8676470588235294,
- 1,
- 0.2663934426229508,
- 0.25,
- 1,
- 1,
- 0.8421052631578947,
- 0.1114649681528662,
- 0.8857142857142857,
- 0.994535519125683,
- 0.6825396825396826,
- 0.9,
- 1,
- 0.96,
- 1,
- 0.9253731343283582,
- 0.7526881720430108,
- 0.0965283657917019,
- 0.1752525252525252,
- 0.0335025380710659,
- 0.9519087754090232,
- 0.5923632610939112,
- 0.2672540381791483,
- 1,
- 0.6398631308810949,
- 0.9435483870967742,
- 0.0097902097902097,
- 0.0032485110990795,
- 0.0012615643397813,
- 0.0022988505747126,
- 0.004510599909788,
- 0.0031347962382445,
- 0.0023148148148148,
- 0.001453488372093,
- 0.0059957173447537,
- 0,
- 0,
- 0,
- 0.65610278372591,
- 0.3527508090614886,
- 0.832046332046332,
- 0.8561946902654868,
- 0.9064362336114422,
- 0.1350685895181146,
- 0.1046115753636645,
- 0.860062893081761,
- 0.7123966942148761,
- 0.0294599018003273,
- 0.2564432989690721,
- 0.8841463414634146,
- 0.3349968808484092,
- 0.3825896122896854,
- 0.9948356807511736,
- 0.0188754222133916,
- 0.958393113342898,
- 0.1485507246376811,
- 0.1473125414731254,
- 0.7632183908045977,
- 1,
- 0,
- 0.9905362776025236,
- 1,
- 0.5,
- 0.3215909090909091,
- 0.96045197740113,
- 0.5,
- 1,
- 0.6065573770491803,
- 0.1463414634146341,
- 0.5360824742268041,
- 0.5,
- 0.0244897959183673,
- 0.1220930232558139,
- 1,
- 0.238430583501006,
- 0.6084905660377359,
- 0.0382165605095541,
- 1,
- 1,
- 1,
- 1,
- 1,
- 1,
- 1,
- 1,
- 1,
- 1,
- 0.9952084331576424,
- 0,
- 0,
- 0,
- 0.8441558441558441,
- 0,
- 0.9473684210526316,
- 0,
- 0,
- 0.0744680851063829,
- 1,
- 0,
- 0.4358974358974359,
- 1,
- 0.9090909090909092,
- 1,
- 0.0638852672750977,
- 0.0059523809523809,
- 0,
- 0.0017905102954341,
- 0,
- 0,
- 0.1986301369863013,
- 0.164271047227926,
- 0.4408602150537634,
- 0,
- 0.0709219858156028,
- 0.0267558528428093,
- 0,
- 0,
- 0.0053556126820908,
- 0.0066815144766146,
- 0.024390243902439,
- 0.3768115942028985,
- 0,
- 0,
- 0,
- 0,
- 0.001328903654485,
- 0.0133098945253641,
- 0,
- 0,
- 0.0337078651685393,
- 0.260586319218241,
- 0.027906976744186,
- 0.0568181818181818,
- 0.1800302571860817,
- 0.1704545454545454,
- 0,
- 0,
- 0.0410958904109589,
- 0,
- 0,
- 0,
- 0,
- 0.0522388059701492,
- 0,
- 0.0464135021097046,
- 0,
- 0.0380434782608695,
- 0.4573170731707317,
- 0,
- 0.9682539682539684,
- 0.0265632346027268,
- 0.6535433070866141,
- 0.0146842878120411,
- 0,
- 0.0053547523427041,
- 0,
- 0,
- 0,
- 0.0558766859344894,
- 0.010840108401084,
- 0.5057471264367817,
- 0,
- 0,
- 0.0272108843537414,
- 0.0244252873563218,
- 0,
- 0,
- 0.0110294117647058,
- 0.0139751552795031,
- 0,
- 0,
- 0,
- 0,
- 0.0238095238095238,
- 0.024390243902439,
- 0,
- 0,
- 0.0144391618242648,
- 0.024024024024024,
- 0.0073710073710073,
- 1,
- 0.4778761061946903,
- 1,
- 1,
- 1,
- 1,
- 1,
- 0.6333333333333333,
- 0,
- 0.5,
- 0,
- 1,
- 0.2242152466367713,
- 0.0493827160493827,
- 1,
- 0,
- 1,
- 0,
- 1,
- 0.5776566757493188,
- 0.0588235294117647,
- 0.1666666666666666,
- 0.0256410256410256,
- 0,
- 0,
- 1,
- 0.0357142857142857,
- 0.25,
- 1,
- 1,
- 0,
- 0,
- 0.0714285714285714,
- 0,
- 0,
- 0.0238095238095238,
- 1,
- 1,
- 1,
- 0,
- 0.0769230769230769,
- 0,
- 0.2857142857142857,
- 0.0454545454545454,
- 0.0952380952380952,
- 0.1764705882352941,
- 1,
- 0.0625,
- 1,
- 0,
- 0.032258064516129,
- 0,
- 0,
- 0.0333333333333333,
- 0.4166666666666667,
- 0.9678407350689128,
- 0.9979716024340772,
- 0.9975579975579976,
- 0.2847682119205298,
- 0.9938900203665988,
- 0.9975728155339806,
- 0.96875,
- 0.5529411764705883,
- 1,
- 0.9857142857142858,
- 0.9877750611246944,
- 0.9107913669064748,
- 0.5529411764705883,
- 1,
- 0.9985835694050992,
- 0.992822966507177,
- 0.988399071925754,
- 0.9985835694050992,
- 0.9144736842105264,
- 0.9489795918367347,
- 0.979591836734694,
- 0.9878934624697336,
- 0.9494949494949496,
- 0.9975460122699388,
- 0.988095238095238,
- 0.272463768115942,
- 0.9975669099756692,
- 0.88,
- 0.5402298850574713,
- 0.9519230769230768,
- 0.998587570621469,
- 1,
- 0.3341204250295159,
- 0.165,
- 0.9859943977591036,
- 0.6348837209302326,
- 0.9181818181818182,
- 0.2227979274611398,
- 0.7424242424242424,
- 0.9947826086956522,
- 0.6739606126914661,
- 0,
- 0.9326241134751772,
- 0.7692307692307693,
- 0.891647855530474,
- 0.3560209424083769,
- 0.2911392405063291,
- 0.687402799377916,
- 1,
- 0.2099737532808399,
- 0.7142857142857143,
- 0.3341968911917098,
- 0.9595435684647304,
- 0,
- 0.711340206185567,
- 0.3558823529411765,
- 0,
- 0.3476482617586912,
- 0.9531416400425984,
- 0.6321428571428571
- ],
- "y0": " ",
- "yaxis": "y"
- },
- {
- "alignmentgroup": "True",
- "hovertemplate": "Model=%{x}<br>Precision=%{y}<extra></extra>",
- "legendgroup": "LSTMAD",
- "marker": {
- "color": "blueviolet"
- },
- "name": "LSTMAD",
- "notched": false,
- "offsetgroup": "LSTMAD",
- "orientation": "v",
- "showlegend": true,
- "type": "box",
- "x": [
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD",
- "LSTMAD"
- ],
- "x0": " ",
- "xaxis": "x",
- "y": [
- 1,
- 0.8333333333333334,
- 0.7,
- 1,
- 0.2142857142857142,
- 0.6666666666666666,
- 0.6363636363636364,
- 0.5686274509803921,
- 0.3809523809523809,
- 0.8571428571428571,
- 0,
- 0,
- 0,
- 0.0833333333333333,
- 0,
- 1,
- 0.1481481481481481,
- 0,
- 0.3333333333333333,
- 0,
- 0.1111111111111111,
- 1,
- 0.1315417256011315,
- 1,
- 0.2666666666666666,
- 0,
- 0.2,
- 0.1333333333333333,
- 0,
- 0,
- 0.8222222222222222,
- 0.9069767441860463,
- 0,
- 0.0042918454935622,
- 1,
- 0.2727272727272727,
- 1,
- 0,
- 0.0156862745098039,
- 1,
- 0,
- 1,
- 0.4581818181818182,
- 0.3087557603686636,
- 0,
- 0,
- 0.9619565217391304,
- 1,
- 0.0023640661938534,
- 0.5,
- 0.5538461538461539,
- 0,
- 0.5822784810126582,
- 1,
- 0.5,
- 0,
- 1,
- 0.010204081632653,
- 0,
- 1,
- 0,
- 0.9655172413793104,
- 1,
- 0.9736842105263158,
- 0,
- 1,
- 0.9844357976653696,
- 1,
- 0.9782608695652174,
- 1,
- 0,
- 0,
- 0.5826446280991735,
- 0.055064308681672,
- 0.9451704545454546,
- 0.1196511310983919,
- 0.2317842129845866,
- 0.6285714285714286,
- 0.0629183400267737,
- 0.9649036085022245,
- 0.1023108460678345,
- 0.9807692307692308,
- 0.903846153846154,
- 1,
- 1,
- 0.3397435897435897,
- 1,
- 0.896551724137931,
- 1,
- 0.9893617021276596,
- 0.7653429602888087,
- 1,
- 1,
- 0.8992805755395683,
- 0.9876543209876544,
- 1,
- 1,
- 0.9347826086956522,
- 1,
- 0.5862068965517241,
- 1,
- 1,
- 0.9767441860465116,
- 1,
- 0.616822429906542,
- 0.2061068702290076,
- 1,
- 1,
- 0.984126984126984,
- 0.1014492753623188,
- 1,
- 1,
- 0.8316831683168316,
- 1,
- 1,
- 0.9649122807017544,
- 1,
- 0.4883720930232558,
- 0.6560509554140127,
- 0.0525696351510396,
- 0.1892014519056261,
- 0.0265398097145718,
- 0.9949937421777222,
- 0.6016597510373444,
- 0.2613814756671899,
- 0.6672268907563025,
- 0.0866666666666666,
- 0.9,
- 0.016,
- 0.0022975301550832,
- 0.0252631578947368,
- 0.0623229461756373,
- 0.0147167034584253,
- 0.0072648020341445,
- 0.0437756497948016,
- 0.0136629798308392,
- 0.0153930731170973,
- 0,
- 0,
- 0,
- 0.9771197846567968,
- 0.380281690140845,
- 0.8551068883610451,
- 0.4822601839684625,
- 0.5749746707193516,
- 0.3696428571428571,
- 0.0324564400409976,
- 0.4394829612220917,
- 0.7857142857142857,
- 0.0981781376518218,
- 0.7142857142857143,
- 0.6938775510204082,
- 0.1472581638940234,
- 0.2467387253074916,
- 0.9022727272727272,
- 0.0327088908712459,
- 0.1912972085385878,
- 0.0659550133434998,
- 0.2186858316221765,
- 0.062475442043222,
- 1,
- 0,
- 0.9905362776025236,
- 1,
- 0.054054054054054,
- 0.7084848484848485,
- 0.6130268199233716,
- 0.5714285714285714,
- 1,
- 0.4863387978142076,
- 0.2179487179487179,
- 0.815,
- 0.5217391304347826,
- 0.0253164556962025,
- 0.0898203592814371,
- 0.504424778761062,
- 0.0544354838709677,
- 0.9421015010721944,
- 0.0248447204968944,
- 0.7777777777777778,
- 1,
- 1,
- 1,
- 1,
- 1,
- 1,
- 1,
- 1,
- 1,
- 1,
- 1,
- 1,
- 1,
- 0,
- 0,
- 0,
- 1,
- 1,
- 0,
- 0,
- 0,
- 0,
- 0.3072625698324022,
- 1,
- 0,
- 0.0285714285714285,
- 0.0113636363636363,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0.0430831369909121,
- 0.031578947368421,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0.016260162601626,
- 0.0816326530612244,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0.0701754385964912,
- 0,
- 0.0078431372549019,
- 0,
- 0.0145914396887159,
- 0,
- 0,
- 0.0336134453781512,
- 0,
- 0,
- 0,
- 0,
- 0.2517006802721088,
- 0.0072727272727272,
- 0.0009852216748768,
- 0,
- 0.0428211586901763,
- 0.083743842364532,
- 0,
- 0.0607675906183368,
- 0,
- 0.0896551724137931,
- 0.0013736263736263,
- 0,
- 0.0047253396337861,
- 0,
- 0.0256410256410256,
- 0,
- 0,
- 0.0192926045016077,
- 0.0189349112426035,
- 0,
- 0,
- 0,
- 0.0021574973031283,
- 0.0069444444444444,
- 0,
- 0.0217983651226158,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0.017391304347826,
- 0.0564516129032258,
- 0,
- 0,
- 0.0001431844215349,
- 0.05,
- 0,
- 1,
- 1,
- 1,
- 1,
- 1,
- 0,
- 1,
- 0.6333333333333333,
- 0,
- 0.1473684210526315,
- 0,
- 1,
- 0.0628571428571428,
- 0.029585798816568,
- 1,
- 0,
- 0.8944723618090452,
- 0,
- 1,
- 0.9969345434874076,
- 0.0666666666666666,
- 0.1666666666666666,
- 0,
- 0,
- 0,
- 1,
- 0.0333333333333333,
- 0,
- 1,
- 1,
- 0,
- 0,
- 0.0714285714285714,
- 0,
- 0,
- 0,
- 1,
- 1,
- 1,
- 0,
- 0.0769230769230769,
- 0,
- 0.2,
- 0.0476190476190476,
- 0.1,
- 0.1071428571428571,
- 1,
- 0,
- 1,
- 0,
- 0.0333333333333333,
- 0,
- 0,
- 0,
- 0.3846153846153846,
- 0.683585313174946,
- 0.9976019184652278,
- 0.9988358556461,
- 0,
- 0.9928400954653938,
- 0.9988385598141696,
- 0.9814814814814816,
- 0.5529411764705883,
- 1,
- 0.9924242424242424,
- 0.8820678513731826,
- 1,
- 0.5529411764705883,
- 1,
- 0.99860529986053,
- 0.9976019184652278,
- 0.8820678513731826,
- 0.9971671388101984,
- 0.9356913183279744,
- 0.9814814814814816,
- 1,
- 0.8820678513731826,
- 0.9814814814814816,
- 0.9988276670574444,
- 0.8820678513731826,
- 0,
- 0.9988385598141696,
- 0,
- 0.5529411764705883,
- 0.9814814814814816,
- 0.998581560283688,
- 1,
- 0.5557432432432432,
- 0,
- 0.9846153846153848,
- 0.4079110012360939,
- 0.462,
- 0,
- 0,
- 0,
- 0.7706013363028953,
- 0,
- 0.9516509433962264,
- 0.6666666666666666,
- 0.8713968957871396,
- 0.3854748603351955,
- 0.3116883116883117,
- 0.7578397212543554,
- 0.0454545454545454,
- 0,
- 0.8095238095238095,
- 0,
- 0.9562043795620438,
- 0,
- 0,
- 0,
- 0.7794253938832252,
- 0.595703125,
- 0.8604240282685512,
- 0.6642468239564429
- ],
- "y0": " ",
- "yaxis": "y"
- },
- {
- "alignmentgroup": "True",
- "hovertemplate": "Model=%{x}<br>Precision=%{y}<extra></extra>",
- "legendgroup": "USAD",
- "marker": {
- "color": "mediumpurple"
- },
- "name": "USAD",
- "notched": false,
- "offsetgroup": "USAD",
- "orientation": "v",
- "showlegend": true,
- "type": "box",
- "x": [
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD",
- "USAD"
- ],
- "x0": " ",
- "xaxis": "x",
- "y": [
- 1,
- 1,
- 1,
- 1,
- 0,
- 0,
- 0,
- 1,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 1,
- 0,
- 0,
- 0,
- 0,
- 0,
- 1,
- 1,
- 0.5586592178770949,
- 0,
- 1,
- 1,
- 0,
- 0,
- 0.9655172413793104,
- 0.9642857142857144,
- 0,
- 0,
- 0.6,
- 0.6071428571428571,
- 0,
- 0,
- 0.0148148148148148,
- 0,
- 0,
- 0,
- 0.5064935064935064,
- 0.2863849765258216,
- 0,
- 0,
- 0.9073170731707316,
- 0,
- 0,
- 0,
- 0.5571428571428572,
- 0,
- 0.6538461538461539,
- 1,
- 0,
- 0,
- 1,
- 0,
- 0,
- 0,
- 0,
- 1,
- 0.2608695652173913,
- 0.2631578947368421,
- 0.6666666666666666,
- 0.3947368421052631,
- 0.2777777777777778,
- 0.4347826086956521,
- 0.2666666666666666,
- 0.5294117647058824,
- 0.4,
- 0.6129032258064516,
- 1,
- 0.0463091922005571,
- 0.6246871558714586,
- 0,
- 0.3414982164090369,
- 0.0636550308008213,
- 0.2085389401416005,
- 0.9896290688872068,
- 0.1054631828978622,
- 1,
- 0.9344262295081968,
- 1,
- 0.9785407725321889,
- 0.3486005089058524,
- 0.8972602739726028,
- 0.9144021739130436,
- 1,
- 0.8294117647058824,
- 0.7868852459016393,
- 1,
- 0.8034682080924855,
- 1,
- 0.7575757575757576,
- 0.9161290322580644,
- 0.106766917293233,
- 0.8047337278106509,
- 0.89375,
- 0,
- 0.9622641509433962,
- 0.7350427350427351,
- 0.2629107981220657,
- 0.7246963562753036,
- 0,
- 0.1419354838709677,
- 0.7295081967213115,
- 1,
- 0.8922155688622755,
- 0,
- 0.3440860215053763,
- 0.9316239316239316,
- 0.8909090909090909,
- 0.2474402730375426,
- 0.9291338582677166,
- 0.7970297029702971,
- 1,
- 0.2395604395604395,
- 0.5381818181818182,
- 0.3328358208955224,
- 0.1834757834757834,
- 0.2962475312705727,
- 0.9238578680203046,
- 0.9165170556552962,
- 0.5025510204081632,
- 0.979498861047836,
- 0.0138417341342387,
- 1,
- 0,
- 0,
- 0,
- 0.7272727272727273,
- 0.3333333333333333,
- 0.02002002002002,
- 0.6363636363636364,
- 0.0017699115044247,
- 0.1047120418848167,
- 0,
- 0,
- 0,
- 0.9939144091087554,
- 0.973045822102426,
- 0.991404011461318,
- 1,
- 1,
- 0.8227642276422764,
- 0.7661469933184856,
- 0.9577762139338494,
- 0.8531983433041878,
- 0.1104746317512275,
- 1,
- 0.9937073938122706,
- 1,
- 0.6695970695970695,
- 1,
- 0.2644483362521891,
- 1,
- 0.0951302378255945,
- 0.8432494279176201,
- 1,
- 0.6746987951807228,
- 0.5425531914893617,
- 0.3932038834951456,
- 1,
- 0,
- 0.7299134734239803,
- 0.5068493150684932,
- 0.0813953488372093,
- 0.979381443298969,
- 0.7372262773722628,
- 1,
- 1,
- 0.7843137254901961,
- 0,
- 0,
- 0.7706422018348624,
- 0.0539921465968586,
- 0.9720588235294118,
- 0,
- 0.1871657754010695,
- 1,
- 1,
- 1,
- 0.75,
- 1,
- 0.875,
- 0.8904109589041096,
- 1,
- 0.8904109589041096,
- 0.9827922077922078,
- 0.134020618556701,
- 0.7424242424242424,
- 0.1,
- 0.6122448979591837,
- 0,
- 0,
- 0,
- 0.8450704225352113,
- 0,
- 0.1170212765957446,
- 0,
- 0,
- 0,
- 0.9634146341463414,
- 0,
- 0,
- 0.0389610389610389,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0.2703583061889251,
- 0.6428571428571429,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0.4230769230769231,
- 0,
- 0,
- 0.2734375,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0.4426229508196721,
- 0,
- 0,
- 0,
- 0.285377358490566,
- 0,
- 0,
- 0,
- 0,
- 0.2222222222222222,
- 0,
- 0,
- 0.5566037735849056,
- 0.5714285714285714,
- 0,
- 0,
- 0,
- 0.4166666666666667,
- 0,
- 0.9,
- 0,
- 0.4788732394366197,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0.0074349442379182,
- 0.6410256410256411,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0.00625,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0.625,
- 0,
- 0,
- 0,
- 0,
- 0.81,
- 0,
- 0,
- 0,
- 1,
- 0,
- 0,
- 0.9800995024875622,
- 0,
- 0,
- 1,
- 0.6078431372549019,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0.855,
- 1,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0.6,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0.2,
- 0,
- 0,
- 0,
- 0,
- 0.1428571428571428,
- 0,
- 0,
- 0.0909090909090909,
- 1,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0.2941176470588235,
- 1,
- 1,
- 1,
- 0,
- 1,
- 1,
- 0.7938931297709924,
- 0.7068493150684931,
- 1,
- 1,
- 0.9012208657047724,
- 1,
- 0.5570093457943925,
- 0,
- 1,
- 1,
- 0.9012208657047724,
- 1,
- 0.9210320562939796,
- 0.7938931297709924,
- 1,
- 0.9012208657047724,
- 0.7938931297709924,
- 1,
- 0.9012208657047724,
- 0,
- 1,
- 0,
- 0.724233983286908,
- 0.7938931297709924,
- 1,
- 1,
- 0.7051282051282052,
- 0,
- 1,
- 0.4817518248175182,
- 0.9192771084337348,
- 0,
- 0,
- 0,
- 1,
- 0,
- 0.9862385321100916,
- 0,
- 0.8719646799116998,
- 0.6484848484848484,
- 0,
- 0.9088983050847458,
- 0,
- 0,
- 0,
- 0,
- 0.9661399548532732,
- 0,
- 0,
- 0,
- 0.90041928721174,
- 0.7834710743801653,
- 1,
- 0.8096234309623431
- ],
- "y0": " ",
- "yaxis": "y"
- },
- {
- "alignmentgroup": "True",
- "hovertemplate": "Model=%{x}<br>Precision=%{y}<extra></extra>",
- "legendgroup": "PCA",
- "marker": {
- "color": "yellowgreen"
- },
- "name": "PCA",
- "notched": false,
- "offsetgroup": "PCA",
- "orientation": "v",
- "showlegend": true,
- "type": "box",
- "x": [
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA",
- "PCA"
- ],
- "x0": " ",
- "xaxis": "x",
- "y": [
- 1,
- 1,
- 0.8366336633663366,
- 1,
- 0,
- 1,
- 0,
- 1,
- 0,
- 0,
- 1,
- 0,
- 1,
- 1,
- 0,
- 0,
- 1,
- 0,
- 0,
- 0,
- 1,
- 0,
- 0,
- 1,
- 0.2692307692307692,
- 0.9714285714285714,
- 0,
- 0.8421052631578947,
- 0,
- 0,
- 0.7,
- 0.3368983957219251,
- 0,
- 0,
- 0.0923076923076923,
- 0.25,
- 0,
- 0,
- 0.5454545454545454,
- 0,
- 0,
- 0,
- 0.7934782608695652,
- 0,
- 0,
- 0,
- 0.9782608695652174,
- 0,
- 0,
- 0,
- 0.5,
- 0,
- 0.4797297297297297,
- 0.952,
- 0,
- 0,
- 1,
- 0,
- 0,
- 0.8939393939393939,
- 0,
- 1,
- 0,
- 0.4,
- 0,
- 0,
- 0.4210526315789473,
- 0.1818181818181818,
- 0.3846153846153846,
- 0.5454545454545454,
- 0.1428571428571428,
- 0.1428571428571428,
- 0.7352297592997812,
- 0.1329305135951661,
- 0.8829023489231198,
- 0,
- 0.1545974743488555,
- 0.2335827098919368,
- 0.5401125234423838,
- 0.994202779376696,
- 0.5722059439095856,
- 0,
- 0,
- 0.9908256880733946,
- 0.8715083798882681,
- 0,
- 0,
- 0.7788732394366197,
- 0.8184438040345822,
- 1,
- 0.7634660421545667,
- 1,
- 0.98,
- 0.9955156950672646,
- 0.8175675675675675,
- 0.8901734104046243,
- 0,
- 0.6313725490196078,
- 0.3333333333333333,
- 0,
- 0.8366197183098592,
- 0.8695652173913043,
- 0.3099415204678362,
- 0.3958762886597938,
- 0,
- 0,
- 0.3611940298507463,
- 0.7701149425287356,
- 0,
- 0,
- 0,
- 0.7844827586206896,
- 0.6043478260869565,
- 0.0255102040816326,
- 0.861271676300578,
- 0.8875739644970414,
- 0.7219730941704036,
- 0,
- 0.5095785440613027,
- 0.0661764705882353,
- 0,
- 0.0955710955710955,
- 0.8631043256997456,
- 1,
- 0.6605504587155964,
- 0.9802405498281788,
- 0.488262910798122,
- 0.9429577464788732,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0.5128205128205128,
- 0.2,
- 0,
- 0.3421052631578947,
- 0,
- 0,
- 0,
- 1,
- 0.6534422403733956,
- 0.8820184790334044,
- 1,
- 1,
- 0.6326664480157429,
- 0.7428872497365648,
- 0.9476190476190476,
- 0.92356914326342,
- 0.0893262679788039,
- 0.9216300940438872,
- 1,
- 0.9964200477326968,
- 0.7177251971772519,
- 1,
- 0.3024846957148001,
- 0.8943338437978561,
- 0.5377616014558689,
- 0.8276269185360094,
- 1,
- 0.1428571428571428,
- 0.2,
- 0.2857142857142857,
- 0.4666666666666667,
- 0,
- 0.6559873949579832,
- 0.3590814196242171,
- 0.0683229813664596,
- 0.5706521739130435,
- 0.7982799061767005,
- 0,
- 0.8658536585365854,
- 0.4814814814814814,
- 0,
- 0,
- 0.376657824933687,
- 0.0405010438413361,
- 0.8113755078351712,
- 0,
- 0.9348752282410224,
- 1,
- 0.8918918918918919,
- 1,
- 0.9583333333333334,
- 1,
- 0.4583333333333333,
- 1,
- 1,
- 1,
- 0.9532531959549704,
- 0.136986301369863,
- 0.3472222222222222,
- 0,
- 0.2061855670103092,
- 0,
- 0.125,
- 0.4464285714285714,
- 0.5,
- 0,
- 0.2272727272727272,
- 0,
- 0.0958904109589041,
- 0,
- 0.7972972972972973,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0.6081081081081081,
- 0,
- 0,
- 0.2341806381828015,
- 0.4931506849315068,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0.2753623188405797,
- 0,
- 0,
- 0,
- 0,
- 0.4933333333333333,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0.8594249201277955,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0.4758064516129032,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0.6578947368421053,
- 0.0122377622377622,
- 0.4931506849315068,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0.364963503649635,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0.648,
- 0,
- 1,
- 0.408,
- 0.925,
- 0,
- 1,
- 0.9818181818181818,
- 0,
- 0.7008547008547008,
- 1,
- 0.3406593406593406,
- 0.6739130434782609,
- 0,
- 0,
- 0,
- 1,
- 0,
- 0.8636363636363636,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0.0833333333333333,
- 0,
- 0,
- 0,
- 0,
- 0.0256410256410256,
- 0,
- 0.03125,
- 0.0625,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0.1,
- 1,
- 1,
- 1,
- 1,
- 1,
- 1,
- 0.9067961165048544,
- 0.5537459283387622,
- 1,
- 1,
- 0.896,
- 1,
- 0.5537459283387622,
- 0,
- 1,
- 1,
- 0.896,
- 1,
- 0.92,
- 0.9067961165048544,
- 0.998803827751196,
- 0.896,
- 0.9067961165048544,
- 1,
- 0.896,
- 1,
- 1,
- 1,
- 0.5537459283387622,
- 0.9067961165048544,
- 1,
- 1,
- 0.8461538461538461,
- 0,
- 1,
- 0.6573705179282868,
- 0.9363425925925926,
- 0.8620689655172413,
- 0.6366559485530546,
- 0.9869918699186992,
- 1,
- 0,
- 1,
- 0,
- 0.8497854077253219,
- 0.5576923076923077,
- 1,
- 0.9106029106029108,
- 0,
- 0.9293361884368307,
- 0,
- 0.9980392156862744,
- 0.9567099567099568,
- 0,
- 0.9354066985645934,
- 0.9526627218934912,
- 1,
- 0.924170616113744,
- 1,
- 0.9776536312849162
- ],
- "y0": " ",
- "yaxis": "y"
- },
- {
- "alignmentgroup": "True",
- "hovertemplate": "Model=%{x}<br>Precision=%{y}<extra></extra>",
- "legendgroup": "OmniAnomaly",
- "marker": {
- "color": "slateblue"
- },
- "name": "OmniAnomaly",
- "notched": false,
- "offsetgroup": "OmniAnomaly",
- "orientation": "v",
- "showlegend": true,
- "type": "box",
- "x": [
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly",
- "OmniAnomaly"
- ],
- "x0": " ",
- "xaxis": "x",
- "y": [
- 1,
- 1,
- 1,
- 1,
- 0,
- 0,
- 1,
- 1,
- 0,
- 1,
- 0,
- 0,
- 0,
- 1,
- 0,
- 0,
- 1,
- 0,
- 0,
- 0,
- 0,
- 0,
- 1,
- 1,
- 0.5617977528089888,
- 0,
- 1,
- 1,
- 0,
- 0,
- 0.9655172413793104,
- 0.9649122807017544,
- 0,
- 0,
- 0.6,
- 0.6071428571428571,
- 0,
- 0,
- 0.0141843971631205,
- 0,
- 0,
- 0,
- 0.471042471042471,
- 0.2764227642276423,
- 0,
- 0,
- 0.9073170731707316,
- 0,
- 0,
- 0,
- 0.5571428571428572,
- 0,
- 0.6538461538461539,
- 1,
- 0,
- 0,
- 1,
- 0,
- 0,
- 0,
- 0,
- 0.8282828282828283,
- 0.2608695652173913,
- 0.2631578947368421,
- 0.6666666666666666,
- 0.425,
- 0.2777777777777778,
- 0.4347826086956521,
- 0.25,
- 0.5294117647058824,
- 0.4,
- 0.6129032258064516,
- 1,
- 0.0345805993970562,
- 0.6999691008342774,
- 0.0030322968218096,
- 0.2879777996598335,
- 0.0626269465132024,
- 0.2354884379424256,
- 0.9952206705996564,
- 0.1307519640852974,
- 0.0559796437659033,
- 0.0939597315436241,
- 1,
- 0.978902953586498,
- 0,
- 0.1256684491978609,
- 0.9167785234899328,
- 0.9662447257383966,
- 0.8284023668639053,
- 0.7569296375266524,
- 0.7479674796747967,
- 0.8034682080924855,
- 1,
- 0.5787037037037037,
- 0.837696335078534,
- 0.0336787564766839,
- 0.8047337278106509,
- 0.236144578313253,
- 0,
- 0.9550561797752808,
- 0.7350427350427351,
- 0.1816578483245149,
- 0.2920353982300885,
- 0,
- 0,
- 0.2687813021702838,
- 0.9787234042553192,
- 0.1439588688946015,
- 0,
- 0.1176470588235294,
- 0.9322033898305084,
- 0.875,
- 0.1376146788990825,
- 0.9302325581395348,
- 0.7931034482758621,
- 1,
- 0.1686746987951807,
- 0.5251798561151079,
- 0.3165769000598444,
- 0.1192256929168499,
- 0.2551396942540854,
- 0.8802058961160505,
- 1,
- 0.6463932107496464,
- 0.9807162534435262,
- 0.5879396984924623,
- 0.9788213627992634,
- 0,
- 0,
- 0,
- 0,
- 0.0008695652173913,
- 0.017391304347826,
- 0,
- 0,
- 0.0176056338028169,
- 0,
- 0,
- 0,
- 0.9948616600790514,
- 0.8149779735682819,
- 0.9923954372623576,
- 1,
- 1,
- 0.8374792703150912,
- 0.8562691131498471,
- 1,
- 0.8522257916475448,
- 0.0939420544337137,
- 1,
- 1,
- 1,
- 0.6845014370992704,
- 1,
- 0.6293103448275862,
- 1,
- 0.1130177514792899,
- 0.9075712881022616,
- 1,
- 0.6746987951807228,
- 0.5425531914893617,
- 0.3932038834951456,
- 1,
- 0,
- 0.7299134734239803,
- 0.5068493150684932,
- 0.0816326530612244,
- 0.979381443298969,
- 0.7372262773722628,
- 0.7,
- 1,
- 0.7636363636363637,
- 0,
- 0.7,
- 0.7711670480549199,
- 0.0539215686274509,
- 0.971386647101981,
- 0,
- 0.1871657754010695,
- 1,
- 1,
- 1,
- 0.48,
- 1,
- 1,
- 0.8904109589041096,
- 1,
- 0.8904109589041096,
- 0.9804529941048712,
- 0.1153846153846153,
- 1,
- 0,
- 0.8472222222222222,
- 0,
- 0.1538461538461538,
- 0.4464285714285714,
- 0.8333333333333334,
- 0,
- 0.2461538461538461,
- 0,
- 0,
- 0,
- 0.9876543209876544,
- 0,
- 0,
- 0.0294117647058823,
- 0.0027322404371584,
- 0,
- 0,
- 0,
- 0,
- 0.2703583061889251,
- 0.4651162790697674,
- 0,
- 0.0625,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0.4230769230769231,
- 0,
- 0,
- 0.1677018633540372,
- 0,
- 0,
- 0,
- 0,
- 0.0151515151515151,
- 0,
- 0.4426229508196721,
- 0,
- 0,
- 0,
- 0.2965686274509804,
- 0,
- 0,
- 0,
- 0,
- 0.2727272727272727,
- 0,
- 0,
- 0.5462962962962963,
- 0.3235294117647059,
- 0,
- 0,
- 0,
- 0.4166666666666667,
- 0,
- 0.9,
- 0,
- 0.4938271604938271,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0.0072992700729927,
- 0.6493506493506493,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0.0064794816414686,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0.3571428571428571,
- 0,
- 0,
- 0,
- 0,
- 0.81,
- 0,
- 0,
- 0,
- 0.8297872340425532,
- 0,
- 0.125,
- 0.9798994974874372,
- 0,
- 0.6062992125984252,
- 1,
- 0.6078431372549019,
- 0.5486111111111112,
- 0,
- 0,
- 0,
- 0.6666666666666666,
- 0,
- 0.855,
- 1,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0.6,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0.2,
- 0,
- 0,
- 0,
- 0,
- 0.1428571428571428,
- 0,
- 0.1,
- 0.0909090909090909,
- 1,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0.2941176470588235,
- 1,
- 1,
- 1,
- 0,
- 1,
- 1,
- 0.7938931297709924,
- 0.7223796033994334,
- 1,
- 1,
- 0.9012208657047724,
- 1,
- 0.7231638418079096,
- 0,
- 1,
- 1,
- 0.9012208657047724,
- 1,
- 0.9210320562939796,
- 0.7938931297709924,
- 1,
- 0.9012208657047724,
- 0.7938931297709924,
- 1,
- 0.9012208657047724,
- 0,
- 1,
- 0,
- 0.7231638418079096,
- 0.7938931297709924,
- 1,
- 1,
- 0.7051282051282052,
- 0,
- 1,
- 0.4817518248175182,
- 0.9203860072376358,
- 0,
- 0,
- 0,
- 1,
- 0,
- 0.9862385321100916,
- 0,
- 0.8719646799116998,
- 0.6484848484848484,
- 0,
- 0.9088983050847458,
- 0,
- 0,
- 0,
- 0,
- 0.9661399548532732,
- 0,
- 0,
- 0,
- 0.90041928721174,
- 0.7834710743801653,
- 1,
- 0.8096234309623431
- ],
- "y0": " ",
- "yaxis": "y"
- },
- {
- "alignmentgroup": "True",
- "hovertemplate": "Model=%{x}<br>Precision=%{y}<extra></extra>",
- "legendgroup": "Sub-IForest",
- "marker": {
- "color": "green"
- },
- "name": "Sub-IForest",
- "notched": false,
- "offsetgroup": "Sub-IForest",
- "orientation": "v",
- "showlegend": true,
- "type": "box",
- "x": [
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest",
- "Sub-IForest"
- ],
- "x0": " ",
- "xaxis": "x",
- "y": [
- 0.90625,
- 0.45,
- 0.4309623430962343,
- 1,
- 0.5,
- 0.9734513274336284,
- 0.1428571428571428,
- 0.9580838323353292,
- 0.6,
- 0,
- 1,
- 0,
- 0.0571428571428571,
- 0,
- 1,
- 1,
- 1,
- 0.75,
- 1,
- 1,
- 0.1,
- 0.6666666666666666,
- 1,
- 1,
- 0.1348600508905852,
- 0.3888888888888889,
- 0.3636363636363636,
- 0.6923076923076923,
- 0,
- 0,
- 0.1798245614035087,
- 0.10062893081761,
- 0,
- 0,
- 0,
- 0.0251798561151079,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0.1238938053097345,
- 0,
- 0,
- 0,
- 0.7815126050420168,
- 0,
- 0,
- 0,
- 0.1133333333333333,
- 0,
- 0.1111111111111111,
- 1,
- 0,
- 1,
- 0.8020833333333334,
- 0.0253164556962025,
- 0,
- 0.9545454545454546,
- 0,
- 1,
- 0.1065573770491803,
- 0.1140350877192982,
- 0.1428571428571428,
- 0.03954802259887,
- 0.1935483870967742,
- 0.0622406639004149,
- 0.1016949152542373,
- 0.135,
- 0.1259259259259259,
- 0.4375,
- 0.0961538461538461,
- 0.0627802690582959,
- 0.422537535060221,
- 0.2212121212121212,
- 0.1761052490984372,
- 0.0762096774193548,
- 0.1267527878988627,
- 0.8458730045099864,
- 0.1590038314176245,
- 0,
- 0,
- 0.9867549668874172,
- 1,
- 0,
- 0,
- 0.7655172413793103,
- 0.8095238095238095,
- 0.1996615905245347,
- 0.7668539325842697,
- 0.9087301587301588,
- 0.1961206896551724,
- 0.8451612903225807,
- 0.3509316770186335,
- 0.2959641255605381,
- 0,
- 0.2481203007518796,
- 0.0025252525252525,
- 0,
- 1,
- 0.8518518518518519,
- 0.0988142292490118,
- 0.0996240601503759,
- 0,
- 0,
- 0,
- 0.8092783505154639,
- 0,
- 0,
- 0,
- 0.839142091152815,
- 0.3187066974595843,
- 0,
- 0.3596059113300492,
- 0.1592128801431127,
- 0.3549107142857143,
- 0,
- 0.2411764705882353,
- 0.1306954436450839,
- 0.0670520231213872,
- 0.0726299694189602,
- 0.8948824343015215,
- 0.5990491283676703,
- 0.4023715415019763,
- 0.966297786720322,
- 0.9014962593516208,
- 0.7643821910955477,
- 0,
- 0,
- 0.0011273957158962,
- 0.0070422535211267,
- 0,
- 0.2363636363636363,
- 0,
- 0,
- 0.0045045045045045,
- 0.6714285714285714,
- 0.6352201257861635,
- 0.5866666666666667,
- 0.7604501607717041,
- 0.3067440174039159,
- 0.356372218476062,
- 0.4955581305523368,
- 0.9519595448798988,
- 0.2782780584230178,
- 0.0586193598148862,
- 0.7356746765249538,
- 0.748396501457726,
- 0.0523483365949119,
- 0.4600715137067938,
- 0.70201643017177,
- 0.2195646974408036,
- 0.350294824197423,
- 0.9805430521271962,
- 0.1782178217821782,
- 0.8804780876494024,
- 0.0756038647342995,
- 0.1968336483931947,
- 0.679162072767365,
- 0.1666666666666666,
- 0.2131147540983606,
- 0.1176470588235294,
- 0.0019723865877712,
- 0,
- 0.4829346092503987,
- 0.0304232804232804,
- 0,
- 0.0582039911308204,
- 0.6261744966442953,
- 0.0762711864406779,
- 0.592896174863388,
- 0.5507246376811594,
- 0.002510460251046,
- 0.1551724137931034,
- 0.0574807480748074,
- 0.0335463258785942,
- 0.6410338225909381,
- 0.158273381294964,
- 0.7036178107606679,
- 1,
- 0.8333333333333334,
- 1,
- 0.5789473684210527,
- 1,
- 1,
- 1,
- 1,
- 1,
- 0.7175438596491228,
- 0.1,
- 0.5714285714285714,
- 0.5,
- 0,
- 0.125,
- 0.2142857142857142,
- 0,
- 0.4285714285714285,
- 0,
- 0.2,
- 0,
- 0.0985915492957746,
- 0,
- 0,
- 0,
- 0.017391304347826,
- 0.1285714285714285,
- 0,
- 0,
- 0,
- 0,
- 0.4711111111111111,
- 0.1031866464339908,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0.0006933294409575,
- 0.0134638922888616,
- 0,
- 0.1156462585034013,
- 0,
- 0,
- 0.3298969072164948,
- 0,
- 0,
- 0,
- 0,
- 0.0714285714285714,
- 0,
- 0.0161290322580645,
- 0.0588235294117647,
- 0,
- 0.0969072164948453,
- 0.3739837398373983,
- 0,
- 0,
- 0,
- 0.0454545454545454,
- 0,
- 0.0714285714285714,
- 0,
- 0.5784313725490197,
- 1,
- 0,
- 0,
- 0.0245398773006134,
- 0.0353982300884955,
- 0,
- 0.4615384615384615,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0.1153846153846153,
- 0,
- 0,
- 0,
- 0.0779036827195467,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0.0836575875486381,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0.0031173458027165,
- 0,
- 0.0328445747800586,
- 0.8571428571428571,
- 0,
- 1,
- 0.2857142857142857,
- 0.2461538461538461,
- 0.9078947368421052,
- 1,
- 1,
- 0,
- 0,
- 1,
- 0,
- 0,
- 0,
- 0.2622950819672131,
- 0,
- 1,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 1,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0.9591836734693876,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0.0333333333333333,
- 0.1428571428571428,
- 1,
- 0,
- 0,
- 0,
- 0,
- 0,
- 1,
- 0,
- 0.108695652173913,
- 1,
- 1,
- 1,
- 1,
- 1,
- 1,
- 0.962800875273523,
- 1,
- 1,
- 1,
- 0.8702147525676938,
- 1,
- 1,
- 0.8883720930232558,
- 1,
- 1,
- 0.8702147525676938,
- 1,
- 0.7940275650842267,
- 0.962800875273523,
- 0.8406374501992032,
- 0.8702147525676938,
- 0.962800875273523,
- 1,
- 0.8702147525676938,
- 1,
- 1,
- 1,
- 1,
- 0.962800875273523,
- 1,
- 0.9888074102663064,
- 0.66,
- 0.7424242424242424,
- 0.9647302904564315,
- 0.4508196721311475,
- 0.9002079002079002,
- 0.8899082568807339,
- 0.7467248908296943,
- 0.9704918032786886,
- 0.9505813953488372,
- 0,
- 0.9495798319327732,
- 0.6911764705882353,
- 0.7279693486590039,
- 0.5,
- 0.5555555555555556,
- 0.8895966029723992,
- 0.751269035532995,
- 0.8951310861423221,
- 0.4666666666666667,
- 1,
- 0.7096774193548387,
- 0.594017094017094,
- 0.7220216606498195,
- 0.9495073891625616,
- 0.8,
- 0.9212376933895922,
- 0.4654088050314465,
- 0.8370044052863436
- ],
- "y0": " ",
- "yaxis": "y"
- },
- {
- "alignmentgroup": "True",
- "hovertemplate": "Model=%{x}<br>Precision=%{y}<extra></extra>",
- "legendgroup": "Sub-LOF",
- "marker": {
- "color": "dodgerblue"
- },
- "name": "Sub-LOF",
- "notched": false,
- "offsetgroup": "Sub-LOF",
- "orientation": "v",
- "showlegend": true,
- "type": "box",
- "x": [
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF",
- "Sub-LOF"
- ],
- "x0": " ",
- "xaxis": "x",
- "y": [
- 1,
- 1,
- 0.1262626262626262,
- 1,
- 0,
- 0.9100719424460432,
- 1,
- 0,
- 0,
- 0,
- 1,
- 1,
- 0,
- 1,
- 1,
- 0.0949720670391061,
- 1,
- 0.4761904761904761,
- 1,
- 1,
- 1,
- 1,
- 0.3234421364985163,
- 1,
- 0.5188679245283019,
- 0.5573770491803278,
- 0,
- 0.8545454545454545,
- 0.2461538461538461,
- 0.0992907801418439,
- 0.4,
- 0.5693430656934306,
- 0.132890365448505,
- 0,
- 0.3333333333333333,
- 0.2583333333333333,
- 0.1612903225806451,
- 0.1016260162601626,
- 0.0465116279069767,
- 0.5798816568047337,
- 0.4393939393939394,
- 0.112215909090909,
- 0.1280353200883002,
- 0.1208576998050682,
- 0.0930851063829787,
- 0.2611464968152866,
- 0.6206896551724138,
- 0.1136986301369863,
- 0.0169491525423728,
- 0.4984227129337539,
- 0.459546925566343,
- 0.3602484472049689,
- 0.4810126582278481,
- 0.952,
- 0.8518518518518519,
- 0.7571428571428571,
- 0,
- 0.3399014778325123,
- 0.8088235294117647,
- 0.3695652173913043,
- 0.0517241379310344,
- 0.0816326530612244,
- 0.0806451612903225,
- 0,
- 0,
- 0.0427350427350427,
- 0,
- 0.1308900523560209,
- 0,
- 0.4285714285714285,
- 0.2368421052631578,
- 1,
- 0.4071856287425149,
- 0.7318541643438511,
- 0.3698387731026347,
- 0.6220389170896785,
- 0.5125525389071908,
- 0.0238451312728481,
- 0.6287021846127278,
- 0.3192712154561017,
- 0.8470774091627172,
- 0.5183374083129584,
- 0.4259259259259259,
- 0.0274725274725274,
- 0,
- 0.6438848920863309,
- 0.6192307692307693,
- 0.7530516431924883,
- 0.1661341853035143,
- 0.3521739130434783,
- 0.2717678100263852,
- 0.2733812949640288,
- 0.8742857142857143,
- 0.9420677361853832,
- 0.2761194029850746,
- 0.0013793103448275,
- 0.6264591439688716,
- 0,
- 0.8702702702702703,
- 0.5774647887323944,
- 0,
- 0.2378752886836027,
- 0.4270557029177719,
- 0.617363344051447,
- 0.6,
- 0.4714285714285714,
- 0.617363344051447,
- 0,
- 0.6973684210526315,
- 0.5238095238095238,
- 0.6131147540983607,
- 0.1549295774647887,
- 0.2645739910313901,
- 0.6216216216216216,
- 0.7391304347826086,
- 0.3694581280788177,
- 0,
- 0.4225721784776903,
- 0.5,
- 0.7977602108036891,
- 0.865519096288327,
- 0.6142191142191142,
- 0.2121409921671018,
- 0.4419417475728155,
- 0.3915016501650165,
- 0.4806338028169014,
- 0.600111544896821,
- 0.355324849296718,
- 0.6060606060606061,
- 0.5698324022346368,
- 0.6178861788617886,
- 0.5934959349593496,
- 0.6150943396226415,
- 0.6206896551724138,
- 0.5728476821192053,
- 0.5546558704453441,
- 0.2482269503546099,
- 0,
- 0.521978021978022,
- 0,
- 0.3867320015077271,
- 0.5331010452961672,
- 0.4492023509655751,
- 0.5339454646633278,
- 0.3475915221579961,
- 0.2451032292218105,
- 0.798887859128823,
- 0.7729052466718872,
- 0.5698066891684566,
- 0.2789743589743589,
- 0.4553014553014553,
- 0.4956663055254605,
- 0.5047398356856962,
- 0.5825024925224327,
- 0.3829084041548631,
- 0.7978723404255319,
- 0.3880434782608695,
- 0.4597849462365591,
- 0.7081552706552706,
- 0.9052762775238886,
- 0.1645569620253164,
- 0.3103448275862069,
- 0.2,
- 0.7777777777777778,
- 0.0104166666666666,
- 0.2148900169204737,
- 0.2915951972555746,
- 0.0064935064935064,
- 0,
- 0.1922807017543859,
- 0.0555555555555555,
- 0.2012383900928792,
- 0.3333333333333333,
- 0.0251046025104602,
- 0.3277310924369748,
- 0.2640047675804529,
- 0.0419647114926084,
- 0.0603382984094925,
- 0.3251533742331288,
- 0.8307291666666666,
- 0.7647058823529411,
- 0.8709677419354839,
- 0.2413793103448276,
- 0.9583333333333334,
- 0.55,
- 0.4583333333333333,
- 0.9444444444444444,
- 0.6428571428571429,
- 0.074074074074074,
- 0.9524006622516556,
- 0.5,
- 0.1071428571428571,
- 0,
- 0.4081632653061224,
- 0,
- 0,
- 0,
- 0.0957446808510638,
- 0.2513966480446927,
- 0.1780821917808219,
- 0,
- 0.4210526315789473,
- 0.1386138613861386,
- 0.1912568306010929,
- 0.7868852459016393,
- 0.36272040302267,
- 0.1642512077294686,
- 0.2132701421800948,
- 0,
- 0.2045454545454545,
- 0.050632911392405,
- 0.470404984423676,
- 0.0454201362604087,
- 0.35,
- 0.1317365269461078,
- 0.4409090909090909,
- 0.2981220657276995,
- 0,
- 0.0839160839160839,
- 0.0612061206120612,
- 0.1306413301662707,
- 0.0084745762711864,
- 0.4897959183673469,
- 0,
- 0.0619834710743801,
- 0.1324717285945072,
- 0.0694444444444444,
- 0,
- 0.0509683995922528,
- 0.4071428571428571,
- 0.6108786610878661,
- 0.7238805970149254,
- 0.5225225225225225,
- 0.6647398843930635,
- 0.0847457627118644,
- 0.445054945054945,
- 0.6033755274261603,
- 0.32,
- 0.2016806722689075,
- 0.3221476510067114,
- 0.9302325581395348,
- 0.3636363636363636,
- 0.1753246753246753,
- 0.0063291139240506,
- 0,
- 0.2137096774193548,
- 0.2972651605231867,
- 0.366412213740458,
- 0.3029045643153527,
- 0.5028901734104047,
- 0.2,
- 0.8072916666666666,
- 0.1698598798970546,
- 0.3512544802867383,
- 0.0660938532716457,
- 0.1811414392059553,
- 0.1896333754740834,
- 0.1818181818181818,
- 0.1196172248803827,
- 0.0005344735435595,
- 0.2543720190779014,
- 0.078125,
- 0.4405286343612334,
- 0.062261753494282,
- 0.3333333333333333,
- 0.372960372960373,
- 0.1148459383753501,
- 0.0471698113207547,
- 0.2181818181818181,
- 0.074074074074074,
- 0.2415254237288135,
- 0.2016806722689075,
- 0.0056497175141242,
- 0.1764705882352941,
- 0.1876310272536687,
- 0.3761467889908257,
- 0.2790697674418604,
- 0.0458715596330275,
- 0.0836236933797909,
- 0.3506849315068493,
- 0.3512544802867383,
- 0.0327868852459016,
- 0.648,
- 0.59375,
- 1,
- 0.408,
- 1,
- 0.5964912280701754,
- 0.9793388429752066,
- 0.0943396226415094,
- 0,
- 0.5138121546961326,
- 1,
- 0.3406593406593406,
- 0.4236641221374045,
- 0.5904255319148937,
- 0.0142857142857142,
- 0.5271739130434783,
- 0.1229050279329608,
- 0,
- 0.8636363636363636,
- 0.0551475015051174,
- 0.0125,
- 0.0095238095238095,
- 0.0350877192982456,
- 1,
- 0,
- 0.0212765957446808,
- 0.0422535211267605,
- 0,
- 0.088235294117647,
- 0,
- 0.024390243902439,
- 0.0416666666666666,
- 0.0666666666666666,
- 0,
- 0,
- 0.0416666666666666,
- 0.0909090909090909,
- 0.125,
- 0,
- 0,
- 0,
- 0.037037037037037,
- 0.027027027027027,
- 0.0108695652173913,
- 0.0714285714285714,
- 0.0327868852459016,
- 0.3888888888888889,
- 0.0416666666666666,
- 0.0136986301369863,
- 0.0526315789473684,
- 0.027027027027027,
- 0,
- 0,
- 0.0344827586206896,
- 0.074074074074074,
- 0.1050156739811912,
- 0.0247074122236671,
- 0.9029029029029028,
- 0.1888246628131021,
- 0.0247074122236671,
- 0.9029029029029028,
- 0.1691973969631236,
- 0.4876237623762376,
- 0,
- 0.2693266832917705,
- 0,
- 0.3487544483985765,
- 0.4876237623762376,
- 0.0852071005917159,
- 0.0324675324675324,
- 0.0247074122236671,
- 0,
- 0.0324675324675324,
- 0,
- 0.1691973969631236,
- 0.3933333333333333,
- 0,
- 0.1691973969631236,
- 0.9029029029029028,
- 0,
- 0.3105515587529976,
- 0.9029029029029028,
- 0.9498381877022654,
- 0.4876237623762376,
- 0.1691973969631236,
- 0.0324675324675324,
- 0.0285234899328859,
- 0.296875,
- 1,
- 0.6470588235294118,
- 0.1404358353510895,
- 0.8081395348837209,
- 0.8181818181818182,
- 0.1289308176100629,
- 0.1843434343434343,
- 0.1627118644067796,
- 0,
- 0.0216346153846153,
- 0.4764397905759162,
- 0.2668918918918919,
- 0.2864583333333333,
- 0.8125,
- 0.136518771331058,
- 0.8899082568807339,
- 0.3745583038869258,
- 0.5597826086956522,
- 0.4078549848942598,
- 0.4194630872483221,
- 0.2567567567567567,
- 0.532051282051282,
- 0.6727941176470589,
- 0.1768033946251768,
- 0.3384223918575064,
- 0.3809523809523809,
- 0.2075892857142857
- ],
- "y0": " ",
- "yaxis": "y"
- },
- {
- "alignmentgroup": "True",
- "hovertemplate": "Model=%{x}<br>Precision=%{y}<extra></extra>",
- "legendgroup": "POLY",
- "marker": {
- "color": "lightskyblue"
- },
- "name": "POLY",
- "notched": false,
- "offsetgroup": "POLY",
- "orientation": "v",
- "showlegend": true,
- "type": "box",
- "x": [
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY",
- "POLY"
- ],
- "x0": " ",
- "xaxis": "x",
- "y": [
- 1,
- 1,
- 0.8571428571428571,
- 1,
- 0,
- 0,
- 0,
- 1,
- 0,
- 0,
- 1,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 1,
- 1,
- 0,
- 0.45,
- 1,
- 0,
- 0,
- 0.3444444444444444,
- 0.1076923076923077,
- 0.5,
- 0.6153846153846154,
- 0.0641025641025641,
- 0,
- 0.3333333333333333,
- 0.1851851851851851,
- 0.15,
- 0,
- 0.0808080808080808,
- 0.53125,
- 0.2166666666666666,
- 0,
- 0.6346153846153846,
- 0.12,
- 0,
- 0.1761363636363636,
- 0.5833333333333334,
- 0,
- 0.0357142857142857,
- 0.46,
- 0.4655172413793103,
- 0.2184466019417475,
- 0.4147727272727273,
- 0.96,
- 0,
- 0.4826666666666667,
- 0.604,
- 0,
- 0,
- 0,
- 0,
- 1,
- 0,
- 0.4375,
- 0,
- 0,
- 0.3888888888888889,
- 0.1702127659574468,
- 0.3809523809523809,
- 0,
- 0,
- 0,
- 0.8333333333333334,
- 0,
- 0.9151315789473684,
- 0,
- 0.7983420088683246,
- 0.5,
- 0.7218468468468469,
- 0.8509279822335025,
- 0.827846975088968,
- 0,
- 0.928,
- 0.986013986013986,
- 0.6853333333333333,
- 0.162,
- 0.928,
- 0.782608695652174,
- 0.6853333333333333,
- 0.9375,
- 0.5,
- 0.75,
- 0.8333333333333334,
- 0.9368888888888888,
- 0.5,
- 0.9215686274509804,
- 0,
- 0.5278688524590164,
- 0.9814814814814816,
- 0.152,
- 0.6853333333333333,
- 0.6708333333333333,
- 1,
- 0.8809523809523809,
- 0.162,
- 0.08,
- 0.3146417445482866,
- 0.8286852589641435,
- 0.928,
- 0,
- 0.3295964125560538,
- 0.638,
- 0.2962962962962963,
- 0.928,
- 0.9210526315789472,
- 0.7252252252252253,
- 0.644,
- 0.928,
- 0.5526315789473685,
- 0,
- 0.7526595744680851,
- 0,
- 0.7745,
- 0.964,
- 0.9364406779661016,
- 0.8939130434782608,
- 0.8333333333333334,
- 0.8614906832298137,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0.196078431372549,
- 0,
- 0,
- 0.1941747572815534,
- 0,
- 0,
- 0.4919354838709677,
- 1,
- 1,
- 0.8282258064516129,
- 0.8567251461988304,
- 1,
- 0.6688824262567511,
- 0.8180327868852459,
- 0.8880288957688338,
- 0.7628968253968254,
- 0.2912912912912913,
- 0.9876288659793816,
- 0.9129304743339832,
- 0.8425,
- 0.6596825396825396,
- 0.8502453166815344,
- 0.2451790633608815,
- 0.8604465709728868,
- 0.948,
- 0.7110980622431005,
- 0.8636363636363636,
- 0,
- 0,
- 0,
- 0.2916666666666667,
- 0,
- 0.3099682986967242,
- 0.5291666666666667,
- 0.39453125,
- 0.1682692307692307,
- 0.3942857142857143,
- 0,
- 0.36,
- 0.4166666666666667,
- 0.008,
- 0,
- 0.5037105751391465,
- 0.0126896551724137,
- 0.5,
- 0,
- 0.7115942028985507,
- 0.8333333333333334,
- 0.7291666666666666,
- 0,
- 0.7916666666666666,
- 1,
- 0.375,
- 0,
- 0,
- 0,
- 0.9865263157894736,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0.5961538461538461,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 1,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0.6666666666666666,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0.5130434782608696,
- 0,
- 0.8043478260869565,
- 0,
- 0,
- 0,
- 0,
- 1,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0.8,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0.648,
- 1,
- 1,
- 0.368,
- 0.7592592592592593,
- 0.2693333333333333,
- 0.8790849673202614,
- 0.9809523809523808,
- 0.1626666666666666,
- 0,
- 0,
- 0.3444444444444444,
- 0,
- 0,
- 0.408,
- 0,
- 1,
- 0.1093333333333333,
- 0.6767676767676768,
- 0.6248484848484849,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0.0857142857142857,
- 0.0857142857142857,
- 0,
- 0,
- 0.0666666666666666,
- 0,
- 0,
- 0,
- 0,
- 0.125,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0.0416666666666666,
- 0,
- 1,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0.0625,
- 0,
- 1,
- 1,
- 0.2105263157894736,
- 1,
- 1,
- 0.8156862745098039,
- 0.542,
- 0.977997799779978,
- 0.8657777777777778,
- 0.9127134724857684,
- 0.9121447028423773,
- 0.542,
- 1,
- 0.9987437185929648,
- 1,
- 0.9127134724857684,
- 0.9987437185929648,
- 0.8193181818181818,
- 0.8156862745098039,
- 0.9381338742393508,
- 0.9127134724857684,
- 0.8156862745098039,
- 1,
- 0.9127134724857684,
- 0.5625,
- 1,
- 1,
- 0.542,
- 0.8156862745098039,
- 0.9987437185929648,
- 0.9727272727272728,
- 0,
- 0,
- 0.6666666666666666,
- 0.1066176470588235,
- 0.7234848484848485,
- 0.2346938775510204,
- 0.783157894736842,
- 0.5141509433962265,
- 0,
- 0,
- 1,
- 0.1517857142857142,
- 0.6385135135135135,
- 0,
- 0,
- 1,
- 0,
- 0.4,
- 0.2056737588652482,
- 0.375,
- 1,
- 0,
- 0,
- 0.4076923076923077,
- 0,
- 0.9646464646464646,
- 1,
- 0.6731391585760518
- ],
- "y0": " ",
- "yaxis": "y"
- },
- {
- "alignmentgroup": "True",
- "hovertemplate": "Model=%{x}<br>Precision=%{y}<extra></extra>",
- "legendgroup": "IForest",
- "marker": {
- "color": "darkmagenta"
- },
- "name": "IForest",
- "notched": false,
- "offsetgroup": "IForest",
- "orientation": "v",
- "showlegend": true,
- "type": "box",
- "x": [
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest",
- "IForest"
- ],
- "x0": " ",
- "xaxis": "x",
- "y": [
- 0.0588235294117647,
- 0.3333333333333333,
- 0.5879120879120879,
- 0.9850746268656716,
- 0,
- 0.9891304347826086,
- 0.1,
- 0.958904109589041,
- 0.1578947368421052,
- 0,
- 1,
- 0,
- 0.037037037037037,
- 0,
- 1,
- 0.9078014184397164,
- 1,
- 0.5483870967741935,
- 0,
- 0,
- 0.5,
- 0,
- 1,
- 1,
- 0.0620915032679738,
- 0.1428571428571428,
- 0.6,
- 0.6666666666666666,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0.0092592592592592,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0.0076923076923076,
- 0,
- 0,
- 0,
- 0.8017241379310345,
- 0,
- 0,
- 0,
- 0.0115942028985507,
- 0,
- 0,
- 1,
- 0.8181818181818182,
- 0.968503937007874,
- 0.9863013698630136,
- 0,
- 0,
- 0.8095238095238095,
- 0,
- 0.9647058823529412,
- 0.1875,
- 0.0542168674698795,
- 0.3304347826086956,
- 0.1041666666666666,
- 0.0822784810126582,
- 0.1228070175438596,
- 0.07,
- 0.2142857142857142,
- 0.2706766917293233,
- 0.3391304347826087,
- 0.3421052631578947,
- 0.0466508842779557,
- 0.4580578736317329,
- 0,
- 0.1924628723495579,
- 0.0671846435100548,
- 0.1748024174802417,
- 0.9417899127796738,
- 0.0862323423993253,
- 0,
- 0,
- 0.9252873563218392,
- 1,
- 0,
- 0,
- 0.757396449704142,
- 0.8578680203045685,
- 0.2297520661157024,
- 0.6957547169811321,
- 0.8047058823529412,
- 0.2119341563786008,
- 0.7555555555555555,
- 0.3175074183976261,
- 0.2872570194384449,
- 0,
- 0.2523900573613766,
- 0,
- 0,
- 1,
- 0.8009950248756219,
- 0.0676229508196721,
- 0.04,
- 0,
- 0,
- 0.0089485458612975,
- 0.7712418300653595,
- 0,
- 0,
- 0.0292275574112734,
- 0.800498753117207,
- 0.3348314606741573,
- 0.0303951367781155,
- 0.3921052631578947,
- 0.1624087591240876,
- 0.3404255319148936,
- 0,
- 0.2012383900928792,
- 0.0469973890339425,
- 0.0402042118698149,
- 0.0822637106184364,
- 0.8948824343015215,
- 0.7484472049689441,
- 0.3973451327433628,
- 0.966297786720322,
- 0.9495890410958904,
- 0.809775429326288,
- 0.0009746588693957,
- 0,
- 0,
- 0.0072639225181598,
- 0,
- 0.1666666666666666,
- 0,
- 0,
- 0,
- 0.9047619047619048,
- 0.7934782608695652,
- 0.859465737514518,
- 0.6422851041110518,
- 0.2482051282051282,
- 0.376,
- 0.4706919347730278,
- 0.931364724660814,
- 0.2035208243881494,
- 0.0474922325787838,
- 0.7819767441860465,
- 0.7279244053437601,
- 0.0733302195235871,
- 0.4616402116402116,
- 0.7478134110787172,
- 0.3076725686425455,
- 0.3149466192170818,
- 0.9762131303520456,
- 0.160525355709595,
- 0.9383116883116884,
- 0.0812989405803777,
- 0.2552060256978289,
- 0.6801075268817204,
- 0.1181818181818181,
- 0.1570247933884297,
- 0.1509433962264151,
- 0,
- 0,
- 0.5860328144720236,
- 0.0016544552115339,
- 0,
- 0.0440528634361233,
- 0.66545981173063,
- 0.0674846625766871,
- 0.5307086614173229,
- 0.6909090909090909,
- 0.0027124773960217,
- 0.1405405405405405,
- 0.0123535001583782,
- 0.0506607929515418,
- 0.6312332039414751,
- 0.2569832402234637,
- 0.6165413533834586,
- 1,
- 0.6666666666666666,
- 0.8823529411764706,
- 0,
- 0.8035714285714286,
- 1,
- 0.8840579710144928,
- 1,
- 0.8823529411764706,
- 0.4757548032936871,
- 0.1,
- 0.5714285714285714,
- 0.1538461538461538,
- 0.16,
- 0.125,
- 0.2142857142857142,
- 0.5,
- 1,
- 0,
- 0.2,
- 0,
- 0.0985915492957746,
- 0.3333333333333333,
- 0.0909090909090909,
- 0,
- 0.0343642611683848,
- 0.0608695652173913,
- 0,
- 0,
- 0,
- 0,
- 0.358974358974359,
- 0.1156737998843262,
- 0,
- 0.00836820083682,
- 0,
- 0,
- 0,
- 0,
- 0.0014562492085602,
- 0,
- 0,
- 0.0072463768115942,
- 0,
- 0,
- 0.3703703703703703,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0.1415929203539823,
- 0.1786259541984732,
- 0,
- 0,
- 0,
- 0,
- 0.024793388429752,
- 0,
- 0,
- 0.6276595744680851,
- 0.897196261682243,
- 0,
- 0,
- 0,
- 0.06,
- 0,
- 0.5212765957446809,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0.0476190476190476,
- 0,
- 0,
- 0,
- 0.0688665710186513,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0.0794889992902768,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0.0183061314512571,
- 0,
- 0.0422535211267605,
- 1,
- 0.0261780104712041,
- 1,
- 0.75,
- 0.2110091743119266,
- 0.4425287356321839,
- 1,
- 0.9701492537313432,
- 0,
- 0,
- 1,
- 0,
- 0,
- 0,
- 0.2781954887218045,
- 0,
- 0.8951965065502183,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 1,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0.9642857142857144,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0.125,
- 0,
- 1,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 1,
- 1,
- 1,
- 1,
- 1,
- 1,
- 1,
- 0.9986910994764396,
- 1,
- 1,
- 0.8957983193277311,
- 1,
- 0.9986910994764396,
- 0.7858719646799117,
- 1,
- 1,
- 0.8957983193277311,
- 1,
- 0.776595744680851,
- 1,
- 1,
- 0.8957983193277311,
- 1,
- 1,
- 0.8957983193277311,
- 1,
- 1,
- 1,
- 0.9986910994764396,
- 1,
- 1,
- 0.971718636693256,
- 0.7333333333333333,
- 0.7333333333333333,
- 0.9616252821670428,
- 0.5769230769230769,
- 0.8594594594594595,
- 0.8037383177570093,
- 0.6985018726591761,
- 0.9752883031301482,
- 0.9611940298507464,
- 0,
- 0.8276923076923077,
- 0.6610169491525424,
- 0.6746166950596252,
- 0.56353591160221,
- 0.5773195876288659,
- 0.8323471400394478,
- 0.7552083333333334,
- 0.7925925925925926,
- 0.5198019801980198,
- 0.998663101604278,
- 0.6153846153846154,
- 0.6637168141592921,
- 0.7271028037383177,
- 0.9897959183673468,
- 0,
- 0.8837772397094431,
- 0.0257731958762886,
- 0.8492239467849224
- ],
- "y0": " ",
- "yaxis": "y"
- },
- {
- "alignmentgroup": "True",
- "hovertemplate": "Model=%{x}<br>Precision=%{y}<extra></extra>",
- "legendgroup": "LOF",
- "marker": {
- "color": "darkgoldenrod"
- },
- "name": "LOF",
- "notched": false,
- "offsetgroup": "LOF",
- "orientation": "v",
- "showlegend": true,
- "type": "box",
- "x": [
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF",
- "LOF"
- ],
- "x0": " ",
- "xaxis": "x",
- "y": [
- 0.9230769230769232,
- 0.5675675675675675,
- 0.6666666666666666,
- 1,
- 0.1212121212121212,
- 0.7619047619047619,
- 0.5357142857142857,
- 0.1666666666666666,
- 0.2083333333333333,
- 0.5454545454545454,
- 0.9444444444444444,
- 0.1904761904761904,
- 0.2,
- 0.1666666666666666,
- 0.3709677419354839,
- 0.7961165048543689,
- 0,
- 0.1428571428571428,
- 0.5217391304347826,
- 0.7368421052631579,
- 0.16,
- 0.3775510204081632,
- 0.8125,
- 1,
- 0.125,
- 0,
- 0.0140845070422535,
- 0.7142857142857143,
- 0.2,
- 0.1428571428571428,
- 0.6379310344827587,
- 0.7333333333333333,
- 0.4545454545454545,
- 0.0022988505747126,
- 0,
- 0.375,
- 0.05,
- 0.1935483870967742,
- 0,
- 0.6,
- 0.5,
- 0.6666666666666666,
- 0.5,
- 0.0267175572519083,
- 0.1363636363636363,
- 0.2307692307692307,
- 0.5833333333333334,
- 0.4615384615384615,
- 0.0129032258064516,
- 0.25,
- 0.9230769230769232,
- 0.2307692307692307,
- 0.368,
- 1,
- 0.054054054054054,
- 1,
- 1,
- 0,
- 0.0545454545454545,
- 1,
- 1,
- 0.6875,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0.3057851239669421,
- 0.0649350649350649,
- 0.1923076923076923,
- 0,
- 0.2794612794612794,
- 0,
- 0.0909090909090909,
- 0.1458333333333333,
- 0.1260504201680672,
- 0.5,
- 0.0243161094224924,
- 0.25,
- 0.0612903225806451,
- 1,
- 0.7666666666666667,
- 0.8888888888888888,
- 0.1571428571428571,
- 0.4242424242424242,
- 0.6301369863013698,
- 0.6862745098039216,
- 0,
- 0.9351851851851852,
- 0.5517241379310345,
- 0.7857142857142857,
- 0.45,
- 0.2,
- 0.6491228070175439,
- 1,
- 0.2553191489361702,
- 0.0057803468208092,
- 0,
- 0.008130081300813,
- 1,
- 1,
- 0,
- 0.0655737704918032,
- 0.775,
- 1,
- 0,
- 0.4,
- 0.5853658536585366,
- 0.7115384615384616,
- 0.0072992700729927,
- 0.8947368421052632,
- 0,
- 0.0209424083769633,
- 0.5702479338842975,
- 0.025,
- 0.2058823529411764,
- 0.0513833992094861,
- 0,
- 0.5664893617021277,
- 0.3257142857142857,
- 0.4325068870523416,
- 0.461864406779661,
- 0.3165829145728643,
- 0.0055187637969094,
- 0.0014749262536873,
- 0.0040899795501022,
- 0.0046916890080428,
- 0.0019831432821021,
- 0.0037735849056603,
- 0.002840909090909,
- 0.0029835902536051,
- 0.003257328990228,
- 1,
- 1,
- 1,
- 0.0691287878787878,
- 0,
- 1,
- 1,
- 0.2316118935837245,
- 0.0288135593220339,
- 0.0646341463414634,
- 0.1089743589743589,
- 0.1230031948881789,
- 0.0310077519379844,
- 0.0206185567010309,
- 0.207070707070707,
- 0.0540265035677879,
- 0.1222961730449251,
- 0.8080808080808081,
- 0.15,
- 0.0060975609756097,
- 0.099601593625498,
- 0.6285714285714286,
- 0.0549618320610687,
- 1,
- 1,
- 0,
- 0,
- 0.0196078431372549,
- 0.0191138140747176,
- 0.0185185185185185,
- 0.0310077519379844,
- 0,
- 0.0355450236966824,
- 0.7647058823529411,
- 0.64,
- 0.4693877551020408,
- 0.25,
- 0.0666666666666666,
- 0.0057915057915057,
- 0,
- 0.0697674418604651,
- 0.6176470588235294,
- 0.2237704918032786,
- 0,
- 0.7777777777777778,
- 0.8846153846153846,
- 0.7142857142857143,
- 0.96,
- 0.7777777777777778,
- 0.7941176470588235,
- 0.95,
- 0.7941176470588235,
- 0.8959537572254336,
- 0,
- 0.5047619047619047,
- 0,
- 0.0232558139534883,
- 0,
- 0,
- 0.0259740259740259,
- 0,
- 0.1052631578947368,
- 0,
- 0.1796875,
- 0.25,
- 1,
- 0,
- 0.037037037037037,
- 0.0616740088105726,
- 0.2924528301886792,
- 0.0126582278481012,
- 0.0024220405691795,
- 0.0100502512562814,
- 0,
- 0.4496221662468513,
- 0.0081199250468457,
- 0,
- 0.0285904255319148,
- 0.0771604938271604,
- 0.0661157024793388,
- 0.0012453300124533,
- 0.0078125,
- 1,
- 0.0222222222222222,
- 0.0526315789473684,
- 0,
- 0,
- 0,
- 0,
- 0.0037735849056603,
- 0,
- 0.000739918608953,
- 0.0048476454293628,
- 0.0099502487562189,
- 0.0138888888888888,
- 0.4054054054054054,
- 0.0113636363636363,
- 0.0095693779904306,
- 0.0148448043184885,
- 0.4035087719298245,
- 0,
- 0,
- 0.2288135593220339,
- 0.0145985401459854,
- 0.4487179487179487,
- 0,
- 0,
- 0.1029411764705882,
- 0,
- 0.0046979865771812,
- 0,
- 0.0111111111111111,
- 0.2058823529411764,
- 0,
- 0.0120481927710843,
- 0.0101490643831271,
- 0,
- 0.1563169164882226,
- 0.0055309734513274,
- 0.0087719298245614,
- 0.0069930069930069,
- 0,
- 0.0003589375448671,
- 0.0444444444444444,
- 0,
- 0,
- 0,
- 0.2125,
- 0.0662251655629139,
- 0,
- 0.0227272727272727,
- 0.0135135135135135,
- 0,
- 0.0123456790123456,
- 0.2608695652173913,
- 0,
- 0.2117647058823529,
- 0,
- 0.0277777777777777,
- 0.0185185185185185,
- 0,
- 0.0383036935704514,
- 0.010443864229765,
- 0.0125523012552301,
- 0.3814432989690721,
- 1,
- 1,
- 0,
- 1,
- 1,
- 0.5,
- 0.0952380952380952,
- 0.8823529411764706,
- 0,
- 0.0101010101010101,
- 0,
- 1,
- 0,
- 0,
- 1,
- 0.0277777777777777,
- 0.2758620689655172,
- 0.5714285714285714,
- 1,
- 0.2424242424242424,
- 0,
- 0.125,
- 0,
- 0.9375,
- 0,
- 1,
- 0.0588235294117647,
- 0,
- 1,
- 1,
- 0,
- 0,
- 0.1111111111111111,
- 0,
- 0.4615384615384615,
- 0,
- 0.3333333333333333,
- 0,
- 1,
- 0,
- 1,
- 0.0357142857142857,
- 0.4,
- 0.1666666666666666,
- 0.4,
- 0.3,
- 0.5652173913043478,
- 0,
- 1,
- 0,
- 0.125,
- 0,
- 0,
- 0,
- 0.3333333333333333,
- 0,
- 0.8765432098765432,
- 0.2873563218390804,
- 1,
- 0.8765432098765432,
- 0.2873563218390804,
- 0.0042372881355932,
- 0.9090909090909092,
- 0.0045045045045045,
- 0.7849056603773585,
- 0.8344827586206897,
- 0.4159132007233273,
- 0.9090909090909092,
- 0,
- 0.9166666666666666,
- 0.8765432098765432,
- 0.8344827586206897,
- 0.9166666666666666,
- 0.1702127659574468,
- 0.0042372881355932,
- 0.6361867704280155,
- 0.8344827586206897,
- 0.0042372881355932,
- 0.2873563218390804,
- 0.8344827586206897,
- 0.3187203791469194,
- 0.2873563218390804,
- 0.4736842105263157,
- 0.9090909090909092,
- 0.0042372881355932,
- 0.9166666666666666,
- 0,
- 0,
- 0.6625,
- 1,
- 0,
- 0.2286689419795221,
- 0.0952380952380952,
- 0,
- 0.04296875,
- 0,
- 0.0297397769516728,
- 0,
- 1,
- 0,
- 0.4496124031007752,
- 0.9893617021276596,
- 0.1357340720221606,
- 1,
- 0,
- 0.4175257731958763,
- 0.1187214611872146,
- 0,
- 1,
- 0,
- 0.002680965147453,
- 0.0591603053435114,
- 0.0023809523809523,
- 0.9932885906040269,
- 0
- ],
- "y0": " ",
- "yaxis": "y"
- },
- {
- "alignmentgroup": "True",
- "hovertemplate": "Model=%{x}<br>Precision=%{y}<extra></extra>",
- "legendgroup": "Sub-KNN",
- "marker": {
- "color": "firebrick"
- },
- "name": "Sub-KNN",
- "notched": false,
- "offsetgroup": "Sub-KNN",
- "orientation": "v",
- "showlegend": true,
- "type": "box",
- "x": [
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN",
- "Sub-KNN"
- ],
- "x0": " ",
- "xaxis": "x",
- "y": [
- 0.8,
- 0,
- 0,
- 0,
- 0,
- 1,
- 0,
- 0,
- 0,
- 0,
- 0,
- 1,
- 0,
- 0,
- 1,
- 0.1111111111111111,
- 1,
- 0,
- 0,
- 1,
- 0,
- 0,
- 0.9945945945945946,
- 1,
- 0,
- 0,
- 0,
- 0.1111111111111111,
- 0.1008403361344537,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0.1582278481012658,
- 0,
- 0.952,
- 0,
- 0,
- 0,
- 0,
- 0.8235294117647058,
- 0,
- 0,
- 0,
- 0.0201729106628242,
- 0,
- 0.0839694656488549,
- 0.0259740259740259,
- 0,
- 0.1875,
- 0,
- 0,
- 0,
- 0.0930232558139534,
- 0,
- 0.7827131726498215,
- 0.5927755678172719,
- 0.7349027635619243,
- 0.65256,
- 0.0224972894831947,
- 0.7355238095238095,
- 0.6777014817491869,
- 0.875466819879345,
- 0.1706484641638225,
- 0,
- 0.2424812030075188,
- 0.4782608695652174,
- 0.0275482093663911,
- 0.3280182232346241,
- 0.1883802816901408,
- 0,
- 0,
- 0,
- 0.4313022700119474,
- 0,
- 0,
- 0,
- 0,
- 0.3387096774193548,
- 0,
- 0.2941176470588235,
- 0.0254777070063694,
- 0,
- 1,
- 0.8471337579617835,
- 0,
- 0.0259259259259259,
- 0.0459940652818991,
- 0,
- 0,
- 0.3421052631578947,
- 0.0209424083769633,
- 0.1794871794871795,
- 0,
- 0,
- 0.3159144893111639,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0.8095463137996219,
- 0.7182576459684893,
- 0.9074733096085408,
- 0.771155745801778,
- 0.4977721196690006,
- 0.3542074363992172,
- 0.6078665077473182,
- 0.9055851063829788,
- 0.7975921745673439,
- 0.2825112107623318,
- 0.2558139534883721,
- 0.0766341096919609,
- 0.0645569620253164,
- 0.293398533007335,
- 0.0611638954869358,
- 0.0558694287507846,
- 0.0962479608482871,
- 0.2423208191126279,
- 0.9345238095238096,
- 0.9146341463414634,
- 0.6177777777777778,
- 0.4319033735943356,
- 0.3932518906340896,
- 0.5236363636363637,
- 0.7922848664688428,
- 0.485347474183645,
- 0.2725182863113897,
- 0.856024248547613,
- 0.8121563836285889,
- 0.4857574993698008,
- 0.278640059127864,
- 0.5640522875816993,
- 0.5704188481675393,
- 0.5431230140717204,
- 0.6902965432532023,
- 0.5438299183484825,
- 0.8130841121495327,
- 0.7755803955288049,
- 0.469426565242832,
- 0.4037179228126894,
- 0.6767436324684599,
- 0,
- 0,
- 0,
- 0,
- 0.0104166666666666,
- 0,
- 0,
- 0,
- 0.0371449380917698,
- 0.08,
- 0.08130081300813,
- 0,
- 0,
- 0,
- 0.0905923344947735,
- 0,
- 0,
- 0,
- 0.2511013215859031,
- 0,
- 0,
- 0,
- 1,
- 0,
- 0,
- 0,
- 0.6923076923076923,
- 0,
- 0.6923076923076923,
- 0.9423678880500828,
- 0.5,
- 1,
- 0,
- 0.8695652173913043,
- 0,
- 0,
- 0,
- 0.8257261410788381,
- 0,
- 0.1805555555555555,
- 0.3372093023255814,
- 0.9899497487437184,
- 1,
- 0.8163265306122449,
- 0,
- 0.6983568075117371,
- 0.0783582089552238,
- 0.2205882352941176,
- 0,
- 0.1973684210526315,
- 0.0161290322580645,
- 0.2552552552552553,
- 0.0282038594755071,
- 0.35,
- 0.0637408568443051,
- 0.7348484848484849,
- 0,
- 0,
- 0.096,
- 0.0459537572254335,
- 0.2166847237269772,
- 0,
- 0.6164874551971327,
- 0,
- 0.0955414012738853,
- 0.1645885286783042,
- 0.0710900473933649,
- 0,
- 0,
- 0.0066711140760507,
- 0.6103151862464183,
- 0.751937984496124,
- 0.684,
- 0.6848484848484848,
- 0,
- 0.0087649402390438,
- 0.3644278606965174,
- 0.3471074380165289,
- 0.2162162162162162,
- 0.1092896174863388,
- 0.8,
- 0.3720930232558139,
- 0.2030075187969924,
- 0.0058479532163742,
- 1,
- 0.2542372881355932,
- 0.217391304347826,
- 0.4,
- 0.3649122807017544,
- 0.6209386281588448,
- 0.2009132420091324,
- 0.160513643659711,
- 0.0074391988555078,
- 0.3525179856115107,
- 0.1434720229555236,
- 0,
- 0.1475651746187899,
- 0.2083333333333333,
- 0.1644736842105263,
- 0,
- 0.3684210526315789,
- 0.0775193798449612,
- 0.1602564102564102,
- 0.0111670680972191,
- 0.3255813953488372,
- 0,
- 0.1438848920863309,
- 0,
- 0.1589403973509933,
- 0.0769230769230769,
- 0.0198314328210213,
- 0.208695652173913,
- 0.0057142857142857,
- 0.2,
- 0,
- 0.131578947368421,
- 0.0441988950276243,
- 0,
- 0.0936280884265279,
- 0,
- 0.2648648648648649,
- 0.0135891286970423,
- 0.648,
- 0.4590163934426229,
- 0,
- 0.408,
- 0,
- 0.8145161290322581,
- 0,
- 0,
- 0,
- 0.6,
- 1,
- 0.3522727272727273,
- 0.4404761904761904,
- 0.6,
- 0,
- 0.6325301204819277,
- 0.4437869822485207,
- 0.328,
- 0.8636363636363636,
- 0.0324367088607594,
- 0.0125,
- 0.0555555555555555,
- 0.0606060606060606,
- 0,
- 0,
- 0,
- 0.0508474576271186,
- 0,
- 0,
- 0,
- 0.0909090909090909,
- 0.0416666666666666,
- 0,
- 0.024390243902439,
- 0.9666666666666668,
- 0.0294117647058823,
- 0.0833333333333333,
- 0,
- 0.0136986301369863,
- 0.037037037037037,
- 0.0086206896551724,
- 0.0285714285714285,
- 0.0263157894736842,
- 0,
- 0,
- 0,
- 0,
- 0.0416666666666666,
- 0,
- 0.0266666666666666,
- 0,
- 0.0416666666666666,
- 0,
- 0,
- 0.1020408163265306,
- 0.9207397622192868,
- 0.6871794871794872,
- 0,
- 0,
- 0.6871794871794872,
- 0,
- 0,
- 0.8249027237354085,
- 0.3550420168067227,
- 0,
- 0.8520408163265306,
- 0.2105263157894736,
- 0.8249027237354085,
- 0,
- 0,
- 0.6871794871794872,
- 0.8520408163265306,
- 0,
- 0,
- 0,
- 0.9757662152530292,
- 0.8520408163265306,
- 0,
- 0,
- 0.8520408163265306,
- 0.92,
- 0,
- 0.2,
- 0.8249027237354085,
- 0,
- 0,
- 0.5517909002904162,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0
- ],
- "y0": " ",
- "yaxis": "y"
- },
- {
- "alignmentgroup": "True",
- "hovertemplate": "Model=%{x}<br>Precision=%{y}<extra></extra>",
- "legendgroup": "KMeansAD_U",
- "marker": {
- "color": "darkseagreen"
- },
- "name": "KMeansAD_U",
- "notched": false,
- "offsetgroup": "KMeansAD_U",
- "orientation": "v",
- "showlegend": true,
- "type": "box",
- "x": [
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U",
- "KMeansAD_U"
- ],
- "x0": " ",
- "xaxis": "x",
- "y": [
- 0,
- 0,
- 0,
- 0,
- 0,
- 1,
- 0,
- 0,
- 0,
- 0,
- 0,
- 1,
- 0,
- 1,
- 1,
- 0,
- 1,
- 0,
- 0.3103448275862069,
- 1,
- 0,
- 0,
- 1,
- 0,
- 0,
- 0,
- 0,
- 0.7341772151898734,
- 0.1935483870967742,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0.0924369747899159,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0.2758620689655172,
- 0,
- 1,
- 0,
- 0,
- 0,
- 0,
- 1,
- 0,
- 0,
- 0,
- 0.0300751879699248,
- 0,
- 0,
- 0.04,
- 0,
- 0.1085972850678733,
- 0,
- 0,
- 0.2333333333333333,
- 0.0689655172413793,
- 0,
- 0.8916081578067536,
- 0.9318444136657432,
- 0.161723559037493,
- 0.4705060706994735,
- 0,
- 0.407924391130498,
- 0.9723221699418766,
- 0.9328654588977748,
- 0.6666666666666666,
- 0,
- 0.230899830220713,
- 0,
- 0.0697115384615384,
- 0.8009950248756219,
- 0,
- 0,
- 0,
- 0,
- 0.5670731707317073,
- 0,
- 0,
- 0,
- 0,
- 0.8385416666666666,
- 0,
- 0.805,
- 0.0716049382716049,
- 0,
- 0,
- 0.9415204678362572,
- 0,
- 0.0574412532637075,
- 0.0990566037735849,
- 0,
- 0,
- 0.7740384615384616,
- 0.0687960687960688,
- 0.5172413793103449,
- 0,
- 0,
- 0.7970297029702971,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0.856885147324113,
- 0.8097686375321337,
- 0.9446749654218534,
- 0.9288281811646296,
- 0.4441747572815534,
- 0.5187265917602997,
- 0.9777777777777776,
- 0.977291841883936,
- 0.9744766274734727,
- 0.1941747572815534,
- 0.2469135802469135,
- 0.2040816326530612,
- 0.1709401709401709,
- 0.085972850678733,
- 0.4166666666666667,
- 0.0591397849462365,
- 0.3125,
- 0.1990049751243781,
- 0.7163934426229508,
- 0.7585301837270341,
- 0.6300463269358041,
- 0.9928030303030304,
- 0.5738539898132428,
- 0.6225125628140703,
- 0.8141592920353983,
- 1,
- 0.5689277899343544,
- 0.9335058214747736,
- 0.8042588042588042,
- 0.9958022388059702,
- 0.217983651226158,
- 0.551219512195122,
- 0.924283622673081,
- 0.7448594208980277,
- 0.8489599503259857,
- 1,
- 0.7409713574097135,
- 0.9322429906542056,
- 0.759854211663067,
- 0.5317567567567567,
- 0.8985507246376812,
- 0,
- 0,
- 0,
- 0,
- 0.0119047619047619,
- 0.5,
- 0,
- 0,
- 0.0234584450402144,
- 0.021505376344086,
- 0,
- 0,
- 0,
- 0,
- 0.0921985815602836,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0.4666666666666667,
- 0.988454011741683,
- 0.4,
- 1,
- 0.8181818181818182,
- 0.7299270072992701,
- 0,
- 0.1666666666666666,
- 0,
- 0.9022988505747126,
- 0,
- 0.1935483870967742,
- 0,
- 1,
- 1,
- 0,
- 0,
- 0.7319034852546917,
- 0,
- 0.1764705882352941,
- 0,
- 0.1648351648351648,
- 0,
- 0.1792360430950049,
- 0.0064585575888051,
- 0.2857142857142857,
- 0.074222668004012,
- 0.4199134199134199,
- 0,
- 0,
- 0.0863309352517985,
- 0,
- 0.3311258278145695,
- 0,
- 0.6690140845070423,
- 0,
- 0,
- 0.2948207171314741,
- 0.0993377483443708,
- 0,
- 0,
- 0.0064391500321957,
- 0.5035460992907801,
- 0.4369369369369369,
- 0.7169117647058824,
- 0.5868544600938967,
- 0,
- 0,
- 0.8023952095808383,
- 0.417391304347826,
- 0.192,
- 0.1686746987951807,
- 0.7326732673267327,
- 0.4033613445378151,
- 0.1764705882352941,
- 0.0069930069930069,
- 0.7866666666666666,
- 0.4127659574468085,
- 0.103777501037775,
- 0.48,
- 0.3291139240506329,
- 0.6539792387543253,
- 0.2046511627906976,
- 0.2202643171806167,
- 0,
- 0.2816091954022988,
- 0.1546134663341646,
- 0,
- 0.2115384615384615,
- 0.1935483870967742,
- 0.1700680272108843,
- 0,
- 0,
- 0.0469483568075117,
- 0.2053388090349076,
- 0.0378006872852233,
- 0.4660194174757281,
- 0,
- 0.2840909090909091,
- 0,
- 0.192,
- 0.043859649122807,
- 0.0670632774472688,
- 0.1846153846153846,
- 0,
- 0.1643835616438356,
- 0,
- 0.1801242236024844,
- 0.03125,
- 0,
- 0.0994475138121546,
- 0.1229611041405269,
- 0.2899408284023668,
- 0.0567419158023184,
- 0.4969325153374233,
- 0,
- 0,
- 0.3,
- 0.0465116279069767,
- 0.5674157303370787,
- 0,
- 1,
- 0,
- 0.7782426778242678,
- 1,
- 0.25,
- 0.6453488372093024,
- 0.7115384615384616,
- 0,
- 0.6335078534031413,
- 0,
- 0.231638418079096,
- 0.575,
- 0,
- 0.0169491525423728,
- 0.0333333333333333,
- 0.054054054054054,
- 0,
- 0.0476190476190476,
- 0.0416666666666666,
- 0.0652173913043478,
- 0,
- 0,
- 0,
- 0.0344827586206896,
- 0.0303030303030303,
- 0.0476190476190476,
- 0.0208333333333333,
- 0.9642857142857144,
- 0.0294117647058823,
- 0,
- 0,
- 0.0158730158730158,
- 0.0333333333333333,
- 0.0181818181818181,
- 0.0217391304347826,
- 0.0285714285714285,
- 0.0588235294117647,
- 0,
- 0.0384615384615384,
- 0,
- 0.0289855072463768,
- 0,
- 0.0303030303030303,
- 0,
- 0.0476190476190476,
- 0,
- 0,
- 0.0833333333333333,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0.4090909090909091,
- 0,
- 0.8878718535469108,
- 0,
- 0,
- 0.9565217391304348,
- 0,
- 0.0928571428571428,
- 0.87,
- 0,
- 0,
- 0,
- 0.9797077922077922,
- 0.8700787401574803,
- 0,
- 0,
- 0.873900293255132,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0.7415553809897879,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0
- ],
- "y0": " ",
- "yaxis": "y"
- },
- {
- "alignmentgroup": "True",
- "hovertemplate": "Model=%{x}<br>Precision=%{y}<extra></extra>",
- "legendgroup": "OCSVM",
- "marker": {
- "color": "darkorange"
- },
- "name": "OCSVM",
- "notched": false,
- "offsetgroup": "OCSVM",
- "orientation": "v",
- "showlegend": true,
- "type": "box",
- "x": [
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM",
- "OCSVM"
- ],
- "x0": " ",
- "xaxis": "x",
- "y": [
- 0.6111111111111112,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 1,
- 0,
- 0.5714285714285714,
- 1,
- 0,
- 1,
- 0,
- 0,
- 1,
- 0,
- 0,
- 0.8355957767722474,
- 1,
- 0,
- 0.7142857142857143,
- 0,
- 0,
- 0,
- 0.0508474576271186,
- 0,
- 0,
- 0.0434782608695652,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0.0746268656716417,
- 0,
- 0,
- 0,
- 0.1044776119402985,
- 0,
- 0,
- 0,
- 1,
- 0,
- 0.0967741935483871,
- 0.952,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0.0298507462686567,
- 0,
- 0.1739130434782608,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0.16,
- 0.0240384615384615,
- 0.0740618010106867,
- 0.6368488471391973,
- 0.1574597778624388,
- 0.3990676766835928,
- 0,
- 0.1522670877509587,
- 0.8998941378854043,
- 0.07544897065265,
- 0.1,
- 0,
- 0,
- 0,
- 0,
- 0.0597243491577335,
- 0,
- 0,
- 0,
- 0.6,
- 0,
- 0,
- 0,
- 0,
- 0.0501930501930501,
- 0.0981012658227848,
- 0.5666666666666667,
- 0.0855457227138643,
- 0,
- 0,
- 1,
- 0,
- 0.4393939393939394,
- 0,
- 0,
- 0,
- 0,
- 0.0935143288084464,
- 0,
- 0,
- 0,
- 0,
- 0.0898550724637681,
- 0.5,
- 0,
- 0,
- 0,
- 0,
- 0.8532277710109623,
- 0.949260042283298,
- 0.869073275862069,
- 0.994392523364486,
- 0,
- 0.8876190476190476,
- 1,
- 1,
- 0.9965792474344356,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0.1675675675675675,
- 1,
- 0,
- 0.9522292993630572,
- 1,
- 0.58097068716963,
- 0,
- 0.6792520676015822,
- 1,
- 0.2367115520907158,
- 0.6107862248213125,
- 0.7875393081761006,
- 0.089384136113108,
- 0,
- 0.9767229575536284,
- 0.3488854328667704,
- 0.9829818719940806,
- 0,
- 0,
- 1,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 1,
- 0.0138030761141054,
- 0.6455696202531646,
- 0,
- 0,
- 0.1904761904761904,
- 0,
- 0,
- 0,
- 0,
- 0.2214285714285714,
- 0.0625,
- 0,
- 0,
- 0,
- 1,
- 0,
- 0,
- 0,
- 1,
- 0,
- 0.9285714285714286,
- 0.9710610932475884,
- 0.0967741935483871,
- 1,
- 0.2105263157894736,
- 0.9009009009009008,
- 0,
- 0.6,
- 0,
- 0.9473684210526316,
- 1,
- 0,
- 0.3033707865168539,
- 1,
- 1,
- 1,
- 1,
- 0,
- 0,
- 0.2054794520547945,
- 0,
- 0.2122641509433962,
- 0,
- 0,
- 0.4810606060606061,
- 0.3858267716535433,
- 0,
- 0.776,
- 0,
- 0,
- 0,
- 0.0029827003380393,
- 0.32,
- 1,
- 0.9885714285714284,
- 0,
- 0,
- 1,
- 0.1401869158878504,
- 0,
- 0,
- 0,
- 0.6013513513513513,
- 0.7698412698412699,
- 0.7936507936507936,
- 0.7612903225806451,
- 0,
- 0,
- 0,
- 0.7,
- 1,
- 0,
- 0.8275862068965517,
- 0.2883435582822086,
- 0,
- 0,
- 0.9230769230769232,
- 0,
- 0.2793296089385474,
- 0.3006535947712418,
- 0.4482758620689655,
- 0.845771144278607,
- 0,
- 0.272108843537415,
- 0,
- 0.4224137931034483,
- 0,
- 0,
- 0.0654434250764526,
- 0,
- 0.5208333333333334,
- 0,
- 0,
- 0.081967213114754,
- 0.1055966209081309,
- 0,
- 0.2142857142857142,
- 0,
- 0.2558746736292428,
- 0,
- 0.1481481481481481,
- 0.0787401574803149,
- 0,
- 0.1454545454545454,
- 0,
- 0.5185185185185185,
- 0,
- 0,
- 0,
- 0,
- 0.0833333333333333,
- 0,
- 0.5636363636363636,
- 0,
- 0.648,
- 0,
- 0,
- 0.408,
- 0,
- 0.8145161290322581,
- 0,
- 0,
- 0,
- 0.658008658008658,
- 0,
- 0.4246575342465753,
- 0.4847161572052402,
- 0.6032608695652174,
- 0.234375,
- 0.968421052631579,
- 0,
- 0.3306451612903225,
- 0.8636363636363636,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0.0909090909090909,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0.0303030303030303,
- 0.0263157894736842,
- 0,
- 0,
- 0,
- 1,
- 0.0588235294117647,
- 0,
- 0.0555555555555555,
- 0,
- 0,
- 0,
- 0,
- 0.0769230769230769,
- 0,
- 0,
- 0,
- 0.9930795847750864,
- 0,
- 0,
- 0.75,
- 0,
- 0.8326797385620915,
- 0,
- 0,
- 1,
- 0,
- 0.7865429234338747,
- 1,
- 0,
- 0,
- 1,
- 0,
- 0.75,
- 0,
- 0,
- 0.75,
- 0,
- 0,
- 0,
- 0,
- 1,
- 0,
- 0.75,
- 1,
- 0.8110047846889952,
- 0,
- 0.5545454545454546,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0.0471698113207547,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0
- ],
- "y0": " ",
- "yaxis": "y"
- },
- {
- "alignmentgroup": "True",
- "hovertemplate": "Model=%{x}<br>Precision=%{y}<extra></extra>",
- "legendgroup": "KShapeAD",
- "marker": {
- "color": "darksalmon"
- },
- "name": "KShapeAD",
- "notched": false,
- "offsetgroup": "KShapeAD",
- "orientation": "v",
- "showlegend": true,
- "type": "box",
- "x": [
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
- "KShapeAD",
"KShapeAD",
"KShapeAD",
"KShapeAD",
@@ -11392,403 +2924,2192 @@
"x0": " ",
"xaxis": "x",
"y": [
- 0,
- 0,
- 0,
- 0,
- 0,
- 1,
- 0,
- 0,
- 0,
- 0,
- 0,
- 1,
- 0,
- 0,
- 0,
- 0,
- 1,
- 0,
- 0.0609756097560975,
- 1,
- 0,
- 0.0204081632653061,
- 1,
- 0,
- 0.6842105263157895,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0.1515151515151515,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 1,
- 0,
- 0,
- 0,
- 0,
- 1,
- 0,
- 0,
- 0,
- 0.0279720279720279,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0.0769230769230769,
- 0,
- 0.9004547751389591,
- 0.9563356164383562,
- 0.1421459175668336,
- 0.7615240687191699,
- 0,
- 0.3041584834770728,
- 0.9657995647217328,
- 0.8737057220708447,
- 1,
- 0,
- 0,
- 0,
- 0.088937093275488,
- 0.5468164794007491,
- 0,
- 0,
- 0,
- 0,
- 0.5922671353251318,
- 0,
- 0,
- 0,
- 0,
- 0.4356060606060606,
- 0,
- 0.6328125,
- 0,
- 0,
- 0,
- 0.2340425531914893,
- 0,
- 0.1545893719806763,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0.5,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0.9386317907444668,
- 0.8772029562251279,
- 0.9789666209419297,
- 0.8515873015873016,
- 0.4965675057208238,
- 0.4909529553679131,
- 1,
- 1,
- 0.9932119716136996,
- 0.1282051282051282,
- 0.091324200913242,
- 0.1282051282051282,
- 0,
- 0.238095238095238,
- 0.1785714285714285,
- 0.16,
- 0.2166666666666666,
- 0.217391304347826,
- 0.66,
- 0.7331932773109243,
- 0.6678260869565218,
- 0.9469240048250904,
- 0.62708719851577,
- 0.6146351163253132,
- 0.8133713561470215,
- 1,
- 0.5454736842105263,
- 0.9696685428392744,
- 0.813228517213337,
- 0.9998351738915444,
- 0.218020022246941,
- 0.540785498489426,
- 0.917605216360403,
- 0.7497733454215775,
- 0.7444395987788923,
- 0.9914069779480278,
- 0.7419490633550831,
- 0.9293193717277488,
- 0.7721103014716388,
- 0.3776223776223776,
- 0.7232731441673832,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0.0120567375886524,
- 0,
- 0.0181535269709543,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0.1,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0.0769230769230769,
- 0,
- 0,
- 0,
- 0.9973124300111982,
- 0.3333333333333333,
- 1,
- 0.5882352941176471,
- 0.7874015748031497,
- 0,
- 0,
- 0,
- 1,
- 0,
- 0.2307692307692307,
- 0.1492537313432835,
- 1,
- 0.99,
- 1,
- 1,
- 0.7089262613195343,
- 0,
- 0.1829268292682926,
- 0,
- 0.1685393258426966,
- 0,
- 0.1190211345939933,
- 0,
- 0.2942942942942942,
- 0.0637619553666312,
- 0.303125,
- 0,
- 0,
- 0.0784313725490196,
- 0,
- 0.2450980392156862,
- 0,
- 0.6363636363636364,
- 0,
- 0,
- 0.4240506329113924,
- 0.0857142857142857,
- 0,
- 0,
- 0,
- 0.5378787878787878,
- 0.3211920529801324,
- 0.7094339622641509,
- 0.6764705882352942,
- 0,
- 0,
- 1,
- 0.2840236686390532,
- 0.2181818181818181,
- 0.1132075471698113,
- 0.730593607305936,
- 0.4,
- 0.1428571428571428,
- 0,
- 0.5959595959595959,
- 0.3730769230769231,
- 0.1275510204081632,
- 0.3428571428571428,
- 0.5073170731707317,
- 0.6551724137931034,
- 0.1864406779661017,
- 0.1908396946564885,
- 0,
- 0.2873900293255132,
- 0,
- 0,
- 0.1779661016949152,
- 0,
- 0.1773049645390071,
- 0,
- 0,
- 0.0465116279069767,
- 0.1886792452830188,
- 0.0141281874569262,
- 0.3197278911564626,
- 0,
- 0.2724795640326976,
- 0,
- 0.1904761904761904,
- 0.072992700729927,
- 0.0452594615684744,
- 0.1904761904761904,
- 0,
- 0.1632653061224489,
- 0,
- 0.1265060240963855,
- 0.072463768115942,
- 0,
- 0.1184210526315789,
- 0,
- 0.2857142857142857,
- 0.0333333333333333,
- 0.4879518072289157,
- 0,
- 0,
- 0.3053892215568862,
- 0,
- 0.5872093023255814,
- 0,
- 0.9298245614035088,
- 0,
- 0.6158940397350994,
- 0,
- 0.248,
- 0.5634517766497462,
- 0.7025316455696202,
- 0,
- 0.650887573964497,
- 1,
- 0.2216216216216216,
- 0.5459940652818991,
- 0,
- 0,
- 0,
- 0.0555555555555555,
- 0,
- 0,
- 0,
- 0.0666666666666666,
- 0.0317460317460317,
- 0,
- 0,
- 0.037037037037037,
- 0.032258064516129,
- 0,
- 0.0227272727272727,
- 0,
- 0.037037037037037,
- 0.0166666666666666,
- 0,
- 0.0158730158730158,
- 0.0357142857142857,
- 0,
- 0.0357142857142857,
- 0.032258064516129,
- 0,
- 0,
- 0.0714285714285714,
- 0,
- 0.0377358490566037,
- 0,
- 0.0303030303030303,
- 0,
- 0.0434782608695652,
- 0,
- 0,
- 0.0869565217391304,
- 0,
- 0.2686567164179104,
- 0,
- 0,
- 0.4727272727272727,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 1,
- 0,
- 0,
- 0,
- 0.8148148148148148,
- 0,
- 0,
- 0.027027027027027,
- 0,
- 0.49609375,
- 0,
- 0,
- 0.8014059753954306,
- 0,
- 0,
- 0,
- 1,
- 0,
- 0,
- 0.3687943262411347,
- 0,
- 0,
- 1,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 1,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0,
- 0
+ 0.1712348422234141,
+ 0.0789554093695429,
+ 0.8448721013149383,
+ 0.1643133093288575,
+ 0.4139142377604495,
+ 0.6343432487173599,
+ 0.100314997438485,
+ 0.0626935274371929,
+ 0.0989292543388991,
+ 0.2124202620562435,
+ 0.1230694768866554,
+ 0.1174605970685635,
+ 0.4348862741947762,
+ 0.0072786051792892,
+ 0.0834662530029794,
+ 0.0061991739007884,
+ 0.0020053363752814,
+ 0.1192128272261476,
+ 0.0085989440968323,
+ 0.0152894468020548,
+ 0.4406961973340506,
+ 0.0549985033722748,
+ 0.0116241455693966,
+ 0.2465903973907245,
+ 0.2023049769793997,
+ 0.3797092325918696,
+ 0.2208742315494321,
+ 0.2565381964504278,
+ 0.1075420689922313,
+ 0.0334203029926677,
+ 0.8554879783837588,
+ 0.9402112403968608,
+ 0.3165555306032828,
+ 0.5698766529238668,
+ 0.0044617251069151,
+ 0.2863473889933967,
+ 0.9595256269953926,
+ 0.8229285139835512,
+ 0.3222309042663593,
+ 0.1089385586571187,
+ 0.1043868713347201,
+ 0.0247356192980136,
+ 0.0667230041454842,
+ 0.0109476458333124,
+ 0.0444391993875376,
+ 0.0659657042414183,
+ 0.0126530009900555,
+ 0.1087975563889606,
+ 0.0283502157092768,
+ 0.0266456009761572,
+ 0.1280348015179551,
+ 0.0309100524253754,
+ 0.823099074302394,
+ 0.742654435420068,
+ 0.820346567089466,
+ 0.6683260309308499,
+ 0.2084062087327738,
+ 0.6667255557077535,
+ 0.9614042043731226,
+ 0.9733236272481725,
+ 0.8284943939182433,
+ 0.0776923664985786,
+ 0.0368964222949016,
+ 0.0513734528255904,
+ 0.0525852412394804,
+ 0.0882088753493866,
+ 0.0859369939193551,
+ 0.0410513324792643,
+ 0.1998616500005349,
+ 0.1260918809021712,
+ 0.7112973349477919,
+ 0.764512460104418,
+ 0.6902504870537683,
+ 0.7885143526095852,
+ 0.863063585768947,
+ 0.7769221604097679,
+ 0.9978871979310991,
+ 0.7804363172818787,
+ 0.8997786472648355,
+ 0.9060855184981914,
+ 0.915135052014886,
+ 0.3908699975178493,
+ 0.7535964720414123,
+ 0.9179461001467804,
+ 0.6053633524584676,
+ 0.8791790115670586,
+ 0.9648171051919,
+ 0.7945047193237208,
+ 0.945345994988042,
+ 0.7601658038463308,
+ 0.2941511612992795,
+ 0.7457254088742251,
+ 0.1815054312003558,
+ 0.0216135877034446,
+ 0.0051843442308394,
+ 0.1968275493634217,
+ 0.0602688587344568,
+ 0.6892957179198624,
+ 0.5538712065183758,
+ 0.4523772176145589,
+ 0.2389901189274668,
+ 0.7858100348510574,
+ 0.8513418543532874,
+ 0.1701437480093701,
+ 0.9987758344353704,
+ 0.7200028027469816,
+ 0.4962499459971852,
+ 0.7385047232307498,
+ 0.961878642581938,
+ 0.4588962370959195,
+ 0.2399758779953592,
+ 0.3801776006756148,
+ 0.1007938306210883,
+ 0.992550302435972,
+ 0.8308980058748746,
+ 0.8736329187668159,
+ 0.2408447526822411,
+ 0.6154274055484763,
+ 0.0780511293224378,
+ 0.1344932960667202,
+ 0.6468616927049384,
+ 0.0354016417202364,
+ 0.6356328725644497,
+ 0.1836052390457744,
+ 0.0772429014158623,
+ 0.9887392605033732,
+ 0.1391540656653996,
+ 0.4022675754122646,
+ 0.8041912762333603,
+ 0.2883762074574049,
+ 0.350938019051393,
+ 0.2727913472884148,
+ 0.1584199110981423,
+ 0.1589696147248999,
+ 0.2756358176620129,
+ 0.1422767785016533,
+ 0.0661548593857135,
+ 0.460092291769943,
+ 0.9113532406568624,
+ 0.8688539649316347,
+ 0.0435914948040654,
+ 0.9931160886392753,
+ 0.1449078292957489,
+ 0.5339561375522125,
+ 0.1232457805407691,
+ 0.4374788887739835,
+ 0.312012288679053,
+ 0.0144336849579979,
+ 0.0923098725236527,
+ 0.4709392867034568,
+ 0.3084752622908711,
+ 0.3285524777469855,
+ 0.1637124560062202,
+ 0.6719223700686413,
+ 0.0722513163293469,
+ 0.0870287825267176,
+ 0.5941881088199054,
+ 0.1316828770034426
+ ],
+ "y0": " ",
+ "yaxis": "y"
+ },
+ {
+ "alignmentgroup": "True",
+ "hovertemplate": "Model=%{x}<br>AUC-PR=%{y}<extra></extra>",
+ "legendgroup": "Sub-KNN",
+ "marker": {
+ "color": "firebrick"
+ },
+ "name": "Sub-KNN",
+ "notched": false,
+ "offsetgroup": "Sub-KNN",
+ "orientation": "v",
+ "showlegend": true,
+ "type": "box",
+ "x": [
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN",
+ "Sub-KNN"
+ ],
+ "x0": " ",
+ "xaxis": "x",
+ "y": [
+ 0.1523262581104663,
+ 0.089276815931082,
+ 0.7804939197406765,
+ 0.1025311198213378,
+ 0.2673606936775093,
+ 0.0799871055524816,
+ 0.1075267500842549,
+ 0.1135161224130423,
+ 0.3191418066700321,
+ 0.3395515570251755,
+ 0.1208922588951295,
+ 0.0937876891991755,
+ 0.1197303294842567,
+ 0.0306652295900467,
+ 0.0141734069240812,
+ 0.0888943267977681,
+ 0.4610242941298165,
+ 0.0201846191443787,
+ 0.00910750500803,
+ 0.0345741487052744,
+ 0.0437918289260932,
+ 0.212630684691292,
+ 0.0108530210481705,
+ 0.0876661293502108,
+ 0.1099183572273734,
+ 0.2769562898747643,
+ 0.3286186598435383,
+ 0.1792424450809751,
+ 0.1187596252063725,
+ 0.0356270541251155,
+ 0.6064551029892962,
+ 0.5127619971758018,
+ 0.696047934918316,
+ 0.279177621406833,
+ 0.0179367591204655,
+ 0.6624302700772268,
+ 0.4274879657652595,
+ 0.8040465503650389,
+ 0.1031250690291624,
+ 0.0972128778383942,
+ 0.0497566633109275,
+ 0.0267635646748041,
+ 0.0723419735391027,
+ 0.0141143092015942,
+ 0.0449345292402107,
+ 0.0772158212305567,
+ 0.0074005456977037,
+ 0.0476740888299641,
+ 0.0133726105745565,
+ 0.0286335958532341,
+ 0.0963602904909927,
+ 0.0291427089430587,
+ 0.8498743453009932,
+ 0.5924547543638758,
+ 0.8241304543458442,
+ 0.5749013004499102,
+ 0.2743965189180171,
+ 0.4473496488059603,
+ 0.5411709576116785,
+ 0.7049287554886386,
+ 0.6098544765563699,
+ 0.2840993927535514,
+ 0.2908130007611861,
+ 0.3352233351719916,
+ 0.3349489346850345,
+ 0.3082768109197632,
+ 0.3401190490117365,
+ 0.2870537289847125,
+ 0.3470449854486663,
+ 0.340585174951947,
+ 0.7100899496335756,
+ 0.7401773086083793,
+ 0.6720913474095112,
+ 0.1419763904887445,
+ 0.6477256517314346,
+ 0.6883485332546951,
+ 0.2886071640989366,
+ 0.287732665539423,
+ 0.8047944341817188,
+ 0.8466194377359249,
+ 0.2627094924406777,
+ 0.4556577789780144,
+ 0.670321416443434,
+ 0.502324180006374,
+ 0.4581466742654981,
+ 0.731229263222228,
+ 0.3204427057667937,
+ 0.6967032299990906,
+ 0.7962301459826259,
+ 0.4518860753211877,
+ 0.4318207375792444,
+ 0.6973114904144775,
+ 0.0607240274611745,
+ 0.0585782671813933,
+ 0.0056131686959559,
+ 0.1581037263607407,
+ 0.1018701956448759,
+ 0.5345540359840659,
+ 0.4989629442757199,
+ 0.4820751277662811,
+ 0.1566198457743827,
+ 0.7817215955219927,
+ 0.6038220843100839,
+ 0.1942308029707715,
+ 0.8768963017338983,
+ 0.756203340074717,
+ 0.3223414866231004,
+ 0.9475453457555104,
+ 0.8736483511065652,
+ 0.1101385374707895,
+ 0.1886878124500332,
+ 0.8678826023671368,
+ 0.1286640693898746,
+ 0.9158297579703552,
+ 0.8304898839360788,
+ 0.814014018547984,
+ 0.2951766931028535,
+ 0.8304898839360788,
+ 0.814014018547984,
+ 0.1379798345740358,
+ 0.7497517452718512,
+ 0.3378125588666267,
+ 0.4446118409340969,
+ 0.546867283129093,
+ 0.1571301961739053,
+ 0.7497517452718512,
+ 0.7633918296616501,
+ 0.7923735083550605,
+ 0.8304898839360788,
+ 0.546867283129093,
+ 0.7923735083550605,
+ 0.7966296044462904,
+ 0.1379798345740358,
+ 0.8928201093493022,
+ 0.546867283129093,
+ 0.1379798345740358,
+ 0.814014018547984,
+ 0.546867283129093,
+ 0.8481622814760288,
+ 0.814014018547984,
+ 0.0510007119891463,
+ 0.7497517452718512,
+ 0.1379798345740358,
+ 0.7923735083550605,
+ 0.4731560750788466,
+ 0.1714868310011292,
+ 0.2829833813654591,
+ 0.0158039611971096,
+ 0.1011599206259215,
+ 0.5114748500356769,
+ 0.1812342606404486,
+ 0.4613986265563597,
+ 0.1305781530226878,
+ 0.703533626733774,
+ 0.107925159901918,
+ 0.0868555481935365,
+ 0.6879005034560557,
+ 0.1975347167958565
+ ],
+ "y0": " ",
+ "yaxis": "y"
+ },
+ {
+ "alignmentgroup": "True",
+ "hovertemplate": "Model=%{x}<br>AUC-PR=%{y}<extra></extra>",
+ "legendgroup": "CNN",
+ "marker": {
+ "color": "steelblue"
+ },
+ "name": "CNN",
+ "notched": false,
+ "offsetgroup": "CNN",
+ "orientation": "v",
+ "showlegend": true,
+ "type": "box",
+ "x": [
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN",
+ "CNN"
+ ],
+ "x0": " ",
+ "xaxis": "x",
+ "y": [
+ 0.1328324458239115,
+ 0.1504005365715413,
+ 0.1124692189847748,
+ 0.239679262936926,
+ 0.2904529255629753,
+ 0.2996700708317522,
+ 0.2291646125166166,
+ 0.1082206477967524,
+ 0.1758598128192857,
+ 0.099606266179599,
+ 0.5521839397868704,
+ 0.1278930448865477,
+ 0.1792238334933775,
+ 0.0262900128738214,
+ 0.1601317344975891,
+ 0.1920766323414748,
+ 0.1063678953329415,
+ 0.1728015661132299,
+ 0.6737206714865595,
+ 0.6173932755476295,
+ 0.1709775470600535,
+ 0.1278873287960946,
+ 0.5190252922493026,
+ 0.1863102705843431,
+ 0.1637540844920256,
+ 0.0964301100880752,
+ 0.2470762894773877,
+ 0.1486800021828539,
+ 0.3968424813684483,
+ 0.3814990500329981,
+ 0.0567691660845604,
+ 0.370805132806317,
+ 0.0405475925086976,
+ 0.1366665907089195,
+ 0.2520877398107112,
+ 0.0404820581147847,
+ 0.3382671365521822,
+ 0.0455970533663441,
+ 0.2064088100730669,
+ 0.6503230027741786,
+ 0.2867570208454935,
+ 0.6697762463542491,
+ 0.3732073489327516,
+ 0.6678007486370199,
+ 0.3006768151916708,
+ 0.6197878397435049,
+ 0.6172967151683105,
+ 0.2658845990801005,
+ 0.6154890324108804,
+ 0.6258815642669298,
+ 0.5105144132868616,
+ 0.6706809534326306,
+ 0.1376367116383161,
+ 0.1550742947042152,
+ 0.1312767964951646,
+ 0.5221183737385473,
+ 0.4480362043305258,
+ 0.4119115001879313,
+ 0.5333516527971472,
+ 0.3920940104200682,
+ 0.4586620090831176,
+ 0.0043837742157298,
+ 0.0018230642851937,
+ 0.002545365466535,
+ 0.0024890574857084,
+ 0.0031173641830509,
+ 0.0032336914267633,
+ 0.0033334250508187,
+ 0.0020281729310624,
+ 0.0117407412643223,
+ 0.0343290869923613,
+ 0.0283262807631209,
+ 0.0253197804527539,
+ 0.3775231450451642,
+ 0.2915885316166368,
+ 0.1806984923549196,
+ 0.4213237162550181,
+ 0.119655897877053,
+ 0.0624282425752271,
+ 0.276526617268294,
+ 0.3629257862201665,
+ 0.0253582053840866,
+ 0.1771592154717221,
+ 0.2418608488510582,
+ 0.122838932077438,
+ 0.1578248751232527,
+ 0.3625530604080951,
+ 0.0272641458481981,
+ 0.3349161320180047,
+ 0.0637749143818093,
+ 0.0791299760179985,
+ 0.0903270854385061,
+ 0.8011885823723923,
+ 0.0676929978774138,
+ 0.4208464803698435,
+ 0.8511754057350975,
+ 0.416428405809388,
+ 0.7698916146964513,
+ 0.8261120070659179,
+ 0.4118939698305733,
+ 0.0573807902779695,
+ 0.1731144414557461,
+ 0.0837413719831956,
+ 0.0403206017871651,
+ 0.7897483906128501,
+ 0.0953072268415533,
+ 0.0723996101568745,
+ 0.4520822150383639,
+ 0.0311364325338951,
+ 0.7387181088941073,
+ 0.0354925769288679,
+ 0.0339283977880141,
+ 0.9667320431665122,
+ 0.9263766719108728,
+ 0.9763384688308424,
+ 0.7833341070788942,
+ 0.4523065057545481,
+ 0.951281666190683,
+ 0.7871960361750686,
+ 0.6617533075625024,
+ 0.529891171348325,
+ 0.8747409077838373,
+ 0.955256729190838,
+ 0.5520043075552514,
+ 0.5232371466455404,
+ 0.5413522582502852,
+ 0.8697245395486074,
+ 0.6425014182561772,
+ 0.9077160066940256,
+ 0.5660885432547773,
+ 0.6438719500596068,
+ 0.3486188885358577,
+ 0.6402999524709625,
+ 0.501614617773656,
+ 0.5663361398083474,
+ 0.6802028670386211,
+ 0.7991737119740654,
+ 0.5656625918964877,
+ 0.1642127989205829,
+ 0.7940940330597566,
+ 0.2158407393191715,
+ 0.4795406498299061,
+ 0.6049264773239309,
+ 0.6415948105429403,
+ 0.7908201934997872,
+ 0.9708472323632682,
+ 0.9309666381632286,
+ 0.5777427407200821,
+ 0.9849378551078432,
+ 0.8849566083029605,
+ 0.9949674927071218,
+ 0.7932569357493211,
+ 0.1185621163827324,
+ 0.9397616157331096,
+ 0.2055228008280825,
+ 0.3740637053486154,
+ 0.9101793779846004,
+ 0.777663281483582
+ ],
+ "y0": " ",
+ "yaxis": "y"
+ },
+ {
+ "alignmentgroup": "True",
+ "hovertemplate": "Model=%{x}<br>AUC-PR=%{y}<extra></extra>",
+ "legendgroup": "LSTMAD",
+ "marker": {
+ "color": "blueviolet"
+ },
+ "name": "LSTMAD",
+ "notched": false,
+ "offsetgroup": "LSTMAD",
+ "orientation": "v",
+ "showlegend": true,
+ "type": "box",
+ "x": [
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD",
+ "LSTMAD"
+ ],
+ "x0": " ",
+ "xaxis": "x",
+ "y": [
+ 0.1114811464088816,
+ 0.1216352929102622,
+ 0.0863785520999006,
+ 0.1900210818480747,
+ 0.2266054728160446,
+ 0.068930349229141,
+ 0.3019649323978445,
+ 0.114881668421924,
+ 0.1215419564314522,
+ 0.1002070301715388,
+ 0.4162293274911158,
+ 0.0959018159169502,
+ 0.0156099553109553,
+ 0.0019784484444258,
+ 0.0045400576125231,
+ 0.0389981704366677,
+ 0.0010117170525816,
+ 0.0614972385801277,
+ 0.4692431313389204,
+ 0.3087434797746063,
+ 0.0025378322401993,
+ 0.0054371903916583,
+ 0.841388873875802,
+ 0.0160994444419026,
+ 0.0175155026911261,
+ 0.0061063718333813,
+ 0.2023077223729303,
+ 0.1432377785539599,
+ 0.4271686588299724,
+ 0.1322337577607795,
+ 0.0507139458312757,
+ 0.3268702492730955,
+ 0.0518362649808909,
+ 0.1255949221045285,
+ 0.0828161324340301,
+ 0.0359079902999632,
+ 0.180146074082762,
+ 0.050641754546515,
+ 0.1739879072639512,
+ 0.6659190414079911,
+ 0.2973063568175258,
+ 0.6707775056899709,
+ 0.3845771674704322,
+ 0.7332309713918919,
+ 0.3784668843234977,
+ 0.6571303430961545,
+ 0.4209858532864562,
+ 0.3432486170500073,
+ 0.5184789964676685,
+ 0.6291538316376156,
+ 0.4663934294305344,
+ 0.5970841100853315,
+ 0.1263362673352569,
+ 0.1602013675075099,
+ 0.1305039057205968,
+ 0.450077386735166,
+ 0.4497357108799843,
+ 0.3999137592402245,
+ 0.2784675765691576,
+ 0.2308065730870653,
+ 0.2645752076477775,
+ 0.0222984191676425,
+ 0.0017818131424542,
+ 0.061391827756733,
+ 0.0466341139577001,
+ 0.0685675121884226,
+ 0.0345460966063047,
+ 0.0742777379376246,
+ 0.0447332083316952,
+ 0.0585076306656903,
+ 0.036779545854983,
+ 0.0258856485910954,
+ 0.0288268357925318,
+ 0.2625413051603978,
+ 0.1891400409731513,
+ 0.1681774513220414,
+ 0.270687474855342,
+ 0.0937394912921102,
+ 0.032985558370704,
+ 0.1497421083667586,
+ 0.2453754565185324,
+ 0.0421354979427216,
+ 0.1195371178527897,
+ 0.1772786602964193,
+ 0.0894529858315303,
+ 0.1101152022240516,
+ 0.2039559368016421,
+ 0.0299078663953853,
+ 0.1222230227909392,
+ 0.0419841232950593,
+ 0.0875448241574165,
+ 0.0390117897298735,
+ 0.7893535926609497,
+ 0.1323081858343272,
+ 0.4615416104180114,
+ 0.6984350672518377,
+ 0.4315836653999498,
+ 0.770925185334963,
+ 0.8234678240249466,
+ 0.3580709697520762,
+ 0.1836718046484004,
+ 0.1833445641382529,
+ 0.0570664027991004,
+ 0.0359492701956271,
+ 0.4795585086588033,
+ 0.0813003969733314,
+ 0.0647879297198734,
+ 0.4213334762375586,
+ 0.0454632353418692,
+ 0.7376946947277406,
+ 0.0289201496901289,
+ 0.0269574796955106,
+ 0.9775786665471188,
+ 0.5535551120261957,
+ 0.9544025346025836,
+ 0.5801034660636765,
+ 0.066703245894172,
+ 0.9053131320367996,
+ 0.5735701881516397,
+ 0.8339883324471311,
+ 0.7021607022176044,
+ 0.9768759991505862,
+ 0.9583879186638148,
+ 0.8235144451712874,
+ 0.948377506556802,
+ 0.4923757439345692,
+ 0.992970255730044,
+ 0.8268523810515537,
+ 0.9131004008070718,
+ 0.8235144520346078,
+ 0.8074206554152196,
+ 0.8794038096452736,
+ 0.8339883870933744,
+ 0.9421833305020378,
+ 0.823514486350622,
+ 0.8339890589871864,
+ 0.6037584056717167,
+ 0.8235144657959571,
+ 0.0678573456146895,
+ 0.5757234711948978,
+ 0.0433941250304429,
+ 0.7015421886073693,
+ 0.8339889889097695,
+ 0.8279877998780905,
+ 0.959953084390605,
+ 0.9718491015673606,
+ 0.4945030819575546,
+ 0.0111357415519349,
+ 0.0125630075305213,
+ 0.9178179727951572,
+ 0.9593104589769668,
+ 0.625724963271805,
+ 0.0186878621532751,
+ 0.914291235318628,
+ 0.0190607721577046,
+ 0.5187870275682767,
+ 0.8095612578614829,
+ 0.843748197767318
+ ],
+ "y0": " ",
+ "yaxis": "y"
+ },
+ {
+ "alignmentgroup": "True",
+ "hovertemplate": "Model=%{x}<br>AUC-PR=%{y}<extra></extra>",
+ "legendgroup": "OCSVM",
+ "marker": {
+ "color": "darkorange"
+ },
+ "name": "OCSVM",
+ "notched": false,
+ "offsetgroup": "OCSVM",
+ "orientation": "v",
+ "showlegend": true,
+ "type": "box",
+ "x": [
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM",
+ "OCSVM"
+ ],
+ "x0": " ",
+ "xaxis": "x",
+ "y": [
+ 0.1394865908326413,
+ 0.1108904937621381,
+ 0.2909950448240139,
+ 0.1476407401737049,
+ 0.3396563870736648,
+ 0.4919291881276068,
+ 0.18407434237444,
+ 0.3526298435982768,
+ 0.1307144197661678,
+ 0.3092845683563715,
+ 0.348073072608216,
+ 0.1028629117670522,
+ 0.0121911877889895,
+ 0.0651024205504132,
+ 0.0062499271794821,
+ 0.0224582707753,
+ 0.2158756184182094,
+ 0.0083799675543932,
+ 0.0300147614165055,
+ 0.0211938426311072,
+ 0.0073335924645905,
+ 0.0421788265003758,
+ 0.0420763788722362,
+ 0.0068781464710856,
+ 0.0201320808352724,
+ 0.0408285873220206,
+ 0.193666677214405,
+ 0.1835902998986572,
+ 0.0833803942479325,
+ 0.0665123825532765,
+ 0.1762353116684692,
+ 0.7990936028105087,
+ 0.3658278523562158,
+ 0.3108373670465141,
+ 0.0156023057071174,
+ 0.1290093726695044,
+ 0.8708686818789869,
+ 0.1791318610796259,
+ 0.0597262025058509,
+ 0.0878594339935982,
+ 0.0219076580788188,
+ 0.1531812591496626,
+ 0.1360867938079265,
+ 0.0136883395938033,
+ 0.0179257890778987,
+ 0.0961970095133445,
+ 0.1498482424873823,
+ 0.0183567024739092,
+ 0.0235844461029537,
+ 0.1487000807743424,
+ 0.0384350341592711,
+ 0.1146583990656209,
+ 0.5015845086394166,
+ 0.3599490188796566,
+ 0.4070610314091634,
+ 0.9570618962769284,
+ 0.3928769612292931,
+ 0.4004816451834703,
+ 0.9806994028042456,
+ 0.942188160166989,
+ 0.7700270470375565,
+ 0.00289953178386,
+ 0.0144905754841056,
+ 0.0361294197502739,
+ 0.049514175838549,
+ 0.0423439957371472,
+ 0.0312736433135163,
+ 0.0095639455146338,
+ 0.0491555331097135,
+ 0.0605757852026091,
+ 0.1473543419310827,
+ 0.2885133298921621,
+ 0.1276829036547068,
+ 0.6210347313282302,
+ 0.4339635660987654,
+ 0.3961084736274988,
+ 0.928158586292909,
+ 0.7346208622384622,
+ 0.6019780980899492,
+ 0.714915267253168,
+ 0.8809658028584102,
+ 0.3053185703888332,
+ 0.7285586493610012,
+ 0.7072575567277034,
+ 0.0894426213899067,
+ 0.403708187699012,
+ 0.9236643418364512,
+ 0.3195690233369745,
+ 0.900254399060013,
+ 0.1929169690245296,
+ 0.1751507749463519,
+ 0.2876775140854244,
+ 0.1429250851644735,
+ 0.0179817900122092,
+ 0.1447097041378912,
+ 0.3312411873673295,
+ 0.2655563488293382,
+ 0.5797332758208248,
+ 0.5047611496434953,
+ 0.3690800520887407,
+ 0.1451544234061006,
+ 0.6923374124458738,
+ 0.7907280829357053,
+ 0.1336394779450513,
+ 0.9278510718923384,
+ 0.6581592114149666,
+ 0.2159361837395415,
+ 0.6054680823471222,
+ 0.9162461684195148,
+ 0.1595147595176652,
+ 0.2359339862836652,
+ 0.7312152878784769,
+ 0.5281669017365177,
+ 0.9859838344734986,
+ 0.9408140593643208,
+ 0.9001687888479855,
+ 0.5008330851110775,
+ 0.9408140593643208,
+ 0.9001687888479855,
+ 0.1688464052930393,
+ 0.4536576328488673,
+ 0.6967067930826863,
+ 0.7291769412239785,
+ 0.1512553257932957,
+ 0.3871116093376845,
+ 0.4536576328488673,
+ 0.8221243178285148,
+ 0.8304362847580921,
+ 0.9408140593643208,
+ 0.1512553257932957,
+ 0.8304362847580921,
+ 0.1242982677313236,
+ 0.1688464052930393,
+ 0.3235676125471047,
+ 0.1512553257932957,
+ 0.1688464052930393,
+ 0.9001687888479855,
+ 0.1512553257932957,
+ 0.8435012970822906,
+ 0.9001687888479855,
+ 0.2241573368832996,
+ 0.4536576328488673,
+ 0.1688464052930393,
+ 0.8304362847580921,
+ 0.6238834237193548,
+ 0.1663289904520662,
+ 0.1636314417080467,
+ 0.0501166609814178,
+ 0.0588301921234985,
+ 0.0881405691263152,
+ 0.0368871572364572,
+ 0.0813453086805886,
+ 0.0737302884837991,
+ 0.0673710486197739,
+ 0.0578089797902406,
+ 0.0754140026934415,
+ 0.1100546419643748,
+ 0.1420538273649088
+ ],
+ "y0": " ",
+ "yaxis": "y"
+ },
+ {
+ "alignmentgroup": "True",
+ "hovertemplate": "Model=%{x}<br>AUC-PR=%{y}<extra></extra>",
+ "legendgroup": "Sub-LOF",
+ "marker": {
+ "color": "dodgerblue"
+ },
+ "name": "Sub-LOF",
+ "notched": false,
+ "offsetgroup": "Sub-LOF",
+ "orientation": "v",
+ "showlegend": true,
+ "type": "box",
+ "x": [
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF",
+ "Sub-LOF"
+ ],
+ "x0": " ",
+ "xaxis": "x",
+ "y": [
+ 0.3218994194786606,
+ 0.1340215552089061,
+ 0.7456357834680507,
+ 0.859280525514009,
+ 0.6017348437957262,
+ 0.805547412517549,
+ 0.1946247845978042,
+ 0.2659768372134259,
+ 0.565785679696345,
+ 0.6276889921241051,
+ 0.2311610658551061,
+ 0.1344373102972949,
+ 0.837341817665691,
+ 0.8287362597696876,
+ 0.1115423996013432,
+ 0.8219858349290581,
+ 0.7124867730852109,
+ 0.1085912274207521,
+ 0.1699693502593145,
+ 0.1396275897547763,
+ 0.085252026788209,
+ 0.6482895129542451,
+ 0.1909093361267924,
+ 0.1440833947437573,
+ 0.5952574290557289,
+ 0.9455531403722516,
+ 0.5316912114504433,
+ 0.1657893200313301,
+ 0.4081018003016015,
+ 0.2522823807762812,
+ 0.6004038499244344,
+ 0.1573089747544283,
+ 0.3283595318366296,
+ 0.1846537389009162,
+ 0.4891009095044807,
+ 0.583491524288927,
+ 0.0906390463376299,
+ 0.6476015757289679,
+ 0.5456856124246136,
+ 0.051540871530017,
+ 0.6292810216050436,
+ 0.0612155534020097,
+ 0.1333102321057455,
+ 0.1641710414336448,
+ 0.5903539834428579,
+ 0.0541379008065215,
+ 0.6276649583272591,
+ 0.5896661438684322,
+ 0.640293210281372,
+ 0.029481589333275,
+ 0.5885628259170632,
+ 0.0495830846251967,
+ 0.3051908115560204,
+ 0.5747423630069058,
+ 0.3157638587179828,
+ 0.2840385739780406,
+ 0.3439214186506282,
+ 0.3641750014143997,
+ 0.319599761540296,
+ 0.2313990284161472,
+ 0.2596109888074874,
+ 0.6642034175318297,
+ 0.49735169128419,
+ 0.5761714724871725,
+ 0.5359511727092915,
+ 0.6580312184598485,
+ 0.6650843537435164,
+ 0.6079406376601167,
+ 0.5467882354418452,
+ 0.3544909776518659,
+ 0.0971638374977261,
+ 0.1991513699529079,
+ 0.0326647581137693,
+ 0.1580792817686109,
+ 0.4134339670417601,
+ 0.3731999148303776,
+ 0.1680869295286098,
+ 0.1398940698165619,
+ 0.4429496533648396,
+ 0.3768945165382683,
+ 0.2119508557285788,
+ 0.210729721921496,
+ 0.6742114010054635,
+ 0.2241063275119366,
+ 0.3960109014076194,
+ 0.4005073662146535,
+ 0.0905598032015077,
+ 0.4061020462387537,
+ 0.1831787328292153,
+ 0.2544954974228083,
+ 0.564920217243887,
+ 0.5692020614239198,
+ 0.0133552951957362,
+ 0.0639246053279902,
+ 0.3940934160892099,
+ 0.4122076964748635,
+ 0.4490958358860574,
+ 0.4913209986150689,
+ 0.3813250853074393,
+ 0.5119762791999092,
+ 0.1845846513718583,
+ 0.1893308196108754,
+ 0.3124757887707201,
+ 0.0910810697740002,
+ 0.3385017207997597,
+ 0.3285607139676931,
+ 0.1750346138359664,
+ 0.3165944558210163,
+ 0.6599602952843687,
+ 0.1135633808365225,
+ 0.5018111105315888,
+ 0.038222992880854,
+ 0.1859806670705534,
+ 0.1648122630752216,
+ 0.1051922957232208,
+ 0.2920048619124654,
+ 0.2623375579370071,
+ 0.1051922957232208,
+ 0.2920048619124654,
+ 0.1794112043367337,
+ 0.4207462779806871,
+ 0.0598438751315101,
+ 0.2189077472548714,
+ 0.2198333591602154,
+ 0.1965886946870738,
+ 0.4207462779806871,
+ 0.1506431679178592,
+ 0.5040472285394002,
+ 0.1051922957232208,
+ 0.2198333591602154,
+ 0.5040472285394002,
+ 0.3881210727030064,
+ 0.1794112043367337,
+ 0.190363607124466,
+ 0.2198333591602154,
+ 0.1794112043367337,
+ 0.2920048619124654,
+ 0.2198333591602154,
+ 0.1753672687053128,
+ 0.2920048619124654,
+ 0.439406292950554,
+ 0.4207462779806871,
+ 0.1794112043367337,
+ 0.5040472285394002,
+ 0.1424210323929299,
+ 0.1214376044723126,
+ 0.2332862309723236,
+ 0.0471931162317259,
+ 0.1232358148170093,
+ 0.0556324387889492,
+ 0.222211163254926,
+ 0.077358660806981,
+ 0.1829459288417954,
+ 0.1545545238029232,
+ 0.2608476045166529,
+ 0.1605332871032541,
+ 0.1295285606899646,
+ 0.2404522663939663
+ ],
+ "y0": " ",
+ "yaxis": "y"
+ },
+ {
+ "alignmentgroup": "True",
+ "hovertemplate": "Model=%{x}<br>AUC-PR=%{y}<extra></extra>",
+ "legendgroup": "LOF",
+ "marker": {
+ "color": "darkgoldenrod"
+ },
+ "name": "LOF",
+ "notched": false,
+ "offsetgroup": "LOF",
+ "orientation": "v",
+ "showlegend": true,
+ "type": "box",
+ "x": [
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF",
+ "LOF"
+ ],
+ "x0": " ",
+ "xaxis": "x",
+ "y": [
+ 0.1405806868285745,
+ 0.1085310842837359,
+ 0.1396858059506953,
+ 0.1700664860237296,
+ 0.223608966267617,
+ 0.1354755559990608,
+ 0.2532557673271695,
+ 0.1191671718129292,
+ 0.1327105835059492,
+ 0.1254583986934821,
+ 0.2062330223280688,
+ 0.1006552949671405,
+ 0.1042575933190469,
+ 0.1251487728643251,
+ 0.08228623642303,
+ 0.1032121236637011,
+ 0.1276236563561687,
+ 0.111560008316297,
+ 0.0848461243246629,
+ 0.0391453782659907,
+ 0.089430869283335,
+ 0.0767320721785464,
+ 0.1893013963334477,
+ 0.0622238047943514,
+ 0.0738006536969987,
+ 0.0590060917263214,
+ 0.1707804660572297,
+ 0.477613321943074,
+ 0.185542778307713,
+ 0.129509098249193,
+ 0.0456978219335165,
+ 0.0690206105472204,
+ 0.0280117357339858,
+ 0.1032516841956689,
+ 0.015458112700454,
+ 0.0298630431135071,
+ 0.079926833833455,
+ 0.0417918579283705,
+ 0.0581032999440075,
+ 0.0675990080779291,
+ 0.2593157050591376,
+ 0.2108720879888618,
+ 0.1566784967372049,
+ 0.320949213404367,
+ 0.2275659489032714,
+ 0.0808792566801892,
+ 0.0598532159472378,
+ 0.2162010510083726,
+ 0.0565337963886233,
+ 0.2276739220975757,
+ 0.0511692005403612,
+ 0.2929889732604834,
+ 0.1486432634012925,
+ 0.1493518199784113,
+ 0.1488384288198663,
+ 0.2139652152344032,
+ 0.3264826097564385,
+ 0.3182543176758732,
+ 0.1795836313649507,
+ 0.1741829138325118,
+ 0.1698641477252712,
+ 0.0025732981097814,
+ 0.0018668108263324,
+ 0.0021531568421192,
+ 0.0023270128625175,
+ 0.0020654009278846,
+ 0.002164834555865,
+ 0.0022661017619902,
+ 0.0023533606517403,
+ 0.0021095293152135,
+ 0.0913694133207964,
+ 0.0863885938778863,
+ 0.0688350284612982,
+ 0.076136928874883,
+ 0.0259951474978782,
+ 0.0669836069341915,
+ 0.0955346638019348,
+ 0.0190463182419649,
+ 0.0321959105444343,
+ 0.0371275953189653,
+ 0.0892952663425079,
+ 0.0114861590642819,
+ 0.0215330093197543,
+ 0.0617399692764755,
+ 0.041418176996053,
+ 0.0333433780143379,
+ 0.0798880693387187,
+ 0.0283976220989755,
+ 0.0376022369253553,
+ 0.0351215450067942,
+ 0.0610002449549099,
+ 0.0340030393869326,
+ 0.1133514334016599,
+ 0.2779581141693215,
+ 0.4267011212634134,
+ 0.3022757281559719,
+ 0.291118878998896,
+ 0.4105897254355469,
+ 0.4212176859553052,
+ 0.0715421233322276,
+ 0.0526040888472349,
+ 0.1058990635652035,
+ 0.088033744713175,
+ 0.0786616157976434,
+ 0.0812615726152311,
+ 0.0831311736889154,
+ 0.0862447643103002,
+ 0.0861639780116655,
+ 0.0346849865951742,
+ 0.1206834698967151,
+ 0.3437771375433802,
+ 0.2265932313131273,
+ 0.3792663091715192,
+ 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,
+ 0.2119774130127311,
+ 0.1169471435482338,
+ 0.0906015108034702,
+ 0.1198688179952362,
+ 0.0972830953606347,
+ 0.0574455310738452,
+ 0.2095486103998248,
+ 0.1576792756615718,
+ 0.1116993006586579,
+ 0.1695512968750395,
+ 0.1072570183157936,
+ 0.3590258032385338,
+ 0.0754958959629854
],
"y0": " ",
"yaxis": "y"
@@ -12383,7 +5704,7 @@
}
},
"title": {
- "text": "Vergleich der Performanz der Modelle anhand Precision",
+ "text": "Vergleich der Performanz der Modelle anhand AUC-PR für Sequenzanomalien",
"x": 0.5,
"xanchor": "center",
"y": 0.94,
@@ -12393,20 +5714,20 @@
"xaxis": {
"anchor": "y",
"categoryarray": [
- "CNN",
- "LSTMAD",
- "USAD",
"PCA",
- "OmniAnomaly",
- "Sub-IForest",
- "Sub-LOF",
"POLY",
+ "Sub-IForest",
+ "OmniAnomaly",
"IForest",
- "LOF",
- "Sub-KNN",
+ "USAD",
"KMeansAD_U",
+ "KShapeAD",
+ "Sub-KNN",
+ "CNN",
+ "LSTMAD",
"OCSVM",
- "KShapeAD"
+ "Sub-LOF",
+ "LOF"
],
"categoryorder": "array",
"domain": [
@@ -12426,7 +5747,7 @@
1
],
"title": {
- "text": "Precision"
+ "text": "AUC-PR"
}
}
}
@@ -12437,7 +5758,6 @@
}
],
"source": [
- "metric = 'Precision'#'AUC-PR'#\n",
"#sort by average values\n",
"mean_sorted = df.groupby(\"Model\")[metric].mean().sort_values(ascending=False).index\n",
"\n",
@@ -12459,7 +5779,7 @@
" ),\n",
" template = 'ggplot2',\n",
" title={\n",
- " 'text': 'Vergleich der Performanz der Modelle anhand '+ metric,\n",
+ " 'text': title,\n",
" 'x':0.5,\n",
" 'y':0.94, \n",
" 'xanchor':'center',\n",
@@ -12478,7 +5798,7 @@
},
{
"cell_type": "code",
- "execution_count": 31,
+ "execution_count": null,
"metadata": {},
"outputs": [
{
@@ -12520,7 +5840,7 @@
],
"xaxis": "x",
"y": [
- 18.46554386886001
+ 22.218989655941346
],
"yaxis": "y"
},
@@ -12546,137 +5866,137 @@
],
"xaxis": "x",
"y": [
- 26.574519822819706
+ 35.28004655506037
],
"yaxis": "y"
},
{
"alignmentgroup": "True",
"hovertemplate": "Model=%{x}<br>duration=%{y}<extra></extra>",
- "legendgroup": "USAD",
+ "legendgroup": "LSTMAD",
"marker": {
- "color": "mediumpurple",
+ "color": "blueviolet",
"opacity": 0.8,
"pattern": {
"shape": ""
}
},
- "name": "USAD",
- "offsetgroup": "USAD",
+ "name": "LSTMAD",
+ "offsetgroup": "LSTMAD",
"orientation": "v",
"showlegend": true,
"textposition": "auto",
"type": "bar",
"x": [
- "USAD"
+ "LSTMAD"
],
"xaxis": "x",
"y": [
- 28.923880110459603
+ 35.62581483020058
],
"yaxis": "y"
},
{
"alignmentgroup": "True",
"hovertemplate": "Model=%{x}<br>duration=%{y}<extra></extra>",
- "legendgroup": "Sub-IForest",
+ "legendgroup": "OmniAnomaly",
"marker": {
- "color": "green",
+ "color": "slateblue",
"opacity": 0.8,
"pattern": {
"shape": ""
}
},
- "name": "Sub-IForest",
- "offsetgroup": "Sub-IForest",
+ "name": "OmniAnomaly",
+ "offsetgroup": "OmniAnomaly",
"orientation": "v",
"showlegend": true,
"textposition": "auto",
"type": "bar",
"x": [
- "Sub-IForest"
+ "OmniAnomaly"
],
"xaxis": "x",
"y": [
- 30.438921643144237
+ 46.57872062544279
],
"yaxis": "y"
},
{
"alignmentgroup": "True",
"hovertemplate": "Model=%{x}<br>duration=%{y}<extra></extra>",
- "legendgroup": "POLY",
+ "legendgroup": "USAD",
"marker": {
- "color": "lightskyblue",
+ "color": "mediumpurple",
"opacity": 0.8,
"pattern": {
"shape": ""
}
},
- "name": "POLY",
- "offsetgroup": "POLY",
+ "name": "USAD",
+ "offsetgroup": "USAD",
"orientation": "v",
"showlegend": true,
"textposition": "auto",
"type": "bar",
"x": [
- "POLY"
+ "USAD"
],
"xaxis": "x",
"y": [
- 30.973502482815412
+ 47.7148148123222
],
"yaxis": "y"
},
{
"alignmentgroup": "True",
"hovertemplate": "Model=%{x}<br>duration=%{y}<extra></extra>",
- "legendgroup": "OmniAnomaly",
+ "legendgroup": "IForest",
"marker": {
- "color": "slateblue",
+ "color": "darkmagenta",
"opacity": 0.8,
"pattern": {
"shape": ""
}
},
- "name": "OmniAnomaly",
- "offsetgroup": "OmniAnomaly",
+ "name": "IForest",
+ "offsetgroup": "IForest",
"orientation": "v",
"showlegend": true,
"textposition": "auto",
"type": "bar",
"x": [
- "OmniAnomaly"
+ "IForest"
],
"xaxis": "x",
"y": [
- 31.020189434815414
+ 50.97673821147484
],
"yaxis": "y"
},
{
"alignmentgroup": "True",
"hovertemplate": "Model=%{x}<br>duration=%{y}<extra></extra>",
- "legendgroup": "IForest",
+ "legendgroup": "Sub-IForest",
"marker": {
- "color": "darkmagenta",
+ "color": "green",
"opacity": 0.8,
"pattern": {
"shape": ""
}
},
- "name": "IForest",
- "offsetgroup": "IForest",
+ "name": "Sub-IForest",
+ "offsetgroup": "Sub-IForest",
"orientation": "v",
"showlegend": true,
"textposition": "auto",
"type": "bar",
"x": [
- "IForest"
+ "Sub-IForest"
],
"xaxis": "x",
"y": [
- 31.21474815135639
+ 51.266125943087324
],
"yaxis": "y"
},
@@ -12702,33 +6022,33 @@
],
"xaxis": "x",
"y": [
- 32.13738634904626
+ 57.0281253902218
],
"yaxis": "y"
},
{
"alignmentgroup": "True",
"hovertemplate": "Model=%{x}<br>duration=%{y}<extra></extra>",
- "legendgroup": "LSTMAD",
+ "legendgroup": "POLY",
"marker": {
- "color": "blueviolet",
+ "color": "lightskyblue",
"opacity": 0.8,
"pattern": {
"shape": ""
}
},
- "name": "LSTMAD",
- "offsetgroup": "LSTMAD",
+ "name": "POLY",
+ "offsetgroup": "POLY",
"orientation": "v",
"showlegend": true,
"textposition": "auto",
"type": "bar",
"x": [
- "LSTMAD"
+ "POLY"
],
"xaxis": "x",
"y": [
- 33.17645774320031
+ 61.07144836836223
],
"yaxis": "y"
},
@@ -12754,7 +6074,7 @@
],
"xaxis": "x",
"y": [
- 38.65838090358513
+ 74.58672633050364
],
"yaxis": "y"
},
@@ -12780,7 +6100,7 @@
],
"xaxis": "x",
"y": [
- 46.61300139823548
+ 91.55315207529672
],
"yaxis": "y"
},
@@ -12806,7 +6126,7 @@
],
"xaxis": "x",
"y": [
- 50.93969483459627
+ 96.83244684074498
],
"yaxis": "y"
},
@@ -12832,7 +6152,7 @@
],
"xaxis": "x",
"y": [
- 52.58865696116719
+ 101.4624824644644
],
"yaxis": "y"
},
@@ -12858,7 +6178,7 @@
],
"xaxis": "x",
"y": [
- 104.21769456779326
+ 165.97131169445908
],
"yaxis": "y"
}
@@ -13464,13 +6784,13 @@
"categoryarray": [
"LOF",
"CNN",
- "USAD",
- "Sub-IForest",
- "POLY",
+ "LSTMAD",
"OmniAnomaly",
+ "USAD",
"IForest",
+ "Sub-IForest",
"KShapeAD",
- "LSTMAD",
+ "POLY",
"PCA",
"Sub-LOF",
"KMeansAD_U",
diff --git a/src/group_evaluation/create_heatmap.ipynb b/src/group_evaluation/create_heatmap.ipynb
index cc245bef517dfef99a77e18d72ba7d926f640589..feb66554e34d6d976d24c7d978c4c7afef1c4ed7 100644
--- a/src/group_evaluation/create_heatmap.ipynb
+++ b/src/group_evaluation/create_heatmap.ipynb
@@ -2,7 +2,7 @@
"cells": [
{
"cell_type": "code",
- "execution_count": 1,
+ "execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
@@ -12,7 +12,7 @@
},
{
"cell_type": "code",
- "execution_count": 10,
+ "execution_count": 45,
"metadata": {},
"outputs": [
{
@@ -36,27 +36,26 @@
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
- " <th>UCR</th>\n",
- " <th>WSD</th>\n",
- " <th>SMAP</th>\n",
+ " <th>MITDB</th>\n",
+ " <th>SWaT</th>\n",
+ " <th>NEK</th>\n",
" <th>IOPS</th>\n",
- " <th>Stock</th>\n",
- " <th>MSL</th>\n",
+ " <th>LTDB</th>\n",
" <th>Power</th>\n",
- " <th>SWaT</th>\n",
+ " <th>CATSv2</th>\n",
+ " <th>MSL</th>\n",
" <th>Daphnet</th>\n",
- " <th>MGAB</th>\n",
- " <th>...</th>\n",
+ " <th>WSD</th>\n",
" <th>SED</th>\n",
- " <th>TAO</th>\n",
- " <th>Exathlon</th>\n",
- " <th>MITDB</th>\n",
- " <th>NEK</th>\n",
- " <th>OPPORTUNITY</th>\n",
- " <th>LTDB</th>\n",
+ " <th>YAHOO</th>\n",
" <th>SMD</th>\n",
" <th>SVDB</th>\n",
- " <th>YAHOO</th>\n",
+ " <th>NAB</th>\n",
+ " <th>TODS</th>\n",
+ " <th>MGAB</th>\n",
+ " <th>OPPORTUNITY</th>\n",
+ " <th>SMAP</th>\n",
+ " <th>Exathlon</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Model</th>\n",
@@ -80,180 +79,175 @@
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
- " <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>CNN</th>\n",
- " <td>0.069477</td>\n",
- " <td>0.303128</td>\n",
- " <td>0.329931</td>\n",
- " <td>0.265889</td>\n",
- " <td>0.929344</td>\n",
- " <td>0.307033</td>\n",
- " <td>0.072400</td>\n",
- " <td>0.738718</td>\n",
- " <td>0.381499</td>\n",
- " <td>0.003855</td>\n",
- " <td>...</td>\n",
- " <td>0.029325</td>\n",
- " <td>0.994857</td>\n",
- " <td>0.654310</td>\n",
- " <td>0.160153</td>\n",
- " <td>0.685573</td>\n",
- " <td>0.619160</td>\n",
- " <td>0.354462</td>\n",
- " <td>0.565370</td>\n",
- " <td>0.197103</td>\n",
- " <td>0.561562</td>\n",
+ " <td>0.143632</td>\n",
+ " <td>0.680748</td>\n",
+ " <td>0.756555</td>\n",
+ " <td>0.312286</td>\n",
+ " <td>0.406171</td>\n",
+ " <td>0.075487</td>\n",
+ " <td>0.288293</td>\n",
+ " <td>0.326973</td>\n",
+ " <td>0.398456</td>\n",
+ " <td>0.206990</td>\n",
+ " <td>0.058416</td>\n",
+ " <td>0.351064</td>\n",
+ " <td>0.503535</td>\n",
+ " <td>0.206479</td>\n",
+ " <td>0.238264</td>\n",
+ " <td>0.331028</td>\n",
+ " <td>0.006988</td>\n",
+ " <td>0.741769</td>\n",
+ " <td>0.237156</td>\n",
+ " <td>0.657757</td>\n",
" </tr>\n",
" <tr>\n",
" <th>IForest</th>\n",
- " <td>0.059389</td>\n",
- " <td>0.040993</td>\n",
- " <td>0.299302</td>\n",
- " <td>0.231569</td>\n",
- " <td>0.143940</td>\n",
- " <td>0.386085</td>\n",
- " <td>0.073981</td>\n",
- " <td>0.702432</td>\n",
- " <td>0.496579</td>\n",
- " <td>0.004336</td>\n",
- " <td>...</td>\n",
- " <td>0.691484</td>\n",
- " <td>0.125817</td>\n",
- " <td>0.962806</td>\n",
- " <td>0.169557</td>\n",
- " <td>0.630339</td>\n",
- " <td>0.733153</td>\n",
- " <td>0.521341</td>\n",
- " <td>0.369237</td>\n",
- " <td>0.311936</td>\n",
- " <td>0.092730</td>\n",
+ " <td>0.159042</td>\n",
+ " <td>0.368230</td>\n",
+ " <td>0.678337</td>\n",
+ " <td>0.267117</td>\n",
+ " <td>0.566359</td>\n",
+ " <td>0.076373</td>\n",
+ " <td>0.105175</td>\n",
+ " <td>0.514630</td>\n",
+ " <td>0.518905</td>\n",
+ " <td>0.038526</td>\n",
+ " <td>0.807209</td>\n",
+ " <td>0.936245</td>\n",
+ " <td>0.322146</td>\n",
+ " <td>0.314567</td>\n",
+ " <td>0.285635</td>\n",
+ " <td>0.174752</td>\n",
+ " <td>0.004379</td>\n",
+ " <td>0.868003</td>\n",
+ " <td>0.487664</td>\n",
+ " <td>0.964836</td>\n",
" </tr>\n",
" <tr>\n",
" <th>KMeansAD_U</th>\n",
- " <td>0.487206</td>\n",
- " <td>0.146372</td>\n",
- " <td>0.648913</td>\n",
- " <td>0.068715</td>\n",
- " <td>0.114476</td>\n",
- " <td>0.371438</td>\n",
- " <td>0.507629</td>\n",
- " <td>0.111152</td>\n",
- " <td>0.036445</td>\n",
- " <td>0.085299</td>\n",
- " <td>...</td>\n",
- " <td>0.710575</td>\n",
- " <td>0.129147</td>\n",
- " <td>0.617690</td>\n",
- " <td>0.583808</td>\n",
- " <td>0.346973</td>\n",
- " <td>0.365381</td>\n",
- " <td>0.765819</td>\n",
- " <td>0.260908</td>\n",
- " <td>0.809036</td>\n",
- " <td>0.699444</td>\n",
+ " <td>0.590892</td>\n",
+ " <td>0.111519</td>\n",
+ " <td>0.298379</td>\n",
+ " <td>0.112229</td>\n",
+ " <td>0.835553</td>\n",
+ " <td>0.524166</td>\n",
+ " <td>0.229268</td>\n",
+ " <td>0.405174</td>\n",
+ " <td>0.039747</td>\n",
+ " <td>0.293116</td>\n",
+ " <td>0.895291</td>\n",
+ " <td>0.477510</td>\n",
+ " <td>0.092843</td>\n",
+ " <td>0.804472</td>\n",
+ " <td>0.272775</td>\n",
+ " <td>0.689051</td>\n",
+ " <td>0.036645</td>\n",
+ " <td>0.255118</td>\n",
+ " <td>0.946525</td>\n",
+ " <td>0.618051</td>\n",
" </tr>\n",
" <tr>\n",
" <th>KShapeAD</th>\n",
- " <td>0.465144</td>\n",
- " <td>0.082639</td>\n",
- " <td>0.601232</td>\n",
- " <td>0.068365</td>\n",
- " <td>0.095333</td>\n",
- " <td>0.409835</td>\n",
- " <td>0.496250</td>\n",
- " <td>0.458896</td>\n",
- " <td>0.033420</td>\n",
- " <td>0.084411</td>\n",
- " <td>...</td>\n",
- " <td>0.722020</td>\n",
- " <td>0.103834</td>\n",
- " <td>0.420990</td>\n",
- " <td>0.594424</td>\n",
- " <td>0.379153</td>\n",
- " <td>0.366866</td>\n",
- " <td>0.743642</td>\n",
- " <td>0.131250</td>\n",
- " <td>0.798760</td>\n",
- " <td>0.435473</td>\n",
+ " <td>0.606652</td>\n",
+ " <td>0.381310</td>\n",
+ " <td>0.282706</td>\n",
+ " <td>0.090598</td>\n",
+ " <td>0.811737</td>\n",
+ " <td>0.510537</td>\n",
+ " <td>0.230658</td>\n",
+ " <td>0.290049</td>\n",
+ " <td>0.035690</td>\n",
+ " <td>0.192884</td>\n",
+ " <td>0.907086</td>\n",
+ " <td>0.276917</td>\n",
+ " <td>0.070547</td>\n",
+ " <td>0.804276</td>\n",
+ " <td>0.282421</td>\n",
+ " <td>0.719779</td>\n",
+ " <td>0.069759</td>\n",
+ " <td>0.253277</td>\n",
+ " <td>0.861769</td>\n",
+ " <td>0.420845</td>\n",
" </tr>\n",
" <tr>\n",
" <th>LOF</th>\n",
- " <td>0.048985</td>\n",
- " <td>0.141918</td>\n",
- " <td>0.180797</td>\n",
- " <td>0.116787</td>\n",
- " <td>0.112061</td>\n",
- " <td>0.151228</td>\n",
- " <td>0.086245</td>\n",
- " <td>0.120683</td>\n",
- " <td>0.129509</td>\n",
- " <td>0.002209</td>\n",
- " <td>...</td>\n",
- " <td>0.082198</td>\n",
- " <td>0.167995</td>\n",
- " <td>0.245106</td>\n",
- " <td>0.051628</td>\n",
- " <td>0.363561</td>\n",
- " <td>0.153396</td>\n",
- " <td>0.203241</td>\n",
- " <td>0.182353</td>\n",
- " <td>0.044940</td>\n",
- " <td>0.409909</td>\n",
+ " <td>0.053749</td>\n",
+ " <td>0.121168</td>\n",
+ " <td>0.392335</td>\n",
+ " <td>0.302989</td>\n",
+ " <td>0.256447</td>\n",
+ " <td>0.090503</td>\n",
+ " <td>0.063826</td>\n",
+ " <td>0.327778</td>\n",
+ " <td>0.134804</td>\n",
+ " <td>0.073377</td>\n",
+ " <td>0.111105</td>\n",
+ " <td>0.304093</td>\n",
+ " <td>0.137760</td>\n",
+ " <td>0.052218</td>\n",
+ " <td>0.183564</td>\n",
+ " <td>0.198760</td>\n",
+ " <td>0.004639</td>\n",
+ " <td>0.152842</td>\n",
+ " <td>0.046142</td>\n",
+ " <td>0.240338</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
- "<p>5 rows × 23 columns</p>\n",
"</div>"
],
"text/plain": [
- " UCR WSD SMAP IOPS Stock MSL \\\n",
+ " MITDB SWaT NEK IOPS LTDB Power \\\n",
"Model \n",
- "CNN 0.069477 0.303128 0.329931 0.265889 0.929344 0.307033 \n",
- "IForest 0.059389 0.040993 0.299302 0.231569 0.143940 0.386085 \n",
- "KMeansAD_U 0.487206 0.146372 0.648913 0.068715 0.114476 0.371438 \n",
- "KShapeAD 0.465144 0.082639 0.601232 0.068365 0.095333 0.409835 \n",
- "LOF 0.048985 0.141918 0.180797 0.116787 0.112061 0.151228 \n",
+ "CNN 0.143632 0.680748 0.756555 0.312286 0.406171 0.075487 \n",
+ "IForest 0.159042 0.368230 0.678337 0.267117 0.566359 0.076373 \n",
+ "KMeansAD_U 0.590892 0.111519 0.298379 0.112229 0.835553 0.524166 \n",
+ "KShapeAD 0.606652 0.381310 0.282706 0.090598 0.811737 0.510537 \n",
+ "LOF 0.053749 0.121168 0.392335 0.302989 0.256447 0.090503 \n",
"\n",
- " Power SWaT Daphnet MGAB ... SED TAO \\\n",
- "Model ... \n",
- "CNN 0.072400 0.738718 0.381499 0.003855 ... 0.029325 0.994857 \n",
- "IForest 0.073981 0.702432 0.496579 0.004336 ... 0.691484 0.125817 \n",
- "KMeansAD_U 0.507629 0.111152 0.036445 0.085299 ... 0.710575 0.129147 \n",
- "KShapeAD 0.496250 0.458896 0.033420 0.084411 ... 0.722020 0.103834 \n",
- "LOF 0.086245 0.120683 0.129509 0.002209 ... 0.082198 0.167995 \n",
+ " CATSv2 MSL Daphnet WSD SED YAHOO \\\n",
+ "Model \n",
+ "CNN 0.288293 0.326973 0.398456 0.206990 0.058416 0.351064 \n",
+ "IForest 0.105175 0.514630 0.518905 0.038526 0.807209 0.936245 \n",
+ "KMeansAD_U 0.229268 0.405174 0.039747 0.293116 0.895291 0.477510 \n",
+ "KShapeAD 0.230658 0.290049 0.035690 0.192884 0.907086 0.276917 \n",
+ "LOF 0.063826 0.327778 0.134804 0.073377 0.111105 0.304093 \n",
"\n",
- " Exathlon MITDB NEK OPPORTUNITY LTDB SMD \\\n",
+ " SMD SVDB NAB TODS MGAB OPPORTUNITY \\\n",
"Model \n",
- "CNN 0.654310 0.160153 0.685573 0.619160 0.354462 0.565370 \n",
- "IForest 0.962806 0.169557 0.630339 0.733153 0.521341 0.369237 \n",
- "KMeansAD_U 0.617690 0.583808 0.346973 0.365381 0.765819 0.260908 \n",
- "KShapeAD 0.420990 0.594424 0.379153 0.366866 0.743642 0.131250 \n",
- "LOF 0.245106 0.051628 0.363561 0.153396 0.203241 0.182353 \n",
+ "CNN 0.503535 0.206479 0.238264 0.331028 0.006988 0.741769 \n",
+ "IForest 0.322146 0.314567 0.285635 0.174752 0.004379 0.868003 \n",
+ "KMeansAD_U 0.092843 0.804472 0.272775 0.689051 0.036645 0.255118 \n",
+ "KShapeAD 0.070547 0.804276 0.282421 0.719779 0.069759 0.253277 \n",
+ "LOF 0.137760 0.052218 0.183564 0.198760 0.004639 0.152842 \n",
"\n",
- " SVDB YAHOO \n",
+ " SMAP Exathlon \n",
"Model \n",
- "CNN 0.197103 0.561562 \n",
- "IForest 0.311936 0.092730 \n",
- "KMeansAD_U 0.809036 0.699444 \n",
- "KShapeAD 0.798760 0.435473 \n",
- "LOF 0.044940 0.409909 \n",
- "\n",
- "[5 rows x 23 columns]"
+ "CNN 0.237156 0.657757 \n",
+ "IForest 0.487664 0.964836 \n",
+ "KMeansAD_U 0.946525 0.618051 \n",
+ "KShapeAD 0.861769 0.420845 \n",
+ "LOF 0.046142 0.240338 "
]
},
- "execution_count": 10,
+ "execution_count": 45,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"path = '../../docs/evaluation/groupedDataframes/'\n",
- "metric = 'AUC-PR'\n",
- "file = metric +'_combined_by_group.csv'\n",
+ "metric = 'VUS-PR'\n",
+ "anoType = 'seq'\n",
+ "if anoType != '':\n",
+ " file = metric + '_'+anoType+'_combined_by_group.csv'\n",
+ "else: \n",
+ " file = metric +'_combined_by_group.csv'\n",
"file_path = path + file\n",
"df = pd.read_csv(file_path, index_col='Model')\n",
"df = df.drop(columns=['Unnamed: 0'])\n",
@@ -262,7 +256,7 @@
},
{
"cell_type": "code",
- "execution_count": 11,
+ "execution_count": 50,
"metadata": {},
"outputs": [
{
@@ -313,354 +307,312 @@
],
"text": [
[
- 0.069477033023667,
- 0.3031282542596684,
- 0.3299309288297937,
- 0.2658893118021881,
- 0.9293442608636604,
- 0.3070329648556795,
- 0.0723996101568745,
- 0.7387181088941073,
- 0.3814990500329981,
- 0.0038549618121316,
- 0.4118939698305733,
- 0.3037856723254471,
- 0.2233468551717377,
- 0.0293250494027453,
- 0.9948566473921368,
- 0.6543096941901486,
- 0.1601528087440646,
- 0.6855731430154801,
- 0.6191602168303323,
- 0.3544623948216704,
- 0.565369591802724,
- 0.1971026201604054,
- 0.5615618691240216
+ 0.1436318602643481,
+ 0.6807482076261672,
+ 0.7565550181856571,
+ 0.3122858264491682,
+ 0.4061714307248641,
+ 0.0754866098747693,
+ 0.2882929464081713,
+ 0.3269730051746272,
+ 0.3984561332333746,
+ 0.2069902863106892,
+ 0.0584161141736485,
+ 0.3510637705333855,
+ 0.503534567487793,
+ 0.2064789635862488,
+ 0.2382639708561606,
+ 0.3310280241979303,
+ 0.0069880026447859,
+ 0.7417693699798804,
+ 0.2371564970349872,
+ 0.6577570780079647
],
[
- 0.0593890919720924,
- 0.0409929110291381,
- 0.2993019518138772,
- 0.2315692951310307,
- 0.1439399569303037,
- 0.3860854088830298,
- 0.0739812238848341,
- 0.7024320276028485,
- 0.4965785621747466,
- 0.0043361200237496,
- 0.1394155160045949,
- 0.0765213406484437,
- 0.3145868144981536,
- 0.691483898843896,
- 0.1258167540323718,
- 0.9628064611603744,
- 0.1695565702929614,
- 0.630339411513941,
- 0.7331529032690003,
- 0.5213405915521423,
- 0.3692373618705591,
- 0.3119364827416871,
- 0.0927299150641493
+ 0.1590424733170773,
+ 0.3682300481513787,
+ 0.678337001661819,
+ 0.2671170171814172,
+ 0.5663593089308047,
+ 0.0763734881882089,
+ 0.105174922263832,
+ 0.5146302103527766,
+ 0.5189053892717354,
+ 0.0385264646056327,
+ 0.8072091746326211,
+ 0.936245161008052,
+ 0.3221460485439437,
+ 0.3145665929810536,
+ 0.2856349361430887,
+ 0.1747515605370206,
+ 0.0043793865164805,
+ 0.868003061938513,
+ 0.4876643634589597,
+ 0.9648356800808772
],
[
- 0.4872058460406336,
- 0.1463722692469393,
- 0.6489127043129476,
- 0.0687154520588899,
- 0.1144756619439883,
- 0.3714381767136799,
- 0.507629476682699,
- 0.1111516911833987,
- 0.0364448974253113,
- 0.0852985568612481,
- 0.4556114877404176,
- 0.4487028103262184,
- 0.401504819120054,
- 0.7105752596393731,
- 0.1291470984545619,
- 0.617689617530909,
- 0.5838081485697818,
- 0.3469725689956081,
- 0.3653810197119157,
- 0.7658193255633926,
- 0.2609082130751905,
- 0.8090356381810129,
- 0.6994439310340633
+ 0.5908924511486201,
+ 0.1115190303707684,
+ 0.2983791254555976,
+ 0.1122292194232477,
+ 0.8355528232967653,
+ 0.5241664765771313,
+ 0.2292684024148795,
+ 0.4051738359622597,
+ 0.0397474048677725,
+ 0.2931161950765186,
+ 0.8952913367248847,
+ 0.4775101766652498,
+ 0.0928431368139197,
+ 0.8044717425054659,
+ 0.2727754987094163,
+ 0.6890513776882708,
+ 0.0366449742335947,
+ 0.2551176378748266,
+ 0.9465247502273064,
+ 0.6180514515785507
],
[
- 0.4651436300597012,
- 0.0826391043615282,
- 0.6012318549166439,
- 0.0683646670064019,
- 0.0953334492660874,
- 0.4098345834104561,
- 0.4962499459971852,
- 0.4588962370959195,
- 0.0334203029926677,
- 0.0844109128343625,
- 0.4523772176145589,
- 0.4620565073734955,
- 0.3966354721787178,
- 0.7220200940353262,
- 0.1038335770004709,
- 0.4209898037288545,
- 0.5944243321733781,
- 0.379152831656722,
- 0.3668662455072134,
- 0.743642233080316,
- 0.1312497937580047,
- 0.7987601317524428,
- 0.4354728686684438
+ 0.6066515369717891,
+ 0.3813104421265443,
+ 0.2827061970061015,
+ 0.0905979228110726,
+ 0.8117365551261307,
+ 0.5105374329082776,
+ 0.2306581659248519,
+ 0.2900491728234222,
+ 0.0356901722608826,
+ 0.1928842160681363,
+ 0.9070859017634768,
+ 0.2769169981388076,
+ 0.0705474273683077,
+ 0.8042755568219885,
+ 0.2824205210999407,
+ 0.7197787521902024,
+ 0.069759366321396,
+ 0.2532765684324793,
+ 0.861769441468766,
+ 0.4208446344784529
],
[
- 0.0489848149626439,
- 0.1419176071172248,
- 0.1807970055450551,
- 0.1167866946512014,
- 0.1120607268408127,
- 0.1512284632498376,
- 0.0862447643103002,
- 0.1206834698967151,
- 0.129509098249193,
- 0.002208833983716,
- 0.0715421233322276,
- 0.1008198725987636,
- 0.1448442788333725,
- 0.0821976785533269,
- 0.1679948274250915,
- 0.2451059410575724,
- 0.0516277124982722,
- 0.3635609091221586,
- 0.1533958104546529,
- 0.2032407053098909,
- 0.1823531299828182,
- 0.044939946475196,
- 0.4099090939695364
+ 0.0537486934129077,
+ 0.1211682396739051,
+ 0.3923349918638083,
+ 0.3029885233577333,
+ 0.2564472782454773,
+ 0.0905025385600026,
+ 0.0638260310723236,
+ 0.3277776562340426,
+ 0.1348036345450808,
+ 0.0733774558674397,
+ 0.1111053662801457,
+ 0.3040927983467887,
+ 0.1377602495584651,
+ 0.0522175803357296,
+ 0.18356432448041,
+ 0.198760287424503,
+ 0.0046385735539491,
+ 0.1528417267741315,
+ 0.0461421173227687,
+ 0.2403378467538855
],
[
- 0.0280413380542781,
- 0.2094924962694986,
- 0.2788270775280182,
- 0.3201945495278017,
- 0.5192324559661586,
- 0.2374415543922403,
- 0.0647879297198734,
- 0.7376946947277406,
- 0.1322337577607795,
- 0.0458598177504741,
- 0.3580709697520762,
- 0.2056707410855921,
- 0.1533056834456119,
- 0.03049734341287,
- 0.9933974763498682,
- 0.733874544363356,
- 0.1130659166941326,
- 0.6674208880035603,
- 0.5455348153510139,
- 0.2767353060803043,
- 0.5398904963082672,
- 0.1298786479067619,
- 0.4439573166657559
+ 0.1123975124584426,
+ 0.669824054008361,
+ 0.7046723893152893,
+ 0.3344168927615537,
+ 0.3298284087878363,
+ 0.0672501040011019,
+ 0.3290558627970383,
+ 0.3092962652665849,
+ 0.1330800298859931,
+ 0.1005540361801319,
+ 0.056562170107036,
+ 0.3488547511042425,
+ 0.4534163746765015,
+ 0.1316724987187649,
+ 0.1816861434296261,
+ 0.2632095596163945,
+ 0.0254191638829906,
+ 0.5670520838329398,
+ 0.2231917065823337,
+ 0.735253231133451
],
[
- 0.3269886228424983,
- 0.0361277532842967,
- 0.4876513160129897,
- 0.0512072460811952,
- 0.0973447383082477,
- 0.2391249813541859,
- 0.2159361837395415,
- 0.1595147595176652,
- 0.0665123825532765,
- 0.032882956192712,
- 0.3690800520887407,
- 0.4040433468785402,
- 0.3438544462112599,
- 0.1878501918259838,
- 0.1177758930604016,
- 0.556785954052248,
- 0.3558257944021178,
- 0.3601307804647232,
- 0.1476312865898052,
- 0.6346588524029689,
- 0.1221923316485258,
- 0.547079704362148,
- 0.0838678946901602
+ 0.3511328379867082,
+ 0.1599810140732196,
+ 0.3798378693606233,
+ 0.0814529409840968,
+ 0.6924703331629415,
+ 0.2253927416249083,
+ 0.3113843528453291,
+ 0.2088017574674731,
+ 0.0701389976338681,
+ 0.0488256393297088,
+ 0.1649101007554135,
+ 0.4840992825935074,
+ 0.0783843504532915,
+ 0.5979076047376409,
+ 0.2971486911378608,
+ 0.7213082001387852,
+ 0.0070140535434101,
+ 0.0925153809925898,
+ 0.7954294311138411,
+ 0.5578912704843039
],
[
- 0.0852355184480631,
- 0.251057174157317,
- 0.385081947529557,
- 0.3681628956252908,
- 0.1336463239408892,
- 0.3942827168884407,
- 0.0646648482156372,
- 0.7576872065528726,
- 0.1920691814960085,
- 0.015268247817355,
- 0.4378677976960084,
- 0.1723689767277685,
- 0.3322271540944519,
- 0.0316634805829937,
- 0.344060221602637,
- 0.8745189065767695,
- 0.2069991289041207,
- 0.8361454306772048,
- 0.6498671005600911,
- 0.4797110125580823,
- 0.5311401685436009,
- 0.4768352264302811,
- 0.1481883731109026
+ 0.1634648465599538,
+ 0.366250384309729,
+ 0.8842247035122146,
+ 0.3805331383555102,
+ 0.5247628039733387,
+ 0.0670900075295742,
+ 0.2822817568231803,
+ 0.4120205052500613,
+ 0.1230261153960334,
+ 0.0873456816347654,
+ 0.055985189981857,
+ 0.3545071525578944,
+ 0.4109385485185504,
+ 0.4364651930779561,
+ 0.3269179839451609,
+ 0.3382748971174367,
+ 0.0055864482375573,
+ 0.6601511575383079,
+ 0.9516348600300047,
+ 0.8763722516375352
],
[
- 0.1385328677464032,
- 0.2165416140933447,
- 0.4844163013142009,
- 0.3728494779469234,
- 0.14842805522832,
- 0.4933200185137532,
- 0.0788664308035282,
- 0.7567001273773122,
- 0.468647067072471,
- 0.0271227420269651,
- 0.4747050350102691,
- 0.1243205670547229,
- 0.4865282969410169,
- 0.0209941892398622,
- 0.1491442049585928,
- 0.95810201138227,
- 0.3778533754675271,
- 0.891733187275396,
- 0.9231919377778752,
- 0.4894113142147856,
- 0.4958507799477434,
- 0.5588963799777975,
- 0.1171068241297201
+ 0.323525785036551,
+ 0.3755116281521825,
+ 0.8808216334884382,
+ 0.4228341668431531,
+ 0.5348733977584581,
+ 0.0796163424706734,
+ 0.2324174649783961,
+ 0.4929749553119098,
+ 0.4415678196838903,
+ 0.0675641163246343,
+ 0.0302696092175515,
+ 0.5683327385734666,
+ 0.4231617248559117,
+ 0.5086208654459953,
+ 0.4747799365895213,
+ 0.3424641445224793,
+ 0.0055511136520176,
+ 0.9663506404704024,
+ 0.9517385559032172,
+ 0.9591725273812642
],
[
- 0.1568500677409875,
- 0.427387320298342,
- 0.6048262003837879,
- 0.3328661662243327,
- 0.1465900908155435,
- 0.629532587636957,
- 0.2037595305274893,
- 0.1231331999424481,
- 0.5368267899294596,
- 0.0089956060999472,
- 0.4764337820823609,
- 0.2390237154249407,
- 0.5264388130929107,
- 0.0314214237960305,
- 0.1405259120954581,
- 0.844512912662751,
- 0.3669341487796059,
- 0.7094581583655936,
- 0.4206576520060393,
- 0.4553236691053208,
- 0.6393941543831635,
- 0.50600229760421,
- 0.0753954175292419
+ 0.3204245599085764,
+ 0.1033636962969695,
+ 0.6287085531873657,
+ 0.4262453805207947,
+ 0.5105066913376546,
+ 0.1222940559336612,
+ 0.232251680558134,
+ 0.6539666997235662,
+ 0.5195156603941771,
+ 0.4577936604981379,
+ 0.0401756513188655,
+ 0.518565648391735,
+ 0.482295626933384,
+ 0.4230503640926201,
+ 0.4783722870187905,
+ 0.4376937822934688,
+ 0.0082687355552709,
+ 0.6306184106923622,
+ 0.8914813064333531,
+ 0.8479450729850164
],
[
- 0.0718650213025426,
- 0.0679944427941843,
- 0.3460999539737536,
- 0.2363957299111576,
- 0.1444461343256861,
- 0.4337071755227221,
- 0.0827033130582197,
- 0.6887311854514893,
- 0.4981124210088739,
- 0.0047931598735084,
- 0.1745928331627037,
- 0.0811155981119275,
- 0.3762908122011504,
- 0.4682220187429209,
- 0.1130889620144171,
- 0.9596661499144986,
- 0.2032087118832453,
- 0.7552362499559324,
- 0.7542830129709254,
- 0.5327416284283404,
- 0.3845082578627115,
- 0.3553750541344022,
- 0.1274535315754362
+ 0.1992798874560579,
+ 0.3976360065844851,
+ 0.7693342255513386,
+ 0.3165871334295438,
+ 0.5811625129442723,
+ 0.0869332807465869,
+ 0.1369120832279178,
+ 0.5319699978599747,
+ 0.5346879856975696,
+ 0.0444385823685788,
+ 0.6943910632962415,
+ 0.8716912903265689,
+ 0.3283027407306153,
+ 0.3481254938503046,
+ 0.3048039880146668,
+ 0.1876607031330509,
+ 0.0047558935478116,
+ 0.9107354542516864,
+ 0.489003357132511,
+ 0.960043617108758
],
[
- 0.4615000818230588,
- 0.0627522985384753,
- 0.488967259440066,
- 0.0550410781182622,
- 0.1032931104935765,
- 0.2861245819922819,
- 0.3223414866231004,
- 0.1101385374707895,
- 0.0356270541251155,
- 0.3186849347431766,
- 0.4820751277662811,
- 0.4285294741225469,
- 0.3452455129912581,
- 0.7074528685504887,
- 0.1187558676735937,
- 0.5965316130232039,
- 0.5007930252272798,
- 0.2691028035221508,
- 0.3403119567982807,
- 0.6021179124268098,
- 0.1937951970601706,
- 0.5577748678175795,
- 0.2170482258071732
+ 0.5486771576680185,
+ 0.1106676890214043,
+ 0.2923954106708388,
+ 0.0979537901661395,
+ 0.7091250863730146,
+ 0.3333741016502158,
+ 0.3618366984604361,
+ 0.2678152657760301,
+ 0.0373773175550165,
+ 0.1814626967297093,
+ 0.882987455118878,
+ 0.4269556693194929,
+ 0.0639203674270717,
+ 0.6005362353677091,
+ 0.2554736353416595,
+ 0.6992441030860816,
+ 0.301166622796116,
+ 0.269219259193,
+ 0.9526036254099142,
+ 0.5974451488038989
],
[
- 0.4951819333128137,
- 0.5392539833042346,
- 0.5103409692815175,
- 0.2634916391425664,
- 0.1150331890223664,
- 0.4426697426987531,
- 0.1750346138359664,
- 0.1135633808365225,
- 0.2522823807762812,
- 0.5673347974410752,
- 0.5119762791999092,
- 0.166507081004796,
- 0.495380602802276,
- 0.1096599885214677,
- 0.1398031021595618,
- 0.2576177402577311,
- 0.3851948939095517,
- 0.5545055713305032,
- 0.1586532880262183,
- 0.3331602006764342,
- 0.4863069423901577,
- 0.3561401767623295,
- 0.1505027237107402
+ 0.3671251716842331,
+ 0.1139147000964346,
+ 0.5976904344372471,
+ 0.2583869250412293,
+ 0.4095296341228547,
+ 0.1608581709679401,
+ 0.3930451961624531,
+ 0.4877960419072089,
+ 0.2539555253290684,
+ 0.6082596910460166,
+ 0.2534198246963315,
+ 0.1884908431054039,
+ 0.4576314208526387,
+ 0.3590295461600745,
+ 0.5119443303732117,
+ 0.6006064122050944,
+ 0.6347484664935239,
+ 0.139081949702676,
+ 0.5999656309141438,
+ 0.2624784786359157
],
[
- 0.0883919385467221,
- 0.2402758256128196,
- 0.2731588220857915,
- 0.4035230511536186,
- 0.1335703199541796,
- 0.2672556075158249,
- 0.0646645958264565,
- 0.7574841555865873,
- 0.1920565328650643,
- 0.0320969087157011,
- 0.4816245755217306,
- 0.1639152198541356,
- 0.30030480702906,
- 0.026230704465697,
- 0.3397807769750269,
- 0.8623584859187469,
- 0.2018099822076816,
- 0.8160210681956586,
- 0.651234598743209,
- 0.4613347441601701,
- 0.6657365297403594,
- 0.4592092425862558,
- 0.1172657774221748
+ 0.1583573536491457,
+ 0.3659224082416971,
+ 0.8681137768082372,
+ 0.3416834714225102,
+ 0.5122662584098864,
+ 0.0670897271132299,
+ 0.4068306405403881,
+ 0.1421251658865928,
+ 0.122991565905646,
+ 0.0869104618370069,
+ 0.0533742995051588,
+ 0.3545269189937809,
+ 0.5199652665114188,
+ 0.4247697791848659,
+ 0.2622676761120918,
+ 0.3366849553858503,
+ 0.0054031980633378,
+ 0.6601599356832428,
+ 0.9477020890627346,
+ 0.864300862495465
]
],
"textfont": {
@@ -669,29 +621,26 @@
"texttemplate": "%{text:.2f}",
"type": "heatmap",
"x": [
- "UCR",
- "WSD",
- "SMAP",
+ "MITDB",
+ "SWaT",
+ "NEK",
"IOPS",
- "Stock",
- "MSL",
+ "LTDB",
"Power",
- "SWaT",
- "Daphnet",
- "MGAB",
"CATSv2",
- "TODS",
- "NAB",
+ "MSL",
+ "Daphnet",
+ "WSD",
"SED",
- "TAO",
- "Exathlon",
- "MITDB",
- "NEK",
- "OPPORTUNITY",
- "LTDB",
+ "YAHOO",
"SMD",
"SVDB",
- "YAHOO"
+ "NAB",
+ "TODS",
+ "MGAB",
+ "OPPORTUNITY",
+ "SMAP",
+ "Exathlon"
],
"y": [
"CNN",
@@ -711,372 +660,331 @@
],
"z": [
[
- 0.069477033023667,
- 0.3031282542596684,
- 0.3299309288297937,
- 0.2658893118021881,
- 0.9293442608636604,
- 0.3070329648556795,
- 0.0723996101568745,
- 0.7387181088941073,
- 0.3814990500329981,
- 0.0038549618121316,
- 0.4118939698305733,
- 0.3037856723254471,
- 0.2233468551717377,
- 0.0293250494027453,
- 0.9948566473921368,
- 0.6543096941901486,
- 0.1601528087440646,
- 0.6855731430154801,
- 0.6191602168303323,
- 0.3544623948216704,
- 0.565369591802724,
- 0.1971026201604054,
- 0.5615618691240216
+ 0.1436318602643481,
+ 0.6807482076261672,
+ 0.7565550181856571,
+ 0.3122858264491682,
+ 0.4061714307248641,
+ 0.0754866098747693,
+ 0.2882929464081713,
+ 0.3269730051746272,
+ 0.3984561332333746,
+ 0.2069902863106892,
+ 0.0584161141736485,
+ 0.3510637705333855,
+ 0.503534567487793,
+ 0.2064789635862488,
+ 0.2382639708561606,
+ 0.3310280241979303,
+ 0.0069880026447859,
+ 0.7417693699798804,
+ 0.2371564970349872,
+ 0.6577570780079647
],
[
- 0.0593890919720924,
- 0.0409929110291381,
- 0.2993019518138772,
- 0.2315692951310307,
- 0.1439399569303037,
- 0.3860854088830298,
- 0.0739812238848341,
- 0.7024320276028485,
- 0.4965785621747466,
- 0.0043361200237496,
- 0.1394155160045949,
- 0.0765213406484437,
- 0.3145868144981536,
- 0.691483898843896,
- 0.1258167540323718,
- 0.9628064611603744,
- 0.1695565702929614,
- 0.630339411513941,
- 0.7331529032690003,
- 0.5213405915521423,
- 0.3692373618705591,
- 0.3119364827416871,
- 0.0927299150641493
+ 0.1590424733170773,
+ 0.3682300481513787,
+ 0.678337001661819,
+ 0.2671170171814172,
+ 0.5663593089308047,
+ 0.0763734881882089,
+ 0.105174922263832,
+ 0.5146302103527766,
+ 0.5189053892717354,
+ 0.0385264646056327,
+ 0.8072091746326211,
+ 0.936245161008052,
+ 0.3221460485439437,
+ 0.3145665929810536,
+ 0.2856349361430887,
+ 0.1747515605370206,
+ 0.0043793865164805,
+ 0.868003061938513,
+ 0.4876643634589597,
+ 0.9648356800808772
],
[
- 0.4872058460406336,
- 0.1463722692469393,
- 0.6489127043129476,
- 0.0687154520588899,
- 0.1144756619439883,
- 0.3714381767136799,
- 0.507629476682699,
- 0.1111516911833987,
- 0.0364448974253113,
- 0.0852985568612481,
- 0.4556114877404176,
- 0.4487028103262184,
- 0.401504819120054,
- 0.7105752596393731,
- 0.1291470984545619,
- 0.617689617530909,
- 0.5838081485697818,
- 0.3469725689956081,
- 0.3653810197119157,
- 0.7658193255633926,
- 0.2609082130751905,
- 0.8090356381810129,
- 0.6994439310340633
+ 0.5908924511486201,
+ 0.1115190303707684,
+ 0.2983791254555976,
+ 0.1122292194232477,
+ 0.8355528232967653,
+ 0.5241664765771313,
+ 0.2292684024148795,
+ 0.4051738359622597,
+ 0.0397474048677725,
+ 0.2931161950765186,
+ 0.8952913367248847,
+ 0.4775101766652498,
+ 0.0928431368139197,
+ 0.8044717425054659,
+ 0.2727754987094163,
+ 0.6890513776882708,
+ 0.0366449742335947,
+ 0.2551176378748266,
+ 0.9465247502273064,
+ 0.6180514515785507
],
[
- 0.4651436300597012,
- 0.0826391043615282,
- 0.6012318549166439,
- 0.0683646670064019,
- 0.0953334492660874,
- 0.4098345834104561,
- 0.4962499459971852,
- 0.4588962370959195,
- 0.0334203029926677,
- 0.0844109128343625,
- 0.4523772176145589,
- 0.4620565073734955,
- 0.3966354721787178,
- 0.7220200940353262,
- 0.1038335770004709,
- 0.4209898037288545,
- 0.5944243321733781,
- 0.379152831656722,
- 0.3668662455072134,
- 0.743642233080316,
- 0.1312497937580047,
- 0.7987601317524428,
- 0.4354728686684438
+ 0.6066515369717891,
+ 0.3813104421265443,
+ 0.2827061970061015,
+ 0.0905979228110726,
+ 0.8117365551261307,
+ 0.5105374329082776,
+ 0.2306581659248519,
+ 0.2900491728234222,
+ 0.0356901722608826,
+ 0.1928842160681363,
+ 0.9070859017634768,
+ 0.2769169981388076,
+ 0.0705474273683077,
+ 0.8042755568219885,
+ 0.2824205210999407,
+ 0.7197787521902024,
+ 0.069759366321396,
+ 0.2532765684324793,
+ 0.861769441468766,
+ 0.4208446344784529
],
[
- 0.0489848149626439,
- 0.1419176071172248,
- 0.1807970055450551,
- 0.1167866946512014,
- 0.1120607268408127,
- 0.1512284632498376,
- 0.0862447643103002,
- 0.1206834698967151,
- 0.129509098249193,
- 0.002208833983716,
- 0.0715421233322276,
- 0.1008198725987636,
- 0.1448442788333725,
- 0.0821976785533269,
- 0.1679948274250915,
- 0.2451059410575724,
- 0.0516277124982722,
- 0.3635609091221586,
- 0.1533958104546529,
- 0.2032407053098909,
- 0.1823531299828182,
- 0.044939946475196,
- 0.4099090939695364
+ 0.0537486934129077,
+ 0.1211682396739051,
+ 0.3923349918638083,
+ 0.3029885233577333,
+ 0.2564472782454773,
+ 0.0905025385600026,
+ 0.0638260310723236,
+ 0.3277776562340426,
+ 0.1348036345450808,
+ 0.0733774558674397,
+ 0.1111053662801457,
+ 0.3040927983467887,
+ 0.1377602495584651,
+ 0.0522175803357296,
+ 0.18356432448041,
+ 0.198760287424503,
+ 0.0046385735539491,
+ 0.1528417267741315,
+ 0.0461421173227687,
+ 0.2403378467538855
],
[
- 0.0280413380542781,
- 0.2094924962694986,
- 0.2788270775280182,
- 0.3201945495278017,
- 0.5192324559661586,
- 0.2374415543922403,
- 0.0647879297198734,
- 0.7376946947277406,
- 0.1322337577607795,
- 0.0458598177504741,
- 0.3580709697520762,
- 0.2056707410855921,
- 0.1533056834456119,
- 0.03049734341287,
- 0.9933974763498682,
- 0.733874544363356,
- 0.1130659166941326,
- 0.6674208880035603,
- 0.5455348153510139,
- 0.2767353060803043,
- 0.5398904963082672,
- 0.1298786479067619,
- 0.4439573166657559
+ 0.1123975124584426,
+ 0.669824054008361,
+ 0.7046723893152893,
+ 0.3344168927615537,
+ 0.3298284087878363,
+ 0.0672501040011019,
+ 0.3290558627970383,
+ 0.3092962652665849,
+ 0.1330800298859931,
+ 0.1005540361801319,
+ 0.056562170107036,
+ 0.3488547511042425,
+ 0.4534163746765015,
+ 0.1316724987187649,
+ 0.1816861434296261,
+ 0.2632095596163945,
+ 0.0254191638829906,
+ 0.5670520838329398,
+ 0.2231917065823337,
+ 0.735253231133451
],
[
- 0.3269886228424983,
- 0.0361277532842967,
- 0.4876513160129897,
- 0.0512072460811952,
- 0.0973447383082477,
- 0.2391249813541859,
- 0.2159361837395415,
- 0.1595147595176652,
- 0.0665123825532765,
- 0.032882956192712,
- 0.3690800520887407,
- 0.4040433468785402,
- 0.3438544462112599,
- 0.1878501918259838,
- 0.1177758930604016,
- 0.556785954052248,
- 0.3558257944021178,
- 0.3601307804647232,
- 0.1476312865898052,
- 0.6346588524029689,
- 0.1221923316485258,
- 0.547079704362148,
- 0.0838678946901602
+ 0.3511328379867082,
+ 0.1599810140732196,
+ 0.3798378693606233,
+ 0.0814529409840968,
+ 0.6924703331629415,
+ 0.2253927416249083,
+ 0.3113843528453291,
+ 0.2088017574674731,
+ 0.0701389976338681,
+ 0.0488256393297088,
+ 0.1649101007554135,
+ 0.4840992825935074,
+ 0.0783843504532915,
+ 0.5979076047376409,
+ 0.2971486911378608,
+ 0.7213082001387852,
+ 0.0070140535434101,
+ 0.0925153809925898,
+ 0.7954294311138411,
+ 0.5578912704843039
],
[
- 0.0852355184480631,
- 0.251057174157317,
- 0.385081947529557,
- 0.3681628956252908,
- 0.1336463239408892,
- 0.3942827168884407,
- 0.0646648482156372,
- 0.7576872065528726,
- 0.1920691814960085,
- 0.015268247817355,
- 0.4378677976960084,
- 0.1723689767277685,
- 0.3322271540944519,
- 0.0316634805829937,
- 0.344060221602637,
- 0.8745189065767695,
- 0.2069991289041207,
- 0.8361454306772048,
- 0.6498671005600911,
- 0.4797110125580823,
- 0.5311401685436009,
- 0.4768352264302811,
- 0.1481883731109026
+ 0.1634648465599538,
+ 0.366250384309729,
+ 0.8842247035122146,
+ 0.3805331383555102,
+ 0.5247628039733387,
+ 0.0670900075295742,
+ 0.2822817568231803,
+ 0.4120205052500613,
+ 0.1230261153960334,
+ 0.0873456816347654,
+ 0.055985189981857,
+ 0.3545071525578944,
+ 0.4109385485185504,
+ 0.4364651930779561,
+ 0.3269179839451609,
+ 0.3382748971174367,
+ 0.0055864482375573,
+ 0.6601511575383079,
+ 0.9516348600300047,
+ 0.8763722516375352
],
[
- 0.1385328677464032,
- 0.2165416140933447,
- 0.4844163013142009,
- 0.3728494779469234,
- 0.14842805522832,
- 0.4933200185137532,
- 0.0788664308035282,
- 0.7567001273773122,
- 0.468647067072471,
- 0.0271227420269651,
- 0.4747050350102691,
- 0.1243205670547229,
- 0.4865282969410169,
- 0.0209941892398622,
- 0.1491442049585928,
- 0.95810201138227,
- 0.3778533754675271,
- 0.891733187275396,
- 0.9231919377778752,
- 0.4894113142147856,
- 0.4958507799477434,
- 0.5588963799777975,
- 0.1171068241297201
+ 0.323525785036551,
+ 0.3755116281521825,
+ 0.8808216334884382,
+ 0.4228341668431531,
+ 0.5348733977584581,
+ 0.0796163424706734,
+ 0.2324174649783961,
+ 0.4929749553119098,
+ 0.4415678196838903,
+ 0.0675641163246343,
+ 0.0302696092175515,
+ 0.5683327385734666,
+ 0.4231617248559117,
+ 0.5086208654459953,
+ 0.4747799365895213,
+ 0.3424641445224793,
+ 0.0055511136520176,
+ 0.9663506404704024,
+ 0.9517385559032172,
+ 0.9591725273812642
],
[
- 0.1568500677409875,
- 0.427387320298342,
- 0.6048262003837879,
- 0.3328661662243327,
- 0.1465900908155435,
- 0.629532587636957,
- 0.2037595305274893,
- 0.1231331999424481,
- 0.5368267899294596,
- 0.0089956060999472,
- 0.4764337820823609,
- 0.2390237154249407,
- 0.5264388130929107,
- 0.0314214237960305,
- 0.1405259120954581,
- 0.844512912662751,
- 0.3669341487796059,
- 0.7094581583655936,
- 0.4206576520060393,
- 0.4553236691053208,
- 0.6393941543831635,
- 0.50600229760421,
- 0.0753954175292419
+ 0.3204245599085764,
+ 0.1033636962969695,
+ 0.6287085531873657,
+ 0.4262453805207947,
+ 0.5105066913376546,
+ 0.1222940559336612,
+ 0.232251680558134,
+ 0.6539666997235662,
+ 0.5195156603941771,
+ 0.4577936604981379,
+ 0.0401756513188655,
+ 0.518565648391735,
+ 0.482295626933384,
+ 0.4230503640926201,
+ 0.4783722870187905,
+ 0.4376937822934688,
+ 0.0082687355552709,
+ 0.6306184106923622,
+ 0.8914813064333531,
+ 0.8479450729850164
],
[
- 0.0718650213025426,
- 0.0679944427941843,
- 0.3460999539737536,
- 0.2363957299111576,
- 0.1444461343256861,
- 0.4337071755227221,
- 0.0827033130582197,
- 0.6887311854514893,
- 0.4981124210088739,
- 0.0047931598735084,
- 0.1745928331627037,
- 0.0811155981119275,
- 0.3762908122011504,
- 0.4682220187429209,
- 0.1130889620144171,
- 0.9596661499144986,
- 0.2032087118832453,
- 0.7552362499559324,
- 0.7542830129709254,
- 0.5327416284283404,
- 0.3845082578627115,
- 0.3553750541344022,
- 0.1274535315754362
+ 0.1992798874560579,
+ 0.3976360065844851,
+ 0.7693342255513386,
+ 0.3165871334295438,
+ 0.5811625129442723,
+ 0.0869332807465869,
+ 0.1369120832279178,
+ 0.5319699978599747,
+ 0.5346879856975696,
+ 0.0444385823685788,
+ 0.6943910632962415,
+ 0.8716912903265689,
+ 0.3283027407306153,
+ 0.3481254938503046,
+ 0.3048039880146668,
+ 0.1876607031330509,
+ 0.0047558935478116,
+ 0.9107354542516864,
+ 0.489003357132511,
+ 0.960043617108758
],
[
- 0.4615000818230588,
- 0.0627522985384753,
- 0.488967259440066,
- 0.0550410781182622,
- 0.1032931104935765,
- 0.2861245819922819,
- 0.3223414866231004,
- 0.1101385374707895,
- 0.0356270541251155,
- 0.3186849347431766,
- 0.4820751277662811,
- 0.4285294741225469,
- 0.3452455129912581,
- 0.7074528685504887,
- 0.1187558676735937,
- 0.5965316130232039,
- 0.5007930252272798,
- 0.2691028035221508,
- 0.3403119567982807,
- 0.6021179124268098,
- 0.1937951970601706,
- 0.5577748678175795,
- 0.2170482258071732
+ 0.5486771576680185,
+ 0.1106676890214043,
+ 0.2923954106708388,
+ 0.0979537901661395,
+ 0.7091250863730146,
+ 0.3333741016502158,
+ 0.3618366984604361,
+ 0.2678152657760301,
+ 0.0373773175550165,
+ 0.1814626967297093,
+ 0.882987455118878,
+ 0.4269556693194929,
+ 0.0639203674270717,
+ 0.6005362353677091,
+ 0.2554736353416595,
+ 0.6992441030860816,
+ 0.301166622796116,
+ 0.269219259193,
+ 0.9526036254099142,
+ 0.5974451488038989
],
[
- 0.4951819333128137,
- 0.5392539833042346,
- 0.5103409692815175,
- 0.2634916391425664,
- 0.1150331890223664,
- 0.4426697426987531,
- 0.1750346138359664,
- 0.1135633808365225,
- 0.2522823807762812,
- 0.5673347974410752,
- 0.5119762791999092,
- 0.166507081004796,
- 0.495380602802276,
- 0.1096599885214677,
- 0.1398031021595618,
- 0.2576177402577311,
- 0.3851948939095517,
- 0.5545055713305032,
- 0.1586532880262183,
- 0.3331602006764342,
- 0.4863069423901577,
- 0.3561401767623295,
- 0.1505027237107402
+ 0.3671251716842331,
+ 0.1139147000964346,
+ 0.5976904344372471,
+ 0.2583869250412293,
+ 0.4095296341228547,
+ 0.1608581709679401,
+ 0.3930451961624531,
+ 0.4877960419072089,
+ 0.2539555253290684,
+ 0.6082596910460166,
+ 0.2534198246963315,
+ 0.1884908431054039,
+ 0.4576314208526387,
+ 0.3590295461600745,
+ 0.5119443303732117,
+ 0.6006064122050944,
+ 0.6347484664935239,
+ 0.139081949702676,
+ 0.5999656309141438,
+ 0.2624784786359157
],
[
- 0.0883919385467221,
- 0.2402758256128196,
- 0.2731588220857915,
- 0.4035230511536186,
- 0.1335703199541796,
- 0.2672556075158249,
- 0.0646645958264565,
- 0.7574841555865873,
- 0.1920565328650643,
- 0.0320969087157011,
- 0.4816245755217306,
- 0.1639152198541356,
- 0.30030480702906,
- 0.026230704465697,
- 0.3397807769750269,
- 0.8623584859187469,
- 0.2018099822076816,
- 0.8160210681956586,
- 0.651234598743209,
- 0.4613347441601701,
- 0.6657365297403594,
- 0.4592092425862558,
- 0.1172657774221748
+ 0.1583573536491457,
+ 0.3659224082416971,
+ 0.8681137768082372,
+ 0.3416834714225102,
+ 0.5122662584098864,
+ 0.0670897271132299,
+ 0.4068306405403881,
+ 0.1421251658865928,
+ 0.122991565905646,
+ 0.0869104618370069,
+ 0.0533742995051588,
+ 0.3545269189937809,
+ 0.5199652665114188,
+ 0.4247697791848659,
+ 0.2622676761120918,
+ 0.3366849553858503,
+ 0.0054031980633378,
+ 0.6601599356832428,
+ 0.9477020890627346,
+ 0.864300862495465
]
]
}
],
"layout": {
+ "height": 600,
"template": {
"data": {
"bar": [
{
"error_x": {
- "color": "#2a3f5f"
+ "color": "rgb(51,51,51)"
},
"error_y": {
- "color": "#2a3f5f"
+ "color": "rgb(51,51,51)"
},
"marker": {
"line": {
- "color": "#E5ECF6",
+ "color": "rgb(237,237,237)",
"width": 0.5
},
"pattern": {
@@ -1092,7 +1000,7 @@
{
"marker": {
"line": {
- "color": "#E5ECF6",
+ "color": "rgb(237,237,237)",
"width": 0.5
},
"pattern": {
@@ -1107,18 +1015,18 @@
"carpet": [
{
"aaxis": {
- "endlinecolor": "#2a3f5f",
+ "endlinecolor": "rgb(51,51,51)",
"gridcolor": "white",
"linecolor": "white",
"minorgridcolor": "white",
- "startlinecolor": "#2a3f5f"
+ "startlinecolor": "rgb(51,51,51)"
},
"baxis": {
- "endlinecolor": "#2a3f5f",
+ "endlinecolor": "rgb(51,51,51)",
"gridcolor": "white",
"linecolor": "white",
"minorgridcolor": "white",
- "startlinecolor": "#2a3f5f"
+ "startlinecolor": "rgb(51,51,51)"
},
"type": "carpet"
}
@@ -1127,7 +1035,9 @@
{
"colorbar": {
"outlinewidth": 0,
- "ticks": ""
+ "tickcolor": "rgb(237,237,237)",
+ "ticklen": 6,
+ "ticks": "inside"
},
"type": "choropleth"
}
@@ -1136,48 +1046,18 @@
{
"colorbar": {
"outlinewidth": 0,
- "ticks": ""
+ "tickcolor": "rgb(237,237,237)",
+ "ticklen": 6,
+ "ticks": "inside"
},
"colorscale": [
[
0,
- "#0d0887"
- ],
- [
- 0.1111111111111111,
- "#46039f"
- ],
- [
- 0.2222222222222222,
- "#7201a8"
- ],
- [
- 0.3333333333333333,
- "#9c179e"
- ],
- [
- 0.4444444444444444,
- "#bd3786"
- ],
- [
- 0.5555555555555556,
- "#d8576b"
- ],
- [
- 0.6666666666666666,
- "#ed7953"
- ],
- [
- 0.7777777777777778,
- "#fb9f3a"
- ],
- [
- 0.8888888888888888,
- "#fdca26"
+ "rgb(20,44,66)"
],
[
1,
- "#f0f921"
+ "rgb(90,179,244)"
]
],
"type": "contour"
@@ -1187,7 +1067,9 @@
{
"colorbar": {
"outlinewidth": 0,
- "ticks": ""
+ "tickcolor": "rgb(237,237,237)",
+ "ticklen": 6,
+ "ticks": "inside"
},
"type": "contourcarpet"
}
@@ -1196,48 +1078,18 @@
{
"colorbar": {
"outlinewidth": 0,
- "ticks": ""
+ "tickcolor": "rgb(237,237,237)",
+ "ticklen": 6,
+ "ticks": "inside"
},
"colorscale": [
[
0,
- "#0d0887"
- ],
- [
- 0.1111111111111111,
- "#46039f"
- ],
- [
- 0.2222222222222222,
- "#7201a8"
- ],
- [
- 0.3333333333333333,
- "#9c179e"
- ],
- [
- 0.4444444444444444,
- "#bd3786"
- ],
- [
- 0.5555555555555556,
- "#d8576b"
- ],
- [
- 0.6666666666666666,
- "#ed7953"
- ],
- [
- 0.7777777777777778,
- "#fb9f3a"
- ],
- [
- 0.8888888888888888,
- "#fdca26"
+ "rgb(20,44,66)"
],
[
1,
- "#f0f921"
+ "rgb(90,179,244)"
]
],
"type": "heatmap"
@@ -1247,48 +1099,18 @@
{
"colorbar": {
"outlinewidth": 0,
- "ticks": ""
+ "tickcolor": "rgb(237,237,237)",
+ "ticklen": 6,
+ "ticks": "inside"
},
"colorscale": [
[
0,
- "#0d0887"
- ],
- [
- 0.1111111111111111,
- "#46039f"
- ],
- [
- 0.2222222222222222,
- "#7201a8"
- ],
- [
- 0.3333333333333333,
- "#9c179e"
- ],
- [
- 0.4444444444444444,
- "#bd3786"
- ],
- [
- 0.5555555555555556,
- "#d8576b"
- ],
- [
- 0.6666666666666666,
- "#ed7953"
- ],
- [
- 0.7777777777777778,
- "#fb9f3a"
- ],
- [
- 0.8888888888888888,
- "#fdca26"
+ "rgb(20,44,66)"
],
[
1,
- "#f0f921"
+ "rgb(90,179,244)"
]
],
"type": "heatmapgl"
@@ -1310,48 +1132,18 @@
{
"colorbar": {
"outlinewidth": 0,
- "ticks": ""
+ "tickcolor": "rgb(237,237,237)",
+ "ticklen": 6,
+ "ticks": "inside"
},
"colorscale": [
[
0,
- "#0d0887"
- ],
- [
- 0.1111111111111111,
- "#46039f"
- ],
- [
- 0.2222222222222222,
- "#7201a8"
- ],
- [
- 0.3333333333333333,
- "#9c179e"
- ],
- [
- 0.4444444444444444,
- "#bd3786"
- ],
- [
- 0.5555555555555556,
- "#d8576b"
- ],
- [
- 0.6666666666666666,
- "#ed7953"
- ],
- [
- 0.7777777777777778,
- "#fb9f3a"
- ],
- [
- 0.8888888888888888,
- "#fdca26"
+ "rgb(20,44,66)"
],
[
1,
- "#f0f921"
+ "rgb(90,179,244)"
]
],
"type": "histogram2d"
@@ -1361,48 +1153,18 @@
{
"colorbar": {
"outlinewidth": 0,
- "ticks": ""
+ "tickcolor": "rgb(237,237,237)",
+ "ticklen": 6,
+ "ticks": "inside"
},
"colorscale": [
[
0,
- "#0d0887"
- ],
- [
- 0.1111111111111111,
- "#46039f"
- ],
- [
- 0.2222222222222222,
- "#7201a8"
- ],
- [
- 0.3333333333333333,
- "#9c179e"
- ],
- [
- 0.4444444444444444,
- "#bd3786"
- ],
- [
- 0.5555555555555556,
- "#d8576b"
- ],
- [
- 0.6666666666666666,
- "#ed7953"
- ],
- [
- 0.7777777777777778,
- "#fb9f3a"
- ],
- [
- 0.8888888888888888,
- "#fdca26"
+ "rgb(20,44,66)"
],
[
1,
- "#f0f921"
+ "rgb(90,179,244)"
]
],
"type": "histogram2dcontour"
@@ -1412,7 +1174,9 @@
{
"colorbar": {
"outlinewidth": 0,
- "ticks": ""
+ "tickcolor": "rgb(237,237,237)",
+ "ticklen": 6,
+ "ticks": "inside"
},
"type": "mesh3d"
}
@@ -1422,7 +1186,9 @@
"line": {
"colorbar": {
"outlinewidth": 0,
- "ticks": ""
+ "tickcolor": "rgb(237,237,237)",
+ "ticklen": 6,
+ "ticks": "inside"
}
},
"type": "parcoords"
@@ -1449,13 +1215,17 @@
"line": {
"colorbar": {
"outlinewidth": 0,
- "ticks": ""
+ "tickcolor": "rgb(237,237,237)",
+ "ticklen": 6,
+ "ticks": "inside"
}
},
"marker": {
"colorbar": {
"outlinewidth": 0,
- "ticks": ""
+ "tickcolor": "rgb(237,237,237)",
+ "ticklen": 6,
+ "ticks": "inside"
}
},
"type": "scatter3d"
@@ -1466,7 +1236,9 @@
"marker": {
"colorbar": {
"outlinewidth": 0,
- "ticks": ""
+ "tickcolor": "rgb(237,237,237)",
+ "ticklen": 6,
+ "ticks": "inside"
}
},
"type": "scattercarpet"
@@ -1477,7 +1249,9 @@
"marker": {
"colorbar": {
"outlinewidth": 0,
- "ticks": ""
+ "tickcolor": "rgb(237,237,237)",
+ "ticklen": 6,
+ "ticks": "inside"
}
},
"type": "scattergeo"
@@ -1488,7 +1262,9 @@
"marker": {
"colorbar": {
"outlinewidth": 0,
- "ticks": ""
+ "tickcolor": "rgb(237,237,237)",
+ "ticklen": 6,
+ "ticks": "inside"
}
},
"type": "scattergl"
@@ -1499,7 +1275,9 @@
"marker": {
"colorbar": {
"outlinewidth": 0,
- "ticks": ""
+ "tickcolor": "rgb(237,237,237)",
+ "ticklen": 6,
+ "ticks": "inside"
}
},
"type": "scattermapbox"
@@ -1510,7 +1288,9 @@
"marker": {
"colorbar": {
"outlinewidth": 0,
- "ticks": ""
+ "tickcolor": "rgb(237,237,237)",
+ "ticklen": 6,
+ "ticks": "inside"
}
},
"type": "scatterpolar"
@@ -1521,7 +1301,9 @@
"marker": {
"colorbar": {
"outlinewidth": 0,
- "ticks": ""
+ "tickcolor": "rgb(237,237,237)",
+ "ticklen": 6,
+ "ticks": "inside"
}
},
"type": "scatterpolargl"
@@ -1532,7 +1314,9 @@
"marker": {
"colorbar": {
"outlinewidth": 0,
- "ticks": ""
+ "tickcolor": "rgb(237,237,237)",
+ "ticklen": 6,
+ "ticks": "inside"
}
},
"type": "scatterternary"
@@ -1542,48 +1326,18 @@
{
"colorbar": {
"outlinewidth": 0,
- "ticks": ""
+ "tickcolor": "rgb(237,237,237)",
+ "ticklen": 6,
+ "ticks": "inside"
},
"colorscale": [
[
0,
- "#0d0887"
- ],
- [
- 0.1111111111111111,
- "#46039f"
- ],
- [
- 0.2222222222222222,
- "#7201a8"
- ],
- [
- 0.3333333333333333,
- "#9c179e"
- ],
- [
- 0.4444444444444444,
- "#bd3786"
- ],
- [
- 0.5555555555555556,
- "#d8576b"
- ],
- [
- 0.6666666666666666,
- "#ed7953"
- ],
- [
- 0.7777777777777778,
- "#fb9f3a"
- ],
- [
- 0.8888888888888888,
- "#fdca26"
+ "rgb(20,44,66)"
],
[
1,
- "#f0f921"
+ "rgb(90,179,244)"
]
],
"type": "surface"
@@ -1593,7 +1347,7 @@
{
"cells": {
"fill": {
- "color": "#EBF0F8"
+ "color": "rgb(237,237,237)"
},
"line": {
"color": "white"
@@ -1601,7 +1355,7 @@
},
"header": {
"fill": {
- "color": "#C8D4E3"
+ "color": "rgb(217,217,217)"
},
"line": {
"color": "white"
@@ -1613,7 +1367,6 @@
},
"layout": {
"annotationdefaults": {
- "arrowcolor": "#2a3f5f",
"arrowhead": 0,
"arrowwidth": 1
},
@@ -1621,160 +1374,47 @@
"coloraxis": {
"colorbar": {
"outlinewidth": 0,
- "ticks": ""
+ "tickcolor": "rgb(237,237,237)",
+ "ticklen": 6,
+ "ticks": "inside"
}
},
"colorscale": {
- "diverging": [
- [
- 0,
- "#8e0152"
- ],
- [
- 0.1,
- "#c51b7d"
- ],
- [
- 0.2,
- "#de77ae"
- ],
- [
- 0.3,
- "#f1b6da"
- ],
- [
- 0.4,
- "#fde0ef"
- ],
- [
- 0.5,
- "#f7f7f7"
- ],
- [
- 0.6,
- "#e6f5d0"
- ],
- [
- 0.7,
- "#b8e186"
- ],
- [
- 0.8,
- "#7fbc41"
- ],
- [
- 0.9,
- "#4d9221"
- ],
- [
- 1,
- "#276419"
- ]
- ],
"sequential": [
[
0,
- "#0d0887"
- ],
- [
- 0.1111111111111111,
- "#46039f"
- ],
- [
- 0.2222222222222222,
- "#7201a8"
- ],
- [
- 0.3333333333333333,
- "#9c179e"
- ],
- [
- 0.4444444444444444,
- "#bd3786"
- ],
- [
- 0.5555555555555556,
- "#d8576b"
- ],
- [
- 0.6666666666666666,
- "#ed7953"
- ],
- [
- 0.7777777777777778,
- "#fb9f3a"
- ],
- [
- 0.8888888888888888,
- "#fdca26"
+ "rgb(20,44,66)"
],
[
1,
- "#f0f921"
+ "rgb(90,179,244)"
]
],
"sequentialminus": [
[
0,
- "#0d0887"
- ],
- [
- 0.1111111111111111,
- "#46039f"
- ],
- [
- 0.2222222222222222,
- "#7201a8"
- ],
- [
- 0.3333333333333333,
- "#9c179e"
- ],
- [
- 0.4444444444444444,
- "#bd3786"
- ],
- [
- 0.5555555555555556,
- "#d8576b"
- ],
- [
- 0.6666666666666666,
- "#ed7953"
- ],
- [
- 0.7777777777777778,
- "#fb9f3a"
- ],
- [
- 0.8888888888888888,
- "#fdca26"
+ "rgb(20,44,66)"
],
[
1,
- "#f0f921"
+ "rgb(90,179,244)"
]
]
},
"colorway": [
- "#636efa",
- "#EF553B",
- "#00cc96",
- "#ab63fa",
- "#FFA15A",
- "#19d3f3",
- "#FF6692",
- "#B6E880",
- "#FF97FF",
- "#FECB52"
+ "#F8766D",
+ "#A3A500",
+ "#00BF7D",
+ "#00B0F6",
+ "#E76BF3"
],
"font": {
- "color": "#2a3f5f"
+ "color": "rgb(51,51,51)"
},
"geo": {
"bgcolor": "white",
"lakecolor": "white",
- "landcolor": "#E5ECF6",
+ "landcolor": "rgb(237,237,237)",
"showlakes": true,
"showland": true,
"subunitcolor": "white"
@@ -1783,109 +1423,127 @@
"align": "left"
},
"hovermode": "closest",
- "mapbox": {
- "style": "light"
- },
"paper_bgcolor": "white",
- "plot_bgcolor": "#E5ECF6",
+ "plot_bgcolor": "rgb(237,237,237)",
"polar": {
"angularaxis": {
"gridcolor": "white",
"linecolor": "white",
- "ticks": ""
+ "showgrid": true,
+ "tickcolor": "rgb(51,51,51)",
+ "ticks": "outside"
},
- "bgcolor": "#E5ECF6",
+ "bgcolor": "rgb(237,237,237)",
"radialaxis": {
"gridcolor": "white",
"linecolor": "white",
- "ticks": ""
+ "showgrid": true,
+ "tickcolor": "rgb(51,51,51)",
+ "ticks": "outside"
}
},
"scene": {
"xaxis": {
- "backgroundcolor": "#E5ECF6",
+ "backgroundcolor": "rgb(237,237,237)",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
- "ticks": "",
+ "showgrid": true,
+ "tickcolor": "rgb(51,51,51)",
+ "ticks": "outside",
"zerolinecolor": "white"
},
"yaxis": {
- "backgroundcolor": "#E5ECF6",
+ "backgroundcolor": "rgb(237,237,237)",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
- "ticks": "",
+ "showgrid": true,
+ "tickcolor": "rgb(51,51,51)",
+ "ticks": "outside",
"zerolinecolor": "white"
},
"zaxis": {
- "backgroundcolor": "#E5ECF6",
+ "backgroundcolor": "rgb(237,237,237)",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
- "ticks": "",
+ "showgrid": true,
+ "tickcolor": "rgb(51,51,51)",
+ "ticks": "outside",
"zerolinecolor": "white"
}
},
"shapedefaults": {
+ "fillcolor": "black",
"line": {
- "color": "#2a3f5f"
- }
+ "width": 0
+ },
+ "opacity": 0.3
},
"ternary": {
"aaxis": {
"gridcolor": "white",
"linecolor": "white",
- "ticks": ""
+ "showgrid": true,
+ "tickcolor": "rgb(51,51,51)",
+ "ticks": "outside"
},
"baxis": {
"gridcolor": "white",
"linecolor": "white",
- "ticks": ""
+ "showgrid": true,
+ "tickcolor": "rgb(51,51,51)",
+ "ticks": "outside"
},
- "bgcolor": "#E5ECF6",
+ "bgcolor": "rgb(237,237,237)",
"caxis": {
"gridcolor": "white",
"linecolor": "white",
- "ticks": ""
+ "showgrid": true,
+ "tickcolor": "rgb(51,51,51)",
+ "ticks": "outside"
}
},
- "title": {
- "x": 0.05
- },
"xaxis": {
"automargin": true,
"gridcolor": "white",
"linecolor": "white",
- "ticks": "",
+ "showgrid": true,
+ "tickcolor": "rgb(51,51,51)",
+ "ticks": "outside",
"title": {
"standoff": 15
},
- "zerolinecolor": "white",
- "zerolinewidth": 2
+ "zerolinecolor": "white"
},
"yaxis": {
"automargin": true,
"gridcolor": "white",
"linecolor": "white",
- "ticks": "",
+ "showgrid": true,
+ "tickcolor": "rgb(51,51,51)",
+ "ticks": "outside",
"title": {
"standoff": 15
},
- "zerolinecolor": "white",
- "zerolinewidth": 2
+ "zerolinecolor": "white"
}
}
},
"title": {
- "text": "Oranges Heatmap der AUC-PR von den einzelnen Modelle auf den jeweiligen Datensätzen"
+ "text": "<b> Vergleich der VUS-PR aller Modelle auf den jeweiligen Datensätzen </b>",
+ "xanchor": "center",
+ "y": 0.9,
+ "yanchor": "top"
},
+ "width": 950,
"xaxis": {
"title": {
- "text": "Datensätze"
+ "text": "Datensätze mit Sequenzanomalien"
}
},
"yaxis": {
@@ -1922,8 +1580,14 @@
"))\n",
"\n",
"fig.update_layout(\n",
- " title= scale+' Heatmap der ' +metric+ ' von den einzelnen Modelle auf den jeweiligen Datensätzen',\n",
- " xaxis=dict(title='Datensätze'),\n",
+ " template = 'ggplot2',\n",
+ " title={\n",
+ " 'text': '<b> Vergleich der ' +metric+ ' aller Modelle auf den jeweiligen Datensätzen </b>',\n",
+ " 'y':0.90, \n",
+ " 'xanchor':'center',\n",
+ " 'yanchor':'top'},\n",
+ " height=600,width=950,\n",
+ " xaxis=dict(title='Datensätze mit Sequenzanomalien'),\n",
" yaxis=dict(title='Modelle')\n",
")\n",
"\n",
@@ -1932,37 +1596,34 @@
},
{
"cell_type": "code",
- "execution_count": 12,
+ "execution_count": 47,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "UCR: 0.213\n",
- "WSD: 0.198\n",
- "SMAP: 0.423\n",
- "IOPS: 0.225\n",
- "Stock: 0.210\n",
- "MSL: 0.361\n",
- "Power: 0.179\n",
- "SWaT: 0.453\n",
- "Daphnet: 0.247\n",
- "MGAB: 0.088\n",
- "CATSv2: 0.378\n",
- "TODS: 0.241\n",
- "NAB: 0.346\n",
- "SED: 0.275\n",
- "TAO: 0.284\n",
- "Exathlon: 0.682\n",
- "MITDB: 0.305\n",
- "NEK: 0.590\n",
- "OPPORTUNITY: 0.488\n",
- "LTDB: 0.490\n",
- "SMD: 0.398\n",
- "SVDB: 0.436\n",
- "YAHOO: 0.263\n",
- "Gesamtdurchschnitt 0.338\n"
+ "MITDB: 0.293\n",
+ "SWaT: 0.309\n",
+ "NEK: 0.601\n",
+ "IOPS: 0.268\n",
+ "LTDB: 0.549\n",
+ "Power: 0.178\n",
+ "CATSv2: 0.257\n",
+ "MSL: 0.384\n",
+ "Daphnet: 0.240\n",
+ "WSD: 0.178\n",
+ "SED: 0.358\n",
+ "YAHOO: 0.462\n",
+ "SMD: 0.310\n",
+ "SVDB: 0.429\n",
+ "NAB: 0.311\n",
+ "TODS: 0.431\n",
+ "MGAB: 0.080\n",
+ "OPPORTUNITY: 0.512\n",
+ "SMAP: 0.670\n",
+ "Exathlon: 0.683\n",
+ "Gesamtdurchschnitt 0.375\n"
]
}
],
@@ -1978,7 +1639,7 @@
},
{
"cell_type": "code",
- "execution_count": 13,
+ "execution_count": 48,
"metadata": {},
"outputs": [
{
@@ -1990,7 +1651,7 @@
" dtype='object', name='Model')"
]
},
- "execution_count": 13,
+ "execution_count": 48,
"metadata": {},
"output_type": "execute_result"
}
diff --git a/src/group_evaluation/generate_combined_dataframe.ipynb b/src/group_evaluation/generate_combined_dataframe.ipynb
index b43dbd9ba865fc9626d7c6e83735d05bff9c740d..a8b75f13ad23d1caf8d993944f68193a28d7cc91 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": 1,
+ "execution_count": 27,
"metadata": {},
"outputs": [],
"source": [
@@ -12,20 +12,36 @@
},
{
"cell_type": "code",
- "execution_count": 10,
+ "execution_count": 28,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "col = 'AUC-PR'\n",
+ "anoType = 'point'"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 29,
"metadata": {},
"outputs": [],
"source": [
"path = '../../docs/evaluation/'\n",
"#get list of all groups\n",
"temp_df = pd.read_csv(path + 'PCA.csv')\n",
+ "#reduce dataframe if anomaly type is selected\n",
+ "if anoType != '':\n",
+ " if anoType == 'point':\n",
+ " temp_df = temp_df.where(temp_df['point anomaly'] == True).dropna()\n",
+ " elif anoType == 'seq':\n",
+ " temp_df = temp_df.where(temp_df['seq anomaly'] == True).dropna()\n",
"keys = list(set(list(temp_df['group'])))\n",
"keys.insert(0,'Model')"
]
},
{
"cell_type": "code",
- "execution_count": 11,
+ "execution_count": 30,
"metadata": {},
"outputs": [
{
@@ -51,42 +67,26 @@
" <th></th>\n",
" <th>Model</th>\n",
" <th>UCR</th>\n",
+ " <th>TODS</th>\n",
+ " <th>YAHOO</th>\n",
+ " <th>Stock</th>\n",
" <th>WSD</th>\n",
- " <th>SMAP</th>\n",
" <th>IOPS</th>\n",
- " <th>Stock</th>\n",
- " <th>MSL</th>\n",
- " <th>Power</th>\n",
- " <th>SWaT</th>\n",
- " <th>Daphnet</th>\n",
- " <th>...</th>\n",
- " <th>SED</th>\n",
" <th>TAO</th>\n",
- " <th>Exathlon</th>\n",
- " <th>MITDB</th>\n",
- " <th>NEK</th>\n",
- " <th>OPPORTUNITY</th>\n",
- " <th>LTDB</th>\n",
- " <th>SMD</th>\n",
- " <th>SVDB</th>\n",
- " <th>YAHOO</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" </tbody>\n",
"</table>\n",
- "<p>0 rows × 24 columns</p>\n",
"</div>"
],
"text/plain": [
"Empty DataFrame\n",
- "Columns: [Model, UCR, WSD, SMAP, IOPS, Stock, MSL, Power, SWaT, Daphnet, MGAB, CATSv2, TODS, NAB, SED, TAO, Exathlon, MITDB, NEK, OPPORTUNITY, LTDB, SMD, SVDB, YAHOO]\n",
- "Index: []\n",
- "\n",
- "[0 rows x 24 columns]"
+ "Columns: [Model, UCR, TODS, YAHOO, Stock, WSD, IOPS, TAO]\n",
+ "Index: []"
]
},
- "execution_count": 11,
+ "execution_count": 30,
"metadata": {},
"output_type": "execute_result"
}
@@ -101,7 +101,7 @@
},
{
"cell_type": "code",
- "execution_count": 12,
+ "execution_count": 31,
"metadata": {},
"outputs": [
{
@@ -131,7 +131,7 @@
}
],
"source": [
- "col = 'VUS-PR'\n",
+ "\n",
"\n",
"for file in os.listdir(path):\n",
" suffix = file.split('.')\n",
@@ -142,6 +142,13 @@
" print('Found: ', file)\n",
" #read Data\n",
" df_tmp = pd.read_csv(path+file)\n",
+ " \n",
+ " if anoType != '':\n",
+ " #check if selected type is point anomaly if check if time series only includes point anomalies\n",
+ " if anoType == 'point':\n",
+ " df_tmp = df_tmp.where(df_tmp['point anomaly'] == True).dropna()\n",
+ " elif anoType == 'seq':\n",
+ " df_tmp = df_tmp.where(df_tmp['seq anomaly'] == True).dropna()\n",
" #select cols\n",
" df_tmp = df_tmp[['group',col]]\n",
" #Group Dataframe and get mean for each group\n",
@@ -163,7 +170,7 @@
},
{
"cell_type": "code",
- "execution_count": 13,
+ "execution_count": 32,
"metadata": {},
"outputs": [
{
@@ -189,179 +196,91 @@
" <th></th>\n",
" <th>Model</th>\n",
" <th>UCR</th>\n",
+ " <th>TODS</th>\n",
+ " <th>YAHOO</th>\n",
+ " <th>Stock</th>\n",
" <th>WSD</th>\n",
- " <th>SMAP</th>\n",
" <th>IOPS</th>\n",
- " <th>Stock</th>\n",
- " <th>MSL</th>\n",
- " <th>Power</th>\n",
- " <th>SWaT</th>\n",
- " <th>Daphnet</th>\n",
- " <th>...</th>\n",
- " <th>SED</th>\n",
" <th>TAO</th>\n",
- " <th>Exathlon</th>\n",
- " <th>MITDB</th>\n",
- " <th>NEK</th>\n",
- " <th>OPPORTUNITY</th>\n",
- " <th>LTDB</th>\n",
- " <th>SMD</th>\n",
- " <th>SVDB</th>\n",
- " <th>YAHOO</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>CNN</td>\n",
- " <td>0.065443</td>\n",
- " <td>0.224922</td>\n",
- " <td>0.336818</td>\n",
- " <td>0.205826</td>\n",
- " <td>0.939925</td>\n",
- " <td>0.346350</td>\n",
- " <td>0.075487</td>\n",
- " <td>0.680748</td>\n",
- " <td>0.398456</td>\n",
- " <td>...</td>\n",
- " <td>0.058416</td>\n",
- " <td>0.994270</td>\n",
- " <td>0.657757</td>\n",
- " <td>0.143632</td>\n",
- " <td>0.714845</td>\n",
- " <td>0.632799</td>\n",
- " <td>0.406171</td>\n",
- " <td>0.545045</td>\n",
- " <td>0.199785</td>\n",
- " <td>0.512096</td>\n",
+ " <td>0.000498</td>\n",
+ " <td>0.531847</td>\n",
+ " <td>0.587049</td>\n",
+ " <td>0.929344</td>\n",
+ " <td>0.342989</td>\n",
+ " <td>0.210157</td>\n",
+ " <td>0.993457</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>IForest</td>\n",
- " <td>0.058773</td>\n",
- " <td>0.027487</td>\n",
- " <td>0.327727</td>\n",
- " <td>0.134518</td>\n",
- " <td>0.735886</td>\n",
- " <td>0.448709</td>\n",
- " <td>0.076373</td>\n",
- " <td>0.368230</td>\n",
- " <td>0.518905</td>\n",
- " <td>...</td>\n",
- " <td>0.807209</td>\n",
- " <td>0.728970</td>\n",
- " <td>0.964836</td>\n",
- " <td>0.159042</td>\n",
- " <td>0.649735</td>\n",
- " <td>0.736264</td>\n",
- " <td>0.566359</td>\n",
- " <td>0.342406</td>\n",
- " <td>0.307322</td>\n",
- " <td>0.135664</td>\n",
+ " <td>0.000139</td>\n",
+ " <td>0.069264</td>\n",
+ " <td>0.007312</td>\n",
+ " <td>0.143940</td>\n",
+ " <td>0.000501</td>\n",
+ " <td>0.011860</td>\n",
+ " <td>0.126763</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>KMeansAD_U</td>\n",
- " <td>0.486822</td>\n",
- " <td>0.173060</td>\n",
- " <td>0.657738</td>\n",
- " <td>0.107988</td>\n",
- " <td>0.738198</td>\n",
- " <td>0.441543</td>\n",
- " <td>0.524166</td>\n",
- " <td>0.111519</td>\n",
- " <td>0.039747</td>\n",
- " <td>...</td>\n",
- " <td>0.895291</td>\n",
- " <td>0.747945</td>\n",
- " <td>0.618051</td>\n",
- " <td>0.590892</td>\n",
- " <td>0.317927</td>\n",
- " <td>0.351828</td>\n",
- " <td>0.835553</td>\n",
- " <td>0.254537</td>\n",
- " <td>0.811385</td>\n",
- " <td>0.781824</td>\n",
+ " <td>0.002843</td>\n",
+ " <td>0.083989</td>\n",
+ " <td>0.742578</td>\n",
+ " <td>0.114476</td>\n",
+ " <td>0.003073</td>\n",
+ " <td>0.066886</td>\n",
+ " <td>0.121904</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>KShapeAD</td>\n",
- " <td>0.460106</td>\n",
- " <td>0.112541</td>\n",
- " <td>0.609905</td>\n",
- " <td>0.064609</td>\n",
- " <td>0.717890</td>\n",
- " <td>0.459063</td>\n",
- " <td>0.510537</td>\n",
- " <td>0.381310</td>\n",
- " <td>0.035690</td>\n",
- " <td>...</td>\n",
- " <td>0.907086</td>\n",
- " <td>0.721004</td>\n",
- " <td>0.420845</td>\n",
- " <td>0.606652</td>\n",
- " <td>0.357818</td>\n",
- " <td>0.347881</td>\n",
- " <td>0.811737</td>\n",
- " <td>0.122593</td>\n",
- " <td>0.810962</td>\n",
- " <td>0.491670</td>\n",
+ " <td>0.000854</td>\n",
+ " <td>0.081935</td>\n",
+ " <td>0.464439</td>\n",
+ " <td>0.095333</td>\n",
+ " <td>0.001119</td>\n",
+ " <td>0.148483</td>\n",
+ " <td>0.101534</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>LOF</td>\n",
- " <td>0.051489</td>\n",
- " <td>0.102346</td>\n",
- " <td>0.172499</td>\n",
- " <td>0.123657</td>\n",
- " <td>0.710487</td>\n",
- " <td>0.186700</td>\n",
- " <td>0.090503</td>\n",
- " <td>0.121168</td>\n",
- " <td>0.134804</td>\n",
- " <td>...</td>\n",
- " <td>0.111105</td>\n",
- " <td>0.710584</td>\n",
- " <td>0.240338</td>\n",
- " <td>0.053749</td>\n",
- " <td>0.395130</td>\n",
- " <td>0.159200</td>\n",
- " <td>0.256447</td>\n",
- " <td>0.134985</td>\n",
- " <td>0.050189</td>\n",
- " <td>0.381508</td>\n",
+ " <td>0.000653</td>\n",
+ " <td>0.071959</td>\n",
+ " <td>0.422520</td>\n",
+ " <td>0.112061</td>\n",
+ " <td>0.003879</td>\n",
+ " <td>0.176712</td>\n",
+ " <td>0.128972</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
- "<p>5 rows × 24 columns</p>\n",
"</div>"
],
"text/plain": [
- " Model UCR WSD SMAP IOPS Stock MSL \\\n",
- "0 CNN 0.065443 0.224922 0.336818 0.205826 0.939925 0.346350 \n",
- "0 IForest 0.058773 0.027487 0.327727 0.134518 0.735886 0.448709 \n",
- "0 KMeansAD_U 0.486822 0.173060 0.657738 0.107988 0.738198 0.441543 \n",
- "0 KShapeAD 0.460106 0.112541 0.609905 0.064609 0.717890 0.459063 \n",
- "0 LOF 0.051489 0.102346 0.172499 0.123657 0.710487 0.186700 \n",
- "\n",
- " Power SWaT Daphnet ... SED TAO Exathlon MITDB \\\n",
- "0 0.075487 0.680748 0.398456 ... 0.058416 0.994270 0.657757 0.143632 \n",
- "0 0.076373 0.368230 0.518905 ... 0.807209 0.728970 0.964836 0.159042 \n",
- "0 0.524166 0.111519 0.039747 ... 0.895291 0.747945 0.618051 0.590892 \n",
- "0 0.510537 0.381310 0.035690 ... 0.907086 0.721004 0.420845 0.606652 \n",
- "0 0.090503 0.121168 0.134804 ... 0.111105 0.710584 0.240338 0.053749 \n",
- "\n",
- " NEK OPPORTUNITY LTDB SMD SVDB YAHOO \n",
- "0 0.714845 0.632799 0.406171 0.545045 0.199785 0.512096 \n",
- "0 0.649735 0.736264 0.566359 0.342406 0.307322 0.135664 \n",
- "0 0.317927 0.351828 0.835553 0.254537 0.811385 0.781824 \n",
- "0 0.357818 0.347881 0.811737 0.122593 0.810962 0.491670 \n",
- "0 0.395130 0.159200 0.256447 0.134985 0.050189 0.381508 \n",
+ " Model UCR TODS YAHOO Stock WSD IOPS \\\n",
+ "0 CNN 0.000498 0.531847 0.587049 0.929344 0.342989 0.210157 \n",
+ "0 IForest 0.000139 0.069264 0.007312 0.143940 0.000501 0.011860 \n",
+ "0 KMeansAD_U 0.002843 0.083989 0.742578 0.114476 0.003073 0.066886 \n",
+ "0 KShapeAD 0.000854 0.081935 0.464439 0.095333 0.001119 0.148483 \n",
+ "0 LOF 0.000653 0.071959 0.422520 0.112061 0.003879 0.176712 \n",
"\n",
- "[5 rows x 24 columns]"
+ " TAO \n",
+ "0 0.993457 \n",
+ "0 0.126763 \n",
+ "0 0.121904 \n",
+ "0 0.101534 \n",
+ "0 0.128972 "
]
},
- "execution_count": 13,
+ "execution_count": 32,
"metadata": {},
"output_type": "execute_result"
}
@@ -372,11 +291,11 @@
},
{
"cell_type": "code",
- "execution_count": 14,
+ "execution_count": 33,
"metadata": {},
"outputs": [],
"source": [
- "df.to_csv(path+'/groupedDataframes/'+col+'_combined_by_group.csv')"
+ "df.to_csv(path+'/groupedDataframes/'+col+'_'+anoType+'_combined_by_group.csv')"
]
}
],
diff --git a/src/group_evaluation/tao_barplot.ipynb b/src/group_evaluation/tao_barplot.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..08a4dca052be80bff20da629508029232373539e
--- /dev/null
+++ b/src/group_evaluation/tao_barplot.ipynb
@@ -0,0 +1,920 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import pandas as pd\n",
+ "import plotly.express as px"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "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>Model</th>\n",
+ " <th>VUS-PR</th>\n",
+ " <th>Gruppe</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>PCA</td>\n",
+ " <td>0.84</td>\n",
+ " <td>Gemessen</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>PCA</td>\n",
+ " <td>0.93</td>\n",
+ " <td>Autoren</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2</th>\n",
+ " <td>KShapeAD</td>\n",
+ " <td>0.72</td>\n",
+ " <td>Gemessen</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3</th>\n",
+ " <td>KShapeAD</td>\n",
+ " <td>0.91</td>\n",
+ " <td>Autoren</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4</th>\n",
+ " <td>POLY</td>\n",
+ " <td>0.81</td>\n",
+ " <td>Gemessen</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " Model VUS-PR Gruppe\n",
+ "0 PCA 0.84 Gemessen\n",
+ "1 PCA 0.93 Autoren\n",
+ "2 KShapeAD 0.72 Gemessen\n",
+ "3 KShapeAD 0.91 Autoren\n",
+ "4 POLY 0.81 Gemessen"
+ ]
+ },
+ "execution_count": 8,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "data = {\n",
+ " 'Model': ['PCA', 'PCA', 'KShapeAD', 'KShapeAD','POLY','POLY','KMeansAD_U','KMeansAD_U','IForest','IForest','Sub-IForest','Sub-IForest','LOF','LOF','Sub-LOF','Sub-LOF','OCSVM','OCSVM','Sub-KNN','Sub-KNN'],\n",
+ " 'VUS-PR': [0.84, 0.93,0.72,0.91, 0.81, 0.92,0.75, 0.92, 0.73, 0.99, 0.73, 0.90, 0.71, 0.91, 0.81, 0.92,0.72, 0.92, 0.75, 0.92 ],\n",
+ " 'Gruppe': ['Gemessen','Autoren','Gemessen','Autoren','Gemessen','Autoren','Gemessen','Autoren','Gemessen','Autoren','Gemessen','Autoren','Gemessen','Autoren','Gemessen','Autoren','Gemessen','Autoren','Gemessen','Autoren'],\n",
+ "}\n",
+ "\n",
+ "df = pd.DataFrame(data)\n",
+ "df.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "colors = {\n",
+ " 'Gemessen': 'steelblue',\n",
+ " 'Autoren': 'firebrick',#'gold' ,\n",
+ "}"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 28,
+ "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": {
+ "config": {
+ "plotlyServerURL": "https://plot.ly"
+ },
+ "data": [
+ {
+ "alignmentgroup": "True",
+ "hovertemplate": "Gruppe=Gemessen<br>Model=%{x}<br>VUS-PR=%{y}<extra></extra>",
+ "legendgroup": "Gemessen",
+ "marker": {
+ "color": "steelblue",
+ "opacity": 0.8,
+ "pattern": {
+ "shape": ""
+ }
+ },
+ "name": "Gemessen",
+ "offsetgroup": "Gemessen",
+ "orientation": "v",
+ "showlegend": true,
+ "textposition": "auto",
+ "texttemplate": "%{y}",
+ "type": "bar",
+ "x": [
+ "PCA",
+ "KShapeAD",
+ "POLY",
+ "KMeansAD_U",
+ "IForest",
+ "Sub-IForest",
+ "LOF",
+ "Sub-LOF",
+ "OCSVM",
+ "Sub-KNN"
+ ],
+ "xaxis": "x",
+ "y": [
+ 0.84,
+ 0.72,
+ 0.81,
+ 0.75,
+ 0.73,
+ 0.73,
+ 0.71,
+ 0.81,
+ 0.72,
+ 0.75
+ ],
+ "yaxis": "y"
+ },
+ {
+ "alignmentgroup": "True",
+ "hovertemplate": "Gruppe=Autoren<br>Model=%{x}<br>VUS-PR=%{y}<extra></extra>",
+ "legendgroup": "Autoren",
+ "marker": {
+ "color": "firebrick",
+ "opacity": 0.8,
+ "pattern": {
+ "shape": ""
+ }
+ },
+ "name": "Autoren",
+ "offsetgroup": "Autoren",
+ "orientation": "v",
+ "showlegend": true,
+ "textposition": "auto",
+ "texttemplate": "%{y}",
+ "type": "bar",
+ "x": [
+ "PCA",
+ "KShapeAD",
+ "POLY",
+ "KMeansAD_U",
+ "IForest",
+ "Sub-IForest",
+ "LOF",
+ "Sub-LOF",
+ "OCSVM",
+ "Sub-KNN"
+ ],
+ "xaxis": "x",
+ "y": [
+ 0.93,
+ 0.91,
+ 0.92,
+ 0.92,
+ 0.99,
+ 0.9,
+ 0.91,
+ 0.92,
+ 0.92,
+ 0.92
+ ],
+ "yaxis": "y"
+ }
+ ],
+ "layout": {
+ "barmode": "group",
+ "height": 700,
+ "legend": {
+ "bgcolor": "white",
+ "bordercolor": "lightgrey",
+ "borderwidth": 2,
+ "font": {
+ "color": "black",
+ "family": "Courier",
+ "size": 14
+ },
+ "orientation": "h",
+ "title": {
+ "font": {
+ "family": "Times New Roman"
+ },
+ "text": "Model"
+ },
+ "tracegroupgap": 0,
+ "x": 0.67,
+ "y": 1
+ },
+ "margin": {
+ "t": 60
+ },
+ "template": {
+ "data": {
+ "bar": [
+ {
+ "error_x": {
+ "color": "rgb(51,51,51)"
+ },
+ "error_y": {
+ "color": "rgb(51,51,51)"
+ },
+ "marker": {
+ "line": {
+ "color": "rgb(237,237,237)",
+ "width": 0.5
+ },
+ "pattern": {
+ "fillmode": "overlay",
+ "size": 10,
+ "solidity": 0.2
+ }
+ },
+ "type": "bar"
+ }
+ ],
+ "barpolar": [
+ {
+ "marker": {
+ "line": {
+ "color": "rgb(237,237,237)",
+ "width": 0.5
+ },
+ "pattern": {
+ "fillmode": "overlay",
+ "size": 10,
+ "solidity": 0.2
+ }
+ },
+ "type": "barpolar"
+ }
+ ],
+ "carpet": [
+ {
+ "aaxis": {
+ "endlinecolor": "rgb(51,51,51)",
+ "gridcolor": "white",
+ "linecolor": "white",
+ "minorgridcolor": "white",
+ "startlinecolor": "rgb(51,51,51)"
+ },
+ "baxis": {
+ "endlinecolor": "rgb(51,51,51)",
+ "gridcolor": "white",
+ "linecolor": "white",
+ "minorgridcolor": "white",
+ "startlinecolor": "rgb(51,51,51)"
+ },
+ "type": "carpet"
+ }
+ ],
+ "choropleth": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(237,237,237)",
+ "ticklen": 6,
+ "ticks": "inside"
+ },
+ "type": "choropleth"
+ }
+ ],
+ "contour": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(237,237,237)",
+ "ticklen": 6,
+ "ticks": "inside"
+ },
+ "colorscale": [
+ [
+ 0,
+ "rgb(20,44,66)"
+ ],
+ [
+ 1,
+ "rgb(90,179,244)"
+ ]
+ ],
+ "type": "contour"
+ }
+ ],
+ "contourcarpet": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(237,237,237)",
+ "ticklen": 6,
+ "ticks": "inside"
+ },
+ "type": "contourcarpet"
+ }
+ ],
+ "heatmap": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(237,237,237)",
+ "ticklen": 6,
+ "ticks": "inside"
+ },
+ "colorscale": [
+ [
+ 0,
+ "rgb(20,44,66)"
+ ],
+ [
+ 1,
+ "rgb(90,179,244)"
+ ]
+ ],
+ "type": "heatmap"
+ }
+ ],
+ "heatmapgl": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(237,237,237)",
+ "ticklen": 6,
+ "ticks": "inside"
+ },
+ "colorscale": [
+ [
+ 0,
+ "rgb(20,44,66)"
+ ],
+ [
+ 1,
+ "rgb(90,179,244)"
+ ]
+ ],
+ "type": "heatmapgl"
+ }
+ ],
+ "histogram": [
+ {
+ "marker": {
+ "pattern": {
+ "fillmode": "overlay",
+ "size": 10,
+ "solidity": 0.2
+ }
+ },
+ "type": "histogram"
+ }
+ ],
+ "histogram2d": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(237,237,237)",
+ "ticklen": 6,
+ "ticks": "inside"
+ },
+ "colorscale": [
+ [
+ 0,
+ "rgb(20,44,66)"
+ ],
+ [
+ 1,
+ "rgb(90,179,244)"
+ ]
+ ],
+ "type": "histogram2d"
+ }
+ ],
+ "histogram2dcontour": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(237,237,237)",
+ "ticklen": 6,
+ "ticks": "inside"
+ },
+ "colorscale": [
+ [
+ 0,
+ "rgb(20,44,66)"
+ ],
+ [
+ 1,
+ "rgb(90,179,244)"
+ ]
+ ],
+ "type": "histogram2dcontour"
+ }
+ ],
+ "mesh3d": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(237,237,237)",
+ "ticklen": 6,
+ "ticks": "inside"
+ },
+ "type": "mesh3d"
+ }
+ ],
+ "parcoords": [
+ {
+ "line": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(237,237,237)",
+ "ticklen": 6,
+ "ticks": "inside"
+ }
+ },
+ "type": "parcoords"
+ }
+ ],
+ "pie": [
+ {
+ "automargin": true,
+ "type": "pie"
+ }
+ ],
+ "scatter": [
+ {
+ "fillpattern": {
+ "fillmode": "overlay",
+ "size": 10,
+ "solidity": 0.2
+ },
+ "type": "scatter"
+ }
+ ],
+ "scatter3d": [
+ {
+ "line": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(237,237,237)",
+ "ticklen": 6,
+ "ticks": "inside"
+ }
+ },
+ "marker": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(237,237,237)",
+ "ticklen": 6,
+ "ticks": "inside"
+ }
+ },
+ "type": "scatter3d"
+ }
+ ],
+ "scattercarpet": [
+ {
+ "marker": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(237,237,237)",
+ "ticklen": 6,
+ "ticks": "inside"
+ }
+ },
+ "type": "scattercarpet"
+ }
+ ],
+ "scattergeo": [
+ {
+ "marker": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(237,237,237)",
+ "ticklen": 6,
+ "ticks": "inside"
+ }
+ },
+ "type": "scattergeo"
+ }
+ ],
+ "scattergl": [
+ {
+ "marker": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(237,237,237)",
+ "ticklen": 6,
+ "ticks": "inside"
+ }
+ },
+ "type": "scattergl"
+ }
+ ],
+ "scattermapbox": [
+ {
+ "marker": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(237,237,237)",
+ "ticklen": 6,
+ "ticks": "inside"
+ }
+ },
+ "type": "scattermapbox"
+ }
+ ],
+ "scatterpolar": [
+ {
+ "marker": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(237,237,237)",
+ "ticklen": 6,
+ "ticks": "inside"
+ }
+ },
+ "type": "scatterpolar"
+ }
+ ],
+ "scatterpolargl": [
+ {
+ "marker": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(237,237,237)",
+ "ticklen": 6,
+ "ticks": "inside"
+ }
+ },
+ "type": "scatterpolargl"
+ }
+ ],
+ "scatterternary": [
+ {
+ "marker": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(237,237,237)",
+ "ticklen": 6,
+ "ticks": "inside"
+ }
+ },
+ "type": "scatterternary"
+ }
+ ],
+ "surface": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(237,237,237)",
+ "ticklen": 6,
+ "ticks": "inside"
+ },
+ "colorscale": [
+ [
+ 0,
+ "rgb(20,44,66)"
+ ],
+ [
+ 1,
+ "rgb(90,179,244)"
+ ]
+ ],
+ "type": "surface"
+ }
+ ],
+ "table": [
+ {
+ "cells": {
+ "fill": {
+ "color": "rgb(237,237,237)"
+ },
+ "line": {
+ "color": "white"
+ }
+ },
+ "header": {
+ "fill": {
+ "color": "rgb(217,217,217)"
+ },
+ "line": {
+ "color": "white"
+ }
+ },
+ "type": "table"
+ }
+ ]
+ },
+ "layout": {
+ "annotationdefaults": {
+ "arrowhead": 0,
+ "arrowwidth": 1
+ },
+ "autotypenumbers": "strict",
+ "coloraxis": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "tickcolor": "rgb(237,237,237)",
+ "ticklen": 6,
+ "ticks": "inside"
+ }
+ },
+ "colorscale": {
+ "sequential": [
+ [
+ 0,
+ "rgb(20,44,66)"
+ ],
+ [
+ 1,
+ "rgb(90,179,244)"
+ ]
+ ],
+ "sequentialminus": [
+ [
+ 0,
+ "rgb(20,44,66)"
+ ],
+ [
+ 1,
+ "rgb(90,179,244)"
+ ]
+ ]
+ },
+ "colorway": [
+ "#F8766D",
+ "#A3A500",
+ "#00BF7D",
+ "#00B0F6",
+ "#E76BF3"
+ ],
+ "font": {
+ "color": "rgb(51,51,51)"
+ },
+ "geo": {
+ "bgcolor": "white",
+ "lakecolor": "white",
+ "landcolor": "rgb(237,237,237)",
+ "showlakes": true,
+ "showland": true,
+ "subunitcolor": "white"
+ },
+ "hoverlabel": {
+ "align": "left"
+ },
+ "hovermode": "closest",
+ "paper_bgcolor": "white",
+ "plot_bgcolor": "rgb(237,237,237)",
+ "polar": {
+ "angularaxis": {
+ "gridcolor": "white",
+ "linecolor": "white",
+ "showgrid": true,
+ "tickcolor": "rgb(51,51,51)",
+ "ticks": "outside"
+ },
+ "bgcolor": "rgb(237,237,237)",
+ "radialaxis": {
+ "gridcolor": "white",
+ "linecolor": "white",
+ "showgrid": true,
+ "tickcolor": "rgb(51,51,51)",
+ "ticks": "outside"
+ }
+ },
+ "scene": {
+ "xaxis": {
+ "backgroundcolor": "rgb(237,237,237)",
+ "gridcolor": "white",
+ "gridwidth": 2,
+ "linecolor": "white",
+ "showbackground": true,
+ "showgrid": true,
+ "tickcolor": "rgb(51,51,51)",
+ "ticks": "outside",
+ "zerolinecolor": "white"
+ },
+ "yaxis": {
+ "backgroundcolor": "rgb(237,237,237)",
+ "gridcolor": "white",
+ "gridwidth": 2,
+ "linecolor": "white",
+ "showbackground": true,
+ "showgrid": true,
+ "tickcolor": "rgb(51,51,51)",
+ "ticks": "outside",
+ "zerolinecolor": "white"
+ },
+ "zaxis": {
+ "backgroundcolor": "rgb(237,237,237)",
+ "gridcolor": "white",
+ "gridwidth": 2,
+ "linecolor": "white",
+ "showbackground": true,
+ "showgrid": true,
+ "tickcolor": "rgb(51,51,51)",
+ "ticks": "outside",
+ "zerolinecolor": "white"
+ }
+ },
+ "shapedefaults": {
+ "fillcolor": "black",
+ "line": {
+ "width": 0
+ },
+ "opacity": 0.3
+ },
+ "ternary": {
+ "aaxis": {
+ "gridcolor": "white",
+ "linecolor": "white",
+ "showgrid": true,
+ "tickcolor": "rgb(51,51,51)",
+ "ticks": "outside"
+ },
+ "baxis": {
+ "gridcolor": "white",
+ "linecolor": "white",
+ "showgrid": true,
+ "tickcolor": "rgb(51,51,51)",
+ "ticks": "outside"
+ },
+ "bgcolor": "rgb(237,237,237)",
+ "caxis": {
+ "gridcolor": "white",
+ "linecolor": "white",
+ "showgrid": true,
+ "tickcolor": "rgb(51,51,51)",
+ "ticks": "outside"
+ }
+ },
+ "xaxis": {
+ "automargin": true,
+ "gridcolor": "white",
+ "linecolor": "white",
+ "showgrid": true,
+ "tickcolor": "rgb(51,51,51)",
+ "ticks": "outside",
+ "title": {
+ "standoff": 15
+ },
+ "zerolinecolor": "white"
+ },
+ "yaxis": {
+ "automargin": true,
+ "gridcolor": "white",
+ "linecolor": "white",
+ "showgrid": true,
+ "tickcolor": "rgb(51,51,51)",
+ "ticks": "outside",
+ "title": {
+ "standoff": 15
+ },
+ "zerolinecolor": "white"
+ }
+ }
+ },
+ "title": {
+ "text": "<b> Vergleich der Performanz der abweichendem Modelle auf dem TAO Datensatz </b>",
+ "x": 0.5,
+ "xanchor": "center",
+ "y": 0.96,
+ "yanchor": "top"
+ },
+ "width": 1000,
+ "xaxis": {
+ "anchor": "y",
+ "domain": [
+ 0,
+ 1
+ ],
+ "dtick": 1,
+ "tickangle": 0,
+ "title": {
+ "text": "Model"
+ }
+ },
+ "yaxis": {
+ "anchor": "x",
+ "domain": [
+ 0,
+ 1
+ ],
+ "title": {
+ "text": "VUS-PR"
+ }
+ }
+ }
+ }
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "\n",
+ "fig = px.bar(df, x='Model', y='VUS-PR', color='Gruppe', barmode='group', color_discrete_map=colors,opacity=0.8, text_auto=True)\n",
+ "fig.update_layout( legend=dict(\n",
+ " x= 0.67,\n",
+ " y= 1,\n",
+ " orientation = 'h',\n",
+ " title_font_family=\"Times New Roman\",\n",
+ " font=dict(\n",
+ " family=\"Courier\",\n",
+ " size=14,\n",
+ " color=\"black\"\n",
+ " ),\n",
+ " title_text='Model',\n",
+ " bgcolor=\"white\",\n",
+ " bordercolor=\"lightgrey\",\n",
+ " borderwidth=2,\n",
+ " ),\n",
+ " template = 'ggplot2',\n",
+ " title={\n",
+ " 'text': '<b> Vergleich der Performanz der abweichendem Modelle auf dem TAO Datensatz </b>',\n",
+ " 'x':0.5,\n",
+ " 'y':0.96, \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": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.11.3"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}