Revert Risk Threshold Analysis Results
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Authored by gkyziridis on Nov 4 2025, 1:12 PM.

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	F69949820: Revert Risk Threshold Analysis Results
	Nov 6 2025, 10:26 AM

	F69907710: Revert Risk Threshold Analysis Results
	Nov 5 2025, 3:05 PM

	F69906857: Revert Risk Threshold Analysis Results
	Nov 5 2025, 1:43 PM

	F69906536: Revert Risk Threshold Analysis Results
	Nov 5 2025, 12:56 PM

	F69906133: Revert Risk Threshold Analysis Results
	Nov 5 2025, 11:39 AM

	F69906108: Revert Risk Threshold Analysis Results
	Nov 5 2025, 11:36 AM

	F69905813: Revert Risk Threshold Analysis Results
	Nov 5 2025, 11:20 AM

	F69905708: Revert Risk Threshold Analysis Results
	Nov 5 2025, 11:04 AM

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gkyziridis

	============ - dewiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (3584827, 17)
	- Duplicate rows found and removed: 102417
	- Clean data shape: (3482410, 17)
	- Unique revision_ids: 3482410 \| Data Shape: 3482410 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (3381092, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_dewiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.5600801110267639
	- confusion_matrix_dewiki.png saved!
	- False Positive Rate is: 0.14999585634039994
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 2759048 486875
	reverted 26904 108265


	============ - jawiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (2175370, 17)
	- Duplicate rows found and removed: 66848
	- Clean data shape: (2108522, 17)
	- Unique revision_ids: 2108522 \| Data Shape: 2108522 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (2072019, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_jawiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.7807799577713013
	- confusion_matrix_jawiki.png saved!
	- False Positive Rate is: 0.1500011156591438
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 1714231 302514
	reverted 24482 30792


	============ - viwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (423602, 17)
	- Duplicate rows found and removed: 16144
	- Clean data shape: (407458, 17)
	- Unique revision_ids: 407458 \| Data Shape: 407458 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (392368, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_viwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.672927737236023
	- confusion_matrix_viwiki.png saved!
	- False Positive Rate is: 0.1500055161947405
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 315886 55747
	reverted 3017 17718


	============ - thwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (355836, 17)
	- Duplicate rows found and removed: 7081
	- Clean data shape: (348755, 17)
	- Unique revision_ids: 348755 \| Data Shape: 348755 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (335084, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_thwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.7088555693626404
	- confusion_matrix_thwiki.png saved!
	- False Positive Rate is: 0.14999475309329
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 267302 47169
	reverted 2915 17698


	============ - nowiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (219267, 17)
	- Duplicate rows found and removed: 4787
	- Clean data shape: (214480, 17)
	- Unique revision_ids: 214480 \| Data Shape: 214480 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (210459, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_nowiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.567750096321106
	- confusion_matrix_nowiki.png saved!
	- False Positive Rate is: 0.14995173769563921
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 168205 29672
	reverted 992 11590


	============ - elwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (214446, 17)
	- Duplicate rows found and removed: 12313
	- Clean data shape: (202133, 17)
	- Unique revision_ids: 202133 \| Data Shape: 202133 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (196606, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_elwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.8070309162139893
	- confusion_matrix_elwiki.png saved!
	- False Positive Rate is: 0.15001066465405502
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 155418 27429
	reverted 3345 10414


	============ - hywiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (98459, 17)
	- Duplicate rows found and removed: 1737
	- Clean data shape: (96722, 17)
	- Unique revision_ids: 96722 \| Data Shape: 96722 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (95113, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_hywiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.6658406257629395
	- confusion_matrix_hywiki.png saved!
	- False Positive Rate is: 0.14995779494837996
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 78549 13857
	reverted 487 2220


	============ - hiwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (66121, 17)
	- Duplicate rows found and removed: 1266
	- Clean data shape: (64855, 17)
	- Unique revision_ids: 64855 \| Data Shape: 64855 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (62611, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_hiwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.8786675930023193
	- confusion_matrix_hiwiki.png saved!
	- False Positive Rate is: 0.14998627504803733
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 46449 8196
	reverted 3445 4521


	============ - bgwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (132472, 17)
	- Duplicate rows found and removed: 3490
	- Clean data shape: (128982, 17)
	- Unique revision_ids: 128982 \| Data Shape: 128982 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (123505, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_bgwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.8672560453414917
	- confusion_matrix_bgwiki.png saved!
	- False Positive Rate is: 0.1500045516613564
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 93372 16478
	reverted 3266 10389


	============ - dawiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (89244, 17)
	- Duplicate rows found and removed: 939
	- Clean data shape: (88305, 17)
	- Unique revision_ids: 88305 \| Data Shape: 88305 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (87250, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_dawiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.7409616112709045
	- confusion_matrix_dawiki.png saved!
	- False Positive Rate is: 0.14990577351379133
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 69468 12250
	reverted 576 4956


	============ - hrwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (92623, 17)
	- Duplicate rows found and removed: 2677
	- Clean data shape: (89946, 17)
	- Unique revision_ids: 89946 \| Data Shape: 89946 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (85694, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_hrwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.5204998850822449
	- confusion_matrix_hrwiki.png saved!
	- False Positive Rate is: 0.15007170661749641
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 66376 11720
	reverted 635 6963


	============ - skwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (72376, 17)
	- Duplicate rows found and removed: 2844
	- Clean data shape: (69532, 17)
	- Unique revision_ids: 69532 \| Data Shape: 69532 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (65873, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_skwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.8890475034713745
	- confusion_matrix_skwiki.png saved!
	- False Positive Rate is: 0.15
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 49963 8817
	reverted 1975 5118


	============ - mswiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (126531, 17)
	- Duplicate rows found and removed: 3069
	- Clean data shape: (123462, 17)
	- Unique revision_ids: 123462 \| Data Shape: 123462 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (116344, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_mswiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.9427589774131775
	- confusion_matrix_mswiki.png saved!
	- False Positive Rate is: 0.149979524979525
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 91333 16115
	reverted 6203 2693


	============ - euwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (109812, 17)
	- Duplicate rows found and removed: 367
	- Clean data shape: (109445, 17)
	- Unique revision_ids: 109445 \| Data Shape: 109445 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (108889, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_euwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.4504416882991791
	- confusion_matrix_euwiki.png saved!
	- False Positive Rate is: 0.14992396119659573
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 89995 15872
	reverted 400 2622


	============ - slwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (70752, 17)
	- Duplicate rows found and removed: 216
	- Clean data shape: (70536, 17)
	- Unique revision_ids: 70536 \| Data Shape: 70536 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (69708, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_slwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.8655992746353149
	- confusion_matrix_slwiki.png saved!
	- False Positive Rate is: 0.14985160946655507
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 55859 9846
	reverted 913 3090


	============ - ltwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (110380, 17)
	- Duplicate rows found and removed: 350
	- Clean data shape: (110030, 17)
	- Unique revision_ids: 110030 \| Data Shape: 110030 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (108931, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_ltwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.3519546389579773
	- confusion_matrix_ltwiki.png saved!
	- False Positive Rate is: 0.14997548477652692
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 88417 15600
	reverted 132 4782


	============ - tawiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (68969, 17)
	- Duplicate rows found and removed: 125
	- Clean data shape: (68844, 17)
	- Unique revision_ids: 68844 \| Data Shape: 68844 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (68354, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_tawiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.6359190344810486
	- confusion_matrix_tawiki.png saved!
	- False Positive Rate is: 0.14996949359365466
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 55728 9832
	reverted 331 2463


	============ - zh_yuewiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (46976, 17)
	- Duplicate rows found and removed: 1303
	- Clean data shape: (45673, 17)
	- Unique revision_ids: 45673 \| Data Shape: 45673 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (44725, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_zh_yuewiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.8573755621910095
	- confusion_matrix_zh_yuewiki.png saved!
	- False Positive Rate is: 0.15008259079170835
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 36532 6451
	reverted 1049 693


	============ - kawiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (62524, 17)
	- Duplicate rows found and removed: 438
	- Clean data shape: (62086, 17)
	- Unique revision_ids: 62086 \| Data Shape: 62086 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (60871, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_kawiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.4605609178543091
	- confusion_matrix_kawiki.png saved!
	- False Positive Rate is: 0.14997275389959813
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 49917 8807
	reverted 484 1663


	============ - eowiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (99614, 17)
	- Duplicate rows found and removed: 523
	- Clean data shape: (99091, 17)
	- Unique revision_ids: 99091 \| Data Shape: 99091 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (98754, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_eowiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.34750446677207947
	- confusion_matrix_eowiki.png saved!
	- False Positive Rate is: 0.15014543042302395
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 83273 14712
	reverted 247 522


	============ - glwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (131204, 17)
	- Duplicate rows found and removed: 381
	- Clean data shape: (130823, 17)
	- Unique revision_ids: 130823 \| Data Shape: 130823 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (129653, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_glwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.2695479691028595
	- confusion_matrix_glwiki.png saved!
	- False Positive Rate is: 0.1500246828450309
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 108473 19146
	reverted 203 1831


	============ - urwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (809991, 17)
	- Duplicate rows found and removed: 703
	- Clean data shape: (809288, 17)
	- Unique revision_ids: 809288 \| Data Shape: 809288 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (808440, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_urwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.26034781336784363
	- confusion_matrix_urwiki.png saved!
	- False Positive Rate is: 0.15495951241396233
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 681875 125039
	reverted 307 1219


	============ - sqwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (44462, 17)
	- Duplicate rows found and removed: 1311
	- Clean data shape: (43151, 17)
	- Unique revision_ids: 43151 \| Data Shape: 43151 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (41855, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_sqwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.5832709074020386
	- confusion_matrix_sqwiki.png saved!
	- False Positive Rate is: 0.15289276562191997
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 34379 6205
	reverted 137 1134


	============ - mywiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (13635, 17)
	- Duplicate rows found and removed: 130
	- Clean data shape: (13505, 17)
	- Unique revision_ids: 13505 \| Data Shape: 13505 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (13104, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_mywiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.8719736337661743
	- confusion_matrix_mywiki.png saved!
	- False Positive Rate is: 0.14975177016358754
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 10447 1840
	reverted 273 544


	============ - ckbwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (54359, 17)
	- Duplicate rows found and removed: 323
	- Clean data shape: (54036, 17)
	- Unique revision_ids: 54036 \| Data Shape: 54036 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (53591, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_ckbwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.2797521650791168
	- confusion_matrix_ckbwiki.png saved!
	- False Positive Rate is: 0.1489317372528222
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 44933 7863
	reverted 71 724


	============ - knwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (23237, 17)
	- Duplicate rows found and removed: 30
	- Clean data shape: (23207, 17)
	- Unique revision_ids: 23207 \| Data Shape: 23207 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (23131, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_knwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.44861292839050293
	- confusion_matrix_knwiki.png saved!
	- False Positive Rate is: 0.1506315089740749
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 19166 3399
	reverted 63 503


	============ - shwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (184833, 17)
	- Duplicate rows found and removed: 606
	- Clean data shape: (184227, 17)
	- Unique revision_ids: 184227 \| Data Shape: 184227 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (183350, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_shwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.11731643974781036
	- confusion_matrix_shwiki.png saved!
	- False Positive Rate is: 0.1495637631888746
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 154594 27188
	reverted 23 1545


	============ - uzwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (126041, 17)
	- Duplicate rows found and removed: 1545
	- Clean data shape: (124496, 17)
	- Unique revision_ids: 124496 \| Data Shape: 124496 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (122319, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_uzwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.5346587300300598
	- confusion_matrix_uzwiki.png saved!
	- False Positive Rate is: 0.14997637370055353
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 100738 17774
	reverted 331 3476


	============ - cebwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (173433, 17)
	- Duplicate rows found and removed: 96
	- Clean data shape: (173337, 17)
	- Unique revision_ids: 173337 \| Data Shape: 173337 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (173122, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_cebwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.010278036817908287
	- confusion_matrix_cebwiki.png saved!
	- False Positive Rate is: 0.15000752410607832
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 146860 25918
	reverted 0 344


	============ - be_x_oldwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (16161, 17)
	- Duplicate rows found and removed: 463
	- Clean data shape: (15698, 17)
	- Unique revision_ids: 15698 \| Data Shape: 15698 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (15541, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_be_x_oldwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.6138502955436707
	- confusion_matrix_be_x_oldwiki.png saved!
	- False Positive Rate is: 0.0797570056829316
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 14088 1221
	reverted 59 173


	============ - aswiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (52428, 17)
	- Duplicate rows found and removed: 73
	- Clean data shape: (52355, 17)
	- Unique revision_ids: 52355 \| Data Shape: 52355 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (52199, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_aswiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.25013989210128784
	- confusion_matrix_aswiki.png saved!
	- False Positive Rate is: 0.14994291022390804
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 43925 7748
	reverted 288 238


	============ - newiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (9322, 17)
	- Duplicate rows found and removed: 34
	- Clean data shape: (9288, 17)
	- Unique revision_ids: 9288 \| Data Shape: 9288 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (9186, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_newiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.8242648243904114
	- confusion_matrix_newiki.png saved!
	- False Positive Rate is: 0.15088920799734895
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 7687 1366
	reverted 52 81


	============ - gawiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (14898, 17)
	- Duplicate rows found and removed: 28
	- Clean data shape: (14870, 17)
	- Unique revision_ids: 14870 \| Data Shape: 14870 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (14762, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_gawiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.4082460403442383
	- confusion_matrix_gawiki.png saved!
	- False Positive Rate is: 0.1525214408233276
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 12352 2223
	reverted 23 164


	============ - kuwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (35850, 17)
	- Duplicate rows found and removed: 934
	- Clean data shape: (34916, 17)
	- Unique revision_ids: 34916 \| Data Shape: 34916 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (34053, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_kuwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.34288907051086426
	- confusion_matrix_kuwiki.png saved!
	- False Positive Rate is: 0.1499506538366642
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 27562 4862
	reverted 297 1332


	============ - scowiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (3887, 17)
	- Duplicate rows found and removed: 11
	- Clean data shape: (3876, 17)
	- Unique revision_ids: 3876 \| Data Shape: 3876 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (3743, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_scowiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.8366231918334961
	- confusion_matrix_scowiki.png saved!
	- False Positive Rate is: 0.150074294205052
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 2860 505
	reverted 140 238


	============ - arzwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (1117144, 17)
	- Duplicate rows found and removed: 931
	- Clean data shape: (1116213, 17)
	- Unique revision_ids: 1116213 \| Data Shape: 1116213 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (1114143, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_arzwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.07260608673095703
	- confusion_matrix_arzwiki.png saved!
	- False Positive Rate is: 0.14979367968963228
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 943871 166296
	reverted 1197 2779


	============ - bawiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (3383, 17)
	- Duplicate rows found and removed: 26
	- Clean data shape: (3357, 17)
	- Unique revision_ids: 3357 \| Data Shape: 3357 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (3273, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_bawiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.6595543622970581
	- confusion_matrix_bawiki.png saved!
	- False Positive Rate is: 0.15389447236180903
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 2694 490
	reverted 23 66


	============ - ttwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (16375, 17)
	- Duplicate rows found and removed: 151
	- Clean data shape: (16224, 17)
	- Unique revision_ids: 16224 \| Data Shape: 16224 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (16051, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_ttwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.3884022533893585
	- confusion_matrix_ttwiki.png saved!
	- False Positive Rate is: 0.15
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 13379 2361
	reverted 30 281


	============ - astwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (54583, 17)
	- Duplicate rows found and removed: 61
	- Clean data shape: (54522, 17)
	- Unique revision_ids: 54522 \| Data Shape: 54522 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (54352, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_astwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.14954642951488495
	- confusion_matrix_astwiki.png saved!
	- False Positive Rate is: 0.1501871055424199
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 45646 8067
	reverted 108 531


	============ - jvwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (24642, 17)
	- Duplicate rows found and removed: 271
	- Clean data shape: (24371, 17)
	- Unique revision_ids: 24371 \| Data Shape: 24371 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (23993, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_jvwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.3876338005065918
	- confusion_matrix_jvwiki.png saved!
	- False Positive Rate is: 0.14963239981301263
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 20010 3521
	reverted 46 416


	============ - ocwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (13512, 17)
	- Duplicate rows found and removed: 93
	- Clean data shape: (13419, 17)
	- Unique revision_ids: 13419 \| Data Shape: 13419 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (13106, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_ocwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.8661872148513794
	- confusion_matrix_ocwiki.png saved!
	- False Positive Rate is: 0.1494781118554292
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 10919 1919
	reverted 134 134


	============ - lbwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (40412, 17)
	- Duplicate rows found and removed: 22
	- Clean data shape: (40390, 17)
	- Unique revision_ids: 40390 \| Data Shape: 40390 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (40249, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_lbwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.4311239421367645
	- confusion_matrix_lbwiki.png saved!
	- False Positive Rate is: 0.15055673714500187
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 33948 6017
	reverted 72 212


	============ - satwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (13345, 17)
	- Duplicate rows found and removed: 3
	- Clean data shape: (13342, 17)
	- Unique revision_ids: 13342 \| Data Shape: 13342 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (13325, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_satwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.23358190059661865
	- confusion_matrix_satwiki.png saved!
	- False Positive Rate is: 0.1493526046371575
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 11300 1984
	reverted 22 19


	============ - mnwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (16184, 17)
	- Duplicate rows found and removed: 237
	- Clean data shape: (15947, 17)
	- Unique revision_ids: 15947 \| Data Shape: 15947 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (15475, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_mnwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.759356677532196
	- confusion_matrix_mnwiki.png saved!
	- False Positive Rate is: 0.14961234895578682
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 12175 2142
	reverted 593 565


	============ - azbwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (5036, 17)
	- Duplicate rows found and removed: 39
	- Clean data shape: (4997, 17)
	- Unique revision_ids: 4997 \| Data Shape: 4997 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (4869, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_azbwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.6210681200027466
	- confusion_matrix_azbwiki.png saved!
	- False Positive Rate is: 0.14925373134328357
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 3819 670
	reverted 39 341


	============ - guwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (7997, 17)
	- Duplicate rows found and removed: 283
	- Clean data shape: (7714, 17)
	- Unique revision_ids: 7714 \| Data Shape: 7714 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (7196, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_guwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.3249874413013458
	- confusion_matrix_guwiki.png saved!
	- False Positive Rate is: 0.150709805216243
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 5145 913
	reverted 48 1090


	============ - brwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (23918, 17)
	- Duplicate rows found and removed: 767
	- Clean data shape: (23151, 17)
	- Unique revision_ids: 23151 \| Data Shape: 23151 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (22932, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_brwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.5656294822692871
	- confusion_matrix_brwiki.png saved!
	- False Positive Rate is: 0.14589478318291876
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 19401 3314
	reverted 76 141


	============ - warwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (100096, 17)
	- Duplicate rows found and removed: 65
	- Clean data shape: (100031, 17)
	- Unique revision_ids: 100031 \| Data Shape: 100031 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (99898, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_warwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.1372111439704895
	- confusion_matrix_warwiki.png saved!
	- False Positive Rate is: 0.12320709833482218
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 87354 12275
	reverted 4 265


	============ - siwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (14475, 17)
	- Duplicate rows found and removed: 169
	- Clean data shape: (14306, 17)
	- Unique revision_ids: 14306 \| Data Shape: 14306 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (13773, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_siwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.6435396075248718
	- confusion_matrix_siwiki.png saved!
	- False Positive Rate is: 0.15085417937766932
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 11134 1978
	reverted 76 585


	============ - minwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (9955, 17)
	- Duplicate rows found and removed: 43
	- Clean data shape: (9912, 17)
	- Unique revision_ids: 9912 \| Data Shape: 9912 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (9850, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_minwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.17035524547100067
	- confusion_matrix_minwiki.png saved!
	- False Positive Rate is: 0.15234974915531893
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 8279 1488
	reverted 2 81


	============ - wuuwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (11232, 17)
	- Duplicate rows found and removed: 62
	- Clean data shape: (11170, 17)
	- Unique revision_ids: 11170 \| Data Shape: 11170 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (10850, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_wuuwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.4011421799659729
	- confusion_matrix_wuuwiki.png saved!
	- False Positive Rate is: 0.15026799387442571
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 8878 1570
	reverted 35 367


	============ - sowiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (5870, 17)
	- Duplicate rows found and removed: 325
	- Clean data shape: (5545, 17)
	- Unique revision_ids: 5545 \| Data Shape: 5545 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (5308, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_sowiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.9336830377578735
	- confusion_matrix_sowiki.png saved!
	- False Positive Rate is: 0.15108783239323126
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 4214 750
	reverted 229 115


	============ - orwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (10688, 17)
	- Duplicate rows found and removed: 29
	- Clean data shape: (10659, 17)
	- Unique revision_ids: 10659 \| Data Shape: 10659 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (10629, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_orwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.2776014506816864
	- confusion_matrix_orwiki.png saved!
	- False Positive Rate is: 0.14711033274956217
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 8766 1512
	reverted 94 257


	============ - tgwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (6459, 17)
	- Duplicate rows found and removed: 17
	- Clean data shape: (6442, 17)
	- Unique revision_ids: 6442 \| Data Shape: 6442 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (6396, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_tgwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.7084928154945374
	- confusion_matrix_tgwiki.png saved!
	- False Positive Rate is: 0.15035720219305532
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 5114 905
	reverted 56 321


	============ - yiwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (1017, 17)
	- Duplicate rows found and removed: 42
	- Clean data shape: (975, 17)
	- Unique revision_ids: 975 \| Data Shape: 975 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (915, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_yiwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.9127264022827148
	- confusion_matrix_yiwiki.png saved!
	- False Positive Rate is: 0.1519302615193026
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 681 122
	reverted 35 77


	============ - avkwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (403, 17)
	- Duplicate rows found and removed: 2
	- Clean data shape: (401, 17)
	- Unique revision_ids: 401 \| Data Shape: 401 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (389, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_avkwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.6609903573989868
	- confusion_matrix_avkwiki.png saved!
	- False Positive Rate is: 0.0582010582010582
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 356 22
	reverted 3 8


	============ - kywiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (15408, 17)
	- Duplicate rows found and removed: 195
	- Clean data shape: (15213, 17)
	- Unique revision_ids: 15213 \| Data Shape: 15213 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (14849, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_kywiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.4734741747379303
	- confusion_matrix_kywiki.png saved!
	- False Positive Rate is: 0.14982746721877158
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 12319 2171
	reverted 52 307


	============ - zh_min_nanwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (10256, 17)
	- Duplicate rows found and removed: 66
	- Clean data shape: (10190, 17)
	- Unique revision_ids: 10190 \| Data Shape: 10190 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (10076, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_zh_min_nanwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.8590548634529114
	- confusion_matrix_zh_min_nanwiki.png saved!
	- False Positive Rate is: 0.14965291955900367
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 8330 1466
	reverted 180 100


	============ - kmwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (6365, 17)
	- Duplicate rows found and removed: 108
	- Clean data shape: (6257, 17)
	- Unique revision_ids: 6257 \| Data Shape: 6257 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (6125, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_kmwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.8932412266731262
	- confusion_matrix_kmwiki.png saved!
	- False Positive Rate is: 0.15156196361139718
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 4943 883
	reverted 158 141


	============ - zh_classicalwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (1503, 17)
	- Duplicate rows found and removed: 5
	- Clean data shape: (1498, 17)
	- Unique revision_ids: 1498 \| Data Shape: 1498 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (1444, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_zh_classicalwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.8159477710723877
	- confusion_matrix_zh_classicalwiki.png saved!
	- False Positive Rate is: 0.14254224834680382
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 1167 194
	reverted 10 73


	============ - hywwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (3077, 17)
	- Duplicate rows found and removed: 55
	- Clean data shape: (3022, 17)
	- Unique revision_ids: 3022 \| Data Shape: 3022 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (3000, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_hywwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.36386242508888245
	- confusion_matrix_hywwiki.png saved!
	- False Positive Rate is: 0.16043507817811012
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 2470 472
	reverted 5 53


	============ - alswiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (3247, 17)
	- Duplicate rows found and removed: 74
	- Clean data shape: (3173, 17)
	- Unique revision_ids: 3173 \| Data Shape: 3173 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (2987, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_alswiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.6351034641265869
	- confusion_matrix_alswiki.png saved!
	- False Positive Rate is: 0.14942528735632185
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 2146 377
	reverted 21 443


	============ - fywiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (9246, 17)
	- Duplicate rows found and removed: 3
	- Clean data shape: (9243, 17)
	- Unique revision_ids: 9243 \| Data Shape: 9243 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (9212, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_fywiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.5464207530021667
	- confusion_matrix_fywiki.png saved!
	- False Positive Rate is: 0.15011013215859031
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 7717 1363
	reverted 36 96


	============ - anwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (25105, 17)
	- Duplicate rows found and removed: 56
	- Clean data shape: (25049, 17)
	- Unique revision_ids: 25049 \| Data Shape: 25049 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (24873, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_anwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.3275045156478882
	- confusion_matrix_anwiki.png saved!
	- False Positive Rate is: 0.15239760849229267
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 20840 3747
	reverted 19 267


	============ - suwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (4387, 17)
	- Duplicate rows found and removed: 81
	- Clean data shape: (4306, 17)
	- Unique revision_ids: 4306 \| Data Shape: 4306 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (4211, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_suwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.7814511656761169
	- confusion_matrix_suwiki.png saved!
	- False Positive Rate is: 0.149812734082397
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 3405 600
	reverted 91 115

	============ - yowiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (4231, 17)
	- Duplicate rows found and removed: 22
	- Clean data shape: (4209, 17)
	- Unique revision_ids: 4209 \| Data Shape: 4209 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (4143, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_yowiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.832072913646698
	- confusion_matrix_yowiki.png saved!
	- False Positive Rate is: 0.14874596473801838
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 3428 599
	reverted 33 83


	============ - arywiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (22620, 17)
	- Duplicate rows found and removed: 14
	- Clean data shape: (22606, 17)
	- Unique revision_ids: 22606 \| Data Shape: 22606 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (22555, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_arywiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.11711876094341278
	- confusion_matrix_arywiki.png saved!
	- False Positive Rate is: 0.15008499597387492
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 18999 3355
	reverted 36 165


	============ - sdwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (15947, 17)
	- Duplicate rows found and removed: 0
	- Clean data shape: (15947, 17)
	- Unique revision_ids: 15947 \| Data Shape: 15947 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (15929, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_sdwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.4532212018966675
	- confusion_matrix_sdwiki.png saved!
	- False Positive Rate is: 0.1492377472596699
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 13505 2369
	reverted 47 8


	============ - vecwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (1778, 17)
	- Duplicate rows found and removed: 111
	- Clean data shape: (1667, 17)
	- Unique revision_ids: 1667 \| Data Shape: 1667 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (1566, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_vecwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.6318691968917847
	- confusion_matrix_vecwiki.png saved!
	- False Positive Rate is: 0.14884979702300405
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 1258 220
	reverted 11 77


	============ - pswiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (3929, 17)
	- Duplicate rows found and removed: 43
	- Clean data shape: (3886, 17)
	- Unique revision_ids: 3886 \| Data Shape: 3886 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (3822, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_pswiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.5818879008293152
	- confusion_matrix_pswiki.png saved!
	- False Positive Rate is: 0.15012106537530268
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 3159 558
	reverted 34 71


	============ - ndswiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (3549, 17)
	- Duplicate rows found and removed: 19
	- Clean data shape: (3530, 17)
	- Unique revision_ids: 3530 \| Data Shape: 3530 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (3460, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_ndswiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.7050349712371826
	- confusion_matrix_ndswiki.png saved!
	- False Positive Rate is: 0.1526080476900149
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 2843 512
	reverted 21 84


	============ - banwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (5769, 17)
	- Duplicate rows found and removed: 39
	- Clean data shape: (5730, 17)
	- Unique revision_ids: 5730 \| Data Shape: 5730 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (5662, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_banwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.7351230978965759
	- confusion_matrix_banwiki.png saved!
	- False Positive Rate is: 0.14884055365809815
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 4735 828
	reverted 27 72


	============ - sahwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (1471, 17)
	- Duplicate rows found and removed: 20
	- Clean data shape: (1451, 17)
	- Unique revision_ids: 1451 \| Data Shape: 1451 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (1417, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_sahwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.8460126519203186
	- confusion_matrix_sahwiki.png saved!
	- False Positive Rate is: 0.15631848064280496
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 1155 214
	reverted 15 33


	============ - tcywiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (8416, 17)
	- Duplicate rows found and removed: 10
	- Clean data shape: (8406, 17)
	- Unique revision_ids: 8406 \| Data Shape: 8406 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (8381, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_tcywiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.27785277366638184
	- confusion_matrix_tcywiki.png saved!
	- False Positive Rate is: 0.15046268477346472
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 7069 1252
	reverted 43 17


	============ - lijwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (4380, 17)
	- Duplicate rows found and removed: 313
	- Clean data shape: (4067, 17)
	- Unique revision_ids: 4067 \| Data Shape: 4067 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (4048, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_lijwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.3695965111255646
	- confusion_matrix_lijwiki.png saved!
	- False Positive Rate is: 0.14054726368159204
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 3455 565
	reverted 3 25


	============ - lmowiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (12464, 17)
	- Duplicate rows found and removed: 174
	- Clean data shape: (12290, 17)
	- Unique revision_ids: 12290 \| Data Shape: 12290 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (12185, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_lmowiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.21587315201759338
	- confusion_matrix_lmowiki.png saved!
	- False Positive Rate is: 0.1484974958263773
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 10201 1779
	reverted 28 177


	============ - barwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (2160, 17)
	- Duplicate rows found and removed: 24
	- Clean data shape: (2136, 17)
	- Unique revision_ids: 2136 \| Data Shape: 2136 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (2081, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_barwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.7210271954536438
	- confusion_matrix_barwiki.png saved!
	- False Positive Rate is: 0.1496023856858847
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 1711 301
	reverted 10 59


	============ - bclwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (5677, 17)
	- Duplicate rows found and removed: 30
	- Clean data shape: (5647, 17)
	- Unique revision_ids: 5647 \| Data Shape: 5647 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (5556, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_bclwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.4005255103111267
	- confusion_matrix_bclwiki.png saved!
	- False Positive Rate is: 0.16381057674590013
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 4538 889
	reverted 26 103


	============ - cvwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (4718, 17)
	- Duplicate rows found and removed: 3
	- Clean data shape: (4715, 17)
	- Unique revision_ids: 4715 \| Data Shape: 4715 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (4689, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_cvwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.43576115369796753
	- confusion_matrix_cvwiki.png saved!
	- False Positive Rate is: 0.14930182599355532
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 3960 695
	reverted 5 29


	============ - mtwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (4454, 17)
	- Duplicate rows found and removed: 7
	- Clean data shape: (4447, 17)
	- Unique revision_ids: 4447 \| Data Shape: 4447 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (4430, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_mtwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.5258171558380127
	- confusion_matrix_mtwiki.png saved!
	- False Positive Rate is: 0.14901960784313725
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 3689 646
	reverted 36 59


	============ - iawiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (3487, 17)
	- Duplicate rows found and removed: 303
	- Clean data shape: (3184, 17)
	- Unique revision_ids: 3184 \| Data Shape: 3184 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (2648, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_iawiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.5953251719474792
	- confusion_matrix_iawiki.png saved!
	- False Positive Rate is: 0.14973694860380413
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 2101 370
	reverted 48 129


	============ - szywiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (852, 17)
	- Duplicate rows found and removed: 2
	- Clean data shape: (850, 17)
	- Unique revision_ids: 850 \| Data Shape: 850 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (847, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_szywiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.35294532775878906
	- confusion_matrix_szywiki.png saved!
	- False Positive Rate is: 0.13539192399049882
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 728 114
	reverted 0 5


	============ - cvwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (4718, 17)
	- Duplicate rows found and removed: 3
	- Clean data shape: (4715, 17)
	- Unique revision_ids: 4715 \| Data Shape: 4715 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (4689, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_cvwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.43576115369796753
	- confusion_matrix_cvwiki.png saved!
	- False Positive Rate is: 0.14930182599355532
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 3960 695
	reverted 5 29


	============ - mtwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (4454, 17)
	- Duplicate rows found and removed: 7
	- Clean data shape: (4447, 17)
	- Unique revision_ids: 4447 \| Data Shape: 4447 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (4430, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_mtwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.5258171558380127
	- confusion_matrix_mtwiki.png saved!
	- False Positive Rate is: 0.14901960784313725
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 3689 646
	reverted 36 59


	============ - iawiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (3487, 17)
	- Duplicate rows found and removed: 303
	- Clean data shape: (3184, 17)
	- Unique revision_ids: 3184 \| Data Shape: 3184 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (2648, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_iawiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.5953251719474792
	- confusion_matrix_iawiki.png saved!
	- False Positive Rate is: 0.14973694860380413
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 2101 370
	reverted 48 129


	============ - szywiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (852, 17)
	- Duplicate rows found and removed: 2
	- Clean data shape: (850, 17)
	- Unique revision_ids: 850 \| Data Shape: 850 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (847, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_szywiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.35294532775878906
	- confusion_matrix_szywiki.png saved!
	- False Positive Rate is: 0.13539192399049882
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 728 114
	reverted 0 5


	============ - pnbwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (7273, 17)
	- Duplicate rows found and removed: 13
	- Clean data shape: (7260, 17)
	- Unique revision_ids: 7260 \| Data Shape: 7260 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (7217, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_pnbwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.32891952991485596
	- confusion_matrix_pnbwiki.png saved!
	- False Positive Rate is: 0.15066202090592334
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 6094 1081
	reverted 6 36


	============ - scwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (921, 17)
	- Duplicate rows found and removed: 4
	- Clean data shape: (917, 17)
	- Unique revision_ids: 917 \| Data Shape: 917 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (884, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_scwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.6216806173324585
	- confusion_matrix_scwiki.png saved!
	- False Positive Rate is: 0.15058823529411763
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 722 128
	reverted 8 26


	============ - cewiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (16255, 17)
	- Duplicate rows found and removed: 16
	- Clean data shape: (16239, 17)
	- Unique revision_ids: 16239 \| Data Shape: 16239 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (16222, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_cewiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.4421550929546356
	- confusion_matrix_cewiki.png saved!
	- False Positive Rate is: 0.15128284389489954
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 13728 2447
	reverted 8 39


	============ - vowiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (3479, 17)
	- Duplicate rows found and removed: 36
	- Clean data shape: (3443, 17)
	- Unique revision_ids: 3443 \| Data Shape: 3443 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (3405, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_vowiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.21234892308712006
	- confusion_matrix_vowiki.png saved!
	- False Positive Rate is: 0.15004439183190293
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 2872 507
	reverted 2 24


	============ - tkwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (3857, 17)
	- Duplicate rows found and removed: 64
	- Clean data shape: (3793, 17)
	- Unique revision_ids: 3793 \| Data Shape: 3793 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (3721, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_tkwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.8397768139839172
	- confusion_matrix_tkwiki.png saved!
	- False Positive Rate is: 0.151440329218107
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 3093 552
	reverted 24 52


	============ - iowiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (7409, 17)
	- Duplicate rows found and removed: 13
	- Clean data shape: (7396, 17)
	- Unique revision_ids: 7396 \| Data Shape: 7396 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (7354, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_iowiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.4195224344730377
	- confusion_matrix_iowiki.png saved!
	- False Positive Rate is: 0.15097715386732727
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 6169 1097
	reverted 35 53


	============ - mnwwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (733, 17)
	- Duplicate rows found and removed: 0
	- Clean data shape: (733, 17)
	- Unique revision_ids: 733 \| Data Shape: 733 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (733, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_mnwwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.3484097719192505
	- confusion_matrix_mnwwiki.png saved!
	- False Positive Rate is: 0.12978142076502733
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 637 95
	reverted 1 0


	============ - sawiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (1247, 17)
	- Duplicate rows found and removed: 2
	- Clean data shape: (1245, 17)
	- Unique revision_ids: 1245 \| Data Shape: 1245 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (1178, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_sawiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.797757089138031
	- confusion_matrix_sawiki.png saved!
	- False Positive Rate is: 0.14841628959276018
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 941 164
	reverted 27 46


	============ - quwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (1905, 17)
	- Duplicate rows found and removed: 9
	- Clean data shape: (1896, 17)
	- Unique revision_ids: 1896 \| Data Shape: 1896 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (1869, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_quwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.6781440377235413
	- confusion_matrix_quwiki.png saved!
	- False Positive Rate is: 0.16584833606110203
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 1529 304
	reverted 8 28


	============ - crhwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (1792, 17)
	- Duplicate rows found and removed: 15
	- Clean data shape: (1777, 17)
	- Unique revision_ids: 1777 \| Data Shape: 1777 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (1753, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_crhwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.750942051410675
	- confusion_matrix_crhwiki.png saved!
	- False Positive Rate is: 0.15029239766081873
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 1453 257
	reverted 6 37


	============ - bhwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (3561, 17)
	- Duplicate rows found and removed: 67
	- Clean data shape: (3494, 17)
	- Unique revision_ids: 3494 \| Data Shape: 3494 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (3376, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_bhwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.3270818591117859
	- confusion_matrix_bhwiki.png saved!
	- False Positive Rate is: 0.1329605467536502
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 2791 428
	reverted 4 153


	============ - lowiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (5248, 17)
	- Duplicate rows found and removed: 38
	- Clean data shape: (5210, 17)
	- Unique revision_ids: 5210 \| Data Shape: 5210 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (5150, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_lowiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.5496832728385925
	- confusion_matrix_lowiki.png saved!
	- False Positive Rate is: 0.15178571428571427
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 4275 765
	reverted 26 84


	============ - maiwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (2009, 17)
	- Duplicate rows found and removed: 47
	- Clean data shape: (1962, 17)
	- Unique revision_ids: 1962 \| Data Shape: 1962 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (1915, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_maiwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.42570507526397705
	- confusion_matrix_maiwiki.png saved!
	- False Positive Rate is: 0.16657652785289345
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 1541 308
	reverted 1 65


	============ - diqwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (2705, 17)
	- Duplicate rows found and removed: 35
	- Clean data shape: (2670, 17)
	- Unique revision_ids: 2670 \| Data Shape: 2670 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (2575, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_diqwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.5013527870178223
	- confusion_matrix_diqwiki.png saved!
	- False Positive Rate is: 0.14007308160779536
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 2118 345
	reverted 14 98


	============ - liwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (5884, 17)
	- Duplicate rows found and removed: 8
	- Clean data shape: (5876, 17)
	- Unique revision_ids: 5876 \| Data Shape: 5876 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (5833, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_liwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.5055482983589172
	- confusion_matrix_liwiki.png saved!
	- False Positive Rate is: 0.14946928832434314
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 4888 859
	reverted 36 50


	============ - nds_nlwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (502, 17)
	- Duplicate rows found and removed: 4
	- Clean data shape: (498, 17)
	- Unique revision_ids: 498 \| Data Shape: 498 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (486, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_nds_nlwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.8951061367988586
	- confusion_matrix_nds_nlwiki.png saved!
	- False Positive Rate is: 0.1522248243559719
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 362 65
	reverted 35 24


	============ - fowiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (2774, 17)
	- Duplicate rows found and removed: 36
	- Clean data shape: (2738, 17)
	- Unique revision_ids: 2738 \| Data Shape: 2738 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (2524, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_fowiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.8035809993743896
	- confusion_matrix_fowiki.png saved!
	- False Positive Rate is: 0.15061224489795919
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 2081 369
	reverted 18 56


	============ - iewiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (2922, 17)
	- Duplicate rows found and removed: 5
	- Clean data shape: (2917, 17)
	- Unique revision_ids: 2917 \| Data Shape: 2917 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (2893, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_iewiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.5032959580421448
	- confusion_matrix_iewiki.png saved!
	- False Positive Rate is: 0.12857142857142856
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 2501 369
	reverted 5 18


	============ - kwwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (2258, 17)
	- Duplicate rows found and removed: 22
	- Clean data shape: (2236, 17)
	- Unique revision_ids: 2236 \| Data Shape: 2236 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (2216, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_kwwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.5901607871055603
	- confusion_matrix_kwwiki.png saved!
	- False Positive Rate is: 0.1548974943052392
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 1855 340
	reverted 7 14


	============ - htwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (9527, 17)
	- Duplicate rows found and removed: 56
	- Clean data shape: (9471, 17)
	- Unique revision_ids: 9471 \| Data Shape: 9471 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (9423, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_htwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.4185045063495636
	- confusion_matrix_htwiki.png saved!
	- False Positive Rate is: 0.14988742360887744
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 7929 1398
	reverted 20 76


	============ - oswiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (9620, 17)
	- Duplicate rows found and removed: 12
	- Clean data shape: (9608, 17)
	- Unique revision_ids: 9608 \| Data Shape: 9608 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (9584, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_oswiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.3149448037147522
	- confusion_matrix_oswiki.png saved!
	- False Positive Rate is: 0.14967985724782198
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 8101 1426
	reverted 30 27


	============ - igwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (12511, 17)
	- Duplicate rows found and removed: 23
	- Clean data shape: (12488, 17)
	- Unique revision_ids: 12488 \| Data Shape: 12488 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (12402, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_igwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.3341909348964691
	- confusion_matrix_igwiki.png saved!
	- False Positive Rate is: 0.159463850528026
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 10347 1963
	reverted 52 40


	============ - pmswiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (1613, 17)
	- Duplicate rows found and removed: 20
	- Clean data shape: (1593, 17)
	- Unique revision_ids: 1593 \| Data Shape: 1593 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (1529, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_pmswiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.8976967334747314
	- confusion_matrix_pmswiki.png saved!
	- False Positive Rate is: 0.15279672578444747
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 1242 224
	reverted 45 18


	============ - myvwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (327, 17)
	- Duplicate rows found and removed: 0
	- Clean data shape: (327, 17)
	- Unique revision_ids: 327 \| Data Shape: 327 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (325, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_myvwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.4775513708591461
	- confusion_matrix_myvwiki.png saved!
	- False Positive Rate is: 0.2006172839506173
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 259 65
	reverted 1 0


	============ - acewiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (652, 17)
	- Duplicate rows found and removed: 30
	- Clean data shape: (622, 17)
	- Unique revision_ids: 622 \| Data Shape: 622 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (521, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_acewiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.8583618402481079
	- confusion_matrix_acewiki.png saved!
	- False Positive Rate is: 0.1543778801843318
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 367 67
	reverted 29 58


	============ - abwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (2116, 17)
	- Duplicate rows found and removed: 38
	- Clean data shape: (2078, 17)
	- Unique revision_ids: 2078 \| Data Shape: 2078 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (2004, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_abwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.6387686729431152
	- confusion_matrix_abwiki.png saved!
	- False Positive Rate is: 0.14984059511158343
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 1600 282
	reverted 17 105


	============ - tyvwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (958, 17)
	- Duplicate rows found and removed: 6
	- Clean data shape: (952, 17)
	- Unique revision_ids: 952 \| Data Shape: 952 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (944, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_tyvwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.7302069067955017
	- confusion_matrix_tyvwiki.png saved!
	- False Positive Rate is: 0.14683815648445875
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 796 137
	reverted 2 9


	============ - gdwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (1116, 17)
	- Duplicate rows found and removed: 6
	- Clean data shape: (1110, 17)
	- Unique revision_ids: 1110 \| Data Shape: 1110 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (1094, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_gdwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.6253749132156372
	- confusion_matrix_gdwiki.png saved!
	- False Positive Rate is: 0.17580340264650285
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 872 186
	reverted 8 28


	============ - mznwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (41589, 17)
	- Duplicate rows found and removed: 39
	- Clean data shape: (41550, 17)
	- Unique revision_ids: 41550 \| Data Shape: 41550 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (41077, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_mznwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.1651594638824463
	- confusion_matrix_mznwiki.png saved!
	- False Positive Rate is: 0.14594153435227777
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 34533 5901
	reverted 2 641


	============ - mgwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (23484, 17)
	- Duplicate rows found and removed: 131
	- Clean data shape: (23353, 17)
	- Unique revision_ids: 23353 \| Data Shape: 23353 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (23219, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_mgwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.8254655599594116
	- confusion_matrix_mgwiki.png saved!
	- False Positive Rate is: 0.149770089774469
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 19415 3420
	reverted 209 175


	============ - cowiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (1921, 17)
	- Duplicate rows found and removed: 42
	- Clean data shape: (1879, 17)
	- Unique revision_ids: 1879 \| Data Shape: 1879 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (1781, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_cowiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.8178458213806152
	- confusion_matrix_cowiki.png saved!
	- False Positive Rate is: 0.1487553126897389
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 1402 245
	reverted 35 99


	============ - xmfwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (10891, 17)
	- Duplicate rows found and removed: 5
	- Clean data shape: (10886, 17)
	- Unique revision_ids: 10886 \| Data Shape: 10886 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (10846, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_xmfwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.14220458269119263
	- confusion_matrix_xmfwiki.png saved!
	- False Positive Rate is: 0.14713263314434427
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 9176 1583
	reverted 40 47


	============ - wawiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (2550, 17)
	- Duplicate rows found and removed: 5
	- Clean data shape: (2545, 17)
	- Unique revision_ids: 2545 \| Data Shape: 2545 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (2526, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_wawiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.6133654117584229
	- confusion_matrix_wawiki.png saved!
	- False Positive Rate is: 0.15860966839792248
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 2106 397
	reverted 6 17


	============ - nqowiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (336, 17)
	- Duplicate rows found and removed: 4
	- Clean data shape: (332, 17)
	- Unique revision_ids: 332 \| Data Shape: 332 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (317, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_nqowiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.7342619299888611
	- confusion_matrix_nqowiki.png saved!
	- False Positive Rate is: 0.18506493506493507
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 251 57
	reverted 6 3


	============ - pcdwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (1939, 17)
	- Duplicate rows found and removed: 50
	- Clean data shape: (1889, 17)
	- Unique revision_ids: 1889 \| Data Shape: 1889 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (1853, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_pcdwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.5277352929115295
	- confusion_matrix_pcdwiki.png saved!
	- False Positive Rate is: 0.14205186020293123
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 1522 252
	reverted 10 69


	============ - amwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (2892, 17)
	- Duplicate rows found and removed: 273
	- Clean data shape: (2619, 17)
	- Unique revision_ids: 2619 \| Data Shape: 2619 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (2296, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_amwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.9134624600410461
	- confusion_matrix_amwiki.png saved!
	- False Positive Rate is: 0.15059308922124806
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 1647 292
	reverted 160 197


	============ - emlwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (1211, 17)
	- Duplicate rows found and removed: 5
	- Clean data shape: (1206, 17)
	- Unique revision_ids: 1206 \| Data Shape: 1206 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (1184, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_emlwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.6133654117584229
	- confusion_matrix_emlwiki.png saved!
	- False Positive Rate is: 0.16013925152306355
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 965 184
	reverted 5 30


	============ - scnwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (16480, 17)
	- Duplicate rows found and removed: 17
	- Clean data shape: (16463, 17)
	- Unique revision_ids: 16463 \| Data Shape: 16463 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (16393, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_scnwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.4262775778770447
	- confusion_matrix_scnwiki.png saved!
	- False Positive Rate is: 0.15029080559336716
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 13733 2429
	reverted 114 117


	============ - zuwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (1943, 17)
	- Duplicate rows found and removed: 20
	- Clean data shape: (1923, 17)
	- Unique revision_ids: 1923 \| Data Shape: 1923 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (1864, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_zuwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.7980137467384338
	- confusion_matrix_zuwiki.png saved!
	- False Positive Rate is: 0.1474036850921273
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 1527 264
	reverted 29 44


	============ - lldwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (3069, 17)
	- Duplicate rows found and removed: 7
	- Clean data shape: (3062, 17)
	- Unique revision_ids: 3062 \| Data Shape: 3062 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (3020, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_lldwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.4878181219100952
	- confusion_matrix_lldwiki.png saved!
	- False Positive Rate is: 0.16341627437794218
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 2488 486
	reverted 11 35


	============ - bjnwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (1523, 17)
	- Duplicate rows found and removed: 7
	- Clean data shape: (1516, 17)
	- Unique revision_ids: 1516 \| Data Shape: 1516 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (1479, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_bjnwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.6133654117584229
	- confusion_matrix_bjnwiki.png saved!
	- False Positive Rate is: 0.12642045454545456
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 1230 178
	reverted 10 61


	============ - frrwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (1132, 17)
	- Duplicate rows found and removed: 2
	- Clean data shape: (1130, 17)
	- Unique revision_ids: 1130 \| Data Shape: 1130 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (1120, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_frrwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.65794438123703
	- confusion_matrix_frrwiki.png saved!
	- False Positive Rate is: 0.15170278637770898
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 822 147
	reverted 123 28


	============ - bat_smgwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (378, 17)
	- Duplicate rows found and removed: 7
	- Clean data shape: (371, 17)
	- Unique revision_ids: 371 \| Data Shape: 371 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (343, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_bat_smgwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.7381485104560852
	- confusion_matrix_bat_smgwiki.png saved!
	- False Positive Rate is: 0.1501597444089457
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 266 47
	reverted 7 23


	============ - sewiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (195, 17)
	- Duplicate rows found and removed: 2
	- Clean data shape: (193, 17)
	- Unique revision_ids: 193 \| Data Shape: 193 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (180, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_sewiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.8541494011878967
	- confusion_matrix_sewiki.png saved!
	- False Positive Rate is: 0.1532258064516129
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 105 19
	reverted 39 17


	============ - lfnwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (320, 17)
	- Duplicate rows found and removed: 3
	- Clean data shape: (317, 17)
	- Unique revision_ids: 317 \| Data Shape: 317 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (300, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_lfnwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.804692268371582
	- confusion_matrix_lfnwiki.png saved!
	- False Positive Rate is: 0.14736842105263157
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 243 42
	reverted 4 11


	============ - vepwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (4682, 17)
	- Duplicate rows found and removed: 0
	- Clean data shape: (4682, 17)
	- Unique revision_ids: 4682 \| Data Shape: 4682 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (4669, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_vepwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.284596711397171
	- confusion_matrix_vepwiki.png saved!
	- False Positive Rate is: 0.15042918454935622
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 3959 701
	reverted 3 6


	============ - kabwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (845, 17)
	- Duplicate rows found and removed: 182
	- Clean data shape: (663, 17)
	- Unique revision_ids: 663 \| Data Shape: 663 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (649, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_kabwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.874995231628418
	- confusion_matrix_kabwiki.png saved!
	- False Positive Rate is: 0.11305732484076433
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 557 71
	reverted 9 12


	============ - ruewiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (4294, 17)
	- Duplicate rows found and removed: 31
	- Clean data shape: (4263, 17)
	- Unique revision_ids: 4263 \| Data Shape: 4263 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (4172, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_ruewiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.47483348846435547
	- confusion_matrix_ruewiki.png saved!
	- False Positive Rate is: 0.15271914576607898
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 3412 615
	reverted 22 123


	============ - ugwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (7340, 17)
	- Duplicate rows found and removed: 0
	- Clean data shape: (7340, 17)
	- Unique revision_ids: 7340 \| Data Shape: 7340 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (7331, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_ugwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.33279338479042053
	- confusion_matrix_ugwiki.png saved!
	- False Positive Rate is: 0.15025269771889085
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 6221 1100
	reverted 4 6


	============ - lezwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (338, 17)
	- Duplicate rows found and removed: 0
	- Clean data shape: (338, 17)
	- Unique revision_ids: 338 \| Data Shape: 338 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (338, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_lezwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.882215678691864
	- confusion_matrix_lezwiki.png saved!
	- False Positive Rate is: 0.15
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 272 48
	reverted 1 17


	============ - szlwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (1874, 17)
	- Duplicate rows found and removed: 35
	- Clean data shape: (1839, 17)
	- Unique revision_ids: 1839 \| Data Shape: 1839 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (1728, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_szlwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.6092071533203125
	- confusion_matrix_szlwiki.png saved!
	- False Positive Rate is: 0.14799025578562727
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 1399 243
	reverted 11 75


	============ - frpwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (287, 17)
	- Duplicate rows found and removed: 7
	- Clean data shape: (280, 17)
	- Unique revision_ids: 280 \| Data Shape: 280 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (270, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_frpwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.8332036137580872
	- confusion_matrix_frpwiki.png saved!
	- False Positive Rate is: 0.1646586345381526
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 208 41
	reverted 9 12

	============ - olowiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (492, 17)
	- Duplicate rows found and removed: 1
	- Clean data shape: (491, 17)
	- Unique revision_ids: 491 \| Data Shape: 491 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (481, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_olowiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.615082323551178
	- confusion_matrix_olowiki.png saved!
	- False Positive Rate is: 0.1670235546038544
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 389 78
	reverted 3 11


	============ - bpywiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (644, 17)
	- Duplicate rows found and removed: 32
	- Clean data shape: (612, 17)
	- Unique revision_ids: 612 \| Data Shape: 612 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (567, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_bpywiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.9044924974441528
	- confusion_matrix_bpywiki.png saved!
	- False Positive Rate is: 0.1461864406779661
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 403 69
	reverted 30 65


	============ - rwwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (11713, 17)
	- Duplicate rows found and removed: 23
	- Clean data shape: (11690, 17)
	- Unique revision_ids: 11690 \| Data Shape: 11690 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (11592, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_rwwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.6023024320602417
	- confusion_matrix_rwwiki.png saved!
	- False Positive Rate is: 0.15309842041312272
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 9758 1764
	reverted 24 46


	============ - mhrwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (1037, 17)
	- Duplicate rows found and removed: 16
	- Clean data shape: (1021, 17)
	- Unique revision_ids: 1021 \| Data Shape: 1021 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (999, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_mhrwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.8115577101707458
	- confusion_matrix_mhrwiki.png saved!
	- False Positive Rate is: 0.14681724845995894
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 831 143
	reverted 6 19


	============ - gorwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (1652, 17)
	- Duplicate rows found and removed: 66
	- Clean data shape: (1586, 17)
	- Unique revision_ids: 1586 \| Data Shape: 1586 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (1509, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_gorwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.6311735510826111
	- confusion_matrix_gorwiki.png saved!
	- False Positive Rate is: 0.153954802259887
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 1198 218
	reverted 15 78


	============ - dsbwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (708, 17)
	- Duplicate rows found and removed: 5
	- Clean data shape: (703, 17)
	- Unique revision_ids: 703 \| Data Shape: 703 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (688, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_dsbwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.8436957001686096
	- confusion_matrix_dsbwiki.png saved!
	- False Positive Rate is: 0.14754098360655737
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 572 99
	reverted 8 9


	============ - rmwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (890, 17)
	- Duplicate rows found and removed: 0
	- Clean data shape: (890, 17)
	- Unique revision_ids: 890 \| Data Shape: 890 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (861, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_rmwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.7736589908599854
	- confusion_matrix_rmwiki.png saved!
	- False Positive Rate is: 0.15222772277227722
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 685 123
	reverted 31 22


	============ - glkwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (41120, 17)
	- Duplicate rows found and removed: 179
	- Clean data shape: (40941, 17)
	- Unique revision_ids: 40941 \| Data Shape: 40941 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (40369, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_glkwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.21582037210464478
	- confusion_matrix_glkwiki.png saved!
	- False Positive Rate is: 0.1461611232822147
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 34297 5871
	reverted 12 189


	============ - napwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (837, 17)
	- Duplicate rows found and removed: 6
	- Clean data shape: (831, 17)
	- Unique revision_ids: 831 \| Data Shape: 831 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (807, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_napwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.9015378952026367
	- confusion_matrix_napwiki.png saved!
	- False Positive Rate is: 0.14657534246575343
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 623 107
	reverted 36 41


	============ - gnwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (1683, 17)
	- Duplicate rows found and removed: 4
	- Clean data shape: (1679, 17)
	- Unique revision_ids: 1679 \| Data Shape: 1679 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (1645, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_gnwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.6133654117584229
	- confusion_matrix_gnwiki.png saved!
	- False Positive Rate is: 0.15346225826575172
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 1357 246
	reverted 4 38


	============ - fiu_vrowiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (440, 17)
	- Duplicate rows found and removed: 2
	- Clean data shape: (438, 17)
	- Unique revision_ids: 438 \| Data Shape: 438 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (420, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_fiu_vrowiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.6267386078834534
	- confusion_matrix_fiu_vrowiki.png saved!
	- False Positive Rate is: 0.14356435643564355
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 346 58
	reverted 7 9


	============ - snwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (713, 17)
	- Duplicate rows found and removed: 24
	- Clean data shape: (689, 17)
	- Unique revision_ids: 689 \| Data Shape: 689 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (636, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_snwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.8449905514717102
	- confusion_matrix_snwiki.png saved!
	- False Positive Rate is: 0.1558219178082192
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 493 91
	reverted 13 39


	============ - hawwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (648, 17)
	- Duplicate rows found and removed: 25
	- Clean data shape: (623, 17)
	- Unique revision_ids: 623 \| Data Shape: 623 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (577, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_hawwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.7269960045814514
	- confusion_matrix_hawwiki.png saved!
	- False Positive Rate is: 0.15180265654648956
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 447 80
	reverted 8 42


	============ - gomwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (524, 17)
	- Duplicate rows found and removed: 2
	- Clean data shape: (522, 17)
	- Unique revision_ids: 522 \| Data Shape: 522 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (507, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_gomwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.791193425655365
	- confusion_matrix_gomwiki.png saved!
	- False Positive Rate is: 0.16359918200409
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 409 80
	reverted 7 11


	============ - atjwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (231, 17)
	- Duplicate rows found and removed: 1
	- Clean data shape: (230, 17)
	- Unique revision_ids: 230 \| Data Shape: 230 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (220, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_atjwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.6775605082511902
	- confusion_matrix_atjwiki.png saved!
	- False Positive Rate is: 0.11650485436893204
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 182 24
	reverted 6 8


	============ - awawiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (985, 17)
	- Duplicate rows found and removed: 20
	- Clean data shape: (965, 17)
	- Unique revision_ids: 965 \| Data Shape: 965 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (914, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_awawiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.7764677405357361
	- confusion_matrix_awawiki.png saved!
	- False Positive Rate is: 0.14801864801864803
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 731 127
	reverted 24 32


	============ - hifwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (6520, 17)
	- Duplicate rows found and removed: 61
	- Clean data shape: (6459, 17)
	- Unique revision_ids: 6459 \| Data Shape: 6459 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (5989, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_hifwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.5998679995536804
	- confusion_matrix_hifwiki.png saved!
	- False Positive Rate is: 0.1495664739884393
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 4708 828
	reverted 43 410


	============ - vlswiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (2929, 17)
	- Duplicate rows found and removed: 3
	- Clean data shape: (2926, 17)
	- Unique revision_ids: 2926 \| Data Shape: 2926 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (2905, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_vlswiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.7379829287528992
	- confusion_matrix_vlswiki.png saved!
	- False Positive Rate is: 0.1499644633972992
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 2392 422
	reverted 31 60


	============ - hsbwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (1658, 17)
	- Duplicate rows found and removed: 23
	- Clean data shape: (1635, 17)
	- Unique revision_ids: 1635 \| Data Shape: 1635 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (1594, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_hsbwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.6192979216575623
	- confusion_matrix_hsbwiki.png saved!
	- False Positive Rate is: 0.14868421052631578
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 1294 226
	reverted 9 65


	============ - papwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (15067, 17)
	- Duplicate rows found and removed: 9
	- Clean data shape: (15058, 17)
	- Unique revision_ids: 15058 \| Data Shape: 15058 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (15015, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_papwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.3176918029785156
	- confusion_matrix_papwiki.png saved!
	- False Positive Rate is: 0.14998307952622675
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 12559 2216
	reverted 80 160


	============ - ilowiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (1793, 17)
	- Duplicate rows found and removed: 102
	- Clean data shape: (1691, 17)
	- Unique revision_ids: 1691 \| Data Shape: 1691 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (1593, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_ilowiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.8618624210357666
	- confusion_matrix_ilowiki.png saved!
	- False Positive Rate is: 0.15263518138261464
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 1238 223
	reverted 24 108


	============ - angwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (2230, 17)
	- Duplicate rows found and removed: 37
	- Clean data shape: (2193, 17)
	- Unique revision_ids: 2193 \| Data Shape: 2193 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (2089, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_angwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.6236856579780579
	- confusion_matrix_angwiki.png saved!
	- False Positive Rate is: 0.15792103948025987
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 1685 316
	reverted 6 82


	============ - udmwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (263, 17)
	- Duplicate rows found and removed: 3
	- Clean data shape: (260, 17)
	- Unique revision_ids: 260 \| Data Shape: 260 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (242, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_udmwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.9283071756362915
	- confusion_matrix_udmwiki.png saved!
	- False Positive Rate is: 0.15486725663716813
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 191 35
	reverted 12 4


	============ - inhwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (1889, 17)
	- Duplicate rows found and removed: 4
	- Clean data shape: (1885, 17)
	- Unique revision_ids: 1885 \| Data Shape: 1885 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (1845, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_inhwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.5125144124031067
	- confusion_matrix_inhwiki.png saved!
	- False Positive Rate is: 0.12583148558758314
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 1577 227
	reverted 11 30


	============ - shnwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (38321, 17)
	- Duplicate rows found and removed: 2
	- Clean data shape: (38319, 17)
	- Unique revision_ids: 38319 \| Data Shape: 38319 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (38297, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_shnwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.39125075936317444
	- confusion_matrix_shnwiki.png saved!
	- False Positive Rate is: 0.14907627583683922
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 32564 5705
	reverted 9 19


	============ - roa_tarawiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (395, 17)
	- Duplicate rows found and removed: 0
	- Clean data shape: (395, 17)
	- Unique revision_ids: 395 \| Data Shape: 395 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (392, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_roa_tarawiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.8557033538818359
	- confusion_matrix_roa_tarawiki.png saved!
	- False Positive Rate is: 0.14397905759162305
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 327 55
	reverted 8 2


	============ - pamwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (1718, 17)
	- Duplicate rows found and removed: 108
	- Clean data shape: (1610, 17)
	- Unique revision_ids: 1610 \| Data Shape: 1610 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (1567, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_pamwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.6135830283164978
	- confusion_matrix_pamwiki.png saved!
	- False Positive Rate is: 0.15053763440860216
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 1185 210
	reverted 8 164


	============ - hakwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (1724, 17)
	- Duplicate rows found and removed: 11
	- Clean data shape: (1713, 17)
	- Unique revision_ids: 1713 \| Data Shape: 1713 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (1686, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_hakwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.872566819190979
	- confusion_matrix_hakwiki.png saved!
	- False Positive Rate is: 0.14906457453228728
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 1410 247
	reverted 9 20


	============ - xhwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (989, 17)
	- Duplicate rows found and removed: 7
	- Clean data shape: (982, 17)
	- Unique revision_ids: 982 \| Data Shape: 982 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (955, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_xhwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.8263096809387207
	- confusion_matrix_xhwiki.png saved!
	- False Positive Rate is: 0.15570934256055363
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 732 135
	reverted 61 27


	============ - cdowiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (675, 17)
	- Duplicate rows found and removed: 5
	- Clean data shape: (670, 17)
	- Unique revision_ids: 670 \| Data Shape: 670 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (615, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_cdowiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.7494366765022278
	- confusion_matrix_cdowiki.png saved!
	- False Positive Rate is: 0.157439446366782
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 487 91
	reverted 16 21


	============ - crwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (354, 17)
	- Duplicate rows found and removed: 73
	- Clean data shape: (281, 17)
	- Unique revision_ids: 281 \| Data Shape: 281 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (192, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_crwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.9600421190261841
	- confusion_matrix_crwiki.png saved!
	- False Positive Rate is: 0.13924050632911392
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 68 11
	reverted 61 52


	============ - bowiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (2967, 17)
	- Duplicate rows found and removed: 13
	- Clean data shape: (2954, 17)
	- Unique revision_ids: 2954 \| Data Shape: 2954 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (2914, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_bowiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.6828720569610596
	- confusion_matrix_bowiki.png saved!
	- False Positive Rate is: 0.1438721136767318
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 2410 405
	reverted 61 38


	============ - mwlwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (1392, 17)
	- Duplicate rows found and removed: 15
	- Clean data shape: (1377, 17)
	- Unique revision_ids: 1377 \| Data Shape: 1377 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (1341, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_mwlwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.7521858215332031
	- confusion_matrix_mwlwiki.png saved!
	- False Positive Rate is: 0.15007656967840735
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 1110 196
	reverted 0 35


	============ - kvwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (1342, 17)
	- Duplicate rows found and removed: 18
	- Clean data shape: (1324, 17)
	- Unique revision_ids: 1324 \| Data Shape: 1324 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (1284, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_kvwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.8378894925117493
	- confusion_matrix_kvwiki.png saved!
	- False Positive Rate is: 0.15024232633279483
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 1052 186
	reverted 17 29


	============ - nvwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (531, 17)
	- Duplicate rows found and removed: 25
	- Clean data shape: (506, 17)
	- Unique revision_ids: 506 \| Data Shape: 506 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (366, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_nvwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.38992777466773987
	- confusion_matrix_nvwiki.png saved!
	- False Positive Rate is: 0.14798206278026907
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 190 33
	reverted 24 119


	============ - tiwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (305, 17)
	- Duplicate rows found and removed: 35
	- Clean data shape: (270, 17)
	- Unique revision_ids: 270 \| Data Shape: 270 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (260, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_tiwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.935514509677887
	- confusion_matrix_tiwiki.png saved!
	- False Positive Rate is: 0.13524590163934427
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 211 33
	reverted 14 2


	============ - lnwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (1980, 17)
	- Duplicate rows found and removed: 3
	- Clean data shape: (1977, 17)
	- Unique revision_ids: 1977 \| Data Shape: 1977 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (1952, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_lnwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.613621175289154
	- confusion_matrix_lnwiki.png saved!
	- False Positive Rate is: 0.1809623430962343
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 1566 346
	reverted 11 29


	============ - dinwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (43, 17)
	- Duplicate rows found and removed: 0
	- Clean data shape: (43, 17)
	- Unique revision_ids: 43 \| Data Shape: 43 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (40, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_dinwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.9743212461471558
	- confusion_matrix_dinwiki.png saved!
	- False Positive Rate is: 0.025
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 39 1


	============ - pdcwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (494, 17)
	- Duplicate rows found and removed: 30
	- Clean data shape: (464, 17)
	- Unique revision_ids: 464 \| Data Shape: 464 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (426, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_pdcwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.8773342967033386
	- confusion_matrix_pdcwiki.png saved!
	- False Positive Rate is: 0.1184573002754821
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 320 43
	reverted 11 52


	============ - wowiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (510, 17)
	- Duplicate rows found and removed: 0
	- Clean data shape: (510, 17)
	- Unique revision_ids: 510 \| Data Shape: 510 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (503, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_wowiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.9093973636627197
	- confusion_matrix_wowiki.png saved!
	- False Positive Rate is: 0.12627291242362526
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 429 62
	reverted 9 3


	============ - ladwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (1057, 17)
	- Duplicate rows found and removed: 8
	- Clean data shape: (1049, 17)
	- Unique revision_ids: 1049 \| Data Shape: 1049 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (1023, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_ladwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.6133739948272705
	- confusion_matrix_ladwiki.png saved!
	- False Positive Rate is: 0.15747241725175526
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 840 157
	reverted 3 23


	============ - kaawiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (25760, 17)
	- Duplicate rows found and removed: 40
	- Clean data shape: (25720, 17)
	- Unique revision_ids: 25720 \| Data Shape: 25720 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (25684, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_kaawiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.36563432216644287
	- confusion_matrix_kaawiki.png saved!
	- False Positive Rate is: 0.15022368730868849
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 21654 3828
	reverted 121 81


	============ - avwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (1262, 17)
	- Duplicate rows found and removed: 0
	- Clean data shape: (1262, 17)
	- Unique revision_ids: 1262 \| Data Shape: 1262 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (1243, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_avwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.6423503756523132
	- confusion_matrix_avwiki.png saved!
	- False Positive Rate is: 0.14775510204081632
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 1044 181
	reverted 4 14


	============ - arcwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (198, 17)
	- Duplicate rows found and removed: 5
	- Clean data shape: (193, 17)
	- Unique revision_ids: 193 \| Data Shape: 193 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (172, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_arcwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.8438354730606079
	- confusion_matrix_arcwiki.png saved!
	- False Positive Rate is: 0.14965986394557823
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 125 22
	reverted 9 16


	============ - nywiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (179, 17)
	- Duplicate rows found and removed: 3
	- Clean data shape: (176, 17)
	- Unique revision_ids: 176 \| Data Shape: 176 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (171, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_nywiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.8020690679550171
	- confusion_matrix_nywiki.png saved!
	- False Positive Rate is: 0.15757575757575756
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 139 26
	reverted 6 0


	============ - cuwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (831, 17)
	- Duplicate rows found and removed: 16
	- Clean data shape: (815, 17)
	- Unique revision_ids: 815 \| Data Shape: 815 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (775, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_cuwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.828187108039856
	- confusion_matrix_cuwiki.png saved!
	- False Positive Rate is: 0.14421768707482993
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 629 106
	reverted 21 19


	============ - pflwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (785, 17)
	- Duplicate rows found and removed: 13
	- Clean data shape: (772, 17)
	- Unique revision_ids: 772 \| Data Shape: 772 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (756, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_pflwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.6133654117584229
	- confusion_matrix_pflwiki.png saved!
	- False Positive Rate is: 0.07327001356852103
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 683 54
	reverted 0 19


	============ - csbwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (686, 17)
	- Duplicate rows found and removed: 6
	- Clean data shape: (680, 17)
	- Unique revision_ids: 680 \| Data Shape: 680 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (631, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_csbwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.8540676236152649
	- confusion_matrix_csbwiki.png saved!
	- False Positive Rate is: 0.15198618307426598
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 491 88
	reverted 21 31


	============ - extwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (4192, 17)
	- Duplicate rows found and removed: 5
	- Clean data shape: (4187, 17)
	- Unique revision_ids: 4187 \| Data Shape: 4187 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (4138, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_extwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.5438408255577087
	- confusion_matrix_extwiki.png saved!
	- False Positive Rate is: 0.1488633585920313
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 3482 609
	reverted 11 36


	============ - miwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (745, 17)
	- Duplicate rows found and removed: 3
	- Clean data shape: (742, 17)
	- Unique revision_ids: 742 \| Data Shape: 742 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (730, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_miwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.8816435933113098
	- confusion_matrix_miwiki.png saved!
	- False Positive Rate is: 0.1511627906976744
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 584 104
	reverted 22 20


	============ - aywiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (889, 17)
	- Duplicate rows found and removed: 9
	- Clean data shape: (880, 17)
	- Unique revision_ids: 880 \| Data Shape: 880 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (820, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_aywiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.7209958434104919
	- confusion_matrix_aywiki.png saved!
	- False Positive Rate is: 0.14915693904020752
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 656 115
	reverted 12 37


	============ - nrmwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (175, 17)
	- Duplicate rows found and removed: 0
	- Clean data shape: (175, 17)
	- Unique revision_ids: 175 \| Data Shape: 175 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (169, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_nrmwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.8681466579437256
	- confusion_matrix_nrmwiki.png saved!
	- False Positive Rate is: 0.15432098765432098
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 137 25
	reverted 2 5


	============ - furwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (2744, 17)
	- Duplicate rows found and removed: 7
	- Clean data shape: (2737, 17)
	- Unique revision_ids: 2737 \| Data Shape: 2737 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (2707, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_furwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.9329590201377869
	- confusion_matrix_furwiki.png saved!
	- False Positive Rate is: 0.14930944382232175
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 2279 400
	reverted 16 12


	============ - cbk_zamwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (411, 17)
	- Duplicate rows found and removed: 13
	- Clean data shape: (398, 17)
	- Unique revision_ids: 398 \| Data Shape: 398 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (370, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_cbk_zamwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.7877727746963501
	- confusion_matrix_cbk_zamwiki.png saved!
	- False Positive Rate is: 0.1402439024390244
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 282 46
	reverted 12 30


	============ - newwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (2457, 17)
	- Duplicate rows found and removed: 61
	- Clean data shape: (2396, 17)
	- Unique revision_ids: 2396 \| Data Shape: 2396 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (2360, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_newwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.5211036801338196
	- confusion_matrix_newwiki.png saved!
	- False Positive Rate is: 0.15593952483801296
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 1954 361
	reverted 7 38


	============ - nahwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (172, 17)
	- Duplicate rows found and removed: 6
	- Clean data shape: (166, 17)
	- Unique revision_ids: 166 \| Data Shape: 166 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (157, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_nahwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.9201942086219788
	- confusion_matrix_nahwiki.png saved!
	- False Positive Rate is: 0.10596026490066225
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 135 16
	reverted 5 1


	============ - gvwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (6286, 17)
	- Duplicate rows found and removed: 25
	- Clean data shape: (6261, 17)
	- Unique revision_ids: 6261 \| Data Shape: 6261 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (6218, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_gvwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.3498202860355377
	- confusion_matrix_gvwiki.png saved!
	- False Positive Rate is: 0.15668727627725348
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 5183 963
	reverted 4 68


	============ - omwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (891, 17)
	- Duplicate rows found and removed: 7
	- Clean data shape: (884, 17)
	- Unique revision_ids: 884 \| Data Shape: 884 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (834, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_omwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.8401511311531067
	- confusion_matrix_omwiki.png saved!
	- False Positive Rate is: 0.17884130982367757
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 652 142
	reverted 19 21


	============ - klwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (598, 17)
	- Duplicate rows found and removed: 26
	- Clean data shape: (572, 17)
	- Unique revision_ids: 572 \| Data Shape: 572 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (382, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_klwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.8161092400550842
	- confusion_matrix_klwiki.png saved!
	- False Positive Rate is: 0.14285714285714285
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 162 27
	reverted 30 163


	============ - zeawiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (11034, 17)
	- Duplicate rows found and removed: 20
	- Clean data shape: (11014, 17)
	- Unique revision_ids: 11014 \| Data Shape: 11014 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (10935, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_zeawiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.633648157119751
	- confusion_matrix_zeawiki.png saved!
	- False Positive Rate is: 0.1496655518394649
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 9153 1611
	reverted 103 68


	============ - smwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (664, 17)
	- Duplicate rows found and removed: 0
	- Clean data shape: (664, 17)
	- Unique revision_ids: 664 \| Data Shape: 664 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (658, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_smwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.7539634108543396
	- confusion_matrix_smwiki.png saved!
	- False Positive Rate is: 0.16411042944785276
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 545 107
	reverted 2 4


	============ - roa_rupwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (384, 17)
	- Duplicate rows found and removed: 13
	- Clean data shape: (371, 17)
	- Unique revision_ids: 371 \| Data Shape: 371 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (333, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_roa_rupwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.6913049817085266
	- confusion_matrix_roa_rupwiki.png saved!
	- False Positive Rate is: 0.15960912052117263
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 258 49
	reverted 6 20


	============ - map_bmswiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (623, 17)
	- Duplicate rows found and removed: 88
	- Clean data shape: (535, 17)
	- Unique revision_ids: 535 \| Data Shape: 535 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (456, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_map_bmswiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.9081456065177917
	- confusion_matrix_map_bmswiki.png saved!
	- False Positive Rate is: 0.1488673139158576
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 263 46
	reverted 80 67


	============ - stwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (1955, 17)
	- Duplicate rows found and removed: 1
	- Clean data shape: (1954, 17)
	- Unique revision_ids: 1954 \| Data Shape: 1954 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (1943, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_stwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.4744786024093628
	- confusion_matrix_stwiki.png saved!
	- False Positive Rate is: 0.14105925537493444
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 1638 269
	reverted 28 8


	============ - kswiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (8284, 17)
	- Duplicate rows found and removed: 1
	- Clean data shape: (8283, 17)
	- Unique revision_ids: 8283 \| Data Shape: 8283 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (8270, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_kswiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.25549614429473877
	- confusion_matrix_kswiki.png saved!
	- False Positive Rate is: 0.14953838678328474
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 7001 1231
	reverted 23 15


	============ - bxrwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (707, 17)
	- Duplicate rows found and removed: 0
	- Clean data shape: (707, 17)
	- Unique revision_ids: 707 \| Data Shape: 707 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (698, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_bxrwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.842378556728363
	- confusion_matrix_bxrwiki.png saved!
	- False Positive Rate is: 0.1577424023154848
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 582 109
	reverted 5 2


	============ - kbpwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (169, 17)
	- Duplicate rows found and removed: 7
	- Clean data shape: (162, 17)
	- Unique revision_ids: 162 \| Data Shape: 162 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (148, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_kbpwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.8215250372886658
	- confusion_matrix_kbpwiki.png saved!
	- False Positive Rate is: 0.16911764705882354
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 113 23
	reverted 6 6


	============ - fjwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (661, 17)
	- Duplicate rows found and removed: 5
	- Clean data shape: (656, 17)
	- Unique revision_ids: 656 \| Data Shape: 656 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (643, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_fjwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.4832654595375061
	- confusion_matrix_fjwiki.png saved!
	- False Positive Rate is: 0.09968354430379747
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 569 63
	reverted 0 11


	============ - ltgwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (176, 17)
	- Duplicate rows found and removed: 2
	- Clean data shape: (174, 17)
	- Unique revision_ids: 174 \| Data Shape: 174 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (161, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_ltgwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.8122517466545105
	- confusion_matrix_ltgwiki.png saved!
	- False Positive Rate is: 0.13815789473684212
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 131 21
	reverted 5 4


	============ - gotwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (514, 17)
	- Duplicate rows found and removed: 8
	- Clean data shape: (506, 17)
	- Unique revision_ids: 506 \| Data Shape: 506 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (483, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_gotwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.7810843586921692
	- confusion_matrix_gotwiki.png saved!
	- False Positive Rate is: 0.16375545851528384
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 383 75
	reverted 3 22


	============ - ganwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (330, 17)
	- Duplicate rows found and removed: 29
	- Clean data shape: (301, 17)
	- Unique revision_ids: 301 \| Data Shape: 301 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (258, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_ganwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.8062781095504761
	- confusion_matrix_ganwiki.png saved!
	- False Positive Rate is: 0.15126050420168066
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 202 36
	reverted 9 11


	============ - pagwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (1110, 17)
	- Duplicate rows found and removed: 208
	- Clean data shape: (902, 17)
	- Unique revision_ids: 902 \| Data Shape: 902 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (734, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_pagwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.9537625908851624
	- confusion_matrix_pagwiki.png saved!
	- False Positive Rate is: 0.14937759336099585
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 410 72
	reverted 141 111


	============ - gagwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (1700, 17)
	- Duplicate rows found and removed: 15
	- Clean data shape: (1685, 17)
	- Unique revision_ids: 1685 \| Data Shape: 1685 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (1657, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_gagwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.5600930452346802
	- confusion_matrix_gagwiki.png saved!
	- False Positive Rate is: 0.1434729064039409
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 1391 233
	reverted 4 29


	============ - sswiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (839, 17)
	- Duplicate rows found and removed: 2
	- Clean data shape: (837, 17)
	- Unique revision_ids: 837 \| Data Shape: 837 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (832, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_sswiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.6542070508003235
	- confusion_matrix_sswiki.png saved!
	- False Positive Rate is: 0.15158924205378974
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 694 124
	reverted 6 8


	============ - rmywiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (257, 17)
	- Duplicate rows found and removed: 5
	- Clean data shape: (252, 17)
	- Unique revision_ids: 252 \| Data Shape: 252 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (230, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_rmywiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.9060903191566467
	- confusion_matrix_rmywiki.png saved!
	- False Positive Rate is: 0.16097560975609757
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 172 33
	reverted 14 11


	============ - ffwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (36311, 17)
	- Duplicate rows found and removed: 22
	- Clean data shape: (36289, 17)
	- Unique revision_ids: 36289 \| Data Shape: 36289 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (36230, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_ffwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.3907754123210907
	- confusion_matrix_ffwiki.png saved!
	- False Positive Rate is: 0.14912814835316912
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 30742 5388
	reverted 62 38


	============ - nsowiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (697, 17)
	- Duplicate rows found and removed: 29
	- Clean data shape: (668, 17)
	- Unique revision_ids: 668 \| Data Shape: 668 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (632, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_nsowiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.8198308944702148
	- confusion_matrix_nsowiki.png saved!
	- False Positive Rate is: 0.1445993031358885
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 491 83
	reverted 27 31


	============ - jbowiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (519, 17)
	- Duplicate rows found and removed: 9
	- Clean data shape: (510, 17)
	- Unique revision_ids: 510 \| Data Shape: 510 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (325, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_jbowiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.9296131730079651
	- confusion_matrix_jbowiki.png saved!
	- False Positive Rate is: 0.15023474178403756
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 181 32
	reverted 78 34


	============ - chrwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (953, 17)
	- Duplicate rows found and removed: 228
	- Clean data shape: (725, 17)
	- Unique revision_ids: 725 \| Data Shape: 725 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (604, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_chrwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.9158294200897217
	- confusion_matrix_chrwiki.png saved!
	- False Positive Rate is: 0.14814814814814814
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 322 56
	reverted 111 115


	============ - adywiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (160, 17)
	- Duplicate rows found and removed: 10
	- Clean data shape: (150, 17)
	- Unique revision_ids: 150 \| Data Shape: 150 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (136, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_adywiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.8431930541992188
	- confusion_matrix_adywiki.png saved!
	- False Positive Rate is: 0.14285714285714285
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 96 16
	reverted 9 15


	============ - stqwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (215, 17)
	- Duplicate rows found and removed: 0
	- Clean data shape: (215, 17)
	- Unique revision_ids: 215 \| Data Shape: 215 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (193, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_stqwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.8420207500457764
	- confusion_matrix_stqwiki.png saved!
	- False Positive Rate is: 0.14444444444444443
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 154 26
	reverted 7 6


	============ - tetwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (978, 17)
	- Duplicate rows found and removed: 3
	- Clean data shape: (975, 17)
	- Unique revision_ids: 975 \| Data Shape: 975 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (959, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_tetwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.8080796599388123
	- confusion_matrix_tetwiki.png saved!
	- False Positive Rate is: 0.1554845580404686
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 793 146
	reverted 8 12


	============ - tnwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (2544, 17)
	- Duplicate rows found and removed: 1
	- Clean data shape: (2543, 17)
	- Unique revision_ids: 2543 \| Data Shape: 2543 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (2535, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_tnwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.5295730829238892
	- confusion_matrix_tnwiki.png saved!
	- False Positive Rate is: 0.15087579617834396
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 2133 379
	reverted 9 14


	============ - lgwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (2099, 17)
	- Duplicate rows found and removed: 38
	- Clean data shape: (2061, 17)
	- Unique revision_ids: 2061 \| Data Shape: 2061 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (2001, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_lgwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.5962941646575928
	- confusion_matrix_lgwiki.png saved!
	- False Positive Rate is: 0.14926133469179828
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 1670 293
	reverted 21 17


	============ - dvwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (818, 17)
	- Duplicate rows found and removed: 25
	- Clean data shape: (793, 17)
	- Unique revision_ids: 793 \| Data Shape: 793 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (772, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_dvwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.9355606436729431
	- confusion_matrix_dvwiki.png saved!
	- False Positive Rate is: 0.15902964959568733
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 624 118
	reverted 23 7


	============ - gcrwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (128, 17)
	- Duplicate rows found and removed: 3
	- Clean data shape: (125, 17)
	- Unique revision_ids: 125 \| Data Shape: 125 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (108, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_gcrwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.8253213167190552
	- confusion_matrix_gcrwiki.png saved!
	- False Positive Rate is: 0.16304347826086957
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 77 15
	reverted 6 10


	============ - tswiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (827, 17)
	- Duplicate rows found and removed: 3
	- Clean data shape: (824, 17)
	- Unique revision_ids: 824 \| Data Shape: 824 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (815, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_tswiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.7430192828178406
	- confusion_matrix_tswiki.png saved!
	- False Positive Rate is: 0.1545338441890166
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 662 121
	reverted 22 10


	============ - kbdwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (223, 17)
	- Duplicate rows found and removed: 2
	- Clean data shape: (221, 17)
	- Unique revision_ids: 221 \| Data Shape: 221 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (208, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_kbdwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.9053165316581726
	- confusion_matrix_kbdwiki.png saved!
	- False Positive Rate is: 0.10050251256281408
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 179 20
	reverted 1 8


	============ - novwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (526, 17)
	- Duplicate rows found and removed: 1
	- Clean data shape: (525, 17)
	- Unique revision_ids: 525 \| Data Shape: 525 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (514, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_novwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.8247998356819153
	- confusion_matrix_novwiki.png saved!
	- False Positive Rate is: 0.15169660678642716
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 425 76
	reverted 5 8


	============ - twwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (3435, 17)
	- Duplicate rows found and removed: 3
	- Clean data shape: (3432, 17)
	- Unique revision_ids: 3432 \| Data Shape: 3432 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (3413, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_twwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.5095222592353821
	- confusion_matrix_twwiki.png saved!
	- False Positive Rate is: 0.11578323956174119
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 2986 391
	reverted 9 27


	============ - srnwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (161, 17)
	- Duplicate rows found and removed: 1
	- Clean data shape: (160, 17)
	- Unique revision_ids: 160 \| Data Shape: 160 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (149, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_srnwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.8315097689628601
	- confusion_matrix_srnwiki.png saved!
	- False Positive Rate is: 0.17482517482517482
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 118 25
	reverted 3 3


	============ - mdfwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (8683, 17)
	- Duplicate rows found and removed: 0
	- Clean data shape: (8683, 17)
	- Unique revision_ids: 8683 \| Data Shape: 8683 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (8660, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_mdfwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.2540217638015747
	- confusion_matrix_mdfwiki.png saved!
	- False Positive Rate is: 0.15540384170330943
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 7299 1343
	reverted 3 15


	============ - kshwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (218, 17)
	- Duplicate rows found and removed: 1
	- Clean data shape: (217, 17)
	- Unique revision_ids: 217 \| Data Shape: 217 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (206, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_kshwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.7654833197593689
	- confusion_matrix_kshwiki.png saved!
	- False Positive Rate is: 0.1306532663316583
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 173 26
	reverted 2 5


	============ - tpiwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (202, 17)
	- Duplicate rows found and removed: 0
	- Clean data shape: (202, 17)
	- Unique revision_ids: 202 \| Data Shape: 202 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (196, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_tpiwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.9687272906303406
	- confusion_matrix_tpiwiki.png saved!
	- False Positive Rate is: 0.021164021164021163
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 185 4
	reverted 6 1


	============ - pihwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (110, 17)
	- Duplicate rows found and removed: 1
	- Clean data shape: (109, 17)
	- Unique revision_ids: 109 \| Data Shape: 109 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (91, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_pihwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.8746289014816284
	- confusion_matrix_pihwiki.png saved!
	- False Positive Rate is: 0.19480519480519481
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 62 15
	reverted 8 6


	============ - biwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (310, 17)
	- Duplicate rows found and removed: 28
	- Clean data shape: (282, 17)
	- Unique revision_ids: 282 \| Data Shape: 282 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (249, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_biwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.798578143119812
	- confusion_matrix_biwiki.png saved!
	- False Positive Rate is: 0.13777777777777778
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 194 31
	reverted 13 11


	============ - iuwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (423, 17)
	- Duplicate rows found and removed: 13
	- Clean data shape: (410, 17)
	- Unique revision_ids: 410 \| Data Shape: 410 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (364, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_iuwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.9290987849235535
	- confusion_matrix_iuwiki.png saved!
	- False Positive Rate is: 0.14779874213836477
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 271 47
	reverted 25 21


	============ - bugwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (829, 17)
	- Duplicate rows found and removed: 6
	- Clean data shape: (823, 17)
	- Unique revision_ids: 823 \| Data Shape: 823 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (805, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_bugwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.8452925682067871
	- confusion_matrix_bugwiki.png saved!
	- False Positive Rate is: 0.14863102998696218
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 653 114
	reverted 27 11


	============ - kgwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (1633, 17)
	- Duplicate rows found and removed: 4
	- Clean data shape: (1629, 17)
	- Unique revision_ids: 1629 \| Data Shape: 1629 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (1605, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_kgwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.4633360207080841
	- confusion_matrix_kgwiki.png saved!
	- False Positive Rate is: 0.1471147748890298
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 1345 232
	reverted 8 20


	============ - vewiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (243, 17)
	- Duplicate rows found and removed: 6
	- Clean data shape: (237, 17)
	- Unique revision_ids: 237 \| Data Shape: 237 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (217, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_vewiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.8505914807319641
	- confusion_matrix_vewiki.png saved!
	- False Positive Rate is: 0.14432989690721648
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 166 28
	reverted 15 8


	============ - piwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (96, 17)
	- Duplicate rows found and removed: 0
	- Clean data shape: (96, 17)
	- Unique revision_ids: 96 \| Data Shape: 96 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (92, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_piwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.9070486426353455
	- confusion_matrix_piwiki.png saved!
	- False Positive Rate is: 0.12359550561797752
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 78 11
	reverted 3 0


	============ - krcwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (4382, 17)
	- Duplicate rows found and removed: 22
	- Clean data shape: (4360, 17)
	- Unique revision_ids: 4360 \| Data Shape: 4360 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (4352, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_krcwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.28637173771858215
	- confusion_matrix_krcwiki.png saved!
	- False Positive Rate is: 0.15777262180974477
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 3630 680
	reverted 24 18


	============ - jamwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (315, 17)
	- Duplicate rows found and removed: 15
	- Clean data shape: (300, 17)
	- Unique revision_ids: 300 \| Data Shape: 300 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (220, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_jamwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.8582241535186768
	- confusion_matrix_jamwiki.png saved!
	- False Positive Rate is: 0.1518987341772152
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 134 24
	reverted 24 38


	============ - xalwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (895, 17)
	- Duplicate rows found and removed: 36
	- Clean data shape: (859, 17)
	- Unique revision_ids: 859 \| Data Shape: 859 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (478, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_xalwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.9615033268928528
	- confusion_matrix_xalwiki.png saved!
	- False Positive Rate is: 0.14915254237288136
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 251 44
	reverted 60 123


	============ - pntwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (372, 17)
	- Duplicate rows found and removed: 24
	- Clean data shape: (348, 17)
	- Unique revision_ids: 348 \| Data Shape: 348 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (338, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_pntwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.8978685140609741
	- confusion_matrix_pntwiki.png saved!
	- False Positive Rate is: 0.15873015873015872
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 265 50
	reverted 6 17


	============ - towiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (222, 17)
	- Duplicate rows found and removed: 6
	- Clean data shape: (216, 17)
	- Unique revision_ids: 216 \| Data Shape: 216 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (120, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_towiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.7774780988693237
	- confusion_matrix_towiki.png saved!
	- False Positive Rate is: 0.16363636363636364
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 92 18
	reverted 7 3


	============ - tumwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (525, 17)
	- Duplicate rows found and removed: 0
	- Clean data shape: (525, 17)
	- Unique revision_ids: 525 \| Data Shape: 525 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (518, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_tumwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.6807906031608582
	- confusion_matrix_tumwiki.png saved!
	- False Positive Rate is: 0.17221135029354206
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 423 88
	reverted 1 6


	============ - dzwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (949, 17)
	- Duplicate rows found and removed: 7
	- Clean data shape: (942, 17)
	- Unique revision_ids: 942 \| Data Shape: 942 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (923, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_dzwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.661038339138031
	- confusion_matrix_dzwiki.png saved!
	- False Positive Rate is: 0.14733178654292342
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 735 127
	reverted 43 18


	============ - chywiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (155, 17)
	- Duplicate rows found and removed: 1
	- Clean data shape: (154, 17)
	- Unique revision_ids: 154 \| Data Shape: 154 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (126, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_chywiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.8710290193557739
	- confusion_matrix_chywiki.png saved!
	- False Positive Rate is: 0.14953271028037382
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 91 16
	reverted 12 7


	============ - ikwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (227, 17)
	- Duplicate rows found and removed: 4
	- Clean data shape: (223, 17)
	- Unique revision_ids: 223 \| Data Shape: 223 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (200, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_ikwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.6205543875694275
	- confusion_matrix_ikwiki.png saved!
	- False Positive Rate is: 0.15819209039548024
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 149 28
	reverted 1 22


	============ - koiwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (216, 17)
	- Duplicate rows found and removed: 2
	- Clean data shape: (214, 17)
	- Unique revision_ids: 214 \| Data Shape: 214 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (209, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_koiwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.8761064410209656
	- confusion_matrix_koiwiki.png saved!
	- False Positive Rate is: 0.06829268292682927
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 191 14
	reverted 3 1


	============ - bmwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (194, 17)
	- Duplicate rows found and removed: 4
	- Clean data shape: (190, 17)
	- Unique revision_ids: 190 \| Data Shape: 190 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (155, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_bmwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.9002848267555237
	- confusion_matrix_bmwiki.png saved!
	- False Positive Rate is: 0.14814814814814814
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 115 20
	reverted 11 9


	============ - eewiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (1284, 17)
	- Duplicate rows found and removed: 7
	- Clean data shape: (1277, 17)
	- Unique revision_ids: 1277 \| Data Shape: 1277 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (1266, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_eewiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.6407523155212402
	- confusion_matrix_eewiki.png saved!
	- False Positive Rate is: 0.14297124600638977
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 1073 179
	reverted 4 10


	============ - rnwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (217, 17)
	- Duplicate rows found and removed: 7
	- Clean data shape: (210, 17)
	- Unique revision_ids: 210 \| Data Shape: 210 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (199, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_rnwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.805659830570221
	- confusion_matrix_rnwiki.png saved!
	- False Positive Rate is: 0.14754098360655737
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 156 27
	reverted 7 9


	============ - lbewiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (694, 17)
	- Duplicate rows found and removed: 6
	- Clean data shape: (688, 17)
	- Unique revision_ids: 688 \| Data Shape: 688 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (651, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_lbewiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.6905577182769775
	- confusion_matrix_lbewiki.png saved!
	- False Positive Rate is: 0.15522875816993464
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 517 95
	reverted 3 36


	============ - zawiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (206, 17)
	- Duplicate rows found and removed: 3
	- Clean data shape: (203, 17)
	- Unique revision_ids: 203 \| Data Shape: 203 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (172, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_zawiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.7917940020561218
	- confusion_matrix_zawiki.png saved!
	- False Positive Rate is: 0.18
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 123 27
	reverted 4 18


	============ - kiwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (190, 17)
	- Duplicate rows found and removed: 2
	- Clean data shape: (188, 17)
	- Unique revision_ids: 188 \| Data Shape: 188 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (165, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_kiwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.8098335266113281
	- confusion_matrix_kiwiki.png saved!
	- False Positive Rate is: 0.11409395973154363
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 132 17
	reverted 2 14


	============ - sgwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (146, 17)
	- Duplicate rows found and removed: 0
	- Clean data shape: (146, 17)
	- Unique revision_ids: 146 \| Data Shape: 146 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (139, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_sgwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.8118735551834106
	- confusion_matrix_sgwiki.png saved!
	- False Positive Rate is: 0.09848484848484848
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 119 13
	reverted 5 2


	============ - chwiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (79, 17)
	- Duplicate rows found and removed: 1
	- Clean data shape: (78, 17)
	- Unique revision_ids: 78 \| Data Shape: 78 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (71, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_chwiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.9022724032402039
	- confusion_matrix_chwiki.png saved!
	- False Positive Rate is: 0.15254237288135594
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 50 9
	reverted 7 5


	============ - tywiki - ============
	- Snapshot: 2025-06
	- Date Window: 2024-08-01 00:00:00 - 2025-09-05 00:00:00
	- Raw data shape: (92, 17)
	- Duplicate rows found and removed: 5
	- Clean data shape: (87, 17)
	- Unique revision_ids: 87 \| Data Shape: 87 \| Same? : -> True
	- Removing edits that are reverts from df \| New Shape: (83, 17)
	- Is any revert_risk_score NA? : False
	- Is any user_edit_count NA? : False
	- Is any time_to_revert NA? : False
	- ROC_tywiki.png saved!
	- Optimal threshold for 15.0% FPR is: 0.8348962664604187
	- confusion_matrix_tywiki.png saved!
	- False Positive Rate is: 0.2857142857142857
	- CONFUSION MATRIX -
	Predicted not reverted reverted
	Actual
	not reverted 55 22
	reverted 6 0