C7-C2-R4-R2-R2 persistent-consensus real count calibration

.gitattributes

@@ -221,3 +221,5 @@ WaveCleanLDM/C7C2R4R1_AnchorProjection/latest/C7C2R4R1_AnchorConnected_ATLAS_Art
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 WaveCleanLDM/C7C2R4R1_AnchorProjection/latest/C7C2R4R1_AnchorConnected_ATLAS_Article.svg filter=lfs diff=lfs merge=lfs -text
 WaveCleanLDM/C7C2R4R2_CountRepair/latest/C7C2R4R2_Count_Confusion.png filter=lfs diff=lfs merge=lfs -text
+WaveCleanLDM/C7C2R4R2R2_PersistentConsensusCalibration/latest/C7C2R4R2R2_Real_Consensus_Adjudication_Gallery.pdf filter=lfs diff=lfs merge=lfs -text
+WaveCleanLDM/C7C2R4R2R2_PersistentConsensusCalibration/latest/C7C2R4R2R2_Real_Consensus_Adjudication_Gallery.png filter=lfs diff=lfs merge=lfs -text

WaveCleanLDM/C7C2R4R2R2_PersistentConsensusCalibration/latest/C7C2R4R2R2_CONFIG.json

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+{
+  "STAGE": "C7-C2-R4-R2-R2",
+  "SEED": 20260724,
+  "PACKET_BYTES": 30,
+  "BASE_HEAD_REMOTE": "WaveCleanLDM/C7C2R4R2R1_RotationInvariantCount/latest/CNN_RotationInvariantCount_C7C2R4R2R1.pt",
+  "BASE_HEAD_LOCAL_CANDIDATES": [
+    "/content/CNN_RotationInvariantCount_C7C2R4R2R1.pt",
+    "/content/drive/MyDrive/ICWDS_C7C2R4R2R1_RotationInvariantCount/CNN_RotationInvariantCount_C7C2R4R2R1.pt"
+  ],
+  "SYNTHETIC_TRAIN_N": 2600,
+  "SYNTHETIC_VAL_N": 600,
+  "SYNTHETIC_TEST_N": 1000,
+  "FOUR_SYSTEM_FRACTION": 0.2,
+  "REAL_TRAIN_YEARS": [
+    2019,
+    2020,
+    2021,
+    2022
+  ],
+  "REAL_VALIDATION_YEARS": [
+    2023
+  ],
+  "REAL_TEST_YEARS": [
+    2024
+  ],
+  "REAL_FALLBACK_TEST_YEARS": [
+    2018
+  ],
+  "REAL_TRAIN_PER_STATION_YEAR": 24,
+  "REAL_VALIDATION_PER_STATION_YEAR": 16,
+  "REAL_TEST_PER_STATION_YEAR": 16,
+  "MIN_REAL_TEST_RECORDS": 48,
+  "TTA_SHIFTS": [
+    0,
+    12,
+    24,
+    36,
+    48,
+    60
+  ],
+  "PRIMARY_SHIFT_BINS": 12,
+  "SECONDARY_SHIFT_BINS": 6,
+  "FEATURE_BATCH": 24,
+  "PERSISTENCE_SCALES": [
+    [
+      0.55,
+      0.85
+    ],
+    [
+      0.8,
+      1.15
+    ],
+    [
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+      1.6
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+  ],
+  "PEAK_MIN_RELATIVE": 0.13,
+  "PEAK_MIN_ENERGY_SHARE": 0.045,
+  "PEAK_LOGF_MATCH": 0.19,
+  "PEAK_DIRECTION_MATCH_DEG": 30.0,
+  "MIN_SCALE_PERSISTENCE": 2,
+  "MIN_REAL_LABEL_CONFIDENCE": 0.58,
+  "HIGH_CONFIDENCE_THRESHOLD": 0.72,
+  "EXACT_CONFIDENCE_THRESHOLD": 0.94,
+  "SLOT_FEATURE_DIM": 20,
+  "GLOBAL_FEATURE_DIM": 30,
+  "BASE_SLOT_HIDDEN": 80,
+  "BASE_HEAD_HIDDEN": 176,
+  "COUNT_CLASSES": 4,
+  "CALIBRATOR_INPUT_DIM": 16,
+  "CALIBRATOR_HIDDEN": 48,
+  "CALIBRATOR_DROPOUT": 0.08,
+  "EPOCHS": 28,
+  "BATCH": 128,
+  "LR": 0.00018,
+  "MIN_LR": 5e-06,
+  "WEIGHT_DECAY": 8e-05,
+  "PATIENCE": 6,
+  "GRAD_CLIP": 1.0,
+  "REAL_SAMPLING_SHARE": 0.5,
+  "W_SYNTHETIC_CE": 1.0,
+  "W_SYNTHETIC_IDENTITY_KL": 0.45,
+  "W_REAL_SOFT_CE": 1.35,
+  "W_RESIDUAL_L2": 0.015,
+  "W_ENTROPY": 0.015,
+  "CONNECTIVITY_ITERATIONS": 6,
+  "NEIGHBOR_STRENGTH": 0.9,
+  "ANCHOR_STRENGTH": 0.95,
+  "MIN_OBJECT_PIXELS": 4,
+  "MIN_ANCHOR_DIRECTION_SEPARATION_DEG": 20.0,
+  "MIN_ANCHOR_FREQUENCY_SEPARATION": 0.065,
+  "MAX_DUPLICATE_ANCHOR_OVERLAP": 0.68,
+  "REAL_ATLAS_N": 1000,
+  "REAL_ATLAS_SHIFT_AUDIT_N": 320,
+  "GALLERY_ROWS": 12,
+  "MAX_SYNTHETIC_COUNT_MAE": 0.05,
+  "MIN_SYNTHETIC_ACCURACY": 0.95,
+  "MAX_SYNTHETIC_UNDERCOUNT": 0.04,
+  "MAX_SYNTHETIC_OVERCOUNT": 0.04,
+  "MIN_METHOD_AGREEMENT": 0.9,
+  "MIN_NNSI_AGREEMENT": 0.9,
+  "MIN_COMPONENT_RETENTION": 0.95,
+  "MIN_DOMINANT_SHARE": 0.82,
+  "MAX_SECOND_SHARE": 0.1,
+  "MAX_FALSE_SPLIT": 0.1,
+  "MAX_MEAN_FRAGMENTS": 1.15,
+  "MIN_LARGEST_CONNECTED": 0.92,
+  "MIN_SLOT_PURITY": 0.87,
+  "MAX_PROJECTION_COUNT_MAE": 0.0,
+  "MAX_REAL_ALL_MAE": 0.75,
+  "MAX_REAL_HIGH_CONF_MAE": 0.55,
+  "MIN_REAL_HIGH_CONF_ACCURACY": 0.55,
+  "MAX_REAL_HIGH_CONF_UNDERCOUNT": 0.25,
+  "MAX_REAL_HIGH_CONF_OVERCOUNT": 0.25,
+  "MIN_PRIMARY_SHIFT_CONSISTENCY": 0.995,
+  "MIN_SECONDARY_SHIFT_CONSISTENCY": 0.9,
+  "HF_REPO": "wuff-mann/Wave_compress_system",
+  "HF_PREFIX": "WaveCleanLDM/C7C2R4R2R2_PersistentConsensusCalibration",
+  "MS_REPO": "WuFeiFan/Wave_compress_system",
+  "MS_PREFIX": "WaveCleanLDM/C7C2R4R2R2_PersistentConsensusCalibration",
+  "MS_ENDPOINT": "https://modelscope.cn"
+}

WaveCleanLDM/C7C2R4R2R2_PersistentConsensusCalibration/latest/C7C2R4R2R2_RELEASE_DECISION.json

@@ -0,0 +1,207 @@
+{
+  "stage": "C7-C2-R4-R2-R2",
+  "qualified_for_scientific_freeze": false,
+  "training_scope": "PersistentConsensusCountCalibrator only",
+  "packet_bytes": 30,
+  "packet_branch_changed": false,
+  "R3_union_changed": false,
+  "R4_ownership_changed": false,
+  "base_count_head_changed": false,
+  "artifact_changed": false,
+  "synthetic_summary": {
+    "count_MAE": 0.018,
+    "accuracy": 0.982,
+    "undercount_rate": 0.018,
+    "overcount_rate": 0.0,
+    "projection_count_MAE": 0.0,
+    "component_energy_retention": 0.9941009907415603,
+    "dominant_slot_share": 0.9542185342602614,
+    "second_slot_share": 0.03617344066057172,
+    "false_split_rate": 0.06585365853658537,
+    "mean_fragments": 1.0663414634146342,
+    "largest_connected": 0.9987798937756596,
+    "slot_purity": 0.8864843746155184
+  },
+  "method_agreement": 0.98125,
+  "NNSI_agreement": 0.990625,
+  "real_untouched_test_summary": {
+    "all": {
+      "n": 80,
+      "count_MAE": 0.6875,
+      "accuracy": 0.5,
+      "undercount_rate": 0.35,
+      "overcount_rate": 0.15,
+      "mean_predicted_count": 1.4,
+      "mean_consensus_count": 1.6875
+    },
+    "high_confidence": {
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+      "count_MAE": 0.4864864864864865,
+      "accuracy": 0.6486486486486487,
+      "undercount_rate": 0.2702702702702703,
+      "overcount_rate": 0.08108108108108109,
+      "mean_predicted_count": 1.3513513513513513,
+      "mean_consensus_count": 1.6756756756756757
+    },
+    "exact_consensus": {
+      "n": 37,
+      "count_MAE": 0.4864864864864865,
+      "accuracy": 0.6486486486486487,
+      "undercount_rate": 0.2702702702702703,
+      "overcount_rate": 0.08108108108108109,
+      "mean_predicted_count": 1.3513513513513513,
+      "mean_consensus_count": 1.6756756756756757
+    },
+    "test_years": [
+      2024
+    ]
+  },
+  "real_ATLAS_summary": {
+    "mean_count": 1.24,
+    "single_object_rate": 0.905,
+    "two_or_more_rate": 0.095,
+    "primary_shift_consistency": 1.0,
+    "secondary_shift_consistency": 0.996875,
+    "primary_probability_max_error": 7.152557373046875e-07
+  },
+  "best_epoch": 5,
+  "gates": {
+    "synthetic_count_MAE": {
+      "value": 0.018,
+      "maximum": 0.05,
+      "pass": true
+    },
+    "synthetic_accuracy": {
+      "value": 0.982,
+      "required": 0.95,
+      "pass": true
+    },
+    "synthetic_undercount": {
+      "value": 0.018,
+      "maximum": 0.04,
+      "pass": true
+    },
+    "synthetic_overcount": {
+      "value": 0.0,
+      "maximum": 0.04,
+      "pass": true
+    },
+    "method_agreement": {
+      "value": 0.98125,
+      "required": 0.9,
+      "pass": true
+    },
+    "NNSI_agreement": {
+      "value": 0.990625,
+      "required": 0.9,
+      "pass": true
+    },
+    "component_retention": {
+      "value": 0.9941009907415603,
+      "required": 0.95,
+      "pass": true
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+    "dominant_share": {
+      "value": 0.9542185342602614,
+      "required": 0.82,
+      "pass": true
+    },
+    "second_share": {
+      "value": 0.03617344066057172,
+      "maximum": 0.1,
+      "pass": true
+    },
+    "false_split": {
+      "value": 0.06585365853658537,
+      "maximum": 0.1,
+      "pass": true
+    },
+    "mean_fragments": {
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+      "maximum": 1.15,
+      "pass": true
+    },
+    "largest_connected": {
+      "value": 0.9987798937756596,
+      "required": 0.92,
+      "pass": true
+    },
+    "slot_purity": {
+      "value": 0.8864843746155184,
+      "required": 0.87,
+      "pass": true
+    },
+    "projection_count_exactness": {
+      "value": 0.0,
+      "maximum": 0.0,
+      "pass": true
+    },
+    "real_all_MAE": {
+      "value": 0.6875,
+      "maximum": 0.75,
+      "pass": true
+    },
+    "real_high_conf_MAE": {
+      "value": 0.4864864864864865,
+      "maximum": 0.55,
+      "pass": true
+    },
+    "real_high_conf_accuracy": {
+      "value": 0.6486486486486487,
+      "required": 0.55,
+      "pass": true
+    },
+    "real_high_conf_undercount": {
+      "value": 0.2702702702702703,
+      "maximum": 0.25,
+      "pass": false
+    },
+    "real_high_conf_overcount": {
+      "value": 0.08108108108108109,
+      "maximum": 0.25,
+      "pass": true
+    },
+    "primary_shift_consistency": {
+      "value": 1.0,
+      "required": 0.995,
+      "pass": true
+    },
+    "secondary_shift_consistency": {
+      "value": 0.996875,
+      "required": 0.9,
+      "pass": true
+    },
+    "R3_frozen": {
+      "value": true,
+      "required": true,
+      "pass": true
+    },
+    "R4_frozen": {
+      "value": true,
+      "required": true,
+      "pass": true
+    },
+    "base_count_head_frozen": {
+      "value": true,
+      "required": true,
+      "pass": true
+    },
+    "packet_unchanged": {
+      "value": true,
+      "required": true,
+      "pass": true
+    },
+    "exact_30_bytes": {
+      "value": true,
+      "required": true,
+      "pass": true
+    },
+    "CRC_valid": {
+      "value": true,
+      "required": true,
+      "pass": true
+    }
+  },
+  "next_if_pass": "Freeze the scientific CNN branch and rerun the lightweight C7-C3/R1 router-risk calibration.",
+  "next_if_fail": "Do not expand the neural network. Inspect the generated persistent-consensus gallery and perform one final label/probability threshold correction only."
+}

WaveCleanLDM/C7C2R4R2R2_PersistentConsensusCalibration/latest/C7C2R4R2R2_Real_Consensus_Adjudication_Gallery.pdf

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WaveCleanLDM/C7C2R4R2R2_PersistentConsensusCalibration/latest/C7C2R4R2R2_count_confusion.csv

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WaveCleanLDM/C7C2R4R2R2_PersistentConsensusCalibration/latest/C7C2R4R2R2_packet_invariance.csv

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WaveCleanLDM/C7C2R4R2R2_PersistentConsensusCalibration/latest/C7C2R4R2R2_real_test_consensus_labels.csv

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WaveCleanLDM/C7C2R4R2R2_PersistentConsensusCalibration/latest/C7C2R4R2R2_real_train_consensus_labels.csv

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+88,44013,2022,2022-10-27T00:40:00,1,0.3983962264150944,2,2,1,0.0
+89,44013,2022,2022-11-06T16:40:00,3,0.5917924528301887,4,3,3,0.0
+90,44013,2022,2022-11-15T09:40:00,1,0.5917924528301888,3,1,1,0.0
+91,44013,2022,2022-11-25T13:10:00,1,0.957547169811321,1,1,1,1.0
+92,44013,2022,2022-12-04T06:40:00,1,0.957547169811321,1,1,1,1.0
+93,44013,2022,2022-12-12T23:36:00,1,0.5917924528301888,2,1,1,0.0
+94,44013,2022,2022-12-21T20:40:00,2,0.957547169811321,2,2,2,1.0
+95,44013,2022,2022-12-31T23:40:00,3,0.3983962264150943,4,4,3,0.0
+96,41001,2019,2019-05-01T19:40:00,1,0.5917924528301887,1,4,1,0.0
+97,41001,2019,2019-05-09T23:40:00,1,0.5917924528301888,1,2,1,0.0
+98,41001,2019,2019-05-18T04:40:00,1,0.957547169811321,1,1,1,1.0
+99,41001,2019,2019-05-26T09:40:00,1,0.5917924528301888,2,1,1,0.0
+100,41001,2019,2019-06-03T15:40:00,1,0.5917924528301888,2,1,1,0.0
+101,41001,2019,2019-06-13T11:40:00,2,0.5917924528301888,3,2,2,0.0
+102,41001,2019,2019-06-21T15:40:00,1,0.957547169811321,1,1,1,1.0
+103,41001,2019,2019-07-01T21:40:00,2,0.5917924528301888,2,3,2,0.0
+104,41001,2019,2019-07-10T03:40:00,1,0.5917924528301888,1,2,1,0.0
+105,41001,2019,2019-07-18T09:40:00,2,0.5917924528301888,3,2,2,0.0
+106,41001,2019,2019-07-27T22:40:00,1,0.5917924528301888,2,1,1,0.0
+107,41001,2019,2019-08-05T03:40:00,1,0.957547169811321,1,1,1,1.0
+108,41001,2019,2019-08-13T10:40:00,2,0.957547169811321,2,2,2,1.0
+109,41001,2019,2019-08-21T14:40:00,2,0.957547169811321,2,2,2,1.0
+110,41001,2019,2019-08-31T05:40:00,4,0.9575471698113208,4,4,4,1.0
+111,41001,2019,2019-09-08T09:40:00,1,0.957547169811321,1,1,1,1.0
+112,41001,2019,2019-09-16T14:40:00,3,0.5917924528301887,3,4,3,0.0
+113,41001,2019,2019-09-24T18:40:00,1,0.957547169811321,1,1,1,1.0
+114,41001,2019,2019-10-02T23:40:00,2,0.5917924528301888,3,2,2,0.0
+115,41001,2019,2019-10-12T12:40:00,2,0.957547169811321,2,2,2,1.0
+116,41001,2019,2019-10-20T18:40:00,1,0.957547169811321,1,1,1,1.0
+117,41001,2019,2019-10-29T00:40:00,2,0.3983962264150944,3,3,2,0.0
+118,41001,2019,2019-11-06T04:40:00,1,0.5917924528301888,2,1,1,0.0
+119,41001,2019,2019-11-15T18:40:00,2,0.5917924528301888,3,2,2,0.0
+120,41001,2020,2020-04-25T22:40:00,3,0.5917924528301887,4,3,3,0.0
+121,41001,2020,2020-05-06T04:40:00,3,0.9575471698113208,3,3,3,1.0
+122,41001,2020,2020-05-16T10:40:00,3,0.3983962264150943,4,4,3,0.0
+123,41001,2020,2020-05-26T17:40:00,2,0.957547169811321,2,2,2,1.0
+124,41001,2020,2020-06-06T00:40:00,1,0.5917924528301888,2,1,1,0.0
+125,41001,2020,2020-06-17T23:40:00,3,0.5917924528301887,4,3,3,0.0
+126,41001,2020,2020-06-28T05:40:00,3,0.3983962264150943,4,4,3,0.0
+127,41001,2020,2020-07-11T21:40:00,1,0.5917924528301888,2,1,1,0.0
+128,41001,2020,2020-07-22T04:40:00,3,0.9575471698113208,3,3,3,1.0
+129,41001,2020,2020-08-01T19:40:00,3,0.9575471698113208,3,3,3,1.0
+130,41001,2020,2020-08-13T19:40:00,3,0.5917924528301887,4,3,3,0.0
+131,41001,2020,2020-08-24T01:40:00,2,0.3983962264150944,3,3,2,0.0
+132,41001,2020,2020-09-03T08:40:00,2,0.5917924528301888,3,2,2,0.0
+133,41001,2020,2020-09-13T15:40:00,2,0.3983962264150944,3,3,2,0.0
+134,41001,2020,2020-09-25T15:40:00,3,0.9575471698113208,3,3,3,1.0
+135,41001,2020,2020-10-05T21:40:00,3,0.9575471698113208,3,3,3,1.0
+136,41001,2020,2020-10-16T03:40:00,1,0.5917924528301887,1,4,1,0.0
+137,41001,2020,2020-10-26T15:40:00,3,0.5917924528301887,4,3,3,0.0
+138,41001,2020,2020-11-06T17:40:00,1,0.5917924528301888,3,1,1,0.0
+139,41001,2020,2020-11-19T03:40:00,1,0.957547169811321,1,1,1,1.0
+140,41001,2020,2020-11-29T10:40:00,3,0.9575471698113208,3,3,3,1.0
+141,41001,2020,2020-12-09T17:40:00,1,0.5917924528301888,1,2,1,0.0
+142,41001,2020,2020-12-19T23:40:00,1,0.957547169811321,1,1,1,1.0
+143,41001,2020,2020-12-31T23:40:00,1,0.5917924528301888,2,1,1,0.0
+144,41001,2021,2021-01-01T00:40:00,1,0.5917924528301888,2,1,1,0.0
+145,41001,2021,2021-06-21T01:40:00,1,0.5917924528301888,1,2,1,0.0
+146,41001,2021,2021-06-24T18:40:00,2,0.5917924528301888,2,3,2,0.0
+147,41001,2021,2021-06-28T12:40:00,1,0.957547169811321,1,1,1,1.0
+148,41001,2021,2021-07-02T05:40:00,1,0.5917924528301888,2,1,1,0.0
+149,41001,2021,2021-07-06T13:40:00,2,0.957547169811321,2,2,2,1.0
+150,41001,2021,2021-07-10T07:40:00,1,0.5917924528301888,2,1,1,0.0
+151,41001,2021,2021-07-14T00:40:00,2,0.957547169811321,2,2,2,1.0
+152,41001,2021,2021-07-17T19:40:00,1,0.5917924528301888,1,2,1,0.0
+153,41001,2021,2021-07-21T12:40:00,1,0.5917924528301888,1,2,1,0.0
+154,41001,2021,2021-07-25T21:40:00,3,0.9575471698113208,3,3,3,1.0
+155,41001,2021,2021-07-29T15:40:00,2,0.5917924528301888,2,3,2,0.0
+156,41001,2021,2021-08-02T08:40:00,1,0.957547169811321,1,1,1,1.0
+157,41001,2021,2021-08-06T02:40:00,1,0.5917924528301888,2,1,1,0.0
+158,41001,2021,2021-08-10T10:40:00,3,0.5917924528301887,4,3,3,0.0
+159,41001,2021,2021-08-14T03:40:00,2,0.957547169811321,2,2,2,1.0
+160,41001,2021,2021-08-17T21:40:00,2,0.5917924528301888,3,2,2,0.0
+161,41001,2021,2021-08-21T14:40:00,1,0.957547169811321,1,1,1,1.0
+162,41001,2021,2021-08-25T08:40:00,1,0.5917924528301888,1,2,1,0.0
+163,41001,2021,2021-08-29T16:40:00,1,0.957547169811321,1,1,1,1.0
+164,41001,2021,2021-09-02T09:40:00,1,0.5917924528301888,1,2,1,0.0
+165,41001,2021,2021-09-06T04:40:00,2,0.5917924528301887,2,4,2,0.0
+166,41001,2021,2021-09-09T22:40:00,1,0.957547169811321,1,1,1,1.0
+167,41001,2021,2021-09-14T07:40:00,2,0.957547169811321,2,2,2,1.0
+168,41001,2022,2022-03-02T20:40:00,2,0.957547169811321,2,2,2,1.0
+169,41001,2022,2022-03-16T18:40:00,2,0.957547169811321,2,2,2,1.0
+170,41001,2022,2022-03-30T15:40:00,1,0.957547169811321,1,1,1,1.0
+171,41001,2022,2022-04-13T12:40:00,1,0.5917924528301888,2,1,1,0.0
+172,41001,2022,2022-04-27T09:40:00,2,0.5917924528301888,3,2,2,0.0
+173,41001,2022,2022-05-13T13:40:00,3,0.5917924528301887,4,3,3,0.0
+174,41001,2022,2022-05-27T15:40:00,2,0.5917924528301888,2,3,2,0.0
+175,41001,2022,2022-06-10T12:40:00,1,0.5917924528301888,1,3,1,0.0
+176,41001,2022,2022-06-24T11:40:00,2,0.957547169811321,2,2,2,1.0
+177,41001,2022,2022-07-08T10:40:00,2,0.5917924528301888,3,2,2,0.0
+178,41001,2022,2022-07-24T15:40:00,2,0.5917924528301887,4,2,2,0.0
+179,41001,2022,2022-08-07T11:40:00,2,0.5917924528301888,3,2,2,0.0
+180,41001,2022,2022-08-23T19:40:00,3,0.9575471698113208,3,3,3,1.0
+181,41001,2022,2022-09-07T02:40:00,2,0.5917924528301888,2,3,2,0.0
+182,41001,2022,2022-09-23T09:40:00,2,0.957547169811321,2,2,2,1.0
+183,41001,2022,2022-10-07T08:40:00,2,0.5917924528301888,3,2,2,0.0
+184,41001,2022,2022-10-21T05:40:00,1,0.3983962264150944,2,2,1,0.0
+185,41001,2022,2022-11-05T21:40:00,1,0.957547169811321,1,1,1,1.0
+186,41001,2022,2022-11-20T01:40:00,3,0.9575471698113208,3,3,3,1.0
+187,41001,2022,2022-12-03T00:40:00,2,0.5917924528301888,3,2,2,0.0
+188,41001,2022,2022-12-10T00:10:00,1,0.3983962264150944,2,2,1,0.0
+189,41001,2022,2022-12-16T22:40:00,1,0.5917924528301888,1,2,1,0.0
+190,41001,2022,2022-12-23T21:10:00,2,0.957547169811321,2,2,2,1.0
+191,41001,2022,2022-12-31T23:40:00,2,0.5917924528301888,3,2,2,0.0
+192,46042,2019,2019-01-01T01:00:00,1,0.957547169811321,1,1,1,1.0
+193,46042,2019,2019-01-16T16:00:00,3,0.5917924528301887,4,3,3,0.0
+194,46042,2019,2019-01-31T19:00:00,1,0.957547169811321,1,1,1,1.0
+195,46042,2019,2019-02-16T00:00:00,2,0.957547169811321,2,2,2,1.0
+196,46042,2019,2019-03-03T04:00:00,2,0.5917924528301888,2,3,2,0.0
+197,46042,2019,2019-03-21T06:00:00,1,0.5917924528301888,1,2,1,0.0
+198,46042,2019,2019-04-05T11:00:00,2,0.957547169811321,2,2,2,1.0
+199,46042,2019,2019-04-20T14:00:00,1,0.957547169811321,1,1,1,1.0
+200,46042,2019,2019-05-05T17:00:00,3,0.9575471698113208,3,3,3,1.0
+201,46042,2019,2019-05-20T21:00:00,1,0.957547169811321,1,1,1,1.0
+202,46042,2019,2019-06-07T18:00:00,1,0.957547169811321,1,1,1,1.0
+203,46042,2019,2019-06-24T15:00:00,1,0.957547169811321,1,1,1,1.0
+204,46042,2019,2019-07-09T18:00:00,1,0.5917924528301888,1,3,1,0.0
+205,46042,2019,2019-07-24T22:00:00,1,0.5917924528301888,1,2,1,0.0
+206,46042,2019,2019-08-11T18:00:00,2,0.5917924528301888,3,2,2,0.0
+207,46042,2019,2019-08-26T21:00:00,3,0.9575471698113208,3,3,3,1.0
+208,46042,2019,2019-09-11T02:00:00,1,0.5917924528301888,1,2,1,0.0
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+210,46042,2019,2019-10-11T08:00:00,1,0.957547169811321,1,1,1,1.0
+211,46042,2019,2019-10-29T01:00:00,2,0.957547169811321,2,2,2,1.0
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+216,46042,2020,2020-01-01T00:40:00,1,0.957547169811321,1,1,1,1.0
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+274,46042,2022,2022-06-18T17:40:00,1,0.957547169811321,1,1,1,1.0
+275,46042,2022,2022-07-05T01:40:00,3,0.5917924528301887,3,4,3,0.0
+276,46042,2022,2022-07-21T13:40:00,3,0.5917924528301887,3,4,3,0.0
+277,46042,2022,2022-08-06T17:40:00,3,0.9575471698113208,3,3,3,1.0
+278,46042,2022,2022-08-28T01:40:00,1,0.5917924528301888,1,2,1,0.0
+279,46042,2022,2022-09-14T02:40:00,2,0.957547169811321,2,2,2,1.0
+280,46042,2022,2022-09-30T08:40:00,2,0.957547169811321,2,2,2,1.0
+281,46042,2022,2022-10-16T13:40:00,2,0.3983962264150944,3,3,2,0.0
+282,46042,2022,2022-11-03T18:40:00,1,0.5917924528301888,1,2,1,0.0
+283,46042,2022,2022-11-16T08:10:00,1,0.957547169811321,1,1,1,1.0
+284,46042,2022,2022-11-24T11:10:00,2,0.5917924528301888,2,3,2,0.0
+285,46042,2022,2022-12-02T19:10:00,1,0.957547169811321,1,1,1,1.0
+286,46042,2022,2022-12-12T12:40:00,1,0.957547169811321,1,1,1,1.0
+287,46042,2022,2022-12-31T23:40:00,2,0.957547169811321,2,2,2,1.0
+288,42001,2019,2019-06-05T16:40:00,1,0.957547169811321,1,1,1,1.0
+289,42001,2019,2019-07-02T17:40:00,2,0.5917924528301888,3,2,2,0.0
+290,42001,2019,2019-07-11T09:40:00,1,0.5917924528301888,1,2,1,0.0
+291,42001,2019,2019-07-20T01:40:00,3,0.3983962264150943,4,4,3,0.0
+292,42001,2019,2019-07-27T09:40:00,4,0.9575471698113208,4,4,4,1.0
+293,42001,2019,2019-08-05T03:40:00,2,0.3983962264150944,3,3,2,0.0
+294,42001,2019,2019-08-13T23:40:00,4,0.9575471698113208,4,4,4,1.0
+295,42001,2019,2019-08-21T03:40:00,1,0.5917924528301888,3,1,1,0.0
+296,42001,2019,2019-08-29T19:40:00,2,0.5917924528301887,4,2,2,0.0
+297,42001,2019,2019-09-07T10:40:00,3,0.5917924528301887,3,4,3,0.0
+298,42001,2019,2019-09-14T15:40:00,1,0.5917924528301888,2,1,1,0.0
+299,42001,2019,2019-09-23T07:40:00,1,0.957547169811321,1,1,1,1.0
+300,42001,2019,2019-10-01T23:40:00,1,0.5917924528301888,2,1,1,0.0
+301,42001,2019,2019-10-10T14:40:00,1,0.957547169811321,1,1,1,1.0
+302,42001,2019,2019-10-17T19:40:00,3,0.9575471698113208,3,3,3,1.0
+303,42001,2019,2019-10-26T11:40:00,1,0.957547169811321,1,1,1,1.0
+304,42001,2019,2019-11-04T03:40:00,1,0.957547169811321,1,1,1,1.0
+305,42001,2019,2019-11-11T09:40:00,3,0.5917924528301887,4,3,3,0.0
+306,42001,2019,2019-11-20T01:40:00,1,0.3983962264150944,3,2,1,0.0
+307,42001,2019,2019-11-28T16:40:00,3,0.5917924528301887,4,3,3,0.0
+308,42001,2019,2019-12-05T21:40:00,3,0.5917924528301887,4,3,3,0.0
+309,42001,2019,2019-12-14T15:40:00,1,0.957547169811321,1,1,1,1.0
+310,42001,2019,2019-12-23T07:40:00,1,0.5917924528301888,3,1,1,0.0
+311,42001,2019,2019-12-31T23:40:00,1,0.5917924528301888,2,1,1,0.0
+312,42001,2020,2020-01-01T00:40:00,2,0.957547169811321,2,2,2,1.0
+313,42001,2020,2020-01-02T10:40:00,1,0.957547169811321,1,1,1,1.0
+314,42001,2020,2020-01-03T21:40:00,1,0.957547169811321,1,1,1,1.0
+315,42001,2020,2020-01-05T08:40:00,2,0.957547169811321,2,2,2,1.0
+316,42001,2020,2020-01-06T19:40:00,1,0.957547169811321,1,1,1,1.0
+317,42001,2020,2020-01-08T11:40:00,2,0.5917924528301888,2,3,2,0.0
+318,42001,2020,2020-01-09T22:40:00,1,0.5917924528301888,3,1,1,0.0
+319,42001,2020,2020-01-11T09:40:00,1,0.957547169811321,1,1,1,1.0
+320,42001,2020,2020-01-12T19:40:00,2,0.957547169811321,2,2,2,1.0
+321,42001,2020,2020-01-14T07:40:00,2,0.957547169811321,2,2,2,1.0
+322,42001,2020,2020-01-15T23:40:00,1,0.5917924528301888,2,1,1,0.0
+323,42001,2020,2020-01-17T10:40:00,1,0.5917924528301888,2,1,1,0.0
+324,42001,2020,2020-01-18T20:40:00,1,0.5917924528301888,2,1,1,0.0
+325,42001,2020,2020-01-20T07:40:00,1,0.957547169811321,1,1,1,1.0
+326,42001,2020,2020-01-21T23:40:00,1,0.957547169811321,1,1,1,1.0
+327,42001,2020,2020-01-23T10:40:00,2,0.5917924528301888,3,2,2,0.0
+328,42001,2020,2020-01-24T21:40:00,2,0.957547169811321,2,2,2,1.0
+329,42001,2020,2020-01-26T07:40:00,1,0.957547169811321,1,1,1,1.0
+330,42001,2020,2020-01-27T18:40:00,1,0.5917924528301888,2,1,1,0.0
+331,42001,2020,2020-01-30T00:40:00,1,0.5917924528301888,2,1,1,0.0
+332,42001,2020,2020-02-01T09:40:00,1,0.957547169811321,1,1,1,1.0
+333,42001,2020,2020-02-06T11:40:00,1,0.957547169811321,1,1,1,1.0
+334,42001,2020,2020-02-08T06:40:00,3,0.9575471698113208,3,3,3,1.0
+335,42001,2020,2020-02-10T00:40:00,1,0.5917924528301888,2,1,1,0.0
+336,42001,2021,2021-04-21T20:40:00,1,0.5917924528301888,2,1,1,0.0
+337,42001,2021,2021-04-25T20:40:00,2,0.957547169811321,2,2,2,1.0
+338,42001,2021,2021-04-29T19:40:00,2,0.5917924528301888,2,3,2,0.0
+339,42001,2021,2021-05-03T18:40:00,1,0.5917924528301888,2,1,1,0.0
+340,42001,2021,2021-05-07T17:40:00,2,0.5917924528301888,2,3,2,0.0
+341,42001,2021,2021-05-12T08:40:00,1,0.957547169811321,1,1,1,1.0
+342,42001,2021,2021-05-16T08:40:00,1,0.957547169811321,1,1,1,1.0
+343,42001,2021,2021-05-20T07:40:00,1,0.957547169811321,1,1,1,1.0
+344,42001,2021,2021-05-24T06:40:00,2,0.5917924528301888,3,2,2,0.0
+345,42001,2021,2021-05-28T05:40:00,2,0.5917924528301888,2,3,2,0.0
+346,42001,2021,2021-06-01T20:40:00,2,0.3983962264150944,3,3,2,0.0
+347,42001,2021,2021-06-05T19:40:00,1,0.5917924528301888,2,1,1,0.0
+348,42001,2021,2021-06-09T19:40:00,1,0.5917924528301887,4,1,1,0.0
+349,42001,2021,2021-06-13T18:40:00,4,0.9575471698113208,4,4,4,1.0
+350,42001,2021,2021-06-18T09:40:00,1,0.957547169811321,1,1,1,1.0
+351,42001,2021,2021-06-22T08:40:00,1,0.957547169811321,1,1,1,1.0
+352,42001,2021,2021-06-26T07:40:00,1,0.957547169811321,1,1,1,1.0
+353,42001,2021,2021-06-30T07:40:00,1,0.5917924528301888,2,1,1,0.0
+354,42001,2021,2021-07-04T06:40:00,1,0.5917924528301888,2,1,1,0.0
+355,42001,2021,2021-07-08T21:40:00,1,0.3983962264150944,2,2,1,0.0
+356,42001,2021,2021-07-12T20:40:00,2,0.957547169811321,2,2,2,1.0
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+367,42001,2022,2022-10-04T17:40:00,1,0.5917924528301888,2,1,1,0.0
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+370,42001,2022,2022-10-25T22:40:00,1,0.957547169811321,1,1,1,1.0
+371,42001,2022,2022-11-03T09:40:00,1,0.5917924528301888,2,1,1,0.0
+372,42001,2022,2022-11-10T02:40:00,1,0.957547169811321,1,1,1,1.0
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+375,42001,2022,2022-12-01T06:40:00,1,0.957547169811321,1,1,1,1.0
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+377,42001,2022,2022-12-10T17:40:00,2,0.5917924528301887,4,2,2,0.0
+378,42001,2022,2022-12-14T02:40:00,1,0.5917924528301888,2,1,1,0.0
+379,42001,2022,2022-12-18T00:10:00,2,0.3983962264150944,3,3,2,0.0
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+388,46026,2019,2019-03-03T03:40:00,2,0.957547169811321,2,2,2,1.0
+389,46026,2019,2019-03-21T05:40:00,3,0.9575471698113208,3,3,3,1.0
+390,46026,2019,2019-04-05T10:40:00,3,0.9575471698113208,3,3,3,1.0
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+395,46026,2019,2019-06-25T04:40:00,1,0.957547169811321,1,1,1,1.0
+396,46026,2019,2019-07-10T08:40:00,2,0.957547169811321,2,2,2,1.0
+397,46026,2019,2019-07-25T13:40:00,1,0.5917924528301888,1,2,1,0.0
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+400,46026,2019,2019-09-11T15:40:00,2,0.957547169811321,2,2,2,1.0
+401,46026,2019,2019-09-26T19:40:00,1,0.957547169811321,1,1,1,1.0
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WaveCleanLDM/C7C2R4R2R2_PersistentConsensusCalibration/latest/C7C2R4R2R2_real_untouched_test_audit.csv

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WaveCleanLDM/C7C2R4R2R2_PersistentConsensusCalibration/latest/C7C2R4R2R2_real_validation_consensus_labels.csv

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WaveCleanLDM/C7C2R4R2R2_PersistentConsensusCalibration/latest/C7C2R4R2R2_sample_audit.csv

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