Final PHI model after training
Browse files- val_metrics.json +144 -0
val_metrics.json
ADDED
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{
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| 2 |
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"summary": {
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| 3 |
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"eval_loss": 0.03118172474205494,
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| 4 |
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"eval_macro_f1": 0.9570645876243163,
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| 5 |
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"eval_weighted_f1": 0.9705581431946875,
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"eval_runtime": 1.2749,
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"eval_samples_per_second": 703.559,
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| 8 |
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"eval_steps_per_second": 44.708,
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| 9 |
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"epoch": 5.0
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},
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"per_entity_report": {
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| 12 |
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"AUTH_NUMBER": {
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| 13 |
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"precision": 0.9841269841269841,
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| 14 |
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"recall": 0.9393939393939394,
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| 15 |
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"f1-score": 0.9612403100775193,
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| 16 |
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"support": 66
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},
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"BILLED_AMOUNT": {
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"precision": 0.9791666666666666,
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| 20 |
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"recall": 0.94,
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"f1-score": 0.9591836734693877,
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| 22 |
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"support": 150
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},
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"CARRIER": {
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"precision": 0.9773123909249564,
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| 26 |
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"recall": 0.9893992932862191,
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| 27 |
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"f1-score": 0.9833187006145743,
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| 28 |
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"support": 566
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},
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| 30 |
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"CLAIM_ID": {
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| 31 |
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"precision": 1.0,
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| 32 |
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"recall": 0.98,
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| 33 |
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"f1-score": 0.98989898989899,
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| 34 |
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"support": 150
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},
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| 36 |
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"COPAY": {
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| 37 |
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"precision": 0.968503937007874,
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| 38 |
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"recall": 0.9534883720930233,
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| 39 |
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"f1-score": 0.9609375,
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| 40 |
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"support": 129
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| 41 |
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},
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| 42 |
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"DEDUCTIBLE": {
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| 43 |
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"precision": 0.9746835443037974,
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| 44 |
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"recall": 0.9625,
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| 45 |
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"f1-score": 0.9685534591194969,
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| 46 |
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"support": 80
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| 47 |
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},
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| 48 |
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"GROUP_NUMBER": {
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| 49 |
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"precision": 1.0,
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| 50 |
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"recall": 0.9830508474576272,
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| 51 |
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"f1-score": 0.9914529914529915,
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| 52 |
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"support": 118
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| 53 |
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},
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| 54 |
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"MEMBER_ID": {
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| 55 |
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"precision": 0.9968051118210862,
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| 56 |
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"recall": 0.9968051118210862,
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| 57 |
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"f1-score": 0.9968051118210862,
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| 58 |
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"support": 313
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| 59 |
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},
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| 60 |
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"PLAN_TYPE": {
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| 61 |
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"precision": 0.9722222222222222,
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| 62 |
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"recall": 0.9767441860465116,
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| 63 |
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"f1-score": 0.9744779582366588,
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| 64 |
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"support": 215
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| 65 |
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},
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| 66 |
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"POLICY_NUMBER": {
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| 67 |
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"precision": 0.9767441860465116,
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| 68 |
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"recall": 0.9882352941176471,
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| 69 |
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"f1-score": 0.9824561403508771,
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| 70 |
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"support": 85
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| 71 |
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},
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| 72 |
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"RELATIONSHIP": {
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| 73 |
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"precision": 0.7619047619047619,
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| 74 |
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"recall": 0.7619047619047619,
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| 75 |
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"f1-score": 0.7619047619047619,
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| 76 |
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"support": 84
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| 77 |
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},
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| 78 |
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"SUBSCRIBER_NAME": {
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| 79 |
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"precision": 0.9545454545454546,
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| 80 |
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"recall": 0.9545454545454546,
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| 81 |
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"f1-score": 0.9545454545454546,
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| 82 |
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"support": 88
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| 83 |
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},
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| 84 |
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"micro avg": {
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| 85 |
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"precision": 0.9724950884086444,
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| 86 |
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"recall": 0.9686888454011742,
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| 87 |
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"f1-score": 0.9705882352941176,
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| 88 |
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"support": 2044
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| 89 |
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},
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| 90 |
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"macro avg": {
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| 91 |
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"precision": 0.9621679382975263,
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| 92 |
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"recall": 0.9521722717221892,
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| 93 |
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"f1-score": 0.9570645876243163,
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| 94 |
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"support": 2044
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| 95 |
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},
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| 96 |
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"weighted avg": {
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| 97 |
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"precision": 0.9725777491320731,
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| 98 |
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"recall": 0.9686888454011742,
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| 99 |
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"f1-score": 0.9705581431946875,
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| 100 |
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"support": 2044
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| 101 |
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}
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| 102 |
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},
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| 103 |
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"entity_types": [
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"CARRIER",
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| 105 |
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"PLAN_TYPE",
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| 106 |
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"MEMBER_ID",
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| 107 |
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"GROUP_NUMBER",
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| 108 |
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"POLICY_NUMBER",
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| 109 |
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"SUBSCRIBER_NAME",
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| 110 |
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"RELATIONSHIP",
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| 111 |
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"CLAIM_ID",
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| 112 |
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"AUTH_NUMBER",
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| 113 |
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"COPAY",
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| 114 |
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"DEDUCTIBLE",
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| 115 |
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"BILLED_AMOUNT"
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],
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"labels": [
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| 118 |
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"O",
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| 119 |
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"B-CARRIER",
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| 120 |
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"B-PLAN_TYPE",
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| 121 |
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"B-MEMBER_ID",
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| 122 |
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"B-GROUP_NUMBER",
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| 123 |
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"B-POLICY_NUMBER",
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| 124 |
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"B-SUBSCRIBER_NAME",
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| 125 |
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"B-RELATIONSHIP",
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| 126 |
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"B-CLAIM_ID",
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| 127 |
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"B-AUTH_NUMBER",
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| 128 |
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"B-COPAY",
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| 129 |
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"B-DEDUCTIBLE",
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| 130 |
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"B-BILLED_AMOUNT",
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| 131 |
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"I-CARRIER",
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| 132 |
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"I-PLAN_TYPE",
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| 133 |
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"I-MEMBER_ID",
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| 134 |
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"I-GROUP_NUMBER",
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| 135 |
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"I-POLICY_NUMBER",
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| 136 |
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"I-SUBSCRIBER_NAME",
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| 137 |
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"I-RELATIONSHIP",
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| 138 |
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"I-CLAIM_ID",
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| 139 |
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"I-AUTH_NUMBER",
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| 140 |
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"I-COPAY",
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| 141 |
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"I-DEDUCTIBLE",
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| 142 |
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"I-BILLED_AMOUNT"
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| 143 |
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]
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| 144 |
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}
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