README.md

metadata

license: apache-2.0
base_model: distilbert/distilbert-base-uncased
tags:
  - generated_from_trainer
metrics:
  - precision
  - recall
  - f1
  - accuracy
model-index:
  - name: dbert-pii-detection-model
    results: []

dbert-pii-detection-model

This model is a fine-tuned version of distilbert/distilbert-base-uncased on the None dataset. It achieves the following results on the evaluation set:

• Loss: 0.1572
• Precision: 0.7413
• Recall: 0.8012
• F1: 0.7701
• Accuracy: 0.9433
• Classification Report: {'B-ACCOUNTNAME': {'precision': 0.9833333333333333, 'recall': 0.9962476547842402, 'f1-score': 0.9897483690587139, 'support': 533.0}, 'B-ACCOUNTNUMBER': {'precision': 0.9695238095238096, 'recall': 0.960377358490566, 'f1-score': 0.9649289099526066, 'support': 530.0}, 'B-AGE': {'precision': 0.9133663366336634, 'recall': 0.8163716814159292, 'f1-score': 0.8621495327102804, 'support': 452.0}, 'B-AMOUNT': {'precision': 0.9108910891089109, 'recall': 0.6917293233082706, 'f1-score': 0.7863247863247863, 'support': 266.0}, 'B-BIC': {'precision': 0.8987341772151899, 'recall': 0.9342105263157895, 'f1-score': 0.9161290322580645, 'support': 152.0}, 'B-BITCOINADDRESS': {'precision': 0.9475890985324947, 'recall': 0.9847494553376906, 'f1-score': 0.9658119658119658, 'support': 459.0}, 'B-CREDITCARDCVV': {'precision': 0.9186991869918699, 'recall': 0.6457142857142857, 'f1-score': 0.7583892617449665, 'support': 175.0}, 'B-CREDITCARDISSUER': {'precision': 0.9163987138263665, 'recall': 0.9693877551020408, 'f1-score': 0.9421487603305785, 'support': 294.0}, 'B-CREDITCARDNUMBER': {'precision': 0.827054794520548, 'recall': 0.9165085388994307, 'f1-score': 0.8694869486948695, 'support': 527.0}, 'B-CURRENCY': {'precision': 0.5887096774193549, 'recall': 0.6293103448275862, 'f1-score': 0.6083333333333333, 'support': 348.0}, 'B-CURRENCYCODE': {'precision': 0.6754385964912281, 'recall': 0.4350282485875706, 'f1-score': 0.5292096219931272, 'support': 177.0}, 'B-CURRENCYNAME': {'precision': 0.5, 'recall': 0.08387096774193549, 'f1-score': 0.143646408839779, 'support': 155.0}, 'B-CURRENCYSYMBOL': {'precision': 0.8604651162790697, 'recall': 0.8306122448979592, 'f1-score': 0.8452751817237798, 'support': 490.0}, 'B-DATE': {'precision': 0.7462817147856518, 'recall': 0.9530726256983241, 'f1-score': 0.8370951913640824, 'support': 895.0}, 'B-DOB': {'precision': 0.7791666666666667, 'recall': 0.3887733887733888, 'f1-score': 0.5187239944521498, 'support': 481.0}, 'B-EMAIL': {'precision': 0.9718482252141983, 'recall': 0.9742331288343559, 'f1-score': 0.9730392156862745, 'support': 815.0}, 'B-ETHEREUMADDRESS': {'precision': 0.9938271604938271, 'recall': 0.9969040247678018, 'f1-score': 0.9953632148377125, 'support': 323.0}, 'B-EYECOLOR': {'precision': 0.8881578947368421, 'recall': 0.7670454545454546, 'f1-score': 0.823170731707317, 'support': 176.0}, 'B-GENDER': {'precision': 0.9295154185022027, 'recall': 0.8940677966101694, 'f1-score': 0.9114470842332614, 'support': 472.0}, 'B-HEIGHT': {'precision': 0.9221556886227545, 'recall': 0.9112426035502958, 'f1-score': 0.9166666666666666, 'support': 169.0}, 'B-IBAN': {'precision': 0.9788359788359788, 'recall': 0.9814323607427056, 'f1-score': 0.9801324503311258, 'support': 377.0}, 'B-IP': {'precision': 0.46153846153846156, 'recall': 0.06217616580310881, 'f1-score': 0.1095890410958904, 'support': 386.0}, 'B-IPV4': {'precision': 0.7432239657631954, 'recall': 0.9774859287054409, 'f1-score': 0.8444084278768234, 'support': 533.0}, 'B-IPV6': {'precision': 0.6947368421052632, 'recall': 0.927710843373494, 'f1-score': 0.7944969905417025, 'support': 498.0}, 'B-JOBAREA': {'precision': 0.7265774378585086, 'recall': 0.6896551724137931, 'f1-score': 0.707635009310987, 'support': 551.0}, 'B-JOBTITLE': {'precision': 0.9020866773675762, 'recall': 0.9525423728813559, 'f1-score': 0.9266281945589447, 'support': 590.0}, 'B-JOBTYPE': {'precision': 0.8084358523725835, 'recall': 0.8550185873605948, 'f1-score': 0.8310749774164409, 'support': 538.0}, 'B-LITECOINADDRESS': {'precision': 0.9659863945578231, 'recall': 0.8765432098765432, 'f1-score': 0.919093851132686, 'support': 162.0}, 'B-LOCATION': {'precision': 0.8701642819289878, 'recall': 0.8556539864512767, 'f1-score': 0.8628481345244351, 'support': 5757.0}, 'B-MAC': {'precision': 0.9497716894977168, 'recall': 0.9541284403669725, 'f1-score': 0.9519450800915332, 'support': 218.0}, 'B-MASKEDNUMBER': {'precision': 0.8656716417910447, 'recall': 0.7360406091370558, 'f1-score': 0.7956104252400549, 'support': 394.0}, 'B-NEARBYGPSCOORDINATE': {'precision': 1.0, 'recall': 0.9970059880239521, 'f1-score': 0.9985007496251874, 'support': 334.0}, 'B-ORDINALDIRECTION': {'precision': 0.8532110091743119, 'recall': 0.8942307692307693, 'f1-score': 0.8732394366197183, 'support': 208.0}, 'B-ORGANIZATION': {'precision': 0.7381056307289393, 'recall': 0.7174374204497243, 'f1-score': 0.7276247848537005, 'support': 2357.0}, 'B-PASSWORD': {'precision': 0.9702970297029703, 'recall': 0.962671905697446, 'f1-score': 0.9664694280078896, 'support': 509.0}, 'B-PERSON': {'precision': 0.8583856935717739, 'recall': 0.8355025874235534, 'f1-score': 0.8467895740623014, 'support': 6377.0}, 'B-PHONEIMEI': {'precision': 0.9868073878627969, 'recall': 0.9842105263157894, 'f1-score': 0.9855072463768116, 'support': 380.0}, 'B-PHONENUMBER': {'precision': 0.9647058823529412, 'recall': 0.9800796812749004, 'f1-score': 0.9723320158102767, 'support': 502.0}, 'B-PIN': {'precision': 0.7631578947368421, 'recall': 0.7837837837837838, 'f1-score': 0.7733333333333333, 'support': 148.0}, 'B-PREFIX': {'precision': 0.8800521512385919, 'recall': 0.9811046511627907, 'f1-score': 0.9278350515463918, 'support': 688.0}, 'B-SEX': {'precision': 0.9587242026266416, 'recall': 0.9826923076923076, 'f1-score': 0.9705603038936372, 'support': 520.0}, 'B-SSN': {'precision': 0.9507042253521126, 'recall': 0.9529411764705882, 'f1-score': 0.9518213866039953, 'support': 425.0}, 'B-TIME': {'precision': 0.9319727891156463, 'recall': 0.9432013769363167, 'f1-score': 0.9375534644995723, 'support': 581.0}, 'B-URL': {'precision': 0.9930555555555556, 'recall': 0.9982547993019197, 'f1-score': 0.9956483899042646, 'support': 573.0}, 'B-USERAGENT': {'precision': 0.9951690821256038, 'recall': 0.9927710843373494, 'f1-score': 0.9939686369119421, 'support': 415.0}, 'B-USERNAME': {'precision': 0.9203539823008849, 'recall': 0.9171075837742504, 'f1-score': 0.9187279151943463, 'support': 567.0}, 'B-VEHICLEVIN': {'precision': 0.9704142011834319, 'recall': 0.9879518072289156, 'f1-score': 0.9791044776119403, 'support': 166.0}, 'B-VEHICLEVRM': {'precision': 0.9585492227979274, 'recall': 0.9438775510204082, 'f1-score': 0.9511568123393316, 'support': 196.0}, 'I-ACCOUNTNAME': {'precision': 0.9683972911963883, 'recall': 0.9907621247113164, 'f1-score': 0.9794520547945206, 'support': 866.0}, 'I-ACCOUNTNUMBER': {'precision': 0.9874560963371801, 'recall': 0.9902717208990272, 'f1-score': 0.9888619043631187, 'support': 5962.0}, 'I-AGE': {'precision': 0.8314606741573034, 'recall': 0.9844789356984479, 'f1-score': 0.9015228426395939, 'support': 451.0}, 'I-AMOUNT': {'precision': 0.9181771103055412, 'recall': 0.9363612358067072, 'f1-score': 0.9271800235324879, 'support': 3787.0}, 'I-BIC': {'precision': 0.8971631205673759, 'recall': 0.9270795163063393, 'f1-score': 0.9118760136961614, 'support': 2729.0}, 'I-BITCOINADDRESS': {'precision': 0.9611269208878771, 'recall': 0.9860158234315243, 'f1-score': 0.9734123038346807, 'support': 34253.0}, 'I-CREDITCARDCVV': {'precision': 0.9364548494983278, 'recall': 0.813953488372093, 'f1-score': 0.8709175738724728, 'support': 344.0}, 'I-CREDITCARDISSUER': {'precision': 0.9808612440191388, 'recall': 0.9927360774818402, 'f1-score': 0.98676293622142, 'support': 826.0}, 'I-CREDITCARDNUMBER': {'precision': 0.8299468791500664, 'recall': 0.9182339112547752, 'f1-score': 0.8718610491071429, 'support': 13612.0}, 'I-CURRENCY': {'precision': 0.6748278500382555, 'recall': 0.740865182696346, 'f1-score': 0.7063063063063063, 'support': 2381.0}, 'I-CURRENCYCODE': {'precision': 0.637987012987013, 'recall': 0.637987012987013, 'f1-score': 0.637987012987013, 'support': 616.0}, 'I-CURRENCYNAME': {'precision': 0.46060606060606063, 'recall': 0.32374866879659214, 'f1-score': 0.3802376485303315, 'support': 939.0}, 'I-CURRENCYSYMBOL': {'precision': 0.8227513227513228, 'recall': 0.7369668246445498, 'f1-score': 0.7775, 'support': 422.0}, 'I-DATE': {'precision': 0.7552550542241264, 'recall': 0.9241480996068152, 'f1-score': 0.8312090179031901, 'support': 6104.0}, 'I-DOB': {'precision': 0.7493784186971656, 'recall': 0.45666666666666667, 'f1-score': 0.5675014121634344, 'support': 3300.0}, 'I-EMAIL': {'precision': 0.9976601747987062, 'recall': 0.9993106776039153, 'f1-score': 0.9984847441283835, 'support': 14507.0}, 'I-ETHEREUMADDRESS': {'precision': 0.9971705872676427, 'recall': 0.999637203166227, 'f1-score': 0.9984023717368031, 'support': 30320.0}, 'I-EYECOLOR': {'precision': 0.8764478764478765, 'recall': 0.961864406779661, 'f1-score': 0.9171717171717172, 'support': 236.0}, 'I-GENDER': {'precision': 0.9548311076197957, 'recall': 0.9806373537716822, 'f1-score': 0.9675621890547264, 'support': 2479.0}, 'I-HEIGHT': {'precision': 0.9332477535301669, 'recall': 0.9706275033377837, 'f1-score': 0.9515706806282722, 'support': 749.0}, 'I-IBAN': {'precision': 0.9920039365235577, 'recall': 0.9861807508866333, 'f1-score': 0.9890837728443518, 'support': 16354.0}, 'I-IP': {'precision': 0.49273447820343463, 'recall': 0.3739473332442187, 'f1-score': 0.42520044077972413, 'support': 14962.0}, 'I-IPV4': {'precision': 0.7541926209870627, 'recall': 0.98375, 'f1-score': 0.8538106861947383, 'support': 3200.0}, 'I-IPV6': {'precision': 0.7565486700049205, 'recall': 0.8201186031188228, 'f1-score': 0.7870520927431497, 'support': 31871.0}, 'I-JOBAREA': {'precision': 0.8258928571428571, 'recall': 0.8564814814814815, 'f1-score': 0.8409090909090909, 'support': 216.0}, 'I-JOBTITLE': {'precision': 0.9352864013992129, 'recall': 0.9958100558659218, 'f1-score': 0.9645997745208568, 'support': 2148.0}, 'I-JOBTYPE': {'precision': 0.928082191780822, 'recall': 0.9492119089316988, 'f1-score': 0.9385281385281385, 'support': 571.0}, 'I-LITECOINADDRESS': {'precision': 0.9491078669910786, 'recall': 0.882125694902478, 'f1-score': 0.9143917566049714, 'support': 10613.0}, 'I-LOCATION': {'precision': 0.935253227408143, 'recall': 0.9305404604288113, 'f1-score': 0.9328908919815759, 'support': 20242.0}, 'I-MAC': {'precision': 0.9934322549258088, 'recall': 0.9946419873356064, 'f1-score': 0.9940367530728976, 'support': 4106.0}, 'I-MASKEDNUMBER': {'precision': 0.8802466464733881, 'recall': 0.7585531835555142, 'f1-score': 0.8148815782885184, 'support': 10727.0}, 'I-NEARBYGPSCOORDINATE': {'precision': 0.9985329176600036, 'recall': 1.0, 'f1-score': 0.9992659203523583, 'support': 5445.0}, 'I-ORGANIZATION': {'precision': 0.856851510148587, 'recall': 0.8855766335441132, 'f1-score': 0.8709772951628826, 'support': 9963.0}, 'I-PASSWORD': {'precision': 0.9827474485663372, 'recall': 0.9809200420405854, 'f1-score': 0.9818328950030346, 'support': 12369.0}, 'I-PERSON': {'precision': 0.8926155035762614, 'recall': 0.9168528170761976, 'f1-score': 0.9045718343658937, 'support': 20145.0}, 'I-PHONEIMEI': {'precision': 0.9931120851596744, 'recall': 0.9997478567826525, 'f1-score': 0.9964189231639128, 'support': 7932.0}, 'I-PHONENUMBER': {'precision': 0.9784533648170012, 'recall': 0.9929609105885877, 'f1-score': 0.9856537575262023, 'support': 6677.0}, 'I-PIN': {'precision': 0.7491694352159468, 'recall': 0.8541666666666666, 'f1-score': 0.7982300884955752, 'support': 528.0}, 'I-PREFIX': {'precision': 0.8575924468922108, 'recall': 0.9936189608021878, 'f1-score': 0.9206081081081081, 'support': 1097.0}, 'I-SSN': {'precision': 0.9718875502008032, 'recall': 0.9855609033691225, 'f1-score': 0.9786764705882353, 'support': 5402.0}, 'I-TIME': {'precision': 0.9683184402924452, 'recall': 0.9892116182572614, 'f1-score': 0.9786535303776683, 'support': 1205.0}, 'I-URL': {'precision': 0.9914529914529915, 'recall': 0.9998631823778903, 'f1-score': 0.9956403269754769, 'support': 7309.0}, 'I-USERAGENT': {'precision': 0.998585829284212, 'recall': 0.9999636891793755, 'f1-score': 0.9992742842628543, 'support': 27540.0}, 'I-USERNAME': {'precision': 0.944710770214126, 'recall': 0.9668029435813573, 'f1-score': 0.9556291925967834, 'support': 6115.0}, 'I-VEHICLEVIN': {'precision': 0.9745319615449486, 'recall': 0.9946634532621794, 'f1-score': 0.9844948032032714, 'support': 5809.0}, 'I-VEHICLEVRM': {'precision': 0.9772364217252396, 'recall': 0.9788, 'f1-score': 0.978017585931255, 'support': 2500.0}, 'O': {'precision': 0.9892495017985387, 'recall': 0.9837872366945033, 'f1-score': 0.986510808226626, 'support': 320920.0}, 'accuracy': 0.9433351828810348, 'macro avg': {'precision': 0.8793777747202005, 'recall': 0.8718829567729829, 'f1-score': 0.8691194147844159, 'support': 713688.0}, 'weighted avg': {'precision': 0.9419843792518461, 'recall': 0.9433351828810348, 'f1-score': 0.941698874575059, 'support': 713688.0}}

Model description

More information needed

Intended uses & limitations

More information needed

Training and evaluation data

More information needed

Training procedure

Training hyperparameters

The following hyperparameters were used during training:

• learning_rate: 2e-05
• train_batch_size: 32
• eval_batch_size: 32
• seed: 42
• optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
• lr_scheduler_type: linear
• num_epochs: 6
• mixed_precision_training: Native AMP

Training results

Training Loss	Epoch	Step	Validation Loss	Precision	Recall	F1	Accuracy	Classification Report
0.6243	1.0	1609	0.4623	0.3800	0.4252	0.4014	0.8613	{'B-ACCOUNTNAME': {'precision': 0.9016736401673641, 'recall': 0.8086303939962477, 'f1-score': 0.8526211671612265, 'support': 533.0}, 'B-ACCOUNTNUMBER': {'precision': 0.573943661971831, 'recall': 0.9226415094339623, 'f1-score': 0.7076700434153401, 'support': 530.0}, 'B-AGE': {'precision': 0.9655172413793104, 'recall': 0.18584070796460178, 'f1-score': 0.3116883116883117, 'support': 452.0}, 'B-AMOUNT': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 266.0}, 'B-BIC': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 152.0}, 'B-BITCOINADDRESS': {'precision': 0.7135416666666666, 'recall': 0.8954248366013072, 'f1-score': 0.7942028985507247, 'support': 459.0}, 'B-CREDITCARDCVV': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 175.0}, 'B-CREDITCARDISSUER': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 294.0}, 'B-CREDITCARDNUMBER': {'precision': 0.46622889305816134, 'recall': 0.9430740037950665, 'f1-score': 0.6239799121155053, 'support': 527.0}, 'B-CURRENCY': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 348.0}, 'B-CURRENCYCODE': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 177.0}, 'B-CURRENCYNAME': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 155.0}, 'B-CURRENCYSYMBOL': {'precision': 0.47297297297297297, 'recall': 0.21428571428571427, 'f1-score': 0.2949438202247191, 'support': 490.0}, 'B-DATE': {'precision': 0.565410199556541, 'recall': 0.8547486033519553, 'f1-score': 0.6806049822064056, 'support': 895.0}, 'B-DOB': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 481.0}, 'B-EMAIL': {'precision': 0.7891231964483907, 'recall': 0.8723926380368098, 'f1-score': 0.8286713286713286, 'support': 815.0}, 'B-ETHEREUMADDRESS': {'precision': 0.9806451612903225, 'recall': 0.9411764705882353, 'f1-score': 0.9605055292259084, 'support': 323.0}, 'B-EYECOLOR': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 176.0}, 'B-GENDER': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 472.0}, 'B-HEIGHT': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 169.0}, 'B-IBAN': {'precision': 0.8633333333333333, 'recall': 0.6870026525198939, 'f1-score': 0.7651403249630724, 'support': 377.0}, 'B-IP': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 386.0}, 'B-IPV4': {'precision': 0.6032719836400818, 'recall': 0.5534709193245778, 'f1-score': 0.5772994129158513, 'support': 533.0}, 'B-IPV6': {'precision': 0.648729446935725, 'recall': 0.8714859437751004, 'f1-score': 0.7437874892887746, 'support': 498.0}, 'B-JOBAREA': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 551.0}, 'B-JOBTITLE': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 590.0}, 'B-JOBTYPE': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 538.0}, 'B-LITECOINADDRESS': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 162.0}, 'B-LOCATION': {'precision': 0.5921890714046262, 'recall': 0.6136876845579294, 'f1-score': 0.6027467371833148, 'support': 5757.0}, 'B-MAC': {'precision': 0.9090909090909091, 'recall': 0.13761467889908258, 'f1-score': 0.23904382470119523, 'support': 218.0}, 'B-MASKEDNUMBER': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 394.0}, 'B-NEARBYGPSCOORDINATE': {'precision': 1.0, 'recall': 0.10179640718562874, 'f1-score': 0.18478260869565216, 'support': 334.0}, 'B-ORDINALDIRECTION': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 208.0}, 'B-ORGANIZATION': {'precision': 0.6696165191740413, 'recall': 0.19261773440814595, 'f1-score': 0.29917627677100495, 'support': 2357.0}, 'B-PASSWORD': {'precision': 0.6061884669479606, 'recall': 0.8467583497053045, 'f1-score': 0.7065573770491803, 'support': 509.0}, 'B-PERSON': {'precision': 0.46653702803435426, 'recall': 0.45146620668025716, 'f1-score': 0.45887790883009244, 'support': 6377.0}, 'B-PHONEIMEI': {'precision': 0.9689119170984456, 'recall': 0.4921052631578947, 'f1-score': 0.6527050610820244, 'support': 380.0}, 'B-PHONENUMBER': {'precision': 0.6161290322580645, 'recall': 0.7609561752988048, 'f1-score': 0.6809269162210339, 'support': 502.0}, 'B-PIN': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 148.0}, 'B-PREFIX': {'precision': 0.8307291666666666, 'recall': 0.4636627906976744, 'f1-score': 0.5951492537313433, 'support': 688.0}, 'B-SEX': {'precision': 0.7757847533632287, 'recall': 0.6653846153846154, 'f1-score': 0.7163561076604554, 'support': 520.0}, 'B-SSN': {'precision': 0.9795918367346939, 'recall': 0.22588235294117648, 'f1-score': 0.367112810707457, 'support': 425.0}, 'B-TIME': {'precision': 0.7577639751552795, 'recall': 0.4199655765920826, 'f1-score': 0.540420819490587, 'support': 581.0}, 'B-URL': {'precision': 0.967687074829932, 'recall': 0.9930191972076788, 'f1-score': 0.9801894918173988, 'support': 573.0}, 'B-USERAGENT': {'precision': 0.8994708994708994, 'recall': 0.8192771084337349, 'f1-score': 0.8575031525851198, 'support': 415.0}, 'B-USERNAME': {'precision': 0.627906976744186, 'recall': 0.047619047619047616, 'f1-score': 0.08852459016393442, 'support': 567.0}, 'B-VEHICLEVIN': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 166.0}, 'B-VEHICLEVRM': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 196.0}, 'I-ACCOUNTNAME': {'precision': 0.8038095238095239, 'recall': 0.9745958429561201, 'f1-score': 0.8810020876826722, 'support': 866.0}, 'I-ACCOUNTNUMBER': {'precision': 0.8037922506183017, 'recall': 0.9812143575981215, 'f1-score': 0.8836858006042296, 'support': 5962.0}, 'I-AGE': {'precision': 0.612184249628529, 'recall': 0.9135254988913526, 'f1-score': 0.7330960854092526, 'support': 451.0}, 'I-AMOUNT': {'precision': 0.5548321464903357, 'recall': 0.7200950620543967, 'f1-score': 0.6267524706963916, 'support': 3787.0}, 'I-BIC': {'precision': 0.7792672028596962, 'recall': 0.6390619274459509, 'f1-score': 0.7022347493456815, 'support': 2729.0}, 'I-BITCOINADDRESS': {'precision': 0.8603819834541926, 'recall': 0.983738650629142, 'f1-score': 0.917934538322187, 'support': 34253.0}, 'I-CREDITCARDCVV': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 344.0}, 'I-CREDITCARDISSUER': {'precision': 0.7272727272727273, 'recall': 0.5326876513317191, 'f1-score': 0.6149545772187281, 'support': 826.0}, 'I-CREDITCARDNUMBER': {'precision': 0.5504077244512962, 'recall': 0.9966940934469586, 'f1-score': 0.7091816732442957, 'support': 13612.0}, 'I-CURRENCY': {'precision': 0.4798206278026906, 'recall': 0.04493910121797564, 'f1-score': 0.08218125960061444, 'support': 2381.0}, 'I-CURRENCYCODE': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 616.0}, 'I-CURRENCYNAME': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 939.0}, 'I-CURRENCYSYMBOL': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 422.0}, 'I-DATE': {'precision': 0.6246747614917606, 'recall': 0.9439711664482306, 'f1-score': 0.7518267223382046, 'support': 6104.0}, 'I-DOB': {'precision': 0.559322033898305, 'recall': 0.02, 'f1-score': 0.03861907548273844, 'support': 3300.0}, 'I-EMAIL': {'precision': 0.987352156969987, 'recall': 0.9955194044254497, 'f1-score': 0.9914189606645157, 'support': 14507.0}, 'I-ETHEREUMADDRESS': {'precision': 0.9947819237963966, 'recall': 0.9997361477572559, 'f1-score': 0.9972528828280502, 'support': 30320.0}, 'I-EYECOLOR': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 236.0}, 'I-GENDER': {'precision': 0.9163346613545816, 'recall': 0.27833803953206937, 'f1-score': 0.42698019801980197, 'support': 2479.0}, 'I-HEIGHT': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 749.0}, 'I-IBAN': {'precision': 0.9779240898528273, 'recall': 0.9263788675553382, 'f1-score': 0.9514538717578346, 'support': 16354.0}, 'I-IP': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 14962.0}, 'I-IPV4': {'precision': 0.6198944694156733, 'recall': 0.99125, 'f1-score': 0.7627750390765902, 'support': 3200.0}, 'I-IPV6': {'precision': 0.6920097484550439, 'recall': 0.9978350224341879, 'f1-score': 0.8172485127269457, 'support': 31871.0}, 'I-JOBAREA': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 216.0}, 'I-JOBTITLE': {'precision': 0.7324561403508771, 'recall': 0.07774674115456238, 'f1-score': 0.14057239057239057, 'support': 2148.0}, 'I-JOBTYPE': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 571.0}, 'I-LITECOINADDRESS': {'precision': 0.9023499523658304, 'recall': 0.5354753604070479, 'f1-score': 0.6721069126603986, 'support': 10613.0}, 'I-LOCATION': {'precision': 0.7736853310623802, 'recall': 0.7181108586108093, 'f1-score': 0.7448629259543941, 'support': 20242.0}, 'I-MAC': {'precision': 0.9398008798332947, 'recall': 0.9885533365806137, 'f1-score': 0.9635608308605341, 'support': 4106.0}, 'I-MASKEDNUMBER': {'precision': 1.0, 'recall': 0.012771511140113732, 'f1-score': 0.025220913107511046, 'support': 10727.0}, 'I-NEARBYGPSCOORDINATE': {'precision': 0.9002489626556016, 'recall': 0.9961432506887052, 'f1-score': 0.9457715780296425, 'support': 5445.0}, 'I-ORGANIZATION': {'precision': 0.6546114971572963, 'recall': 0.416039345578641, 'f1-score': 0.5087450138079166, 'support': 9963.0}, 'I-PASSWORD': {'precision': 0.8728904847396768, 'recall': 0.9826986821893443, 'f1-score': 0.9245455236936183, 'support': 12369.0}, 'I-PERSON': {'precision': 0.5489927504760632, 'recall': 0.8157359146190122, 'f1-score': 0.6562961779623787, 'support': 20145.0}, 'I-PHONEIMEI': {'precision': 0.9453817210826556, 'recall': 0.9819717599596571, 'f1-score': 0.9633294168573372, 'support': 7932.0}, 'I-PHONENUMBER': {'precision': 0.9101089588377724, 'recall': 0.9007039089411413, 'f1-score': 0.9053820097854723, 'support': 6677.0}, 'I-PIN': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 528.0}, 'I-PREFIX': {'precision': 0.6593984962406015, 'recall': 0.7994530537830447, 'f1-score': 0.722702925422332, 'support': 1097.0}, 'I-SSN': {'precision': 0.9083463338533542, 'recall': 0.8622732321362458, 'f1-score': 0.884710351377018, 'support': 5402.0}, 'I-TIME': {'precision': 0.8597560975609756, 'recall': 0.7020746887966804, 'f1-score': 0.7729556875285518, 'support': 1205.0}, 'I-URL': {'precision': 0.9723705285638014, 'recall': 0.9967163770693666, 'f1-score': 0.984392946422539, 'support': 7309.0}, 'I-USERAGENT': {'precision': 0.9912046716170427, 'recall': 0.998474945533769, 'f1-score': 0.9948265258131037, 'support': 27540.0}, 'I-USERNAME': {'precision': 0.6820336766388753, 'recall': 0.6822567457072772, 'f1-score': 0.6821451929365598, 'support': 6115.0}, 'I-VEHICLEVIN': {'precision': 0.8922569498979112, 'recall': 0.9779652263728696, 'f1-score': 0.9331471747700394, 'support': 5809.0}, 'I-VEHICLEVRM': {'precision': 0.5564168819982773, 'recall': 0.7752, 'f1-score': 0.647835534013037, 'support': 2500.0}, 'O': {'precision': 0.9453196047435655, 'recall': 0.9652499065187585, 'f1-score': 0.9551808031378063, 'support': 320920.0}, 'accuracy': 0.8613063411462712, 'macro avg': {'precision': 0.5200387497441232, 'recall': 0.46428613959952064, 'f1-score': 0.4529271315457713, 'support': 713688.0}, 'weighted avg': {'precision': 0.8430070225232931, 'recall': 0.8613063411462712, 'f1-score': 0.8348072158443501, 'support': 713688.0}}
0.3168	2.0	3218	0.2627	0.5706	0.6327	0.6001	0.9121	{'B-ACCOUNTNAME': {'precision': 0.9548736462093863, 'recall': 0.9924953095684803, 'f1-score': 0.9733210671573137, 'support': 533.0}, 'B-ACCOUNTNUMBER': {'precision': 0.9012567324955116, 'recall': 0.9471698113207547, 'f1-score': 0.9236430542778289, 'support': 530.0}, 'B-AGE': {'precision': 0.8801089918256131, 'recall': 0.7146017699115044, 'f1-score': 0.7887667887667887, 'support': 452.0}, 'B-AMOUNT': {'precision': 0.6666666666666666, 'recall': 0.022556390977443608, 'f1-score': 0.04363636363636364, 'support': 266.0}, 'B-BIC': {'precision': 0.9833333333333333, 'recall': 0.3881578947368421, 'f1-score': 0.5566037735849056, 'support': 152.0}, 'B-BITCOINADDRESS': {'precision': 0.8361266294227188, 'recall': 0.9782135076252724, 'f1-score': 0.9016064257028112, 'support': 459.0}, 'B-CREDITCARDCVV': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 175.0}, 'B-CREDITCARDISSUER': {'precision': 0.8244274809160306, 'recall': 0.7346938775510204, 'f1-score': 0.7769784172661871, 'support': 294.0}, 'B-CREDITCARDNUMBER': {'precision': 0.7198211624441133, 'recall': 0.9165085388994307, 'f1-score': 0.8063439065108514, 'support': 527.0}, 'B-CURRENCY': {'precision': 0.463768115942029, 'recall': 0.1839080459770115, 'f1-score': 0.26337448559670784, 'support': 348.0}, 'B-CURRENCYCODE': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 177.0}, 'B-CURRENCYNAME': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 155.0}, 'B-CURRENCYSYMBOL': {'precision': 0.4864479315263909, 'recall': 0.6959183673469388, 'f1-score': 0.5726280436607892, 'support': 490.0}, 'B-DATE': {'precision': 0.6565579984836998, 'recall': 0.9675977653631285, 'f1-score': 0.7822944896115628, 'support': 895.0}, 'B-DOB': {'precision': 0.6923076923076923, 'recall': 0.037422037422037424, 'f1-score': 0.07100591715976332, 'support': 481.0}, 'B-EMAIL': {'precision': 0.9091967403958091, 'recall': 0.9582822085889571, 'f1-score': 0.9330943847072879, 'support': 815.0}, 'B-ETHEREUMADDRESS': {'precision': 0.9876160990712074, 'recall': 0.9876160990712074, 'f1-score': 0.9876160990712074, 'support': 323.0}, 'B-EYECOLOR': {'precision': 1.0, 'recall': 0.13068181818181818, 'f1-score': 0.23115577889447236, 'support': 176.0}, 'B-GENDER': {'precision': 0.7881040892193308, 'recall': 0.4491525423728814, 'f1-score': 0.5721997300944669, 'support': 472.0}, 'B-HEIGHT': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 169.0}, 'B-IBAN': {'precision': 0.9421052631578948, 'recall': 0.9496021220159151, 'f1-score': 0.9458388375165125, 'support': 377.0}, 'B-IP': {'precision': 0.14285714285714285, 'recall': 0.0025906735751295338, 'f1-score': 0.005089058524173028, 'support': 386.0}, 'B-IPV4': {'precision': 0.6737967914438503, 'recall': 0.9455909943714822, 'f1-score': 0.7868852459016393, 'support': 533.0}, 'B-IPV6': {'precision': 0.6642754662840746, 'recall': 0.929718875502008, 'f1-score': 0.7748953974895397, 'support': 498.0}, 'B-JOBAREA': {'precision': 0.3955637707948244, 'recall': 0.38838475499092556, 'f1-score': 0.39194139194139194, 'support': 551.0}, 'B-JOBTITLE': {'precision': 0.6927899686520376, 'recall': 0.7491525423728813, 'f1-score': 0.7198697068403909, 'support': 590.0}, 'B-JOBTYPE': {'precision': 0.6944444444444444, 'recall': 0.13940520446096655, 'f1-score': 0.23219814241486067, 'support': 538.0}, 'B-LITECOINADDRESS': {'precision': 0.9868421052631579, 'recall': 0.46296296296296297, 'f1-score': 0.6302521008403361, 'support': 162.0}, 'B-LOCATION': {'precision': 0.6558498253783469, 'recall': 0.7828730241445198, 'f1-score': 0.7137540581201995, 'support': 5757.0}, 'B-MAC': {'precision': 0.9295774647887324, 'recall': 0.908256880733945, 'f1-score': 0.9187935034802784, 'support': 218.0}, 'B-MASKEDNUMBER': {'precision': 0.8103448275862069, 'recall': 0.5964467005076142, 'f1-score': 0.6871345029239766, 'support': 394.0}, 'B-NEARBYGPSCOORDINATE': {'precision': 0.9536231884057971, 'recall': 0.9850299401197605, 'f1-score': 0.9690721649484536, 'support': 334.0}, 'B-ORDINALDIRECTION': {'precision': 0.9193548387096774, 'recall': 0.27403846153846156, 'f1-score': 0.4222222222222222, 'support': 208.0}, 'B-ORGANIZATION': {'precision': 0.6084592145015105, 'recall': 0.42723801442511666, 'f1-score': 0.5019940179461615, 'support': 2357.0}, 'B-PASSWORD': {'precision': 0.9256360078277887, 'recall': 0.9292730844793713, 'f1-score': 0.9274509803921569, 'support': 509.0}, 'B-PERSON': {'precision': 0.7883310719131614, 'recall': 0.6377607025246982, 'f1-score': 0.7050970873786407, 'support': 6377.0}, 'B-PHONEIMEI': {'precision': 0.9758713136729222, 'recall': 0.9578947368421052, 'f1-score': 0.9667994687915007, 'support': 380.0}, 'B-PHONENUMBER': {'precision': 0.9230769230769231, 'recall': 0.9322709163346613, 'f1-score': 0.9276511397423192, 'support': 502.0}, 'B-PIN': {'precision': 0.8936170212765957, 'recall': 0.28378378378378377, 'f1-score': 0.4307692307692308, 'support': 148.0}, 'B-PREFIX': {'precision': 0.8677685950413223, 'recall': 0.9156976744186046, 'f1-score': 0.8910891089108911, 'support': 688.0}, 'B-SEX': {'precision': 0.8274706867671692, 'recall': 0.95, 'f1-score': 0.8845120859444942, 'support': 520.0}, 'B-SSN': {'precision': 0.9158415841584159, 'recall': 0.8705882352941177, 'f1-score': 0.8926417370325693, 'support': 425.0}, 'B-TIME': {'precision': 0.7867298578199052, 'recall': 0.8571428571428571, 'f1-score': 0.8204283360790774, 'support': 581.0}, 'B-URL': {'precision': 0.9913194444444444, 'recall': 0.9965095986038395, 'f1-score': 0.9939077458659704, 'support': 573.0}, 'B-USERAGENT': {'precision': 0.9951573849878934, 'recall': 0.9903614457831326, 'f1-score': 0.9927536231884058, 'support': 415.0}, 'B-USERNAME': {'precision': 0.8150943396226416, 'recall': 0.7619047619047619, 'f1-score': 0.7876025524156791, 'support': 567.0}, 'B-VEHICLEVIN': {'precision': 0.9470588235294117, 'recall': 0.9698795180722891, 'f1-score': 0.9583333333333334, 'support': 166.0}, 'B-VEHICLEVRM': {'precision': 0.7848837209302325, 'recall': 0.6887755102040817, 'f1-score': 0.7336956521739131, 'support': 196.0}, 'I-ACCOUNTNAME': {'precision': 0.9470198675496688, 'recall': 0.9907621247113164, 'f1-score': 0.9683972911963883, 'support': 866.0}, 'I-ACCOUNTNUMBER': {'precision': 0.966644758462044, 'recall': 0.9867494129486749, 'f1-score': 0.976593625498008, 'support': 5962.0}, 'I-AGE': {'precision': 0.7512605042016807, 'recall': 0.991130820399113, 'f1-score': 0.8546845124282982, 'support': 451.0}, 'I-AMOUNT': {'precision': 0.7029923170238577, 'recall': 0.9181410087140216, 'f1-score': 0.7962899347303333, 'support': 3787.0}, 'I-BIC': {'precision': 0.8182717678100264, 'recall': 0.9091242213264932, 'f1-score': 0.8613088005554591, 'support': 2729.0}, 'I-BITCOINADDRESS': {'precision': 0.8743351063829787, 'recall': 0.9981607450442297, 'f1-score': 0.9321537140286544, 'support': 34253.0}, 'I-CREDITCARDCVV': {'precision': 0.8, 'recall': 0.627906976744186, 'f1-score': 0.7035830618892508, 'support': 344.0}, 'I-CREDITCARDISSUER': {'precision': 0.9035591274397244, 'recall': 0.9527845036319612, 'f1-score': 0.9275191514437242, 'support': 826.0}, 'I-CREDITCARDNUMBER': {'precision': 0.7646555935515389, 'recall': 0.9199235968263297, 'f1-score': 0.8351340536214485, 'support': 13612.0}, 'I-CURRENCY': {'precision': 0.5147891755821271, 'recall': 0.6871062578748425, 'f1-score': 0.5885950710559453, 'support': 2381.0}, 'I-CURRENCYCODE': {'precision': 0.7126436781609196, 'recall': 0.10064935064935066, 'f1-score': 0.1763869132290185, 'support': 616.0}, 'I-CURRENCYNAME': {'precision': 0.2653061224489796, 'recall': 0.013844515441959531, 'f1-score': 0.02631578947368421, 'support': 939.0}, 'I-CURRENCYSYMBOL': {'precision': 0.7424242424242424, 'recall': 0.11611374407582939, 'f1-score': 0.20081967213114754, 'support': 422.0}, 'I-DATE': {'precision': 0.670254512837762, 'recall': 0.9793577981651376, 'f1-score': 0.7958463689010185, 'support': 6104.0}, 'I-DOB': {'precision': 0.7672727272727272, 'recall': 0.12787878787878787, 'f1-score': 0.21922077922077923, 'support': 3300.0}, 'I-EMAIL': {'precision': 0.9958043881972626, 'recall': 0.9980009650513545, 'f1-score': 0.9969014666391242, 'support': 14507.0}, 'I-ETHEREUMADDRESS': {'precision': 0.9989651488850314, 'recall': 0.9869722955145118, 'f1-score': 0.9929325104519212, 'support': 30320.0}, 'I-EYECOLOR': {'precision': 0.7888888888888889, 'recall': 0.902542372881356, 'f1-score': 0.841897233201581, 'support': 236.0}, 'I-GENDER': {'precision': 0.8748519542045006, 'recall': 0.8939088342073417, 'f1-score': 0.8842777334397446, 'support': 2479.0}, 'I-HEIGHT': {'precision': 0.9301745635910225, 'recall': 0.4979973297730307, 'f1-score': 0.648695652173913, 'support': 749.0}, 'I-IBAN': {'precision': 0.9675725190839695, 'recall': 0.9688149688149689, 'f1-score': 0.9681933453512176, 'support': 16354.0}, 'I-IP': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 14962.0}, 'I-IPV4': {'precision': 0.7210561949898443, 'recall': 0.9984375, 'f1-score': 0.8373738697418425, 'support': 3200.0}, 'I-IPV6': {'precision': 0.6941894018887723, 'recall': 0.9963603275705186, 'f1-score': 0.8182696643690008, 'support': 31871.0}, 'I-JOBAREA': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 216.0}, 'I-JOBTITLE': {'precision': 0.7811435062476335, 'recall': 0.9604283054003724, 'f1-score': 0.861557736479432, 'support': 2148.0}, 'I-JOBTYPE': {'precision': 0.853515625, 'recall': 0.7653239929947461, 'f1-score': 0.8070175438596491, 'support': 571.0}, 'I-LITECOINADDRESS': {'precision': 0.9973118279569892, 'recall': 0.5593140488080656, 'f1-score': 0.716691820102626, 'support': 10613.0}, 'I-LOCATION': {'precision': 0.7498403575989783, 'recall': 0.9281691532457267, 'f1-score': 0.8295288975230695, 'support': 20242.0}, 'I-MAC': {'precision': 0.9886005335920446, 'recall': 0.9926936190940088, 'f1-score': 0.9906428484627536, 'support': 4106.0}, 'I-MASKEDNUMBER': {'precision': 0.8558747380101097, 'recall': 0.6471520462384637, 'f1-score': 0.737020915171462, 'support': 10727.0}, 'I-NEARBYGPSCOORDINATE': {'precision': 0.9889171511627907, 'recall': 0.9996326905417815, 'f1-score': 0.9942460498675678, 'support': 5445.0}, 'I-ORGANIZATION': {'precision': 0.7886456908344733, 'recall': 0.6943691659138813, 'f1-score': 0.7385108086469175, 'support': 9963.0}, 'I-PASSWORD': {'precision': 0.9737436240488335, 'recall': 0.9414665696499313, 'f1-score': 0.9573331141072016, 'support': 12369.0}, 'I-PERSON': {'precision': 0.8398266164404768, 'recall': 0.8078927773641102, 'f1-score': 0.8235502479506123, 'support': 20145.0}, 'I-PHONEIMEI': {'precision': 0.9921697398332913, 'recall': 0.9904185577407968, 'f1-score': 0.9912933753943217, 'support': 7932.0}, 'I-PHONENUMBER': {'precision': 0.9707251163488966, 'recall': 0.9683989815785532, 'f1-score': 0.9695606537711801, 'support': 6677.0}, 'I-PIN': {'precision': 0.6933638443935927, 'recall': 0.5738636363636364, 'f1-score': 0.627979274611399, 'support': 528.0}, 'I-PREFIX': {'precision': 0.824750192159877, 'recall': 0.9781221513217867, 'f1-score': 0.8949124270225187, 'support': 1097.0}, 'I-SSN': {'precision': 0.9306327298799068, 'recall': 0.9611255090707146, 'f1-score': 0.9456333667243421, 'support': 5402.0}, 'I-TIME': {'precision': 0.9040247678018576, 'recall': 0.9692946058091286, 'f1-score': 0.935522627152583, 'support': 1205.0}, 'I-URL': {'precision': 0.9870252736856332, 'recall': 0.9991790942673416, 'f1-score': 0.9930649986401958, 'support': 7309.0}, 'I-USERAGENT': {'precision': 0.9974982777999347, 'recall': 0.9989832970225128, 'f1-score': 0.9982402351191016, 'support': 27540.0}, 'I-USERNAME': {'precision': 0.9018691588785047, 'recall': 0.8837285363859362, 'f1-score': 0.8927066986041133, 'support': 6115.0}, 'I-VEHICLEVIN': {'precision': 0.9731127197518097, 'recall': 0.9719400929592013, 'f1-score': 0.9725260528808888, 'support': 5809.0}, 'I-VEHICLEVRM': {'precision': 0.8837119753561802, 'recall': 0.918, 'f1-score': 0.9005297233666862, 'support': 2500.0}, 'O': {'precision': 0.9771261455694223, 'recall': 0.9734419793094853, 'f1-score': 0.9752805831759361, 'support': 320920.0}, 'accuracy': 0.9120652161728935, 'macro avg': {'precision': 0.7714180691665777, 'recall': 0.7098286024352655, 'f1-score': 0.7073861197077229, 'support': 713688.0}, 'weighted avg': {'precision': 0.898265319056747, 'recall': 0.9120652161728935, 'f1-score': 0.8989643032526424, 'support': 713688.0}}
0.212	3.0	4827	0.1970	0.6644	0.7339	0.6974	0.9313	{'B-ACCOUNTNAME': {'precision': 0.9706959706959707, 'recall': 0.9943714821763602, 'f1-score': 0.9823911028730306, 'support': 533.0}, 'B-ACCOUNTNUMBER': {'precision': 0.9530956848030019, 'recall': 0.9584905660377359, 'f1-score': 0.955785512699906, 'support': 530.0}, 'B-AGE': {'precision': 0.8531645569620253, 'recall': 0.745575221238938, 'f1-score': 0.7957497048406139, 'support': 452.0}, 'B-AMOUNT': {'precision': 0.8662420382165605, 'recall': 0.5112781954887218, 'f1-score': 0.6430260047281324, 'support': 266.0}, 'B-BIC': {'precision': 0.8048780487804879, 'recall': 0.868421052631579, 'f1-score': 0.8354430379746836, 'support': 152.0}, 'B-BITCOINADDRESS': {'precision': 0.9284253578732107, 'recall': 0.9891067538126361, 'f1-score': 0.9578059071729957, 'support': 459.0}, 'B-CREDITCARDCVV': {'precision': 0.9101123595505618, 'recall': 0.46285714285714286, 'f1-score': 0.6136363636363636, 'support': 175.0}, 'B-CREDITCARDISSUER': {'precision': 0.8403614457831325, 'recall': 0.9489795918367347, 'f1-score': 0.8913738019169329, 'support': 294.0}, 'B-CREDITCARDNUMBER': {'precision': 0.8303571428571429, 'recall': 0.8823529411764706, 'f1-score': 0.8555657773689053, 'support': 527.0}, 'B-CURRENCY': {'precision': 0.47164948453608246, 'recall': 0.5258620689655172, 'f1-score': 0.49728260869565216, 'support': 348.0}, 'B-CURRENCYCODE': {'precision': 0.6086956521739131, 'recall': 0.07909604519774012, 'f1-score': 0.14, 'support': 177.0}, 'B-CURRENCYNAME': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 155.0}, 'B-CURRENCYSYMBOL': {'precision': 0.703971119133574, 'recall': 0.7959183673469388, 'f1-score': 0.7471264367816092, 'support': 490.0}, 'B-DATE': {'precision': 0.6906645569620253, 'recall': 0.9754189944134078, 'f1-score': 0.8087077350625289, 'support': 895.0}, 'B-DOB': {'precision': 0.7727272727272727, 'recall': 0.21205821205821207, 'f1-score': 0.33278955954323003, 'support': 481.0}, 'B-EMAIL': {'precision': 0.94377990430622, 'recall': 0.9680981595092024, 'f1-score': 0.9557843731072078, 'support': 815.0}, 'B-ETHEREUMADDRESS': {'precision': 0.9937888198757764, 'recall': 0.9907120743034056, 'f1-score': 0.9922480620155039, 'support': 323.0}, 'B-EYECOLOR': {'precision': 0.8505747126436781, 'recall': 0.42045454545454547, 'f1-score': 0.5627376425855514, 'support': 176.0}, 'B-GENDER': {'precision': 0.8281622911694511, 'recall': 0.7351694915254238, 'f1-score': 0.7789001122334456, 'support': 472.0}, 'B-HEIGHT': {'precision': 0.8064516129032258, 'recall': 0.2958579881656805, 'f1-score': 0.4329004329004329, 'support': 169.0}, 'B-IBAN': {'precision': 0.9655172413793104, 'recall': 0.9655172413793104, 'f1-score': 0.9655172413793104, 'support': 377.0}, 'B-IP': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 386.0}, 'B-IPV4': {'precision': 0.723463687150838, 'recall': 0.9718574108818011, 'f1-score': 0.8294635708566853, 'support': 533.0}, 'B-IPV6': {'precision': 0.6747503566333809, 'recall': 0.9497991967871486, 'f1-score': 0.7889908256880734, 'support': 498.0}, 'B-JOBAREA': {'precision': 0.5817490494296578, 'recall': 0.5553539019963702, 'f1-score': 0.5682451253481894, 'support': 551.0}, 'B-JOBTITLE': {'precision': 0.7937685459940653, 'recall': 0.9067796610169492, 'f1-score': 0.8465189873417721, 'support': 590.0}, 'B-JOBTYPE': {'precision': 0.6797235023041475, 'recall': 0.5483271375464684, 'f1-score': 0.6069958847736625, 'support': 538.0}, 'B-LITECOINADDRESS': {'precision': 0.9848484848484849, 'recall': 0.8024691358024691, 'f1-score': 0.8843537414965986, 'support': 162.0}, 'B-LOCATION': {'precision': 0.787662121715996, 'recall': 0.8228243877019281, 'f1-score': 0.8048594002208819, 'support': 5757.0}, 'B-MAC': {'precision': 0.9318181818181818, 'recall': 0.9403669724770642, 'f1-score': 0.9360730593607306, 'support': 218.0}, 'B-MASKEDNUMBER': {'precision': 0.8199445983379502, 'recall': 0.751269035532995, 'f1-score': 0.7841059602649006, 'support': 394.0}, 'B-NEARBYGPSCOORDINATE': {'precision': 0.9910179640718563, 'recall': 0.9910179640718563, 'f1-score': 0.9910179640718563, 'support': 334.0}, 'B-ORDINALDIRECTION': {'precision': 0.7745098039215687, 'recall': 0.7596153846153846, 'f1-score': 0.7669902912621359, 'support': 208.0}, 'B-ORGANIZATION': {'precision': 0.6804651162790698, 'recall': 0.6207042851081884, 'f1-score': 0.6492123363656535, 'support': 2357.0}, 'B-PASSWORD': {'precision': 0.9485148514851485, 'recall': 0.9410609037328095, 'f1-score': 0.9447731755424064, 'support': 509.0}, 'B-PERSON': {'precision': 0.7832101870775036, 'recall': 0.7812450995766034, 'f1-score': 0.7822264091694143, 'support': 6377.0}, 'B-PHONEIMEI': {'precision': 0.9712041884816754, 'recall': 0.9763157894736842, 'f1-score': 0.973753280839895, 'support': 380.0}, 'B-PHONENUMBER': {'precision': 0.94921875, 'recall': 0.9681274900398407, 'f1-score': 0.9585798816568047, 'support': 502.0}, 'B-PIN': {'precision': 0.7426470588235294, 'recall': 0.6824324324324325, 'f1-score': 0.7112676056338029, 'support': 148.0}, 'B-PREFIX': {'precision': 0.874025974025974, 'recall': 0.9781976744186046, 'f1-score': 0.9231824417009602, 'support': 688.0}, 'B-SEX': {'precision': 0.9177330895795247, 'recall': 0.9653846153846154, 'f1-score': 0.9409559512652296, 'support': 520.0}, 'B-SSN': {'precision': 0.9414634146341463, 'recall': 0.908235294117647, 'f1-score': 0.9245508982035928, 'support': 425.0}, 'B-TIME': {'precision': 0.8648208469055375, 'recall': 0.9139414802065404, 'f1-score': 0.8887029288702929, 'support': 581.0}, 'B-URL': {'precision': 0.9930434782608696, 'recall': 0.9965095986038395, 'f1-score': 0.9947735191637631, 'support': 573.0}, 'B-USERAGENT': {'precision': 0.9951456310679612, 'recall': 0.9879518072289156, 'f1-score': 0.9915356711003628, 'support': 415.0}, 'B-USERNAME': {'precision': 0.8631578947368421, 'recall': 0.8677248677248677, 'f1-score': 0.8654353562005277, 'support': 567.0}, 'B-VEHICLEVIN': {'precision': 0.9479768786127167, 'recall': 0.9879518072289156, 'f1-score': 0.967551622418879, 'support': 166.0}, 'B-VEHICLEVRM': {'precision': 0.8924731182795699, 'recall': 0.8469387755102041, 'f1-score': 0.8691099476439791, 'support': 196.0}, 'I-ACCOUNTNAME': {'precision': 0.9608062709966405, 'recall': 0.9907621247113164, 'f1-score': 0.9755542922114838, 'support': 866.0}, 'I-ACCOUNTNUMBER': {'precision': 0.9786988110964333, 'recall': 0.9941294867494129, 'f1-score': 0.9863538026293892, 'support': 5962.0}, 'I-AGE': {'precision': 0.7705479452054794, 'recall': 0.9977827050997783, 'f1-score': 0.8695652173913043, 'support': 451.0}, 'I-AMOUNT': {'precision': 0.8427299703264095, 'recall': 0.8999207816213362, 'f1-score': 0.8703869237645256, 'support': 3787.0}, 'I-BIC': {'precision': 0.7780133252574197, 'recall': 0.9413704653719311, 'f1-score': 0.8519316862875145, 'support': 2729.0}, 'I-BITCOINADDRESS': {'precision': 0.9502316753196003, 'recall': 0.9938691501474324, 'f1-score': 0.9715606672469641, 'support': 34253.0}, 'I-CREDITCARDCVV': {'precision': 0.897887323943662, 'recall': 0.7412790697674418, 'f1-score': 0.8121019108280255, 'support': 344.0}, 'I-CREDITCARDISSUER': {'precision': 0.939150401836969, 'recall': 0.9903147699757869, 'f1-score': 0.9640542133176193, 'support': 826.0}, 'I-CREDITCARDNUMBER': {'precision': 0.8434155929242193, 'recall': 0.8511607405230679, 'f1-score': 0.8472704669274927, 'support': 13612.0}, 'I-CURRENCY': {'precision': 0.5812307692307692, 'recall': 0.7933641327173456, 'f1-score': 0.6709287870715681, 'support': 2381.0}, 'I-CURRENCYCODE': {'precision': 0.5480225988700564, 'recall': 0.4724025974025974, 'f1-score': 0.5074106364428945, 'support': 616.0}, 'I-CURRENCYNAME': {'precision': 0.3525641025641026, 'recall': 0.11714589989350373, 'f1-score': 0.17585931254996004, 'support': 939.0}, 'I-CURRENCYSYMBOL': {'precision': 0.7457044673539519, 'recall': 0.514218009478673, 'f1-score': 0.6086956521739131, 'support': 422.0}, 'I-DATE': {'precision': 0.6920248218800276, 'recall': 0.9865661861074705, 'f1-score': 0.8134540051330542, 'support': 6104.0}, 'I-DOB': {'precision': 0.8482676224611708, 'recall': 0.21515151515151515, 'f1-score': 0.34324389654338894, 'support': 3300.0}, 'I-EMAIL': {'precision': 0.9958072719774554, 'recall': 0.9986902874474392, 'f1-score': 0.9972466960352423, 'support': 14507.0}, 'I-ETHEREUMADDRESS': {'precision': 0.9985827290705339, 'recall': 0.9992414248021109, 'f1-score': 0.9989119683481701, 'support': 30320.0}, 'I-EYECOLOR': {'precision': 0.8106060606060606, 'recall': 0.9067796610169492, 'f1-score': 0.856, 'support': 236.0}, 'I-GENDER': {'precision': 0.8952164009111617, 'recall': 0.9511899959661154, 'f1-score': 0.9223547819284178, 'support': 2479.0}, 'I-HEIGHT': {'precision': 0.9008498583569405, 'recall': 0.8491321762349799, 'f1-score': 0.8742268041237113, 'support': 749.0}, 'I-IBAN': {'precision': 0.994522100491122, 'recall': 0.965818759936407, 'f1-score': 0.9799602928403027, 'support': 16354.0}, 'I-IP': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 14962.0}, 'I-IPV4': {'precision': 0.7448098903662235, 'recall': 0.9978125, 'f1-score': 0.8529451048484039, 'support': 3200.0}, 'I-IPV6': {'precision': 0.6945915898240795, 'recall': 0.9997489881083116, 'f1-score': 0.8196902654867256, 'support': 31871.0}, 'I-JOBAREA': {'precision': 0.8275862068965517, 'recall': 0.5555555555555556, 'f1-score': 0.6648199445983379, 'support': 216.0}, 'I-JOBTITLE': {'precision': 0.8740585774058578, 'recall': 0.9725325884543762, 'f1-score': 0.9206698986337594, 'support': 2148.0}, 'I-JOBTYPE': {'precision': 0.8292282430213465, 'recall': 0.8844133099824869, 'f1-score': 0.8559322033898306, 'support': 571.0}, 'I-LITECOINADDRESS': {'precision': 0.9634786333940237, 'recall': 0.8476396871761048, 'f1-score': 0.9018546365914787, 'support': 10613.0}, 'I-LOCATION': {'precision': 0.9011455032902754, 'recall': 0.9132990811184666, 'f1-score': 0.9071815884387958, 'support': 20242.0}, 'I-MAC': {'precision': 0.9953488372093023, 'recall': 0.9902581587920117, 'f1-score': 0.9927969722866561, 'support': 4106.0}, 'I-MASKEDNUMBER': {'precision': 0.795629939562994, 'recall': 0.7977067213573227, 'f1-score': 0.7966669770040034, 'support': 10727.0}, 'I-NEARBYGPSCOORDINATE': {'precision': 0.9950657894736842, 'recall': 1.0, 'f1-score': 0.9975267930750206, 'support': 5445.0}, 'I-ORGANIZATION': {'precision': 0.8087948517940717, 'recall': 0.8325805480277025, 'f1-score': 0.8205153568425738, 'support': 9963.0}, 'I-PASSWORD': {'precision': 0.9758956579164603, 'recall': 0.9557765381194923, 'f1-score': 0.965731323775681, 'support': 12369.0}, 'I-PERSON': {'precision': 0.8404404217598208, 'recall': 0.89421692727724, 'f1-score': 0.8664951057023978, 'support': 20145.0}, 'I-PHONEIMEI': {'precision': 0.988411214953271, 'recall': 1.0, 'f1-score': 0.9941718368114307, 'support': 7932.0}, 'I-PHONENUMBER': {'precision': 0.9794856548238442, 'recall': 0.9868204283360791, 'f1-score': 0.9831393613846613, 'support': 6677.0}, 'I-PIN': {'precision': 0.7114427860696517, 'recall': 0.8125, 'f1-score': 0.7586206896551724, 'support': 528.0}, 'I-PREFIX': {'precision': 0.8421461897356143, 'recall': 0.9872379216043756, 'f1-score': 0.9089383130507763, 'support': 1097.0}, 'I-SSN': {'precision': 0.9705936748659145, 'recall': 0.9714920399851906, 'f1-score': 0.9710426496438154, 'support': 5402.0}, 'I-TIME': {'precision': 0.9503257328990228, 'recall': 0.9684647302904564, 'f1-score': 0.9593094944512947, 'support': 1205.0}, 'I-URL': {'precision': 0.9833176375622226, 'recall': 1.0, 'f1-score': 0.9915886582553249, 'support': 7309.0}, 'I-USERAGENT': {'precision': 0.998042769119246, 'recall': 0.9998547567175018, 'f1-score': 0.9989479412298204, 'support': 27540.0}, 'I-USERNAME': {'precision': 0.921511154535092, 'recall': 0.9254292722812756, 'f1-score': 0.9234660574412533, 'support': 6115.0}, 'I-VEHICLEVIN': {'precision': 0.9531275788083842, 'recall': 0.9941470132552935, 'f1-score': 0.9732052578361982, 'support': 5809.0}, 'I-VEHICLEVRM': {'precision': 0.9395239953179867, 'recall': 0.9632, 'f1-score': 0.9512146948449536, 'support': 2500.0}, 'O': {'precision': 0.9868025619112791, 'recall': 0.9750779010345257, 'f1-score': 0.9809051968020163, 'support': 320920.0}, 'accuracy': 0.9312738899911446, 'macro avg': {'precision': 0.826287971168476, 'recall': 0.8120426616041074, 'f1-score': 0.8062362693668675, 'support': 713688.0}, 'weighted avg': {'precision': 0.9172739569827054, 'recall': 0.9312738899911446, 'f1-score': 0.9211758912357131, 'support': 713688.0}}
0.1683	4.0	6436	0.1721	0.7294	0.7739	0.7510	0.9376	{'B-ACCOUNTNAME': {'precision': 0.9851576994434137, 'recall': 0.9962476547842402, 'f1-score': 0.9906716417910447, 'support': 533.0}, 'B-ACCOUNTNUMBER': {'precision': 0.967680608365019, 'recall': 0.960377358490566, 'f1-score': 0.9640151515151515, 'support': 530.0}, 'B-AGE': {'precision': 0.931129476584022, 'recall': 0.7477876106194691, 'f1-score': 0.8294478527607362, 'support': 452.0}, 'B-AMOUNT': {'precision': 0.9111111111111111, 'recall': 0.6165413533834586, 'f1-score': 0.7354260089686099, 'support': 266.0}, 'B-BIC': {'precision': 0.8493975903614458, 'recall': 0.9276315789473685, 'f1-score': 0.8867924528301887, 'support': 152.0}, 'B-BITCOINADDRESS': {'precision': 0.9494736842105264, 'recall': 0.9825708061002179, 'f1-score': 0.9657387580299786, 'support': 459.0}, 'B-CREDITCARDCVV': {'precision': 0.9494949494949495, 'recall': 0.5371428571428571, 'f1-score': 0.6861313868613139, 'support': 175.0}, 'B-CREDITCARDISSUER': {'precision': 0.9064516129032258, 'recall': 0.95578231292517, 'f1-score': 0.9304635761589404, 'support': 294.0}, 'B-CREDITCARDNUMBER': {'precision': 0.8, 'recall': 0.9411764705882353, 'f1-score': 0.8648648648648649, 'support': 527.0}, 'B-CURRENCY': {'precision': 0.5605633802816902, 'recall': 0.5718390804597702, 'f1-score': 0.566145092460882, 'support': 348.0}, 'B-CURRENCYCODE': {'precision': 0.7105263157894737, 'recall': 0.3050847457627119, 'f1-score': 0.4268774703557312, 'support': 177.0}, 'B-CURRENCYNAME': {'precision': 0.375, 'recall': 0.01935483870967742, 'f1-score': 0.03680981595092025, 'support': 155.0}, 'B-CURRENCYSYMBOL': {'precision': 0.8546255506607929, 'recall': 0.7918367346938775, 'f1-score': 0.8220338983050848, 'support': 490.0}, 'B-DATE': {'precision': 0.7255892255892256, 'recall': 0.9631284916201117, 'f1-score': 0.8276524243879021, 'support': 895.0}, 'B-DOB': {'precision': 0.8181818181818182, 'recall': 0.3180873180873181, 'f1-score': 0.45808383233532934, 'support': 481.0}, 'B-EMAIL': {'precision': 0.9682926829268292, 'recall': 0.9742331288343559, 'f1-score': 0.9712538226299694, 'support': 815.0}, 'B-ETHEREUMADDRESS': {'precision': 0.9938271604938271, 'recall': 0.9969040247678018, 'f1-score': 0.9953632148377125, 'support': 323.0}, 'B-EYECOLOR': {'precision': 0.8416666666666667, 'recall': 0.5738636363636364, 'f1-score': 0.6824324324324325, 'support': 176.0}, 'B-GENDER': {'precision': 0.9184149184149184, 'recall': 0.8347457627118644, 'f1-score': 0.8745837957824639, 'support': 472.0}, 'B-HEIGHT': {'precision': 0.9019607843137255, 'recall': 0.8165680473372781, 'f1-score': 0.8571428571428571, 'support': 169.0}, 'B-IBAN': {'precision': 0.9757412398921833, 'recall': 0.9602122015915119, 'f1-score': 0.9679144385026738, 'support': 377.0}, 'B-IP': {'precision': 0.5833333333333334, 'recall': 0.018134715025906734, 'f1-score': 0.035175879396984924, 'support': 386.0}, 'B-IPV4': {'precision': 0.7467994310099573, 'recall': 0.9849906191369606, 'f1-score': 0.8495145631067961, 'support': 533.0}, 'B-IPV6': {'precision': 0.685131195335277, 'recall': 0.9437751004016064, 'f1-score': 0.793918918918919, 'support': 498.0}, 'B-JOBAREA': {'precision': 0.7174887892376681, 'recall': 0.5807622504537205, 'f1-score': 0.641925777331996, 'support': 551.0}, 'B-JOBTITLE': {'precision': 0.9003267973856209, 'recall': 0.9338983050847458, 'f1-score': 0.9168053244592346, 'support': 590.0}, 'B-JOBTYPE': {'precision': 0.7481751824817519, 'recall': 0.7620817843866171, 'f1-score': 0.7550644567219152, 'support': 538.0}, 'B-LITECOINADDRESS': {'precision': 0.9586206896551724, 'recall': 0.8580246913580247, 'f1-score': 0.9055374592833876, 'support': 162.0}, 'B-LOCATION': {'precision': 0.8343960020678959, 'recall': 0.8410630536737884, 'f1-score': 0.8377162629757785, 'support': 5757.0}, 'B-MAC': {'precision': 0.9534883720930233, 'recall': 0.9403669724770642, 'f1-score': 0.9468822170900693, 'support': 218.0}, 'B-MASKEDNUMBER': {'precision': 0.8929765886287625, 'recall': 0.6776649746192893, 'f1-score': 0.7705627705627706, 'support': 394.0}, 'B-NEARBYGPSCOORDINATE': {'precision': 1.0, 'recall': 0.9970059880239521, 'f1-score': 0.9985007496251874, 'support': 334.0}, 'B-ORDINALDIRECTION': {'precision': 0.8301886792452831, 'recall': 0.8461538461538461, 'f1-score': 0.8380952380952381, 'support': 208.0}, 'B-ORGANIZATION': {'precision': 0.6836692719045661, 'recall': 0.7051336444633008, 'f1-score': 0.6942355889724311, 'support': 2357.0}, 'B-PASSWORD': {'precision': 0.9566929133858267, 'recall': 0.9548133595284872, 'f1-score': 0.9557522123893806, 'support': 509.0}, 'B-PERSON': {'precision': 0.863457927974057, 'recall': 0.7933197428257801, 'f1-score': 0.8269042170644001, 'support': 6377.0}, 'B-PHONEIMEI': {'precision': 0.9893899204244032, 'recall': 0.9815789473684211, 'f1-score': 0.9854689564068693, 'support': 380.0}, 'B-PHONENUMBER': {'precision': 0.9757085020242915, 'recall': 0.9601593625498008, 'f1-score': 0.9678714859437751, 'support': 502.0}, 'B-PIN': {'precision': 0.7651515151515151, 'recall': 0.6824324324324325, 'f1-score': 0.7214285714285714, 'support': 148.0}, 'B-PREFIX': {'precision': 0.8882978723404256, 'recall': 0.9709302325581395, 'f1-score': 0.9277777777777778, 'support': 688.0}, 'B-SEX': {'precision': 0.9459962756052142, 'recall': 0.9769230769230769, 'f1-score': 0.9612109744560076, 'support': 520.0}, 'B-SSN': {'precision': 0.9649122807017544, 'recall': 0.9058823529411765, 'f1-score': 0.9344660194174758, 'support': 425.0}, 'B-TIME': {'precision': 0.9230769230769231, 'recall': 0.9294320137693631, 'f1-score': 0.9262435677530018, 'support': 581.0}, 'B-URL': {'precision': 0.9930555555555556, 'recall': 0.9982547993019197, 'f1-score': 0.9956483899042646, 'support': 573.0}, 'B-USERAGENT': {'precision': 0.9975786924939467, 'recall': 0.9927710843373494, 'f1-score': 0.9951690821256038, 'support': 415.0}, 'B-USERNAME': {'precision': 0.9316888045540797, 'recall': 0.8659611992945326, 'f1-score': 0.8976234003656307, 'support': 567.0}, 'B-VEHICLEVIN': {'precision': 0.9111111111111111, 'recall': 0.9879518072289156, 'f1-score': 0.9479768786127167, 'support': 166.0}, 'B-VEHICLEVRM': {'precision': 0.9238578680203046, 'recall': 0.9285714285714286, 'f1-score': 0.926208651399491, 'support': 196.0}, 'I-ACCOUNTNAME': {'precision': 0.9673055242390078, 'recall': 0.9907621247113164, 'f1-score': 0.9788933257273246, 'support': 866.0}, 'I-ACCOUNTNUMBER': {'precision': 0.9841930116472546, 'recall': 0.9921167393492116, 'f1-score': 0.9881389909789509, 'support': 5962.0}, 'I-AGE': {'precision': 0.8068592057761733, 'recall': 0.991130820399113, 'f1-score': 0.8895522388059701, 'support': 451.0}, 'I-AMOUNT': {'precision': 0.8951387121404938, 'recall': 0.9287034592025349, 'f1-score': 0.9116122343182996, 'support': 3787.0}, 'I-BIC': {'precision': 0.8106228264306039, 'recall': 0.9395382924148039, 'f1-score': 0.8703326544467074, 'support': 2729.0}, 'I-BITCOINADDRESS': {'precision': 0.9639191742985899, 'recall': 0.967915219104896, 'f1-score': 0.9659130637454842, 'support': 34253.0}, 'I-CREDITCARDCVV': {'precision': 0.9212328767123288, 'recall': 0.7819767441860465, 'f1-score': 0.8459119496855346, 'support': 344.0}, 'I-CREDITCARDISSUER': {'precision': 0.9760479041916168, 'recall': 0.986682808716707, 'f1-score': 0.9813365442504516, 'support': 826.0}, 'I-CREDITCARDNUMBER': {'precision': 0.8006708491210635, 'recall': 0.9469585659712019, 'f1-score': 0.8676921005688129, 'support': 13612.0}, 'I-CURRENCY': {'precision': 0.6248785228377065, 'recall': 0.8101637967240655, 'f1-score': 0.7055596196049744, 'support': 2381.0}, 'I-CURRENCYCODE': {'precision': 0.6521739130434783, 'recall': 0.560064935064935, 'f1-score': 0.6026200873362445, 'support': 616.0}, 'I-CURRENCYNAME': {'precision': 0.5, 'recall': 0.13099041533546327, 'f1-score': 0.20759493670886076, 'support': 939.0}, 'I-CURRENCYSYMBOL': {'precision': 0.8102409638554217, 'recall': 0.6374407582938388, 'f1-score': 0.713527851458886, 'support': 422.0}, 'I-DATE': {'precision': 0.7221130221130221, 'recall': 0.9629750982961992, 'f1-score': 0.8253299634934007, 'support': 6104.0}, 'I-DOB': {'precision': 0.8082089552238806, 'recall': 0.3281818181818182, 'f1-score': 0.4668103448275862, 'support': 3300.0}, 'I-EMAIL': {'precision': 0.996767982395819, 'recall': 0.9991728131246984, 'f1-score': 0.9979689490171779, 'support': 14507.0}, 'I-ETHEREUMADDRESS': {'precision': 0.9967763157894737, 'recall': 0.9994063324538258, 'f1-score': 0.9980895915678525, 'support': 30320.0}, 'I-EYECOLOR': {'precision': 0.8246268656716418, 'recall': 0.9364406779661016, 'f1-score': 0.876984126984127, 'support': 236.0}, 'I-GENDER': {'precision': 0.9495631453534551, 'recall': 0.9645018152480839, 'f1-score': 0.9569741845107064, 'support': 2479.0}, 'I-HEIGHT': {'precision': 0.9162303664921466, 'recall': 0.9345794392523364, 'f1-score': 0.9253139458030403, 'support': 749.0}, 'I-IBAN': {'precision': 0.9875510962467484, 'recall': 0.9749908279320044, 'f1-score': 0.9812307692307692, 'support': 16354.0}, 'I-IP': {'precision': 0.3125, 'recall': 0.000334179922470258, 'f1-score': 0.0006676458806249165, 'support': 14962.0}, 'I-IPV4': {'precision': 0.7474275023386342, 'recall': 0.99875, 'f1-score': 0.8550026752273944, 'support': 3200.0}, 'I-IPV6': {'precision': 0.6950114616308263, 'recall': 0.9988704464874023, 'f1-score': 0.8196869045779906, 'support': 31871.0}, 'I-JOBAREA': {'precision': 0.8402061855670103, 'recall': 0.7546296296296297, 'f1-score': 0.7951219512195122, 'support': 216.0}, 'I-JOBTITLE': {'precision': 0.932396839332748, 'recall': 0.9888268156424581, 'f1-score': 0.9597830998644374, 'support': 2148.0}, 'I-JOBTYPE': {'precision': 0.9480286738351255, 'recall': 0.9264448336252189, 'f1-score': 0.937112488928255, 'support': 571.0}, 'I-LITECOINADDRESS': {'precision': 0.8935382863649303, 'recall': 0.8873080184679167, 'f1-score': 0.8904122541603631, 'support': 10613.0}, 'I-LOCATION': {'precision': 0.8993537350313628, 'recall': 0.9349866613970952, 'f1-score': 0.9168241050234947, 'support': 20242.0}, 'I-MAC': {'precision': 0.9914965986394558, 'recall': 0.9939113492450073, 'f1-score': 0.9927025054731209, 'support': 4106.0}, 'I-MASKEDNUMBER': {'precision': 0.9146597505248858, 'recall': 0.6904073832385569, 'f1-score': 0.7868678283042924, 'support': 10727.0}, 'I-NEARBYGPSCOORDINATE': {'precision': 0.9988992845349477, 'recall': 1.0, 'f1-score': 0.9994493392070485, 'support': 5445.0}, 'I-ORGANIZATION': {'precision': 0.7874757794609829, 'recall': 0.8974204556860383, 'f1-score': 0.8388610029553877, 'support': 9963.0}, 'I-PASSWORD': {'precision': 0.9740154283394235, 'recall': 0.9697631174710971, 'f1-score': 0.971884621617242, 'support': 12369.0}, 'I-PERSON': {'precision': 0.8961850526634078, 'recall': 0.8827500620501365, 'f1-score': 0.8894168250475143, 'support': 20145.0}, 'I-PHONEIMEI': {'precision': 0.992862509391435, 'recall': 0.9996217851739788, 'f1-score': 0.9962306822465133, 'support': 7932.0}, 'I-PHONENUMBER': {'precision': 0.9845042876485632, 'recall': 0.9800808746443014, 'f1-score': 0.9822876013209246, 'support': 6677.0}, 'I-PIN': {'precision': 0.7775467775467776, 'recall': 0.7083333333333334, 'f1-score': 0.7413280475718533, 'support': 528.0}, 'I-PREFIX': {'precision': 0.8614020950846092, 'recall': 0.9744758432087511, 'f1-score': 0.9144568006843456, 'support': 1097.0}, 'I-SSN': {'precision': 0.9774127310061602, 'recall': 0.9692706405035172, 'f1-score': 0.9733246584255042, 'support': 5402.0}, 'I-TIME': {'precision': 0.9649551752241239, 'recall': 0.9825726141078838, 'f1-score': 0.9736842105263158, 'support': 1205.0}, 'I-URL': {'precision': 0.9944187312823305, 'recall': 0.999452729511561, 'f1-score': 0.9969293756397134, 'support': 7309.0}, 'I-USERAGENT': {'precision': 0.9988385176581612, 'recall': 0.9992374727668846, 'f1-score': 0.999037955382912, 'support': 27540.0}, 'I-USERNAME': {'precision': 0.9533948030176027, 'recall': 0.9300081766148814, 'f1-score': 0.9415562913907285, 'support': 6115.0}, 'I-VEHICLEVIN': {'precision': 0.9313757300454251, 'recall': 0.9882940265105871, 'f1-score': 0.9589910632255909, 'support': 5809.0}, 'I-VEHICLEVRM': {'precision': 0.9545983701979045, 'recall': 0.984, 'f1-score': 0.9690762261177861, 'support': 2500.0}, 'O': {'precision': 0.9875282096288867, 'recall': 0.9817431135485479, 'f1-score': 0.9846271641977623, 'support': 320920.0}, 'accuracy': 0.9376226025938506, 'macro avg': {'precision': 0.869305376000613, 'recall': 0.8420562196160797, 'f1-score': 0.8414341155555606, 'support': 713688.0}, 'weighted avg': {'precision': 0.9303649774455068, 'recall': 0.9376226025938506, 'f1-score': 0.9277568423694396, 'support': 713688.0}}
0.1398	5.0	8045	0.1575	0.7381	0.7963	0.7661	0.9430	{'B-ACCOUNTNAME': {'precision': 0.9851576994434137, 'recall': 0.9962476547842402, 'f1-score': 0.9906716417910447, 'support': 533.0}, 'B-ACCOUNTNUMBER': {'precision': 0.9694072657743786, 'recall': 0.9566037735849057, 'f1-score': 0.9629629629629629, 'support': 530.0}, 'B-AGE': {'precision': 0.9201030927835051, 'recall': 0.7898230088495575, 'f1-score': 0.85, 'support': 452.0}, 'B-AMOUNT': {'precision': 0.8904761904761904, 'recall': 0.7030075187969925, 'f1-score': 0.7857142857142857, 'support': 266.0}, 'B-BIC': {'precision': 0.9050632911392406, 'recall': 0.9407894736842105, 'f1-score': 0.9225806451612903, 'support': 152.0}, 'B-BITCOINADDRESS': {'precision': 0.9458333333333333, 'recall': 0.9891067538126361, 'f1-score': 0.966986155484558, 'support': 459.0}, 'B-CREDITCARDCVV': {'precision': 0.9391304347826087, 'recall': 0.6171428571428571, 'f1-score': 0.7448275862068966, 'support': 175.0}, 'B-CREDITCARDISSUER': {'precision': 0.9073482428115016, 'recall': 0.9659863945578231, 'f1-score': 0.9357495881383855, 'support': 294.0}, 'B-CREDITCARDNUMBER': {'precision': 0.8383658969804618, 'recall': 0.8956356736242884, 'f1-score': 0.8660550458715597, 'support': 527.0}, 'B-CURRENCY': {'precision': 0.5738161559888579, 'recall': 0.5919540229885057, 'f1-score': 0.5827439886845828, 'support': 348.0}, 'B-CURRENCYCODE': {'precision': 0.6923076923076923, 'recall': 0.3559322033898305, 'f1-score': 0.4701492537313433, 'support': 177.0}, 'B-CURRENCYNAME': {'precision': 0.5454545454545454, 'recall': 0.03870967741935484, 'f1-score': 0.07228915662650602, 'support': 155.0}, 'B-CURRENCYSYMBOL': {'precision': 0.8405797101449275, 'recall': 0.8285714285714286, 'f1-score': 0.8345323741007195, 'support': 490.0}, 'B-DATE': {'precision': 0.7480314960629921, 'recall': 0.9553072625698324, 'f1-score': 0.8390578999018645, 'support': 895.0}, 'B-DOB': {'precision': 0.7872340425531915, 'recall': 0.38461538461538464, 'f1-score': 0.5167597765363129, 'support': 481.0}, 'B-EMAIL': {'precision': 0.9695493300852619, 'recall': 0.9766871165644172, 'f1-score': 0.9731051344743277, 'support': 815.0}, 'B-ETHEREUMADDRESS': {'precision': 0.9969040247678018, 'recall': 0.9969040247678018, 'f1-score': 0.9969040247678018, 'support': 323.0}, 'B-EYECOLOR': {'precision': 0.8533333333333334, 'recall': 0.7272727272727273, 'f1-score': 0.7852760736196319, 'support': 176.0}, 'B-GENDER': {'precision': 0.9242761692650334, 'recall': 0.8792372881355932, 'f1-score': 0.9011943539630836, 'support': 472.0}, 'B-HEIGHT': {'precision': 0.9197530864197531, 'recall': 0.8816568047337278, 'f1-score': 0.9003021148036254, 'support': 169.0}, 'B-IBAN': {'precision': 0.9787798408488063, 'recall': 0.9787798408488063, 'f1-score': 0.9787798408488063, 'support': 377.0}, 'B-IP': {'precision': 0.4594594594594595, 'recall': 0.04404145077720207, 'f1-score': 0.08037825059101655, 'support': 386.0}, 'B-IPV4': {'precision': 0.7464183381088825, 'recall': 0.9774859287054409, 'f1-score': 0.8464662875710804, 'support': 533.0}, 'B-IPV6': {'precision': 0.6929955290611028, 'recall': 0.9337349397590361, 'f1-score': 0.795551753635586, 'support': 498.0}, 'B-JOBAREA': {'precision': 0.7391304347826086, 'recall': 0.647912885662432, 'f1-score': 0.690522243713733, 'support': 551.0}, 'B-JOBTITLE': {'precision': 0.9102773246329527, 'recall': 0.9457627118644067, 'f1-score': 0.9276807980049875, 'support': 590.0}, 'B-JOBTYPE': {'precision': 0.7982300884955752, 'recall': 0.8382899628252788, 'f1-score': 0.8177697189483227, 'support': 538.0}, 'B-LITECOINADDRESS': {'precision': 0.9724137931034482, 'recall': 0.8703703703703703, 'f1-score': 0.9185667752442996, 'support': 162.0}, 'B-LOCATION': {'precision': 0.8737446197991392, 'recall': 0.84627410109432, 'f1-score': 0.8597899938233478, 'support': 5757.0}, 'B-MAC': {'precision': 0.9490740740740741, 'recall': 0.9403669724770642, 'f1-score': 0.9447004608294931, 'support': 218.0}, 'B-MASKEDNUMBER': {'precision': 0.840782122905028, 'recall': 0.7639593908629442, 'f1-score': 0.800531914893617, 'support': 394.0}, 'B-NEARBYGPSCOORDINATE': {'precision': 1.0, 'recall': 0.9970059880239521, 'f1-score': 0.9985007496251874, 'support': 334.0}, 'B-ORDINALDIRECTION': {'precision': 0.8440366972477065, 'recall': 0.8846153846153846, 'f1-score': 0.863849765258216, 'support': 208.0}, 'B-ORGANIZATION': {'precision': 0.7189097103918228, 'recall': 0.7161646160373356, 'f1-score': 0.7175345377258235, 'support': 2357.0}, 'B-PASSWORD': {'precision': 0.9722222222222222, 'recall': 0.962671905697446, 'f1-score': 0.9674234945705824, 'support': 509.0}, 'B-PERSON': {'precision': 0.8415040456925273, 'recall': 0.8317390622549788, 'f1-score': 0.8365930599369085, 'support': 6377.0}, 'B-PHONEIMEI': {'precision': 0.9868073878627969, 'recall': 0.9842105263157894, 'f1-score': 0.9855072463768116, 'support': 380.0}, 'B-PHONENUMBER': {'precision': 0.9684418145956607, 'recall': 0.9780876494023905, 'f1-score': 0.9732408325074331, 'support': 502.0}, 'B-PIN': {'precision': 0.73125, 'recall': 0.7905405405405406, 'f1-score': 0.7597402597402597, 'support': 148.0}, 'B-PREFIX': {'precision': 0.8871181938911022, 'recall': 0.9709302325581395, 'f1-score': 0.9271339347675226, 'support': 688.0}, 'B-SEX': {'precision': 0.9551401869158879, 'recall': 0.9826923076923076, 'f1-score': 0.9687203791469194, 'support': 520.0}, 'B-SSN': {'precision': 0.9528301886792453, 'recall': 0.9505882352941176, 'f1-score': 0.9517078916372202, 'support': 425.0}, 'B-TIME': {'precision': 0.9272419627749577, 'recall': 0.9432013769363167, 'f1-score': 0.9351535836177475, 'support': 581.0}, 'B-URL': {'precision': 0.9930555555555556, 'recall': 0.9982547993019197, 'f1-score': 0.9956483899042646, 'support': 573.0}, 'B-USERAGENT': {'precision': 0.9951690821256038, 'recall': 0.9927710843373494, 'f1-score': 0.9939686369119421, 'support': 415.0}, 'B-USERNAME': {'precision': 0.9230769230769231, 'recall': 0.91005291005291, 'f1-score': 0.91651865008881, 'support': 567.0}, 'B-VEHICLEVIN': {'precision': 0.9647058823529412, 'recall': 0.9879518072289156, 'f1-score': 0.9761904761904762, 'support': 166.0}, 'B-VEHICLEVRM': {'precision': 0.968421052631579, 'recall': 0.9387755102040817, 'f1-score': 0.9533678756476683, 'support': 196.0}, 'I-ACCOUNTNAME': {'precision': 0.9727891156462585, 'recall': 0.9907621247113164, 'f1-score': 0.9816933638443935, 'support': 866.0}, 'I-ACCOUNTNUMBER': {'precision': 0.9899244332493703, 'recall': 0.9887621603488762, 'f1-score': 0.9893429554418058, 'support': 5962.0}, 'I-AGE': {'precision': 0.8240740740740741, 'recall': 0.9866962305986696, 'f1-score': 0.8980827447023209, 'support': 451.0}, 'I-AMOUNT': {'precision': 0.9198533263488737, 'recall': 0.9273831528914708, 'f1-score': 0.923602892833662, 'support': 3787.0}, 'I-BIC': {'precision': 0.895774647887324, 'recall': 0.9322096005862953, 'f1-score': 0.9136290177769797, 'support': 2729.0}, 'I-BITCOINADDRESS': {'precision': 0.9602942429492459, 'recall': 0.9870960207865005, 'f1-score': 0.9735106964959258, 'support': 34253.0}, 'I-CREDITCARDCVV': {'precision': 0.9358108108108109, 'recall': 0.8052325581395349, 'f1-score': 0.865625, 'support': 344.0}, 'I-CREDITCARDISSUER': {'precision': 0.9819711538461539, 'recall': 0.9891041162227603, 'f1-score': 0.985524728588661, 'support': 826.0}, 'I-CREDITCARDNUMBER': {'precision': 0.8494111048794167, 'recall': 0.8900969732588893, 'f1-score': 0.8692782321710432, 'support': 13612.0}, 'I-CURRENCY': {'precision': 0.6404494382022472, 'recall': 0.8378832423351533, 'f1-score': 0.7259825327510917, 'support': 2381.0}, 'I-CURRENCYCODE': {'precision': 0.6697247706422018, 'recall': 0.5925324675324676, 'f1-score': 0.6287683031869078, 'support': 616.0}, 'I-CURRENCYNAME': {'precision': 0.6375838926174496, 'recall': 0.10117145899893504, 'f1-score': 0.17463235294117646, 'support': 939.0}, 'I-CURRENCYSYMBOL': {'precision': 0.7989690721649485, 'recall': 0.7345971563981043, 'f1-score': 0.7654320987654321, 'support': 422.0}, 'I-DATE': {'precision': 0.7301051051051051, 'recall': 0.9559305373525557, 'f1-score': 0.827894438138479, 'support': 6104.0}, 'I-DOB': {'precision': 0.790994623655914, 'recall': 0.3566666666666667, 'f1-score': 0.49164578111946533, 'support': 3300.0}, 'I-EMAIL': {'precision': 0.9975913564104328, 'recall': 0.9992417453643069, 'f1-score': 0.9984158688614918, 'support': 14507.0}, 'I-ETHEREUMADDRESS': {'precision': 0.9983532589006356, 'recall': 0.999769129287599, 'f1-score': 0.9990606924509335, 'support': 30320.0}, 'I-EYECOLOR': {'precision': 0.8648648648648649, 'recall': 0.9491525423728814, 'f1-score': 0.9050505050505051, 'support': 236.0}, 'I-GENDER': {'precision': 0.9537436299490396, 'recall': 0.9814441306978621, 'f1-score': 0.9673956262425447, 'support': 2479.0}, 'I-HEIGHT': {'precision': 0.9461942257217848, 'recall': 0.9626168224299065, 'f1-score': 0.9543348775645268, 'support': 749.0}, 'I-IBAN': {'precision': 0.9889188196400147, 'recall': 0.9877094288858995, 'f1-score': 0.9883137542829172, 'support': 16354.0}, 'I-IP': {'precision': 0.5290163259706407, 'recall': 0.25771955620906295, 'f1-score': 0.3465911644420476, 'support': 14962.0}, 'I-IPV4': {'precision': 0.7541846006695361, 'recall': 0.985625, 'f1-score': 0.854510972636142, 'support': 3200.0}, 'I-IPV6': {'precision': 0.7371911101901258, 'recall': 0.8929748046813718, 'f1-score': 0.8076393717099195, 'support': 31871.0}, 'I-JOBAREA': {'precision': 0.8333333333333334, 'recall': 0.8101851851851852, 'f1-score': 0.8215962441314554, 'support': 216.0}, 'I-JOBTITLE': {'precision': 0.9379947229551451, 'recall': 0.9930167597765364, 'f1-score': 0.9647218453188603, 'support': 2148.0}, 'I-JOBTYPE': {'precision': 0.9163822525597269, 'recall': 0.9404553415061296, 'f1-score': 0.9282627484874676, 'support': 571.0}, 'I-LITECOINADDRESS': {'precision': 0.9502909053791977, 'recall': 0.8772260435315179, 'f1-score': 0.912297893189613, 'support': 10613.0}, 'I-LOCATION': {'precision': 0.9360191942417275, 'recall': 0.925106214800909, 'f1-score': 0.930530709600477, 'support': 20242.0}, 'I-MAC': {'precision': 0.9927078269324259, 'recall': 0.9946419873356064, 'f1-score': 0.9936739659367396, 'support': 4106.0}, 'I-MASKEDNUMBER': {'precision': 0.8489172737251771, 'recall': 0.7930455859047264, 'f1-score': 0.8200308463466358, 'support': 10727.0}, 'I-NEARBYGPSCOORDINATE': {'precision': 0.9972527472527473, 'recall': 1.0, 'f1-score': 0.9986244841815681, 'support': 5445.0}, 'I-ORGANIZATION': {'precision': 0.8537132819361765, 'recall': 0.8780487804878049, 'f1-score': 0.8657100445324097, 'support': 9963.0}, 'I-PASSWORD': {'precision': 0.9835999025736787, 'recall': 0.9794647910097826, 'f1-score': 0.9815279915741716, 'support': 12369.0}, 'I-PERSON': {'precision': 0.8619437293122472, 'recall': 0.9307024075452967, 'f1-score': 0.895004415590615, 'support': 20145.0}, 'I-PHONEIMEI': {'precision': 0.9936114242765878, 'recall': 1.0, 'f1-score': 0.9967954759660698, 'support': 7932.0}, 'I-PHONENUMBER': {'precision': 0.9774069698759599, 'recall': 0.9913134641305976, 'f1-score': 0.9843111011971151, 'support': 6677.0}, 'I-PIN': {'precision': 0.6990740740740741, 'recall': 0.8579545454545454, 'f1-score': 0.7704081632653061, 'support': 528.0}, 'I-PREFIX': {'precision': 0.8605577689243028, 'recall': 0.9845031905195989, 'f1-score': 0.9183673469387755, 'support': 1097.0}, 'I-SSN': {'precision': 0.9766028002947679, 'recall': 0.9813032210292484, 'f1-score': 0.9789473684210527, 'support': 5402.0}, 'I-TIME': {'precision': 0.9691558441558441, 'recall': 0.9908713692946058, 'f1-score': 0.9798933114485022, 'support': 1205.0}, 'I-URL': {'precision': 0.9929338225302351, 'recall': 0.9997263647557806, 'f1-score': 0.9963185164985001, 'support': 7309.0}, 'I-USERAGENT': {'precision': 0.9984048145596925, 'recall': 0.9999636891793755, 'f1-score': 0.9991836438510241, 'support': 27540.0}, 'I-USERNAME': {'precision': 0.9526885192959793, 'recall': 0.9648405560098119, 'f1-score': 0.9587260318492038, 'support': 6115.0}, 'I-VEHICLEVIN': {'precision': 0.9743546482200102, 'recall': 0.9941470132552935, 'f1-score': 0.9841513292433538, 'support': 5809.0}, 'I-VEHICLEVRM': {'precision': 0.9772273272073512, 'recall': 0.9784, 'f1-score': 0.9778133120127923, 'support': 2500.0}, 'O': {'precision': 0.9894668122983441, 'recall': 0.9823507416178486, 'f1-score': 0.985895936403495, 'support': 320920.0}, 'accuracy': 0.9429666745132327, 'macro avg': {'precision': 0.8798398901632298, 'recall': 0.8633480886388905, 'f1-score': 0.8606121111819207, 'support': 713688.0}, 'weighted avg': {'precision': 0.9409699641727243, 'recall': 0.9429666745132327, 'f1-score': 0.93937824960725, 'support': 713688.0}}
0.1224	6.0	9654	0.1572	0.7413	0.8012	0.7701	0.9433	{'B-ACCOUNTNAME': {'precision': 0.9833333333333333, 'recall': 0.9962476547842402, 'f1-score': 0.9897483690587139, 'support': 533.0}, 'B-ACCOUNTNUMBER': {'precision': 0.9695238095238096, 'recall': 0.960377358490566, 'f1-score': 0.9649289099526066, 'support': 530.0}, 'B-AGE': {'precision': 0.9133663366336634, 'recall': 0.8163716814159292, 'f1-score': 0.8621495327102804, 'support': 452.0}, 'B-AMOUNT': {'precision': 0.9108910891089109, 'recall': 0.6917293233082706, 'f1-score': 0.7863247863247863, 'support': 266.0}, 'B-BIC': {'precision': 0.8987341772151899, 'recall': 0.9342105263157895, 'f1-score': 0.9161290322580645, 'support': 152.0}, 'B-BITCOINADDRESS': {'precision': 0.9475890985324947, 'recall': 0.9847494553376906, 'f1-score': 0.9658119658119658, 'support': 459.0}, 'B-CREDITCARDCVV': {'precision': 0.9186991869918699, 'recall': 0.6457142857142857, 'f1-score': 0.7583892617449665, 'support': 175.0}, 'B-CREDITCARDISSUER': {'precision': 0.9163987138263665, 'recall': 0.9693877551020408, 'f1-score': 0.9421487603305785, 'support': 294.0}, 'B-CREDITCARDNUMBER': {'precision': 0.827054794520548, 'recall': 0.9165085388994307, 'f1-score': 0.8694869486948695, 'support': 527.0}, 'B-CURRENCY': {'precision': 0.5887096774193549, 'recall': 0.6293103448275862, 'f1-score': 0.6083333333333333, 'support': 348.0}, 'B-CURRENCYCODE': {'precision': 0.6754385964912281, 'recall': 0.4350282485875706, 'f1-score': 0.5292096219931272, 'support': 177.0}, 'B-CURRENCYNAME': {'precision': 0.5, 'recall': 0.08387096774193549, 'f1-score': 0.143646408839779, 'support': 155.0}, 'B-CURRENCYSYMBOL': {'precision': 0.8604651162790697, 'recall': 0.8306122448979592, 'f1-score': 0.8452751817237798, 'support': 490.0}, 'B-DATE': {'precision': 0.7462817147856518, 'recall': 0.9530726256983241, 'f1-score': 0.8370951913640824, 'support': 895.0}, 'B-DOB': {'precision': 0.7791666666666667, 'recall': 0.3887733887733888, 'f1-score': 0.5187239944521498, 'support': 481.0}, 'B-EMAIL': {'precision': 0.9718482252141983, 'recall': 0.9742331288343559, 'f1-score': 0.9730392156862745, 'support': 815.0}, 'B-ETHEREUMADDRESS': {'precision': 0.9938271604938271, 'recall': 0.9969040247678018, 'f1-score': 0.9953632148377125, 'support': 323.0}, 'B-EYECOLOR': {'precision': 0.8881578947368421, 'recall': 0.7670454545454546, 'f1-score': 0.823170731707317, 'support': 176.0}, 'B-GENDER': {'precision': 0.9295154185022027, 'recall': 0.8940677966101694, 'f1-score': 0.9114470842332614, 'support': 472.0}, 'B-HEIGHT': {'precision': 0.9221556886227545, 'recall': 0.9112426035502958, 'f1-score': 0.9166666666666666, 'support': 169.0}, 'B-IBAN': {'precision': 0.9788359788359788, 'recall': 0.9814323607427056, 'f1-score': 0.9801324503311258, 'support': 377.0}, 'B-IP': {'precision': 0.46153846153846156, 'recall': 0.06217616580310881, 'f1-score': 0.1095890410958904, 'support': 386.0}, 'B-IPV4': {'precision': 0.7432239657631954, 'recall': 0.9774859287054409, 'f1-score': 0.8444084278768234, 'support': 533.0}, 'B-IPV6': {'precision': 0.6947368421052632, 'recall': 0.927710843373494, 'f1-score': 0.7944969905417025, 'support': 498.0}, 'B-JOBAREA': {'precision': 0.7265774378585086, 'recall': 0.6896551724137931, 'f1-score': 0.707635009310987, 'support': 551.0}, 'B-JOBTITLE': {'precision': 0.9020866773675762, 'recall': 0.9525423728813559, 'f1-score': 0.9266281945589447, 'support': 590.0}, 'B-JOBTYPE': {'precision': 0.8084358523725835, 'recall': 0.8550185873605948, 'f1-score': 0.8310749774164409, 'support': 538.0}, 'B-LITECOINADDRESS': {'precision': 0.9659863945578231, 'recall': 0.8765432098765432, 'f1-score': 0.919093851132686, 'support': 162.0}, 'B-LOCATION': {'precision': 0.8701642819289878, 'recall': 0.8556539864512767, 'f1-score': 0.8628481345244351, 'support': 5757.0}, 'B-MAC': {'precision': 0.9497716894977168, 'recall': 0.9541284403669725, 'f1-score': 0.9519450800915332, 'support': 218.0}, 'B-MASKEDNUMBER': {'precision': 0.8656716417910447, 'recall': 0.7360406091370558, 'f1-score': 0.7956104252400549, 'support': 394.0}, 'B-NEARBYGPSCOORDINATE': {'precision': 1.0, 'recall': 0.9970059880239521, 'f1-score': 0.9985007496251874, 'support': 334.0}, 'B-ORDINALDIRECTION': {'precision': 0.8532110091743119, 'recall': 0.8942307692307693, 'f1-score': 0.8732394366197183, 'support': 208.0}, 'B-ORGANIZATION': {'precision': 0.7381056307289393, 'recall': 0.7174374204497243, 'f1-score': 0.7276247848537005, 'support': 2357.0}, 'B-PASSWORD': {'precision': 0.9702970297029703, 'recall': 0.962671905697446, 'f1-score': 0.9664694280078896, 'support': 509.0}, 'B-PERSON': {'precision': 0.8583856935717739, 'recall': 0.8355025874235534, 'f1-score': 0.8467895740623014, 'support': 6377.0}, 'B-PHONEIMEI': {'precision': 0.9868073878627969, 'recall': 0.9842105263157894, 'f1-score': 0.9855072463768116, 'support': 380.0}, 'B-PHONENUMBER': {'precision': 0.9647058823529412, 'recall': 0.9800796812749004, 'f1-score': 0.9723320158102767, 'support': 502.0}, 'B-PIN': {'precision': 0.7631578947368421, 'recall': 0.7837837837837838, 'f1-score': 0.7733333333333333, 'support': 148.0}, 'B-PREFIX': {'precision': 0.8800521512385919, 'recall': 0.9811046511627907, 'f1-score': 0.9278350515463918, 'support': 688.0}, 'B-SEX': {'precision': 0.9587242026266416, 'recall': 0.9826923076923076, 'f1-score': 0.9705603038936372, 'support': 520.0}, 'B-SSN': {'precision': 0.9507042253521126, 'recall': 0.9529411764705882, 'f1-score': 0.9518213866039953, 'support': 425.0}, 'B-TIME': {'precision': 0.9319727891156463, 'recall': 0.9432013769363167, 'f1-score': 0.9375534644995723, 'support': 581.0}, 'B-URL': {'precision': 0.9930555555555556, 'recall': 0.9982547993019197, 'f1-score': 0.9956483899042646, 'support': 573.0}, 'B-USERAGENT': {'precision': 0.9951690821256038, 'recall': 0.9927710843373494, 'f1-score': 0.9939686369119421, 'support': 415.0}, 'B-USERNAME': {'precision': 0.9203539823008849, 'recall': 0.9171075837742504, 'f1-score': 0.9187279151943463, 'support': 567.0}, 'B-VEHICLEVIN': {'precision': 0.9704142011834319, 'recall': 0.9879518072289156, 'f1-score': 0.9791044776119403, 'support': 166.0}, 'B-VEHICLEVRM': {'precision': 0.9585492227979274, 'recall': 0.9438775510204082, 'f1-score': 0.9511568123393316, 'support': 196.0}, 'I-ACCOUNTNAME': {'precision': 0.9683972911963883, 'recall': 0.9907621247113164, 'f1-score': 0.9794520547945206, 'support': 866.0}, 'I-ACCOUNTNUMBER': {'precision': 0.9874560963371801, 'recall': 0.9902717208990272, 'f1-score': 0.9888619043631187, 'support': 5962.0}, 'I-AGE': {'precision': 0.8314606741573034, 'recall': 0.9844789356984479, 'f1-score': 0.9015228426395939, 'support': 451.0}, 'I-AMOUNT': {'precision': 0.9181771103055412, 'recall': 0.9363612358067072, 'f1-score': 0.9271800235324879, 'support': 3787.0}, 'I-BIC': {'precision': 0.8971631205673759, 'recall': 0.9270795163063393, 'f1-score': 0.9118760136961614, 'support': 2729.0}, 'I-BITCOINADDRESS': {'precision': 0.9611269208878771, 'recall': 0.9860158234315243, 'f1-score': 0.9734123038346807, 'support': 34253.0}, 'I-CREDITCARDCVV': {'precision': 0.9364548494983278, 'recall': 0.813953488372093, 'f1-score': 0.8709175738724728, 'support': 344.0}, 'I-CREDITCARDISSUER': {'precision': 0.9808612440191388, 'recall': 0.9927360774818402, 'f1-score': 0.98676293622142, 'support': 826.0}, 'I-CREDITCARDNUMBER': {'precision': 0.8299468791500664, 'recall': 0.9182339112547752, 'f1-score': 0.8718610491071429, 'support': 13612.0}, 'I-CURRENCY': {'precision': 0.6748278500382555, 'recall': 0.740865182696346, 'f1-score': 0.7063063063063063, 'support': 2381.0}, 'I-CURRENCYCODE': {'precision': 0.637987012987013, 'recall': 0.637987012987013, 'f1-score': 0.637987012987013, 'support': 616.0}, 'I-CURRENCYNAME': {'precision': 0.46060606060606063, 'recall': 0.32374866879659214, 'f1-score': 0.3802376485303315, 'support': 939.0}, 'I-CURRENCYSYMBOL': {'precision': 0.8227513227513228, 'recall': 0.7369668246445498, 'f1-score': 0.7775, 'support': 422.0}, 'I-DATE': {'precision': 0.7552550542241264, 'recall': 0.9241480996068152, 'f1-score': 0.8312090179031901, 'support': 6104.0}, 'I-DOB': {'precision': 0.7493784186971656, 'recall': 0.45666666666666667, 'f1-score': 0.5675014121634344, 'support': 3300.0}, 'I-EMAIL': {'precision': 0.9976601747987062, 'recall': 0.9993106776039153, 'f1-score': 0.9984847441283835, 'support': 14507.0}, 'I-ETHEREUMADDRESS': {'precision': 0.9971705872676427, 'recall': 0.999637203166227, 'f1-score': 0.9984023717368031, 'support': 30320.0}, 'I-EYECOLOR': {'precision': 0.8764478764478765, 'recall': 0.961864406779661, 'f1-score': 0.9171717171717172, 'support': 236.0}, 'I-GENDER': {'precision': 0.9548311076197957, 'recall': 0.9806373537716822, 'f1-score': 0.9675621890547264, 'support': 2479.0}, 'I-HEIGHT': {'precision': 0.9332477535301669, 'recall': 0.9706275033377837, 'f1-score': 0.9515706806282722, 'support': 749.0}, 'I-IBAN': {'precision': 0.9920039365235577, 'recall': 0.9861807508866333, 'f1-score': 0.9890837728443518, 'support': 16354.0}, 'I-IP': {'precision': 0.49273447820343463, 'recall': 0.3739473332442187, 'f1-score': 0.42520044077972413, 'support': 14962.0}, 'I-IPV4': {'precision': 0.7541926209870627, 'recall': 0.98375, 'f1-score': 0.8538106861947383, 'support': 3200.0}, 'I-IPV6': {'precision': 0.7565486700049205, 'recall': 0.8201186031188228, 'f1-score': 0.7870520927431497, 'support': 31871.0}, 'I-JOBAREA': {'precision': 0.8258928571428571, 'recall': 0.8564814814814815, 'f1-score': 0.8409090909090909, 'support': 216.0}, 'I-JOBTITLE': {'precision': 0.9352864013992129, 'recall': 0.9958100558659218, 'f1-score': 0.9645997745208568, 'support': 2148.0}, 'I-JOBTYPE': {'precision': 0.928082191780822, 'recall': 0.9492119089316988, 'f1-score': 0.9385281385281385, 'support': 571.0}, 'I-LITECOINADDRESS': {'precision': 0.9491078669910786, 'recall': 0.882125694902478, 'f1-score': 0.9143917566049714, 'support': 10613.0}, 'I-LOCATION': {'precision': 0.935253227408143, 'recall': 0.9305404604288113, 'f1-score': 0.9328908919815759, 'support': 20242.0}, 'I-MAC': {'precision': 0.9934322549258088, 'recall': 0.9946419873356064, 'f1-score': 0.9940367530728976, 'support': 4106.0}, 'I-MASKEDNUMBER': {'precision': 0.8802466464733881, 'recall': 0.7585531835555142, 'f1-score': 0.8148815782885184, 'support': 10727.0}, 'I-NEARBYGPSCOORDINATE': {'precision': 0.9985329176600036, 'recall': 1.0, 'f1-score': 0.9992659203523583, 'support': 5445.0}, 'I-ORGANIZATION': {'precision': 0.856851510148587, 'recall': 0.8855766335441132, 'f1-score': 0.8709772951628826, 'support': 9963.0}, 'I-PASSWORD': {'precision': 0.9827474485663372, 'recall': 0.9809200420405854, 'f1-score': 0.9818328950030346, 'support': 12369.0}, 'I-PERSON': {'precision': 0.8926155035762614, 'recall': 0.9168528170761976, 'f1-score': 0.9045718343658937, 'support': 20145.0}, 'I-PHONEIMEI': {'precision': 0.9931120851596744, 'recall': 0.9997478567826525, 'f1-score': 0.9964189231639128, 'support': 7932.0}, 'I-PHONENUMBER': {'precision': 0.9784533648170012, 'recall': 0.9929609105885877, 'f1-score': 0.9856537575262023, 'support': 6677.0}, 'I-PIN': {'precision': 0.7491694352159468, 'recall': 0.8541666666666666, 'f1-score': 0.7982300884955752, 'support': 528.0}, 'I-PREFIX': {'precision': 0.8575924468922108, 'recall': 0.9936189608021878, 'f1-score': 0.9206081081081081, 'support': 1097.0}, 'I-SSN': {'precision': 0.9718875502008032, 'recall': 0.9855609033691225, 'f1-score': 0.9786764705882353, 'support': 5402.0}, 'I-TIME': {'precision': 0.9683184402924452, 'recall': 0.9892116182572614, 'f1-score': 0.9786535303776683, 'support': 1205.0}, 'I-URL': {'precision': 0.9914529914529915, 'recall': 0.9998631823778903, 'f1-score': 0.9956403269754769, 'support': 7309.0}, 'I-USERAGENT': {'precision': 0.998585829284212, 'recall': 0.9999636891793755, 'f1-score': 0.9992742842628543, 'support': 27540.0}, 'I-USERNAME': {'precision': 0.944710770214126, 'recall': 0.9668029435813573, 'f1-score': 0.9556291925967834, 'support': 6115.0}, 'I-VEHICLEVIN': {'precision': 0.9745319615449486, 'recall': 0.9946634532621794, 'f1-score': 0.9844948032032714, 'support': 5809.0}, 'I-VEHICLEVRM': {'precision': 0.9772364217252396, 'recall': 0.9788, 'f1-score': 0.978017585931255, 'support': 2500.0}, 'O': {'precision': 0.9892495017985387, 'recall': 0.9837872366945033, 'f1-score': 0.986510808226626, 'support': 320920.0}, 'accuracy': 0.9433351828810348, 'macro avg': {'precision': 0.8793777747202005, 'recall': 0.8718829567729829, 'f1-score': 0.8691194147844159, 'support': 713688.0}, 'weighted avg': {'precision': 0.9419843792518461, 'recall': 0.9433351828810348, 'f1-score': 0.941698874575059, 'support': 713688.0}}

Framework versions

• Transformers 4.39.3
• Pytorch 2.2.2+cu121
• Datasets 2.18.0
• Tokenizers 0.15.2