dbert-pii-detection-model

omshikhare/dbert-pii-detection-model

dbert-pii-detection-model is a token classification model from omshikhare. Use it when you need labels on individual words, such as names. It is set up for transformers. The card lists the license as apache-2.0.

should probably proofread and complete it, then remove this comment. --

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At a glance

Task: Token Classification
Library: transformers
License: apache-2.0
Model type: distilbert
Access: Public
Created: Apr 12, 2024
Updated: Apr 12, 2024
SHA: d3fc384d

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Base models

distilbert/distilbert-base-uncased

Model card

From the Hugging Face model README

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, 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The model card is truncated. Read the rest on Hugging Face.

Task: Token Classification
Library: transformers
Type: distilbert
License: apache-2.0
Created: Apr 12, 2024
Updated: Apr 12, 2024