Datasets:
PuxAI
/
PII_experiment

Dataset card Data Studio Files
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STREET 0.5954 0.9628 0.7358 188
TAXNUM 0.2500 0.1848 0.2125 92
TIME 0.7682 0.8048 0.7860 210
URL 0.6851 0.9688 0.8026 128
USERNAME 0.5338 0.5035 0.5182 141
VEHICLEVIN 0.9426 0.9426 0.9426 122
VEHICLEVRM 0.8056 0.6517 0.7205 178
ZIPCODE 0.4979 0.9008 0.6413 131
CLASSIFICATION REPORT FOR: BERT + CRF + augment data + rulebase
================================================================================
OVERALL METRICS: Precision: 0.2876 | Recall: 0.5847 | F1-Score: 0.3856
================================================================================
Class Precision Recall F1-Score Support
ACCOUNTNUMBER 0.0357 0.2308 0.0619 13
BIC 0.1111 0.6667 0.1905 3
CITY 0.0984 0.9231 0.1778 13
COMPANYNAME 0.7143 0.9375 0.8108 16
COUNTRY 0.0000 0.0000 0.0000 9
CREDITCARDNUMBER 0.7273 0.6275 0.6737 51
CVV 0.0000 0.0000 0.0000 1
DATE 0.4089 0.9018 0.5627 112
DOB 0.9345 0.6978 0.7990 225
EMAIL 0.9646 0.9909 0.9776 110
FIRSTNAME 0.4817 0.8268 0.6087 127
IP_ADDRESS 0.0000 0.0000 0.0000 100
LASTNAME 0.4919 0.8198 0.6149 111
NATIONAL_ID 0.0000 0.0000 0.0000 7
NEARBYGPSCOORDINATE 0.6471 1.0000 0.7857 11
PASSWORD 0.4545 0.8333 0.5882 6
PHONENUMBER 0.6250 0.6627 0.6433 83
SSN_CCCD 0.1667 0.0061 0.0118 164
STATE 0.0345 0.3333 0.0625 3
STREET 0.5705 0.8763 0.6911 97
TAXNUM 0.0870 0.6667 0.1538 3
TIME 0.4571 0.8889 0.6038 18
UNIQUE_IDENTIFIER 0.0000 0.0000 0.0000 15
URL 0.2500 1.0000 0.4000 1
USERNAME 0.8889 0.2759 0.4211 29
VEHICLEVIN 1.0000 0.9167 0.9565 12
VEHICLEVRM 0.0000 0.0000 0.0000 76
ZIPCODE 0.0619 1.0000 0.1165 12
CLASSIFICATION REPORT FOR: BERT + CRF + augment data
================================================================================
OVERALL METRICS: Precision: 0.2792 | Recall: 0.5616 | F1-Score: 0.3730
================================================================================
Class Precision Recall F1-Score Support
ACCOUNTNUMBER 0.0196 0.1538 0.0348 13
BIC 0.5000 0.6667 0.5714 3
CITY 0.0984 0.9231 0.1778 13
COMPANYNAME 0.7143 0.9375 0.8108 16
COUNTRY 0.0000 0.0000 0.0000 9
CREDITCARDNUMBER 0.6889 0.6078 0.6458 51
CVV 0.0000 0.0000 0.0000 1
DATE 0.4389 0.8661 0.5826 112
DOB 0.9176 0.7422 0.8206 225
EMAIL 0.9737 0.6727 0.7957 110
FIRSTNAME 0.4817 0.8268 0.6087 127
IP_ADDRESS 0.0000 0.0000 0.0000 100
LASTNAME 0.4919 0.8198 0.6149 111
NATIONAL_ID 0.0000 0.0000 0.0000 7
NEARBYGPSCOORDINATE 0.6875 1.0000 0.8148 11
PASSWORD 0.4545 0.8333 0.5882 6
PHONENUMBER 0.6180 0.6627 0.6395 83
SSN_CCCD 0.0000 0.0000 0.0000 164
STATE 0.0345 0.3333 0.0625 3
STREET 0.5705 0.8763 0.6911 97
TAXNUM 0.0714 0.6667 0.1290 3
TIME 0.5000 0.8889 0.6400 18
UNIQUE_IDENTIFIER 0.0000 0.0000 0.0000 15
URL 0.0000 0.0000 0.0000 1
USERNAME 0.8000 0.2759 0.4103 29
VEHICLEVIN 0.8462 0.9167 0.8800 12
VEHICLEVRM 0.0000 0.0000 0.0000 76
ZIPCODE 0.0764 1.0000 0.1420 12
CLASSIFICATION REPORT FOR: BERT + CRF + rulebase
================================================================================
OVERALL METRICS: Precision: 0.6393 | Recall: 0.6912 | F1-Score: 0.6642
================================================================================
Class Precision Recall F1-Score Support
ACCOUNTNAME 0.0000 0.0000 0.0000 210
ACCOUNTNUMBER 0.4110 0.2143 0.2817 140
AGE 0.9194 0.9828 0.9500 58
AMOUNT 0.8112 0.8325 0.8217 191
BIC 0.8383 0.9524 0.8917 147
BITCOINADDRESS 0.8537 0.9211 0.8861 76
BUILDINGNUMBER 0.3223 0.9072 0.4757 97
CITY 0.3841 0.7389 0.5054 157
COMPANYNAME 0.6369 0.3750 0.4720 304
COUNTY 0.7917 0.4957 0.6096 115
CREDITCARDCVV 0.9583 0.9020 0.9293 102
CREDITCARDISSUER 0.2157 0.1746 0.1930 63
CREDITCARDNUMBER 0.6383 0.3409 0.4444 176
DATE 0.7742 0.9664 0.8597 149
DOB 1.0000 0.8261 0.9048 138
DRIVERLICENSENUM 0.4693 0.7345 0.5727 177
EMAIL 0.9947 0.9122 0.9517 205
ETHEREUMADDRESS 0.9362 0.9026 0.9191 195
EYECOLOR 1.0000 0.8515 0.9198 101
FIRSTNAME 0.4657 0.9168 0.6176 481
GENDER 0.9382 0.6639 0.7776 366