Datasets:
PuxAI
/
PII_experiment

Dataset card Data Studio Files
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DATE 0.6776 0.9732 0.7989 149
DOB 1.0000 0.6159 0.7623 138
DRIVERLICENSENUM 0.4089 0.5706 0.4764 177
EMAIL 0.9701 0.9512 0.9606 205
ETHEREUMADDRESS 0.9934 0.7692 0.8671 195
EYECOLOR 1.0000 0.8218 0.9022 101
FIRSTNAME 0.4976 0.8711 0.6334 481
GENDER 0.9265 0.6885 0.7900 366
HEIGHT 0.7544 0.8600 0.8037 50
IBAN 0.8828 0.7483 0.8100 151
IPADDRESS 0.9266 0.9525 0.9394 358
JOBAREA 0.7073 0.2197 0.3353 132
JOBTYPE 0.8333 0.1802 0.2963 222
LASTNAME 0.4408 0.5382 0.4847 353
LITECOINADDRESS 0.9804 0.3597 0.5263 139
MASKEDNUMBER 0.6541 0.9158 0.7632 95
MIDDLENAME 0.4383 0.7630 0.5568 135
NEARBYGPSCOORDINATE 0.8710 0.9759 0.9205 83
ORDINALDIRECTION 0.7941 0.3375 0.4737 80
PASSPORTNUM 0.4588 0.5563 0.5028 160
PASSWORD 0.8000 0.1304 0.2243 92
PHONEIMEI 0.7222 0.3171 0.4407 123
PHONENUMBER 0.2806 0.7829 0.4131 129
PIN 0.6107 0.7921 0.6897 101
PREFIX 0.8342 0.9263 0.8779 353
SECONDARYADDRESS 0.9074 0.8547 0.8802 172
SSN/CCCD 0.4856 0.8559 0.6196 118
STATE 0.6237 0.6629 0.6427 175
STREET 0.6100 0.9734 0.7500 188
TAXNUM 0.2136 0.2391 0.2256 92
TIME 0.7362 0.8238 0.7775 210
URL 0.7069 0.9609 0.8146 128
USERNAME 0.6067 0.3830 0.4696 141
VEHICLEVIN 1.0000 0.9344 0.9661 122
VEHICLEVRM 0.9341 0.4775 0.6320 178
ZIPCODE 0.5171 0.9237 0.6630 131
CLASSIFICATION REPORT FOR: BERT + augment data
================================================================================
OVERALL METRICS: Precision: 0.6052 | Recall: 0.6776 | F1-Score: 0.6393
================================================================================
Class Precision Recall F1-Score Support
ACCOUNTNAME 0.7377 0.6429 0.6870 210
ACCOUNTNUMBER 0.2600 0.1857 0.2167 140
AGE 0.9500 0.9828 0.9661 58
AMOUNT 0.8431 0.9005 0.8709 191
BIC 0.8529 0.7891 0.8198 147
BITCOINADDRESS 0.7103 1.0000 0.8306 76
BUILDINGNUMBER 0.3056 0.9485 0.4623 97
CITY 0.3590 0.7134 0.4776 157
COMPANYNAME 0.5285 0.3355 0.4105 304
COUNTY 0.7606 0.4696 0.5806 115
CREDITCARDCVV 0.9318 0.8039 0.8632 102
CREDITCARDISSUER 0.0632 0.0952 0.0759 63
CREDITCARDNUMBER 0.3667 0.1250 0.1864 176
DATE 0.6574 0.9530 0.7781 149
DOB 0.9904 0.7464 0.8512 138
DRIVERLICENSENUM 0.3700 0.5706 0.4489 177
EMAIL 0.9684 0.8976 0.9316 205
ETHEREUMADDRESS 0.6168 0.8667 0.7207 195
EYECOLOR 1.0000 0.8218 0.9022 101
FIRSTNAME 0.4947 0.8711 0.6310 481
GENDER 0.9065 0.6885 0.7826 366
HEIGHT 0.7544 0.8600 0.8037 50
IBAN 0.5852 0.5232 0.5524 151
IPADDRESS 0.8904 0.9302 0.9098 358
JOBAREA 0.6905 0.2197 0.3333 132
JOBTYPE 0.8333 0.1802 0.2963 222
LASTNAME 0.4388 0.5382 0.4835 353
LITECOINADDRESS 0.8222 0.7986 0.8102 139
MASKEDNUMBER 0.5577 0.9158 0.6932 95
MIDDLENAME 0.4274 0.7630 0.5479 135
NEARBYGPSCOORDINATE 0.8710 0.9759 0.9205 83
ORDINALDIRECTION 0.7941 0.3375 0.4737 80
PASSPORTNUM 0.5513 0.5375 0.5443 160
PASSWORD 0.8000 0.1304 0.2243 92
PHONEIMEI 0.3857 0.2195 0.2798 123
PHONENUMBER 0.2563 0.7829 0.3862 129
PIN 0.5263 0.7921 0.6324 101
PREFIX 0.8342 0.9263 0.8779 353
SECONDARYADDRESS 0.9074 0.8547 0.8802 172
SSN/CCCD 0.4545 0.8898 0.6017 118
STATE 0.6237 0.6629 0.6427 175
STREET 0.6100 0.9734 0.7500 188
TAXNUM 0.2074 0.3043 0.2467 92
TIME 0.7670 0.7524 0.7596 210
URL 0.6592 0.9219 0.7687 128
USERNAME 0.6000 0.3830 0.4675 141
VEHICLEVIN 1.0000 0.9344 0.9661 122
VEHICLEVRM 0.8889 0.3146 0.4647 178
ZIPCODE 0.4727 0.9237 0.6253 131
CLASSIFICATION REPORT FOR: Only BERT + rulebase
================================================================================
OVERALL METRICS: Precision: 0.5314 | Recall: 0.5993 | F1-Score: 0.5633
================================================================================
Class Precision Recall F1-Score Support
ACCOUNTNAME 0.0000 0.0000 0.0000 210
ACCOUNTNUMBER 0.2312 0.5500 0.3256 140
AGE 0.9298 0.9138 0.9217 58
AMOUNT 0.5156 0.8639 0.6458 191
BIC 0.6167 0.9524 0.7487 147