Datasets:
PuxAI
/
PII_experiment

Dataset card Data Studio Files
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 Community
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HEIGHT 0.6818 0.9000 0.7759 50
IBAN 0.6552 0.7550 0.7015 151
IPADDRESS 0.9202 0.9665 0.9428 358
JOBAREA 0.6508 0.3106 0.4205 132
JOBTYPE 0.9024 0.1667 0.2814 222
LASTNAME 0.3885 0.5722 0.4628 353
LITECOINADDRESS 0.8462 0.3165 0.4607 139
MASKEDNUMBER 0.6912 0.9895 0.8139 95
MIDDLENAME 0.4545 0.8519 0.5928 135
NEARBYGPSCOORDINATE 0.7570 0.9759 0.8526 83
ORDINALDIRECTION 0.7879 0.3250 0.4602 80
PASSPORTNUM 0.4765 0.4437 0.4595 160
PASSWORD 0.8500 0.1848 0.3036 92
PHONEIMEI 0.6061 0.3252 0.4233 123
PHONENUMBER 0.3225 0.7674 0.4541 129
PIN 0.7611 0.8515 0.8037 101
PREFIX 0.7667 0.8754 0.8175 353
SECONDARYADDRESS 0.9444 0.8895 0.9162 172
SSN/CCCD 0.5238 0.8390 0.6450 118
STATE 0.5610 0.6571 0.6053 175
STREET 0.6323 0.9787 0.7683 188
TAXNUM 0.2292 0.2391 0.2340 92
TIME 0.7647 0.8048 0.7842 210
URL 0.7908 0.9453 0.8612 128
USERNAME 0.6813 0.4397 0.5345 141
VEHICLEVIN 0.9750 0.9590 0.9669 122
VEHICLEVRM 0.9085 0.7247 0.8063 178
ZIPCODE 0.6031 0.8931 0.7200 131
CLASSIFICATION REPORT FOR: BERT + CRF
================================================================================
OVERALL METRICS: Precision: 0.6160 | Recall: 0.6703 | F1-Score: 0.6420
================================================================================
Class Precision Recall F1-Score Support
ACCOUNTNAME 0.0000 0.0000 0.0000 210
ACCOUNTNUMBER 0.3766 0.2071 0.2673 140
AGE 0.9194 0.9828 0.9500 58
AMOUNT 0.7579 0.7539 0.7559 191
BIC 0.9348 0.8776 0.9053 147
BITCOINADDRESS 0.7609 0.9211 0.8333 76
BUILDINGNUMBER 0.3188 0.9072 0.4718 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 0.8762 0.9020 0.8889 102
CREDITCARDISSUER 0.2115 0.1746 0.1913 63
CREDITCARDNUMBER 0.4643 0.1477 0.2241 176
DATE 0.7527 0.9396 0.8358 149
DOB 1.0000 0.8406 0.9134 138
DRIVERLICENSENUM 0.4452 0.7345 0.5544 177
EMAIL 0.9724 0.8585 0.9119 205
ETHEREUMADDRESS 0.8409 0.9487 0.8916 195
EYECOLOR 1.0000 0.8515 0.9198 101
FIRSTNAME 0.4657 0.9168 0.6176 481
GENDER 0.9135 0.6639 0.7690 366
HEIGHT 0.6818 0.9000 0.7759 50
IBAN 0.4716 0.5497 0.5076 151
IPADDRESS 0.8686 0.9050 0.8865 358
JOBAREA 0.6406 0.3106 0.4184 132
JOBTYPE 0.9024 0.1667 0.2814 222
LASTNAME 0.3885 0.5722 0.4628 353
LITECOINADDRESS 0.8438 0.3885 0.5320 139
MASKEDNUMBER 0.6144 0.9895 0.7581 95
MIDDLENAME 0.4545 0.8519 0.5928 135
NEARBYGPSCOORDINATE 0.7105 0.9759 0.8223 83
ORDINALDIRECTION 0.7879 0.3250 0.4602 80
PASSPORTNUM 0.6535 0.4125 0.5057 160
PASSWORD 0.8500 0.1848 0.3036 92
PHONEIMEI 0.2959 0.2358 0.2624 123
PHONENUMBER 0.2829 0.7674 0.4134 129
PIN 0.6992 0.8515 0.7679 101
PREFIX 0.7667 0.8754 0.8175 353
SECONDARYADDRESS 0.9444 0.8895 0.9162 172
SSN/CCCD 0.5102 0.8475 0.6369 118
STATE 0.5610 0.6571 0.6053 175
STREET 0.6323 0.9787 0.7683 188
TAXNUM 0.2037 0.2391 0.2200 92
TIME 0.7926 0.7095 0.7487 210
URL 0.7073 0.9062 0.7945 128
USERNAME 0.6596 0.4397 0.5277 141
VEHICLEVIN 0.9750 0.9590 0.9669 122
VEHICLEVRM 0.8583 0.6124 0.7148 178
ZIPCODE 0.4958 0.8931 0.6376 131
CLASSIFICATION REPORT FOR: BERT + augment data + rulebase
================================================================================
OVERALL METRICS: Precision: 0.6265 | Recall: 0.6840 | F1-Score: 0.6540
================================================================================
Class Precision Recall F1-Score Support
ACCOUNTNAME 0.7377 0.6429 0.6870 210
ACCOUNTNUMBER 0.2584 0.1643 0.2009 140
AGE 0.9500 0.9828 0.9661 58
AMOUNT 0.8856 0.9319 0.9082 191
BIC 0.8023 0.9660 0.8765 147
BITCOINADDRESS 0.8750 0.9211 0.8974 76
BUILDINGNUMBER 0.3077 0.9485 0.4646 97
CITY 0.3590 0.7134 0.4776 157
COMPANYNAME 0.5340 0.3355 0.4121 304
COUNTY 0.7606 0.4696 0.5806 115
CREDITCARDCVV 0.9535 0.8039 0.8723 102
CREDITCARDISSUER 0.0645 0.0952 0.0769 63
CREDITCARDNUMBER 0.4872 0.2159 0.2992 176