zachz/pii-ner-model
Token Classification • Updated
text stringlengths 43 84 | pii_type stringclasses 11
values | pii_value stringlengths 8 46 | start int64 5 40 | end int64 19 66 | context stringclasses 5
values |
|---|---|---|---|---|---|
Please contact john.doe@example.com for more information about your account. | email | john.doe@example.com | 15 | 35 | support |
Send the invoice to billing@fakecorp.net by end of week. | email | billing@fakecorp.net | 24 | 45 | financial |
You can reach our HR department at hr.team@syntheticcompany.org anytime. | email | hr.team@syntheticcompany.org | 39 | 66 | hr |
My personal email is alice.wonderland99@testmail.com, please use it. | email | alice.wonderland99@testmail.com | 21 | 52 | support |
Forward the medical records to patient.records@fakehealth.com immediately. | email | patient.records@fakehealth.com | 35 | 64 | medical |
Please call me at (555) 123-4567 to discuss the contract. | phone | (555) 123-4567 | 19 | 33 | legal |
Emergency contact number: 555-987-6543. Available 24/7. | phone | 555-987-6543 | 26 | 38 | medical |
Reach our support line at +1-555-246-8135 during business hours. | phone | +1-555-246-8135 | 27 | 41 | support |
The patient's phone number is 555.321.7654 on file. | phone | 555.321.7654 | 29 | 41 | medical |
Call 1-800-555-0199 for immediate assistance with your claim. | phone | 1-800-555-0199 | 5 | 19 | financial |
Social security number on file: 123-45-6789. Please verify. | ssn | 123-45-6789 | 33 | 44 | hr |
The applicant provided SSN 987-65-4321 on the form. | ssn | 987-65-4321 | 28 | 39 | hr |
Tax ID associated with the account: 456-78-9012. | ssn | 456-78-9012 | 37 | 48 | financial |
Records show SSN 111-22-3333 for the primary account holder. | ssn | 111-22-3333 | 17 | 28 | financial |
Employee SSN: 222-33-4444. Update HR records accordingly. | ssn | 222-33-4444 | 14 | 25 | hr |
Payment method on file: 4111-1111-1111-1111. Expires 12/28. | credit_card | 4111-1111-1111-1111 | 26 | 45 | financial |
Charge the amount to card number 5500 0000 0000 0004. | credit_card | 5500 0000 0000 0004 | 33 | 52 | financial |
Customer's card: 3782 822463 10005. Process refund. | credit_card | 3782 822463 10005 | 17 | 34 | financial |
Use card 6011-0009-9013-9424 for the subscription payment. | credit_card | 6011-0009-9013-9424 | 9 | 28 | financial |
Billing card ending in 4242: full number 4242424242424242. | credit_card | 4242424242424242 | 40 | 56 | financial |
Server accessed from IP 192.168.1.105 at 3:42 AM. | ip | 192.168.1.105 | 24 | 37 | support |
Suspicious login detected from 10.0.0.254 on the admin panel. | ip | 10.0.0.254 | 31 | 41 | support |
Firewall blocked connection from 203.0.113.42 repeatedly. | ip | 203.0.113.42 | 33 | 46 | support |
User's last known IP address: 172.16.254.1. Check access logs. | ip | 172.16.254.1 | 29 | 41 | support |
Connection originated from 2001:0db8:85a3:0000:0000:8a2e:0370:7334. | ip | 2001:0db8:85a3:0000:0000:8a2e:0370:7334 | 27 | 66 | support |
Patient date of birth: 03/15/1985. Verify with records. | dob | 03/15/1985 | 23 | 33 | medical |
DOB on application: 1990-07-22. Matches government ID. | dob | 1990-07-22 | 22 | 32 | hr |
The insured's birth date is 12/01/1978 as noted. | dob | 12/01/1978 | 27 | 37 | financial |
Employee born on 11-30-1995. Update benefits enrollment. | dob | 11-30-1995 | 17 | 27 | hr |
Records indicate DOB of 06/25/2001 for the minor. | dob | 06/25/2001 | 27 | 37 | legal |
Ship to: 742 Evergreen Terrace, Springfield, IL 62704. | address | 742 Evergreen Terrace, Springfield, IL 62704 | 10 | 52 | support |
Home address listed: 221B Baker Street, London, NW1 6XE. | address | 221B Baker Street, London, NW1 6XE | 22 | 53 | hr |
Send documents to 1600 Pennsylvania Ave NW, Washington, DC 20500. | address | 1600 Pennsylvania Ave NW, Washington, DC 20500 | 22 | 62 | legal |
Patient resides at 350 Fifth Avenue, New York, NY 10118. | address | 350 Fifth Avenue, New York, NY 10118 | 20 | 52 | medical |
Office location: 1 Infinite Loop, Cupertino, CA 95014. | address | 1 Infinite Loop, Cupertino, CA 95014 | 18 | 50 | hr |
Passport number: AB1234567. Valid until 2029. | passport | AB1234567 | 17 | 26 | legal |
Travel document: C9876543. Issued by US State Department. | passport | C9876543 | 17 | 25 | legal |
Passport on file: XY7654321. Needs renewal. | passport | XY7654321 | 17 | 26 | hr |
International ID: P12345678. Used for KYC verification. | passport | P12345678 | 18 | 27 | financial |
Document reference: N98765432. Verified in person. | passport | N98765432 | 21 | 30 | legal |
API key in config: sk-proj-abc123def456ghi789jkl012mno345pqr678. Rotate immediately. | api_key | sk-proj-abc123def456ghi789jkl012mno345pqr678 | 20 | 58 | support |
Found hardcoded key: AKIA1234567890ABCDEF in the source code. | api_key | AKIA1234567890ABCDEF | 21 | 41 | support |
The token ghp_1234567890abcdefABCDEF1234567890abcd was exposed in logs. | api_key | ghp_1234567890abcdefABCDEF1234567890abcd | 10 | 50 | support |
Stripe key found: sk_test_4eC39HqLyjWDarjtT1zdp7dc in production. | api_key | sk_test_4eC39HqLyjWDarjtT1zdp7dc | 19 | 48 | support |
Database password: xK9#mP2$vL5nQ8wR was committed to the repo. | api_key | xK9#mP2$vL5nQ8wR | 20 | 37 | support |
The claim was filed by James Robert Wilson on March 3rd. | name | James Robert Wilson | 27 | 46 | legal |
Patient: Dr. Sarah Elizabeth Chen. Room 204B. | name | Dr. Sarah Elizabeth Chen | 9 | 33 | medical |
Beneficiary listed as Mohammed Ali Al-Rashid on the policy. | name | Mohammed Ali Al-Rashid | 23 | 44 | financial |
Interview scheduled with candidate Maria Guadalupe Torres-Vega. | name | Maria Guadalupe Torres-Vega | 34 | 61 | hr |
Power of attorney granted to Alexander Dmitrievich Petrov. | name | Alexander Dmitrievich Petrov | 30 | 58 | legal |
Wire transfer to IBAN: DE89 3704 0044 0532 0130 00. Process today. | iban | DE89 3704 0044 0532 0130 00 | 22 | 49 | financial |
Beneficiary account: GB29 NWBK 6016 1331 9268 19. | iban | GB29 NWBK 6016 1331 9268 19 | 22 | 49 | financial |
Payment IBAN: FR76 3000 6000 0112 3456 7890 189. | iban | FR76 3000 6000 0112 3456 7890 189 | 14 | 47 | financial |
Send funds to IT60 X054 2811 1010 0000 0123 456. | iban | IT60 X054 2811 1010 0000 0123 456 | 14 | 46 | financial |
Account holder IBAN: ES91 2100 0418 4502 0005 1332. | iban | ES91 2100 0418 4502 0005 1332 | 21 | 51 | financial |
Synthetic dataset of text samples containing labeled PII (Personally Identifiable Information) for testing and benchmarking PII detection/scrubbing tools.
text: Text sample containing PIIpii_type: Category of PII (email, phone, ssn, credit_card, ip, dob, address, passport, api_key, name, iban)pii_value: The exact PII string in the textstart: Character offset startend: Character offset endcontext: Surrounding context category (medical, financial, support, legal, hr)All data is fully synthetic — no real personal information.
from datasets import load_dataset
ds = load_dataset("zachz/pii-detection-corpus")
MIT