joneauxedgar/pasteproof-pii-detector-v2
Token Classification • 0.1B • Updated • 2.6k
id int64 0 150k | text stringlengths 2 3.46k | strategy stringclasses 5
values | entity_labels listlengths 0 4 | entity_starts listlengths 0 4 | entity_ends listlengths 0 4 | entity_values listlengths 0 4 |
|---|---|---|---|---|---|---|
40,622 | function calculate(x, y) { return x + y; } | hard_negative | [] | [] | [] | [] |
21,123 | IL | raw | [
"STATE"
] | [
2
] | [
4
] | [
"IL"
] |
131,752 | result = {"b": "61.244.29.126", "col1": "04-31", "field": "-----BEGIN PRIVATE KEY-----
UZngYiyRCQi5FMVzGBI4wHvSljPhZTwsnZsKZQTpnh6P3dx+aD2RXpGVECsBfVaX
G9gsqwXuXOyW+Id3eyKK3lmmrS/gQ0xIkMGnq33yg14i+gXmLIdxsJpiGte0onNb
CHG6Ee2fnTEosKiV08xjEufuu6RDuYflGLbsQb3b3fXWu7rNVFCjv/l+I91PFkm0
zA42CiKC+VQ67f/2Y6T5ynLlxD2sf2dT5sZgIm... | structured | [
"IP_ADDRESS",
"PCI_EXPIRY",
"PRIVATE_KEY",
"GDPR_NIN"
] | [
16,
41,
59,
2592
] | [
29,
46,
2581,
2605
] | [
"61.244.29.126",
"04-31",
"-----BEGIN PRIVATE KEY-----\nUZngYiyRCQi5FMVzGBI4wHvSljPhZTwsnZsKZQTpnh6P3dx+aD2RXpGVECsBfVaX\nG9gsqwXuXOyW+Id3eyKK3lmmrS/gQ0xIkMGnq33yg14i+gXmLIdxsJpiGte0onNb\nCHG6Ee2fnTEosKiV08xjEufuu6RDuYflGLbsQb3b3fXWu7rNVFCjv/l+I91PFkm0\nzA42CiKC+VQ67f/2Y6T5ynLlxD2sf2dT5sZgImIRRsAE7qWA08ROaYzoJp... |
27,410 | Date of Birth: May 30, 1926 | raw | [
"HIPAA_DOB"
] | [
0
] | [
27
] | [
"Date of Birth: May 30, 1926"
] |
45,157 | CONTENT=AB118659C
ZIPCODE=64203-2143
D=APKAVHIIP2DYI4Z8FBWP | structured | [
"GDPR_NIN",
"ZIPCODE",
"AWS_KEY"
] | [
8,
26,
39
] | [
17,
36,
59
] | [
"AB118659C",
"64203-2143",
"APKAVHIIP2DYI4Z8FBWP"
] |
63,052 | {"col2": "CD214710D", "tmp": "698281916785955"} | structured | [
"GDPR_NIN",
"PCI_PAN"
] | [
10,
30
] | [
19,
45
] | [
"CD214710D",
"698281916785955"
] |
17,400 | {"y": "MR-09205816147", "y": "Christian"} | structured | [
"HIPAA_MRN",
"FIRST_NAME"
] | [
7,
30
] | [
21,
39
] | [
"MR-09205816147",
"Christian"
] |
34,297 | Carl Larson | raw | [
"NAME"
] | [
2
] | [
13
] | [
"Carl Larson"
] |
1,357 | "DOB: 05/04/2017" | raw | [
"HIPAA_DOB"
] | [
1
] | [
16
] | [
"DOB: 05/04/2017"
] |
7,876 | {"value": "XXXX-XXXX-XXXX-1234", "text": "ref_237003", "param": "6716478266603770"} | mixed | [
"PCI_PAN"
] | [
65
] | [
81
] | [
"6716478266603770"
] |
48,083 | '2811:482:ddde:be8a:232c:b04f:817:3c02' | raw | [
"IP_ADDRESS"
] | [
1
] | [
38
] | [
"2811:482:ddde:be8a:232c:b04f:817:3c02"
] |
92,190 | "Victoria" | raw | [
"FIRST_NAME"
] | [
1
] | [
9
] | [
"Victoria"
] |
14 | {"tmp": "Monica", "str": "QLD-646035032123", "name": "Karen Powell"} | structured | [
"FIRST_NAME",
"DRIVER_LICENSE",
"NAME"
] | [
9,
26,
54
] | [
15,
42,
66
] | [
"Monica",
"QLD-646035032123",
"Karen Powell"
] |
63,663 | {"var1": "%B9917144352514441^DAUGHERTY/DEREK^2507514002771264?", "b": "2KI3IV8", "value": "Campbell"} | structured | [
"PCI_TRACK",
"GDPR_PASSPORT",
"LAST_NAME"
] | [
10,
71,
91
] | [
62,
78,
99
] | [
"%B9917144352514441^DAUGHERTY/DEREK^2507514002771264?",
"2KI3IV8",
"Campbell"
] |
74,855 | Mr Adrian Edwards | raw | [
"NAME"
] | [
0
] | [
17
] | [
"Mr Adrian Edwards"
] |
143,045 | BAZ=Angela | structured | [
"FIRST_NAME"
] | [
4
] | [
10
] | [
"Angela"
] |
77,685 | RESPONSE=HC-235666780 | structured | [
"HIPAA_ACCOUNT"
] | [
9
] | [
21
] | [
"HC-235666780"
] |
145,694 | danielpowers@hotmail.com | raw | [
"EMAIL"
] | [
0
] | [
24
] | [
"danielpowers@hotmail.com"
] |
142,137 | DOB: 01/10/2022 | raw | [
"HIPAA_DOB"
] | [
2
] | [
17
] | [
"DOB: 01/10/2022"
] |
135,287 | d = {"c": "rodgersvictoria@yahoo.com", "a": "3K8GJVIQ", "output": "793854762"} | structured | [
"EMAIL",
"GDPR_PASSPORT",
"SSN"
] | [
11,
45,
67
] | [
36,
53,
76
] | [
"rodgersvictoria@yahoo.com",
"3K8GJVIQ",
"793854762"
] |
147,462 | {"text": "(000) 000-0000", "field2": "***-**-****", "str": "Porter"} | mixed | [
"LAST_NAME"
] | [
60
] | [
66
] | [
"Porter"
] |
120,719 | {"d": "13184395443755323", "a": "req_tPbbxJARe1pxeguQDUwe"} | mixed | [
"PCI_PAN"
] | [
7
] | [
24
] | [
"13184395443755323"
] |
133,564 | RESULT=192.168.58.121
RESULT=442814906158
PAYLOAD=MXC9UVTNS
Y=;7913257892910100=25063344925313924250? | structured | [
"IP_ADDRESS",
"DRIVER_LICENSE",
"GDPR_PASSPORT",
"PCI_TRACK"
] | [
7,
29,
50,
62
] | [
21,
41,
59,
101
] | [
"192.168.58.121",
"442814906158",
"MXC9UVTNS",
";7913257892910100=25063344925313924250?"
] |
80,445 | var result = { item: '767-93-5793', input: 'ACCT4796296', y: '%B7443246920078757^MURPHY/LISA^30067670681599?' }; | structured | [
"SSN",
"HIPAA_ACCOUNT",
"PCI_TRACK"
] | [
22,
44,
62
] | [
33,
55,
108
] | [
"767-93-5793",
"ACCT4796296",
"%B7443246920078757^MURPHY/LISA^30067670681599?"
] |
120,812 | 5903XXXXXXXXXX1178 | raw | [
"PCI_PAN"
] | [
0
] | [
18
] | [
"5903XXXXXXXXXX1178"
] |
146,270 | {"temp": "FR53 2H63 YW5V 91HL 5AAN LB3V 7WR", "content": "+1-000-000-0000"} | mixed | [
"GDPR_IBAN"
] | [
10
] | [
43
] | [
"FR53 2H63 YW5V 91HL 5AAN LB3V 7WR"
] |
80,260 | const arr = [1, 2, 3, 4, 5]; | hard_negative | [] | [] | [] | [] |
132,742 | Patient#5740172208 | raw | [
"HIPAA_MRN"
] | [
0
] | [
18
] | [
"Patient#5740172208"
] |
124,322 | const data = { output: 'S7NYHLP2', qux: '074381', temp: 'FR94CMGVFIIJ3D87ITDPJ3UCO0G' }; | structured | [
"GDPR_PASSPORT",
"HIPAA_ACCOUNT",
"GDPR_IBAN"
] | [
24,
41,
57
] | [
32,
47,
84
] | [
"S7NYHLP2",
"074381",
"FR94CMGVFIIJ3D87ITDPJ3UCO0G"
] |
88,821 | {"output": "req_tacDq7dQlYGcDUdNBvks", "data": "40789086", "foo": "Harris", "qux": "123-456-7890"} | mixed | [
"DRIVER_LICENSE",
"LAST_NAME"
] | [
48,
67
] | [
56,
73
] | [
"40789086",
"Harris"
] |
68,569 | {"str": "Tina", "field1": "Northern Territory"} | structured | [
"FIRST_NAME",
"STATE"
] | [
9,
27
] | [
13,
45
] | [
"Tina",
"Northern Territory"
] |
83,923 | port: 8080 | hard_negative | [] | [] | [] | [] |
64,268 | const result = { city: 'Hollyside', field: '3&dP3dbZhYsS8V&w' }; | structured | [
"CITY",
"PASSWORD"
] | [
24,
44
] | [
33,
60
] | [
"Hollyside",
"3&dP3dbZhYsS8V&w"
] |
105,218 | INSERT INTO records (displayName) VALUES ('Diane Jones'); | sql | [
"NAME"
] | [
43
] | [
54
] | [
"Diane Jones"
] |
84,390 | {"temp": "AIPAN6GD17DTKDV7ARN0", "secret": "sk-proj-e4tD2dXbGCoHLOf9RZ1uML9FdJtT8wjQ9IYh2i07clKvXc6I"} | structured | [
"AWS_KEY",
"API_KEY"
] | [
10,
44
] | [
30,
100
] | [
"AIPAN6GD17DTKDV7ARN0",
"sk-proj-e4tD2dXbGCoHLOf9RZ1uML9FdJtT8wjQ9IYh2i07clKvXc6I"
] |
31,641 | INSERT INTO tmp (a, temp) VALUES ('%B3387859267994034^ROSE/MICHAEL^281227377157740?', 'AGPANO5LU1P48RL3H9HY'); | sql | [
"PCI_TRACK",
"AWS_KEY"
] | [
35,
87
] | [
83,
107
] | [
"%B3387859267994034^ROSE/MICHAEL^281227377157740?",
"AGPANO5LU1P48RL3H9HY"
] |
2,127 | let user = { accessKeyId: 'AROA7F62FZIGULNSOXOW', temp: 'DE86 ZEII 66QR P4RG BATW 1P', field: '75876677892362' }; | structured | [
"AWS_KEY",
"GDPR_IBAN",
"PCI_PAN"
] | [
27,
57,
95
] | [
47,
84,
109
] | [
"AROA7F62FZIGULNSOXOW",
"DE86 ZEII 66QR P4RG BATW 1P",
"75876677892362"
] |
14,070 | BAR=VNWN6X | structured | [
"GDPR_PASSPORT"
] | [
4
] | [
10
] | [
"VNWN6X"
] |
42,323 | API_KEY="" | hard_negative | [] | [] | [] | [] |
142,606 | {"name": "Michelle Adams", "text": "user@example.com", "bar": "326970187725547052"} | mixed | [
"NAME",
"PCI_PAN"
] | [
10,
63
] | [
24,
81
] | [
"Michelle Adams",
"326970187725547052"
] |
72,049 | user = {"result": "2080710733287446", "tel": "116-839-5947", "postalCode": "78768"} | structured | [
"PCI_PAN",
"PHONE",
"ZIPCODE"
] | [
19,
46,
76
] | [
35,
58,
81
] | [
"2080710733287446",
"116-839-5947",
"78768"
] |
17,227 | 'ASCAE8VS0MCZBEMA4OJN' | raw | [
"AWS_KEY"
] | [
1
] | [
21
] | [
"ASCAE8VS0MCZBEMA4OJN"
] |
3,271 | user = {"content": ";0376105437923680=3106792145069993154?", "value": "APKA54WL3CV6FCXEUNPE"} | structured | [
"PCI_TRACK",
"AWS_KEY"
] | [
20,
71
] | [
58,
91
] | [
";0376105437923680=3106792145069993154?",
"APKA54WL3CV6FCXEUNPE"
] |
61,267 | email = None | hard_negative | [] | [] | [] | [] |
48,827 | LOCALITY=Chaneyville | structured | [
"CITY"
] | [
9
] | [
20
] | [
"Chaneyville"
] |
4,399 | 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 | raw | [
"API_KEY"
] | [
0
] | [
93
] | [
"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"
] |
16,811 | SELECT * FROM products WHERE price > 100; | hard_negative | [] | [] | [] | [] |
83,620 | 'Lake Zacharyside' | raw | [
"CITY"
] | [
1
] | [
17
] | [
"Lake Zacharyside"
] |
42,880 | AROA0NOVH0679MALNDS8
| raw | [
"AWS_KEY"
] | [
0
] | [
20
] | [
"AROA0NOVH0679MALNDS8"
] |
105,379 | const result = { output: 'Gonzalez, Michael', value: '2XQ8B1', qux: '01/24' }; | structured | [
"NAME",
"GDPR_PASSPORT",
"PCI_EXPIRY"
] | [
26,
54,
69
] | [
43,
60,
74
] | [
"Gonzalez, Michael",
"2XQ8B1",
"01/24"
] |
146,436 | {"d": "%B6005396796269386^MCDOWELL/STEVEN^311212698727621254?", "value": "000-000-0000", "col1": "test_cea622de-c31c-435a-b864-f47d9a098e38", "field": "Date of Birth: November 18, 1970"} | mixed | [
"PCI_TRACK",
"HIPAA_DOB"
] | [
7,
152
] | [
61,
184
] | [
"%B6005396796269386^MCDOWELL/STEVEN^311212698727621254?",
"Date of Birth: November 18, 1970"
] |
97,444 | {"email": "daniellemccormick@davila-johnson.org.au", "b": "Thompson"} | structured | [
"EMAIL",
"LAST_NAME"
] | [
11,
59
] | [
50,
67
] | [
"daniellemccormick@davila-johnson.org.au",
"Thompson"
] |
102,758 | var user = { response: '62642 Stevens Streets Apt. 625' }; | structured | [
"STREET"
] | [
24
] | [
54
] | [
"62642 Stevens Streets Apt. 625"
] |
6,616 | let result = { town: 'Simshaven', result: 'GH 96 09 12 D', creditCard: '3028-1540-0516-77' }; | structured | [
"CITY",
"GDPR_NIN",
"CREDIT_CARD"
] | [
22,
43,
72
] | [
31,
56,
89
] | [
"Simshaven",
"GH 96 09 12 D",
"3028-1540-0516-77"
] |
100,448 | throw new Error("Invalid input"); | hard_negative | [] | [] | [] | [] |
46,378 | Flat 9
Yvonne Plaza | raw | [
"STREET"
] | [
0
] | [
19
] | [
"Flat 9\nYvonne Plaza"
] |
129,061 | {"y": "(000) 000-0000", "var2": "543469527829882"} | mixed | [
"PCI_PAN"
] | [
33
] | [
48
] | [
"543469527829882"
] |
35,727 | INSERT INTO tmp (output, tmp, str, cell) VALUES ('-----BEGIN PRIVATE KEY-----
w4pL/IBOzAkxA7DW5UGp5TBB9Dv/TgcvKjZ5HZfQHMJq+Iwrj1OZ60nMyf6dvfJq
WTS5RCicVMElnWVnnUy3tfqeIdCWotAVfUqM03kBJFzPILvqqSM7F3UJcHcQv9lR
V53xjKolPvPidP7/DeVoGHDMyxKG/u8fXKznLdAIYh8NvaVbtvOeyx/LkbsuudhI
Qhv56BUuzkS3rFiKzYIH6+8G5Ew2/ZwarQrOt2bjGzCPaYL... | sql | [
"PRIVATE_KEY",
"PASSWORD",
"PCI_EXPIRY",
"PHONE"
] | [
50,
2827,
2839,
2848
] | [
2823,
2835,
2844,
2863
] | [
"-----BEGIN PRIVATE KEY-----\nw4pL/IBOzAkxA7DW5UGp5TBB9Dv/TgcvKjZ5HZfQHMJq+Iwrj1OZ60nMyf6dvfJq\nWTS5RCicVMElnWVnnUy3tfqeIdCWotAVfUqM03kBJFzPILvqqSM7F3UJcHcQv9lR\nV53xjKolPvPidP7/DeVoGHDMyxKG/u8fXKznLdAIYh8NvaVbtvOeyx/LkbsuudhI\nQhv56BUuzkS3rFiKzYIH6+8G5Ew2/ZwarQrOt2bjGzCPaYLFL/G6psHddKXm9uwe\nuriZ2UFncoLDxjNGyVIXRt... |
96,044 | TEMP=CD 82 74 34 A
FIELD2=2 Foster Fall
MAIL=zbowman@charles.org | structured | [
"GDPR_NIN",
"STREET",
"EMAIL"
] | [
5,
26,
45
] | [
18,
39,
64
] | [
"CD 82 74 34 A",
"2 Foster Fall",
"zbowman@charles.org"
] |
101,745 | {"var1": "test@test.com", "ccNumber": "3789 3906 8305 849"} | mixed | [
"CREDIT_CARD"
] | [
39
] | [
57
] | [
"3789 3906 8305 849"
] |
38,756 | d = {"socialSecurity": "204-25-3417", "var1": "716-830-7549", "temp": "MR-568967076"} | structured | [
"SSN",
"PHONE",
"HIPAA_MRN"
] | [
24,
47,
71
] | [
35,
59,
83
] | [
"204-25-3417",
"716-830-7549",
"MR-568967076"
] |
19,322 | email: "noreply@domain.com" | hard_negative | [] | [] | [] | [] |
81,059 | {"result": "-----BEGIN OPENSSH PRIVATE KEY-----
byofczBeO+hyX9OIcCv51z/ffMTPU4+OB0P/cWTboF+du9SMV+gQ2p48lGP7z7WJ
4IsWrLiJNzBlJ8l9sFlelaBtP03xpduhPi1tznEtcnk+XYdy9b9VN9+6dD1eIe/o
XVkdcFzq4+G2DnqUL2kf8E//tmSygAbLj7JzZeEoSx8ER/g81Yofpb0aF7siguNz
sS4TnQk1CbeH/85+ATLyQ3jd0WcaRz4Cz/QeQ9m431WokNJCKuK1vJzymYdCh+Pf
y6xHpzqY1Pq2... | structured | [
"PRIVATE_KEY",
"EMAIL",
"FIRST_NAME"
] | [
12,
541,
582
] | [
529,
570,
589
] | [
"-----BEGIN OPENSSH PRIVATE KEY-----\nbyofczBeO+hyX9OIcCv51z/ffMTPU4+OB0P/cWTboF+du9SMV+gQ2p48lGP7z7WJ\n4IsWrLiJNzBlJ8l9sFlelaBtP03xpduhPi1tznEtcnk+XYdy9b9VN9+6dD1eIe/o\nXVkdcFzq4+G2DnqUL2kf8E//tmSygAbLj7JzZeEoSx8ER/g81Yofpb0aF7siguNz\nsS4TnQk1CbeH/85+ATLyQ3jd0WcaRz4Cz/QeQ9m431WokNJCKuK1vJzymYdCh+Pf\ny6xHpzqY1Pq2a/... |
24,767 | 15426-5403 | raw | [
"ZIPCODE"
] | [
0
] | [
10
] | [
"15426-5403"
] |
62,460 | ACCAAZYUZXWZ8H9X293P | raw | [
"AWS_KEY"
] | [
0
] | [
20
] | [
"ACCAAZYUZXWZ8H9X293P"
] |
72,647 | BAZ=AAYIZLEB | structured | [
"GDPR_PASSPORT"
] | [
4
] | [
12
] | [
"AAYIZLEB"
] |
46,687 | const arr = [1, 2, 3, 4, 5]; | hard_negative | [] | [] | [] | [] |
78,541 | let result = { province: 'NSW' }; | structured | [
"STATE"
] | [
26
] | [
29
] | [
"NSW"
] |
113,000 | INSERT INTO data (result, field2, temp, dob) VALUES ('734 Kirk Center', '3410-9710-3145-999', 'GH 19 47 81 D', '04/29/1942'); | sql | [
"STREET",
"CREDIT_CARD",
"GDPR_NIN",
"DOB"
] | [
54,
73,
95,
112
] | [
69,
91,
108,
122
] | [
"734 Kirk Center",
"3410-9710-3145-999",
"GH 19 47 81 D",
"04/29/1942"
] |
77,561 | let data = { accessKeyId: 'ANVA3PGJRHUMDXCS59B0', tmp: '799 Wade Motorway Suite 653', fullName: 'Blake, Daniel' }; | structured | [
"AWS_KEY",
"STREET",
"NAME"
] | [
27,
56,
97
] | [
47,
83,
110
] | [
"ANVA3PGJRHUMDXCS59B0",
"799 Wade Motorway Suite 653",
"Blake, Daniel"
] |
44,863 | INSERT INTO staging (qux, socialSecurity, c) VALUES ('NT-388147421080', '352100885', ';9373171923140172=270639652080?'); | sql | [
"DRIVER_LICENSE",
"SSN",
"PCI_TRACK"
] | [
54,
73,
86
] | [
69,
82,
117
] | [
"NT-388147421080",
"352100885",
";9373171923140172=270639652080?"
] |
114,953 | {"streetAddress": "Suite 552 0 Mason Outlook", "dob": "16/03/1973", "baz": "192.168.192.194"} | structured | [
"STREET",
"DOB",
"IP_ADDRESS"
] | [
19,
55,
76
] | [
44,
65,
91
] | [
"Suite 552 0 Mason Outlook",
"16/03/1973",
"192.168.192.194"
] |
47,193 | d = {"text": "NSW07806734", "field1": "DOB 1966-02-01", "result": "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", "content": "-----BEGIN PRIVATE KEY-----
hg+T8o0ail6F+HFIaGRqproxTP73jjKxVhm2xk0Gfnb6fVNZR9sGwxSLcqzGg4JY
6Mun7tqUwM6mLd0XBvFfffwIX2I8oSocPAV5OEhm1cy/uBHFWdyE... | structured | [
"DRIVER_LICENSE",
"HIPAA_DOB",
"API_KEY",
"PRIVATE_KEY"
] | [
14,
39,
67,
175
] | [
25,
53,
160,
2855
] | [
"NSW07806734",
"DOB 1966-02-01",
"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",
"-----BEGIN PRIVATE KEY-----\nhg+T8o0ail6F+HFIaGRqproxTP73jjKxVhm2xk0Gfnb6fVNZR9sGwxSLcqzGg4JY\n6Mun7tqUwM6mLd0XBvFfffwIX2I8oSocPAV5OEhm1cy/uBHFWdyEGINqOA9ytdf7\nqjwsexkraybgTyDfb8... |
37,035 | {"postalCode": "59824-9020", "baz": ";0602593336699771=310957598000630?", "param": "4111111111111111"} | mixed | [
"ZIPCODE",
"PCI_TRACK"
] | [
16,
37
] | [
26,
71
] | [
"59824-9020",
";0602593336699771=310957598000630?"
] |
128,553 | INSERT INTO data (qux, city) VALUES ('10.140.213.16', 'Lewisburgh'); | sql | [
"IP_ADDRESS",
"CITY"
] | [
38,
55
] | [
51,
65
] | [
"10.140.213.16",
"Lewisburgh"
] |
23,613 | npm install express | hard_negative | [] | [] | [] | [] |
133,001 | return response.json(); | hard_negative | [] | [] | [] | [] |
93,096 | Scott | raw | [
"FIRST_NAME"
] | [
2
] | [
7
] | [
"Scott"
] |
121,342 | {"temp": "QFBLTH4YSW", "value": "11347-5588"} | mixed | [
"ZIPCODE"
] | [
33
] | [
43
] | [
"11347-5588"
] |
95,618 | 77284-8424 | raw | [
"ZIPCODE"
] | [
0
] | [
10
] | [
"77284-8424"
] |
92,176 | INSERT INTO data (data, card, customerName) VALUES ('RUSCSR1', '3413-5886-5670-719', 'Eric Smith'); | sql | [
"GDPR_PASSPORT",
"CREDIT_CARD",
"NAME"
] | [
53,
64,
86
] | [
60,
82,
96
] | [
"RUSCSR1",
"3413-5886-5670-719",
"Eric Smith"
] |
145,804 | INSERT INTO data (d) VALUES ('S8N5ELDJQ'); | sql | [
"GDPR_PASSPORT"
] | [
30
] | [
39
] | [
"S8N5ELDJQ"
] |
15,740 | user = {"payload": "ACCT-33377562"} | structured | [
"HIPAA_ACCOUNT"
] | [
20
] | [
33
] | [
"ACCT-33377562"
] |
4,166 | result = {"displayName": "Scott, Charles", "param": "Cindy", "api_key": "xoxb-538234703725-522478836490-1Q7XH9WjavUlnyQ2SDIMvll9"} | structured | [
"NAME",
"FIRST_NAME",
"API_KEY"
] | [
26,
53,
73
] | [
40,
58,
128
] | [
"Scott, Charles",
"Cindy",
"xoxb-538234703725-522478836490-1Q7XH9WjavUlnyQ2SDIMvll9"
] |
125,767 | '-----BEGIN OPENSSH PRIVATE KEY-----
rjmrN61qv4Hm9vW6fpHivhWwIp1m1yRzndDKoFkkvlxKyCg8qHRYbRK77clT/o5k
CdiCf62XrwL29sgyTN9DpexGKmt2ixHdfNJTsfh36/Un82BF7o/gIZNRmsWlaJ/D
cfidqxvKvPZbBOwmj39fhDfdgDaYrvT5yI35pDLsHMRLBSVF08APdr1q+ABefrLr
8MJS9nktBEWQMxuiRziKFhDQnlTj0VoUcDmFcM64Nk9r1eBXa9WJ8xbZR2F9V+e3
lW/gnU4dtK0QbBOkQRUE2w2... | raw | [
"PRIVATE_KEY"
] | [
1
] | [
438
] | [
"-----BEGIN OPENSSH PRIVATE KEY-----\nrjmrN61qv4Hm9vW6fpHivhWwIp1m1yRzndDKoFkkvlxKyCg8qHRYbRK77clT/o5k\nCdiCf62XrwL29sgyTN9DpexGKmt2ixHdfNJTsfh36/Un82BF7o/gIZNRmsWlaJ/D\ncfidqxvKvPZbBOwmj39fhDfdgDaYrvT5yI35pDLsHMRLBSVF08APdr1q+ABefrLr\n8MJS9nktBEWQMxuiRziKFhDQnlTj0VoUcDmFcM64Nk9r1eBXa9WJ8xbZR2F9V+e3\nlW/gnU4dtK0QbB... |
44,499 | {"value": "123-45-6789", "temp": "482936984"} | mixed | [
"HIPAA_ACCOUNT"
] | [
34
] | [
43
] | [
"482936984"
] |
32,112 | USEREMAIL=mcdonaldangela@brown.com
FIELD=CO372663117502 | structured | [
"EMAIL",
"DRIVER_LICENSE"
] | [
10,
41
] | [
34,
55
] | [
"mcdonaldangela@brown.com",
"CO372663117502"
] |
101,336 | npm install express | hard_negative | [] | [] | [] | [] |
29,383 | email: "user@example.com" | hard_negative | [] | [] | [] | [] |
122,519 | DE143NR2NKJDP52P1JPRKO | raw | [
"GDPR_IBAN"
] | [
0
] | [
22
] | [
"DE143NR2NKJDP52P1JPRKO"
] |
118,783 | var config = { temp: 'DKHON2', val: 'WY', baz: '979-98-7791' }; | structured | [
"GDPR_PASSPORT",
"STATE",
"SSN"
] | [
22,
37,
48
] | [
28,
39,
59
] | [
"DKHON2",
"WY",
"979-98-7791"
] |
131,383 | pip install transformers | hard_negative | [] | [] | [] | [] |
90,924 | FIELD=;9289645955043123=2902275371853? | structured | [
"PCI_TRACK"
] | [
6
] | [
38
] | [
";9289645955043123=2902275371853?"
] |
127,037 | B=Fitzpatrick
PASSWD=SAkDhE*PjnhLW3cdPN | structured | [
"LAST_NAME",
"PASSWORD"
] | [
2,
21
] | [
13,
39
] | [
"Fitzpatrick",
"SAkDhE*PjnhLW3cdPN"
] |
127,121 | "ACCT-01657744" | raw | [
"HIPAA_ACCOUNT"
] | [
1
] | [
14
] | [
"ACCT-01657744"
] |
106,859 | '1b21:7a00:9451:c26f:309e:d63f:42b2:1479' | raw | [
"IP_ADDRESS"
] | [
1
] | [
40
] | [
"1b21:7a00:9451:c26f:309e:d63f:42b2:1479"
] |
90,910 | docker-compose up -d | hard_negative | [] | [] | [] | [] |
49,501 | class User { constructor() {} } | hard_negative | [] | [] | [] | [] |
98,330 | {"displayName": "Smith, Julie", "baz": "test_9858b86a-083d-48cc-869f-cf9e52c18b96"} | mixed | [
"NAME"
] | [
17
] | [
29
] | [
"Smith, Julie"
] |
92,207 | result = {"baz": "GU4974450692", "response": "36fd:27bf:e6b:73e3:1702:f72c:fffb:97c6", "zipcode": "85700", "input": "Kent"} | structured | [
"DRIVER_LICENSE",
"IP_ADDRESS",
"ZIPCODE",
"LAST_NAME"
] | [
18,
46,
99,
117
] | [
30,
84,
104,
121
] | [
"GU4974450692",
"36fd:27bf:e6b:73e3:1702:f72c:fffb:97c6",
"85700",
"Kent"
] |
End of preview. Expand in Data Studio
PasteProof PII Dataset v3
Synthetic PII detection dataset with intentional confusion to prevent overfitting.
What's Different in v3
| Problem | v2 | v3 Fix |
|---|---|---|
| Key names always match content | apiKey → API_KEY |
30% use generic names like data, x, field1 |
| No lookalikes | - | Mixed real PII with fake lookalikes |
| Always structured | JSON/SQL/etc | 20% raw PII without context |
| Easy negatives | Generic code | Hard negatives (test cards, example.com emails) |
Generation Strategies
- structured (40%): JS/Python/JSON with 30% misleading key names
- raw (20%): Just the PII value, minimal context
- mixed (15%): Real PII mixed with fake lookalikes
- sql (10%): SQL with sometimes generic column names
- hard_negative (15%): Looks like PII but isn't
Expected Model Performance
- F1: ~0.85-0.92 (not 0.99+!)
- Some errors on hard negatives (expected)
- Better real-world generalization
Entity Types (27)
Same as v2: CREDIT_CARD, API_KEY, AWS_KEY, PASSWORD, EMAIL, SSN, etc.
Usage
from datasets import load_dataset
dataset = load_dataset("joneauxedgar/pasteproof-pii-dataset-v3")
License
MIT
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Models trained or fine-tuned on joneauxedgar/pasteproof-pii-dataset-v3