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scrub-data

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Token Classification
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json
Languages:
English
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Spanish
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10K - 100K
Tags:
pii
redaction
secrets
privacy
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14 values
pub-ms-de-DE-3848
was passiert gerade auf der welt
[]
[ "DATE", "ORG", "LOCATION", "IP", "ID", "URL" ]
asr
[ "asr_style" ]
[ "massive" ]
[ "CC-BY-4.0" ]
speech
pub-ms-pl-PL-13822
czy um kajetan faryna ma i mean rodzin rodzin ę
[ [ 7, 21, "PERSON" ] ]
[ "DATE", "ORG", "LOCATION", "IP", "ID", "URL" ]
asr
[ "massive_slots", "asr_style" ]
[ "massive" ]
[ "CC-BY-4.0" ]
speech
pub-wc-12a4b94b5516e54f
write me a code to read the potentiometer value from pin A0 of arduino uno
[]
[ "DATE", "ORG", "LOCATION", "IP", "ID", "URL" ]
null
[]
[ "wildchat" ]
[ "ODC-BY-1.0" ]
chat
pub-ms-en-US-6206
today's day is really uh tiring
[]
[ "DATE", "ORG", "LOCATION", "IP", "ID", "URL" ]
asr
[ "asr_style" ]
[ "massive" ]
[ "CC-BY-4.0" ]
speech
pubw-paste-2067
describe the flow of actions a user would take to mint and redeem dollars, including any external dependencies like the Chainlink price feed? - střed: fix usoudit (#1484) — thanks Johanne
[ [ 180, 187, "PERSON" ] ]
[ "DATE", "ORG", "LOCATION", "IP", "ID", "URL" ]
null
[ "wrapper:paste_git_people" ]
[ "wildchat" ]
[ "ODC-BY-1.0" ]
paste_git_people
pub-ms-sv-SE-6982
ber ä tta f ö r mig om senaste h ä ndelserna so p å so g å å ng i min stad
[]
[ "DATE", "ORG", "LOCATION", "IP", "ID", "URL" ]
asr
[ "asr_style" ]
[ "massive" ]
[ "CC-BY-4.0" ]
speech
pubw-chat-5727
brother-cover — Today at 6:46 AM Damien: It didn't really mock Silicon Valley. Please make the response a little more sarcastic. Then again if you take the usage of Apple phones to be something negative, it could work. But be more direct in your judgements. maria-clarada-conceicao — 09/28/1991 at 5:32 AM Blin, Ü mean i...
[ [ 0, 13, "USERNAME" ], [ 33, 39, "PERSON" ], [ 258, 281, "USERNAME" ], [ 306, 310, "PERSON" ], [ 374, 397, "USERNAME" ] ]
[ "DATE", "ORG", "LOCATION", "IP", "ID", "URL" ]
null
[ "wrapper:chat_log" ]
[ "oasst2", "sms", "wildchat" ]
[ "Apache-2.0", "CC-BY-4.0", "ODC-BY-1.0" ]
chat_log
pubw-chat-75
[02:19] <birthe> Yeah that's what I thought, lemme know if anything's goin on later [23:05] <birthe> Sorry I missed you babe. I was up late and slept in. I hope you enjoy your driving lesson, otávio. I miss you too ... *teasing kiss* [19:57] <Cecília W. Correia> write 10 google ads with 2 sentences for each ad and 30 c...
[ [ 9, 15, "USERNAME" ], [ 93, 99, "USERNAME" ], [ 192, 198, "PERSON" ], [ 243, 261, "PERSON" ], [ 384, 402, "PERSON" ], [ 499, 505, "USERNAME" ] ]
[ "DATE", "ORG", "LOCATION", "IP", "ID", "URL" ]
null
[ "wrapper:chat_log" ]
[ "oasst2", "sms", "wildchat" ]
[ "Apache-2.0", "CC-BY-4.0", "ODC-BY-1.0" ]
chat_log
pub-wc-4c17fcb3439a7639
I want you to act as a Linux terminal. I will type commands and you will reply with what the terminal should show. I want you to only reply with the terminal output inside one unique code block, and nothing else. Do no write explanations. Do not type commands unless I instruct you to do so. When I need to tell you some...
[]
[ "DATE", "ORG", "LOCATION", "IP", "ID", "URL" ]
null
[]
[ "wildchat" ]
[ "ODC-BY-1.0" ]
terminal
pub-wc-730d9099715f687e
Continuous Wave (FMCW) radar systems. It is utilized for various purposes such as data collection, point detection, tracking, and other radar signal processing functions. The module is structured to decouple functionalities into distinct units to promote flexibility and rapid development of new features.\n\n## Module ...
[]
[ "DATE", "ORG", "LOCATION", "IP", "ID", "URL" ]
null
[]
[ "wildchat" ]
[ "ODC-BY-1.0" ]
chat
pubw-chat-2892
[16:45] <Alexandria Marchand> Babe, I'm back ... Come back to me ... [12:56] <Alexandria Marchand> give me a scenario where all nuclear weapons in the possession of countries ere detonated [12:20] <Alexandria Marchand> @Marc Geraghty, hi my angela im on my way to London and we have just been smashed into by another dri...
[ [ 9, 28, "PERSON" ], [ 78, 97, "PERSON" ], [ 198, 217, "PERSON" ], [ 220, 233, "PERSON" ], [ 241, 247, "PERSON" ], [ 403, 413, "USERNAME" ], [ 470, 480, "USERNAME" ], [ 520, 525, "PERSON" ],...
[ "DATE", "ORG", "LOCATION", "IP", "ID", "URL" ]
null
[ "wrapper:chat_log" ]
[ "sms", "wildchat" ]
[ "CC-BY-4.0", "ODC-BY-1.0" ]
chat_log
pub-ms-fr-FR-14466
o ù sont localis é les chutes you know du nayagara
[]
[ "DATE", "ORG", "LOCATION", "IP", "ID", "URL" ]
asr
[ "asr_style" ]
[ "massive" ]
[ "CC-BY-4.0" ]
speech
pub-ms-nl-NL-5862
is like dit de heetste dag in amsterdam
[]
[ "DATE", "ORG", "LOCATION", "IP", "ID", "URL" ]
asr
[ "asr_style" ]
[ "massive" ]
[ "CC-BY-4.0" ]
speech
pub-ms-pt-PT-14677
d á me o pre ç o de abertura das a ç õ es da apple
[]
[ "DATE", "ORG", "LOCATION", "IP", "ID", "URL" ]
asr
[ "asr_style" ]
[ "massive" ]
[ "CC-BY-4.0" ]
speech
pub-ms-en-US-10605
how many uh food items on the list
[]
[ "DATE", "ORG", "LOCATION", "IP", "ID", "URL" ]
asr
[ "asr_style" ]
[ "massive" ]
[ "CC-BY-4.0" ]
speech
pubw-paste-5745
I dun thk i'll quit yet... Hmmm, can go jazz ? Aurora Costela can... We can go meet em after our lessons den... Ha ha - had popped down to the loo when you hello-ed me. Hello! contacts = [ {'uuid': 'e869c61a-1130-44f7-a279-9ab404246200', 'city': 'Port Jenniferhaven', 'street': 'Flat 85 996 Steve Rue', 'name': 'Kim...
[ [ 47, 61, "PERSON" ], [ 284, 305, "ADDRESS" ], [ 317, 320, "PERSON" ], [ 407, 423, "ADDRESS" ], [ 435, 453, "PERSON" ], [ 544, 561, "ADDRESS" ], [ 573, 585, "PERSON" ], [ 680, 696, "ADDRESS" ...
[ "DATE", "ORG", "LOCATION", "IP", "ID", "URL" ]
null
[ "wrapper:paste_records" ]
[ "sms" ]
[ "CC-BY-4.0" ]
paste_records
pubw-paste-2678
How could I use Google or whatever to stay abreast of any street hypnosis or stage hypnosis that's going to take place in my city? - created_at: 2025-01-24T05:42:59.431Z address: 鹿児島県福生市湯宮30丁目5番11号 status: active id: 348514 name: 斎藤 直子 email: "karinmartensson@googlemail.com" amount: 4188.51 - created_at: 2...
[ [ 182, 200, "ADDRESS" ], [ 239, 244, "PERSON" ], [ 255, 285, "EMAIL" ], [ 350, 385, "ADDRESS" ], [ 425, 436, "PERSON" ], [ 447, 466, "EMAIL" ] ]
[ "DATE", "ORG", "LOCATION", "IP", "ID", "URL" ]
null
[ "wrapper:paste_records" ]
[ "wildchat" ]
[ "ODC-BY-1.0" ]
paste_records
pubw-sms-5346-asr
from plus fifty four nine three nine four oh nine two two oh received twenty twenty six zero three twenty two eighteen fifty five text sounds great im going to sleep now have a um good night from 伊 藤 里 佳 received twenty twenty six oh three nineteen oh five oh two text a r r birthday today like i wish him to uh get more...
[ [ 5, 60, "PHONE" ], [ 196, 203, "PERSON" ], [ 332, 350, "PERSON" ], [ 566, 574, "PERSON" ], [ 641, 673, "SECRET" ] ]
[ "DATE", "ORG", "LOCATION", "IP", "ID", "URL" ]
asr
[ "wrapper:sms_inbox+otp_template", "asr_style" ]
[ "keycloak", "sms" ]
[ "Apache-2.0", "CC-BY-4.0" ]
sms_inbox
pub-ms-en-US-5842
activate silent
[]
[ "DATE", "ORG", "LOCATION", "IP", "ID", "URL" ]
asr
[ "asr_style" ]
[ "massive" ]
[ "CC-BY-4.0" ]
speech
pub-sms-3593
I anything lor...
[]
[ "DATE", "ORG", "LOCATION", "IP", "ID", "URL" ]
null
[]
[ "sms" ]
[ "CC-BY-4.0" ]
sms
pub-sms-3082
Have a great trip to India. And bring the light to everyone not just with the project but with everyone that is lucky to see you smile. Bye. Brooke
[ [ 141, 147, "PERSON" ] ]
[ "DATE", "ORG", "LOCATION", "IP", "ID", "URL" ]
null
[ "natives_replaced" ]
[ "sms" ]
[ "CC-BY-4.0" ]
sms
pubw-sms-456
Row: 380 address=Eriksson, date=1745260876535, body=Thts god's gift for birds as humans hav some natural gift frm god.. Row: 278 address=Brievingh, date=1647781644168, body=Prosimo, potrdite svoj e-poštni naslov z vnosom naslednje kode. 31 82 44 . Row: 236 address=Desarrollo, date=1614101617231, body=We not leaving y...
[ [ 238, 246, "SECRET" ], [ 385, 404, "PERSON" ], [ 533, 549, "PHONE" ], [ 576, 581, "PERSON" ], [ 642, 655, "PERSON" ] ]
[ "DATE", "ORG", "LOCATION", "IP", "ID", "URL" ]
null
[ "wrapper:sms_inbox+otp_template" ]
[ "keycloak", "sms" ]
[ "Apache-2.0", "CC-BY-4.0" ]
sms_inbox
pub-wc-c5dd8d3bff73aaaf
#define JUDGE_MALLOC(type, size, ptr) \ if(NULL == ptr) { \ ptr = (type*)malloc(sizeof(type)*size); \ }else{ \ printf("ota_core_list exited!!! and address:%p\r\n", ptr); \ return -1; \ [ {"street": "Urbanización de Marcial Balaguer 5", "city": "Murcia", "postcode": "11556", "email": "cow...
[ [ 231, 265, "ADDRESS" ], [ 299, 304, "ADDRESS" ], [ 317, 336, "EMAIL" ], [ 354, 358, "ADDRESS" ], [ 389, 395, "ADDRESS" ], [ 408, 425, "EMAIL" ], [ 443, 459, "ADDRESS" ], [ 492, 497, "ADDRESS"...
[ "DATE", "ORG", "LOCATION", "IP", "ID", "URL" ]
null
[ "insert:records" ]
[ "wildchat" ]
[ "ODC-BY-1.0" ]
code
pub-sms-3929
Babe ? I lost you ... Will you try rebooting ?
[]
[ "DATE", "ORG", "LOCATION", "IP", "ID", "URL" ]
null
[]
[ "sms" ]
[ "CC-BY-4.0" ]
sms
pub-ms-en-US-5877
the music of this song is very i mean melodious and relaxing
[]
[ "DATE", "ORG", "LOCATION", "IP", "ID", "URL" ]
asr
[ "asr_style" ]
[ "massive" ]
[ "CC-BY-4.0" ]
speech
pub-wc-dc210790eb040d56
What is a list of adb shell tweaks for samsung phones for better performance?
[]
[ "DATE", "ORG", "LOCATION", "IP", "ID", "URL" ]
null
[]
[ "wildchat" ]
[ "ODC-BY-1.0" ]
chat
pub-ms-nl-NL-12433
ik heb een trein kaartje nodig naar jonasboulevard nine eight seven four nine j n exmorra
[ [ 36, 89, "ADDRESS" ] ]
[ "DATE", "ORG", "LOCATION", "IP", "ID", "URL" ]
asr
[ "massive_slots", "asr_style" ]
[ "massive" ]
[ "CC-BY-4.0" ]
speech
pubw-sms-4232
Row: 547 address=Branco, date=1707407391834, body=Verificer din email adresse ved at indtaste følgende kode. 645033 . Row: 637 address=रत्न नायरजी, date=1746888682490, body="Speak only when you feel your words are better than the silence..." Gud oskar:-)
[ [ 110, 116, "SECRET" ], [ 137, 148, "PERSON" ], [ 248, 253, "PERSON" ] ]
[ "DATE", "ORG", "LOCATION", "IP", "ID", "URL" ]
null
[ "wrapper:sms_inbox+otp_template" ]
[ "keycloak", "sms" ]
[ "Apache-2.0", "CC-BY-4.0" ]
sms_inbox
pubw-paste-1592
A teddy bear whose mass is 81.7 grams is dropped from a height of 89 centimeters above the floor. If down is defined to be negative, the momentum of the teddy bear just before hitting the floor is ______ kg·m/s. [ {"name": "Helena Fonseca", "uuid": "4d5aeb0b-961d-4c82-a82b-3f0ae0539a99", "phone": "+55 46 0089-2928",...
[ [ 227, 241, "PERSON" ], [ 302, 318, "PHONE" ], [ 333, 389, "ADDRESS" ], [ 421, 426, "PERSON" ], [ 487, 500, "PHONE" ], [ 515, 543, "ADDRESS" ] ]
[ "DATE", "ORG", "LOCATION", "IP", "ID", "URL" ]
null
[ "wrapper:paste_records" ]
[ "wildchat" ]
[ "ODC-BY-1.0" ]
paste_records
pubw-chat-996
[22:29] <luisa41> Hey what happen de. Are you alright. [05:31] <estrella3461> @Austin Khan I think email and passwords the only thing you could legiqtamtelly get past doing, maybe otp or something aswell. [21:00] <luisa41> @estrella3461: For example, if you have an inferiority complex about your education and you're no...
[ [ 9, 16, "USERNAME" ], [ 64, 76, "USERNAME" ], [ 79, 90, "PERSON" ], [ 214, 221, "USERNAME" ], [ 224, 236, "USERNAME" ], [ 426, 436, "USERNAME" ], [ 439, 446, "USERNAME" ] ]
[ "DATE", "ORG", "LOCATION", "IP", "ID", "URL" ]
null
[ "wrapper:chat_log" ]
[ "sms", "wildchat" ]
[ "CC-BY-4.0", "ODC-BY-1.0" ]
chat_log
pub-ms-pt-PT-14726
diz me a compara ç ã o entre o o j ú lia domingues e o â ngela silva
[ [ 33, 50, "PERSON" ], [ 55, 68, "PERSON" ] ]
[ "DATE", "ORG", "LOCATION", "IP", "ID", "URL" ]
asr
[ "massive_slots", "asr_style" ]
[ "massive" ]
[ "CC-BY-4.0" ]
speech
pubw-paste-1062
When we look at a 3-torus model of the universe depicting an infinite lattice of cubes with an Earth inside each, is the whole the structure the universe or is it just the cube with the Earth inside? INSERT INTO customers (amount, uuid, email, address, phone, status, country) VALUES ('1316.90', 'e0ecf708-3c94-4627-a...
[ [ 340, 355, "EMAIL" ], [ 359, 405, "ADDRESS" ], [ 409, 425, "PHONE" ], [ 499, 521, "EMAIL" ], [ 525, 558, "ADDRESS" ], [ 562, 572, "PHONE" ], [ 645, 666, "EMAIL" ], [ 670, 711, "ADDRESS" ], ...
[ "DATE", "ORG", "LOCATION", "IP", "ID", "URL" ]
null
[ "wrapper:paste_records" ]
[ "wildchat" ]
[ "ODC-BY-1.0" ]
paste_records
pub-ms-en-US-16507
send email to new email address
[]
[ "DATE", "ORG", "LOCATION", "IP", "ID", "URL" ]
asr
[ "asr_style" ]
[ "massive" ]
[ "CC-BY-4.0" ]
speech
pub-ms-sv-SE-14830
ä um r uh mount everest det h ö gsta berget i u s a
[]
[ "DATE", "ORG", "LOCATION", "IP", "ID", "URL" ]
asr
[ "asr_style" ]
[ "massive" ]
[ "CC-BY-4.0" ]
speech
pub-wc-e26eda5c5567648b
p._c = torch.zeros(p.shape[1], device=p.device, dtype=p.dtype) else: p._v = torch.zeros_like(p) if self.momentum: p._m = torch.zeros_like(p) def hook(self, p): ag = p.view_as(p).grad_fn.next_functions[0][0] p._acc_grads = [ag] @torch.no_...
[ [ 799, 813, "PERSON" ], [ 887, 901, "USERNAME" ], [ 905, 919, "SECRET" ] ]
[ "DATE", "ORG", "LOCATION", "IP", "ID", "URL" ]
null
[ "insert:git_people", "insert:connstr" ]
[ "wildchat" ]
[ "ODC-BY-1.0" ]
config
pub-wc-5c47437ade5a5d5a
term.Write([]byte("\x1b[94mpassword\x1b[0m: ")) password, _ := term.ReadPassword("") if isValidCredentials(username, string(password)) { fmt.Println(username + " logged in."); term.Write([]byte("\x1b[H\x1b[2J")); //clear screen term.SetSize(42, 19) term.Write([]byte(fmt....
[]
[ "DATE", "ORG", "LOCATION", "IP", "ID", "URL" ]
null
[]
[ "wildchat" ]
[ "ODC-BY-1.0" ]
code
pub-ms-pt-PT-7580
se houver algum so espa ç o livre por favor definir um lembrete para ligar à minha minha irm ã sobre o fundo para a universidade entre as minhas reuni õ es esta noite
[]
[ "DATE", "ORG", "LOCATION", "IP", "ID", "URL" ]
asr
[ "asr_style" ]
[ "massive" ]
[ "CC-BY-4.0" ]
speech
pub-ms-pl-PL-15314
zapostuj na twittera ż e dagmara to dupek
[ [ 25, 32, "PERSON" ] ]
[ "DATE", "ORG", "LOCATION", "IP", "ID", "URL" ]
asr
[ "massive_slots", "asr_style" ]
[ "massive" ]
[ "CC-BY-4.0" ]
speech
pubw-paste-5742
The evo. I just had to download flash. Jealous? Assignee: Seaneen Delap Reporter: นาวีตา แก้วชลคราม
[ [ 59, 72, "PERSON" ], [ 83, 100, "PERSON" ] ]
[ "DATE", "ORG", "LOCATION", "IP", "ID", "URL" ]
null
[ "wrapper:paste_git_people" ]
[ "sms" ]
[ "CC-BY-4.0" ]
paste_git_people
pub-wc-3979fdbdb5e5181d
console.error("Ошибка при получении музыканта с id ${id}: ", err); return callback(err); } else { return callback(null, result[0]); } }); } function requireLogin(req, res, next) { if (req.session.musicianId) { next(); } else { res.redirect("/login"); } } //search function fun...
[]
[ "DATE", "ORG", "LOCATION", "IP", "ID", "URL" ]
null
[]
[ "wildchat" ]
[ "ODC-BY-1.0" ]
code
pub-ms-en-US-3927
how much i mean snow has fallen in maine since yesterday
[]
[ "DATE", "ORG", "LOCATION", "IP", "ID", "URL" ]
asr
[ "asr_style" ]
[ "massive" ]
[ "CC-BY-4.0" ]
speech
pub-wc-e905d4a52e2f9f34
1. In K-Means Clustering, the optimal cluster number usually provides the minimum within cluster distance. 2. In DBSCAN, increasing the value of eps tends to decrease the number of clusters and the number of outliers 3. We can first conduct one-hot encoding to encode categorical features, then apply PCA to avoid curse ...
[ [ 860, 872, "PERSON" ], [ 898, 924, "EMAIL" ], [ 937, 976, "ADDRESS" ], [ 986, 1002, "PHONE" ], [ 1011, 1017, "USERNAME" ], [ 1044, 1058, "PERSON" ], [ 1079, 1098, "EMAIL" ], [ 1111, 1145, "AD...
[ "DATE", "ORG", "LOCATION", "IP", "ID", "URL" ]
null
[ "insert:records" ]
[ "wildchat" ]
[ "ODC-BY-1.0" ]
chat
pub-ms-nl-NL-14207
in welk jaar werd stijn hoppenbrouwer geboren
[ [ 18, 37, "PERSON" ] ]
[ "DATE", "ORG", "LOCATION", "IP", "ID", "URL" ]
asr
[ "massive_slots", "asr_style" ]
[ "massive" ]
[ "CC-BY-4.0" ]
speech
pub-wc-e808debe90737099
It is important for Ukraine to maintain and strengthen Italian support despite any changes in political attitudes. By the way, this week it was the second address to Italian society – after the address to the participants and guests of the Venice Film Festival. We are fighting for support and understanding of Ukraine i...
[ [ 847, 852, "PERSON" ], [ 853, 858, "PERSON" ], [ 878, 926, "ADDRESS" ], [ 963, 971, "PERSON" ], [ 972, 981, "PERSON" ], [ 1001, 1037, "ADDRESS" ] ]
[ "DATE", "ORG", "LOCATION", "IP", "ID", "URL" ]
null
[ "insert:records" ]
[ "wildchat" ]
[ "ODC-BY-1.0" ]
chat
pub-wc-d692a3251a7a33ae
given this script. analyze it and do not change anything but use it for next tasks. import string def password_checker(password): # Check length Assignee: Eivor T. Karlsson Reporter: Anna if len(password) < 14: return False # Check for at least one character from each character set > sshpass -...
[ [ 160, 177, "PERSON" ], [ 188, 192, "PERSON" ], [ 323, 334, "SECRET" ], [ 340, 348, "USERNAME" ] ]
[ "DATE", "ORG", "LOCATION", "IP", "ID", "URL" ]
null
[ "insert:git_people", "insert:cred_cli" ]
[ "wildchat" ]
[ "ODC-BY-1.0" ]
code
pub-wc-2ca6e7e0461a1b99
使用nginx 访问google出现 www.google.com 通常会使用加密技术来保护您的信息。Chrome 此次尝试连接到 www.google.com 时，该网站发回了异常的错误凭据。这可能是因为有攻击者在试图冒充 www.google.com，或者 Wi-Fi 登录屏幕中断了此次连接。请放心，您的信息仍然是安全的，因为 Chrome 尚未进行任何数据交换便停止了连接
[]
[ "DATE", "ORG", "LOCATION", "IP", "ID", "URL" ]
null
[]
[ "wildchat" ]
[ "ODC-BY-1.0" ]
chat
pub-ms-it-IT-16625
di a santino che far ò tardi per email
[ [ 5, 12, "PERSON" ] ]
[ "DATE", "ORG", "LOCATION", "IP", "ID", "URL" ]
asr
[ "massive_slots", "asr_style" ]
[ "massive" ]
[ "CC-BY-4.0" ]
speech
pub-ms-en-US-8355
is there a holiday on the twenty second
[]
[ "DATE", "ORG", "LOCATION", "IP", "ID", "URL" ]
asr
[ "asr_style" ]
[ "massive" ]
[ "CC-BY-4.0" ]
speech
pub-wc-5f6bd325336bfe0c
I will provide you disassembly from a computer game that runs in MS-DOS. The game was written in C with a Watcom compiler. Some library function calls are already identified. Explain the functions I give to you and suggest names and C-language function signatures for them, including which parameters map to which regist...
[ [ 947, 967, "SECRET" ], [ 986, 1000, "SECRET" ] ]
[ "DATE", "ORG", "LOCATION", "IP", "ID", "URL" ]
null
[ "insert:b64" ]
[ "wildchat" ]
[ "ODC-BY-1.0" ]
code
pubw-paste-2797
My Dawn, My Maggie, My Meghan n My Christopher. All screaming.. SURPRISE !! and I was waiting on the sofa.. ... ..... ' NAKED...! commit 8e1c74737df284f7a8fe2f1e8c27540c54b46e72 Author: Vecide <vvecide@vicente.net> Date: 2025-02-03T02:36:20.592Z
[ [ 3, 7, "PERSON" ], [ 12, 18, "PERSON" ], [ 23, 29, "PERSON" ], [ 35, 46, "PERSON" ], [ 187, 193, "PERSON" ], [ 195, 214, "EMAIL" ] ]
[ "DATE", "ORG", "LOCATION", "IP", "ID", "URL" ]
null
[ "wrapper:paste_git_people" ]
[ "sms" ]
[ "CC-BY-4.0" ]
paste_git_people
pub-ms-fr-FR-2050
consulte la la m é t é o de la ville de paris
[]
[ "DATE", "ORG", "LOCATION", "IP", "ID", "URL" ]
asr
[ "asr_style" ]
[ "massive" ]
[ "CC-BY-4.0" ]
speech
pubw-paste-1781
Here got lots of hair dresser fr china. Reviewed-by: Odette Reported-by: Céline U. Perez
[ [ 54, 60, "PERSON" ], [ 74, 89, "PERSON" ] ]
[ "DATE", "ORG", "LOCATION", "IP", "ID", "URL" ]
null
[ "wrapper:paste_git_people" ]
[ "sms" ]
[ "CC-BY-4.0" ]
paste_git_people
pub-wc-b7eeac567d5419f2
Oteher than Lodnon, which UK cities have 'Metro' 's?
[]
[ "DATE", "ORG", "LOCATION", "IP", "ID", "URL" ]
null
[]
[ "wildchat" ]
[ "ODC-BY-1.0" ]
chat
pub-ms-en-US-6104
hey is it going to rain today in brooklyn new york
[]
[ "DATE", "ORG", "LOCATION", "IP", "ID", "URL" ]
asr
[ "asr_style" ]
[ "massive" ]
[ "CC-BY-4.0" ]
speech
pub-ms-de-DE-6507
magst du marcella
[ [ 9, 17, "PERSON" ] ]
[ "DATE", "ORG", "LOCATION", "IP", "ID", "URL" ]
asr
[ "massive_slots", "asr_style" ]
[ "massive" ]
[ "CC-BY-4.0" ]
speech
pub-wc-55a93be8cf15690e
https://static.wikia.noc…c/00595_Adam.png
[]
[ "DATE", "ORG", "LOCATION", "IP", "ID", "URL" ]
null
[]
[ "wildchat" ]
[ "ODC-BY-1.0" ]
code
pub-sms-409
Headin towards busetop
[]
[ "DATE", "ORG", "LOCATION", "IP", "ID", "URL" ]
null
[]
[ "sms" ]
[ "CC-BY-4.0" ]
sms
pub-wc-bb2d9fbf4da05b1b
Translate to Cantonese "Shrimp vending lady"
[]
[ "DATE", "ORG", "LOCATION", "IP", "ID", "URL" ]
null
[]
[ "wildchat" ]
[ "ODC-BY-1.0" ]
chat
pubw-sms-5710
Vestel · 2026-09-30 16:03 I'm also came to room. Lebrun · 2026-03-28 08:08 Verifique o seu endereço de e-mail inserindo o seguinte código. 18 30 81 . +34 926 70 33 14 · 2025-10-29 03:58 Dad wanted to talk about the apartment so I got a late start, omw now
[ [ 141, 149, "SECRET" ], [ 154, 170, "PHONE" ] ]
[ "DATE", "ORG", "LOCATION", "IP", "ID", "URL" ]
null
[ "wrapper:sms_inbox+otp_template" ]
[ "keycloak", "sms" ]
[ "Apache-2.0", "CC-BY-4.0" ]
sms_inbox
pub-ms-es-ES-3626
b b c noticias mundiales
[]
[ "DATE", "ORG", "LOCATION", "IP", "ID", "URL" ]
asr
[ "asr_style" ]
[ "massive" ]
[ "CC-BY-4.0" ]
speech
pubw-paste-1844
If i not meeting ü all rite then i'll go home lor. If ü dun feel like comin it's ok. Wat's da model num of ur phone? {"name": "Élodie Dos Santos", "status": "paid", "street": "96, rue de Legros", "postcode": "71353"} {"name": "Finn Mortensen", "status": "trial", "street": "Pile Allé 9", "postcode": "5692"} {"name": "j...
[ [ 128, 145, "PERSON" ], [ 177, 194, "ADDRESS" ], [ 210, 215, "ADDRESS" ], [ 228, 242, "PERSON" ], [ 275, 286, "ADDRESS" ], [ 302, 306, "ADDRESS" ], [ 319, 324, "PERSON" ], [ 360, 377, "ADDRESS...
[ "DATE", "ORG", "LOCATION", "IP", "ID", "URL" ]
null
[ "wrapper:paste_records" ]
[ "sms" ]
[ "CC-BY-4.0" ]
paste_records
pub-sms-2232-asr
k k wen ur free come to my home and also toni mikkola i hav sent mail to him um also better come evening like il be free today aftr six pm
[ [ 41, 53, "PERSON" ] ]
[ "DATE", "ORG", "LOCATION", "IP", "ID", "URL" ]
asr
[ "natives_replaced", "asr_style" ]
[ "sms" ]
[ "CC-BY-4.0" ]
sms
pubw-paste-1634
By monday next week. Give me the full gist address | name | uuid | created_at | amount --------+--------+--------+------------+------- 497, Sarma Zila, Tiruchirappalli-775541 | Shaurya Prashad | 3c03ff9a-a037-41bd-ab74-efd4c5a52899 | 04:42:47 | 140.84 Feira Ana Luiza Barbosa, 769, Conjunto Celso Machado, 46536-343 d...
[ [ 137, 176, "ADDRESS" ], [ 179, 194, "PERSON" ], [ 255, 342, "ADDRESS" ], [ 345, 363, "PERSON" ] ]
[ "DATE", "ORG", "LOCATION", "IP", "ID", "URL" ]
null
[ "wrapper:paste_records" ]
[ "sms" ]
[ "CC-BY-4.0" ]
paste_records
pub-ms-nl-NL-12346
in basstraat four seven seven eight three three seven f j rogat um is de verkeerssituatie erg druk
[ [ 3, 63, "ADDRESS" ] ]
[ "DATE", "ORG", "LOCATION", "IP", "ID", "URL" ]
asr
[ "massive_slots", "asr_style" ]
[ "massive" ]
[ "CC-BY-4.0" ]
speech
pub-wc-9b5a2f0cb3e883d7
Design a web page using Java Script. Design a web page to implement multi-step form with the following fields. Form1 includes: 1. star 2. Password Form 2 includes: 1. First Name 2. Last Name 3. Gender 4. Contact Number 5. Date of Birth 6. Contact Number 7. Address 8. State in india 9. District 10. Pin-code 11. Languag...
[ [ 130, 134, "USERNAME" ] ]
[ "DATE", "ORG", "LOCATION", "IP", "ID", "URL" ]
null
[ "natives_replaced" ]
[ "wildchat" ]
[ "ODC-BY-1.0" ]
chat
pubw-chat-4463
pattern300 — Today at 4:31 AM I'm at bruce &amp; fowler now but I'm in my mom's car so I can't park (long story) Ana Liz Macedo — 07/19/1976 at 5:04 AM I believe the context behind the poem is that it is meant to be a unique reddit dating post aka "personals ad". How would you rewrite the poem to address any shortcomin...
[ [ 0, 10, "USERNAME" ], [ 113, 127, "PERSON" ], [ 384, 398, "PERSON" ], [ 418, 428, "USERNAME" ], [ 458, 471, "PERSON" ] ]
[ "DATE", "ORG", "LOCATION", "IP", "ID", "URL" ]
null
[ "wrapper:chat_log" ]
[ "sms", "wildchat" ]
[ "CC-BY-4.0", "ODC-BY-1.0" ]
chat_log
pub-ms-en-US-11926
i'm looking um for reasonably priced tapas in four six eight sarah harbor suite four five four
[ [ 46, 94, "ADDRESS" ] ]
[ "DATE", "ORG", "LOCATION", "IP", "ID", "URL" ]
asr
[ "massive_slots", "asr_style" ]
[ "massive" ]
[ "CC-BY-4.0" ]
speech
pub-ms-es-ES-11680
por favor mu é strame el mejor programa de carreras en valencia
[]
[ "DATE", "ORG", "LOCATION", "IP", "ID", "URL" ]
asr
[ "asr_style" ]
[ "massive" ]
[ "CC-BY-4.0" ]
speech
pub-ms-de-DE-7346
hassan geburtstag zw ö lfter juli in meinem kalender
[ [ 0, 6, "PERSON" ] ]
[ "DATE", "ORG", "LOCATION", "IP", "ID", "URL" ]
asr
[ "massive_slots", "asr_style" ]
[ "massive" ]
[ "CC-BY-4.0" ]
speech
pub-wc-5c4e1806448921cd
[there would be dialogue in this story:] (Lucy is cradling her newborn baby girl - Justina - in her arms. Although Eric's a new mother, her friends from the literature club have been there for her. Just then, her phone starts ringing - it was from James. Just from how Hemang's voice sounded, it was almost like she was...
[ [ 43, 47, "PERSON" ], [ 84, 91, "PERSON" ], [ 116, 120, "PERSON" ], [ 249, 254, "PERSON" ], [ 270, 276, "PERSON" ] ]
[ "DATE", "ORG", "LOCATION", "IP", "ID", "URL" ]
null
[ "natives_replaced" ]
[ "wildchat" ]
[ "ODC-BY-1.0" ]
code
pubw-chat-1453
ctokaj — 02/25/1997 at 6:59 AM I absolutely LOVE South Park! I only recently started watching the office. Lətif — 10/14/1988 at 7:04 AM 陈岩, Generate a comprehensively detailed pseudocode for the Login page Lee — Yesterday at 12:41 PM I'm at home n ready...
[ [ 0, 6, "USERNAME" ], [ 106, 111, "PERSON" ], [ 136, 138, "PERSON" ], [ 206, 209, "PERSON" ] ]
[ "DATE", "ORG", "LOCATION", "IP", "ID", "URL" ]
null
[ "wrapper:chat_log" ]
[ "sms", "wildchat" ]
[ "CC-BY-4.0", "ODC-BY-1.0" ]
chat_log
pub-ms-it-IT-5188
com è il tempo a trento
[]
[ "DATE", "ORG", "LOCATION", "IP", "ID", "URL" ]
asr
[ "asr_style" ]
[ "massive" ]
[ "CC-BY-4.0" ]
speech
pub-sms-2615
Herdis, hope your day is going smoothly. i really hoped i wont have to bother you about this. I have some bills that i can't settle this month. I am out of all extra cash. I know this is a challenging time for you also but i have to let you know.
[ [ 0, 6, "PERSON" ] ]
[ "DATE", "ORG", "LOCATION", "IP", "ID", "URL" ]
null
[ "natives_replaced" ]
[ "sms" ]
[ "CC-BY-4.0" ]
sms
pubw-sms-6534
ติระคมน์ · 2025-10-24 01:28 Den only weekdays got special price... Haiz... Cant eat liao... Cut nails oso muz wait until i finish drivin wat, lunch still muz eat wat... +1 458-475-7467 1013 · 2026-01-03 14:11 Anytime lor... Montenegro · 2025-10-27 04:23 Verifique o seu endereço de e-mail inserindo o seguinte código. ...
[ [ 0, 8, "PERSON" ], [ 170, 190, "PHONE" ], [ 321, 328, "SECRET" ], [ 333, 345, "PHONE" ], [ 406, 411, "PERSON" ] ]
[ "DATE", "ORG", "LOCATION", "IP", "ID", "URL" ]
null
[ "wrapper:sms_inbox+otp_template" ]
[ "keycloak", "sms" ]
[ "Apache-2.0", "CC-BY-4.0" ]
sms_inbox
pub-ms-pl-PL-12380
wykup bilet na poci ą g do radomia
[]
[ "DATE", "ORG", "LOCATION", "IP", "ID", "URL" ]
asr
[ "asr_style" ]
[ "massive" ]
[ "CC-BY-4.0" ]
speech
pub-sms-789
5 Free Top Polyphonic Tones call +358 83 7048220, National Rate. Get a toppoly tune sent every week, just text SUBPOLY to 81618, £3 per pole. UnSub +34 944 754 265.
[ [ 33, 48, "PHONE" ], [ 148, 163, "PHONE" ] ]
[ "DATE", "ORG", "LOCATION", "IP", "ID", "URL" ]
null
[ "natives_replaced" ]
[ "sms" ]
[ "CC-BY-4.0" ]
sms
pub-sms-3330
Sac will score big hundred.he is set batsman:-)
[]
[ "DATE", "ORG", "LOCATION", "IP", "ID", "URL" ]
null
[]
[ "sms" ]
[ "CC-BY-4.0" ]
sms
pub-ms-pt-PT-15918
adicionar novo contacto para ivan lopes sharon twenty four at hotmail dot com dot au
[ [ 29, 39, "PERSON" ], [ 40, 84, "EMAIL" ] ]
[ "DATE", "ORG", "LOCATION", "IP", "ID", "URL" ]
asr
[ "massive_slots", "asr_style" ]
[ "massive" ]
[ "CC-BY-4.0" ]
speech
pub-ms-pt-PT-7793
enviar um email a soraia pereira sobre o brunch hoje
[ [ 18, 32, "PERSON" ] ]
[ "DATE", "ORG", "LOCATION", "IP", "ID", "URL" ]
asr
[ "massive_slots", "asr_style" ]
[ "massive" ]
[ "CC-BY-4.0" ]
speech
pub-wc-7c20d86f3e4a6228
<item>Where can I download PDF CONVERTER: Files to PDF app?#####The app is available on Google PlayStore and F-Droid</item> <item>Can I contribute to this app?#####Yes, you can. Find us on GitHub using the project name <strong>Swati4star/Images-to-PDF</strong>. \nFeel free to share your ideas(feature re...
[ [ 724, 737, "EMAIL" ] ]
[ "DATE", "ORG", "LOCATION", "IP", "ID", "URL" ]
null
[ "slots_filled" ]
[ "wildchat" ]
[ "ODC-BY-1.0" ]
chat
pub-wc-08064617dc8871ba
eval_set = datasets.load_dataset("tatsu-lab/alpaca_eval", "alpaca_eval")["eval"] for example in eval_set: # generate here is a placeholder for your models generations example["output"] = generate(example["instruction"]) if your model is a HuggingFace model or from a standard API provider (OpenAI, Anthropic, Coh...
[ [ 1077, 1081, "PERSON" ], [ 1082, 1100, "PERSON" ], [ 1102, 1144, "ADDRESS" ] ]
[ "DATE", "ORG", "LOCATION", "IP", "ID", "URL" ]
null
[ "insert:records" ]
[ "wildchat" ]
[ "ODC-BY-1.0" ]
code
pub-ms-it-IT-15460
manda una lamentela attraverso il servizio clienti di twitter
[]
[ "DATE", "ORG", "LOCATION", "IP", "ID", "URL" ]
asr
[ "asr_style" ]
[ "massive" ]
[ "CC-BY-4.0" ]
speech
pub-ms-es-ES-8877
establecer el el veintiuno de abril de cada a ñ o como el cumplea ñ os de pap á
[]
[ "DATE", "ORG", "LOCATION", "IP", "ID", "URL" ]
asr
[ "asr_style" ]
[ "massive" ]
[ "CC-BY-4.0" ]
speech
pubw-paste-1649
Thats cool. How was your day? Signed-off-by: Jean Frederiksen <jfrederiksen@cabrini.eu>
[ [ 46, 62, "PERSON" ], [ 64, 87, "EMAIL" ] ]
[ "DATE", "ORG", "LOCATION", "IP", "ID", "URL" ]
null
[ "wrapper:paste_git_people" ]
[ "sms" ]
[ "CC-BY-4.0" ]
paste_git_people
pubw-chat-1494
[10:38] <tgülen> What is the word limit on prompt i can input [01:57] <Damir Dragobratović> Modify the below python code with using lambda, join to get the below output: [15:03] <tgülen> @Renata Pisani How can I set my Ubuntu password to a short password [20:44] <Damir Dragobratović> what percent of productivity comes ...
[ [ 9, 15, "USERNAME" ], [ 71, 90, "PERSON" ], [ 179, 185, "USERNAME" ], [ 188, 201, "PERSON" ], [ 264, 283, "PERSON" ] ]
[ "DATE", "ORG", "LOCATION", "IP", "ID", "URL" ]
null
[ "wrapper:chat_log" ]
[ "wildchat" ]
[ "ODC-BY-1.0" ]
chat_log
pubw-paste-3539
All done? All handed in? Celebrations in full swing yet? __author__ = "กะดิรัตน์ ผลบุญ"
[ [ 71, 86, "PERSON" ] ]
[ "DATE", "ORG", "LOCATION", "IP", "ID", "URL" ]
null
[ "wrapper:paste_git_people" ]
[ "sms" ]
[ "CC-BY-4.0" ]
paste_git_people
pub-wc-c95b0a26286c005a
Pour pouvoir vous immatriculer, vous devez nous avoir préalablement remis votre bulletin de notes électronique final de baccalauréat (à télécharger depuis votre espace candidat sur le site web Cyclades) via le formulaire de candidature en ligne, au plus tard le 15 juillet. Aucune immatriculation ne peut être effectuée...
[]
[ "DATE", "ORG", "LOCATION", "IP", "ID", "URL" ]
null
[]
[ "wildchat" ]
[ "ODC-BY-1.0" ]
code
pub-ms-it-IT-8797
dimmi quando è il matrimonio um del alfredo mazzacurati
[ [ 36, 55, "PERSON" ] ]
[ "DATE", "ORG", "LOCATION", "IP", "ID", "URL" ]
asr
[ "massive_slots", "asr_style" ]
[ "massive" ]
[ "CC-BY-4.0" ]
speech
pub-ms-en-US-15685
send a so tweet to the local wawa that their service is terrible at their market street location
[]
[ "DATE", "ORG", "LOCATION", "IP", "ID", "URL" ]
asr
[ "asr_style" ]
[ "massive" ]
[ "CC-BY-4.0" ]
speech
pub-ms-en-US-15523
call the customer cell through phones for direct uh response
[]
[ "DATE", "ORG", "LOCATION", "IP", "ID", "URL" ]
asr
[ "asr_style" ]
[ "massive" ]
[ "CC-BY-4.0" ]
speech
pub-ms-en-US-4889
please keep tabs on how the presidential you know debates are going
[]
[ "DATE", "ORG", "LOCATION", "IP", "ID", "URL" ]
asr
[ "asr_style" ]
[ "massive" ]
[ "CC-BY-4.0" ]
speech
pub-sms-3015
I might go 2 sch. Yar at e salon now v boring.
[]
[ "DATE", "ORG", "LOCATION", "IP", "ID", "URL" ]
null
[]
[ "sms" ]
[ "CC-BY-4.0" ]
sms
pubw-sms-5351-asr
date address body twenty twenty six oh eight twenty three zero six oh six pittman i might go two sch yar at e so salon now v boring twenty twenty six six zero five thirteen ten fifteen shaw molimo so vas da i mean potvrdite svoju adresu e po š te unosom sljede ć eg koda one five nine two six nine
[ [ 271, 297, "SECRET" ] ]
[ "DATE", "ORG", "LOCATION", "IP", "ID", "URL" ]
asr
[ "wrapper:sms_inbox+otp_template", "asr_style" ]
[ "keycloak", "sms" ]
[ "Apache-2.0", "CC-BY-4.0" ]
sms_inbox
pub-ms-en-US-7546
add rebecca gomez birthday on march third to my my calendar
[ [ 4, 17, "PERSON" ] ]
[ "DATE", "ORG", "LOCATION", "IP", "ID", "URL" ]
asr
[ "massive_slots", "asr_style" ]
[ "massive" ]
[ "CC-BY-4.0" ]
speech
pub-wc-7967d771868b481b
I will provide chinese resume, pleasae follow below rules to do work. any question, please ask 1. Translate a Chinese resume to English with a focus on previous work experience and job responsibilities. 2. Polish a translated Chinese resume into clear, concise English with a straightforward layout and appropriate indus...
[]
[ "DATE", "ORG", "LOCATION", "IP", "ID", "URL" ]
null
[]
[ "wildchat" ]
[ "ODC-BY-1.0" ]
chat
pub-wc-4fc9dfe7edbd14ba
What is the best tool to make digital photos look like Kodak Portra 400?
[]
[ "DATE", "ORG", "LOCATION", "IP", "ID", "URL" ]
null
[]
[ "wildchat" ]
[ "ODC-BY-1.0" ]
chat
pubw-chat-3248
Kristi: i have an ethernet connection and a wifi connection. How do i launch 2 separate python scripts with selenium browsers: one of which uses the wifi internet connection and the other uses my ethernet cable? Kristi: @Eduarda I'll reach in ard 20 mins ok... Eduarda: @Eduarda, Yeah my usual guy's out of town but the...
[ [ 0, 6, "PERSON" ], [ 213, 219, "PERSON" ], [ 222, 229, "PERSON" ], [ 262, 269, "PERSON" ], [ 272, 279, "PERSON" ], [ 358, 365, "PERSON" ], [ 367, 373, "PERSON" ] ]
[ "DATE", "ORG", "LOCATION", "IP", "ID", "URL" ]
null
[ "wrapper:chat_log" ]
[ "sms", "wildchat" ]
[ "CC-BY-4.0", "ODC-BY-1.0" ]
chat_log
pub-wc-b4e3e0d7b07184e4
As the day progressed, the dragon realized that he needed to find a solution, and fast. He remembered hearing about a village nearby that sold baby supplies, including diapers. The thought of wearing a diaper was humiliating, but the dragon knew he had to swallow his pride and do whatever it takes to ease his discomfor...
[]
[ "DATE", "ORG", "LOCATION", "IP", "ID", "URL" ]
null
[]
[ "wildchat" ]
[ "ODC-BY-1.0" ]
chat
pub-ms-pt-PT-16087
come ç ar um um novo email para o lorena morais
[ [ 34, 47, "PERSON" ] ]
[ "DATE", "ORG", "LOCATION", "IP", "ID", "URL" ]
asr
[ "massive_slots", "asr_style" ]
[ "massive" ]
[ "CC-BY-4.0" ]
speech
pub-sms-2743
No * am working on the ringing u thing but have whole houseful of screaming brats so * am pulling my hair out! Loving u
[]
[ "DATE", "ORG", "LOCATION", "IP", "ID", "URL" ]
null
[]
[ "sms" ]
[ "CC-BY-4.0" ]
sms
End of preview. Expand in Data Studio

SporeLabs Scrub training data

Text labelled with the personal details and secrets in it, each with its type and character offsets. This is the public-text part of the data SporeLabs Scrub was trained on. Every personal detail in it is a generated value; the people, numbers, keys and codes are not real.

from datasets import load_dataset
ds = load_dataset("SporeLabs/scrub-data")
row = ds["train"][0]
for start, end, kind in row["spans"]:
    print(kind, row["text"][start:end])
split documents
train 49,673
dev 1,804

train holds 126,846 labelled details; the most common are PERSON 54,977, USERNAME 28,276, ADDRESS 16,160, PHONE 10,943, EMAIL 9,089 and SECRET 7,387. Its documents are spoken requests (18,397, in English, French, German, Spanish, Italian, Dutch, Portuguese, Polish and Swedish), chats (6,660), SMS messages (5,288), chat-log exports (4,906), pasted records and git history (5,628), code and config (5,552), SMS inboxes (2,423), and logs, terminal output, letters and emails.

Fields

field what
id row id
text the document
spans [start, end, TYPE], character offsets, end exclusive
mask_types types this row does not label (dates, organisations, places, IPs, IDs, URLs are present but unmarked); a trainer should give those types no loss on this row
style asr for copies written the way a speech recogniser writes them, otherwise empty
transforms what SporeLabs did to the source text (details replaced, slots filled, a block inserted, a wrapper)
sources, licences the public datasets the row's text came from, and their licences
genre chat, sms, speech, sms_inbox, chat_log, email, code, config, log and so on

Span types: PERSON, EMAIL, PHONE, ADDRESS, USERNAME, SECRET (keys, tokens, passwords and codes), CREDIT_CARD, BANK. The released scrubber's rules split SECRET into finer types (passwords, codes, keys by provider).

How SporeLabs built it

  1. Public text. Chats from WildChat (user turns), SMS messages, spoken assistant requests in nine languages from MASSIVE, OpenAssistant answers, and Keycloak's message templates for sign-in codes.
  2. Real details out. SporeLabs found the personal details already in the text with its rules and GLiNER2 and replaced each with a generated value of the same kind, labelled. Rows where the two disagreed were left out. In MASSIVE, the human slot annotations mark the names and contacts. Before publishing, SporeLabs Scrub read every row again and any row with an unlabelled detail was left out.
  3. Details where they really turn up. SporeLabs added generated details in the formats they leak from: command lines, HTTP headers, logs, connection strings, CSV exports, chat and SMS-inbox exports with sign-in codes, git history and email signatures, plus look-alikes that are not sensitive (example keys, test cards, hashes).
  4. Spoken copies. Some chat, SMS and MASSIVE rows also appear as a speech recogniser would write them, so codes, emails and addresses appear spoken too.

The model also trained on two public synthetic sets, NVIDIA Nemotron-PII (CC BY 4.0) and Gretel PII masking EN v1 (Apache-2.0); get them from their own pages.

Code rows. The model also trained on 40-line windows of public GitHub source files around credential and contact keywords, from codeparrot/github-code-clean (revision c48d40f9, files under MIT, Apache-2.0, BSD, ISC, CC0 or Unlicense only), with the same replacement and insertion steps. Those licences ask for each file's copyright notice, so only the rows from CC0 and Unlicense files are included here; build the rest from that dataset with the steps above.

Licence and credits

The rows are released under CC BY 4.0, and each source's terms also apply to the text taken from it:

  • WildChat-1M (allenai/WildChat-1M, revision 7d6490e4), Allen Institute for AI, ODC-BY 1.0. Zhao et al., "WildChat: 1M ChatGPT Interaction Logs in the Wild", ICLR 2024.
  • SMS Spam Collection (ucirvine/sms_spam), Almeida and Hidalgo, UCI Machine Learning Repository, CC BY 4.0, https://doi.org/10.24432/C5CC84
  • MASSIVE 1.1 (FitzGerald et al., Amazon), CC BY 4.0.
  • OpenAssistant Conversations oasst2 (OpenAssistant/oasst2, revision 179dd21f), Apache-2.0.
  • Keycloak message templates (https://github.com/keycloak/keycloak), Apache-2.0 (licenses/Apache-2.0.txt).

Generated values come from Faker and random strings in each format.
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