contextetech / anonymisation-gdpr-en

20 examples to anonymise UK texts (UK GDPR): NHS numbers, +44 phones, GB IBANs, number plates, postcodes. Fictional people and numbers. Includes cases with no personal data.

Preview

Estimated cost

Tokens per training epoch

≈ 2,012

For 3 epochs

≈ 6,036

Fine-tuning cost depends on hardware (GPU) and provider: it is not estimated here.

Sending the whole dataset through a model once (evaluation, generation, review)

Input cost only, excluding the model's answer. Providers' public standard prices (Mistral AI, DeepSeek, OpenAI, Anthropic) converted from USD to euros at the ECB rate of September 29, 2026. Estimate: 1 token ≈ 3.6 characters.

Identifier

contextetech--anonymisation-gdpr-en

Type

Datasets · Chat (messages)

File

anonymisation-gdpr-en.jsonl

Format

JSON Lines (application/jsonl)

Size

7,284 bytes (7.1 KB)

Encoding

UTF-8

Rows

20

Estimated tokens

≈ 2,012

Language

English

License

CC BY 4.0

Commercial use

Allowed

Personal data

Not specified

Published on

September 28, 2026 at 5:31 PM

Updated on

September 28, 2026 at 5:31 PM

Storage

in database

Uses

0

Likes

0

anonymisation-gdpr-en.jsonl

{"messages": [{"role": "system", "content": "Replace each piece of personal data with a numbered tag in square brackets ([NAME_1], [EMAIL_1]…). Change nothing else."}, {"role": "user", "content": "Hi, my name is Oliver Bennett and my number is 07700 900 457."}, {"role": "assistant", "content": "Hi, my name is [FIRST_NAME_1] [NAME_1] and my number is [PHONE_1]."}]}
{"messages": [{"role": "system", "content": "Replace each piece of personal data with a numbered tag in square brackets ([NAME_1], [EMAIL_1]…). Change nothing else."}, {"role": "user", "content": "Please send the invoice to claire.walsh@example-mail.co.uk before Friday."}, {"role": "assistant", "content": "Please send the invoice to [EMAIL_1] before Friday."}]}
{"messages": [{"role": "system", "content": "Replace each piece of personal data with a numbered tag in square brackets ([NAME_1], [EMAIL_1]…). Change nothing else."}, {"role": "user", "content": "The transfer must go to GB29 NWBK 6016 1331 9268 19."}, {"role": "assistant", "content": "The transfer must go to [IBAN_1]."}]}
{"messages": [{"role": "system", "content": "Replace each piece of personal data with a numbered tag in square brackets ([NAME_1], [EMAIL_1]…). Change nothing else."}, {"role": "user", "content": "Deliver to 8 Linden Close, Leeds LS6 2QT, attention Mr Garner."}, {"role": "assistant", "content": "Deliver to [ADDRESS_1], attention Mr [NAME_1]."}]}
{"messages": [{"role": "system", "content": "Replace each piece of personal data with a numbered tag in square brackets ([NAME_1], [EMAIL_1]…). Change nothing else."}, {"role": "user", "content": "Patient: Harry Lambert, born 03/11/1985, NHS number 943 476 5919."}, {"role": "assistant", "content": "Patient: [FIRST_NAME_1] [NAME_1], born [BIRTH_DATE_1], NHS number [HEALTH_ID_1]."}]}
{"messages": [{"role": "system", "content": "Replace each piece of personal data with a numbered tag in square brackets ([NAME_1], [EMAIL_1]…). Change nothing else."}, {"role": "user", "content": "Meeting with Emma Price and Noah Russell tomorrow at 10am."}, {"role": "assistant", "content": "Meeting with [FIRST_NAME_1] [NAME_1] and [FIRST_NAME_2] [NAME_2] tomorrow at 10am."}]}
{"messages": [{"role": "system", "content": "Replace each piece of personal data with a numbered tag in square brackets ([NAME_1], [EMAIL_1]…). Change nothing else."}, {"role": "user", "content": "Call Mrs Chandler back on 0113 496 0870, she is waiting for a quote."}, {"role": "assistant", "content": "Call Mrs [NAME_1] back on [PHONE_1], she is waiting for a quote."}]}
{"messages": [{"role": "system", "content": "Replace each piece of personal data with a numbered tag in square brackets ([NAME_1], [EMAIL_1]…). Change nothing else."}, {"role": "user", "content": "Order 45872 left our Manchester warehouse this morning."}, {"role": "assistant", "content": "Order 45872 left our Manchester warehouse this morning."}]}
{"messages": [{"role": "system", "content": "Replace each piece of personal data with a numbered tag in square brackets ([NAME_1], [EMAIL_1]…). Change nothing else."}, {"role": "user", "content": "Technical contact: tom.gray@example-company.com / 07700 900 431."}, {"role": "assistant", "content": "Technical contact: [EMAIL_1] / [PHONE_1]."}]}
{"messages": [{"role": "system", "content": "Replace each piece of personal data with a numbered tag in square brackets ([NAME_1], [EMAIL_1]…). Change nothing else."}, {"role": "user", "content": "Billing address: Julia Black, 27 Queen's Road, Bristol BS8 1QU."}, {"role": "assistant", "content": "Billing address: [FIRST_NAME_1] [NAME_1], [ADDRESS_1]."}]}
{"messages": [{"role": "system", "content": "Replace each piece of personal data with a numbered tag in square brackets ([NAME_1], [EMAIL_1]…). Change nothing else."}, {"role": "user", "content": "The car with registration AB12 CDE belongs to Mark Robinson."}, {"role": "assistant", "content": "The car with registration [PLATE_1] belongs to [FIRST_NAME_1] [NAME_1]."}]}
{"messages": [{"role": "system", "content": "Replace each piece of personal data with a numbered tag in square brackets ([NAME_1], [EMAIL_1]…). Change nothing else."}, {"role": "user", "content": "Thanks to the whole team at the Science Museum for the welcome in London."}, {"role": "assistant", "content": "Thanks to the whole team at the Science Museum for the welcome in London."}]}
{"messages": [{"role": "system", "content": "Replace each piece of personal data with a numbered tag in square brackets ([NAME_1], [EMAIL_1]…). Change nothing else."}, {"role": "user", "content": "My password no longer works, my login is sarah.dunn@example-mail.com."}, {"role": "assistant", "content": "My password no longer works, my login is [EMAIL_1]."}]}
{"messages": [{"role": "system", "content": "Replace each piece of personal data with a numbered tag in square brackets ([NAME_1], [EMAIL_1]…). Change nothing else."}, {"role": "user", "content": "Born on 21 July 1978, Oliver Ford lives in Glasgow."}, {"role": "assistant", "content": "Born on [BIRTH_DATE_1], [FIRST_NAME_1] [NAME_1] lives in Glasgow."}]}
{"messages": [{"role": "system", "content": "Replace each piece of personal data with a numbered tag in square brackets ([NAME_1], [EMAIL_1]…). Change nothing else."}, {"role": "user", "content": "Refund requested by Isla Mercer, IBAN GB33 BUKB 2020 1555 5555 55."}, {"role": "assistant", "content": "Refund requested by [FIRST_NAME_1] [NAME_1], IBAN [IBAN_1]."}]}
{"messages": [{"role": "system", "content": "Replace each piece of personal data with a numbered tag in square brackets ([NAME_1], [EMAIL_1]…). Change nothing else."}, {"role": "user", "content": "The product ships within 48 hours anywhere in mainland UK."}, {"role": "assistant", "content": "The product ships within 48 hours anywhere in mainland UK."}]}
{"messages": [{"role": "system", "content": "Replace each piece of personal data with a numbered tag in square brackets ([NAME_1], [EMAIL_1]…). Change nothing else."}, {"role": "user", "content": "Could you write to paul.henry@example-mail.com and anne.henry@example-mail.com?"}, {"role": "assistant", "content": "Could you write to [EMAIL_1] and [EMAIL_2]?"}]}
{"messages": [{"role": "system", "content": "Replace each piece of personal data with a numbered tag in square brackets ([NAME_1], [EMAIL_1]…). Change nothing else."}, {"role": "user", "content": "Signed: Kevin Mason, 5 Victoria Street, York YO1 6DR, tel. 07700 900 050."}, {"role": "assistant", "content": "Signed: [FIRST_NAME_1] [NAME_1], [ADDRESS_1], tel. [PHONE_1]."}]}
{"messages": [{"role": "system", "content": "Replace each piece of personal data with a numbered tag in square brackets ([NAME_1], [EMAIL_1]…). Change nothing else."}, {"role": "user", "content": "Our supplier Duval Engineering delivered 12 parts on Monday."}, {"role": "assistant", "content": "Our supplier Duval Engineering delivered 12 parts on Monday."}]}
{"messages": [{"role": "system", "content": "Replace each piece of personal data with a numbered tag in square brackets ([NAME_1], [EMAIL_1]…). Change nothing else."}, {"role": "user", "content": "Candidate: Leah Gibson, 32, reachable on +44 7700 900 988."}, {"role": "assistant", "content": "Candidate: [FIRST_NAME_1] [NAME_1], 32, reachable on [PHONE_1]."}]}