contextetech / anonymisation-gdpr-en
v120 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.
Anteprima
| # | Input | Output |
|---|---|---|
| 1 | Hi, my name is Oliver Bennett and my number is 07700 900 457. | Hi, my name is [FIRST_NAME_1] [NAME_1] and my number is [PHONE_1]. |
| 2 | Please send the invoice to claire.walsh@example-mail.co.uk before Friday. | Please send the invoice to [EMAIL_1] before Friday. |
| 3 | The transfer must go to GB29 NWBK 6016 1331 9268 19. | The transfer must go to [IBAN_1]. |
| 4 | Deliver to 8 Linden Close, Leeds LS6 2QT, attention Mr Garner. | Deliver to [ADDRESS_1], attention Mr [NAME_1]. |
| 5 | Patient: Harry Lambert, born 03/11/1985, NHS number 943 476 5919. | Patient: [FIRST_NAME_1] [NAME_1], born [BIRTH_DATE_1], NHS number [HEALTH_ID_1]. |
| 6 | Meeting with Emma Price and Noah Russell tomorrow at 10am. | Meeting with [FIRST_NAME_1] [NAME_1] and [FIRST_NAME_2] [NAME_2] tomorrow at 10am. |
| 7 | Call Mrs Chandler back on 0113 496 0870, she is waiting for a quote. | Call Mrs [NAME_1] back on [PHONE_1], she is waiting for a quote. |
| 8 | Order 45872 left our Manchester warehouse this morning. | Order 45872 left our Manchester warehouse this morning. |
| 9 | Technical contact: tom.gray@example-company.com / 07700 900 431. | Technical contact: [EMAIL_1] / [PHONE_1]. |
| 10 | Billing address: Julia Black, 27 Queen's Road, Bristol BS8 1QU. | Billing address: [FIRST_NAME_1] [NAME_1], [ADDRESS_1]. |
| 11 | The car with registration AB12 CDE belongs to Mark Robinson. | The car with registration [PLATE_1] belongs to [FIRST_NAME_1] [NAME_1]. |
| 12 | Thanks to the whole team at the Science Museum for the welcome in London. | Thanks to the whole team at the Science Museum for the welcome in London. |
| 13 | My password no longer works, my login is sarah.dunn@example-mail.com. | My password no longer works, my login is [EMAIL_1]. |
| 14 | Born on 21 July 1978, Oliver Ford lives in Glasgow. | Born on [BIRTH_DATE_1], [FIRST_NAME_1] [NAME_1] lives in Glasgow. |
| 15 | Refund requested by Isla Mercer, IBAN GB33 BUKB 2020 1555 5555 55. | Refund requested by [FIRST_NAME_1] [NAME_1], IBAN [IBAN_1]. |
| 16 | The product ships within 48 hours anywhere in mainland UK. | The product ships within 48 hours anywhere in mainland UK. |
| 17 | Could you write to paul.henry@example-mail.com and anne.henry@example-mail.com? | Could you write to [EMAIL_1] and [EMAIL_2]? |
| 18 | Signed: Kevin Mason, 5 Victoria Street, York YO1 6DR, tel. 07700 900 050. | Signed: [FIRST_NAME_1] [NAME_1], [ADDRESS_1], tel. [PHONE_1]. |
| 19 | Our supplier Duval Engineering delivered 12 parts on Monday. | Our supplier Duval Engineering delivered 12 parts on Monday. |
| 20 | Candidate: Leah Gibson, 32, reachable on +44 7700 900 988. | Candidate: [FIRST_NAME_1] [NAME_1], 32, reachable on [PHONE_1]. |
Costo stimato
- Token per epoca di addestramento
- ≈ 2012
- Per 3 epoche
- ≈ 6036
Il costo di un fine-tuning dipende dall'hardware (GPU) e dal fornitore: non è stimato qui.
Passare l'intero dataset una volta in un modello (valutazione, generazione, revisione)
| Modello | Costo per passaggio |
|---|---|
| Mistral Large · Mistral AI | 0,00089 € |
| DeepSeek Flash · DeepSeek | 0,00053 € |
| DeepSeek V4 Pro · DeepSeek | 0,00234 € |
| GPT-6 Luna · OpenAI | 0,00018 € |
| GPT-6 Sol · OpenAI | 0,00354 € |
| Claude Sonnet 5.5 · Anthropic | 0,00354 € |
| Claude Opus 5.5 · Anthropic | 0,00709 € |
| Modello open source self-hosted (Ollama, vLLM) | 0 € di API (solo costo del server) |
Solo costo di input, esclusa la risposta del modello. Prezzi pubblici standard dei fornitori (Mistral AI, DeepSeek, OpenAI, Anthropic) convertiti da USD in euro al cambio BCE del 29 settembre 2026. Stima: 1 token ≈ 3,6 caratteri.
Common to all 3 regions
Content origin not given.
Commercial use allowed · credit the author · changes allowed.
Text or data only: no access to files, network or commands.
Hosted in France (Scaleway, Paris). No transfer outside the EU.
European Union · 3/6
The author has not said whether the resource contains personal data.
Data origin needed to produce the training summary.
United States · 3/6
The author has not said whether the resource contains personal data.
Data origin needed to produce the training summary.
China · 3/6
The author has not said whether the resource contains personal data.
Data origin needed to produce the training summary.
Indicative summary as of 30/09/2026, not a legal certification. Method and sources →
Fissare una versione nel codice
import contexte ds = contexte.load("contextetech/anonymisation-gdpr-en", version=1) print(len(ds), ds[0])
$ contexte get 14ll0x8#v1 Statistiche
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- Identificativo
- contextetech--anonymisation-gdpr-en
- Tipo
- Dataset · Chat (messaggi)
- File
- anonymisation-gdpr-en.jsonl
- Formato
- JSON Lines (application/jsonl)
- Dimensione
- 7284 byte (7,1 KB)
- Codifica
- UTF-8
- Righe
- 20
- Token stimati
- ≈ 2012
- Lingua
- Inglese
- Licenza
- CC BY 4.0
- Uso commerciale
- Consentito
- Dati personali
- Non indicato
- Pubblicato il
- 28 settembre 2026 alle ore 17:31
- Aggiornato il
- 28 settembre 2026 alle ore 17:31
- Archiviazione
- nel database
- Utilizzi
- 0
- Mi piace
- 0
Python contexte
$ pip install contexte import contexte ds = contexte.load("contextetech/anonymisation-gdpr-en") print(len(ds), ds[0])
$ contexte get 14ll0x8 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]."}]}
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