Government AI Chatbot Logs
This dataset provides detailed, anonymized logs of citizen interactions with government AI chatbots, including user queries, chatbot responses, response times, resolution status, escalation events, and user feedback. It enables comprehensive analysis for operational efficiency, bias detection, FAQ optimization, and service improvement, supporting government technology leaders in evaluating chatbot performance and compliance.
Sample rows
preview · 8 of 130 rows · all 14 columns| log_idstring | resolution_typestring | response_time_msinteger | resolvedboolean | query_topicstring | chatbot_idstring | session_idstring | interaction_timestampdatetime | escalated_to_humanboolean | user_feedback_ratinginteger | user_feedback_commentstring | languagestring | user_querystring | chatbot_responsestring |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| fG8xvD_12Jb9 | direct_answer | 450 | true | taxes | gov_finance_01 | sess_0234A | 2023-12-31T23:59:59Z | false | 5 | Very clear and helpful, thanks! | en | How do I file my income tax for this year? | You can file your income tax online through the government portal. Visit the finance section for step-by-step guidance. |
| Jh1Vf9p_KlB2 | faq_suggestion | 1100 | true | environment | gov_env_03 | sess_0309B | 2024-01-01T10:15:22Z | false | 4 | Got the info I needed. | en | Where can I report illegal dumping in my neighborhood? | Please use our environment reporting portal or call the hotline provided in the environment section. |
| S2x_Mn8h7Wpl | direct_answer | 380 | true | permits | gov_permits_01 | sess_0447C | 2024-01-01T11:30:01Z | false | 5 | Quick and useful response. | en | I need to renew my driver's permit. What documents do I need? | To renew your driver's permit, bring your old permit, proof of address, and a valid ID to your local office. |
| k9LzB_e2Qh4T | direct_answer | 510 | true | benefits | gov_benefits_05 | sess_0562G | 2024-01-02T12:15:45Z | false | 4 | That worked, thank you. | en | How can I check my unemployment benefits status? | Log in to the benefits portal with your credentials to view your current claim status and payments. |
| uJ5T7nG8R2bE | faq_suggestion | 670 | true | healthcare | gov_health_02 | sess_0623D | 2024-01-02T13:25:12Z | false | 5 | Found a location easily. | en | Where can I get a COVID-19 vaccine near me? | Visit the healthcare portal and enter your ZIP code to find the nearest vaccination centers. |
| r2KpFgQ9_ZvB | direct_answer | 410 | true | taxes | gov_finance_01 | sess_0234A | 2024-01-01T00:15:00Z | false | 4 | Thanks for the reminder. | en | What is the deadline for property tax payments? | Property tax payments are due by March 31st. Late payments may incur penalties. |
| Wl8fN3z1_KmP | faq_suggestion | 850 | true | environment | gov_env_03 | sess_0309B | 2024-01-01T11:00:00Z | false | 3 | Useful info, but could be clearer. | en | Are there recycling centers in my area? | Use our locator tool in the environment section to find recycling centers near you. |
| Xf5QvD_1zLk2 | faq_suggestion | 300 | true | permits | gov_permits_01 | sess_0447C | 2024-01-01T12:45:12Z | false | 4 | That helps plan my schedule. | en | How long does it take to process a business permit? | Business permits are typically processed within 14 business days after submission. |
| Vn6rB_7pTmJk | faq_suggestion | 510 | true | benefits | gov_benefits_05 | sess_0562G | 2024-01-02T12:25:40Z | false | 5 | Good to know, thanks. | en | Can I appeal a decision on my benefits claim? | Yes, you can file an appeal within 30 days of receiving the decision. Visit the appeals section for details. |
| aK9xJz7_LmBq | direct_answer | 590 | true | healthcare | gov_health_02 | sess_0623D | 2024-01-02T13:45:29Z | false | 4 | Simple and easy process. | en | How do I update my health insurance info? | Update your health insurance information by logging into the healthcare portal and following the update prompts. |
| Dm8xQz2_KpB1 | faq_suggestion | 340 | true | environment | gov_env_03 | sess_0309B | 2024-01-01T12:05:30Z | false | 3 | blank | en | How can I apply for a tree planting permit? | You can apply for a tree planting permit online. Check the environment section for the application form. |
| eH9tN3l_PmK4 | direct_answer | 410 | true | taxes | gov_finance_01 | sess_0234A | 2024-01-01T01:20:30Z | false | 4 | blank | en | Can I pay my taxes in installments? | Some taxes can be paid in installments. Please review the finance section for eligibility and application instructions. |
| Qm5vC9s_LpB7 | faq_suggestion | 350 | true | permits | gov_permits_01 | sess_0447C | 2024-01-01T13:55:10Z | false | 4 | Thanks! | en | What are the fees for renewing a business permit? | Fees vary by business type. Please refer to the permit renewal section for a detailed fee schedule. |
| Fh7dL4k_NpK6 | direct_answer | 430 | true | benefits | gov_benefits_05 | sess_0562G | 2024-01-02T12:35:55Z | false | 4 | blank | en | Can I change my payment method for benefits? | Yes, payment methods can be changed in the benefits portal under account settings. |
| Yk2vU8q_LmN7 | faq_suggestion | 650 | true | healthcare | gov_health_02 | sess_0623D | 2024-01-02T13:55:55Z | false | 5 | Resolved my problem quickly. | en | How do I report a medical billing issue? | You can report billing issues by submitting a ticket in the healthcare portal's support section. |
| Tj8fQd1_KpL9 | escalation | 1200 | false | taxes | gov_finance_01 | sess_0234A | 2024-01-01T02:30:00Z | true | 2 | Needed more details. | en | I received a notice for overdue tax. What should I do? | Contact the finance office using the details provided in your notice for assistance. |
| Nf1rV9l_PmB2 | escalation | 1500 | false | environment | gov_env_03 | sess_0309B | 2024-01-01T13:15:15Z | true | 1 | Very slow response. | en | I reported illegal dumping but haven't received follow-up. | Your report is being reviewed. For urgent matters, escalate to a human agent. |
| Xk3bL6p_NmJ8 | escalation | 8900 | false | permits | gov_permits_01 | sess_0447C | 2024-01-01T14:05:22Z | true | blank | blank | en | Permit application keeps failing online. | We’re experiencing technical issues. Escalating your request to a human agent. |
| Zq1Hf8t_KpB3 | escalation | 1800 | false | benefits | gov_benefits_05 | sess_0562G | 2024-01-02T12:45:40Z | true | 1 | Frustrating experience. | en | My benefit payment is late and I can't reach support. | Your issue is being escalated to a human agent for resolution. |
| Wv7tQb9_LpK1 | escalation | 3200 | false | healthcare | gov_health_02 | sess_0623D | 2024-01-02T14:05:10Z | true | 1 | Didn't solve my issue. | en | I can't access my medical records online. | Your request requires assistance from a human agent. We are escalating your query. |
What the 130 rows show
from the 130-row sampleNo_
- 76%resolved = true
- 607.5median response_
time_ ms - 5languages
- 27chatbots
- 4median user_
feedback_ rating
Median 607.5, from 0 to 2,147,483,647.
- string 9
- integer 2
- datetime 1
- boolean 2
Columns
14 columns in four groups| column | type | description | example |
|---|---|---|---|
| Text 9 columns | |||
log_id | string | Unique identifier for each chatbot interaction log entryunique | fG8xvD_12Jb9 |
chatbot_id | string | Identifier for the specific government chatbot instance | gov_finance_01 |
session_id | string | Unique identifier for the user session during which the interaction occurred | sess_0234A |
user_query | string | Anonymized text of the user's question or requestup to 2,048 | A |
chatbot_response | string | Text of the chatbot's response to the user's queryup to 4,096 | 退税通常会在提交申请后的两周内到账，请耐心等待。 |
resolution_type | string | Type of resolution achieved (e.g., direct_answer, escalation, faq_suggestion, no_resolution)4 values · optional | direct_answer |
user_feedback_comment | string | Optional anonymized user comment about the chatbot responseup to 1,024 · optional | Got the info I needed. |
query_topic | string | Categorized topic of the user's query (e.g., taxes, benefits, permits, healthcare)up to 64 · 5 topics · optional | taxes |
language | string | ISO language code of the user's query (e.g., en, es, fr)5 languages | en |
| Numbers 2 columns | |||
response_time_ms | integer | Time taken by the chatbot to respond, in milliseconds0 or more | 450 |
user_feedback_rating | integer | Optional user feedback rating for the chatbot response (1-5 scale)1 to 5 · optional | 5 |
| Dates and times 1 column | |||
interaction_timestamp | datetime | Date and time when the user submitted the query | 2023-12-31T23:59:59Z |
| True or false 2 columns | |||
resolved | boolean | Indicates whether the user's query was successfully resolved | true |
escalated_to_human | boolean | Indicates if the interaction was escalated to a human agent | false |
Use it for
A government dashboard
The resolved rate, response_
time_ ms by resolution_ type and a breakdown of query_ topic. Excel, Power BI or Tableau. Why do the 11 no_
resolution rows have a mean response_ time_ ms of 585,677,358? A root-cause class exercise
Hand out the rows and one question. The answer is in the data, not in the brief.
- Logs130fG8xvD_12Jb9450direct_a…Jh1Vf9p_KlB21100faq_sugg…Tj8fQd1_KpL91200escalati…
A software demo
Believable logs with chatbot_
id, session_ id and interaction_ timestamp to fill a screen in front of a buyer.
This dataset130 rows14 columns
Yours1,000 rows14 columns
blueprint · government-ai-chatbot-logs
Behind this dataset
Same schema. As many rows as you need.
These 130 rows came out of a blueprint — 14 columns with generation rules behind each one. Open it in Data Factory to retune a column, add your own, wire in foreign keys, and run it at the size you actually need.
Rules it was built with
- Each row represents a single user interaction with a chatbot.
- Log includes anonymized user intent, timestamp, response time, and resolution outcome.
- Flag for escalated requests or unresolved queries.
- Categorize queries by service area (e.g., taxes, permits, public health).
- Track feedback rating if provided post-interaction.
- Exclude any personally identifying information.
Open the blueprint in Data Factory
1 credit per row. New accounts start with 25 free credits.
- Exports
- CSV, JSON, JSONL, Parquet, SQL, Excel, TSV, XML
- Licence
- yours to use, including commercially
- API slug
- government-ai-chatbot-logs