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courses:activists:module-03 [2026/07/22 15:48] (current) – created - external edit 127.0.0.1
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 +{{htmlmetatags>metatag-keywords=(activists module 03, pattern-mining your rti corpus)&metatag-description=(RTI for Activists & NGOs — Module 03: Pattern-mining your RTI corpus. Convert hundreds of PIO replies into a publishable dataset.)}}
 +
 +====== Module 03 — Pattern-mining your RTI corpus ======
 +
 +{{ :social:auto:activists-module-03.png?direct&1200 |RTI for Activists & NGOs Module 03}}
 +
 +
 +<WRAP center round info 95%>
 +**Quick Reply:** RTI for Activists & NGOs — Module 03: Pattern-mining your RTI corpus. Convert hundreds of PIO replies into a publishable dataset.
 +</WRAP>
 +
 +<WRAP center round info 95%>
 +**Goal:** Convert hundreds of PIO replies into a publishable dataset.
 +</WRAP>
 +
 +===== Standardise the response format =====
 +
 +PIO replies vary wildly. Before tabulation:
 +  - Scan + OCR each reply (most are PDFs / scanned letters).
 +  - Tag with metadata: state, district, PIO name, date received, days to reply.
 +  - Extract numbers into a spreadsheet column.
 +  - Flag any partial or refused responses for follow-up.
 +
 +===== Comparative tables that publish well =====
 +
 +  - **Compliance speed**: median + worst PIO reply time, by state/department.
 +  - **Disclosure rate**: % of sub-questions answered, by state.
 +  - **Variance**: Coefficient of variation across districts for the same metric — high CV = inconsistency / data quality issue.
 +  - **Outliers**: Top 5 + bottom 5 by metric.
 +
 +===== Visualisations that travel =====
 +
 +  - Choropleth map (district / state level)
 +  - Slope chart for year-on-year change
 +  - Heat map for compliance scorecard
 +  - Bullet chart for variance vs benchmark
 +
 +Avoid: pie charts, 3D bar charts (anti-pattern in data journalism).
 +
 +===== Open-data publication =====
 +
 +Publish the **raw RTI responses** as an open dataset (CSV + scanned PDFs in a Google Drive). This:
 +  - Enables third-party verification
 +  - Encourages other journalists to dig deeper
 +  - Builds your NGO's credibility as a data source
 +
 +License: CC BY 4.0. Tag in datasets.gov.in if relevant.
 +
 +===== Citing the PIO =====
 +
 +In any publication or report, cite each underlying RTI:
 +  - PIO designation, department, address
 +  - Date of RTI filing + RTI reference no.
 +  - Date of PIO reply + PIO reply reference no.
 +
 +This citation format is what makes the story court-admissible if your evidence is later challenged.
 +
 +===== ✅ Quiz =====
 +
 +Quiz available from your [[:courses:activists:app|course dashboard]].
 +
 +===== Next =====
 +
 +  * [[:courses:activists:start|← Course overview]]
 +  * Next: [[:courses:activists:final]]
 +
 +//Last reviewed: 24 April 2026.//
 +
 +{{tag>course activists module-03}}
  
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