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জানাইনাগরিক রিপোর্টিং
Transparent methodology

Methodology

How reports become statistics — every step explained

Report → Privacy → Normalize → Duplicate → Moderate → Aggregate → Publish

Normalization

Dept/service from DB taxonomy, BBS district codes, BDT integer — no UI hard-code.

Duplicates

Deterministic + fuzzy + embedding — no auto-delete, moderator Merge/Link.

Verification levels

PUBLISHED_UNVERIFIEDClaim, PII-cleared
EVIDENCE_SUPPORTEDWith sanitized evidence
MULTIPLE_REPORTSPattern across independent reports

Never “proven corruption” without verification.

Statistics rules

RuleDetail
SourcePUBLISHED + verified statuses
n≥30Else “Insufficient data”, no ranking
k≥5Geo suppression
MedianOver mean, outliers documented
Cachecron → snapshots → s-maxage 60
ভিত্তি: N রিপোর্ট
incidentDate, not createdAt

Map

District polygons, filters, never exact pins

Index

Reported Irregularity Index — stub

Dataset

CSV/JSON, PII stripped, /data

Limitation: self-reported, selection bias — don’t treat one report as truth, look for patterns.