Completion geo-tag falls outside the recommended ward boundary
Lift irrigation pump · Palakkad, Kerala · sanctioned 24 Mar 2025 · detected 12 Mar 2026 (11 days ago)
Why this was flagged
Spatial join + haversine outliers evaluated this work against 215 comparable sanctions in Kerala for the same category and financial year. The completion photograph's coordinates fall outside the recommended ward or block boundary by more than the GPS error margin. The residual for this record falls outside the learned tolerance, and the contribution breakdown below isolates which measured features carried the score.
- 01Geo-tag distance from ward+35.9
- 02Photo EXIF consistency+19.9
- 03GPS accuracy at capture+15.4
- 04Ward boundary confidence+11.8
- 05Repeat coordinates across works+3.9
Contributions are additive against the cohort baseline; they sum to the composite score and are recomputed whenever the underlying record changes.
Evidence
| Distance from ward | 9378 m |
| GPS accuracy | 11 m |
| Sanctioned | Rs 32.03 L |
| Released | Rs 29.31 L |
| Expenditure | Rs 0.46 L |
| Physical progress | 9% |
Record trail
- 24 Mar 2025Work sanctioned by the District Authority₹32.03 L · Palakkad Public Works Department
- 24 Mar 2025First instalment released to the implementing agency₹14.65 L
- 12 Mar 2026D-11 fired during the nightly scoring runSpatial join + haversine outliers · confidence 0.81
- 12 Mar 2026Alert routed to State Nodal AuthorityResponse window 7 days
- 12 Mar 2026Escalated to the State Nodal AuthorityAwaiting agency reply
The work
Detector
Asset geo-tag outside sanctioned ward
The completion photograph's coordinates fall outside the recommended ward or block boundary by more than the GPS error margin.