Prism Geo · city intelligence · pilot
Prism Geo · Rankings · Officer Death
Policing & law enforcement · evidence ranking · 2021–2025

Which Indian cities show the strongest officer death reporting signal?

A comparison of 45 Indian cities covered by Prism Geo. 15 pass the evidence gates and are ranked by exact officer_death-tagged news reports per 10,000 civic reports. This measures the prominence of a topic in coverage—not real-world incidence, prevalence, or safety.

Geographic view · 15 city-linked districts

Where the officer death reporting signal is concentrated

Every highlighted polygon is the 2021 administrative district containing a ranked city's coordinate. Color shows the city's reporting-signal rank band—not a measured district-wide rate, prevalence, or severity assessment.

Ranks 1–5Ranks 6–10Ranks 11–15 Not ranked
Indian districts containing cities in the officer death reporting ranking India's national silhouette has a soft boundary shadow. District lines are subdued, while the 15 districts containing ranked cities are highlighted by rank. #10 Srinagar — Srinagar district proxy — 3.43 tagged reports per 10,000 civic reports#4 Gurugram — Gurgaon district proxy — 5.45 tagged reports per 10,000 civic reports#8 Chandigarh — Chandigarh district proxy — 3.59 tagged reports per 10,000 civic reports#6 Ludhiana — Ludhiana district proxy — 4.67 tagged reports per 10,000 civic reports#7 Pune — Pune district proxy — 3.59 tagged reports per 10,000 civic reports#15 Mumbai — Mumbai Suburban district proxy — 0.84 tagged reports per 10,000 civic reports#11 Meerut — Meerut district proxy — 2.89 tagged reports per 10,000 civic reports#5 Bareilly — Bareilly district proxy — 4.81 tagged reports per 10,000 civic reports#13 Lucknow — Lucknow district proxy — 1.70 tagged reports per 10,000 civic reports#3 Ghaziabad — Ghaziabad district proxy — 5.88 tagged reports per 10,000 civic reports#9 Noida — Gautam Buddha Nagar district proxy — 3.44 tagged reports per 10,000 civic reports#2 Chennai — Chennai district proxy — 6.12 tagged reports per 10,000 civic reports#12 Prayagraj — Allahabad district proxy — 1.86 tagged reports per 10,000 civic reports#1 Coimbatore — Coimbatore district proxy — 13.83 tagged reports per 10,000 civic reports#14 New Delhi — Central district proxy — 0.94 tagged reports per 10,000 civic reports

Boundary geometry: geoBoundaries, ADM2, 2021 representation, Open Data Commons Open Database License 1.0. Districts are visual locators for city-ranked data and may not reflect later administrative changes.

How to read this ranking

Coimbatore leads the normalized comparison at 13.83 tagged reports per 10,000 civic reports. New Delhi leads raw volume with 28 reports. The two leaders can differ because normalization controls for each city's overall civic-news footprint.

Cities evaluated
45
existing India profiles
Cities ranked
15
passed both evidence gates
Normalized leader
Coimbatore
13.83 per 10K
Raw-volume leader
New Delhi
28 tagged reports
Largest recent rise
Chennai
+6.29 per-10K points
National comparison
+0.82
recent per-10K change
Computed findings
What stands out
Complete ranking
Primary and companion measures

Officer Death reporting signal by city

The primary rank uses tagged reports per 10,000 civic reports. Raw rank, recent change, and active years show whether a result depends on city size, timing, or a narrow burst.

RankCitySignal / 10KTagged reportsRaw rankRecent changeActive years
1Coimbatore
Tamil Nadu
13.8369-22.271/5
2Chennai
Tamil Nadu
6.12172+6.292/5
3Ghaziabad
Uttar Pradesh
5.88105+4.414/5
4Gurugram
Haryana
5.45133-5.843/5
5Bareilly
Uttar Pradesh
4.81413+10.012/5
6Ludhiana
Punjab
4.67611+7.003/5
7Pune
Maharashtra
3.59134-2.883/5
8Chandigarh
Chandigarh
3.5987+7.043/5
9Noida
Uttar Pradesh
3.4478+6.353/5
10Srinagar
Jammu and Kashmir
3.43512-2.904/5
11Meerut
Uttar Pradesh
2.89314-1.353/5
12Prayagraj
Uttar Pradesh
1.86315+3.802/5
13Lucknow
Uttar Pradesh
1.70610+1.914/5
14New Delhi
Delhi
0.94281+0.855/5
15Mumbai
Maharashtra
0.84106-0.973/5

A city qualifies with at least 3 exact-tag reports and 300 total civic reports across complete years 2021–2025.

City-by-city evidence
Normalized #1 · raw-volume #9 · qualified coverage base

Coimbatore: Officer Death reporting profile

6 tagged reports appeared within 4,339 civic reports in 2021–2025, equal to 13.83 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 22.27 in 2021–2023 versus 0.00 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
13.83
per 10K civic reports
Tagged coverage
6
1 active years
Recent change
-22.27
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 0.00/10K (0 reports)2023 · 68.10/10K (6 reports)2024 · 0.00/10K (0 reports)2025 · 0.00/10K (0 reports)
Classifier category mix
Policing & law enforcement · 6

The classifier marked authority or institutional action in 0 reports (0.0%) and conclusion language in 0 (0.0%). These are article-level signals: repeated coverage can refer to the same underlying event, and the markers do not prove official resolution.

Open Coimbatore's broader civic problems analysis →
Normalized #2 · raw-volume #2 · qualified coverage base

Chennai: Officer Death reporting profile

17 tagged reports appeared within 27,784 civic reports in 2021–2025, equal to 6.12 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 3.28 in 2021–2023 versus 9.57 in 2024–2025. The city's peak normalized year was 2024.

Normalized signal
6.12
per 10K civic reports
Tagged coverage
17
2 active years
Recent change
+6.29
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 16.78/10K (5 reports)2022 · 0.00/10K (0 reports)2023 · 0.00/10K (0 reports)2024 · 19.99/10K (12 reports)2025 · 0.00/10K (0 reports)
Classifier category mix
Policing & law enforcement · 9Public safety · 8

The classifier marked authority or institutional action in 0 reports (0.0%) and conclusion language in 0 (0.0%). These are article-level signals: repeated coverage can refer to the same underlying event, and the markers do not prove official resolution.

Open Chennai's broader civic problems analysis →
Normalized #3 · raw-volume #5 · qualified coverage base

Ghaziabad: Officer Death reporting profile

10 tagged reports appeared within 17,010 civic reports in 2021–2025, equal to 5.88 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 4.04 in 2021–2023 versus 8.45 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
5.88
per 10K civic reports
Tagged coverage
10
4 active years
Recent change
+4.41
per-10K points
Action marker
10.0%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 2.89/10K (1 reports)2023 · 9.62/10K (3 reports)2024 · 4.95/10K (2 reports)2025 · 13.08/10K (4 reports)
Classifier category mix
Policing & law enforcement · 9Public safety · 1

The classifier marked authority or institutional action in 1 reports (10.0%) and conclusion language in 0 (0.0%). These are article-level signals: repeated coverage can refer to the same underlying event, and the markers do not prove official resolution.

Open Ghaziabad's broader civic problems analysis →
Normalized #4 · raw-volume #3 · qualified coverage base

Gurugram: Officer Death reporting profile

13 tagged reports appeared within 23,841 civic reports in 2021–2025, equal to 5.45 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 7.87 in 2021–2023 versus 2.03 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
5.45
per 10K civic reports
Tagged coverage
13
3 active years
Recent change
-5.84
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 3.64/10K (1 reports)2022 · 0.00/10K (0 reports)2023 · 18.18/10K (10 reports)2024 · 3.88/10K (2 reports)2025 · 0.00/10K (0 reports)
Classifier category mix
Policing & law enforcement · 13

The classifier marked authority or institutional action in 0 reports (0.0%) and conclusion language in 0 (0.0%). These are article-level signals: repeated coverage can refer to the same underlying event, and the markers do not prove official resolution.

Open Gurugram's broader civic problems analysis →
Normalized #5 · raw-volume #13 · qualified coverage base

Bareilly: Officer Death reporting profile

4 tagged reports appeared within 8,318 civic reports in 2021–2025, equal to 4.81 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 0.00 in 2021–2023 versus 10.01 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
4.81
per 10K civic reports
Tagged coverage
4
2 active years
Recent change
+10.01
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 0.00/10K (0 reports)2023 · 0.00/10K (0 reports)2024 · 4.65/10K (1 reports)2025 · 16.25/10K (3 reports)
Classifier category mix
Policing & law enforcement · 4

The classifier marked authority or institutional action in 0 reports (0.0%) and conclusion language in 0 (0.0%). These are article-level signals: repeated coverage can refer to the same underlying event, and the markers do not prove official resolution.

Open Bareilly's broader civic problems analysis →
Normalized #6 · raw-volume #11 · qualified coverage base

Ludhiana: Officer Death reporting profile

6 tagged reports appeared within 12,851 civic reports in 2021–2025, equal to 4.67 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 3.04 in 2021–2023 versus 10.04 in 2024–2025. The city's peak normalized year was 2024.

Normalized signal
4.67
per 10K civic reports
Tagged coverage
6
3 active years
Recent change
+7.00
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 12.22/10K (3 reports)2022 · 0.00/10K (0 reports)2023 · 0.00/10K (0 reports)2024 · 14.08/10K (2 reports)2025 · 6.37/10K (1 reports)
Classifier category mix
Policing & law enforcement · 6

The classifier marked authority or institutional action in 0 reports (0.0%) and conclusion language in 0 (0.0%). These are article-level signals: repeated coverage can refer to the same underlying event, and the markers do not prove official resolution.

Open Ludhiana's broader civic problems analysis →
Normalized #7 · raw-volume #4 · qualified coverage base

Pune: Officer Death reporting profile

13 tagged reports appeared within 36,239 civic reports in 2021–2025, equal to 3.59 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 4.82 in 2021–2023 versus 1.94 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
3.59
per 10K civic reports
Tagged coverage
13
3 active years
Recent change
-2.88
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 4.11/10K (3 reports)2023 · 9.49/10K (7 reports)2024 · 3.70/10K (3 reports)2025 · 0.00/10K (0 reports)
Classifier category mix
Policing & law enforcement · 13

The classifier marked authority or institutional action in 0 reports (0.0%) and conclusion language in 0 (0.0%). These are article-level signals: repeated coverage can refer to the same underlying event, and the markers do not prove official resolution.

Open Pune's broader civic problems analysis →
Normalized #8 · raw-volume #7 · qualified coverage base

Chandigarh: Officer Death reporting profile

8 tagged reports appeared within 22,311 civic reports in 2021–2025, equal to 3.59 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 1.32 in 2021–2023 versus 8.36 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
3.59
per 10K civic reports
Tagged coverage
8
3 active years
Recent change
+7.04
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 0.00/10K (0 reports)2023 · 3.97/10K (2 reports)2024 · 2.60/10K (1 reports)2025 · 15.02/10K (5 reports)
Classifier category mix
Policing & law enforcement · 7Public safety · 1

The classifier marked authority or institutional action in 0 reports (0.0%) and conclusion language in 0 (0.0%). These are article-level signals: repeated coverage can refer to the same underlying event, and the markers do not prove official resolution.

Open Chandigarh's broader civic problems analysis →
Normalized #9 · raw-volume #8 · qualified coverage base

Noida: Officer Death reporting profile

7 tagged reports appeared within 20,361 civic reports in 2021–2025, equal to 3.44 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 0.83 in 2021–2023 versus 7.18 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
3.44
per 10K civic reports
Tagged coverage
7
3 active years
Recent change
+6.35
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 3.08/10K (1 reports)2022 · 0.00/10K (0 reports)2023 · 0.00/10K (0 reports)2024 · 3.93/10K (2 reports)2025 · 12.23/10K (4 reports)
Classifier category mix
Policing & law enforcement · 7

The classifier marked authority or institutional action in 0 reports (0.0%) and conclusion language in 0 (0.0%). These are article-level signals: repeated coverage can refer to the same underlying event, and the markers do not prove official resolution.

Open Noida's broader civic problems analysis →
Normalized #10 · raw-volume #12 · qualified coverage base

Srinagar: Officer Death reporting profile

5 tagged reports appeared within 14,562 civic reports in 2021–2025, equal to 3.43 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 4.60 in 2021–2023 versus 1.70 in 2024–2025. The city's peak normalized year was 2022.

Normalized signal
3.43
per 10K civic reports
Tagged coverage
5
4 active years
Recent change
-2.90
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 3.67/10K (1 reports)2022 · 6.14/10K (2 reports)2023 · 3.68/10K (1 reports)2024 · 0.00/10K (0 reports)2025 · 3.03/10K (1 reports)
Classifier category mix
Policing & law enforcement · 5

The classifier marked authority or institutional action in 0 reports (0.0%) and conclusion language in 0 (0.0%). These are article-level signals: repeated coverage can refer to the same underlying event, and the markers do not prove official resolution.

Open Srinagar's broader civic problems analysis →
Normalized #11 · raw-volume #14 · qualified coverage base

Meerut: Officer Death reporting profile

3 tagged reports appeared within 10,393 civic reports in 2021–2025, equal to 2.89 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 3.49 in 2021–2023 versus 2.14 in 2024–2025. The city's peak normalized year was 2022.

Normalized signal
2.89
per 10K civic reports
Tagged coverage
3
3 active years
Recent change
-1.35
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 4.29/10K (1 reports)2022 · 5.37/10K (1 reports)2023 · 0.00/10K (0 reports)2024 · 3.88/10K (1 reports)2025 · 0.00/10K (0 reports)
Classifier category mix
Policing & law enforcement · 3

The classifier marked authority or institutional action in 0 reports (0.0%) and conclusion language in 0 (0.0%). These are article-level signals: repeated coverage can refer to the same underlying event, and the markers do not prove official resolution.

Open Meerut's broader civic problems analysis →
Normalized #12 · raw-volume #15 · qualified coverage base

Prayagraj: Officer Death reporting profile

3 tagged reports appeared within 16,169 civic reports in 2021–2025, equal to 1.86 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 0.00 in 2021–2023 versus 3.80 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
1.86
per 10K civic reports
Tagged coverage
3
2 active years
Recent change
+3.80
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 0.00/10K (0 reports)2023 · 0.00/10K (0 reports)2024 · 2.40/10K (1 reports)2025 · 5.37/10K (2 reports)
Classifier category mix
Policing & law enforcement · 3

The classifier marked authority or institutional action in 0 reports (0.0%) and conclusion language in 0 (0.0%). These are article-level signals: repeated coverage can refer to the same underlying event, and the markers do not prove official resolution.

Open Prayagraj's broader civic problems analysis →
Normalized #13 · raw-volume #10 · qualified coverage base

Lucknow: Officer Death reporting profile

6 tagged reports appeared within 35,340 civic reports in 2021–2025, equal to 1.70 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 0.94 in 2021–2023 versus 2.85 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
1.70
per 10K civic reports
Tagged coverage
6
4 active years
Recent change
+1.91
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 1.50/10K (1 reports)2022 · 1.24/10K (1 reports)2023 · 0.00/10K (0 reports)2024 · 2.62/10K (2 reports)2025 · 3.13/10K (2 reports)
Classifier category mix
Policing & law enforcement · 6

The classifier marked authority or institutional action in 0 reports (0.0%) and conclusion language in 0 (0.0%). These are article-level signals: repeated coverage can refer to the same underlying event, and the markers do not prove official resolution.

Open Lucknow's broader civic problems analysis →
Normalized #14 · raw-volume #1 · established coverage base

New Delhi: Officer Death reporting profile

28 tagged reports appeared within 297,207 civic reports in 2021–2025, equal to 0.94 per 10,000. The recent-period comparison shows a broadly stable share of local civic coverage: 0.61 in 2021–2023 versus 1.46 in 2024–2025. The city's peak normalized year was 2024.

Normalized signal
0.94
per 10K civic reports
Tagged coverage
28
5 active years
Recent change
+0.85
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 1.10/10K (5 reports)2022 · 0.62/10K (4 reports)2023 · 0.28/10K (2 reports)2024 · 1.46/10K (9 reports)2025 · 1.46/10K (8 reports)
Classifier category mix
Policing & law enforcement · 26Public safety · 2

The classifier marked authority or institutional action in 0 reports (0.0%) and conclusion language in 0 (0.0%). These are article-level signals: repeated coverage can refer to the same underlying event, and the markers do not prove official resolution.

Open New Delhi's broader civic problems analysis →
Normalized #15 · raw-volume #6 · qualified coverage base

Mumbai: Officer Death reporting profile

10 tagged reports appeared within 119,517 civic reports in 2021–2025, equal to 0.84 per 10,000. The recent-period comparison shows a broadly stable share of local civic coverage: 1.20 in 2021–2023 versus 0.23 in 2024–2025. The city's peak normalized year was 2022.

Normalized signal
0.84
per 10K civic reports
Tagged coverage
10
3 active years
Recent change
-0.97
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 1.75/10K (5 reports)2023 · 1.71/10K (4 reports)2024 · 0.00/10K (0 reports)2025 · 0.43/10K (1 reports)
Classifier category mix
Policing & law enforcement · 9Public safety · 1

The classifier marked authority or institutional action in 0 reports (0.0%) and conclusion language in 0 (0.0%). These are article-level signals: repeated coverage can refer to the same underlying event, and the markers do not prove official resolution.

Open Mumbai's broader civic problems analysis →
National trend and methodology
All 45 cities

Annual normalized signal

20212025
2021 · 1.54/10K (24)2022 · 0.96/10K (21)2023 · 1.71/10K (37)2024 · 2.05/10K (42)2025 · 2.38/10K (46)

Annual values use all covered cities, including cities that do not pass the page-level ranking gate.

Transparent limits

How Prism Geo built this ranking

  • Universe: 45 Indian cities with an existing Prism Geo city manifest; conservative legacy names such as Bangalore/Bengaluru are merged.
  • Window: complete calendar years 2021–2025. Partial 2026 data is excluded.
  • Signal: the exact source tag officer_death; topic variants are not silently combined.
  • Score: tagged reports ÷ all civic reports × 10,000; raw volume is shown alongside it.
  • Coverage, action, and conclusion figures are classifier outputs. Multiple reports can concern one event, and absence of coverage is not absence of a problem.

Source: marketai.civic_geo_agg. This dataset supports comparison of reporting patterns only; it cannot establish actual case counts, risk, prevalence, or official performance.

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