Prism Geo · city intelligence · pilot
Prism Geo · Rankings · Brawl
Crime & violence · evidence ranking · 2021–2025

Which Indian cities show the strongest brawl reporting signal?

A comparison of 45 Indian cities covered by Prism Geo. 15 pass the evidence gates and are ranked by exact brawl-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 brawl 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 brawl 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. #6 Gurugram — Gurgaon district proxy — 4.19 tagged reports per 10,000 civic reports#12 Chandigarh — Chandigarh district proxy — 2.24 tagged reports per 10,000 civic reports#8 Thiruvananthapuram — Thiruvananthapuram district proxy — 3.38 tagged reports per 10,000 civic reports#11 Bengaluru — Bangalore district proxy — 2.58 tagged reports per 10,000 civic reports#13 Pune — Pune district proxy — 2.21 tagged reports per 10,000 civic reports#10 Mumbai — Mumbai Suburban district proxy — 2.76 tagged reports per 10,000 civic reports#9 Bhubaneswar — Khordha district proxy — 2.87 tagged reports per 10,000 civic reports#5 Jaipur — Jaipur district proxy — 4.32 tagged reports per 10,000 civic reports#2 Aligarh — Aligarh district proxy — 14.73 tagged reports per 10,000 civic reports#4 Bareilly — Bareilly district proxy — 4.81 tagged reports per 10,000 civic reports#15 Lucknow — Lucknow district proxy — 1.70 tagged reports per 10,000 civic reports#3 Ghaziabad — Ghaziabad district proxy — 8.23 tagged reports per 10,000 civic reports#1 Noida — Gautam Buddha Nagar district proxy — 17.68 tagged reports per 10,000 civic reports#7 Agra — Agra district proxy — 3.84 tagged reports per 10,000 civic reports#14 New Delhi — Central district proxy — 1.78 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

Noida leads the normalized comparison at 17.68 tagged reports per 10,000 civic reports. New Delhi leads raw volume with 53 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
Noida
17.68 per 10K
Raw-volume leader
New Delhi
53 tagged reports
Largest recent rise
Noida
+0.44 per-10K points
National comparison
-1.61
recent per-10K change
Computed findings
What stands out
Complete ranking
Primary and companion measures

Brawl 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
1Noida
Uttar Pradesh
17.68362+0.445/5
2Aligarh
Uttar Pradesh
14.73510-26.181/5
3Ghaziabad
Uttar Pradesh
8.23145-9.294/5
4Bareilly
Uttar Pradesh
4.81415+5.203/5
5Jaipur
Rajasthan
4.3278-1.483/5
6Gurugram
Haryana
4.19106-5.434/5
7Agra
Uttar Pradesh
3.84414-6.391/5
8Thiruvananthapuram
Kerala
3.38513+0.754/5
9Bhubaneswar
Odisha
2.87511-5.163/5
10Mumbai
Maharashtra
2.76333-1.165/5
11Bengaluru
Karnataka
2.58154-2.995/5
12Chandigarh
Chandigarh
2.24512-1.253/5
13Pune
Maharashtra
2.2187-1.603/5
14New Delhi
Delhi
1.78531-1.955/5
15Lucknow
Uttar Pradesh
1.7069+0.734/5

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 #2 · established coverage base

Noida: Brawl reporting profile

36 tagged reports appeared within 20,361 civic reports in 2021–2025, equal to 17.68 per 10,000. The recent-period comparison shows a broadly stable share of local civic coverage: 17.50 in 2021–2023 versus 17.94 in 2024–2025. The city's peak normalized year was 2022.

Normalized signal
17.68
per 10K civic reports
Tagged coverage
36
5 active years
Recent change
+0.44
per-10K points
Action marker
13.9%
classifier coverage
20212025
Annual evidence
2021 · 9.24/10K (3 reports)2022 · 30.17/10K (14 reports)2023 · 9.73/10K (4 reports)2024 · 15.71/10K (8 reports)2025 · 21.41/10K (7 reports)
Classifier category mix
Crime & violence · 36

The classifier marked authority or institutional action in 5 reports (13.9%) 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 #2 · raw-volume #10 · qualified coverage base

Aligarh: Brawl reporting profile

5 tagged reports appeared within 3,394 civic reports in 2021–2025, equal to 14.73 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 26.18 in 2021–2023 versus 0.00 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
14.73
per 10K civic reports
Tagged coverage
5
1 active years
Recent change
-26.18
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 · 77.16/10K (5 reports)2024 · 0.00/10K (0 reports)2025 · 0.00/10K (0 reports)
Classifier category mix
Crime & violence · 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 Aligarh's broader civic problems analysis →
Normalized #3 · raw-volume #5 · qualified coverage base

Ghaziabad: Brawl reporting profile

14 tagged reports appeared within 17,010 civic reports in 2021–2025, equal to 8.23 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 12.11 in 2021–2023 versus 2.82 in 2024–2025. The city's peak normalized year was 2022.

Normalized signal
8.23
per 10K civic reports
Tagged coverage
14
4 active years
Recent change
-9.29
per-10K points
Action marker
21.4%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 23.09/10K (8 reports)2023 · 12.82/10K (4 reports)2024 · 2.47/10K (1 reports)2025 · 3.27/10K (1 reports)
Classifier category mix
Crime & violence · 12Policing & law enforcement · 2

The classifier marked authority or institutional action in 3 reports (21.4%) 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 #15 · qualified coverage base

Bareilly: Brawl 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: 2.31 in 2021–2023 versus 7.51 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
4.81
per 10K civic reports
Tagged coverage
4
3 active years
Recent change
+5.20
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 · 6.45/10K (1 reports)2024 · 4.65/10K (1 reports)2025 · 10.83/10K (2 reports)
Classifier category mix
Crime & violence · 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 #5 · raw-volume #8 · qualified coverage base

Jaipur: Brawl reporting profile

7 tagged reports appeared within 16,200 civic reports in 2021–2025, equal to 4.32 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 4.86 in 2021–2023 versus 3.38 in 2024–2025. The city's peak normalized year was 2022.

Normalized signal
4.32
per 10K civic reports
Tagged coverage
7
3 active years
Recent change
-1.48
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 14.22/10K (5 reports)2023 · 0.00/10K (0 reports)2024 · 3.85/10K (1 reports)2025 · 3.02/10K (1 reports)
Classifier category mix
Crime & violence · 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 Jaipur's broader civic problems analysis →
Normalized #6 · raw-volume #6 · qualified coverage base

Gurugram: Brawl reporting profile

10 tagged reports appeared within 23,841 civic reports in 2021–2025, equal to 4.19 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 6.44 in 2021–2023 versus 1.01 in 2024–2025. The city's peak normalized year was 2022.

Normalized signal
4.19
per 10K civic reports
Tagged coverage
10
4 active years
Recent change
-5.43
per-10K points
Action marker
30.0%
classifier coverage
20212025
Annual evidence
2021 · 3.64/10K (1 reports)2022 · 12.23/10K (7 reports)2023 · 1.82/10K (1 reports)2024 · 1.94/10K (1 reports)2025 · 0.00/10K (0 reports)
Classifier category mix
Crime & violence · 10

The classifier marked authority or institutional action in 3 reports (30.0%) 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 #7 · raw-volume #14 · qualified coverage base

Agra: Brawl reporting profile

4 tagged reports appeared within 10,412 civic reports in 2021–2025, equal to 3.84 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 6.39 in 2021–2023 versus 0.00 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
3.84
per 10K civic reports
Tagged coverage
4
1 active years
Recent change
-6.39
per-10K points
Action marker
25.0%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 0.00/10K (0 reports)2023 · 22.79/10K (4 reports)2024 · 0.00/10K (0 reports)2025 · 0.00/10K (0 reports)
Classifier category mix
Crime & violence · 4

The classifier marked authority or institutional action in 1 reports (25.0%) and conclusion language in 1 (25.0%). These are article-level signals: repeated coverage can refer to the same underlying event, and the markers do not prove official resolution.

Open Agra's broader civic problems analysis →
Normalized #8 · raw-volume #13 · qualified coverage base

Thiruvananthapuram: Brawl reporting profile

5 tagged reports appeared within 14,806 civic reports in 2021–2025, equal to 3.38 per 10,000. The recent-period comparison shows a broadly stable share of local civic coverage: 3.11 in 2021–2023 versus 3.86 in 2024–2025. The city's peak normalized year was 2022.

Normalized signal
3.38
per 10K civic reports
Tagged coverage
5
4 active years
Recent change
+0.75
per-10K points
Action marker
40.0%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 4.94/10K (2 reports)2023 · 3.14/10K (1 reports)2024 · 3.81/10K (1 reports)2025 · 3.92/10K (1 reports)
Classifier category mix
Crime & violence · 5

The classifier marked authority or institutional action in 2 reports (40.0%) 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 Thiruvananthapuram's broader civic problems analysis →
Normalized #9 · raw-volume #11 · qualified coverage base

Bhubaneswar: Brawl reporting profile

5 tagged reports appeared within 17,398 civic reports in 2021–2025, equal to 2.87 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 5.16 in 2021–2023 versus 0.00 in 2024–2025. The city's peak normalized year was 2022.

Normalized signal
2.87
per 10K civic reports
Tagged coverage
5
3 active years
Recent change
-5.16
per-10K points
Action marker
40.0%
classifier coverage
20212025
Annual evidence
2021 · 3.60/10K (1 reports)2022 · 8.73/10K (3 reports)2023 · 2.89/10K (1 reports)2024 · 0.00/10K (0 reports)2025 · 0.00/10K (0 reports)
Classifier category mix
Crime & violence · 5

The classifier marked authority or institutional action in 2 reports (40.0%) and conclusion language in 1 (20.0%). These are article-level signals: repeated coverage can refer to the same underlying event, and the markers do not prove official resolution.

Open Bhubaneswar's broader civic problems analysis →
Normalized #10 · raw-volume #3 · established coverage base

Mumbai: Brawl reporting profile

33 tagged reports appeared within 119,517 civic reports in 2021–2025, equal to 2.76 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 3.19 in 2021–2023 versus 2.03 in 2024–2025. The city's peak normalized year was 2021.

Normalized signal
2.76
per 10K civic reports
Tagged coverage
33
5 active years
Recent change
-1.16
per-10K points
Action marker
33.3%
classifier coverage
20212025
Annual evidence
2021 · 3.88/10K (9 reports)2022 · 2.45/10K (7 reports)2023 · 3.42/10K (8 reports)2024 · 1.43/10K (3 reports)2025 · 2.57/10K (6 reports)
Classifier category mix
Crime & violence · 33

The classifier marked authority or institutional action in 11 reports (33.3%) and conclusion language in 1 (3.0%). 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 →
Normalized #11 · raw-volume #4 · qualified coverage base

Bengaluru: Brawl reporting profile

15 tagged reports appeared within 58,199 civic reports in 2021–2025, equal to 2.58 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 4.04 in 2021–2023 versus 1.05 in 2024–2025. The city's peak normalized year was 2021.

Normalized signal
2.58
per 10K civic reports
Tagged coverage
15
5 active years
Recent change
-2.99
per-10K points
Action marker
20.0%
classifier coverage
20212025
Annual evidence
2021 · 6.35/10K (4 reports)2022 · 4.64/10K (5 reports)2023 · 2.38/10K (3 reports)2024 · 0.75/10K (1 reports)2025 · 1.32/10K (2 reports)
Classifier category mix
Crime & violence · 15

The classifier marked authority or institutional action in 3 reports (20.0%) 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 Bengaluru's broader civic problems analysis →
Normalized #12 · raw-volume #12 · qualified coverage base

Chandigarh: Brawl reporting profile

5 tagged reports appeared within 22,311 civic reports in 2021–2025, equal to 2.24 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 2.64 in 2021–2023 versus 1.39 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
2.24
per 10K civic reports
Tagged coverage
5
3 active years
Recent change
-1.25
per-10K points
Action marker
40.0%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 1.73/10K (1 reports)2023 · 5.96/10K (3 reports)2024 · 2.60/10K (1 reports)2025 · 0.00/10K (0 reports)
Classifier category mix
Crime & violence · 5

The classifier marked authority or institutional action in 2 reports (40.0%) 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 #13 · raw-volume #7 · qualified coverage base

Pune: Brawl reporting profile

8 tagged reports appeared within 36,239 civic reports in 2021–2025, equal to 2.21 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 2.89 in 2021–2023 versus 1.29 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
2.21
per 10K civic reports
Tagged coverage
8
3 active years
Recent change
-1.60
per-10K points
Action marker
12.5%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 2.74/10K (2 reports)2023 · 5.42/10K (4 reports)2024 · 0.00/10K (0 reports)2025 · 2.71/10K (2 reports)
Classifier category mix
Crime & violence · 8

The classifier marked authority or institutional action in 1 reports (12.5%) 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 #14 · raw-volume #1 · established coverage base

New Delhi: Brawl reporting profile

53 tagged reports appeared within 297,207 civic reports in 2021–2025, equal to 1.78 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 2.55 in 2021–2023 versus 0.60 in 2024–2025. The city's peak normalized year was 2021.

Normalized signal
1.78
per 10K civic reports
Tagged coverage
53
5 active years
Recent change
-1.95
per-10K points
Action marker
15.1%
classifier coverage
20212025
Annual evidence
2021 · 5.74/10K (26 reports)2022 · 2.00/10K (13 reports)2023 · 0.99/10K (7 reports)2024 · 0.65/10K (4 reports)2025 · 0.55/10K (3 reports)
Classifier category mix
Crime & violence · 50Public safety · 3

The classifier marked authority or institutional action in 8 reports (15.1%) 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 #9 · qualified coverage base

Lucknow: Brawl 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 broadly stable share of local civic coverage: 1.41 in 2021–2023 versus 2.14 in 2024–2025. The city's peak normalized year was 2024.

Normalized signal
1.70
per 10K civic reports
Tagged coverage
6
4 active years
Recent change
+0.73
per-10K points
Action marker
33.3%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 2.48/10K (2 reports)2023 · 1.52/10K (1 reports)2024 · 2.62/10K (2 reports)2025 · 1.56/10K (1 reports)
Classifier category mix
Crime & violence · 6

The classifier marked authority or institutional action in 2 reports (33.3%) 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 →
National trend and methodology
All 45 cities

Annual normalized signal

20212025
2021 · 2.82/10K (44)2022 · 3.44/10K (75)2023 · 2.59/10K (56)2024 · 1.22/10K (25)2025 · 1.50/10K (29)

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 brawl; 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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