Prism Geo · city intelligence · pilot
Prism Geo · Rankings · Crowd Control
Public safety · evidence ranking · 2021–2025

Which Indian cities show the strongest crowd control reporting signal?

A comparison of 45 Indian cities covered by Prism Geo. 13 pass the evidence gates and are ranked by exact crowd_control-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 · 13 city-linked districts

Where the crowd control 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 11–13 Not ranked

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

Prayagraj leads the normalized comparison at 10.51 tagged reports per 10,000 civic reports. New Delhi leads raw volume with 26 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
13
passed both evidence gates
Normalized leader
Prayagraj
10.51 per 10K
Raw-volume leader
New Delhi
26 tagged reports
Largest recent rise
Prayagraj
+19.06 per-10K points
National comparison
+1.53
recent per-10K change
Computed findings
What stands out
Complete ranking
Primary and companion measures

Crowd Control 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
1Prayagraj
Uttar Pradesh
10.51173+19.063/5
2Patna
Bihar
4.97135+5.013/5
3Bareilly
Uttar Pradesh
3.61311+7.512/5
4Bengaluru
Karnataka
3.44202+3.584/5
5Meerut
Uttar Pradesh
2.89313+2.532/5
6Chennai
Tamil Nadu
2.8887+2.024/5
7Varanasi
Uttar Pradesh
2.87410+7.452/5
8Pune
Maharashtra
2.4896+2.424/5
9Kolkata
West Bengal
2.2478+0.683/5
10Gurugram
Haryana
1.6849+2.323/5
11Mumbai
Maharashtra
1.34164+1.105/5
12New Delhi
Delhi
0.87261-0.035/5
13Lucknow
Uttar Pradesh
0.85312+2.141/5

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 #3 · qualified coverage base

Prayagraj: Crowd Control reporting profile

17 tagged reports appeared within 16,169 civic reports in 2021–2025, equal to 10.51 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 1.21 in 2021–2023 versus 20.27 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
10.51
per 10K civic reports
Tagged coverage
17
3 active years
Recent change
+19.06
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 6.41/10K (1 reports)2022 · 0.00/10K (0 reports)2023 · 0.00/10K (0 reports)2024 · 7.19/10K (3 reports)2025 · 34.94/10K (13 reports)
Classifier category mix
Public safety · 13Protest Civil Unrest · 2Crime & violence · 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 Prayagraj's broader civic problems analysis →
Normalized #2 · raw-volume #5 · qualified coverage base

Patna: Crowd Control reporting profile

13 tagged reports appeared within 26,153 civic reports in 2021–2025, equal to 4.97 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 2.75 in 2021–2023 versus 7.76 in 2024–2025. The city's peak normalized year was 2024.

Normalized signal
4.97
per 10K civic reports
Tagged coverage
13
3 active years
Recent change
+5.01
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 9.13/10K (4 reports)2022 · 0.00/10K (0 reports)2023 · 0.00/10K (0 reports)2024 · 10.52/10K (6 reports)2025 · 5.09/10K (3 reports)
Classifier category mix
Protest Civil Unrest · 7Public safety · 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 Patna's broader civic problems analysis →
Normalized #3 · raw-volume #11 · qualified coverage base

Bareilly: Crowd Control reporting profile

3 tagged reports appeared within 8,318 civic reports in 2021–2025, equal to 3.61 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 0.00 in 2021–2023 versus 7.51 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
3.61
per 10K civic reports
Tagged coverage
3
2 active years
Recent change
+7.51
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 · 10.83/10K (2 reports)
Classifier category mix
Protest Civil Unrest · 2Public 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 Bareilly's broader civic problems analysis →
Normalized #4 · raw-volume #2 · established coverage base

Bengaluru: Crowd Control reporting profile

20 tagged reports appeared within 58,199 civic reports in 2021–2025, equal to 3.44 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 1.68 in 2021–2023 versus 5.26 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
3.44
per 10K civic reports
Tagged coverage
20
4 active years
Recent change
+3.58
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 0.93/10K (1 reports)2023 · 3.17/10K (4 reports)2024 · 4.50/10K (6 reports)2025 · 5.93/10K (9 reports)
Classifier category mix
Public safety · 17Protest Civil Unrest · 2Crime & violence · 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 Bengaluru's broader civic problems analysis →
Normalized #5 · raw-volume #13 · qualified coverage base

Meerut: Crowd Control 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 rising share of local civic coverage: 1.75 in 2021–2023 versus 4.28 in 2024–2025. The city's peak normalized year was 2024.

Normalized signal
2.89
per 10K civic reports
Tagged coverage
3
2 active years
Recent change
+2.53
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 · 6.54/10K (1 reports)2024 · 7.76/10K (2 reports)2025 · 0.00/10K (0 reports)
Classifier category mix
Public safety · 2Protest Civil Unrest · 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 Meerut's broader civic problems analysis →
Normalized #6 · raw-volume #7 · qualified coverage base

Chennai: Crowd Control reporting profile

8 tagged reports appeared within 27,784 civic reports in 2021–2025, equal to 2.88 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 1.97 in 2021–2023 versus 3.99 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
2.88
per 10K civic reports
Tagged coverage
8
4 active years
Recent change
+2.02
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 4.20/10K (2 reports)2023 · 1.33/10K (1 reports)2024 · 3.33/10K (2 reports)2025 · 4.59/10K (3 reports)
Classifier category mix
Public 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 #7 · raw-volume #10 · qualified coverage base

Varanasi: Crowd Control reporting profile

4 tagged reports appeared within 13,958 civic reports in 2021–2025, equal to 2.87 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 0.00 in 2021–2023 versus 7.45 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
2.87
per 10K civic reports
Tagged coverage
4
2 active years
Recent change
+7.45
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 · 5.67/10K (2 reports)2025 · 10.87/10K (2 reports)
Classifier category mix
Public safety · 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 Varanasi's broader civic problems analysis →
Normalized #8 · raw-volume #6 · qualified coverage base

Pune: Crowd Control reporting profile

9 tagged reports appeared within 36,239 civic reports in 2021–2025, equal to 2.48 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 1.45 in 2021–2023 versus 3.87 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
2.48
per 10K civic reports
Tagged coverage
9
4 active years
Recent change
+2.42
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 3.29/10K (2 reports)2022 · 1.37/10K (1 reports)2023 · 0.00/10K (0 reports)2024 · 2.47/10K (2 reports)2025 · 5.42/10K (4 reports)
Classifier category mix
Public safety · 9

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 #9 · raw-volume #8 · qualified coverage base

Kolkata: Crowd Control reporting profile

7 tagged reports appeared within 31,282 civic reports in 2021–2025, equal to 2.24 per 10,000. The recent-period comparison shows a broadly stable share of local civic coverage: 1.90 in 2021–2023 versus 2.58 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
2.24
per 10K civic reports
Tagged coverage
7
3 active years
Recent change
+0.68
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 3.11/10K (2 reports)2023 · 1.85/10K (1 reports)2024 · 0.00/10K (0 reports)2025 · 7.75/10K (4 reports)
Classifier category mix
Protest Civil Unrest · 4Public safety · 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 Kolkata's broader civic problems analysis →
Normalized #10 · raw-volume #9 · qualified coverage base

Gurugram: Crowd Control reporting profile

4 tagged reports appeared within 23,841 civic reports in 2021–2025, equal to 1.68 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 0.72 in 2021–2023 versus 3.04 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
1.68
per 10K civic reports
Tagged coverage
4
3 active years
Recent change
+2.32
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 · 1.82/10K (1 reports)2024 · 1.94/10K (1 reports)2025 · 4.24/10K (2 reports)
Classifier category mix
Public safety · 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 Gurugram's broader civic problems analysis →
Normalized #11 · raw-volume #4 · qualified coverage base

Mumbai: Crowd Control reporting profile

16 tagged reports appeared within 119,517 civic reports in 2021–2025, equal to 1.34 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 0.93 in 2021–2023 versus 2.03 in 2024–2025. The city's peak normalized year was 2024.

Normalized signal
1.34
per 10K civic reports
Tagged coverage
16
5 active years
Recent change
+1.10
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 0.86/10K (2 reports)2022 · 0.70/10K (2 reports)2023 · 1.28/10K (3 reports)2024 · 2.86/10K (6 reports)2025 · 1.28/10K (3 reports)
Classifier category mix
Public safety · 13Protest Civil Unrest · 2Governance & policy · 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 →
Normalized #12 · raw-volume #1 · established coverage base

New Delhi: Crowd Control reporting profile

26 tagged reports appeared within 297,207 civic reports in 2021–2025, equal to 0.87 per 10,000. The recent-period comparison shows a broadly stable share of local civic coverage: 0.89 in 2021–2023 versus 0.86 in 2024–2025. The city's peak normalized year was 2021.

Normalized signal
0.87
per 10K civic reports
Tagged coverage
26
5 active years
Recent change
-0.03
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 1.77/10K (8 reports)2022 · 1.08/10K (7 reports)2023 · 0.14/10K (1 reports)2024 · 0.97/10K (6 reports)2025 · 0.73/10K (4 reports)
Classifier category mix
Public safety · 17Protest Civil Unrest · 4Governance & policy · 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 #13 · raw-volume #12 · qualified coverage base

Lucknow: Crowd Control reporting profile

3 tagged reports appeared within 35,340 civic reports in 2021–2025, equal to 0.85 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 0.00 in 2021–2023 versus 2.14 in 2024–2025. The city's peak normalized year was 2024.

Normalized signal
0.85
per 10K civic reports
Tagged coverage
3
1 active years
Recent change
+2.14
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 · 3.94/10K (3 reports)2025 · 0.00/10K (0 reports)
Classifier category mix
Public safety · 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 Lucknow's broader civic problems analysis →
National trend and methodology
All 45 cities

Annual normalized signal

20212025
2021 · 1.22/10K (19)2022 · 1.06/10K (23)2023 · 0.74/10K (16)2024 · 2.10/10K (43)2025 · 2.95/10K (57)

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 crowd_control; 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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