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

Which Indian cities show the strongest clash reporting signal?

A comparison of 45 Indian cities covered by Prism Geo. 18 pass the evidence gates and are ranked by exact clash-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 · 18 city-linked districts

Where the clash 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 11–18 Not ranked
Indian districts containing cities in the clash reporting ranking India's national silhouette has a soft boundary shadow. District lines are subdued, while the 18 districts containing ranked cities are highlighted by rank. #13 Bhopal — Bhopal district proxy — 2.41 tagged reports per 10,000 civic reports#11 Srinagar — Srinagar district proxy — 3.43 tagged reports per 10,000 civic reports#5 Vadodara — Vadodara district proxy — 10.64 tagged reports per 10,000 civic reports#7 Surat — Surat district proxy — 7.16 tagged reports per 10,000 civic reports#15 Patna — Patna district proxy — 1.91 tagged reports per 10,000 civic reports#14 Gurugram — Gurgaon district proxy — 2.10 tagged reports per 10,000 civic reports#10 Kolkata — Kolkata district proxy — 3.52 tagged reports per 10,000 civic reports#6 Amritsar — Amritsar district proxy — 9.20 tagged reports per 10,000 civic reports#4 Ludhiana — Ludhiana district proxy — 12.45 tagged reports per 10,000 civic reports#16 Mumbai — Mumbai Suburban district proxy — 1.76 tagged reports per 10,000 civic reports#9 Nagpur — Nagpur district proxy — 4.79 tagged reports per 10,000 civic reports#3 Udaipur — Udaipur district proxy — 14.64 tagged reports per 10,000 civic reports#1 Bareilly — Bareilly district proxy — 18.03 tagged reports per 10,000 civic reports#18 Lucknow — Lucknow district proxy — 0.85 tagged reports per 10,000 civic reports#2 Kanpur — Kanpur Nagar district proxy — 14.85 tagged reports per 10,000 civic reports#8 Noida — Gautam Buddha Nagar district proxy — 5.89 tagged reports per 10,000 civic reports#12 Prayagraj — Allahabad district proxy — 3.09 tagged reports per 10,000 civic reports#17 New Delhi — Central district proxy — 1.01 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

Bareilly leads the normalized comparison at 18.03 tagged reports per 10,000 civic reports. New Delhi leads raw volume with 30 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
18
passed both evidence gates
Normalized leader
Bareilly
18.03 per 10K
Raw-volume leader
New Delhi
30 tagged reports
Largest recent rise
Bareilly
+23.10 per-10K points
National comparison
-0.62
recent per-10K change
Computed findings
What stands out
Complete ranking
Primary and companion measures

Clash 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
1Bareilly
Uttar Pradesh
18.03154+23.102/5
2Kanpur
Uttar Pradesh
14.85116-24.662/5
3Udaipur
Rajasthan
14.6469+2.882/5
4Ludhiana
Punjab
12.45163+14.294/5
5Vadodara
Gujarat
10.64318-18.162/5
6Amritsar
Punjab
9.2068-15.352/5
7Surat
Gujarat
7.16317+0.142/5
8Noida
Uttar Pradesh
5.89125-7.973/5
9Nagpur
Maharashtra
4.79511+13.691/5
10Kolkata
West Bengal
3.52117-3.124/5
11Srinagar
Jammu and Kashmir
3.43514-5.752/5
12Prayagraj
Uttar Pradesh
3.09513-6.041/5
13Bhopal
Madhya Pradesh
2.41415+6.512/5
14Gurugram
Haryana
2.10510+5.061/5
15Patna
Bihar
1.91512-0.333/5
16Mumbai
Maharashtra
1.76212-1.004/5
17New Delhi
Delhi
1.01301-0.675/5
18Lucknow
Uttar Pradesh
0.85316-0.233/5

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 #4 · qualified coverage base

Bareilly: Clash reporting profile

15 tagged reports appeared within 8,318 civic reports in 2021–2025, equal to 18.03 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 6.94 in 2021–2023 versus 30.04 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
18.03
per 10K civic reports
Tagged coverage
15
2 active years
Recent change
+23.10
per-10K points
Action marker
13.3%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 23.11/10K (3 reports)2023 · 0.00/10K (0 reports)2024 · 0.00/10K (0 reports)2025 · 65.01/10K (12 reports)
Classifier category mix
Protest Civil Unrest · 12Crime & violence · 3

The classifier marked authority or institutional action in 2 reports (13.3%) 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 Bareilly's broader civic problems analysis →
Normalized #2 · raw-volume #6 · qualified coverage base

Kanpur: Clash reporting profile

11 tagged reports appeared within 7,407 civic reports in 2021–2025, equal to 14.85 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 24.66 in 2021–2023 versus 0.00 in 2024–2025. The city's peak normalized year was 2022.

Normalized signal
14.85
per 10K civic reports
Tagged coverage
11
2 active years
Recent change
-24.66
per-10K points
Action marker
45.5%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 45.55/10K (9 reports)2023 · 14.23/10K (2 reports)2024 · 0.00/10K (0 reports)2025 · 0.00/10K (0 reports)
Classifier category mix
Crime & violence · 10Protest Civil Unrest · 1

The classifier marked authority or institutional action in 5 reports (45.5%) 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 Kanpur's broader civic problems analysis →
Normalized #3 · raw-volume #9 · qualified coverage base

Udaipur: Clash reporting profile

6 tagged reports appeared within 4,098 civic reports in 2021–2025, equal to 14.64 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 13.80 in 2021–2023 versus 16.68 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
14.64
per 10K civic reports
Tagged coverage
6
2 active years
Recent change
+2.88
per-10K points
Action marker
50.0%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 0.00/10K (0 reports)2023 · 90.91/10K (4 reports)2024 · 35.21/10K (2 reports)2025 · 0.00/10K (0 reports)
Classifier category mix
Crime & violence · 6

The classifier marked authority or institutional action in 3 reports (50.0%) 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 Udaipur's broader civic problems analysis →
Normalized #4 · raw-volume #3 · qualified coverage base

Ludhiana: Clash reporting profile

16 tagged reports appeared within 12,851 civic reports in 2021–2025, equal to 12.45 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 9.13 in 2021–2023 versus 23.42 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
12.45
per 10K civic reports
Tagged coverage
16
4 active years
Recent change
+14.29
per-10K points
Action marker
31.2%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 4.80/10K (2 reports)2023 · 21.60/10K (7 reports)2024 · 7.04/10K (1 reports)2025 · 38.24/10K (6 reports)
Classifier category mix
Crime & violence · 15Protest Civil Unrest · 1

The classifier marked authority or institutional action in 5 reports (31.2%) 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 #5 · raw-volume #18 · qualified coverage base

Vadodara: Clash reporting profile

3 tagged reports appeared within 2,820 civic reports in 2021–2025, equal to 10.64 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 18.16 in 2021–2023 versus 0.00 in 2024–2025. The city's peak normalized year was 2022.

Normalized signal
10.64
per 10K civic reports
Tagged coverage
3
2 active years
Recent change
-18.16
per-10K points
Action marker
33.3%
classifier coverage
20212025
Annual evidence
2021 · 18.21/10K (1 reports)2022 · 32.73/10K (2 reports)2023 · 0.00/10K (0 reports)2024 · 0.00/10K (0 reports)2025 · 0.00/10K (0 reports)
Classifier category mix
Crime & violence · 2Protest Civil Unrest · 1

The classifier marked authority or institutional action in 1 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 Vadodara's broader civic problems analysis →
Normalized #6 · raw-volume #8 · qualified coverage base

Amritsar: Clash reporting profile

6 tagged reports appeared within 6,520 civic reports in 2021–2025, equal to 9.20 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 15.35 in 2021–2023 versus 0.00 in 2024–2025. The city's peak normalized year was 2022.

Normalized signal
9.20
per 10K civic reports
Tagged coverage
6
2 active years
Recent change
-15.35
per-10K points
Action marker
16.7%
classifier coverage
20212025
Annual evidence
2021 · 12.15/10K (1 reports)2022 · 34.36/10K (5 reports)2023 · 0.00/10K (0 reports)2024 · 0.00/10K (0 reports)2025 · 0.00/10K (0 reports)
Classifier category mix
Crime & violence · 6

The classifier marked authority or institutional action in 1 reports (16.7%) 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 Amritsar's broader civic problems analysis →
Normalized #7 · raw-volume #17 · qualified coverage base

Surat: Clash reporting profile

3 tagged reports appeared within 4,191 civic reports in 2021–2025, equal to 7.16 per 10,000. The recent-period comparison shows a broadly stable share of local civic coverage: 7.11 in 2021–2023 versus 7.25 in 2024–2025. The city's peak normalized year was 2022.

Normalized signal
7.16
per 10K civic reports
Tagged coverage
3
2 active years
Recent change
+0.14
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 23.92/10K (2 reports)2023 · 0.00/10K (0 reports)2024 · 14.93/10K (1 reports)2025 · 0.00/10K (0 reports)
Classifier category mix
Crime & violence · 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 Surat's broader civic problems analysis →
Normalized #8 · raw-volume #5 · qualified coverage base

Noida: Clash reporting profile

12 tagged reports appeared within 20,361 civic reports in 2021–2025, equal to 5.89 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 9.17 in 2021–2023 versus 1.20 in 2024–2025. The city's peak normalized year was 2022.

Normalized signal
5.89
per 10K civic reports
Tagged coverage
12
3 active years
Recent change
-7.97
per-10K points
Action marker
25.0%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 12.93/10K (6 reports)2023 · 12.16/10K (5 reports)2024 · 1.96/10K (1 reports)2025 · 0.00/10K (0 reports)
Classifier category mix
Crime & violence · 11Protest Civil Unrest · 1

The classifier marked authority or institutional action in 3 reports (25.0%) 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 #9 · raw-volume #11 · qualified coverage base

Nagpur: Clash reporting profile

5 tagged reports appeared within 10,447 civic reports in 2021–2025, equal to 4.79 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 0.00 in 2021–2023 versus 13.69 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
4.79
per 10K civic reports
Tagged coverage
5
1 active years
Recent change
+13.69
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 · 0.00/10K (0 reports)2025 · 23.85/10K (5 reports)
Classifier category mix
Crime & violence · 3Protest Civil Unrest · 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 Nagpur's broader civic problems analysis →
Normalized #10 · raw-volume #7 · qualified coverage base

Kolkata: Clash reporting profile

11 tagged reports appeared within 31,282 civic reports in 2021–2025, equal to 3.52 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 5.06 in 2021–2023 versus 1.94 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
3.52
per 10K civic reports
Tagged coverage
11
4 active years
Recent change
-3.12
per-10K points
Action marker
27.3%
classifier coverage
20212025
Annual evidence
2021 · 2.53/10K (1 reports)2022 · 4.66/10K (3 reports)2023 · 7.40/10K (4 reports)2024 · 2.91/10K (3 reports)2025 · 0.00/10K (0 reports)
Classifier category mix
Crime & violence · 8Protest Civil Unrest · 3

The classifier marked authority or institutional action in 3 reports (27.3%) and conclusion language in 1 (9.1%). 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 #11 · raw-volume #14 · qualified coverage base

Srinagar: Clash 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: 5.75 in 2021–2023 versus 0.00 in 2024–2025. The city's peak normalized year was 2022.

Normalized signal
3.43
per 10K civic reports
Tagged coverage
5
2 active years
Recent change
-5.75
per-10K points
Action marker
20.0%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 12.29/10K (4 reports)2023 · 3.68/10K (1 reports)2024 · 0.00/10K (0 reports)2025 · 0.00/10K (0 reports)
Classifier category mix
Crime & violence · 4Terrorism & conflict · 1

The classifier marked authority or institutional action in 1 reports (20.0%) 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 Srinagar's broader civic problems analysis →
Normalized #12 · raw-volume #13 · qualified coverage base

Prayagraj: Clash reporting profile

5 tagged reports appeared within 16,169 civic reports in 2021–2025, equal to 3.09 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 6.04 in 2021–2023 versus 0.00 in 2024–2025. The city's peak normalized year was 2022.

Normalized signal
3.09
per 10K civic reports
Tagged coverage
5
1 active years
Recent change
-6.04
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 21.21/10K (5 reports)2023 · 0.00/10K (0 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 Prayagraj's broader civic problems analysis →
Normalized #13 · raw-volume #15 · qualified coverage base

Bhopal: Clash reporting profile

4 tagged reports appeared within 16,621 civic reports in 2021–2025, equal to 2.41 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 0.00 in 2021–2023 versus 6.51 in 2024–2025. The city's peak normalized year was 2024.

Normalized signal
2.41
per 10K civic reports
Tagged coverage
4
2 active years
Recent change
+6.51
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 · 11.57/10K (3 reports)2025 · 2.81/10K (1 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 Bhopal's broader civic problems analysis →
Normalized #14 · raw-volume #10 · qualified coverage base

Gurugram: Clash reporting profile

5 tagged reports appeared within 23,841 civic reports in 2021–2025, equal to 2.10 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 0.00 in 2021–2023 versus 5.06 in 2024–2025. The city's peak normalized year was 2024.

Normalized signal
2.10
per 10K civic reports
Tagged coverage
5
1 active years
Recent change
+5.06
per-10K points
Action marker
20.0%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 0.00/10K (0 reports)2023 · 0.00/10K (0 reports)2024 · 9.70/10K (5 reports)2025 · 0.00/10K (0 reports)
Classifier category mix
Crime & violence · 5

The classifier marked authority or institutional action in 1 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 Gurugram's broader civic problems analysis →
Normalized #15 · raw-volume #12 · qualified coverage base

Patna: Clash reporting profile

5 tagged reports appeared within 26,153 civic reports in 2021–2025, equal to 1.91 per 10,000. The recent-period comparison shows a broadly stable share of local civic coverage: 2.06 in 2021–2023 versus 1.73 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
1.91
per 10K civic reports
Tagged coverage
5
3 active years
Recent change
-0.33
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 2.28/10K (1 reports)2022 · 0.00/10K (0 reports)2023 · 4.16/10K (2 reports)2024 · 3.51/10K (2 reports)2025 · 0.00/10K (0 reports)
Classifier category mix
Crime & violence · 4Protest 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 Patna's broader civic problems analysis →
Normalized #16 · raw-volume #2 · established coverage base

Mumbai: Clash reporting profile

21 tagged reports appeared within 119,517 civic reports in 2021–2025, equal to 1.76 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 2.13 in 2021–2023 versus 1.13 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
1.76
per 10K civic reports
Tagged coverage
21
4 active years
Recent change
-1.00
per-10K points
Action marker
23.8%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 2.45/10K (7 reports)2023 · 3.84/10K (9 reports)2024 · 1.43/10K (3 reports)2025 · 0.86/10K (2 reports)
Classifier category mix
Crime & violence · 13Protest Civil Unrest · 8

The classifier marked authority or institutional action in 5 reports (23.8%) 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 #17 · raw-volume #1 · established coverage base

New Delhi: Clash reporting profile

30 tagged reports appeared within 297,207 civic reports in 2021–2025, equal to 1.01 per 10,000. The recent-period comparison shows a broadly stable share of local civic coverage: 1.27 in 2021–2023 versus 0.60 in 2024–2025. The city's peak normalized year was 2022.

Normalized signal
1.01
per 10K civic reports
Tagged coverage
30
5 active years
Recent change
-0.67
per-10K points
Action marker
6.7%
classifier coverage
20212025
Annual evidence
2021 · 0.22/10K (1 reports)2022 · 2.93/10K (19 reports)2023 · 0.42/10K (3 reports)2024 · 0.81/10K (5 reports)2025 · 0.36/10K (2 reports)
Classifier category mix
Crime & violence · 28Protest Civil Unrest · 2

The classifier marked authority or institutional action in 2 reports (6.7%) 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 #18 · raw-volume #16 · qualified coverage base

Lucknow: Clash 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 broadly stable share of local civic coverage: 0.94 in 2021–2023 versus 0.71 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
0.85
per 10K civic reports
Tagged coverage
3
3 active years
Recent change
-0.23
per-10K points
Action marker
33.3%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 1.24/10K (1 reports)2023 · 1.52/10K (1 reports)2024 · 0.00/10K (0 reports)2025 · 1.56/10K (1 reports)
Classifier category mix
Crime & violence · 3

The classifier marked authority or institutional action in 1 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 · 0.38/10K (6)2022 · 3.49/10K (76)2023 · 2.22/10K (48)2024 · 1.37/10K (28)2025 · 1.81/10K (35)

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 clash; 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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