Prism Geo · city intelligence · pilot
Prism Geo · Rankings · Pedestrian Collision
Road safety & accidents · evidence ranking · 2021–2025

Which Indian cities show the strongest pedestrian collision reporting signal?

A comparison of 45 Indian cities covered by Prism Geo. 18 pass the evidence gates and are ranked by exact pedestrian_collision-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 pedestrian collision 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 pedestrian collision 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. #9 Indore — Indore district proxy — 3.53 tagged reports per 10,000 civic reports#10 Gurugram — Gurgaon district proxy — 3.36 tagged reports per 10,000 civic reports#8 Chandigarh — Chandigarh district proxy — 3.59 tagged reports per 10,000 civic reports#13 Kolkata — Kolkata district proxy — 2.24 tagged reports per 10,000 civic reports#7 Ludhiana — Ludhiana district proxy — 3.89 tagged reports per 10,000 civic reports#18 Bengaluru — Bangalore district proxy — 0.69 tagged reports per 10,000 civic reports#1 Nashik — Nashik district proxy — 11.46 tagged reports per 10,000 civic reports#6 Pune — Pune district proxy — 4.69 tagged reports per 10,000 civic reports#4 Thane — Thane district proxy — 5.38 tagged reports per 10,000 civic reports#14 Mumbai — Mumbai Suburban district proxy — 1.67 tagged reports per 10,000 civic reports#12 Nagpur — Nagpur district proxy — 2.87 tagged reports per 10,000 civic reports#11 Meerut — Meerut district proxy — 2.89 tagged reports per 10,000 civic reports#15 Lucknow — Lucknow district proxy — 1.13 tagged reports per 10,000 civic reports#5 Ghaziabad — Ghaziabad district proxy — 5.29 tagged reports per 10,000 civic reports#2 Noida — Gautam Buddha Nagar district proxy — 11.30 tagged reports per 10,000 civic reports#3 Agra — Agra district proxy — 5.76 tagged reports per 10,000 civic reports#16 Chennai — Chennai district proxy — 1.08 tagged reports per 10,000 civic reports#17 New Delhi — Central district proxy — 0.91 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

Nashik leads the normalized comparison at 11.46 tagged reports per 10,000 civic reports. New Delhi leads raw volume with 27 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
Nashik
11.46 per 10K
Raw-volume leader
New Delhi
27 tagged reports
Largest recent rise
Noida
+21.42 per-10K points
National comparison
+0.76
recent per-10K change
Computed findings
What stands out
Complete ranking
Primary and companion measures

Pedestrian Collision 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
1Nashik
Maharashtra
11.46414+43.961/5
2Noida
Uttar Pradesh
11.30232+21.424/5
3Agra
Uttar Pradesh
5.7669+6.423/5
4Thane
Maharashtra
5.38415-8.283/5
5Ghaziabad
Uttar Pradesh
5.2995+7.844/5
6Pune
Maharashtra
4.69174-2.555/5
7Ludhiana
Punjab
3.89510-0.714/5
8Chandigarh
Chandigarh
3.5986+0.884/5
9Indore
Madhya Pradesh
3.53412+9.172/5
10Gurugram
Haryana
3.3687+1.194/5
11Meerut
Uttar Pradesh
2.89317+2.532/5
12Nagpur
Maharashtra
2.87318-4.421/5
13Kolkata
West Bengal
2.2478-3.153/5
14Mumbai
Maharashtra
1.67203-0.515/5
15Lucknow
Uttar Pradesh
1.13413+0.493/5
16Chennai
Tamil Nadu
1.08316+0.933/5
17New Delhi
Delhi
0.91271+0.354/5
18Bengaluru
Karnataka
0.69411+0.033/5

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 #14 · qualified coverage base

Nashik: Pedestrian Collision reporting profile

4 tagged reports appeared within 3,489 civic reports in 2021–2025, equal to 11.46 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 0.00 in 2021–2023 versus 43.96 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
11.46
per 10K civic reports
Tagged coverage
4
1 active years
Recent change
+43.96
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 · 73.53/10K (4 reports)
Classifier category mix
Road safety & accidents · 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 Nashik's broader civic problems analysis →
Normalized #2 · raw-volume #2 · established coverage base

Noida: Pedestrian Collision reporting profile

23 tagged reports appeared within 20,361 civic reports in 2021–2025, equal to 11.30 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 2.50 in 2021–2023 versus 23.92 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
11.30
per 10K civic reports
Tagged coverage
23
4 active years
Recent change
+21.42
per-10K points
Action marker
8.7%
classifier coverage
20212025
Annual evidence
2021 · 3.08/10K (1 reports)2022 · 0.00/10K (0 reports)2023 · 4.86/10K (2 reports)2024 · 9.82/10K (5 reports)2025 · 45.87/10K (15 reports)
Classifier category mix
Road safety & accidents · 23

The classifier marked authority or institutional action in 2 reports (8.7%) 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 Noida's broader civic problems analysis →
Normalized #3 · raw-volume #9 · qualified coverage base

Agra: Pedestrian Collision reporting profile

6 tagged reports appeared within 10,412 civic reports in 2021–2025, equal to 5.76 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 3.20 in 2021–2023 versus 9.62 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
5.76
per 10K civic reports
Tagged coverage
6
3 active years
Recent change
+6.42
per-10K points
Action marker
83.3%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 8.95/10K (2 reports)2023 · 0.00/10K (0 reports)2024 · 8.38/10K (2 reports)2025 · 11.31/10K (2 reports)
Classifier category mix
Road safety & accidents · 6

The classifier marked authority or institutional action in 5 reports (83.3%) 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 Agra's broader civic problems analysis →
Normalized #4 · raw-volume #15 · qualified coverage base

Thane: Pedestrian Collision reporting profile

4 tagged reports appeared within 7,439 civic reports in 2021–2025, equal to 5.38 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 8.28 in 2021–2023 versus 0.00 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
5.38
per 10K civic reports
Tagged coverage
4
3 active years
Recent change
-8.28
per-10K points
Action marker
25.0%
classifier coverage
20212025
Annual evidence
2021 · 9.14/10K (1 reports)2022 · 6.00/10K (1 reports)2023 · 9.66/10K (2 reports)2024 · 0.00/10K (0 reports)2025 · 0.00/10K (0 reports)
Classifier category mix
Road safety & accidents · 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 Thane's broader civic problems analysis →
Normalized #5 · raw-volume #5 · qualified coverage base

Ghaziabad: Pedestrian Collision reporting profile

9 tagged reports appeared within 17,010 civic reports in 2021–2025, equal to 5.29 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 2.02 in 2021–2023 versus 9.86 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
5.29
per 10K civic reports
Tagged coverage
9
4 active years
Recent change
+7.84
per-10K points
Action marker
33.3%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 2.89/10K (1 reports)2023 · 3.21/10K (1 reports)2024 · 7.42/10K (3 reports)2025 · 13.08/10K (4 reports)
Classifier category mix
Road safety & accidents · 9

The classifier marked authority or institutional action in 3 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 Ghaziabad's broader civic problems analysis →
Normalized #6 · raw-volume #4 · qualified coverage base

Pune: Pedestrian Collision reporting profile

17 tagged reports appeared within 36,239 civic reports in 2021–2025, equal to 4.69 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 5.78 in 2021–2023 versus 3.23 in 2024–2025. The city's peak normalized year was 2022.

Normalized signal
4.69
per 10K civic reports
Tagged coverage
17
5 active years
Recent change
-2.55
per-10K points
Action marker
5.9%
classifier coverage
20212025
Annual evidence
2021 · 3.29/10K (2 reports)2022 · 6.85/10K (5 reports)2023 · 6.78/10K (5 reports)2024 · 1.23/10K (1 reports)2025 · 5.42/10K (4 reports)
Classifier category mix
Road safety & accidents · 17

The classifier marked authority or institutional action in 1 reports (5.9%) 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 Pune's broader civic problems analysis →
Normalized #7 · raw-volume #10 · qualified coverage base

Ludhiana: Pedestrian Collision reporting profile

5 tagged reports appeared within 12,851 civic reports in 2021–2025, equal to 3.89 per 10,000. The recent-period comparison shows a broadly stable share of local civic coverage: 4.06 in 2021–2023 versus 3.35 in 2024–2025. The city's peak normalized year was 2021.

Normalized signal
3.89
per 10K civic reports
Tagged coverage
5
4 active years
Recent change
-0.71
per-10K points
Action marker
40.0%
classifier coverage
20212025
Annual evidence
2021 · 8.15/10K (2 reports)2022 · 2.40/10K (1 reports)2023 · 3.09/10K (1 reports)2024 · 7.04/10K (1 reports)2025 · 0.00/10K (0 reports)
Classifier category mix
Road safety & accidents · 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 Ludhiana's broader civic problems analysis →
Normalized #8 · raw-volume #6 · qualified coverage base

Chandigarh: Pedestrian Collision 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 broadly stable share of local civic coverage: 3.30 in 2021–2023 versus 4.18 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
3.59
per 10K civic reports
Tagged coverage
8
4 active years
Recent change
+0.88
per-10K points
Action marker
25.0%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 3.46/10K (2 reports)2023 · 5.96/10K (3 reports)2024 · 2.60/10K (1 reports)2025 · 6.01/10K (2 reports)
Classifier category mix
Road safety & accidents · 8

The classifier marked authority or institutional action in 2 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 Chandigarh's broader civic problems analysis →
Normalized #9 · raw-volume #12 · qualified coverage base

Indore: Pedestrian Collision reporting profile

4 tagged reports appeared within 11,332 civic reports in 2021–2025, equal to 3.53 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 0.00 in 2021–2023 versus 9.17 in 2024–2025. The city's peak normalized year was 2024.

Normalized signal
3.53
per 10K civic reports
Tagged coverage
4
2 active years
Recent change
+9.17
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 · 0.00/10K (0 reports)2024 · 16.47/10K (3 reports)2025 · 3.93/10K (1 reports)
Classifier category mix
Road safety & accidents · 4

The classifier marked authority or institutional action in 1 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 Indore's broader civic problems analysis →
Normalized #10 · raw-volume #7 · qualified coverage base

Gurugram: Pedestrian Collision reporting profile

8 tagged reports appeared within 23,841 civic reports in 2021–2025, equal to 3.36 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 2.86 in 2021–2023 versus 4.05 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
3.36
per 10K civic reports
Tagged coverage
8
4 active years
Recent change
+1.19
per-10K points
Action marker
12.5%
classifier coverage
20212025
Annual evidence
2021 · 3.64/10K (1 reports)2022 · 0.00/10K (0 reports)2023 · 5.45/10K (3 reports)2024 · 1.94/10K (1 reports)2025 · 6.36/10K (3 reports)
Classifier category mix
Road safety & accidents · 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 Gurugram's broader civic problems analysis →
Normalized #11 · raw-volume #17 · qualified coverage base

Meerut: Pedestrian Collision 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 2025.

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 · 5.37/10K (1 reports)2023 · 0.00/10K (0 reports)2024 · 0.00/10K (0 reports)2025 · 9.57/10K (2 reports)
Classifier category mix
Road safety & accidents · 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 #18 · qualified coverage base

Nagpur: Pedestrian Collision reporting profile

3 tagged reports appeared within 10,447 civic reports in 2021–2025, equal to 2.87 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 4.42 in 2021–2023 versus 0.00 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
2.87
per 10K civic reports
Tagged coverage
3
1 active years
Recent change
-4.42
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 · 11.53/10K (3 reports)2024 · 0.00/10K (0 reports)2025 · 0.00/10K (0 reports)
Classifier category mix
Road safety & accidents · 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 Nagpur's broader civic problems analysis →
Normalized #13 · raw-volume #8 · qualified coverage base

Kolkata: Pedestrian Collision 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 falling share of local civic coverage: 3.80 in 2021–2023 versus 0.65 in 2024–2025. The city's peak normalized year was 2022.

Normalized signal
2.24
per 10K civic reports
Tagged coverage
7
3 active years
Recent change
-3.15
per-10K points
Action marker
28.6%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 7.77/10K (5 reports)2023 · 1.85/10K (1 reports)2024 · 0.00/10K (0 reports)2025 · 1.94/10K (1 reports)
Classifier category mix
Road safety & accidents · 7

The classifier marked authority or institutional action in 2 reports (28.6%) 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 #14 · raw-volume #3 · established coverage base

Mumbai: Pedestrian Collision reporting profile

20 tagged reports appeared within 119,517 civic reports in 2021–2025, equal to 1.67 per 10,000. The recent-period comparison shows a broadly stable share of local civic coverage: 1.86 in 2021–2023 versus 1.35 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
1.67
per 10K civic reports
Tagged coverage
20
5 active years
Recent change
-0.51
per-10K points
Action marker
10.0%
classifier coverage
20212025
Annual evidence
2021 · 1.29/10K (3 reports)2022 · 2.10/10K (6 reports)2023 · 2.14/10K (5 reports)2024 · 0.95/10K (2 reports)2025 · 1.71/10K (4 reports)
Classifier category mix
Road safety & accidents · 20

The classifier marked authority or institutional action in 2 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 Mumbai's broader civic problems analysis →
Normalized #15 · raw-volume #13 · qualified coverage base

Lucknow: Pedestrian Collision reporting profile

4 tagged reports appeared within 35,340 civic reports in 2021–2025, equal to 1.13 per 10,000. The recent-period comparison shows a broadly stable share of local civic coverage: 0.94 in 2021–2023 versus 1.43 in 2024–2025. The city's peak normalized year was 2022.

Normalized signal
1.13
per 10K civic reports
Tagged coverage
4
3 active years
Recent change
+0.49
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 2.48/10K (2 reports)2023 · 0.00/10K (0 reports)2024 · 1.31/10K (1 reports)2025 · 1.56/10K (1 reports)
Classifier category mix
Road safety & accidents · 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 Lucknow's broader civic problems analysis →
Normalized #16 · raw-volume #16 · qualified coverage base

Chennai: Pedestrian Collision reporting profile

3 tagged reports appeared within 27,784 civic reports in 2021–2025, equal to 1.08 per 10,000. The recent-period comparison shows a broadly stable share of local civic coverage: 0.66 in 2021–2023 versus 1.59 in 2024–2025. The city's peak normalized year was 2022.

Normalized signal
1.08
per 10K civic reports
Tagged coverage
3
3 active years
Recent change
+0.93
per-10K points
Action marker
33.3%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 2.10/10K (1 reports)2023 · 0.00/10K (0 reports)2024 · 1.67/10K (1 reports)2025 · 1.53/10K (1 reports)
Classifier category mix
Road safety & accidents · 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 Chennai's broader civic problems analysis →
Normalized #17 · raw-volume #1 · established coverage base

New Delhi: Pedestrian Collision reporting profile

27 tagged reports appeared within 297,207 civic reports in 2021–2025, equal to 0.91 per 10,000. The recent-period comparison shows a broadly stable share of local civic coverage: 0.77 in 2021–2023 versus 1.12 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
0.91
per 10K civic reports
Tagged coverage
27
4 active years
Recent change
+0.35
per-10K points
Action marker
7.4%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 0.77/10K (5 reports)2023 · 1.27/10K (9 reports)2024 · 0.65/10K (4 reports)2025 · 1.64/10K (9 reports)
Classifier category mix
Road safety & accidents · 27

The classifier marked authority or institutional action in 2 reports (7.4%) 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 New Delhi's broader civic problems analysis →
Normalized #18 · raw-volume #11 · qualified coverage base

Bengaluru: Pedestrian Collision reporting profile

4 tagged reports appeared within 58,199 civic reports in 2021–2025, equal to 0.69 per 10,000. The recent-period comparison shows a broadly stable share of local civic coverage: 0.67 in 2021–2023 versus 0.70 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
0.69
per 10K civic reports
Tagged coverage
4
3 active years
Recent change
+0.03
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 · 1.59/10K (2 reports)2024 · 0.75/10K (1 reports)2025 · 0.66/10K (1 reports)
Classifier category mix
Road safety & accidents · 4

The classifier marked authority or institutional action in 1 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 Bengaluru's broader civic problems analysis →
National trend and methodology
All 45 cities

Annual normalized signal

20212025
2021 · 0.64/10K (10)2022 · 1.52/10K (33)2023 · 1.89/10K (41)2024 · 1.42/10K (29)2025 · 3.00/10K (58)

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 pedestrian_collision; 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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