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

Which Indian cities show the strongest structural collapse reporting signal?

A comparison of 45 Indian cities covered by Prism Geo. 25 pass the evidence gates and are ranked by exact structural_collapse-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 · 25 city-linked districts

Where the structural collapse 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 11–20Ranks 21–25 Not ranked
Indian districts containing cities in the structural collapse reporting ranking India's national silhouette has a soft boundary shadow. District lines are subdued, while the 25 districts containing ranked cities are highlighted by rank. #1 Indore — Indore district proxy — 83.83 tagged reports per 10,000 civic reports#12 Gwalior — Gwalior district proxy — 7.43 tagged reports per 10,000 civic reports#4 Visakhapatnam — Visakhapatnam district proxy — 18.92 tagged reports per 10,000 civic reports#25 Patna — Patna district proxy — 1.53 tagged reports per 10,000 civic reports#8 Gurugram — Gurgaon district proxy — 9.65 tagged reports per 10,000 civic reports#6 Raipur — Raipur district proxy — 15.71 tagged reports per 10,000 civic reports#23 Kolkata — Kolkata district proxy — 2.24 tagged reports per 10,000 civic reports#19 Ludhiana — Ludhiana district proxy — 3.89 tagged reports per 10,000 civic reports#7 Bengaluru — Bangalore district proxy — 12.20 tagged reports per 10,000 civic reports#9 Pune — Pune district proxy — 8.83 tagged reports per 10,000 civic reports#2 Thane — Thane district proxy — 69.90 tagged reports per 10,000 civic reports#11 Mumbai — Mumbai Suburban district proxy — 8.53 tagged reports per 10,000 civic reports#18 Nagpur — Nagpur district proxy — 4.79 tagged reports per 10,000 civic reports#20 Jaipur — Jaipur district proxy — 3.70 tagged reports per 10,000 civic reports#13 Bareilly — Bareilly district proxy — 7.21 tagged reports per 10,000 civic reports#16 Lucknow — Lucknow district proxy — 6.51 tagged reports per 10,000 civic reports#17 Kanpur — Kanpur Nagar district proxy — 5.40 tagged reports per 10,000 civic reports#14 Varanasi — Varanasi district proxy — 7.16 tagged reports per 10,000 civic reports#15 Ghaziabad — Ghaziabad district proxy — 7.05 tagged reports per 10,000 civic reports#3 Noida — Gautam Buddha Nagar district proxy — 25.05 tagged reports per 10,000 civic reports#10 Agra — Agra district proxy — 8.64 tagged reports per 10,000 civic reports#21 Chennai — Chennai district proxy — 2.88 tagged reports per 10,000 civic reports#22 Prayagraj — Allahabad district proxy — 2.47 tagged reports per 10,000 civic reports#5 Coimbatore — Coimbatore district proxy — 16.13 tagged reports per 10,000 civic reports#24 New Delhi — Central district proxy — 1.82 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

Indore leads the normalized comparison at 83.83 tagged reports per 10,000 civic reports. Mumbai leads raw volume with 102 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
25
passed both evidence gates
Normalized leader
Indore
83.83 per 10K
Raw-volume leader
Mumbai
102 tagged reports
Largest recent rise
Raipur
+36.09 per-10K points
National comparison
-0.69
recent per-10K change
Computed findings
What stands out
Complete ranking
Primary and companion measures

Structural Collapse 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
1Indore
Madhya Pradesh
83.83952-117.703/5
2Thane
Maharashtra
69.90525-7.225/5
3Noida
Uttar Pradesh
25.05516-34.395/5
4Visakhapatnam
Andhra Pradesh
18.92717+45.101/5
5Coimbatore
Tamil Nadu
16.13715-25.981/5
6Raipur
Chhattisgarh
15.711410+36.092/5
7Bengaluru
Karnataka
12.20713-19.105/5
8Gurugram
Haryana
9.65238-2.645/5
9Pune
Maharashtra
8.83327-4.144/5
10Agra
Uttar Pradesh
8.64913+13.644/5
11Mumbai
Maharashtra
8.531021+9.395/5
12Gwalior
Madhya Pradesh
7.43325+7.632/5
13Bareilly
Uttar Pradesh
7.21618-4.245/5
14Varanasi
Uttar Pradesh
7.161012+6.523/5
15Ghaziabad
Uttar Pradesh
7.051211-2.443/5
16Lucknow
Uttar Pradesh
6.51239-9.603/5
17Kanpur
Uttar Pradesh
5.40422-8.972/5
18Nagpur
Maharashtra
4.79521+5.272/5
19Ludhiana
Punjab
3.89520+12.373/5
20Jaipur
Rajasthan
3.70619+7.492/5
21Chennai
Tamil Nadu
2.88814+4.923/5
22Prayagraj
Uttar Pradesh
2.47424+5.072/5
23Kolkata
West Bengal
2.24716+0.685/5
24New Delhi
Delhi
1.82544+3.235/5
25Patna
Bihar
1.53423+3.452/5

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 · high coverage base

Indore: Structural Collapse reporting profile

95 tagged reports appeared within 11,332 civic reports in 2021–2025, equal to 83.83 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 129.16 in 2021–2023 versus 11.46 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
83.83
per 10K civic reports
Tagged coverage
95
3 active years
Recent change
-117.70
per-10K points
Action marker
1.1%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 0.00/10K (0 reports)2023 · 318.36/10K (90 reports)2024 · 21.95/10K (4 reports)2025 · 3.93/10K (1 reports)
Classifier category mix
Disasters Emergencies · 75Road safety & accidents · 20

The classifier marked authority or institutional action in 1 reports (1.1%) and conclusion language in 1 (1.1%). 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 #2 · raw-volume #5 · established coverage base

Thane: Structural Collapse reporting profile

52 tagged reports appeared within 7,439 civic reports in 2021–2025, equal to 69.90 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 72.43 in 2021–2023 versus 65.21 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
69.90
per 10K civic reports
Tagged coverage
52
5 active years
Recent change
-7.22
per-10K points
Action marker
5.8%
classifier coverage
20212025
Annual evidence
2021 · 18.28/10K (2 reports)2022 · 77.98/10K (13 reports)2023 · 96.57/10K (20 reports)2024 · 83.22/10K (12 reports)2025 · 42.92/10K (5 reports)
Classifier category mix
Road safety & accidents · 43Disasters Emergencies · 8Infrastructure & utilities · 1

The classifier marked authority or institutional action in 3 reports (5.8%) and conclusion language in 3 (5.8%). 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 #3 · raw-volume #6 · established coverage base

Noida: Structural Collapse reporting profile

51 tagged reports appeared within 20,361 civic reports in 2021–2025, equal to 25.05 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 39.17 in 2021–2023 versus 4.78 in 2024–2025. The city's peak normalized year was 2022.

Normalized signal
25.05
per 10K civic reports
Tagged coverage
51
5 active years
Recent change
-34.39
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 9.24/10K (3 reports)2022 · 73.28/10K (34 reports)2023 · 24.32/10K (10 reports)2024 · 5.89/10K (3 reports)2025 · 3.06/10K (1 reports)
Classifier category mix
Road safety & accidents · 45Disasters Emergencies · 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 Noida's broader civic problems analysis →
Normalized #4 · raw-volume #17 · qualified coverage base

Visakhapatnam: Structural Collapse reporting profile

7 tagged reports appeared within 3,699 civic reports in 2021–2025, equal to 18.92 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 0.00 in 2021–2023 versus 45.10 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
18.92
per 10K civic reports
Tagged coverage
7
1 active years
Recent change
+45.10
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 · 80.00/10K (7 reports)
Classifier category mix
Disasters Emergencies · 5Road safety & accidents · 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 Visakhapatnam's broader civic problems analysis →
Normalized #5 · raw-volume #15 · qualified coverage base

Coimbatore: Structural Collapse reporting profile

7 tagged reports appeared within 4,339 civic reports in 2021–2025, equal to 16.13 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 25.98 in 2021–2023 versus 0.00 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
16.13
per 10K civic reports
Tagged coverage
7
1 active years
Recent change
-25.98
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 · 79.46/10K (7 reports)2024 · 0.00/10K (0 reports)2025 · 0.00/10K (0 reports)
Classifier category mix
Road safety & accidents · 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 Coimbatore's broader civic problems analysis →
Normalized #6 · raw-volume #10 · qualified coverage base

Raipur: Structural Collapse reporting profile

14 tagged reports appeared within 8,910 civic reports in 2021–2025, equal to 15.71 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 1.82 in 2021–2023 versus 37.91 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
15.71
per 10K civic reports
Tagged coverage
14
2 active years
Recent change
+36.09
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 5.89/10K (1 reports)2023 · 0.00/10K (0 reports)2024 · 0.00/10K (0 reports)2025 · 68.86/10K (13 reports)
Classifier category mix
Road safety & accidents · 14

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 Raipur's broader civic problems analysis →
Normalized #7 · raw-volume #3 · established coverage base

Bengaluru: Structural Collapse reporting profile

71 tagged reports appeared within 58,199 civic reports in 2021–2025, equal to 12.20 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 21.56 in 2021–2023 versus 2.46 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
12.20
per 10K civic reports
Tagged coverage
71
5 active years
Recent change
-19.10
per-10K points
Action marker
1.4%
classifier coverage
20212025
Annual evidence
2021 · 3.17/10K (2 reports)2022 · 3.71/10K (4 reports)2023 · 46.00/10K (58 reports)2024 · 1.50/10K (2 reports)2025 · 3.30/10K (5 reports)
Classifier category mix
Road safety & accidents · 70Infrastructure & utilities · 1

The classifier marked authority or institutional action in 1 reports (1.4%) 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 Bengaluru's broader civic problems analysis →
Normalized #8 · raw-volume #8 · established coverage base

Gurugram: Structural Collapse reporting profile

23 tagged reports appeared within 23,841 civic reports in 2021–2025, equal to 9.65 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 10.74 in 2021–2023 versus 8.10 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
9.65
per 10K civic reports
Tagged coverage
23
5 active years
Recent change
-2.64
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 3.64/10K (1 reports)2022 · 12.23/10K (7 reports)2023 · 12.73/10K (7 reports)2024 · 9.70/10K (5 reports)2025 · 6.36/10K (3 reports)
Classifier category mix
Road safety & accidents · 19Disasters Emergencies · 3Infrastructure & utilities · 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 Gurugram's broader civic problems analysis →
Normalized #9 · raw-volume #7 · established coverage base

Pune: Structural Collapse reporting profile

32 tagged reports appeared within 36,239 civic reports in 2021–2025, equal to 8.83 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 10.60 in 2021–2023 versus 6.46 in 2024–2025. The city's peak normalized year was 2022.

Normalized signal
8.83
per 10K civic reports
Tagged coverage
32
4 active years
Recent change
-4.14
per-10K points
Action marker
18.8%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 19.19/10K (14 reports)2023 · 10.84/10K (8 reports)2024 · 3.70/10K (3 reports)2025 · 9.49/10K (7 reports)
Classifier category mix
Road safety & accidents · 30Infrastructure & utilities · 1Disasters Emergencies · 1

The classifier marked authority or institutional action in 6 reports (18.8%) and conclusion language in 6 (18.8%). 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 #10 · raw-volume #13 · qualified coverage base

Agra: Structural Collapse reporting profile

9 tagged reports appeared within 10,412 civic reports in 2021–2025, equal to 8.64 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 3.20 in 2021–2023 versus 16.84 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
8.64
per 10K civic reports
Tagged coverage
9
4 active years
Recent change
+13.64
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 4.41/10K (1 reports)2022 · 0.00/10K (0 reports)2023 · 5.70/10K (1 reports)2024 · 8.38/10K (2 reports)2025 · 28.28/10K (5 reports)
Classifier category mix
Road safety & accidents · 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 Agra's broader civic problems analysis →
Normalized #11 · raw-volume #1 · high coverage base

Mumbai: Structural Collapse reporting profile

102 tagged reports appeared within 119,517 civic reports in 2021–2025, equal to 8.53 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 5.05 in 2021–2023 versus 14.44 in 2024–2025. The city's peak normalized year was 2024.

Normalized signal
8.53
per 10K civic reports
Tagged coverage
102
5 active years
Recent change
+9.39
per-10K points
Action marker
1.0%
classifier coverage
20212025
Annual evidence
2021 · 5.60/10K (13 reports)2022 · 1.75/10K (5 reports)2023 · 8.54/10K (20 reports)2024 · 29.55/10K (62 reports)2025 · 0.86/10K (2 reports)
Classifier category mix
Road safety & accidents · 74Disasters Emergencies · 27Infrastructure & utilities · 1

The classifier marked authority or institutional action in 1 reports (1.0%) 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 #25 · qualified coverage base

Gwalior: Structural Collapse reporting profile

3 tagged reports appeared within 4,035 civic reports in 2021–2025, equal to 7.43 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 4.25 in 2021–2023 versus 11.88 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
7.43
per 10K civic reports
Tagged coverage
3
2 active years
Recent change
+7.63
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 · 10.14/10K (1 reports)2024 · 0.00/10K (0 reports)2025 · 22.62/10K (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 Gwalior's broader civic problems analysis →
Normalized #13 · raw-volume #18 · qualified coverage base

Bareilly: Structural Collapse reporting profile

6 tagged reports appeared within 8,318 civic reports in 2021–2025, equal to 7.21 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 9.25 in 2021–2023 versus 5.01 in 2024–2025. The city's peak normalized year was 2022.

Normalized signal
7.21
per 10K civic reports
Tagged coverage
6
5 active years
Recent change
-4.24
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 6.78/10K (1 reports)2022 · 15.41/10K (2 reports)2023 · 6.45/10K (1 reports)2024 · 4.65/10K (1 reports)2025 · 5.42/10K (1 reports)
Classifier category mix
Road safety & accidents · 5Disasters Emergencies · 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 #14 · raw-volume #12 · qualified coverage base

Varanasi: Structural Collapse reporting profile

10 tagged reports appeared within 13,958 civic reports in 2021–2025, equal to 7.16 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 4.66 in 2021–2023 versus 11.18 in 2024–2025. The city's peak normalized year was 2021.

Normalized signal
7.16
per 10K civic reports
Tagged coverage
10
3 active years
Recent change
+6.52
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 17.25/10K (4 reports)2022 · 0.00/10K (0 reports)2023 · 0.00/10K (0 reports)2024 · 14.17/10K (5 reports)2025 · 5.43/10K (1 reports)
Classifier category mix
Road safety & accidents · 6Disasters Emergencies · 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 #15 · raw-volume #11 · qualified coverage base

Ghaziabad: Structural Collapse reporting profile

12 tagged reports appeared within 17,010 civic reports in 2021–2025, equal to 7.05 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 8.07 in 2021–2023 versus 5.63 in 2024–2025. The city's peak normalized year was 2022.

Normalized signal
7.05
per 10K civic reports
Tagged coverage
12
3 active years
Recent change
-2.44
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 6.02/10K (2 reports)2022 · 17.32/10K (6 reports)2023 · 0.00/10K (0 reports)2024 · 9.89/10K (4 reports)2025 · 0.00/10K (0 reports)
Classifier category mix
Road safety & accidents · 10Disasters Emergencies · 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 Ghaziabad's broader civic problems analysis →
Normalized #16 · raw-volume #9 · established coverage base

Lucknow: Structural Collapse reporting profile

23 tagged reports appeared within 35,340 civic reports in 2021–2025, equal to 6.51 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 10.31 in 2021–2023 versus 0.71 in 2024–2025. The city's peak normalized year was 2022.

Normalized signal
6.51
per 10K civic reports
Tagged coverage
23
3 active years
Recent change
-9.60
per-10K points
Action marker
4.3%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 22.33/10K (18 reports)2023 · 6.06/10K (4 reports)2024 · 1.31/10K (1 reports)2025 · 0.00/10K (0 reports)
Classifier category mix
Disasters Emergencies · 14Road safety & accidents · 9

The classifier marked authority or institutional action in 1 reports (4.3%) and conclusion language in 1 (4.3%). 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 #17 · raw-volume #22 · qualified coverage base

Kanpur: Structural Collapse reporting profile

4 tagged reports appeared within 7,407 civic reports in 2021–2025, equal to 5.40 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 8.97 in 2021–2023 versus 0.00 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
5.40
per 10K civic reports
Tagged coverage
4
2 active years
Recent change
-8.97
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 10.12/10K (2 reports)2023 · 14.23/10K (2 reports)2024 · 0.00/10K (0 reports)2025 · 0.00/10K (0 reports)
Classifier category mix
Road safety & accidents · 3Disasters Emergencies · 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 Kanpur's broader civic problems analysis →
Normalized #18 · raw-volume #21 · qualified coverage base

Nagpur: Structural Collapse 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: 2.94 in 2021–2023 versus 8.21 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
4.79
per 10K civic reports
Tagged coverage
5
2 active years
Recent change
+5.27
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 · 7.69/10K (2 reports)2024 · 0.00/10K (0 reports)2025 · 14.31/10K (3 reports)
Classifier category mix
Road safety & accidents · 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 Nagpur's broader civic problems analysis →
Normalized #19 · raw-volume #20 · qualified coverage base

Ludhiana: Structural Collapse 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 rising share of local civic coverage: 1.01 in 2021–2023 versus 13.38 in 2024–2025. The city's peak normalized year was 2024.

Normalized signal
3.89
per 10K civic reports
Tagged coverage
5
3 active years
Recent change
+12.37
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 4.07/10K (1 reports)2022 · 0.00/10K (0 reports)2023 · 0.00/10K (0 reports)2024 · 21.13/10K (3 reports)2025 · 6.37/10K (1 reports)
Classifier category mix
Road safety & accidents · 4Disasters Emergencies · 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 Ludhiana's broader civic problems analysis →
Normalized #20 · raw-volume #19 · qualified coverage base

Jaipur: Structural Collapse reporting profile

6 tagged reports appeared within 16,200 civic reports in 2021–2025, equal to 3.70 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 0.97 in 2021–2023 versus 8.46 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
3.70
per 10K civic reports
Tagged coverage
6
2 active years
Recent change
+7.49
per-10K points
Action marker
16.7%
classifier coverage
20212025
Annual evidence
2021 · 3.68/10K (1 reports)2022 · 0.00/10K (0 reports)2023 · 0.00/10K (0 reports)2024 · 0.00/10K (0 reports)2025 · 15.09/10K (5 reports)
Classifier category mix
Disasters Emergencies · 4Road safety & accidents · 2

The classifier marked authority or institutional action in 1 reports (16.7%) and conclusion language in 1 (16.7%). 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 #21 · raw-volume #14 · qualified coverage base

Chennai: Structural Collapse 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: 0.66 in 2021–2023 versus 5.58 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
2.88
per 10K civic reports
Tagged coverage
8
3 active years
Recent change
+4.92
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 3.36/10K (1 reports)2022 · 0.00/10K (0 reports)2023 · 0.00/10K (0 reports)2024 · 3.33/10K (2 reports)2025 · 7.64/10K (5 reports)
Classifier category mix
Road safety & accidents · 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 #22 · raw-volume #24 · qualified coverage base

Prayagraj: Structural Collapse reporting profile

4 tagged reports appeared within 16,169 civic reports in 2021–2025, equal to 2.47 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 0.00 in 2021–2023 versus 5.07 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
2.47
per 10K civic reports
Tagged coverage
4
2 active years
Recent change
+5.07
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 · 8.06/10K (3 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 Prayagraj's broader civic problems analysis →
Normalized #23 · raw-volume #16 · qualified coverage base

Kolkata: Structural Collapse 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 2024.

Normalized signal
2.24
per 10K civic reports
Tagged coverage
7
5 active years
Recent change
+0.68
per-10K points
Action marker
14.3%
classifier coverage
20212025
Annual evidence
2021 · 2.53/10K (1 reports)2022 · 1.55/10K (1 reports)2023 · 1.85/10K (1 reports)2024 · 2.91/10K (3 reports)2025 · 1.94/10K (1 reports)
Classifier category mix
Road safety & accidents · 5Disasters Emergencies · 2

The classifier marked authority or institutional action in 1 reports (14.3%) and conclusion language in 1 (14.3%). 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 #24 · raw-volume #4 · established coverage base

New Delhi: Structural Collapse reporting profile

54 tagged reports appeared within 297,207 civic reports in 2021–2025, equal to 1.82 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 0.55 in 2021–2023 versus 3.78 in 2024–2025. The city's peak normalized year was 2024.

Normalized signal
1.82
per 10K civic reports
Tagged coverage
54
5 active years
Recent change
+3.23
per-10K points
Action marker
1.9%
classifier coverage
20212025
Annual evidence
2021 · 0.88/10K (4 reports)2022 · 0.31/10K (2 reports)2023 · 0.57/10K (4 reports)2024 · 5.20/10K (32 reports)2025 · 2.18/10K (12 reports)
Classifier category mix
Road safety & accidents · 41Disasters Emergencies · 12Infrastructure & utilities · 1

The classifier marked authority or institutional action in 1 reports (1.9%) and conclusion language in 1 (1.9%). 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 #25 · raw-volume #23 · qualified coverage base

Patna: Structural Collapse reporting profile

4 tagged reports appeared within 26,153 civic reports in 2021–2025, equal to 1.53 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 0.00 in 2021–2023 versus 3.45 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
1.53
per 10K civic reports
Tagged coverage
4
2 active years
Recent change
+3.45
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 · 1.75/10K (1 reports)2025 · 5.09/10K (3 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 Patna's broader civic problems analysis →
National trend and methodology
All 45 cities

Annual normalized signal

20212025
2021 · 2.63/10K (41)2022 · 5.23/10K (114)2023 · 10.95/10K (237)2024 · 7.22/10K (148)2025 · 4.60/10K (89)

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 structural_collapse; 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.

Need to go deeper than a city?

Fliar Prism answers any market, company or research question with the same depth — real-time, across every industry.

Explore Fliar Prism →