Prism Geo · city intelligence · pilot
Prism Geo · Rankings · Flood
Disasters Emergencies · evidence ranking · 2021–2025

Which Indian cities show the strongest flood reporting signal?

A comparison of 45 Indian cities covered by Prism Geo. 44 pass the evidence gates and are ranked by exact flood-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 · 44 city-linked districts

Where the flood 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 21–44 Not ranked
Indian districts containing cities in the flood reporting ranking India's national silhouette has a soft boundary shadow. District lines are subdued, while the 44 districts containing ranked cities are highlighted by rank. #36 Indore — Indore district proxy — 21.18 tagged reports per 10,000 civic reports#24 Gwalior — Gwalior district proxy — 42.13 tagged reports per 10,000 civic reports#26 Bhopal — Bhopal district proxy — 34.29 tagged reports per 10,000 civic reports#11 Srinagar — Srinagar district proxy — 65.24 tagged reports per 10,000 civic reports#1 Vadodara — Vadodara district proxy — 209.22 tagged reports per 10,000 civic reports#20 Surat — Surat district proxy — 50.11 tagged reports per 10,000 civic reports#30 Visakhapatnam — Visakhapatnam district proxy — 29.74 tagged reports per 10,000 civic reports#13 Patna — Patna district proxy — 61.18 tagged reports per 10,000 civic reports#34 Gurugram — Gurgaon district proxy — 22.23 tagged reports per 10,000 civic reports#40 Chandigarh — Chandigarh district proxy — 18.38 tagged reports per 10,000 civic reports#43 Raipur — Raipur district proxy — 14.59 tagged reports per 10,000 civic reports#2 Dehradun — Dehradun district proxy — 149.74 tagged reports per 10,000 civic reports#44 Kochi — Ernakulam district proxy — 12.12 tagged reports per 10,000 civic reports#39 Thiruvananthapuram — Thiruvananthapuram district proxy — 18.91 tagged reports per 10,000 civic reports#18 Kolkata — Kolkata district proxy — 52.11 tagged reports per 10,000 civic reports#31 Amritsar — Amritsar district proxy — 29.14 tagged reports per 10,000 civic reports#42 Ludhiana — Ludhiana district proxy — 15.56 tagged reports per 10,000 civic reports#32 Mysuru — Mysore district proxy — 25.67 tagged reports per 10,000 civic reports#8 Bengaluru — Bangalore district proxy — 102.92 tagged reports per 10,000 civic reports#14 Nashik — Nashik district proxy — 60.19 tagged reports per 10,000 civic reports#16 Pune — Pune district proxy — 56.02 tagged reports per 10,000 civic reports#17 Thane — Thane district proxy — 55.11 tagged reports per 10,000 civic reports#19 Mumbai — Mumbai Suburban district proxy — 51.54 tagged reports per 10,000 civic reports#12 Nagpur — Nagpur district proxy — 64.13 tagged reports per 10,000 civic reports#23 Bhubaneswar — Khordha district proxy — 47.13 tagged reports per 10,000 civic reports#6 Jodhpur — Jodhpur district proxy — 107.49 tagged reports per 10,000 civic reports#28 Jaipur — Jaipur district proxy — 31.48 tagged reports per 10,000 civic reports#4 Kota — Kota district proxy — 115.83 tagged reports per 10,000 civic reports#38 Udaipur — Udaipur district proxy — 19.52 tagged reports per 10,000 civic reports#21 Moradabad — Moradabad district proxy — 49.22 tagged reports per 10,000 civic reports#41 Meerut — Meerut district proxy — 16.36 tagged reports per 10,000 civic reports#37 Aligarh — Aligarh district proxy — 20.62 tagged reports per 10,000 civic reports#35 Bareilly — Bareilly district proxy — 21.64 tagged reports per 10,000 civic reports#10 Mathura — Mathura district proxy — 76.10 tagged reports per 10,000 civic reports#33 Lucknow — Lucknow district proxy — 24.62 tagged reports per 10,000 civic reports#22 Kanpur — Kanpur Nagar district proxy — 47.25 tagged reports per 10,000 civic reports#3 Varanasi — Varanasi district proxy — 133.97 tagged reports per 10,000 civic reports#29 Ghaziabad — Ghaziabad district proxy — 30.57 tagged reports per 10,000 civic reports#25 Noida — Gautam Buddha Nagar district proxy — 39.78 tagged reports per 10,000 civic reports#5 Agra — Agra district proxy — 109.49 tagged reports per 10,000 civic reports#7 Chennai — Chennai district proxy — 106.54 tagged reports per 10,000 civic reports#9 Prayagraj — Allahabad district proxy — 100.81 tagged reports per 10,000 civic reports#27 Coimbatore — Coimbatore district proxy — 32.27 tagged reports per 10,000 civic reports#15 New Delhi — Central district proxy — 57.10 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

Vadodara leads the normalized comparison at 209.22 tagged reports per 10,000 civic reports. New Delhi leads raw volume with 1,697 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
44
passed both evidence gates
Normalized leader
Vadodara
209.22 per 10K
Raw-volume leader
New Delhi
1,697 tagged reports
Largest recent rise
Vadodara
+446.68 per-10K points
National comparison
+6.81
recent per-10K change
Computed findings
What stands out
Complete ranking
Primary and companion measures

Flood 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
1Vadodara
Gujarat
209.225917+446.685/5
2Dehradun
Uttarakhand
149.7414610+173.445/5
3Varanasi
Uttar Pradesh
133.971876+45.665/5
4Kota
Rajasthan
115.833027-119.874/5
5Agra
Uttar Pradesh
109.4911411+66.065/5
6Jodhpur
Rajasthan
107.493525-103.094/5
7Chennai
Tamil Nadu
106.542964-115.755/5
8Bengaluru
Karnataka
102.925993-79.365/5
9Prayagraj
Uttar Pradesh
100.811638+100.055/5
10Mathura
Uttar Pradesh
76.104123+92.585/5
11Srinagar
Jammu and Kashmir
65.249512+84.825/5
12Nagpur
Maharashtra
64.136716-60.734/5
13Patna
Bihar
61.181609-15.375/5
14Nashik
Maharashtra
60.192130-21.965/5
15New Delhi
Delhi
57.101,6971-18.375/5
16Pune
Maharashtra
56.022035+76.935/5
17Thane
Maharashtra
55.114124-37.605/5
18Kolkata
West Bengal
52.111637+73.285/5
19Mumbai
Maharashtra
51.546162+53.625/5
20Surat
Gujarat
50.112131+65.745/5
21Moradabad
Uttar Pradesh
49.221835+43.164/5
22Kanpur
Uttar Pradesh
47.253526+39.875/5
23Bhubaneswar
Odisha
47.138214-63.755/5
24Gwalior
Madhya Pradesh
42.131736-11.125/5
25Noida
Uttar Pradesh
39.788115-33.015/5
26Bhopal
Madhya Pradesh
34.295718-10.555/5
27Coimbatore
Tamil Nadu
32.271438+45.944/5
28Jaipur
Rajasthan
31.485121+43.675/5
29Ghaziabad
Uttar Pradesh
30.575220-18.635/5
30Visakhapatnam
Andhra Pradesh
29.741142+26.474/5
31Amritsar
Punjab
29.141933+53.613/5
32Mysuru
Karnataka
25.671240-37.713/5
33Lucknow
Uttar Pradesh
24.628713+7.695/5
34Gurugram
Haryana
22.235319+34.675/5
35Bareilly
Uttar Pradesh
21.641834+11.345/5
36Indore
Madhya Pradesh
21.182429-19.535/5
37Aligarh
Uttar Pradesh
20.62744-0.725/5
38Udaipur
Rajasthan
19.52843+19.563/5
39Thiruvananthapuram
Kerala
18.912828-14.225/5
40Chandigarh
Chandigarh
18.384122-0.395/5
41Meerut
Uttar Pradesh
16.361737-18.024/5
42Ludhiana
Punjab
15.562032+32.042/5
43Raipur
Chhattisgarh
14.591339-0.025/5
44Kochi
Kerala
12.121141+23.543/5

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 #17 · established coverage base

Vadodara: Flood reporting profile

59 tagged reports appeared within 2,820 civic reports in 2021–2025, equal to 209.22 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 24.21 in 2021–2023 versus 470.89 in 2024–2025. The city's peak normalized year was 2024.

Normalized signal
209.22
per 10K civic reports
Tagged coverage
59
5 active years
Recent change
+446.68
per-10K points
Action marker
8.5%
classifier coverage
20212025
Annual evidence
2021 · 18.21/10K (1 reports)2022 · 32.73/10K (2 reports)2023 · 20.33/10K (1 reports)2024 · 941.39/10K (53 reports)2025 · 33.06/10K (2 reports)
Classifier category mix
Disasters Emergencies · 59

The classifier marked authority or institutional action in 5 reports (8.5%) and conclusion language in 5 (8.5%). 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 #2 · raw-volume #10 · high coverage base

Dehradun: Flood reporting profile

146 tagged reports appeared within 9,750 civic reports in 2021–2025, equal to 149.74 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 70.14 in 2021–2023 versus 243.58 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
149.74
per 10K civic reports
Tagged coverage
146
5 active years
Recent change
+173.44
per-10K points
Action marker
0.7%
classifier coverage
20212025
Annual evidence
2021 · 82.86/10K (13 reports)2022 · 79.87/10K (15 reports)2023 · 49.23/10K (9 reports)2024 · 54.88/10K (13 reports)2025 · 455.84/10K (96 reports)
Classifier category mix
Disasters Emergencies · 145Road safety & accidents · 1

The classifier marked authority or institutional action in 1 reports (0.7%) and conclusion language in 1 (0.7%). These are article-level signals: repeated coverage can refer to the same underlying event, and the markers do not prove official resolution.

Open Dehradun's broader civic problems analysis →
Normalized #3 · raw-volume #6 · high coverage base

Varanasi: Flood reporting profile

187 tagged reports appeared within 13,958 civic reports in 2021–2025, equal to 133.97 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 116.41 in 2021–2023 versus 162.07 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
133.97
per 10K civic reports
Tagged coverage
187
5 active years
Recent change
+45.66
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 181.11/10K (42 reports)2022 · 133.37/10K (49 reports)2023 · 34.66/10K (9 reports)2024 · 45.35/10K (16 reports)2025 · 385.87/10K (71 reports)
Classifier category mix
Disasters Emergencies · 187

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 #4 · raw-volume #27 · established coverage base

Kota: Flood reporting profile

30 tagged reports appeared within 2,590 civic reports in 2021–2025, equal to 115.83 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 166.00 in 2021–2023 versus 46.13 in 2024–2025. The city's peak normalized year was 2021.

Normalized signal
115.83
per 10K civic reports
Tagged coverage
30
4 active years
Recent change
-119.87
per-10K points
Action marker
3.3%
classifier coverage
20212025
Annual evidence
2021 · 384.62/10K (8 reports)2022 · 343.43/10K (17 reports)2023 · 0.00/10K (0 reports)2024 · 16.58/10K (1 reports)2025 · 83.16/10K (4 reports)
Classifier category mix
Disasters Emergencies · 30

The classifier marked authority or institutional action in 1 reports (3.3%) and conclusion language in 1 (3.3%). These are article-level signals: repeated coverage can refer to the same underlying event, and the markers do not prove official resolution.

Open Kota's broader civic problems analysis →
Normalized #5 · raw-volume #11 · high coverage base

Agra: Flood reporting profile

114 tagged reports appeared within 10,412 civic reports in 2021–2025, equal to 109.49 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 83.12 in 2021–2023 versus 149.18 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
109.49
per 10K civic reports
Tagged coverage
114
5 active years
Recent change
+66.06
per-10K points
Action marker
0.9%
classifier coverage
20212025
Annual evidence
2021 · 26.47/10K (6 reports)2022 · 76.10/10K (17 reports)2023 · 165.24/10K (29 reports)2024 · 54.44/10K (13 reports)2025 · 277.15/10K (49 reports)
Classifier category mix
Disasters Emergencies · 113Road safety & accidents · 1

The classifier marked authority or institutional action in 1 reports (0.9%) and conclusion language in 1 (0.9%). 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 #6 · raw-volume #25 · established coverage base

Jodhpur: Flood reporting profile

35 tagged reports appeared within 3,256 civic reports in 2021–2025, equal to 107.49 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 145.14 in 2021–2023 versus 42.05 in 2024–2025. The city's peak normalized year was 2022.

Normalized signal
107.49
per 10K civic reports
Tagged coverage
35
4 active years
Recent change
-103.09
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 322.21/10K (28 reports)2023 · 31.45/10K (2 reports)2024 · 43.01/10K (2 reports)2025 · 41.44/10K (3 reports)
Classifier category mix
Disasters Emergencies · 35

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 Jodhpur's broader civic problems analysis →
Normalized #7 · raw-volume #4 · high coverage base

Chennai: Flood reporting profile

296 tagged reports appeared within 27,784 civic reports in 2021–2025, equal to 106.54 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 158.80 in 2021–2023 versus 43.05 in 2024–2025. The city's peak normalized year was 2021.

Normalized signal
106.54
per 10K civic reports
Tagged coverage
296
5 active years
Recent change
-115.75
per-10K points
Action marker
0.3%
classifier coverage
20212025
Annual evidence
2021 · 409.40/10K (122 reports)2022 · 63.05/10K (30 reports)2023 · 119.98/10K (90 reports)2024 · 68.31/10K (41 reports)2025 · 19.87/10K (13 reports)
Classifier category mix
Disasters Emergencies · 295Road safety & accidents · 1

The classifier marked authority or institutional action in 1 reports (0.3%) and conclusion language in 1 (0.3%). 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 #8 · raw-volume #3 · high coverage base

Bengaluru: Flood reporting profile

599 tagged reports appeared within 58,199 civic reports in 2021–2025, equal to 102.92 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 141.80 in 2021–2023 versus 62.44 in 2024–2025. The city's peak normalized year was 2022.

Normalized signal
102.92
per 10K civic reports
Tagged coverage
599
5 active years
Recent change
-79.36
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 84.13/10K (53 reports)2022 · 314.41/10K (339 reports)2023 · 23.00/10K (29 reports)2024 · 62.96/10K (84 reports)2025 · 61.97/10K (94 reports)
Classifier category mix
Disasters Emergencies · 593Road safety & accidents · 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 Bengaluru's broader civic problems analysis →
Normalized #9 · raw-volume #8 · high coverage base

Prayagraj: Flood reporting profile

163 tagged reports appeared within 16,169 civic reports in 2021–2025, equal to 100.81 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 51.96 in 2021–2023 versus 152.01 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
100.81
per 10K civic reports
Tagged coverage
163
5 active years
Recent change
+100.05
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 108.97/10K (17 reports)2022 · 101.82/10K (24 reports)2023 · 4.59/10K (2 reports)2024 · 81.48/10K (34 reports)2025 · 231.12/10K (86 reports)
Classifier category mix
Disasters Emergencies · 163

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 #10 · raw-volume #23 · established coverage base

Mathura: Flood reporting profile

41 tagged reports appeared within 5,388 civic reports in 2021–2025, equal to 76.10 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 43.19 in 2021–2023 versus 135.77 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
76.10
per 10K civic reports
Tagged coverage
41
5 active years
Recent change
+92.58
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 20.96/10K (2 reports)2022 · 6.89/10K (1 reports)2023 · 112.46/10K (12 reports)2024 · 26.20/10K (3 reports)2025 · 298.70/10K (23 reports)
Classifier category mix
Disasters Emergencies · 39Road 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 Mathura's broader civic problems analysis →
Normalized #11 · raw-volume #12 · high coverage base

Srinagar: Flood reporting profile

95 tagged reports appeared within 14,562 civic reports in 2021–2025, equal to 65.24 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 31.06 in 2021–2023 versus 115.88 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
65.24
per 10K civic reports
Tagged coverage
95
5 active years
Recent change
+84.82
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 33.04/10K (9 reports)2022 · 30.72/10K (10 reports)2023 · 29.47/10K (8 reports)2024 · 19.46/10K (5 reports)2025 · 190.97/10K (63 reports)
Classifier category mix
Disasters Emergencies · 95

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 Srinagar's broader civic problems analysis →
Normalized #12 · raw-volume #16 · established coverage base

Nagpur: Flood reporting profile

67 tagged reports appeared within 10,447 civic reports in 2021–2025, equal to 64.13 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 85.37 in 2021–2023 versus 24.64 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
64.13
per 10K civic reports
Tagged coverage
67
4 active years
Recent change
-60.73
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 7.76/10K (2 reports)2023 · 215.22/10K (56 reports)2024 · 32.11/10K (5 reports)2025 · 19.08/10K (4 reports)
Classifier category mix
Disasters Emergencies · 67

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 #9 · high coverage base

Patna: Flood reporting profile

160 tagged reports appeared within 26,153 civic reports in 2021–2025, equal to 61.18 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 67.99 in 2021–2023 versus 52.62 in 2024–2025. The city's peak normalized year was 2021.

Normalized signal
61.18
per 10K civic reports
Tagged coverage
160
5 active years
Recent change
-15.37
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 157.46/10K (69 reports)2022 · 26.05/10K (14 reports)2023 · 33.30/10K (16 reports)2024 · 73.66/10K (42 reports)2025 · 32.26/10K (19 reports)
Classifier category mix
Disasters Emergencies · 158Road 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 Patna's broader civic problems analysis →
Normalized #14 · raw-volume #30 · established coverage base

Nashik: Flood reporting profile

21 tagged reports appeared within 3,489 civic reports in 2021–2025, equal to 60.19 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 65.92 in 2021–2023 versus 43.96 in 2024–2025. The city's peak normalized year was 2022.

Normalized signal
60.19
per 10K civic reports
Tagged coverage
21
5 active years
Recent change
-21.96
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 17.73/10K (1 reports)2022 · 135.00/10K (14 reports)2023 · 20.45/10K (2 reports)2024 · 54.64/10K (2 reports)2025 · 36.76/10K (2 reports)
Classifier category mix
Disasters Emergencies · 21

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 #15 · raw-volume #1 · high coverage base

New Delhi: Flood reporting profile

1,697 tagged reports appeared within 297,207 civic reports in 2021–2025, equal to 57.10 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 64.30 in 2021–2023 versus 45.93 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
57.10
per 10K civic reports
Tagged coverage
1,697
5 active years
Recent change
-18.37
per-10K points
Action marker
0.6%
classifier coverage
20212025
Annual evidence
2021 · 11.04/10K (50 reports)2022 · 18.20/10K (118 reports)2023 · 140.80/10K (994 reports)2024 · 38.02/10K (234 reports)2025 · 54.80/10K (301 reports)
Classifier category mix
Disasters Emergencies · 1674Road safety & accidents · 22Environment Pollution · 1

The classifier marked authority or institutional action in 10 reports (0.6%) and conclusion language in 7 (0.4%). 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 #16 · raw-volume #5 · high coverage base

Pune: Flood reporting profile

203 tagged reports appeared within 36,239 civic reports in 2021–2025, equal to 56.02 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 23.13 in 2021–2023 versus 100.06 in 2024–2025. The city's peak normalized year was 2024.

Normalized signal
56.02
per 10K civic reports
Tagged coverage
203
5 active years
Recent change
+76.93
per-10K points
Action marker
0.5%
classifier coverage
20212025
Annual evidence
2021 · 21.40/10K (13 reports)2022 · 46.60/10K (34 reports)2023 · 1.36/10K (1 reports)2024 · 151.65/10K (123 reports)2025 · 43.37/10K (32 reports)
Classifier category mix
Disasters Emergencies · 202Road safety & accidents · 1

The classifier marked authority or institutional action in 1 reports (0.5%) and conclusion language in 1 (0.5%). 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 #17 · raw-volume #24 · established coverage base

Thane: Flood reporting profile

41 tagged reports appeared within 7,439 civic reports in 2021–2025, equal to 55.11 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 68.29 in 2021–2023 versus 30.69 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
55.11
per 10K civic reports
Tagged coverage
41
5 active years
Recent change
-37.60
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 63.99/10K (7 reports)2022 · 65.99/10K (11 reports)2023 · 72.43/10K (15 reports)2024 · 13.87/10K (2 reports)2025 · 51.50/10K (6 reports)
Classifier category mix
Disasters Emergencies · 41

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 Thane's broader civic problems analysis →
Normalized #18 · raw-volume #7 · high coverage base

Kolkata: Flood reporting profile

163 tagged reports appeared within 31,282 civic reports in 2021–2025, equal to 52.11 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 15.83 in 2021–2023 versus 89.11 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
52.11
per 10K civic reports
Tagged coverage
163
5 active years
Recent change
+73.28
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 58.14/10K (23 reports)2022 · 1.55/10K (1 reports)2023 · 1.85/10K (1 reports)2024 · 5.81/10K (6 reports)2025 · 255.81/10K (132 reports)
Classifier category mix
Disasters Emergencies · 162Road safety & accidents · 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 Kolkata's broader civic problems analysis →
Normalized #19 · raw-volume #2 · high coverage base

Mumbai: Flood reporting profile

616 tagged reports appeared within 119,517 civic reports in 2021–2025, equal to 51.54 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 31.65 in 2021–2023 versus 85.27 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
51.54
per 10K civic reports
Tagged coverage
616
5 active years
Recent change
+53.62
per-10K points
Action marker
0.3%
classifier coverage
20212025
Annual evidence
2021 · 52.59/10K (122 reports)2022 · 27.65/10K (79 reports)2023 · 15.80/10K (37 reports)2024 · 67.21/10K (141 reports)2025 · 101.50/10K (237 reports)
Classifier category mix
Disasters Emergencies · 615Road safety & accidents · 1

The classifier marked authority or institutional action in 2 reports (0.3%) and conclusion language in 2 (0.3%). 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 #20 · raw-volume #31 · established coverage base

Surat: Flood reporting profile

21 tagged reports appeared within 4,191 civic reports in 2021–2025, equal to 50.11 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 28.46 in 2021–2023 versus 94.20 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
50.11
per 10K civic reports
Tagged coverage
21
5 active years
Recent change
+65.74
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 32.84/10K (2 reports)2022 · 35.89/10K (3 reports)2023 · 21.96/10K (3 reports)2024 · 89.55/10K (6 reports)2025 · 98.59/10K (7 reports)
Classifier category mix
Disasters Emergencies · 21

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 #21 · raw-volume #35 · qualified coverage base

Moradabad: Flood reporting profile

18 tagged reports appeared within 3,657 civic reports in 2021–2025, equal to 49.22 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 24.97 in 2021–2023 versus 68.13 in 2024–2025. The city's peak normalized year was 2024.

Normalized signal
49.22
per 10K civic reports
Tagged coverage
18
4 active years
Recent change
+43.16
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 33.84/10K (2 reports)2022 · 0.00/10K (0 reports)2023 · 46.73/10K (2 reports)2024 · 76.40/10K (9 reports)2025 · 57.01/10K (5 reports)
Classifier category mix
Disasters Emergencies · 18

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 Moradabad's broader civic problems analysis →
Normalized #22 · raw-volume #26 · established coverage base

Kanpur: Flood reporting profile

35 tagged reports appeared within 7,407 civic reports in 2021–2025, equal to 47.25 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 31.39 in 2021–2023 versus 71.26 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
47.25
per 10K civic reports
Tagged coverage
35
5 active years
Recent change
+39.87
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 46.34/10K (5 reports)2022 · 15.18/10K (3 reports)2023 · 42.70/10K (6 reports)2024 · 29.26/10K (5 reports)2025 · 129.24/10K (16 reports)
Classifier category mix
Disasters Emergencies · 35

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 #23 · raw-volume #14 · high coverage base

Bhubaneswar: Flood reporting profile

82 tagged reports appeared within 17,398 civic reports in 2021–2025, equal to 47.13 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 75.41 in 2021–2023 versus 11.66 in 2024–2025. The city's peak normalized year was 2022.

Normalized signal
47.13
per 10K civic reports
Tagged coverage
82
5 active years
Recent change
-63.75
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 46.75/10K (13 reports)2022 · 128.09/10K (44 reports)2023 · 46.18/10K (16 reports)2024 · 2.70/10K (1 reports)2025 · 19.95/10K (8 reports)
Classifier category mix
Disasters Emergencies · 82

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 Bhubaneswar's broader civic problems analysis →
Normalized #24 · raw-volume #36 · qualified coverage base

Gwalior: Flood reporting profile

17 tagged reports appeared within 4,035 civic reports in 2021–2025, equal to 42.13 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 46.77 in 2021–2023 versus 35.65 in 2024–2025. The city's peak normalized year was 2021.

Normalized signal
42.13
per 10K civic reports
Tagged coverage
17
5 active years
Recent change
-11.12
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 136.99/10K (9 reports)2022 · 14.10/10K (1 reports)2023 · 10.14/10K (1 reports)2024 · 37.55/10K (3 reports)2025 · 33.94/10K (3 reports)
Classifier category mix
Disasters Emergencies · 17

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 #25 · raw-volume #15 · high coverage base

Noida: Flood reporting profile

81 tagged reports appeared within 20,361 civic reports in 2021–2025, equal to 39.78 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 53.34 in 2021–2023 versus 20.33 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
39.78
per 10K civic reports
Tagged coverage
81
5 active years
Recent change
-33.01
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 3.08/10K (1 reports)2022 · 6.47/10K (3 reports)2023 · 145.91/10K (60 reports)2024 · 7.86/10K (4 reports)2025 · 39.76/10K (13 reports)
Classifier category mix
Disasters Emergencies · 80Road safety & accidents · 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 Noida's broader civic problems analysis →
Normalized #26 · raw-volume #18 · established coverage base

Bhopal: Flood reporting profile

57 tagged reports appeared within 16,621 civic reports in 2021–2025, equal to 34.29 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 38.20 in 2021–2023 versus 27.65 in 2024–2025. The city's peak normalized year was 2022.

Normalized signal
34.29
per 10K civic reports
Tagged coverage
57
5 active years
Recent change
-10.55
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 43.23/10K (12 reports)2022 · 66.83/10K (24 reports)2023 · 9.74/10K (4 reports)2024 · 27.01/10K (7 reports)2025 · 28.11/10K (10 reports)
Classifier category mix
Disasters Emergencies · 57

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 #27 · raw-volume #38 · qualified coverage base

Coimbatore: Flood reporting profile

14 tagged reports appeared within 4,339 civic reports in 2021–2025, equal to 32.27 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 14.85 in 2021–2023 versus 60.79 in 2024–2025. The city's peak normalized year was 2024.

Normalized signal
32.27
per 10K civic reports
Tagged coverage
14
4 active years
Recent change
+45.94
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 8.32/10K (1 reports)2023 · 34.05/10K (3 reports)2024 · 112.57/10K (6 reports)2025 · 35.97/10K (4 reports)
Classifier category mix
Disasters Emergencies · 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 Coimbatore's broader civic problems analysis →
Normalized #28 · raw-volume #21 · established coverage base

Jaipur: Flood reporting profile

51 tagged reports appeared within 16,200 civic reports in 2021–2025, equal to 31.48 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 15.55 in 2021–2023 versus 59.22 in 2024–2025. The city's peak normalized year was 2024.

Normalized signal
31.48
per 10K civic reports
Tagged coverage
51
5 active years
Recent change
+43.67
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 14.72/10K (4 reports)2022 · 19.91/10K (7 reports)2023 · 12.32/10K (5 reports)2024 · 80.89/10K (21 reports)2025 · 42.25/10K (14 reports)
Classifier category mix
Disasters Emergencies · 51

The classifier marked authority or institutional action in 0 reports (0.0%) and conclusion language in 0 (0.0%). These are article-level signals: repeated coverage can refer to the same underlying event, and the markers do not prove official resolution.

Open Jaipur's broader civic problems analysis →
Normalized #29 · raw-volume #20 · established coverage base

Ghaziabad: Flood reporting profile

52 tagged reports appeared within 17,010 civic reports in 2021–2025, equal to 30.57 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 38.35 in 2021–2023 versus 19.72 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
30.57
per 10K civic reports
Tagged coverage
52
5 active years
Recent change
-18.63
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 12.03/10K (4 reports)2022 · 2.89/10K (1 reports)2023 · 105.77/10K (33 reports)2024 · 4.95/10K (2 reports)2025 · 39.24/10K (12 reports)
Classifier category mix
Disasters Emergencies · 52

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 #30 · raw-volume #42 · qualified coverage base

Visakhapatnam: Flood reporting profile

11 tagged reports appeared within 3,699 civic reports in 2021–2025, equal to 29.74 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 18.63 in 2021–2023 versus 45.10 in 2024–2025. The city's peak normalized year was 2021.

Normalized signal
29.74
per 10K civic reports
Tagged coverage
11
4 active years
Recent change
+26.47
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 87.98/10K (3 reports)2022 · 0.00/10K (0 reports)2023 · 8.94/10K (1 reports)2024 · 59.08/10K (4 reports)2025 · 34.29/10K (3 reports)
Classifier category mix
Disasters Emergencies · 10Road safety & accidents · 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 Visakhapatnam's broader civic problems analysis →
Normalized #31 · raw-volume #33 · qualified coverage base

Amritsar: Flood reporting profile

19 tagged reports appeared within 6,520 civic reports in 2021–2025, equal to 29.14 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 7.67 in 2021–2023 versus 61.28 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
29.14
per 10K civic reports
Tagged coverage
19
3 active years
Recent change
+53.61
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 13.75/10K (2 reports)2023 · 6.13/10K (1 reports)2024 · 0.00/10K (0 reports)2025 · 87.91/10K (16 reports)
Classifier category mix
Disasters Emergencies · 19

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 Amritsar's broader civic problems analysis →
Normalized #32 · raw-volume #40 · qualified coverage base

Mysuru: Flood reporting profile

12 tagged reports appeared within 4,674 civic reports in 2021–2025, equal to 25.67 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 45.75 in 2021–2023 versus 8.04 in 2024–2025. The city's peak normalized year was 2022.

Normalized signal
25.67
per 10K civic reports
Tagged coverage
12
3 active years
Recent change
-37.71
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 115.24/10K (9 reports)2023 · 11.92/10K (1 reports)2024 · 13.78/10K (2 reports)2025 · 0.00/10K (0 reports)
Classifier category mix
Disasters Emergencies · 12

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 Mysuru's broader civic problems analysis →
Normalized #33 · raw-volume #13 · high coverage base

Lucknow: Flood reporting profile

87 tagged reports appeared within 35,340 civic reports in 2021–2025, equal to 24.62 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 21.57 in 2021–2023 versus 29.26 in 2024–2025. The city's peak normalized year was 2022.

Normalized signal
24.62
per 10K civic reports
Tagged coverage
87
5 active years
Recent change
+7.69
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 13.50/10K (9 reports)2022 · 37.21/10K (30 reports)2023 · 10.61/10K (7 reports)2024 · 31.50/10K (24 reports)2025 · 26.60/10K (17 reports)
Classifier category mix
Disasters Emergencies · 87

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 #34 · raw-volume #19 · established coverage base

Gurugram: Flood reporting profile

53 tagged reports appeared within 23,841 civic reports in 2021–2025, equal to 22.23 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 7.87 in 2021–2023 versus 42.54 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
22.23
per 10K civic reports
Tagged coverage
53
5 active years
Recent change
+34.67
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 10.92/10K (3 reports)2022 · 5.24/10K (3 reports)2023 · 9.09/10K (5 reports)2024 · 21.33/10K (11 reports)2025 · 65.75/10K (31 reports)
Classifier category mix
Disasters Emergencies · 52Road safety & accidents · 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 #35 · raw-volume #34 · qualified coverage base

Bareilly: Flood reporting profile

18 tagged reports appeared within 8,318 civic reports in 2021–2025, equal to 21.64 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 16.19 in 2021–2023 versus 27.53 in 2024–2025. The city's peak normalized year was 2024.

Normalized signal
21.64
per 10K civic reports
Tagged coverage
18
5 active years
Recent change
+11.34
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 13.56/10K (2 reports)2022 · 23.11/10K (3 reports)2023 · 12.90/10K (2 reports)2024 · 41.88/10K (9 reports)2025 · 10.83/10K (2 reports)
Classifier category mix
Disasters Emergencies · 18

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 #36 · raw-volume #29 · established coverage base

Indore: Flood reporting profile

24 tagged reports appeared within 11,332 civic reports in 2021–2025, equal to 21.18 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 28.70 in 2021–2023 versus 9.17 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
21.18
per 10K civic reports
Tagged coverage
24
5 active years
Recent change
-19.53
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 25.32/10K (4 reports)2022 · 27.33/10K (7 reports)2023 · 31.84/10K (9 reports)2024 · 10.98/10K (2 reports)2025 · 7.87/10K (2 reports)
Classifier category mix
Disasters Emergencies · 24

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 Indore's broader civic problems analysis →
Normalized #37 · raw-volume #44 · qualified coverage base

Aligarh: Flood reporting profile

7 tagged reports appeared within 3,394 civic reports in 2021–2025, equal to 20.62 per 10,000. The recent-period comparison shows a broadly stable share of local civic coverage: 20.94 in 2021–2023 versus 20.22 in 2024–2025. The city's peak normalized year was 2022.

Normalized signal
20.62
per 10K civic reports
Tagged coverage
7
5 active years
Recent change
-0.72
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 15.20/10K (1 reports)2022 · 33.11/10K (2 reports)2023 · 15.43/10K (1 reports)2024 · 14.49/10K (1 reports)2025 · 25.19/10K (2 reports)
Classifier category mix
Disasters Emergencies · 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 Aligarh's broader civic problems analysis →
Normalized #38 · raw-volume #43 · qualified coverage base

Udaipur: Flood reporting profile

8 tagged reports appeared within 4,098 civic reports in 2021–2025, equal to 19.52 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 13.80 in 2021–2023 versus 33.36 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
19.52
per 10K civic reports
Tagged coverage
8
3 active years
Recent change
+19.56
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 52.08/10K (2 reports)2022 · 9.64/10K (2 reports)2023 · 0.00/10K (0 reports)2024 · 0.00/10K (0 reports)2025 · 63.39/10K (4 reports)
Classifier category mix
Disasters Emergencies · 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 Udaipur's broader civic problems analysis →
Normalized #39 · raw-volume #28 · established coverage base

Thiruvananthapuram: Flood reporting profile

28 tagged reports appeared within 14,806 civic reports in 2021–2025, equal to 18.91 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 23.88 in 2021–2023 versus 9.66 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
18.91
per 10K civic reports
Tagged coverage
28
5 active years
Recent change
-14.22
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 20.84/10K (5 reports)2022 · 17.28/10K (7 reports)2023 · 34.58/10K (11 reports)2024 · 15.26/10K (4 reports)2025 · 3.92/10K (1 reports)
Classifier category mix
Disasters Emergencies · 28

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 Thiruvananthapuram's broader civic problems analysis →
Normalized #40 · raw-volume #22 · established coverage base

Chandigarh: Flood reporting profile

41 tagged reports appeared within 22,311 civic reports in 2021–2025, equal to 18.38 per 10,000. The recent-period comparison shows a broadly stable share of local civic coverage: 18.50 in 2021–2023 versus 18.11 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
18.38
per 10K civic reports
Tagged coverage
41
5 active years
Recent change
-0.39
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 4.63/10K (2 reports)2022 · 5.19/10K (3 reports)2023 · 45.69/10K (23 reports)2024 · 2.60/10K (1 reports)2025 · 36.05/10K (12 reports)
Classifier category mix
Disasters Emergencies · 41

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 Chandigarh's broader civic problems analysis →
Normalized #41 · raw-volume #37 · qualified coverage base

Meerut: Flood reporting profile

17 tagged reports appeared within 10,393 civic reports in 2021–2025, equal to 16.36 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 24.45 in 2021–2023 versus 6.43 in 2024–2025. The city's peak normalized year was 2021.

Normalized signal
16.36
per 10K civic reports
Tagged coverage
17
4 active years
Recent change
-18.02
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 47.15/10K (11 reports)2022 · 5.37/10K (1 reports)2023 · 13.08/10K (2 reports)2024 · 0.00/10K (0 reports)2025 · 14.35/10K (3 reports)
Classifier category mix
Disasters Emergencies · 16Road safety & accidents · 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 #42 · raw-volume #32 · established coverage base

Ludhiana: Flood reporting profile

20 tagged reports appeared within 12,851 civic reports in 2021–2025, equal to 15.56 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 8.11 in 2021–2023 versus 40.15 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
15.56
per 10K civic reports
Tagged coverage
20
2 active years
Recent change
+32.04
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 · 24.68/10K (8 reports)2024 · 0.00/10K (0 reports)2025 · 76.48/10K (12 reports)
Classifier category mix
Disasters Emergencies · 19Road safety & accidents · 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 #43 · raw-volume #39 · qualified coverage base

Raipur: Flood reporting profile

13 tagged reports appeared within 8,910 civic reports in 2021–2025, equal to 14.59 per 10,000. The recent-period comparison shows a broadly stable share of local civic coverage: 14.60 in 2021–2023 versus 14.58 in 2024–2025. The city's peak normalized year was 2024.

Normalized signal
14.59
per 10K civic reports
Tagged coverage
13
5 active years
Recent change
-0.02
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 14.85/10K (2 reports)2022 · 23.54/10K (4 reports)2023 · 8.21/10K (2 reports)2024 · 25.96/10K (4 reports)2025 · 5.30/10K (1 reports)
Classifier category mix
Disasters Emergencies · 13

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 #44 · raw-volume #41 · qualified coverage base

Kochi: Flood reporting profile

11 tagged reports appeared within 9,077 civic reports in 2021–2025, equal to 12.12 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 4.80 in 2021–2023 versus 28.34 in 2024–2025. The city's peak normalized year was 2024.

Normalized signal
12.12
per 10K civic reports
Tagged coverage
11
3 active years
Recent change
+23.54
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 10.89/10K (3 reports)2023 · 0.00/10K (0 reports)2024 · 41.63/10K (5 reports)2025 · 18.50/10K (3 reports)
Classifier category mix
Disasters Emergencies · 11

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.

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National trend and methodology
All 45 cities

Annual normalized signal

20212025
2021 · 41.96/10K (654)2022 · 44.45/10K (968)2023 · 70.15/10K (1,519)2024 · 46.47/10K (952)2025 · 74.40/10K (1,439)

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 flood; 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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