Prism Geo · city intelligence · pilot
Prism Geo · Rankings · Air Quality
Environment Pollution · evidence ranking · 2021–2025

Which Indian cities show the strongest air quality reporting signal?

A comparison of 45 Indian cities covered by Prism Geo. 32 pass the evidence gates and are ranked by exact air_quality-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 · 32 city-linked districts

Where the air quality 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 21–32 Not ranked
Indian districts containing cities in the air quality reporting ranking India's national silhouette has a soft boundary shadow. District lines are subdued, while the 32 districts containing ranked cities are highlighted by rank. #16 Indore — Indore district proxy — 19.41 tagged reports per 10,000 civic reports#20 Gwalior — Gwalior district proxy — 14.87 tagged reports per 10,000 civic reports#22 Bhopal — Bhopal district proxy — 13.24 tagged reports per 10,000 civic reports#31 Srinagar — Srinagar district proxy — 3.43 tagged reports per 10,000 civic reports#18 Visakhapatnam — Visakhapatnam district proxy — 16.22 tagged reports per 10,000 civic reports#9 Patna — Patna district proxy — 32.12 tagged reports per 10,000 civic reports#4 Gurugram — Gurgaon district proxy — 78.44 tagged reports per 10,000 civic reports#10 Chandigarh — Chandigarh district proxy — 24.65 tagged reports per 10,000 civic reports#12 Dehradun — Dehradun district proxy — 21.54 tagged reports per 10,000 civic reports#32 Kochi — Ernakulam district proxy — 3.31 tagged reports per 10,000 civic reports#14 Kolkata — Kolkata district proxy — 20.14 tagged reports per 10,000 civic reports#13 Ludhiana — Ludhiana district proxy — 21.01 tagged reports per 10,000 civic reports#23 Bengaluru — Bangalore district proxy — 12.71 tagged reports per 10,000 civic reports#26 Nashik — Nashik district proxy — 8.60 tagged reports per 10,000 civic reports#21 Pune — Pune district proxy — 13.52 tagged reports per 10,000 civic reports#28 Thane — Thane district proxy — 8.07 tagged reports per 10,000 civic reports#7 Mumbai — Mumbai Suburban district proxy — 42.00 tagged reports per 10,000 civic reports#30 Nagpur — Nagpur district proxy — 4.79 tagged reports per 10,000 civic reports#25 Bhubaneswar — Khordha district proxy — 9.77 tagged reports per 10,000 civic reports#17 Jodhpur — Jodhpur district proxy — 18.43 tagged reports per 10,000 civic reports#24 Jaipur — Jaipur district proxy — 10.49 tagged reports per 10,000 civic reports#5 Moradabad — Moradabad district proxy — 46.49 tagged reports per 10,000 civic reports#8 Meerut — Meerut district proxy — 32.71 tagged reports per 10,000 civic reports#15 Lucknow — Lucknow district proxy — 19.52 tagged reports per 10,000 civic reports#11 Kanpur — Kanpur Nagar district proxy — 24.30 tagged reports per 10,000 civic reports#19 Varanasi — Varanasi district proxy — 15.76 tagged reports per 10,000 civic reports#3 Ghaziabad — Ghaziabad district proxy — 115.23 tagged reports per 10,000 civic reports#2 Noida — Gautam Buddha Nagar district proxy — 142.43 tagged reports per 10,000 civic reports#6 Agra — Agra district proxy — 45.14 tagged reports per 10,000 civic reports#27 Chennai — Chennai district proxy — 8.28 tagged reports per 10,000 civic reports#29 Prayagraj — Allahabad district proxy — 8.04 tagged reports per 10,000 civic reports#1 New Delhi — Central district proxy — 285.83 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

New Delhi leads the normalized comparison at 285.83 tagged reports per 10,000 civic reports. New Delhi leads raw volume with 8,495 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
32
passed both evidence gates
Normalized leader
New Delhi
285.83 per 10K
Raw-volume leader
New Delhi
8,495 tagged reports
Largest recent rise
New Delhi
+143.69 per-10K points
National comparison
+34.90
recent per-10K change
Computed findings
What stands out
Complete ranking
Primary and companion measures

Air Quality 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
1New Delhi
Delhi
285.838,4951+143.695/5
2Noida
Uttar Pradesh
142.432903-42.815/5
3Ghaziabad
Uttar Pradesh
115.231964-96.265/5
4Gurugram
Haryana
78.441875-19.765/5
5Moradabad
Uttar Pradesh
46.491723-17.253/5
6Agra
Uttar Pradesh
45.144712-47.105/5
7Mumbai
Maharashtra
42.005022-10.835/5
8Meerut
Uttar Pradesh
32.713413+18.395/5
9Patna
Bihar
32.12846-8.105/5
10Chandigarh
Chandigarh
24.655510+33.485/5
11Kanpur
Uttar Pradesh
24.301820-17.825/5
12Dehradun
Uttarakhand
21.542119+9.765/5
13Ludhiana
Punjab
21.012714-14.304/5
14Kolkata
West Bengal
20.14639-20.705/5
15Lucknow
Uttar Pradesh
19.52698+1.955/5
16Indore
Madhya Pradesh
19.412217+31.784/5
17Jodhpur
Rajasthan
18.43626+10.724/5
18Visakhapatnam
Andhra Pradesh
16.22628+27.563/5
19Varanasi
Uttar Pradesh
15.762218-7.454/5
20Gwalior
Madhya Pradesh
14.87625+15.274/5
21Pune
Maharashtra
13.524911-4.455/5
22Bhopal
Madhya Pradesh
13.242216+2.235/5
23Bengaluru
Karnataka
12.71747+8.085/5
24Jaipur
Rajasthan
10.491722+2.125/5
25Bhubaneswar
Odisha
9.771721+3.404/5
26Nashik
Maharashtra
8.60332-11.632/5
27Chennai
Tamil Nadu
8.282315-6.385/5
28Thane
Maharashtra
8.07627+5.302/5
29Prayagraj
Uttar Pradesh
8.041324+11.513/5
30Nagpur
Maharashtra
4.79529-7.362/5
31Srinagar
Jammu and Kashmir
3.43530+2.813/5
32Kochi
Kerala
3.31331+0.342/5

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 #1 · high coverage base

New Delhi: Air Quality reporting profile

8,495 tagged reports appeared within 297,207 civic reports in 2021–2025, equal to 285.83 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 229.51 in 2021–2023 versus 373.20 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
285.83
per 10K civic reports
Tagged coverage
8,495
5 active years
Recent change
+143.69
per-10K points
Action marker
0.8%
classifier coverage
20212025
Annual evidence
2021 · 263.44/10K (1193 reports)2022 · 200.16/10K (1298 reports)2023 · 234.72/10K (1657 reports)2024 · 343.48/10K (2114 reports)2025 · 406.51/10K (2233 reports)
Classifier category mix
Environment Pollution · 8453Public health · 42

The classifier marked authority or institutional action in 68 reports (0.8%) and conclusion language in 66 (0.8%). 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 #2 · raw-volume #3 · high coverage base

Noida: Air Quality reporting profile

290 tagged reports appeared within 20,361 civic reports in 2021–2025, equal to 142.43 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 160.01 in 2021–2023 versus 117.20 in 2024–2025. The city's peak normalized year was 2021.

Normalized signal
142.43
per 10K civic reports
Tagged coverage
290
5 active years
Recent change
-42.81
per-10K points
Action marker
0.3%
classifier coverage
20212025
Annual evidence
2021 · 307.98/10K (100 reports)2022 · 96.98/10K (45 reports)2023 · 114.30/10K (47 reports)2024 · 72.66/10K (37 reports)2025 · 186.54/10K (61 reports)
Classifier category mix
Environment Pollution · 287Public health · 3

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 Noida's broader civic problems analysis →
Normalized #3 · raw-volume #4 · high coverage base

Ghaziabad: Air Quality reporting profile

196 tagged reports appeared within 17,010 civic reports in 2021–2025, equal to 115.23 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 155.41 in 2021–2023 versus 59.15 in 2024–2025. The city's peak normalized year was 2021.

Normalized signal
115.23
per 10K civic reports
Tagged coverage
196
5 active years
Recent change
-96.26
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 358.00/10K (119 reports)2022 · 66.38/10K (23 reports)2023 · 38.46/10K (12 reports)2024 · 54.42/10K (22 reports)2025 · 65.40/10K (20 reports)
Classifier category mix
Environment Pollution · 196

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 #4 · raw-volume #5 · high coverage base

Gurugram: Air Quality reporting profile

187 tagged reports appeared within 23,841 civic reports in 2021–2025, equal to 78.44 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 86.62 in 2021–2023 versus 66.86 in 2024–2025. The city's peak normalized year was 2021.

Normalized signal
78.44
per 10K civic reports
Tagged coverage
187
5 active years
Recent change
-19.76
per-10K points
Action marker
0.5%
classifier coverage
20212025
Annual evidence
2021 · 163.87/10K (45 reports)2022 · 76.88/10K (44 reports)2023 · 58.18/10K (32 reports)2024 · 52.36/10K (27 reports)2025 · 82.71/10K (39 reports)
Classifier category mix
Environment Pollution · 187

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 Gurugram's broader civic problems analysis →
Normalized #5 · raw-volume #23 · qualified coverage base

Moradabad: Air Quality reporting profile

17 tagged reports appeared within 3,657 civic reports in 2021–2025, equal to 46.49 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 56.18 in 2021–2023 versus 38.93 in 2024–2025. The city's peak normalized year was 2021.

Normalized signal
46.49
per 10K civic reports
Tagged coverage
17
3 active years
Recent change
-17.25
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 152.28/10K (9 reports)2022 · 0.00/10K (0 reports)2023 · 0.00/10K (0 reports)2024 · 42.44/10K (5 reports)2025 · 34.21/10K (3 reports)
Classifier category mix
Environment Pollution · 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 Moradabad's broader civic problems analysis →
Normalized #6 · raw-volume #12 · established coverage base

Agra: Air Quality reporting profile

47 tagged reports appeared within 10,412 civic reports in 2021–2025, equal to 45.14 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 63.94 in 2021–2023 versus 16.84 in 2024–2025. The city's peak normalized year was 2021.

Normalized signal
45.14
per 10K civic reports
Tagged coverage
47
5 active years
Recent change
-47.10
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 97.04/10K (22 reports)2022 · 40.29/10K (9 reports)2023 · 51.28/10K (9 reports)2024 · 20.94/10K (5 reports)2025 · 11.31/10K (2 reports)
Classifier category mix
Environment Pollution · 47

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 #7 · raw-volume #2 · high coverage base

Mumbai: Air Quality reporting profile

502 tagged reports appeared within 119,517 civic reports in 2021–2025, equal to 42.00 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 46.02 in 2021–2023 versus 35.19 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
42.00
per 10K civic reports
Tagged coverage
502
5 active years
Recent change
-10.83
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 17.24/10K (40 reports)2022 · 29.75/10K (85 reports)2023 · 94.38/10K (221 reports)2024 · 25.74/10K (54 reports)2025 · 43.68/10K (102 reports)
Classifier category mix
Environment Pollution · 500Public health · 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 Mumbai's broader civic problems analysis →
Normalized #8 · raw-volume #13 · established coverage base

Meerut: Air Quality reporting profile

34 tagged reports appeared within 10,393 civic reports in 2021–2025, equal to 32.71 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 24.45 in 2021–2023 versus 42.84 in 2024–2025. The city's peak normalized year was 2022.

Normalized signal
32.71
per 10K civic reports
Tagged coverage
34
5 active years
Recent change
+18.39
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 12.86/10K (3 reports)2022 · 48.31/10K (9 reports)2023 · 13.08/10K (2 reports)2024 · 42.67/10K (11 reports)2025 · 43.06/10K (9 reports)
Classifier category mix
Environment Pollution · 34

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 #9 · raw-volume #6 · high coverage base

Patna: Air Quality reporting profile

84 tagged reports appeared within 26,153 civic reports in 2021–2025, equal to 32.12 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 35.71 in 2021–2023 versus 27.61 in 2024–2025. The city's peak normalized year was 2021.

Normalized signal
32.12
per 10K civic reports
Tagged coverage
84
5 active years
Recent change
-8.10
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 43.36/10K (19 reports)2022 · 39.08/10K (21 reports)2023 · 24.97/10K (12 reports)2024 · 31.57/10K (18 reports)2025 · 23.77/10K (14 reports)
Classifier category mix
Environment Pollution · 84

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

Chandigarh: Air Quality reporting profile

55 tagged reports appeared within 22,311 civic reports in 2021–2025, equal to 24.65 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 13.88 in 2021–2023 versus 47.36 in 2024–2025. The city's peak normalized year was 2024.

Normalized signal
24.65
per 10K civic reports
Tagged coverage
55
5 active years
Recent change
+33.48
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 23.16/10K (10 reports)2022 · 10.38/10K (6 reports)2023 · 9.93/10K (5 reports)2024 · 70.13/10K (27 reports)2025 · 21.03/10K (7 reports)
Classifier category mix
Environment Pollution · 54Public health · 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 Chandigarh's broader civic problems analysis →
Normalized #11 · raw-volume #20 · qualified coverage base

Kanpur: Air Quality reporting profile

18 tagged reports appeared within 7,407 civic reports in 2021–2025, equal to 24.30 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 31.39 in 2021–2023 versus 13.57 in 2024–2025. The city's peak normalized year was 2022.

Normalized signal
24.30
per 10K civic reports
Tagged coverage
18
5 active years
Recent change
-17.82
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 27.80/10K (3 reports)2022 · 35.43/10K (7 reports)2023 · 28.47/10K (4 reports)2024 · 17.55/10K (3 reports)2025 · 8.08/10K (1 reports)
Classifier category mix
Environment Pollution · 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 Kanpur's broader civic problems analysis →
Normalized #12 · raw-volume #19 · established coverage base

Dehradun: Air Quality reporting profile

21 tagged reports appeared within 9,750 civic reports in 2021–2025, equal to 21.54 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 17.06 in 2021–2023 versus 26.82 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
21.54
per 10K civic reports
Tagged coverage
21
5 active years
Recent change
+9.76
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 12.75/10K (2 reports)2022 · 26.62/10K (5 reports)2023 · 10.94/10K (2 reports)2024 · 25.33/10K (6 reports)2025 · 28.49/10K (6 reports)
Classifier category mix
Environment Pollution · 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 Dehradun's broader civic problems analysis →
Normalized #13 · raw-volume #14 · established coverage base

Ludhiana: Air Quality reporting profile

27 tagged reports appeared within 12,851 civic reports in 2021–2025, equal to 21.01 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 24.34 in 2021–2023 versus 10.04 in 2024–2025. The city's peak normalized year was 2022.

Normalized signal
21.01
per 10K civic reports
Tagged coverage
27
4 active years
Recent change
-14.30
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 16.30/10K (4 reports)2022 · 31.20/10K (13 reports)2023 · 21.60/10K (7 reports)2024 · 21.13/10K (3 reports)2025 · 0.00/10K (0 reports)
Classifier category mix
Environment Pollution · 27

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 #14 · raw-volume #9 · established coverage base

Kolkata: Air Quality reporting profile

63 tagged reports appeared within 31,282 civic reports in 2021–2025, equal to 20.14 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 30.39 in 2021–2023 versus 9.69 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
20.14
per 10K civic reports
Tagged coverage
63
5 active years
Recent change
-20.70
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 25.28/10K (10 reports)2022 · 26.41/10K (17 reports)2023 · 38.87/10K (21 reports)2024 · 4.84/10K (5 reports)2025 · 19.38/10K (10 reports)
Classifier category mix
Environment Pollution · 63

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 #15 · raw-volume #8 · established coverage base

Lucknow: Air Quality reporting profile

69 tagged reports appeared within 35,340 civic reports in 2021–2025, equal to 19.52 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 18.75 in 2021–2023 versus 20.70 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
19.52
per 10K civic reports
Tagged coverage
69
5 active years
Recent change
+1.95
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 20.99/10K (14 reports)2022 · 16.13/10K (13 reports)2023 · 19.70/10K (13 reports)2024 · 14.44/10K (11 reports)2025 · 28.16/10K (18 reports)
Classifier category mix
Environment Pollution · 69

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 #17 · established coverage base

Indore: Air Quality reporting profile

22 tagged reports appeared within 11,332 civic reports in 2021–2025, equal to 19.41 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 7.18 in 2021–2023 versus 38.96 in 2024–2025. The city's peak normalized year was 2024.

Normalized signal
19.41
per 10K civic reports
Tagged coverage
22
4 active years
Recent change
+31.78
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 11.71/10K (3 reports)2023 · 7.07/10K (2 reports)2024 · 65.86/10K (12 reports)2025 · 19.67/10K (5 reports)
Classifier category mix
Environment Pollution · 22

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 #17 · raw-volume #26 · qualified coverage base

Jodhpur: Air Quality reporting profile

6 tagged reports appeared within 3,256 civic reports in 2021–2025, equal to 18.43 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 14.51 in 2021–2023 versus 25.23 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
18.43
per 10K civic reports
Tagged coverage
6
4 active years
Recent change
+10.72
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 17.79/10K (1 reports)2022 · 23.01/10K (2 reports)2023 · 0.00/10K (0 reports)2024 · 21.51/10K (1 reports)2025 · 27.62/10K (2 reports)
Classifier category mix
Environment Pollution · 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 Jodhpur's broader civic problems analysis →
Normalized #18 · raw-volume #28 · qualified coverage base

Visakhapatnam: Air Quality reporting profile

6 tagged reports appeared within 3,699 civic reports in 2021–2025, equal to 16.22 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 4.66 in 2021–2023 versus 32.22 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
16.22
per 10K civic reports
Tagged coverage
6
3 active years
Recent change
+27.56
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 14.53/10K (1 reports)2023 · 0.00/10K (0 reports)2024 · 14.77/10K (1 reports)2025 · 45.71/10K (4 reports)
Classifier category mix
Environment Pollution · 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 Visakhapatnam's broader civic problems analysis →
Normalized #19 · raw-volume #18 · established coverage base

Varanasi: Air Quality reporting profile

22 tagged reports appeared within 13,958 civic reports in 2021–2025, equal to 15.76 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 18.63 in 2021–2023 versus 11.18 in 2024–2025. The city's peak normalized year was 2021.

Normalized signal
15.76
per 10K civic reports
Tagged coverage
22
4 active years
Recent change
-7.45
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 47.43/10K (11 reports)2022 · 13.61/10K (5 reports)2023 · 0.00/10K (0 reports)2024 · 11.34/10K (4 reports)2025 · 10.87/10K (2 reports)
Classifier category mix
Environment Pollution · 22

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 #20 · raw-volume #25 · qualified coverage base

Gwalior: Air Quality reporting profile

6 tagged reports appeared within 4,035 civic reports in 2021–2025, equal to 14.87 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 8.50 in 2021–2023 versus 23.77 in 2024–2025. The city's peak normalized year was 2024.

Normalized signal
14.87
per 10K civic reports
Tagged coverage
6
4 active years
Recent change
+15.27
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 15.22/10K (1 reports)2022 · 0.00/10K (0 reports)2023 · 10.14/10K (1 reports)2024 · 25.03/10K (2 reports)2025 · 22.62/10K (2 reports)
Classifier category mix
Environment Pollution · 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 Gwalior's broader civic problems analysis →
Normalized #21 · raw-volume #11 · established coverage base

Pune: Air Quality reporting profile

49 tagged reports appeared within 36,239 civic reports in 2021–2025, equal to 13.52 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 15.42 in 2021–2023 versus 10.97 in 2024–2025. The city's peak normalized year was 2022.

Normalized signal
13.52
per 10K civic reports
Tagged coverage
49
5 active years
Recent change
-4.45
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 6.58/10K (4 reports)2022 · 20.56/10K (15 reports)2023 · 17.62/10K (13 reports)2024 · 4.93/10K (4 reports)2025 · 17.62/10K (13 reports)
Classifier category mix
Environment Pollution · 49

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

Open Pune's broader civic problems analysis →
Normalized #22 · raw-volume #16 · established coverage base

Bhopal: Air Quality reporting profile

22 tagged reports appeared within 16,621 civic reports in 2021–2025, equal to 13.24 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 12.41 in 2021–2023 versus 14.64 in 2024–2025. The city's peak normalized year was 2024.

Normalized signal
13.24
per 10K civic reports
Tagged coverage
22
5 active years
Recent change
+2.23
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 14.41/10K (4 reports)2022 · 2.78/10K (1 reports)2023 · 19.49/10K (8 reports)2024 · 23.15/10K (6 reports)2025 · 8.43/10K (3 reports)
Classifier category mix
Environment Pollution · 22

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 #23 · raw-volume #7 · established coverage base

Bengaluru: Air Quality reporting profile

74 tagged reports appeared within 58,199 civic reports in 2021–2025, equal to 12.71 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 8.76 in 2021–2023 versus 16.84 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
12.71
per 10K civic reports
Tagged coverage
74
5 active years
Recent change
+8.08
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 9.52/10K (6 reports)2022 · 11.13/10K (12 reports)2023 · 6.35/10K (8 reports)2024 · 5.25/10K (7 reports)2025 · 27.03/10K (41 reports)
Classifier category mix
Environment Pollution · 74

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 #24 · raw-volume #22 · qualified coverage base

Jaipur: Air Quality reporting profile

17 tagged reports appeared within 16,200 civic reports in 2021–2025, equal to 10.49 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 9.72 in 2021–2023 versus 11.84 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
10.49
per 10K civic reports
Tagged coverage
17
5 active years
Recent change
+2.12
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 11.04/10K (3 reports)2022 · 14.22/10K (5 reports)2023 · 4.93/10K (2 reports)2024 · 3.85/10K (1 reports)2025 · 18.11/10K (6 reports)
Classifier category mix
Environment Pollution · 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 Jaipur's broader civic problems analysis →
Normalized #25 · raw-volume #21 · qualified coverage base

Bhubaneswar: Air Quality reporting profile

17 tagged reports appeared within 17,398 civic reports in 2021–2025, equal to 9.77 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 8.26 in 2021–2023 versus 11.66 in 2024–2025. The city's peak normalized year was 2024.

Normalized signal
9.77
per 10K civic reports
Tagged coverage
17
4 active years
Recent change
+3.40
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 7.19/10K (2 reports)2022 · 14.56/10K (5 reports)2023 · 2.89/10K (1 reports)2024 · 24.28/10K (9 reports)2025 · 0.00/10K (0 reports)
Classifier category mix
Environment Pollution · 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 Bhubaneswar's broader civic problems analysis →
Normalized #26 · raw-volume #32 · qualified coverage base

Nashik: Air Quality reporting profile

3 tagged reports appeared within 3,489 civic reports in 2021–2025, equal to 8.60 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 11.63 in 2021–2023 versus 0.00 in 2024–2025. The city's peak normalized year was 2022.

Normalized signal
8.60
per 10K civic reports
Tagged coverage
3
2 active years
Recent change
-11.63
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 19.29/10K (2 reports)2023 · 10.22/10K (1 reports)2024 · 0.00/10K (0 reports)2025 · 0.00/10K (0 reports)
Classifier category mix
Environment Pollution · 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 Nashik's broader civic problems analysis →
Normalized #27 · raw-volume #15 · established coverage base

Chennai: Air Quality reporting profile

23 tagged reports appeared within 27,784 civic reports in 2021–2025, equal to 8.28 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 11.16 in 2021–2023 versus 4.78 in 2024–2025. The city's peak normalized year was 2021.

Normalized signal
8.28
per 10K civic reports
Tagged coverage
23
5 active years
Recent change
-6.38
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 16.78/10K (5 reports)2022 · 14.71/10K (7 reports)2023 · 6.67/10K (5 reports)2024 · 3.33/10K (2 reports)2025 · 6.11/10K (4 reports)
Classifier category mix
Environment Pollution · 23

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

Thane: Air Quality reporting profile

6 tagged reports appeared within 7,439 civic reports in 2021–2025, equal to 8.07 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 6.21 in 2021–2023 versus 11.51 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
8.07
per 10K civic reports
Tagged coverage
6
2 active years
Recent change
+5.30
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 18.00/10K (3 reports)2023 · 0.00/10K (0 reports)2024 · 0.00/10K (0 reports)2025 · 25.75/10K (3 reports)
Classifier category mix
Environment Pollution · 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 Thane's broader civic problems analysis →
Normalized #29 · raw-volume #24 · qualified coverage base

Prayagraj: Air Quality reporting profile

13 tagged reports appeared within 16,169 civic reports in 2021–2025, equal to 8.04 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 2.42 in 2021–2023 versus 13.93 in 2024–2025. The city's peak normalized year was 2024.

Normalized signal
8.04
per 10K civic reports
Tagged coverage
13
3 active years
Recent change
+11.51
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 0.00/10K (0 reports)2023 · 4.59/10K (2 reports)2024 · 14.38/10K (6 reports)2025 · 13.44/10K (5 reports)
Classifier category mix
Environment Pollution · 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 Prayagraj's broader civic problems analysis →
Normalized #30 · raw-volume #29 · qualified coverage base

Nagpur: Air Quality 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 falling share of local civic coverage: 7.36 in 2021–2023 versus 0.00 in 2024–2025. The city's peak normalized year was 2022.

Normalized signal
4.79
per 10K civic reports
Tagged coverage
5
2 active years
Recent change
-7.36
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 11.65/10K (3 reports)2023 · 7.69/10K (2 reports)2024 · 0.00/10K (0 reports)2025 · 0.00/10K (0 reports)
Classifier category mix
Environment Pollution · 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 #31 · raw-volume #30 · qualified coverage base

Srinagar: Air Quality reporting profile

5 tagged reports appeared within 14,562 civic reports in 2021–2025, equal to 3.43 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 2.30 in 2021–2023 versus 5.11 in 2024–2025. The city's peak normalized year was 2022.

Normalized signal
3.43
per 10K civic reports
Tagged coverage
5
3 active years
Recent change
+2.81
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 6.14/10K (2 reports)2023 · 0.00/10K (0 reports)2024 · 3.89/10K (1 reports)2025 · 6.06/10K (2 reports)
Classifier category mix
Environment Pollution · 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 Srinagar's broader civic problems analysis →
Normalized #32 · raw-volume #31 · qualified coverage base

Kochi: Air Quality reporting profile

3 tagged reports appeared within 9,077 civic reports in 2021–2025, equal to 3.31 per 10,000. The recent-period comparison shows a broadly stable share of local civic coverage: 3.20 in 2021–2023 versus 3.54 in 2024–2025. The city's peak normalized year was 2022.

Normalized signal
3.31
per 10K civic reports
Tagged coverage
3
2 active years
Recent change
+0.34
per-10K points
Action marker
33.3%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 7.26/10K (2 reports)2023 · 0.00/10K (0 reports)2024 · 0.00/10K (0 reports)2025 · 6.17/10K (1 reports)
Classifier category mix
Environment Pollution · 3

The classifier marked authority or institutional action in 1 reports (33.3%) and conclusion language in 1 (33.3%). These are article-level signals: repeated coverage can refer to the same underlying event, and the markers do not prove official resolution.

Open Kochi's broader civic problems analysis →
National trend and methodology
All 45 cities

Annual normalized signal

20212025
2021 · 104.70/10K (1,632)2022 · 76.55/10K (1,667)2023 · 96.48/10K (2,089)2024 · 117.44/10K (2,406)2025 · 135.46/10K (2,620)

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 air_quality; 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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