Prism Geo · city intelligence · pilot
Prism Geo · Rankings · Air Pollution
Public health · evidence ranking · 2021–2025

Which Indian cities show the strongest air pollution reporting signal?

A comparison of 45 Indian cities covered by Prism Geo. 17 pass the evidence gates and are ranked by exact air_pollution-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 · 17 city-linked districts

Where the air pollution 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 11–17 Not ranked
Indian districts containing cities in the air pollution reporting ranking India's national silhouette has a soft boundary shadow. District lines are subdued, while the 17 districts containing ranked cities are highlighted by rank. #10 Indore — Indore district proxy — 2.65 tagged reports per 10,000 civic reports#8 Bhopal — Bhopal district proxy — 3.01 tagged reports per 10,000 civic reports#14 Patna — Patna district proxy — 1.91 tagged reports per 10,000 civic reports#3 Gurugram — Gurgaon district proxy — 7.97 tagged reports per 10,000 civic reports#15 Chandigarh — Chandigarh district proxy — 1.79 tagged reports per 10,000 civic reports#6 Kolkata — Kolkata district proxy — 4.80 tagged reports per 10,000 civic reports#5 Ludhiana — Ludhiana district proxy — 5.45 tagged reports per 10,000 civic reports#17 Bengaluru — Bangalore district proxy — 1.03 tagged reports per 10,000 civic reports#11 Pune — Pune district proxy — 2.48 tagged reports per 10,000 civic reports#7 Mumbai — Mumbai Suburban district proxy — 4.52 tagged reports per 10,000 civic reports#16 Bhubaneswar — Khordha district proxy — 1.72 tagged reports per 10,000 civic reports#12 Lucknow — Lucknow district proxy — 2.26 tagged reports per 10,000 civic reports#13 Varanasi — Varanasi district proxy — 2.15 tagged reports per 10,000 civic reports#4 Ghaziabad — Ghaziabad district proxy — 5.88 tagged reports per 10,000 civic reports#2 Noida — Gautam Buddha Nagar district proxy — 14.24 tagged reports per 10,000 civic reports#9 Agra — Agra district proxy — 2.88 tagged reports per 10,000 civic reports#1 New Delhi — Central district proxy — 26.45 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 26.45 tagged reports per 10,000 civic reports. New Delhi leads raw volume with 786 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
17
passed both evidence gates
Normalized leader
New Delhi
26.45 per 10K
Raw-volume leader
New Delhi
786 tagged reports
Largest recent rise
New Delhi
+19.33 per-10K points
National comparison
+5.67
recent per-10K change
Computed findings
What stands out
Complete ranking
Primary and companion measures

Air Pollution 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
26.457861+19.335/5
2Noida
Uttar Pradesh
14.24293+2.225/5
3Gurugram
Haryana
7.97194+7.155/5
4Ghaziabad
Uttar Pradesh
5.88106-5.255/5
5Ludhiana
Punjab
5.4579+5.982/5
6Kolkata
West Bengal
4.80155-3.105/5
7Mumbai
Maharashtra
4.52542+1.075/5
8Bhopal
Madhya Pradesh
3.01511+0.394/5
9Agra
Uttar Pradesh
2.88314+3.212/5
10Indore
Madhya Pradesh
2.65316-0.582/5
11Pune
Maharashtra
2.4897-3.213/5
12Lucknow
Uttar Pradesh
2.2688-0.204/5
13Varanasi
Uttar Pradesh
2.15317+2.573/5
14Patna
Bihar
1.91512-0.334/5
15Chandigarh
Chandigarh
1.79413+1.472/5
16Bhubaneswar
Odisha
1.72315-3.102/5
17Bengaluru
Karnataka
1.03610+0.733/5

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 Pollution reporting profile

786 tagged reports appeared within 297,207 civic reports in 2021–2025, equal to 26.45 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 18.87 in 2021–2023 versus 38.20 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
26.45
per 10K civic reports
Tagged coverage
786
5 active years
Recent change
+19.33
per-10K points
Action marker
0.1%
classifier coverage
20212025
Annual evidence
2021 · 25.17/10K (114 reports)2022 · 12.18/10K (79 reports)2023 · 20.96/10K (148 reports)2024 · 35.58/10K (219 reports)2025 · 41.14/10K (226 reports)
Classifier category mix
Public health · 769Environment Pollution · 14Public safety · 2

The classifier marked authority or institutional action in 1 reports (0.1%) and conclusion language in 1 (0.1%). 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 · established coverage base

Noida: Air Pollution reporting profile

29 tagged reports appeared within 20,361 civic reports in 2021–2025, equal to 14.24 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 13.33 in 2021–2023 versus 15.55 in 2024–2025. The city's peak normalized year was 2024.

Normalized signal
14.24
per 10K civic reports
Tagged coverage
29
5 active years
Recent change
+2.22
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 6.16/10K (2 reports)2022 · 17.24/10K (8 reports)2023 · 14.59/10K (6 reports)2024 · 17.67/10K (9 reports)2025 · 12.23/10K (4 reports)
Classifier category mix
Public health · 27Environment Pollution · 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 Noida's broader civic problems analysis →
Normalized #3 · raw-volume #4 · qualified coverage base

Gurugram: Air Pollution reporting profile

19 tagged reports appeared within 23,841 civic reports in 2021–2025, equal to 7.97 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 5.01 in 2021–2023 versus 12.16 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
7.97
per 10K civic reports
Tagged coverage
19
5 active years
Recent change
+7.15
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 7.28/10K (2 reports)2022 · 1.75/10K (1 reports)2023 · 7.27/10K (4 reports)2024 · 9.70/10K (5 reports)2025 · 14.85/10K (7 reports)
Classifier category mix
Public health · 18Environment Pollution · 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 #4 · raw-volume #6 · qualified coverage base

Ghaziabad: Air Pollution reporting profile

10 tagged reports appeared within 17,010 civic reports in 2021–2025, equal to 5.88 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 8.07 in 2021–2023 versus 2.82 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
5.88
per 10K civic reports
Tagged coverage
10
5 active years
Recent change
-5.25
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 6.02/10K (2 reports)2022 · 2.89/10K (1 reports)2023 · 16.03/10K (5 reports)2024 · 2.47/10K (1 reports)2025 · 3.27/10K (1 reports)
Classifier category mix
Public health · 10

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 #5 · raw-volume #9 · qualified coverage base

Ludhiana: Air Pollution reporting profile

7 tagged reports appeared within 12,851 civic reports in 2021–2025, equal to 5.45 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 4.06 in 2021–2023 versus 10.04 in 2024–2025. The city's peak normalized year was 2024.

Normalized signal
5.45
per 10K civic reports
Tagged coverage
7
2 active years
Recent change
+5.98
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 9.60/10K (4 reports)2023 · 0.00/10K (0 reports)2024 · 21.13/10K (3 reports)2025 · 0.00/10K (0 reports)
Classifier category mix
Public health · 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 Ludhiana's broader civic problems analysis →
Normalized #6 · raw-volume #5 · qualified coverage base

Kolkata: Air Pollution reporting profile

15 tagged reports appeared within 31,282 civic reports in 2021–2025, equal to 4.80 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 6.33 in 2021–2023 versus 3.23 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
4.80
per 10K civic reports
Tagged coverage
15
5 active years
Recent change
-3.10
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 7.58/10K (3 reports)2022 · 4.66/10K (3 reports)2023 · 7.40/10K (4 reports)2024 · 0.97/10K (1 reports)2025 · 7.75/10K (4 reports)
Classifier category mix
Public health · 12Environment 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 Kolkata's broader civic problems analysis →
Normalized #7 · raw-volume #2 · established coverage base

Mumbai: Air Pollution reporting profile

54 tagged reports appeared within 119,517 civic reports in 2021–2025, equal to 4.52 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 4.12 in 2021–2023 versus 5.19 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
4.52
per 10K civic reports
Tagged coverage
54
5 active years
Recent change
+1.07
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 2.59/10K (6 reports)2022 · 0.70/10K (2 reports)2023 · 9.82/10K (23 reports)2024 · 4.29/10K (9 reports)2025 · 6.00/10K (14 reports)
Classifier category mix
Public health · 50Environment Pollution · 4

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

Open Mumbai's broader civic problems analysis →
Normalized #8 · raw-volume #11 · qualified coverage base

Bhopal: Air Pollution reporting profile

5 tagged reports appeared within 16,621 civic reports in 2021–2025, equal to 3.01 per 10,000. The recent-period comparison shows a broadly stable share of local civic coverage: 2.86 in 2021–2023 versus 3.25 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
3.01
per 10K civic reports
Tagged coverage
5
4 active years
Recent change
+0.39
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 3.60/10K (1 reports)2022 · 2.78/10K (1 reports)2023 · 2.44/10K (1 reports)2024 · 0.00/10K (0 reports)2025 · 5.62/10K (2 reports)
Classifier category mix
Public health · 3Environment Pollution · 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 Bhopal's broader civic problems analysis →
Normalized #9 · raw-volume #14 · qualified coverage base

Agra: Air Pollution reporting profile

3 tagged reports appeared within 10,412 civic reports in 2021–2025, equal to 2.88 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 1.60 in 2021–2023 versus 4.81 in 2024–2025. The city's peak normalized year was 2024.

Normalized signal
2.88
per 10K civic reports
Tagged coverage
3
2 active years
Recent change
+3.21
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 4.41/10K (1 reports)2022 · 0.00/10K (0 reports)2023 · 0.00/10K (0 reports)2024 · 8.38/10K (2 reports)2025 · 0.00/10K (0 reports)
Classifier category mix
Public health · 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 Agra's broader civic problems analysis →
Normalized #10 · raw-volume #16 · qualified coverage base

Indore: Air Pollution reporting profile

3 tagged reports appeared within 11,332 civic reports in 2021–2025, equal to 2.65 per 10,000. The recent-period comparison shows a broadly stable share of local civic coverage: 2.87 in 2021–2023 versus 2.29 in 2024–2025. The city's peak normalized year was 2022.

Normalized signal
2.65
per 10K civic reports
Tagged coverage
3
2 active years
Recent change
-0.58
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 7.81/10K (2 reports)2023 · 0.00/10K (0 reports)2024 · 0.00/10K (0 reports)2025 · 3.93/10K (1 reports)
Classifier category mix
Environment Pollution · 2Public 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 Indore's broader civic problems analysis →
Normalized #11 · raw-volume #7 · qualified coverage base

Pune: Air Pollution reporting profile

9 tagged reports appeared within 36,239 civic reports in 2021–2025, equal to 2.48 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 3.86 in 2021–2023 versus 0.65 in 2024–2025. The city's peak normalized year was 2021.

Normalized signal
2.48
per 10K civic reports
Tagged coverage
9
3 active years
Recent change
-3.21
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 8.23/10K (5 reports)2022 · 0.00/10K (0 reports)2023 · 4.07/10K (3 reports)2024 · 1.23/10K (1 reports)2025 · 0.00/10K (0 reports)
Classifier category mix
Public health · 9

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

Open Pune's broader civic problems analysis →
Normalized #12 · raw-volume #8 · qualified coverage base

Lucknow: Air Pollution reporting profile

8 tagged reports appeared within 35,340 civic reports in 2021–2025, equal to 2.26 per 10,000. The recent-period comparison shows a broadly stable share of local civic coverage: 2.34 in 2021–2023 versus 2.14 in 2024–2025. The city's peak normalized year was 2021.

Normalized signal
2.26
per 10K civic reports
Tagged coverage
8
4 active years
Recent change
-0.20
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 4.50/10K (3 reports)2022 · 1.24/10K (1 reports)2023 · 1.52/10K (1 reports)2024 · 3.94/10K (3 reports)2025 · 0.00/10K (0 reports)
Classifier category mix
Public health · 7Environment Pollution · 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 Lucknow's broader civic problems analysis →
Normalized #13 · raw-volume #17 · qualified coverage base

Varanasi: Air Pollution reporting profile

3 tagged reports appeared within 13,958 civic reports in 2021–2025, equal to 2.15 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 1.16 in 2021–2023 versus 3.73 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
2.15
per 10K civic reports
Tagged coverage
3
3 active years
Recent change
+2.57
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 4.31/10K (1 reports)2022 · 0.00/10K (0 reports)2023 · 0.00/10K (0 reports)2024 · 2.83/10K (1 reports)2025 · 5.43/10K (1 reports)
Classifier category mix
Public health · 2Environment Pollution · 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 Varanasi's broader civic problems analysis →
Normalized #14 · raw-volume #12 · qualified coverage base

Patna: Air Pollution reporting profile

5 tagged reports appeared within 26,153 civic reports in 2021–2025, equal to 1.91 per 10,000. The recent-period comparison shows a broadly stable share of local civic coverage: 2.06 in 2021–2023 versus 1.73 in 2024–2025. The city's peak normalized year was 2022.

Normalized signal
1.91
per 10K civic reports
Tagged coverage
5
4 active years
Recent change
-0.33
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 2.28/10K (1 reports)2022 · 3.72/10K (2 reports)2023 · 0.00/10K (0 reports)2024 · 1.75/10K (1 reports)2025 · 1.70/10K (1 reports)
Classifier category mix
Public health · 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 Patna's broader civic problems analysis →
Normalized #15 · raw-volume #13 · qualified coverage base

Chandigarh: Air Pollution reporting profile

4 tagged reports appeared within 22,311 civic reports in 2021–2025, equal to 1.79 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 1.32 in 2021–2023 versus 2.79 in 2024–2025. The city's peak normalized year was 2024.

Normalized signal
1.79
per 10K civic reports
Tagged coverage
4
2 active years
Recent change
+1.47
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 3.46/10K (2 reports)2023 · 0.00/10K (0 reports)2024 · 5.19/10K (2 reports)2025 · 0.00/10K (0 reports)
Classifier category mix
Public health · 3Environment Pollution · 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 #16 · raw-volume #15 · qualified coverage base

Bhubaneswar: Air Pollution reporting profile

3 tagged reports appeared within 17,398 civic reports in 2021–2025, equal to 1.72 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 3.10 in 2021–2023 versus 0.00 in 2024–2025. The city's peak normalized year was 2022.

Normalized signal
1.72
per 10K civic reports
Tagged coverage
3
2 active years
Recent change
-3.10
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 5.82/10K (2 reports)2023 · 2.89/10K (1 reports)2024 · 0.00/10K (0 reports)2025 · 0.00/10K (0 reports)
Classifier category mix
Public health · 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 Bhubaneswar's broader civic problems analysis →
Normalized #17 · raw-volume #10 · qualified coverage base

Bengaluru: Air Pollution reporting profile

6 tagged reports appeared within 58,199 civic reports in 2021–2025, equal to 1.03 per 10,000. The recent-period comparison shows a broadly stable share of local civic coverage: 0.67 in 2021–2023 versus 1.40 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
1.03
per 10K civic reports
Tagged coverage
6
3 active years
Recent change
+0.73
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 1.59/10K (1 reports)2022 · 0.00/10K (0 reports)2023 · 0.79/10K (1 reports)2024 · 0.00/10K (0 reports)2025 · 2.64/10K (4 reports)
Classifier category mix
Public health · 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 →
National trend and methodology
All 45 cities

Annual normalized signal

20212025
2021 · 9.30/10K (145)2022 · 5.01/10K (109)2023 · 9.24/10K (200)2024 · 12.79/10K (262)2025 · 13.96/10K (270)

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_pollution; 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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