Prism Geo · city intelligence · pilot
Prism Geo · Rankings · Stubble Burning
Environment Pollution · evidence ranking · 2021–2025

Which Indian cities show the strongest stubble burning reporting signal?

A comparison of 45 Indian cities covered by Prism Geo. 8 pass the evidence gates and are ranked by exact stubble_burning-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 · 8 city-linked districts

Where the stubble burning 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 6–8 Not ranked

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

Amritsar leads the normalized comparison at 21.47 tagged reports per 10,000 civic reports. New Delhi leads raw volume with 157 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
8
passed both evidence gates
Normalized leader
Amritsar
21.47 per 10K
Raw-volume leader
New Delhi
157 tagged reports
Largest recent rise
Amritsar
+28.07 per-10K points
National comparison
-1.42
recent per-10K change
Computed findings
What stands out
Complete ranking
Primary and companion measures

Stubble Burning 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
1Amritsar
Punjab
21.47143+28.074/5
2Ludhiana
Punjab
21.01272-9.945/5
3New Delhi
Delhi
5.281571-3.185/5
4Chandigarh
Chandigarh
2.6964-1.913/5
5Gurugram
Haryana
2.1055-3.582/5
6Noida
Uttar Pradesh
1.4738+1.562/5
7Kolkata
West Bengal
0.9636-1.901/5
8Lucknow
Uttar Pradesh
0.8537-1.412/5

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 #3 · qualified coverage base

Amritsar: Stubble Burning reporting profile

14 tagged reports appeared within 6,520 civic reports in 2021–2025, equal to 21.47 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 10.23 in 2021–2023 versus 38.30 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
21.47
per 10K civic reports
Tagged coverage
14
4 active years
Recent change
+28.07
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 24.30/10K (2 reports)2022 · 13.75/10K (2 reports)2023 · 0.00/10K (0 reports)2024 · 37.93/10K (3 reports)2025 · 38.46/10K (7 reports)
Classifier category mix
Environment Pollution · 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 Amritsar's broader civic problems analysis →
Normalized #2 · raw-volume #2 · established coverage base

Ludhiana: Stubble Burning 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: 23.32 in 2021–2023 versus 13.38 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
21.01
per 10K civic reports
Tagged coverage
27
5 active years
Recent change
-9.94
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 4.07/10K (1 reports)2022 · 19.20/10K (8 reports)2023 · 43.20/10K (14 reports)2024 · 21.13/10K (3 reports)2025 · 6.37/10K (1 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 #3 · raw-volume #1 · high coverage base

New Delhi: Stubble Burning reporting profile

157 tagged reports appeared within 297,207 civic reports in 2021–2025, equal to 5.28 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 6.53 in 2021–2023 versus 3.35 in 2024–2025. The city's peak normalized year was 2021.

Normalized signal
5.28
per 10K civic reports
Tagged coverage
157
5 active years
Recent change
-3.18
per-10K points
Action marker
0.6%
classifier coverage
20212025
Annual evidence
2021 · 9.27/10K (42 reports)2022 · 5.86/10K (38 reports)2023 · 5.38/10K (38 reports)2024 · 4.39/10K (27 reports)2025 · 2.18/10K (12 reports)
Classifier category mix
Environment Pollution · 157

The classifier marked authority or institutional action in 1 reports (0.6%) and conclusion language in 1 (0.6%). 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 #4 · raw-volume #4 · qualified coverage base

Chandigarh: Stubble Burning reporting profile

6 tagged reports appeared within 22,311 civic reports in 2021–2025, equal to 2.69 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 3.30 in 2021–2023 versus 1.39 in 2024–2025. The city's peak normalized year was 2022.

Normalized signal
2.69
per 10K civic reports
Tagged coverage
6
3 active years
Recent change
-1.91
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 6.92/10K (4 reports)2023 · 1.99/10K (1 reports)2024 · 2.60/10K (1 reports)2025 · 0.00/10K (0 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 Chandigarh's broader civic problems analysis →
Normalized #5 · raw-volume #5 · qualified coverage base

Gurugram: Stubble Burning reporting profile

5 tagged reports appeared within 23,841 civic reports in 2021–2025, equal to 2.10 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 3.58 in 2021–2023 versus 0.00 in 2024–2025. The city's peak normalized year was 2022.

Normalized signal
2.10
per 10K civic reports
Tagged coverage
5
2 active years
Recent change
-3.58
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 5.24/10K (3 reports)2023 · 3.64/10K (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 Gurugram's broader civic problems analysis →
Normalized #6 · raw-volume #8 · qualified coverage base

Noida: Stubble Burning reporting profile

3 tagged reports appeared within 20,361 civic reports in 2021–2025, equal to 1.47 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 0.83 in 2021–2023 versus 2.39 in 2024–2025. The city's peak normalized year was 2024.

Normalized signal
1.47
per 10K civic reports
Tagged coverage
3
2 active years
Recent change
+1.56
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 2.16/10K (1 reports)2023 · 0.00/10K (0 reports)2024 · 3.93/10K (2 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 Noida's broader civic problems analysis →
Normalized #7 · raw-volume #6 · qualified coverage base

Kolkata: Stubble Burning reporting profile

3 tagged reports appeared within 31,282 civic reports in 2021–2025, equal to 0.96 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 1.90 in 2021–2023 versus 0.00 in 2024–2025. The city's peak normalized year was 2022.

Normalized signal
0.96
per 10K civic reports
Tagged coverage
3
1 active years
Recent change
-1.90
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 4.66/10K (3 reports)2023 · 0.00/10K (0 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 Kolkata's broader civic problems analysis →
Normalized #8 · raw-volume #7 · qualified coverage base

Lucknow: Stubble Burning reporting profile

3 tagged reports appeared within 35,340 civic reports in 2021–2025, equal to 0.85 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 1.41 in 2021–2023 versus 0.00 in 2024–2025. The city's peak normalized year was 2022.

Normalized signal
0.85
per 10K civic reports
Tagged coverage
3
2 active years
Recent change
-1.41
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 1.50/10K (1 reports)2022 · 2.48/10K (2 reports)2023 · 0.00/10K (0 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 Lucknow's broader civic problems analysis →
National trend and methodology
All 45 cities

Annual normalized signal

20212025
2021 · 3.02/10K (47)2022 · 2.89/10K (63)2023 · 2.63/10K (57)2024 · 1.76/10K (36)2025 · 1.03/10K (20)

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 stubble_burning; topic variants are not silently combined.
  • Score: tagged reports ÷ all civic reports × 10,000; raw volume is shown alongside it.
  • Coverage, action, and conclusion figures are classifier outputs. Multiple reports can concern one event, and absence of coverage is not absence of a problem.

Source: marketai.civic_geo_agg. This dataset supports comparison of reporting patterns only; it cannot establish actual case counts, risk, prevalence, or official performance.

Need to go deeper than a city?

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

Explore Fliar Prism →