Prism Geo · city intelligence · pilot
Prism Geo · Rankings · Illegal Trade
Crime & violence · evidence ranking · 2021–2025

Which Indian cities show the strongest illegal trade reporting signal?

A comparison of 45 Indian cities covered by Prism Geo. 22 pass the evidence gates and are ranked by exact illegal_trade-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 · 22 city-linked districts

Where the illegal trade 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 21–22 Not ranked
Indian districts containing cities in the illegal trade reporting ranking India's national silhouette has a soft boundary shadow. District lines are subdued, while the 22 districts containing ranked cities are highlighted by rank. #4 Indore — Indore district proxy — 6.18 tagged reports per 10,000 civic reports#13 Srinagar — Srinagar district proxy — 2.75 tagged reports per 10,000 civic reports#15 Gurugram — Gurgaon district proxy — 2.52 tagged reports per 10,000 civic reports#6 Raipur — Raipur district proxy — 4.49 tagged reports per 10,000 civic reports#8 Dehradun — Dehradun district proxy — 4.10 tagged reports per 10,000 civic reports#9 Ludhiana — Ludhiana district proxy — 3.89 tagged reports per 10,000 civic reports#22 Bengaluru — Bangalore district proxy — 0.69 tagged reports per 10,000 civic reports#1 Nashik — Nashik district proxy — 20.06 tagged reports per 10,000 civic reports#11 Pune — Pune district proxy — 3.04 tagged reports per 10,000 civic reports#2 Thane — Thane district proxy — 9.41 tagged reports per 10,000 civic reports#20 Mumbai — Mumbai Suburban district proxy — 0.92 tagged reports per 10,000 civic reports#12 Bhubaneswar — Khordha district proxy — 2.87 tagged reports per 10,000 civic reports#3 Jodhpur — Jodhpur district proxy — 9.21 tagged reports per 10,000 civic reports#18 Jaipur — Jaipur district proxy — 1.85 tagged reports per 10,000 civic reports#5 Meerut — Meerut district proxy — 5.77 tagged reports per 10,000 civic reports#10 Bareilly — Bareilly district proxy — 3.61 tagged reports per 10,000 civic reports#19 Lucknow — Lucknow district proxy — 1.41 tagged reports per 10,000 civic reports#16 Ghaziabad — Ghaziabad district proxy — 2.35 tagged reports per 10,000 civic reports#7 Noida — Gautam Buddha Nagar district proxy — 4.42 tagged reports per 10,000 civic reports#14 Chennai — Chennai district proxy — 2.52 tagged reports per 10,000 civic reports#17 Prayagraj — Allahabad district proxy — 1.86 tagged reports per 10,000 civic reports#21 New Delhi — Central district proxy — 0.87 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

Nashik leads the normalized comparison at 20.06 tagged reports per 10,000 civic reports. New Delhi leads raw volume with 26 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
22
passed both evidence gates
Normalized leader
Nashik
20.06 per 10K
Raw-volume leader
New Delhi
26 tagged reports
Largest recent rise
New Delhi
+0.96 per-10K points
National comparison
+0.25
recent per-10K change
Computed findings
What stands out
Complete ranking
Primary and companion measures

Illegal Trade 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
1Nashik
Maharashtra
20.0677-27.143/5
2Thane
Maharashtra
9.4178-2.685/5
3Jodhpur
Rajasthan
9.21321-1.272/5
4Indore
Madhya Pradesh
6.1876+4.864/5
5Meerut
Uttar Pradesh
5.77610-2.714/5
6Raipur
Chhattisgarh
4.49417-7.302/5
7Noida
Uttar Pradesh
4.4294+2.654/5
8Dehradun
Uttarakhand
4.10415-3.463/5
9Ludhiana
Punjab
3.89513+3.652/5
10Bareilly
Uttar Pradesh
3.61319-2.133/5
11Pune
Maharashtra
3.04113+0.344/5
12Bhubaneswar
Odisha
2.87511+1.822/5
13Srinagar
Jammu and Kashmir
2.75418+1.112/5
14Chennai
Tamil Nadu
2.5275+1.224/5
15Gurugram
Haryana
2.5269+2.623/5
16Ghaziabad
Uttar Pradesh
2.35416+0.804/5
17Prayagraj
Uttar Pradesh
1.86322+1.322/5
18Jaipur
Rajasthan
1.85320-0.252/5
19Lucknow
Uttar Pradesh
1.41512+0.024/5
20Mumbai
Maharashtra
0.92112-0.035/5
21New Delhi
Delhi
0.87261+0.965/5
22Bengaluru
Karnataka
0.69414-0.663/5

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 #7 · qualified coverage base

Nashik: Illegal Trade reporting profile

7 tagged reports appeared within 3,489 civic reports in 2021–2025, equal to 20.06 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 27.14 in 2021–2023 versus 0.00 in 2024–2025. The city's peak normalized year was 2022.

Normalized signal
20.06
per 10K civic reports
Tagged coverage
7
3 active years
Recent change
-27.14
per-10K points
Action marker
42.9%
classifier coverage
20212025
Annual evidence
2021 · 17.73/10K (1 reports)2022 · 38.57/10K (4 reports)2023 · 20.45/10K (2 reports)2024 · 0.00/10K (0 reports)2025 · 0.00/10K (0 reports)
Classifier category mix
Policing & law enforcement · 4Crime & violence · 3

The classifier marked authority or institutional action in 3 reports (42.9%) 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 #2 · raw-volume #8 · qualified coverage base

Thane: Illegal Trade reporting profile

7 tagged reports appeared within 7,439 civic reports in 2021–2025, equal to 9.41 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 10.35 in 2021–2023 versus 7.67 in 2024–2025. The city's peak normalized year was 2021.

Normalized signal
9.41
per 10K civic reports
Tagged coverage
7
5 active years
Recent change
-2.68
per-10K points
Action marker
57.1%
classifier coverage
20212025
Annual evidence
2021 · 18.28/10K (2 reports)2022 · 12.00/10K (2 reports)2023 · 4.83/10K (1 reports)2024 · 6.93/10K (1 reports)2025 · 8.58/10K (1 reports)
Classifier category mix
Crime & violence · 7

The classifier marked authority or institutional action in 4 reports (57.1%) 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 #3 · raw-volume #21 · qualified coverage base

Jodhpur: Illegal Trade reporting profile

3 tagged reports appeared within 3,256 civic reports in 2021–2025, equal to 9.21 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 9.68 in 2021–2023 versus 8.41 in 2024–2025. The city's peak normalized year was 2021.

Normalized signal
9.21
per 10K civic reports
Tagged coverage
3
2 active years
Recent change
-1.27
per-10K points
Action marker
100.0%
classifier coverage
20212025
Annual evidence
2021 · 35.59/10K (2 reports)2022 · 0.00/10K (0 reports)2023 · 0.00/10K (0 reports)2024 · 0.00/10K (0 reports)2025 · 13.81/10K (1 reports)
Classifier category mix
Policing & law enforcement · 2Crime & violence · 1

The classifier marked authority or institutional action in 3 reports (100.0%) 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 #4 · raw-volume #6 · qualified coverage base

Indore: Illegal Trade reporting profile

7 tagged reports appeared within 11,332 civic reports in 2021–2025, equal to 6.18 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 4.31 in 2021–2023 versus 9.17 in 2024–2025. The city's peak normalized year was 2024.

Normalized signal
6.18
per 10K civic reports
Tagged coverage
7
4 active years
Recent change
+4.86
per-10K points
Action marker
14.3%
classifier coverage
20212025
Annual evidence
2021 · 12.66/10K (2 reports)2022 · 0.00/10K (0 reports)2023 · 3.54/10K (1 reports)2024 · 16.47/10K (3 reports)2025 · 3.93/10K (1 reports)
Classifier category mix
Crime & violence · 3Corruption Fraud · 3Governance & policy · 1

The classifier marked authority or institutional action in 1 reports (14.3%) 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 #5 · raw-volume #10 · qualified coverage base

Meerut: Illegal Trade reporting profile

6 tagged reports appeared within 10,393 civic reports in 2021–2025, equal to 5.77 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 6.99 in 2021–2023 versus 4.28 in 2024–2025. The city's peak normalized year was 2021.

Normalized signal
5.77
per 10K civic reports
Tagged coverage
6
4 active years
Recent change
-2.71
per-10K points
Action marker
66.7%
classifier coverage
20212025
Annual evidence
2021 · 12.86/10K (3 reports)2022 · 5.37/10K (1 reports)2023 · 0.00/10K (0 reports)2024 · 3.88/10K (1 reports)2025 · 4.78/10K (1 reports)
Classifier category mix
Policing & law enforcement · 4Corruption Fraud · 1Crime & violence · 1

The classifier marked authority or institutional action in 4 reports (66.7%) 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 #6 · raw-volume #17 · qualified coverage base

Raipur: Illegal Trade reporting profile

4 tagged reports appeared within 8,910 civic reports in 2021–2025, equal to 4.49 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 7.30 in 2021–2023 versus 0.00 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
4.49
per 10K civic reports
Tagged coverage
4
2 active years
Recent change
-7.30
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 7.42/10K (1 reports)2022 · 0.00/10K (0 reports)2023 · 12.32/10K (3 reports)2024 · 0.00/10K (0 reports)2025 · 0.00/10K (0 reports)
Classifier category mix
Crime & violence · 3Corruption Fraud · 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 Raipur's broader civic problems analysis →
Normalized #7 · raw-volume #4 · qualified coverage base

Noida: Illegal Trade reporting profile

9 tagged reports appeared within 20,361 civic reports in 2021–2025, equal to 4.42 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 3.33 in 2021–2023 versus 5.98 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
4.42
per 10K civic reports
Tagged coverage
9
4 active years
Recent change
+2.65
per-10K points
Action marker
77.8%
classifier coverage
20212025
Annual evidence
2021 · 6.16/10K (2 reports)2022 · 0.00/10K (0 reports)2023 · 4.86/10K (2 reports)2024 · 3.93/10K (2 reports)2025 · 9.17/10K (3 reports)
Classifier category mix
Crime & violence · 8Policing & law enforcement · 1

The classifier marked authority or institutional action in 7 reports (77.8%) 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 #8 · raw-volume #15 · qualified coverage base

Dehradun: Illegal Trade reporting profile

4 tagged reports appeared within 9,750 civic reports in 2021–2025, equal to 4.10 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 5.69 in 2021–2023 versus 2.23 in 2024–2025. The city's peak normalized year was 2021.

Normalized signal
4.10
per 10K civic reports
Tagged coverage
4
3 active years
Recent change
-3.46
per-10K points
Action marker
25.0%
classifier coverage
20212025
Annual evidence
2021 · 12.75/10K (2 reports)2022 · 0.00/10K (0 reports)2023 · 5.47/10K (1 reports)2024 · 4.22/10K (1 reports)2025 · 0.00/10K (0 reports)
Classifier category mix
Crime & violence · 4

The classifier marked authority or institutional action in 1 reports (25.0%) 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 #9 · raw-volume #13 · qualified coverage base

Ludhiana: Illegal Trade reporting profile

5 tagged reports appeared within 12,851 civic reports in 2021–2025, equal to 3.89 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 3.04 in 2021–2023 versus 6.69 in 2024–2025. The city's peak normalized year was 2024.

Normalized signal
3.89
per 10K civic reports
Tagged coverage
5
2 active years
Recent change
+3.65
per-10K points
Action marker
100.0%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 7.20/10K (3 reports)2023 · 0.00/10K (0 reports)2024 · 14.08/10K (2 reports)2025 · 0.00/10K (0 reports)
Classifier category mix
Policing & law enforcement · 5

The classifier marked authority or institutional action in 5 reports (100.0%) 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 #10 · raw-volume #19 · qualified coverage base

Bareilly: Illegal Trade reporting profile

3 tagged reports appeared within 8,318 civic reports in 2021–2025, equal to 3.61 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 4.63 in 2021–2023 versus 2.50 in 2024–2025. The city's peak normalized year was 2022.

Normalized signal
3.61
per 10K civic reports
Tagged coverage
3
3 active years
Recent change
-2.13
per-10K points
Action marker
100.0%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 7.70/10K (1 reports)2023 · 6.45/10K (1 reports)2024 · 0.00/10K (0 reports)2025 · 5.42/10K (1 reports)
Classifier category mix
Crime & violence · 2Corruption Fraud · 1

The classifier marked authority or institutional action in 3 reports (100.0%) 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 #11 · raw-volume #3 · qualified coverage base

Pune: Illegal Trade reporting profile

11 tagged reports appeared within 36,239 civic reports in 2021–2025, equal to 3.04 per 10,000. The recent-period comparison shows a broadly stable share of local civic coverage: 2.89 in 2021–2023 versus 3.23 in 2024–2025. The city's peak normalized year was 2024.

Normalized signal
3.04
per 10K civic reports
Tagged coverage
11
4 active years
Recent change
+0.34
per-10K points
Action marker
81.8%
classifier coverage
20212025
Annual evidence
2021 · 1.65/10K (1 reports)2022 · 1.37/10K (1 reports)2023 · 5.42/10K (4 reports)2024 · 6.16/10K (5 reports)2025 · 0.00/10K (0 reports)
Classifier category mix
Policing & law enforcement · 9Crime & violence · 2

The classifier marked authority or institutional action in 9 reports (81.8%) 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 #11 · qualified coverage base

Bhubaneswar: Illegal Trade reporting profile

5 tagged reports appeared within 17,398 civic reports in 2021–2025, equal to 2.87 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 2.07 in 2021–2023 versus 3.89 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
2.87
per 10K civic reports
Tagged coverage
5
2 active years
Recent change
+1.82
per-10K points
Action marker
80.0%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 5.82/10K (2 reports)2023 · 0.00/10K (0 reports)2024 · 0.00/10K (0 reports)2025 · 7.48/10K (3 reports)
Classifier category mix
Crime & violence · 3Policing & law enforcement · 2

The classifier marked authority or institutional action in 4 reports (80.0%) and conclusion language in 1 (20.0%). 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 #13 · raw-volume #18 · qualified coverage base

Srinagar: Illegal Trade reporting profile

4 tagged reports appeared within 14,562 civic reports in 2021–2025, equal to 2.75 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 2.30 in 2021–2023 versus 3.41 in 2024–2025. The city's peak normalized year was 2024.

Normalized signal
2.75
per 10K civic reports
Tagged coverage
4
2 active years
Recent change
+1.11
per-10K points
Action marker
50.0%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 0.00/10K (0 reports)2023 · 7.37/10K (2 reports)2024 · 7.79/10K (2 reports)2025 · 0.00/10K (0 reports)
Classifier category mix
Policing & law enforcement · 2Crime & violence · 2

The classifier marked authority or institutional action in 2 reports (50.0%) 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 #14 · raw-volume #5 · qualified coverage base

Chennai: Illegal Trade reporting profile

7 tagged reports appeared within 27,784 civic reports in 2021–2025, equal to 2.52 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 1.97 in 2021–2023 versus 3.19 in 2024–2025. The city's peak normalized year was 2024.

Normalized signal
2.52
per 10K civic reports
Tagged coverage
7
4 active years
Recent change
+1.22
per-10K points
Action marker
57.1%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 4.20/10K (2 reports)2023 · 1.33/10K (1 reports)2024 · 5.00/10K (3 reports)2025 · 1.53/10K (1 reports)
Classifier category mix
Crime & violence · 4Environment Pollution · 1Corruption Fraud · 1

The classifier marked authority or institutional action in 4 reports (57.1%) 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 #15 · raw-volume #9 · qualified coverage base

Gurugram: Illegal Trade reporting profile

6 tagged reports appeared within 23,841 civic reports in 2021–2025, equal to 2.52 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 1.43 in 2021–2023 versus 4.05 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
2.52
per 10K civic reports
Tagged coverage
6
3 active years
Recent change
+2.62
per-10K points
Action marker
83.3%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 0.00/10K (0 reports)2023 · 3.64/10K (2 reports)2024 · 1.94/10K (1 reports)2025 · 6.36/10K (3 reports)
Classifier category mix
Crime & violence · 5Corruption Fraud · 1

The classifier marked authority or institutional action in 5 reports (83.3%) 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 #16 · raw-volume #16 · qualified coverage base

Ghaziabad: Illegal Trade reporting profile

4 tagged reports appeared within 17,010 civic reports in 2021–2025, equal to 2.35 per 10,000. The recent-period comparison shows a broadly stable share of local civic coverage: 2.02 in 2021–2023 versus 2.82 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
2.35
per 10K civic reports
Tagged coverage
4
4 active years
Recent change
+0.80
per-10K points
Action marker
75.0%
classifier coverage
20212025
Annual evidence
2021 · 3.01/10K (1 reports)2022 · 2.89/10K (1 reports)2023 · 0.00/10K (0 reports)2024 · 2.47/10K (1 reports)2025 · 3.27/10K (1 reports)
Classifier category mix
Crime & violence · 3Policing & law enforcement · 1

The classifier marked authority or institutional action in 3 reports (75.0%) 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 #17 · raw-volume #22 · qualified coverage base

Prayagraj: Illegal Trade reporting profile

3 tagged reports appeared within 16,169 civic reports in 2021–2025, equal to 1.86 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 1.21 in 2021–2023 versus 2.53 in 2024–2025. The city's peak normalized year was 2021.

Normalized signal
1.86
per 10K civic reports
Tagged coverage
3
2 active years
Recent change
+1.32
per-10K points
Action marker
33.3%
classifier coverage
20212025
Annual evidence
2021 · 6.41/10K (1 reports)2022 · 0.00/10K (0 reports)2023 · 0.00/10K (0 reports)2024 · 4.79/10K (2 reports)2025 · 0.00/10K (0 reports)
Classifier category mix
Crime & violence · 2Policing & law enforcement · 1

The classifier marked authority or institutional action in 1 reports (33.3%) 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 #18 · raw-volume #20 · qualified coverage base

Jaipur: Illegal Trade reporting profile

3 tagged reports appeared within 16,200 civic reports in 2021–2025, equal to 1.85 per 10,000. The recent-period comparison shows a broadly stable share of local civic coverage: 1.94 in 2021–2023 versus 1.69 in 2024–2025. The city's peak normalized year was 2022.

Normalized signal
1.85
per 10K civic reports
Tagged coverage
3
2 active years
Recent change
-0.25
per-10K points
Action marker
100.0%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 5.69/10K (2 reports)2023 · 0.00/10K (0 reports)2024 · 0.00/10K (0 reports)2025 · 3.02/10K (1 reports)
Classifier category mix
Policing & law enforcement · 2Crime & violence · 1

The classifier marked authority or institutional action in 3 reports (100.0%) 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 #19 · raw-volume #12 · qualified coverage base

Lucknow: Illegal Trade reporting profile

5 tagged reports appeared within 35,340 civic reports in 2021–2025, equal to 1.41 per 10,000. The recent-period comparison shows a broadly stable share of local civic coverage: 1.41 in 2021–2023 versus 1.43 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
1.41
per 10K civic reports
Tagged coverage
5
4 active years
Recent change
+0.02
per-10K points
Action marker
40.0%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 1.24/10K (1 reports)2023 · 3.03/10K (2 reports)2024 · 1.31/10K (1 reports)2025 · 1.56/10K (1 reports)
Classifier category mix
Corruption Fraud · 2Crime & violence · 2Policing & law enforcement · 1

The classifier marked authority or institutional action in 2 reports (40.0%) and conclusion language in 1 (20.0%). 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 #20 · raw-volume #2 · qualified coverage base

Mumbai: Illegal Trade reporting profile

11 tagged reports appeared within 119,517 civic reports in 2021–2025, equal to 0.92 per 10,000. The recent-period comparison shows a broadly stable share of local civic coverage: 0.93 in 2021–2023 versus 0.90 in 2024–2025. The city's peak normalized year was 2021.

Normalized signal
0.92
per 10K civic reports
Tagged coverage
11
5 active years
Recent change
-0.03
per-10K points
Action marker
63.6%
classifier coverage
20212025
Annual evidence
2021 · 2.16/10K (5 reports)2022 · 0.35/10K (1 reports)2023 · 0.43/10K (1 reports)2024 · 0.95/10K (2 reports)2025 · 0.86/10K (2 reports)
Classifier category mix
Crime & violence · 8Corruption Fraud · 1Environment Pollution · 1

The classifier marked authority or institutional action in 7 reports (63.6%) 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 #21 · raw-volume #1 · established coverage base

New Delhi: Illegal Trade reporting profile

26 tagged reports appeared within 297,207 civic reports in 2021–2025, equal to 0.87 per 10,000. The recent-period comparison shows a broadly stable share of local civic coverage: 0.50 in 2021–2023 versus 1.46 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
0.87
per 10K civic reports
Tagged coverage
26
5 active years
Recent change
+0.96
per-10K points
Action marker
88.5%
classifier coverage
20212025
Annual evidence
2021 · 0.22/10K (1 reports)2022 · 0.62/10K (4 reports)2023 · 0.57/10K (4 reports)2024 · 1.14/10K (7 reports)2025 · 1.82/10K (10 reports)
Classifier category mix
Crime & violence · 16Policing & law enforcement · 10

The classifier marked authority or institutional action in 23 reports (88.5%) 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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Normalized #22 · raw-volume #14 · qualified coverage base

Bengaluru: Illegal Trade reporting profile

4 tagged reports appeared within 58,199 civic reports in 2021–2025, equal to 0.69 per 10,000. The recent-period comparison shows a broadly stable share of local civic coverage: 1.01 in 2021–2023 versus 0.35 in 2024–2025. The city's peak normalized year was 2022.

Normalized signal
0.69
per 10K civic reports
Tagged coverage
4
3 active years
Recent change
-0.66
per-10K points
Action marker
100.0%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 1.85/10K (2 reports)2023 · 0.79/10K (1 reports)2024 · 0.75/10K (1 reports)2025 · 0.00/10K (0 reports)
Classifier category mix
Crime & violence · 2Policing & law enforcement · 2

The classifier marked authority or institutional action in 4 reports (100.0%) 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 · 2.05/10K (32)2022 · 1.42/10K (31)2023 · 1.48/10K (32)2024 · 2.00/10K (41)2025 · 1.71/10K (33)

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 illegal_trade; 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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