Prism Geo · city intelligence · pilot
Prism Geo · Rankings · Disproportionate Assets
Corruption Fraud · evidence ranking · 2021–2025

Which Indian cities show the strongest disproportionate assets reporting signal?

A comparison of 45 Indian cities covered by Prism Geo. 28 pass the evidence gates and are ranked by exact disproportionate_assets-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 · 28 city-linked districts

Where the disproportionate assets 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 21–28 Not ranked
Indian districts containing cities in the disproportionate assets reporting ranking India's national silhouette has a soft boundary shadow. District lines are subdued, while the 28 districts containing ranked cities are highlighted by rank. #16 Indore — Indore district proxy — 7.94 tagged reports per 10,000 civic reports#17 Gwalior — Gwalior district proxy — 7.43 tagged reports per 10,000 civic reports#6 Bhopal — Bhopal district proxy — 17.45 tagged reports per 10,000 civic reports#15 Srinagar — Srinagar district proxy — 8.24 tagged reports per 10,000 civic reports#2 Visakhapatnam — Visakhapatnam district proxy — 27.03 tagged reports per 10,000 civic reports#7 Patna — Patna district proxy — 15.68 tagged reports per 10,000 civic reports#24 Gurugram — Gurgaon district proxy — 2.94 tagged reports per 10,000 civic reports#10 Chandigarh — Chandigarh district proxy — 11.21 tagged reports per 10,000 civic reports#9 Raipur — Raipur district proxy — 12.35 tagged reports per 10,000 civic reports#19 Dehradun — Dehradun district proxy — 4.10 tagged reports per 10,000 civic reports#11 Kochi — Ernakulam district proxy — 8.81 tagged reports per 10,000 civic reports#28 Kolkata — Kolkata district proxy — 1.28 tagged reports per 10,000 civic reports#3 Amritsar — Amritsar district proxy — 18.40 tagged reports per 10,000 civic reports#13 Ludhiana — Ludhiana district proxy — 8.56 tagged reports per 10,000 civic reports#14 Mysuru — Mysore district proxy — 8.56 tagged reports per 10,000 civic reports#5 Bengaluru — Bangalore district proxy — 17.53 tagged reports per 10,000 civic reports#21 Pune — Pune district proxy — 3.86 tagged reports per 10,000 civic reports#20 Thane — Thane district proxy — 4.03 tagged reports per 10,000 civic reports#23 Mumbai — Mumbai Suburban district proxy — 3.26 tagged reports per 10,000 civic reports#25 Nagpur — Nagpur district proxy — 2.87 tagged reports per 10,000 civic reports#1 Bhubaneswar — Khordha district proxy — 74.72 tagged reports per 10,000 civic reports#12 Jaipur — Jaipur district proxy — 8.64 tagged reports per 10,000 civic reports#8 Kota — Kota district proxy — 15.44 tagged reports per 10,000 civic reports#18 Lucknow — Lucknow district proxy — 5.09 tagged reports per 10,000 civic reports#27 Noida — Gautam Buddha Nagar district proxy — 1.47 tagged reports per 10,000 civic reports#4 Chennai — Chennai district proxy — 18.00 tagged reports per 10,000 civic reports#22 Prayagraj — Allahabad district proxy — 3.71 tagged reports per 10,000 civic reports#26 New Delhi — Central district proxy — 2.46 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

Bhubaneswar leads the normalized comparison at 74.72 tagged reports per 10,000 civic reports. Bhubaneswar leads raw volume with 130 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
28
passed both evidence gates
Normalized leader
Bhubaneswar
74.72 per 10K
Raw-volume leader
Bhubaneswar
130 tagged reports
Largest recent rise
Srinagar
+20.45 per-10K points
National comparison
-1.35
recent per-10K change
Computed findings
What stands out
Complete ranking
Primary and companion measures

Disproportionate Assets 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
1Bhubaneswar
Odisha
74.721301-10.865/5
2Visakhapatnam
Andhra Pradesh
27.031016-2.184/5
3Amritsar
Punjab
18.401212+1.243/5
4Chennai
Tamil Nadu
18.00504-19.735/5
5Bengaluru
Karnataka
17.531022-4.115/5
6Bhopal
Madhya Pradesh
17.45297+16.195/5
7Patna
Bihar
15.68415-21.965/5
8Kota
Rajasthan
15.44423+21.042/5
9Raipur
Chhattisgarh
12.351115+8.384/5
10Chandigarh
Chandigarh
11.21258+1.975/5
11Kochi
Kerala
8.81818+7.773/5
12Jaipur
Rajasthan
8.641410+15.694/5
13Ludhiana
Punjab
8.561114-11.151/5
14Mysuru
Karnataka
8.56424-9.703/5
15Srinagar
Jammu and Kashmir
8.241213+20.452/5
16Indore
Madhya Pradesh
7.94917-5.473/5
17Gwalior
Madhya Pradesh
7.43325-12.761/5
18Lucknow
Uttar Pradesh
5.09189-1.355/5
19Dehradun
Uttarakhand
4.10421-7.581/5
20Thane
Maharashtra
4.03328-6.211/5
21Pune
Maharashtra
3.861411+4.534/5
22Prayagraj
Uttar Pradesh
3.71620-7.251/5
23Mumbai
Maharashtra
3.26396-2.685/5
24Gurugram
Haryana
2.94719+1.903/5
25Nagpur
Maharashtra
2.87326-4.422/5
26New Delhi
Delhi
2.46733-1.785/5
27Noida
Uttar Pradesh
1.47327-0.473/5
28Kolkata
West Bengal
1.28422-2.532/5

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

Bhubaneswar: Disproportionate Assets reporting profile

130 tagged reports appeared within 17,398 civic reports in 2021–2025, equal to 74.72 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 79.54 in 2021–2023 versus 68.68 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
74.72
per 10K civic reports
Tagged coverage
130
5 active years
Recent change
-10.86
per-10K points
Action marker
44.6%
classifier coverage
20212025
Annual evidence
2021 · 57.53/10K (16 reports)2022 · 58.22/10K (20 reports)2023 · 118.33/10K (41 reports)2024 · 75.53/10K (28 reports)2025 · 62.34/10K (25 reports)
Classifier category mix
Corruption Fraud · 130

The classifier marked authority or institutional action in 58 reports (44.6%) and conclusion language in 6 (4.6%). 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 #2 · raw-volume #16 · qualified coverage base

Visakhapatnam: Disproportionate Assets reporting profile

10 tagged reports appeared within 3,699 civic reports in 2021–2025, equal to 27.03 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 27.95 in 2021–2023 versus 25.77 in 2024–2025. The city's peak normalized year was 2022.

Normalized signal
27.03
per 10K civic reports
Tagged coverage
10
4 active years
Recent change
-2.18
per-10K points
Action marker
60.0%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 58.14/10K (4 reports)2023 · 17.89/10K (2 reports)2024 · 14.77/10K (1 reports)2025 · 34.29/10K (3 reports)
Classifier category mix
Corruption Fraud · 10

The classifier marked authority or institutional action in 6 reports (60.0%) and conclusion language in 4 (40.0%). 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 #3 · raw-volume #12 · qualified coverage base

Amritsar: Disproportionate Assets reporting profile

12 tagged reports appeared within 6,520 civic reports in 2021–2025, equal to 18.40 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 17.91 in 2021–2023 versus 19.15 in 2024–2025. The city's peak normalized year was 2022.

Normalized signal
18.40
per 10K civic reports
Tagged coverage
12
3 active years
Recent change
+1.24
per-10K points
Action marker
41.7%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 27.49/10K (4 reports)2023 · 18.39/10K (3 reports)2024 · 0.00/10K (0 reports)2025 · 27.47/10K (5 reports)
Classifier category mix
Corruption Fraud · 12

The classifier marked authority or institutional action in 5 reports (41.7%) 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 Amritsar's broader civic problems analysis →
Normalized #4 · raw-volume #4 · established coverage base

Chennai: Disproportionate Assets reporting profile

50 tagged reports appeared within 27,784 civic reports in 2021–2025, equal to 18.00 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 26.90 in 2021–2023 versus 7.17 in 2024–2025. The city's peak normalized year was 2022.

Normalized signal
18.00
per 10K civic reports
Tagged coverage
50
5 active years
Recent change
-19.73
per-10K points
Action marker
36.0%
classifier coverage
20212025
Annual evidence
2021 · 26.85/10K (8 reports)2022 · 31.53/10K (15 reports)2023 · 24.00/10K (18 reports)2024 · 6.66/10K (4 reports)2025 · 7.64/10K (5 reports)
Classifier category mix
Corruption Fraud · 48Legal Judicial · 2

The classifier marked authority or institutional action in 18 reports (36.0%) and conclusion language in 8 (16.0%). 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 #5 · raw-volume #2 · high coverage base

Bengaluru: Disproportionate Assets reporting profile

102 tagged reports appeared within 58,199 civic reports in 2021–2025, equal to 17.53 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 19.54 in 2021–2023 versus 15.43 in 2024–2025. The city's peak normalized year was 2021.

Normalized signal
17.53
per 10K civic reports
Tagged coverage
102
5 active years
Recent change
-4.11
per-10K points
Action marker
12.7%
classifier coverage
20212025
Annual evidence
2021 · 22.22/10K (14 reports)2022 · 20.40/10K (22 reports)2023 · 17.45/10K (22 reports)2024 · 15.74/10K (21 reports)2025 · 15.16/10K (23 reports)
Classifier category mix
Corruption Fraud · 94Legal Judicial · 8

The classifier marked authority or institutional action in 13 reports (12.7%) and conclusion language in 13 (12.7%). 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 #6 · raw-volume #7 · established coverage base

Bhopal: Disproportionate Assets reporting profile

29 tagged reports appeared within 16,621 civic reports in 2021–2025, equal to 17.45 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 11.46 in 2021–2023 versus 27.65 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
17.45
per 10K civic reports
Tagged coverage
29
5 active years
Recent change
+16.19
per-10K points
Action marker
10.3%
classifier coverage
20212025
Annual evidence
2021 · 3.60/10K (1 reports)2022 · 16.71/10K (6 reports)2023 · 12.18/10K (5 reports)2024 · 11.57/10K (3 reports)2025 · 39.36/10K (14 reports)
Classifier category mix
Corruption Fraud · 29

The classifier marked authority or institutional action in 3 reports (10.3%) and conclusion language in 1 (3.4%). 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 #7 · raw-volume #5 · established coverage base

Patna: Disproportionate Assets reporting profile

41 tagged reports appeared within 26,153 civic reports in 2021–2025, equal to 15.68 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 25.41 in 2021–2023 versus 3.45 in 2024–2025. The city's peak normalized year was 2021.

Normalized signal
15.68
per 10K civic reports
Tagged coverage
41
5 active years
Recent change
-21.96
per-10K points
Action marker
4.9%
classifier coverage
20212025
Annual evidence
2021 · 31.95/10K (14 reports)2022 · 31.63/10K (17 reports)2023 · 12.49/10K (6 reports)2024 · 1.75/10K (1 reports)2025 · 5.09/10K (3 reports)
Classifier category mix
Corruption Fraud · 41

The classifier marked authority or institutional action in 2 reports (4.9%) 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 Patna's broader civic problems analysis →
Normalized #8 · raw-volume #23 · qualified coverage base

Kota: Disproportionate Assets reporting profile

4 tagged reports appeared within 2,590 civic reports in 2021–2025, equal to 15.44 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 6.64 in 2021–2023 versus 27.68 in 2024–2025. The city's peak normalized year was 2024.

Normalized signal
15.44
per 10K civic reports
Tagged coverage
4
2 active years
Recent change
+21.04
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 0.00/10K (0 reports)2023 · 12.45/10K (1 reports)2024 · 49.75/10K (3 reports)2025 · 0.00/10K (0 reports)
Classifier category mix
Corruption Fraud · 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 Kota's broader civic problems analysis →
Normalized #9 · raw-volume #15 · qualified coverage base

Raipur: Disproportionate Assets reporting profile

11 tagged reports appeared within 8,910 civic reports in 2021–2025, equal to 12.35 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 9.12 in 2021–2023 versus 17.50 in 2024–2025. The city's peak normalized year was 2021.

Normalized signal
12.35
per 10K civic reports
Tagged coverage
11
4 active years
Recent change
+8.38
per-10K points
Action marker
36.4%
classifier coverage
20212025
Annual evidence
2021 · 22.27/10K (3 reports)2022 · 11.77/10K (2 reports)2023 · 0.00/10K (0 reports)2024 · 12.98/10K (2 reports)2025 · 21.19/10K (4 reports)
Classifier category mix
Corruption Fraud · 11

The classifier marked authority or institutional action in 4 reports (36.4%) and conclusion language in 1 (9.1%). 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 #10 · raw-volume #8 · established coverage base

Chandigarh: Disproportionate Assets reporting profile

25 tagged reports appeared within 22,311 civic reports in 2021–2025, equal to 11.21 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 10.57 in 2021–2023 versus 12.54 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
11.21
per 10K civic reports
Tagged coverage
25
5 active years
Recent change
+1.97
per-10K points
Action marker
32.0%
classifier coverage
20212025
Annual evidence
2021 · 11.58/10K (5 reports)2022 · 3.46/10K (2 reports)2023 · 17.88/10K (9 reports)2024 · 5.19/10K (2 reports)2025 · 21.03/10K (7 reports)
Classifier category mix
Corruption Fraud · 25

The classifier marked authority or institutional action in 8 reports (32.0%) and conclusion language in 2 (8.0%). 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 #18 · qualified coverage base

Kochi: Disproportionate Assets reporting profile

8 tagged reports appeared within 9,077 civic reports in 2021–2025, equal to 8.81 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 6.40 in 2021–2023 versus 14.17 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
8.81
per 10K civic reports
Tagged coverage
8
3 active years
Recent change
+7.77
per-10K points
Action marker
50.0%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 3.63/10K (1 reports)2023 · 12.81/10K (3 reports)2024 · 0.00/10K (0 reports)2025 · 24.66/10K (4 reports)
Classifier category mix
Corruption Fraud · 8

The classifier marked authority or institutional action in 4 reports (50.0%) and conclusion language in 2 (25.0%). 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 →
Normalized #12 · raw-volume #10 · qualified coverage base

Jaipur: Disproportionate Assets reporting profile

14 tagged reports appeared within 16,200 civic reports in 2021–2025, equal to 8.64 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 2.92 in 2021–2023 versus 18.61 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
8.64
per 10K civic reports
Tagged coverage
14
4 active years
Recent change
+15.69
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 7.36/10K (2 reports)2022 · 2.84/10K (1 reports)2023 · 0.00/10K (0 reports)2024 · 11.56/10K (3 reports)2025 · 24.14/10K (8 reports)
Classifier category mix
Corruption Fraud · 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 Jaipur's broader civic problems analysis →
Normalized #13 · raw-volume #14 · qualified coverage base

Ludhiana: Disproportionate Assets reporting profile

11 tagged reports appeared within 12,851 civic reports in 2021–2025, equal to 8.56 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 11.15 in 2021–2023 versus 0.00 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
8.56
per 10K civic reports
Tagged coverage
11
1 active years
Recent change
-11.15
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 · 33.94/10K (11 reports)2024 · 0.00/10K (0 reports)2025 · 0.00/10K (0 reports)
Classifier category mix
Corruption Fraud · 11

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

Open Ludhiana's broader civic problems analysis →
Normalized #14 · raw-volume #24 · qualified coverage base

Mysuru: Disproportionate Assets reporting profile

4 tagged reports appeared within 4,674 civic reports in 2021–2025, equal to 8.56 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 13.72 in 2021–2023 versus 4.02 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
8.56
per 10K civic reports
Tagged coverage
4
3 active years
Recent change
-9.70
per-10K points
Action marker
50.0%
classifier coverage
20212025
Annual evidence
2021 · 17.67/10K (1 reports)2022 · 0.00/10K (0 reports)2023 · 23.84/10K (2 reports)2024 · 0.00/10K (0 reports)2025 · 9.64/10K (1 reports)
Classifier category mix
Corruption Fraud · 3Legal Judicial · 1

The classifier marked authority or institutional action in 2 reports (50.0%) and conclusion language in 2 (50.0%). These are article-level signals: repeated coverage can refer to the same underlying event, and the markers do not prove official resolution.

Open Mysuru's broader civic problems analysis →
Normalized #15 · raw-volume #13 · qualified coverage base

Srinagar: Disproportionate Assets reporting profile

12 tagged reports appeared within 14,562 civic reports in 2021–2025, equal to 8.24 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 0.00 in 2021–2023 versus 20.45 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
8.24
per 10K civic reports
Tagged coverage
12
2 active years
Recent change
+20.45
per-10K points
Action marker
16.7%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 0.00/10K (0 reports)2023 · 0.00/10K (0 reports)2024 · 11.68/10K (3 reports)2025 · 27.28/10K (9 reports)
Classifier category mix
Corruption Fraud · 12

The classifier marked authority or institutional action in 2 reports (16.7%) and conclusion language in 2 (16.7%). 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 #16 · raw-volume #17 · qualified coverage base

Indore: Disproportionate Assets reporting profile

9 tagged reports appeared within 11,332 civic reports in 2021–2025, equal to 7.94 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 10.05 in 2021–2023 versus 4.58 in 2024–2025. The city's peak normalized year was 2022.

Normalized signal
7.94
per 10K civic reports
Tagged coverage
9
3 active years
Recent change
-5.47
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 19.52/10K (5 reports)2023 · 7.07/10K (2 reports)2024 · 0.00/10K (0 reports)2025 · 7.87/10K (2 reports)
Classifier category mix
Corruption Fraud · 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 Indore's broader civic problems analysis →
Normalized #17 · raw-volume #25 · qualified coverage base

Gwalior: Disproportionate Assets reporting profile

3 tagged reports appeared within 4,035 civic reports in 2021–2025, equal to 7.43 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 12.76 in 2021–2023 versus 0.00 in 2024–2025. The city's peak normalized year was 2022.

Normalized signal
7.43
per 10K civic reports
Tagged coverage
3
1 active years
Recent change
-12.76
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 42.31/10K (3 reports)2023 · 0.00/10K (0 reports)2024 · 0.00/10K (0 reports)2025 · 0.00/10K (0 reports)
Classifier category mix
Corruption Fraud · 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 Gwalior's broader civic problems analysis →
Normalized #18 · raw-volume #9 · qualified coverage base

Lucknow: Disproportionate Assets reporting profile

18 tagged reports appeared within 35,340 civic reports in 2021–2025, equal to 5.09 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 5.63 in 2021–2023 versus 4.28 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
5.09
per 10K civic reports
Tagged coverage
18
5 active years
Recent change
-1.35
per-10K points
Action marker
16.7%
classifier coverage
20212025
Annual evidence
2021 · 7.50/10K (5 reports)2022 · 1.24/10K (1 reports)2023 · 9.09/10K (6 reports)2024 · 5.25/10K (4 reports)2025 · 3.13/10K (2 reports)
Classifier category mix
Corruption Fraud · 18

The classifier marked authority or institutional action in 3 reports (16.7%) 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 Lucknow's broader civic problems analysis →
Normalized #19 · raw-volume #21 · qualified coverage base

Dehradun: Disproportionate Assets 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: 7.58 in 2021–2023 versus 0.00 in 2024–2025. The city's peak normalized year was 2022.

Normalized signal
4.10
per 10K civic reports
Tagged coverage
4
1 active years
Recent change
-7.58
per-10K points
Action marker
100.0%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 21.30/10K (4 reports)2023 · 0.00/10K (0 reports)2024 · 0.00/10K (0 reports)2025 · 0.00/10K (0 reports)
Classifier category mix
Corruption Fraud · 4

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.

Open Dehradun's broader civic problems analysis →
Normalized #20 · raw-volume #28 · qualified coverage base

Thane: Disproportionate Assets reporting profile

3 tagged reports appeared within 7,439 civic reports in 2021–2025, equal to 4.03 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 6.21 in 2021–2023 versus 0.00 in 2024–2025. The city's peak normalized year was 2022.

Normalized signal
4.03
per 10K civic reports
Tagged coverage
3
1 active years
Recent change
-6.21
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 · 0.00/10K (0 reports)
Classifier category mix
Corruption Fraud · 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.

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Normalized #21 · raw-volume #11 · qualified coverage base

Pune: Disproportionate Assets reporting profile

14 tagged reports appeared within 36,239 civic reports in 2021–2025, equal to 3.86 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 1.93 in 2021–2023 versus 6.46 in 2024–2025. The city's peak normalized year was 2024.

Normalized signal
3.86
per 10K civic reports
Tagged coverage
14
4 active years
Recent change
+4.53
per-10K points
Action marker
14.3%
classifier coverage
20212025
Annual evidence
2021 · 3.29/10K (2 reports)2022 · 2.74/10K (2 reports)2023 · 0.00/10K (0 reports)2024 · 11.10/10K (9 reports)2025 · 1.36/10K (1 reports)
Classifier category mix
Corruption Fraud · 14

The classifier marked authority or institutional action in 2 reports (14.3%) and conclusion language in 1 (7.1%). 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 #20 · qualified coverage base

Prayagraj: Disproportionate Assets reporting profile

6 tagged reports appeared within 16,169 civic reports in 2021–2025, equal to 3.71 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 7.25 in 2021–2023 versus 0.00 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
3.71
per 10K civic reports
Tagged coverage
6
1 active years
Recent change
-7.25
per-10K points
Action marker
66.7%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 0.00/10K (0 reports)2023 · 13.77/10K (6 reports)2024 · 0.00/10K (0 reports)2025 · 0.00/10K (0 reports)
Classifier category mix
Corruption Fraud · 4Legal Judicial · 2

The classifier marked authority or institutional action in 4 reports (66.7%) and conclusion language in 4 (66.7%). 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 #23 · raw-volume #6 · established coverage base

Mumbai: Disproportionate Assets reporting profile

39 tagged reports appeared within 119,517 civic reports in 2021–2025, equal to 3.26 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 4.26 in 2021–2023 versus 1.58 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
3.26
per 10K civic reports
Tagged coverage
39
5 active years
Recent change
-2.68
per-10K points
Action marker
23.1%
classifier coverage
20212025
Annual evidence
2021 · 3.45/10K (8 reports)2022 · 3.50/10K (10 reports)2023 · 5.98/10K (14 reports)2024 · 1.43/10K (3 reports)2025 · 1.71/10K (4 reports)
Classifier category mix
Corruption Fraud · 39

The classifier marked authority or institutional action in 9 reports (23.1%) and conclusion language in 6 (15.4%). 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 #24 · raw-volume #19 · qualified coverage base

Gurugram: Disproportionate Assets reporting profile

7 tagged reports appeared within 23,841 civic reports in 2021–2025, equal to 2.94 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 2.15 in 2021–2023 versus 4.05 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
2.94
per 10K civic reports
Tagged coverage
7
3 active years
Recent change
+1.90
per-10K points
Action marker
57.1%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 5.24/10K (3 reports)2023 · 0.00/10K (0 reports)2024 · 1.94/10K (1 reports)2025 · 6.36/10K (3 reports)
Classifier category mix
Corruption Fraud · 7

The classifier marked authority or institutional action in 4 reports (57.1%) and conclusion language in 2 (28.6%). 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 #25 · raw-volume #26 · qualified coverage base

Nagpur: Disproportionate Assets reporting profile

3 tagged reports appeared within 10,447 civic reports in 2021–2025, equal to 2.87 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 4.42 in 2021–2023 versus 0.00 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
2.87
per 10K civic reports
Tagged coverage
3
2 active years
Recent change
-4.42
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 3.88/10K (1 reports)2023 · 7.69/10K (2 reports)2024 · 0.00/10K (0 reports)2025 · 0.00/10K (0 reports)
Classifier category mix
Corruption Fraud · 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.

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Normalized #26 · raw-volume #3 · established coverage base

New Delhi: Disproportionate Assets reporting profile

73 tagged reports appeared within 297,207 civic reports in 2021–2025, equal to 2.46 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 3.15 in 2021–2023 versus 1.37 in 2024–2025. The city's peak normalized year was 2022.

Normalized signal
2.46
per 10K civic reports
Tagged coverage
73
5 active years
Recent change
-1.78
per-10K points
Action marker
37.0%
classifier coverage
20212025
Annual evidence
2021 · 0.22/10K (1 reports)2022 · 4.93/10K (32 reports)2023 · 3.40/10K (24 reports)2024 · 1.30/10K (8 reports)2025 · 1.46/10K (8 reports)
Classifier category mix
Corruption Fraud · 57Legal Judicial · 16

The classifier marked authority or institutional action in 27 reports (37.0%) and conclusion language in 20 (27.4%). 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 #27 · raw-volume #27 · qualified coverage base

Noida: Disproportionate Assets 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 broadly stable share of local civic coverage: 1.67 in 2021–2023 versus 1.20 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
1.47
per 10K civic reports
Tagged coverage
3
3 active years
Recent change
-0.47
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 · 2.43/10K (1 reports)2024 · 1.96/10K (1 reports)2025 · 0.00/10K (0 reports)
Classifier category mix
Corruption Fraud · 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 #28 · raw-volume #22 · qualified coverage base

Kolkata: Disproportionate Assets reporting profile

4 tagged reports appeared within 31,282 civic reports in 2021–2025, equal to 1.28 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 2.53 in 2021–2023 versus 0.00 in 2024–2025. The city's peak normalized year was 2022.

Normalized signal
1.28
per 10K civic reports
Tagged coverage
4
2 active years
Recent change
-2.53
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 2.53/10K (1 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
Corruption Fraud · 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 Kolkata's broader civic problems analysis →
National trend and methodology
All 45 cities

Annual normalized signal

20212025
2021 · 5.26/10K (82)2022 · 7.44/10K (162)2023 · 8.31/10K (180)2024 · 4.73/10K (97)2025 · 6.98/10K (135)

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 disproportionate_assets; 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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