Prism Geo · city intelligence · pilot
Prism Geo · Rankings · Corruption Investigation
Governance & policy · evidence ranking · 2021–2025

Which Indian cities show the strongest corruption investigation reporting signal?

A comparison of 45 Indian cities covered by Prism Geo. 31 pass the evidence gates and are ranked by exact corruption_investigation-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 · 31 city-linked districts

Where the corruption investigation 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 21–31 Not ranked
Indian districts containing cities in the corruption investigation reporting ranking India's national silhouette has a soft boundary shadow. District lines are subdued, while the 31 districts containing ranked cities are highlighted by rank. #13 Bhopal — Bhopal district proxy — 12.63 tagged reports per 10,000 civic reports#29 Srinagar — Srinagar district proxy — 3.43 tagged reports per 10,000 civic reports#25 Surat — Surat district proxy — 7.16 tagged reports per 10,000 civic reports#16 Patna — Patna district proxy — 10.32 tagged reports per 10,000 civic reports#19 Gurugram — Gurgaon district proxy — 8.81 tagged reports per 10,000 civic reports#12 Chandigarh — Chandigarh district proxy — 13.89 tagged reports per 10,000 civic reports#11 Raipur — Raipur district proxy — 22.45 tagged reports per 10,000 civic reports#9 Dehradun — Dehradun district proxy — 24.62 tagged reports per 10,000 civic reports#7 Kochi — Ernakulam district proxy — 34.15 tagged reports per 10,000 civic reports#2 Thiruvananthapuram — Thiruvananthapuram district proxy — 51.33 tagged reports per 10,000 civic reports#6 Kolkata — Kolkata district proxy — 36.12 tagged reports per 10,000 civic reports#21 Ludhiana — Ludhiana district proxy — 8.56 tagged reports per 10,000 civic reports#1 Mysuru — Mysore district proxy — 136.93 tagged reports per 10,000 civic reports#3 Bengaluru — Bangalore district proxy — 48.28 tagged reports per 10,000 civic reports#27 Pune — Pune district proxy — 5.52 tagged reports per 10,000 civic reports#28 Thane — Thane district proxy — 4.03 tagged reports per 10,000 civic reports#5 Mumbai — Mumbai Suburban district proxy — 38.24 tagged reports per 10,000 civic reports#17 Nagpur — Nagpur district proxy — 9.57 tagged reports per 10,000 civic reports#20 Bhubaneswar — Khordha district proxy — 8.62 tagged reports per 10,000 civic reports#8 Jaipur — Jaipur district proxy — 29.63 tagged reports per 10,000 civic reports#22 Moradabad — Moradabad district proxy — 8.20 tagged reports per 10,000 civic reports#26 Meerut — Meerut district proxy — 5.77 tagged reports per 10,000 civic reports#24 Bareilly — Bareilly district proxy — 7.21 tagged reports per 10,000 civic reports#14 Lucknow — Lucknow district proxy — 11.88 tagged reports per 10,000 civic reports#18 Ghaziabad — Ghaziabad district proxy — 8.82 tagged reports per 10,000 civic reports#31 Noida — Gautam Buddha Nagar district proxy — 2.46 tagged reports per 10,000 civic reports#23 Agra — Agra district proxy — 7.68 tagged reports per 10,000 civic reports#10 Chennai — Chennai district proxy — 24.47 tagged reports per 10,000 civic reports#30 Prayagraj — Allahabad district proxy — 3.09 tagged reports per 10,000 civic reports#15 Coimbatore — Coimbatore district proxy — 11.52 tagged reports per 10,000 civic reports#4 New Delhi — Central district proxy — 47.41 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

Mysuru leads the normalized comparison at 136.93 tagged reports per 10,000 civic reports. New Delhi leads raw volume with 1,409 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
31
passed both evidence gates
Normalized leader
Mysuru
136.93 per 10K
Raw-volume leader
New Delhi
1,409 tagged reports
Largest recent rise
Mysuru
+214.27 per-10K points
National comparison
-16.74
recent per-10K change
Computed findings
What stands out
Complete ranking
Primary and companion measures

Corruption Investigation 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
1Mysuru
Karnataka
136.93647+214.274/5
2Thiruvananthapuram
Kerala
51.33765-25.445/5
3Bengaluru
Karnataka
48.282813+9.185/5
4New Delhi
Delhi
47.411,4091-25.585/5
5Mumbai
Maharashtra
38.244572-55.765/5
6Kolkata
West Bengal
36.121134-48.525/5
7Kochi
Kerala
34.153111+12.135/5
8Jaipur
Rajasthan
29.63488-14.695/5
9Dehradun
Uttarakhand
24.622413-28.974/5
10Chennai
Tamil Nadu
24.47686-27.185/5
11Raipur
Chhattisgarh
22.452017-17.525/5
12Chandigarh
Chandigarh
13.893110-10.225/5
13Bhopal
Madhya Pradesh
12.632114-1.995/5
14Lucknow
Uttar Pradesh
11.88429-7.865/5
15Coimbatore
Tamil Nadu
11.52525+10.823/5
16Patna
Bihar
10.322712-1.505/5
17Nagpur
Maharashtra
9.571021-6.315/5
18Ghaziabad
Uttar Pradesh
8.821519-10.302/5
19Gurugram
Haryana
8.812115-6.395/5
20Bhubaneswar
Odisha
8.621518+0.814/5
21Ludhiana
Punjab
8.561120-2.444/5
22Moradabad
Uttar Pradesh
8.20329+3.492/5
23Agra
Uttar Pradesh
7.68822-4.784/5
24Bareilly
Uttar Pradesh
7.21623+0.574/5
25Surat
Gujarat
7.16330-10.671/5
26Meerut
Uttar Pradesh
5.77624-2.713/5
27Pune
Maharashtra
5.522016-1.755/5
28Thane
Maharashtra
4.03331-6.213/5
29Srinagar
Jammu and Kashmir
3.43528-0.043/5
30Prayagraj
Uttar Pradesh
3.09527-1.104/5
31Noida
Uttar Pradesh
2.46526-0.114/5

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 · established coverage base

Mysuru: Corruption Investigation reporting profile

64 tagged reports appeared within 4,674 civic reports in 2021–2025, equal to 136.93 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 22.87 in 2021–2023 versus 237.14 in 2024–2025. The city's peak normalized year was 2024.

Normalized signal
136.93
per 10K civic reports
Tagged coverage
64
4 active years
Recent change
+214.27
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 17.67/10K (1 reports)2022 · 51.22/10K (4 reports)2023 · 0.00/10K (0 reports)2024 · 365.27/10K (53 reports)2025 · 57.86/10K (6 reports)
Classifier category mix
Governance & policy · 64

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 Mysuru's broader civic problems analysis →
Normalized #2 · raw-volume #5 · high coverage base

Thiruvananthapuram: Corruption Investigation reporting profile

76 tagged reports appeared within 14,806 civic reports in 2021–2025, equal to 51.33 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 60.22 in 2021–2023 versus 34.78 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
51.33
per 10K civic reports
Tagged coverage
76
5 active years
Recent change
-25.44
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 50.02/10K (12 reports)2022 · 51.84/10K (21 reports)2023 · 78.59/10K (25 reports)2024 · 57.21/10K (15 reports)2025 · 11.75/10K (3 reports)
Classifier category mix
Governance & policy · 76

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

Bengaluru: Corruption Investigation reporting profile

281 tagged reports appeared within 58,199 civic reports in 2021–2025, equal to 48.28 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 43.79 in 2021–2023 versus 52.97 in 2024–2025. The city's peak normalized year was 2024.

Normalized signal
48.28
per 10K civic reports
Tagged coverage
281
5 active years
Recent change
+9.18
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 20.63/10K (13 reports)2022 · 38.95/10K (42 reports)2023 · 59.49/10K (75 reports)2024 · 91.45/10K (122 reports)2025 · 19.12/10K (29 reports)
Classifier category mix
Governance & policy · 280Policing & law enforcement · 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 Bengaluru's broader civic problems analysis →
Normalized #4 · raw-volume #1 · high coverage base

New Delhi: Corruption Investigation reporting profile

1,409 tagged reports appeared within 297,207 civic reports in 2021–2025, equal to 47.41 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 57.43 in 2021–2023 versus 31.85 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
47.41
per 10K civic reports
Tagged coverage
1,409
5 active years
Recent change
-25.58
per-10K points
Action marker
0.3%
classifier coverage
20212025
Annual evidence
2021 · 13.69/10K (62 reports)2022 · 68.16/10K (442 reports)2023 · 75.64/10K (534 reports)2024 · 39.64/10K (244 reports)2025 · 23.12/10K (127 reports)
Classifier category mix
Governance & policy · 1402Policing & law enforcement · 6Elections & politics · 1

The classifier marked authority or institutional action in 4 reports (0.3%) 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 #5 · raw-volume #2 · high coverage base

Mumbai: Corruption Investigation reporting profile

457 tagged reports appeared within 119,517 civic reports in 2021–2025, equal to 38.24 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 58.92 in 2021–2023 versus 3.16 in 2024–2025. The city's peak normalized year was 2021.

Normalized signal
38.24
per 10K civic reports
Tagged coverage
457
5 active years
Recent change
-55.76
per-10K points
Action marker
0.2%
classifier coverage
20212025
Annual evidence
2021 · 130.60/10K (303 reports)2022 · 32.90/10K (94 reports)2023 · 19.64/10K (46 reports)2024 · 5.72/10K (12 reports)2025 · 0.86/10K (2 reports)
Classifier category mix
Governance & policy · 443Policing & law enforcement · 13Corruption Fraud · 1

The classifier marked authority or institutional action in 1 reports (0.2%) and conclusion language in 1 (0.2%). 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 #6 · raw-volume #4 · high coverage base

Kolkata: Corruption Investigation reporting profile

113 tagged reports appeared within 31,282 civic reports in 2021–2025, equal to 36.12 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 60.14 in 2021–2023 versus 11.62 in 2024–2025. The city's peak normalized year was 2022.

Normalized signal
36.12
per 10K civic reports
Tagged coverage
113
5 active years
Recent change
-48.52
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 48.03/10K (19 reports)2022 · 71.45/10K (46 reports)2023 · 55.53/10K (30 reports)2024 · 14.53/10K (15 reports)2025 · 5.81/10K (3 reports)
Classifier category mix
Governance & policy · 110Policing & law enforcement · 2Corruption 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 Kolkata's broader civic problems analysis →
Normalized #7 · raw-volume #11 · established coverage base

Kochi: Corruption Investigation reporting profile

31 tagged reports appeared within 9,077 civic reports in 2021–2025, equal to 34.15 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 30.38 in 2021–2023 versus 42.51 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
34.15
per 10K civic reports
Tagged coverage
31
5 active years
Recent change
+12.13
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 17.27/10K (2 reports)2022 · 36.31/10K (10 reports)2023 · 29.89/10K (7 reports)2024 · 33.31/10K (4 reports)2025 · 49.32/10K (8 reports)
Classifier category mix
Governance & policy · 31

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 Kochi's broader civic problems analysis →
Normalized #8 · raw-volume #8 · established coverage base

Jaipur: Corruption Investigation reporting profile

48 tagged reports appeared within 16,200 civic reports in 2021–2025, equal to 29.63 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 34.99 in 2021–2023 versus 20.30 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
29.63
per 10K civic reports
Tagged coverage
48
5 active years
Recent change
-14.69
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 11.04/10K (3 reports)2022 · 11.38/10K (4 reports)2023 · 71.48/10K (29 reports)2024 · 26.96/10K (7 reports)2025 · 15.09/10K (5 reports)
Classifier category mix
Governance & policy · 48

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 #9 · raw-volume #13 · established coverage base

Dehradun: Corruption Investigation reporting profile

24 tagged reports appeared within 9,750 civic reports in 2021–2025, equal to 24.62 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 37.91 in 2021–2023 versus 8.94 in 2024–2025. The city's peak normalized year was 2022.

Normalized signal
24.62
per 10K civic reports
Tagged coverage
24
4 active years
Recent change
-28.97
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 12.75/10K (2 reports)2022 · 58.57/10K (11 reports)2023 · 38.29/10K (7 reports)2024 · 16.88/10K (4 reports)2025 · 0.00/10K (0 reports)
Classifier category mix
Governance & policy · 23Corruption 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 Dehradun's broader civic problems analysis →
Normalized #10 · raw-volume #6 · established coverage base

Chennai: Corruption Investigation reporting profile

68 tagged reports appeared within 27,784 civic reports in 2021–2025, equal to 24.47 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 36.75 in 2021–2023 versus 9.57 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
24.47
per 10K civic reports
Tagged coverage
68
5 active years
Recent change
-27.18
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 20.13/10K (6 reports)2022 · 25.22/10K (12 reports)2023 · 50.66/10K (38 reports)2024 · 6.66/10K (4 reports)2025 · 12.23/10K (8 reports)
Classifier category mix
Governance & policy · 67Corruption 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 Chennai's broader civic problems analysis →
Normalized #11 · raw-volume #17 · established coverage base

Raipur: Corruption Investigation reporting profile

20 tagged reports appeared within 8,910 civic reports in 2021–2025, equal to 22.45 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 29.19 in 2021–2023 versus 11.67 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
22.45
per 10K civic reports
Tagged coverage
20
5 active years
Recent change
-17.52
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 14.85/10K (2 reports)2022 · 29.43/10K (5 reports)2023 · 36.96/10K (9 reports)2024 · 12.98/10K (2 reports)2025 · 10.59/10K (2 reports)
Classifier category mix
Governance & policy · 19Policing & law enforcement · 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 #12 · raw-volume #10 · established coverage base

Chandigarh: Corruption Investigation reporting profile

31 tagged reports appeared within 22,311 civic reports in 2021–2025, equal to 13.89 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 17.18 in 2021–2023 versus 6.96 in 2024–2025. The city's peak normalized year was 2022.

Normalized signal
13.89
per 10K civic reports
Tagged coverage
31
5 active years
Recent change
-10.22
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 11.58/10K (5 reports)2022 · 22.49/10K (13 reports)2023 · 15.89/10K (8 reports)2024 · 7.79/10K (3 reports)2025 · 6.01/10K (2 reports)
Classifier category mix
Governance & policy · 29Policing & law enforcement · 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 Chandigarh's broader civic problems analysis →
Normalized #13 · raw-volume #14 · established coverage base

Bhopal: Corruption Investigation reporting profile

21 tagged reports appeared within 16,621 civic reports in 2021–2025, equal to 12.63 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 13.37 in 2021–2023 versus 11.38 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
12.63
per 10K civic reports
Tagged coverage
21
5 active years
Recent change
-1.99
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 10.81/10K (3 reports)2022 · 11.14/10K (4 reports)2023 · 17.05/10K (7 reports)2024 · 7.72/10K (2 reports)2025 · 14.06/10K (5 reports)
Classifier category mix
Governance & policy · 21

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

Open Bhopal's broader civic problems analysis →
Normalized #14 · raw-volume #9 · established coverage base

Lucknow: Corruption Investigation reporting profile

42 tagged reports appeared within 35,340 civic reports in 2021–2025, equal to 11.88 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 15.00 in 2021–2023 versus 7.14 in 2024–2025. The city's peak normalized year was 2022.

Normalized signal
11.88
per 10K civic reports
Tagged coverage
42
5 active years
Recent change
-7.86
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 4.50/10K (3 reports)2022 · 19.85/10K (16 reports)2023 · 19.70/10K (13 reports)2024 · 10.50/10K (8 reports)2025 · 3.13/10K (2 reports)
Classifier category mix
Governance & policy · 42

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

Coimbatore: Corruption Investigation reporting profile

5 tagged reports appeared within 4,339 civic reports in 2021–2025, equal to 11.52 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 7.42 in 2021–2023 versus 18.24 in 2024–2025. The city's peak normalized year was 2024.

Normalized signal
11.52
per 10K civic reports
Tagged coverage
5
3 active years
Recent change
+10.82
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 16.64/10K (2 reports)2023 · 0.00/10K (0 reports)2024 · 18.76/10K (1 reports)2025 · 17.99/10K (2 reports)
Classifier category mix
Governance & policy · 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 Coimbatore's broader civic problems analysis →
Normalized #16 · raw-volume #12 · established coverage base

Patna: Corruption Investigation reporting profile

27 tagged reports appeared within 26,153 civic reports in 2021–2025, equal to 10.32 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 10.99 in 2021–2023 versus 9.49 in 2024–2025. The city's peak normalized year was 2024.

Normalized signal
10.32
per 10K civic reports
Tagged coverage
27
5 active years
Recent change
-1.50
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 15.97/10K (7 reports)2022 · 11.16/10K (6 reports)2023 · 6.24/10K (3 reports)2024 · 17.54/10K (10 reports)2025 · 1.70/10K (1 reports)
Classifier category mix
Governance & policy · 26Policing & law enforcement · 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 Patna's broader civic problems analysis →
Normalized #17 · raw-volume #21 · qualified coverage base

Nagpur: Corruption Investigation reporting profile

10 tagged reports appeared within 10,447 civic reports in 2021–2025, equal to 9.57 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 11.78 in 2021–2023 versus 5.47 in 2024–2025. The city's peak normalized year was 2021.

Normalized signal
9.57
per 10K civic reports
Tagged coverage
10
5 active years
Recent change
-6.31
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 24.75/10K (4 reports)2022 · 7.76/10K (2 reports)2023 · 7.69/10K (2 reports)2024 · 6.42/10K (1 reports)2025 · 4.77/10K (1 reports)
Classifier category mix
Governance & policy · 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 Nagpur's broader civic problems analysis →
Normalized #18 · raw-volume #19 · qualified coverage base

Ghaziabad: Corruption Investigation reporting profile

15 tagged reports appeared within 17,010 civic reports in 2021–2025, equal to 8.82 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 13.12 in 2021–2023 versus 2.82 in 2024–2025. The city's peak normalized year was 2022.

Normalized signal
8.82
per 10K civic reports
Tagged coverage
15
2 active years
Recent change
-10.30
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 37.52/10K (13 reports)2023 · 0.00/10K (0 reports)2024 · 0.00/10K (0 reports)2025 · 6.54/10K (2 reports)
Classifier category mix
Governance & policy · 14Policing & law enforcement · 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 Ghaziabad's broader civic problems analysis →
Normalized #19 · raw-volume #15 · established coverage base

Gurugram: Corruption Investigation reporting profile

21 tagged reports appeared within 23,841 civic reports in 2021–2025, equal to 8.81 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 11.45 in 2021–2023 versus 5.06 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
8.81
per 10K civic reports
Tagged coverage
21
5 active years
Recent change
-6.39
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 10.92/10K (3 reports)2022 · 10.48/10K (6 reports)2023 · 12.73/10K (7 reports)2024 · 5.82/10K (3 reports)2025 · 4.24/10K (2 reports)
Classifier category mix
Governance & policy · 20Policing & law enforcement · 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 #20 · raw-volume #18 · qualified coverage base

Bhubaneswar: Corruption Investigation reporting profile

15 tagged reports appeared within 17,398 civic reports in 2021–2025, equal to 8.62 per 10,000. The recent-period comparison shows a broadly stable share of local civic coverage: 8.26 in 2021–2023 versus 9.07 in 2024–2025. The city's peak normalized year was 2024.

Normalized signal
8.62
per 10K civic reports
Tagged coverage
15
4 active years
Recent change
+0.81
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 11.64/10K (4 reports)2023 · 11.54/10K (4 reports)2024 · 16.19/10K (6 reports)2025 · 2.49/10K (1 reports)
Classifier category mix
Governance & policy · 15

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 #20 · qualified coverage base

Ludhiana: Corruption Investigation 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: 9.13 in 2021–2023 versus 6.69 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
8.56
per 10K civic reports
Tagged coverage
11
4 active years
Recent change
-2.44
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 · 15.43/10K (5 reports)2024 · 7.04/10K (1 reports)2025 · 6.37/10K (1 reports)
Classifier category mix
Governance & policy · 10Policing & law enforcement · 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 Ludhiana's broader civic problems analysis →
Normalized #22 · raw-volume #29 · qualified coverage base

Moradabad: Corruption Investigation reporting profile

3 tagged reports appeared within 3,657 civic reports in 2021–2025, equal to 8.20 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 6.24 in 2021–2023 versus 9.73 in 2024–2025. The city's peak normalized year was 2022.

Normalized signal
8.20
per 10K civic reports
Tagged coverage
3
2 active years
Recent change
+3.49
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 17.15/10K (1 reports)2023 · 0.00/10K (0 reports)2024 · 16.98/10K (2 reports)2025 · 0.00/10K (0 reports)
Classifier category mix
Governance & policy · 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 #23 · raw-volume #22 · qualified coverage base

Agra: Corruption Investigation reporting profile

8 tagged reports appeared within 10,412 civic reports in 2021–2025, equal to 7.68 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 9.59 in 2021–2023 versus 4.81 in 2024–2025. The city's peak normalized year was 2021.

Normalized signal
7.68
per 10K civic reports
Tagged coverage
8
4 active years
Recent change
-4.78
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 13.23/10K (3 reports)2022 · 8.95/10K (2 reports)2023 · 5.70/10K (1 reports)2024 · 8.38/10K (2 reports)2025 · 0.00/10K (0 reports)
Classifier category mix
Governance & policy · 7Policing & law enforcement · 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 Agra's broader civic problems analysis →
Normalized #24 · raw-volume #23 · qualified coverage base

Bareilly: Corruption Investigation reporting profile

6 tagged reports appeared within 8,318 civic reports in 2021–2025, equal to 7.21 per 10,000. The recent-period comparison shows a broadly stable share of local civic coverage: 6.94 in 2021–2023 versus 7.51 in 2024–2025. The city's peak normalized year was 2022.

Normalized signal
7.21
per 10K civic reports
Tagged coverage
6
4 active years
Recent change
+0.57
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 6.78/10K (1 reports)2022 · 15.41/10K (2 reports)2023 · 0.00/10K (0 reports)2024 · 9.31/10K (2 reports)2025 · 5.42/10K (1 reports)
Classifier category mix
Governance & policy · 4Policing & law enforcement · 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 Bareilly's broader civic problems analysis →
Normalized #25 · raw-volume #30 · qualified coverage base

Surat: Corruption Investigation reporting profile

3 tagged reports appeared within 4,191 civic reports in 2021–2025, equal to 7.16 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 10.67 in 2021–2023 versus 0.00 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
7.16
per 10K civic reports
Tagged coverage
3
1 active years
Recent change
-10.67
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 · 21.96/10K (3 reports)2024 · 0.00/10K (0 reports)2025 · 0.00/10K (0 reports)
Classifier category mix
Governance & policy · 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 Surat's broader civic problems analysis →
Normalized #26 · raw-volume #24 · qualified coverage base

Meerut: Corruption Investigation 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 2022.

Normalized signal
5.77
per 10K civic reports
Tagged coverage
6
3 active years
Recent change
-2.71
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 16.10/10K (3 reports)2023 · 6.54/10K (1 reports)2024 · 7.76/10K (2 reports)2025 · 0.00/10K (0 reports)
Classifier category mix
Governance & policy · 4Policing & law enforcement · 1Corruption 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 Meerut's broader civic problems analysis →
Normalized #27 · raw-volume #16 · established coverage base

Pune: Corruption Investigation reporting profile

20 tagged reports appeared within 36,239 civic reports in 2021–2025, equal to 5.52 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 6.27 in 2021–2023 versus 4.52 in 2024–2025. The city's peak normalized year was 2021.

Normalized signal
5.52
per 10K civic reports
Tagged coverage
20
5 active years
Recent change
-1.75
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 11.52/10K (7 reports)2022 · 2.74/10K (2 reports)2023 · 5.42/10K (4 reports)2024 · 1.23/10K (1 reports)2025 · 8.13/10K (6 reports)
Classifier category mix
Governance & policy · 20

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 #28 · raw-volume #31 · qualified coverage base

Thane: Corruption Investigation 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 2021.

Normalized signal
4.03
per 10K civic reports
Tagged coverage
3
3 active years
Recent change
-6.21
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 9.14/10K (1 reports)2022 · 6.00/10K (1 reports)2023 · 4.83/10K (1 reports)2024 · 0.00/10K (0 reports)2025 · 0.00/10K (0 reports)
Classifier category mix
Governance & policy · 2Policing & law enforcement · 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 Thane's broader civic problems analysis →
Normalized #29 · raw-volume #28 · qualified coverage base

Srinagar: Corruption Investigation reporting profile

5 tagged reports appeared within 14,562 civic reports in 2021–2025, equal to 3.43 per 10,000. The recent-period comparison shows a broadly stable share of local civic coverage: 3.45 in 2021–2023 versus 3.41 in 2024–2025. The city's peak normalized year was 2021.

Normalized signal
3.43
per 10K civic reports
Tagged coverage
5
3 active years
Recent change
-0.04
per-10K points
Action marker
20.0%
classifier coverage
20212025
Annual evidence
2021 · 7.34/10K (2 reports)2022 · 3.07/10K (1 reports)2023 · 0.00/10K (0 reports)2024 · 0.00/10K (0 reports)2025 · 6.06/10K (2 reports)
Classifier category mix
Governance & policy · 4Policing & law enforcement · 1

The classifier marked authority or institutional action in 1 reports (20.0%) 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.

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Normalized #30 · raw-volume #27 · qualified coverage base

Prayagraj: Corruption Investigation reporting profile

5 tagged reports appeared within 16,169 civic reports in 2021–2025, equal to 3.09 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 3.63 in 2021–2023 versus 2.53 in 2024–2025. The city's peak normalized year was 2021.

Normalized signal
3.09
per 10K civic reports
Tagged coverage
5
4 active years
Recent change
-1.10
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 12.82/10K (2 reports)2022 · 0.00/10K (0 reports)2023 · 2.29/10K (1 reports)2024 · 2.40/10K (1 reports)2025 · 2.69/10K (1 reports)
Classifier category mix
Governance & policy · 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 Prayagraj's broader civic problems analysis →
Normalized #31 · raw-volume #26 · qualified coverage base

Noida: Corruption Investigation reporting profile

5 tagged reports appeared within 20,361 civic reports in 2021–2025, equal to 2.46 per 10,000. The recent-period comparison shows a broadly stable share of local civic coverage: 2.50 in 2021–2023 versus 2.39 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
2.46
per 10K civic reports
Tagged coverage
5
4 active years
Recent change
-0.11
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 3.08/10K (1 reports)2022 · 2.16/10K (1 reports)2023 · 2.43/10K (1 reports)2024 · 0.00/10K (0 reports)2025 · 6.12/10K (2 reports)
Classifier category mix
Governance & policy · 4Policing & law enforcement · 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 Noida's broader civic problems analysis →
National trend and methodology
All 45 cities

Annual normalized signal

20212025
2021 · 30.15/10K (470)2022 · 35.68/10K (777)2023 · 39.86/10K (863)2024 · 25.97/10K (532)2025 · 11.63/10K (225)

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 corruption_investigation; 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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