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

Which Indian cities show the strongest corruption allegations reporting signal?

A comparison of 45 Indian cities covered by Prism Geo. 19 pass the evidence gates and are ranked by exact corruption_allegations-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 · 19 city-linked districts

Where the corruption allegations 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 11–19 Not ranked
Indian districts containing cities in the corruption allegations reporting ranking India's national silhouette has a soft boundary shadow. District lines are subdued, while the 19 districts containing ranked cities are highlighted by rank. #13 Bhopal — Bhopal district proxy — 3.61 tagged reports per 10,000 civic reports#8 Visakhapatnam — Visakhapatnam district proxy — 8.11 tagged reports per 10,000 civic reports#14 Patna — Patna district proxy — 3.44 tagged reports per 10,000 civic reports#17 Chandigarh — Chandigarh district proxy — 2.24 tagged reports per 10,000 civic reports#5 Raipur — Raipur district proxy — 14.59 tagged reports per 10,000 civic reports#6 Kochi — Ernakulam district proxy — 9.92 tagged reports per 10,000 civic reports#2 Thiruvananthapuram — Thiruvananthapuram district proxy — 22.29 tagged reports per 10,000 civic reports#10 Kolkata — Kolkata district proxy — 6.71 tagged reports per 10,000 civic reports#1 Mysuru — Mysore district proxy — 36.37 tagged reports per 10,000 civic reports#3 Bengaluru — Bangalore district proxy — 15.81 tagged reports per 10,000 civic reports#19 Pune — Pune district proxy — 1.10 tagged reports per 10,000 civic reports#12 Mumbai — Mumbai Suburban district proxy — 4.94 tagged reports per 10,000 civic reports#9 Nagpur — Nagpur district proxy — 7.66 tagged reports per 10,000 civic reports#15 Bhubaneswar — Khordha district proxy — 2.87 tagged reports per 10,000 civic reports#7 Jodhpur — Jodhpur district proxy — 9.21 tagged reports per 10,000 civic reports#4 Jaipur — Jaipur district proxy — 15.43 tagged reports per 10,000 civic reports#16 Lucknow — Lucknow district proxy — 2.26 tagged reports per 10,000 civic reports#18 Chennai — Chennai district proxy — 1.80 tagged reports per 10,000 civic reports#11 New Delhi — Central district proxy — 5.62 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 36.37 tagged reports per 10,000 civic reports. New Delhi leads raw volume with 167 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
19
passed both evidence gates
Normalized leader
Mysuru
36.37 per 10K
Raw-volume leader
New Delhi
167 tagged reports
Largest recent rise
Mysuru
+8.17 per-10K points
National comparison
-3.45
recent per-10K change
Computed findings
What stands out
Complete ranking
Primary and companion measures

Corruption Allegations 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
36.37177+8.174/5
2Thiruvananthapuram
Kerala
22.29334-1.585/5
3Bengaluru
Karnataka
15.81922-6.925/5
4Jaipur
Rajasthan
15.43255-10.984/5
5Raipur
Chhattisgarh
14.59138-23.722/5
6Kochi
Kerala
9.9299+1.043/5
7Jodhpur
Rajasthan
9.21318-14.511/5
8Visakhapatnam
Andhra Pradesh
8.11319-13.971/5
9Nagpur
Maharashtra
7.66812+5.063/5
10Kolkata
West Bengal
6.71216-5.634/5
11New Delhi
Delhi
5.621671-5.435/5
12Mumbai
Maharashtra
4.94593-4.985/5
13Bhopal
Madhya Pradesh
3.61613-5.732/5
14Patna
Bihar
3.44910-3.083/5
15Bhubaneswar
Odisha
2.87514-0.512/5
16Lucknow
Uttar Pradesh
2.26811-1.383/5
17Chandigarh
Chandigarh
2.24515-1.253/5
18Chennai
Tamil Nadu
1.80516-3.283/5
19Pune
Maharashtra
1.10417+0.332/5

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

Mysuru: Corruption Allegations reporting profile

17 tagged reports appeared within 4,674 civic reports in 2021–2025, equal to 36.37 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 32.02 in 2021–2023 versus 40.19 in 2024–2025. The city's peak normalized year was 2022.

Normalized signal
36.37
per 10K civic reports
Tagged coverage
17
4 active years
Recent change
+8.17
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 76.82/10K (6 reports)2023 · 11.92/10K (1 reports)2024 · 48.24/10K (7 reports)2025 · 28.93/10K (3 reports)
Classifier category mix
Governance & policy · 17

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 #4 · established coverage base

Thiruvananthapuram: Corruption Allegations reporting profile

33 tagged reports appeared within 14,806 civic reports in 2021–2025, equal to 22.29 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 22.84 in 2021–2023 versus 21.26 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
22.29
per 10K civic reports
Tagged coverage
33
5 active years
Recent change
-1.58
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 4.17/10K (1 reports)2022 · 12.34/10K (5 reports)2023 · 50.30/10K (16 reports)2024 · 15.26/10K (4 reports)2025 · 27.42/10K (7 reports)
Classifier category mix
Governance & policy · 33

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 #2 · high coverage base

Bengaluru: Corruption Allegations reporting profile

92 tagged reports appeared within 58,199 civic reports in 2021–2025, equal to 15.81 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 19.20 in 2021–2023 versus 12.28 in 2024–2025. The city's peak normalized year was 2022.

Normalized signal
15.81
per 10K civic reports
Tagged coverage
92
5 active years
Recent change
-6.92
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 1.59/10K (1 reports)2022 · 28.75/10K (31 reports)2023 · 19.83/10K (25 reports)2024 · 12.74/10K (17 reports)2025 · 11.87/10K (18 reports)
Classifier category mix
Governance & policy · 92

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 #5 · established coverage base

Jaipur: Corruption Allegations reporting profile

25 tagged reports appeared within 16,200 civic reports in 2021–2025, equal to 15.43 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 19.44 in 2021–2023 versus 8.46 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
15.43
per 10K civic reports
Tagged coverage
25
4 active years
Recent change
-10.98
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 7.36/10K (2 reports)2022 · 0.00/10K (0 reports)2023 · 44.37/10K (18 reports)2024 · 3.85/10K (1 reports)2025 · 12.07/10K (4 reports)
Classifier category mix
Governance & policy · 25

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 #5 · raw-volume #8 · qualified coverage base

Raipur: Corruption Allegations reporting profile

13 tagged reports appeared within 8,910 civic reports in 2021–2025, equal to 14.59 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 23.72 in 2021–2023 versus 0.00 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
14.59
per 10K civic reports
Tagged coverage
13
2 active years
Recent change
-23.72
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 5.89/10K (1 reports)2023 · 49.28/10K (12 reports)2024 · 0.00/10K (0 reports)2025 · 0.00/10K (0 reports)
Classifier category mix
Governance & policy · 12Elections & politics · 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 #6 · raw-volume #9 · qualified coverage base

Kochi: Corruption Allegations reporting profile

9 tagged reports appeared within 9,077 civic reports in 2021–2025, equal to 9.92 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 9.59 in 2021–2023 versus 10.63 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
9.92
per 10K civic reports
Tagged coverage
9
3 active years
Recent change
+1.04
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 3.63/10K (1 reports)2023 · 21.35/10K (5 reports)2024 · 0.00/10K (0 reports)2025 · 18.50/10K (3 reports)
Classifier category mix
Governance & policy · 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 Kochi's broader civic problems analysis →
Normalized #7 · raw-volume #18 · qualified coverage base

Jodhpur: Corruption Allegations 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: 14.51 in 2021–2023 versus 0.00 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
9.21
per 10K civic reports
Tagged coverage
3
1 active years
Recent change
-14.51
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 · 47.17/10K (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 Jodhpur's broader civic problems analysis →
Normalized #8 · raw-volume #19 · qualified coverage base

Visakhapatnam: Corruption Allegations reporting profile

3 tagged reports appeared within 3,699 civic reports in 2021–2025, equal to 8.11 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 13.97 in 2021–2023 versus 0.00 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
8.11
per 10K civic reports
Tagged coverage
3
1 active years
Recent change
-13.97
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 · 26.83/10K (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 Visakhapatnam's broader civic problems analysis →
Normalized #9 · raw-volume #12 · qualified coverage base

Nagpur: Corruption Allegations reporting profile

8 tagged reports appeared within 10,447 civic reports in 2021–2025, equal to 7.66 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 5.89 in 2021–2023 versus 10.95 in 2024–2025. The city's peak normalized year was 2024.

Normalized signal
7.66
per 10K civic reports
Tagged coverage
8
3 active years
Recent change
+5.06
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 12.38/10K (2 reports)2022 · 7.76/10K (2 reports)2023 · 0.00/10K (0 reports)2024 · 25.69/10K (4 reports)2025 · 0.00/10K (0 reports)
Classifier category mix
Governance & policy · 8

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 #10 · raw-volume #6 · established coverage base

Kolkata: Corruption Allegations reporting profile

21 tagged reports appeared within 31,282 civic reports in 2021–2025, equal to 6.71 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 9.50 in 2021–2023 versus 3.87 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
6.71
per 10K civic reports
Tagged coverage
21
4 active years
Recent change
-5.63
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 2.53/10K (1 reports)2022 · 10.87/10K (7 reports)2023 · 12.96/10K (7 reports)2024 · 5.81/10K (6 reports)2025 · 0.00/10K (0 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 Kolkata's broader civic problems analysis →
Normalized #11 · raw-volume #1 · high coverage base

New Delhi: Corruption Allegations reporting profile

167 tagged reports appeared within 297,207 civic reports in 2021–2025, equal to 5.62 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 7.75 in 2021–2023 versus 2.32 in 2024–2025. The city's peak normalized year was 2022.

Normalized signal
5.62
per 10K civic reports
Tagged coverage
167
5 active years
Recent change
-5.43
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 3.09/10K (14 reports)2022 · 11.57/10K (75 reports)2023 · 7.22/10K (51 reports)2024 · 2.11/10K (13 reports)2025 · 2.55/10K (14 reports)
Classifier category mix
Governance & policy · 167

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 New Delhi's broader civic problems analysis →
Normalized #12 · raw-volume #3 · established coverage base

Mumbai: Corruption Allegations reporting profile

59 tagged reports appeared within 119,517 civic reports in 2021–2025, equal to 4.94 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 6.78 in 2021–2023 versus 1.80 in 2024–2025. The city's peak normalized year was 2021.

Normalized signal
4.94
per 10K civic reports
Tagged coverage
59
5 active years
Recent change
-4.98
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 17.24/10K (40 reports)2022 · 2.80/10K (8 reports)2023 · 1.28/10K (3 reports)2024 · 1.43/10K (3 reports)2025 · 2.14/10K (5 reports)
Classifier category mix
Governance & policy · 58Policing & 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 Mumbai's broader civic problems analysis →
Normalized #13 · raw-volume #13 · qualified coverage base

Bhopal: Corruption Allegations reporting profile

6 tagged reports appeared within 16,621 civic reports in 2021–2025, equal to 3.61 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 5.73 in 2021–2023 versus 0.00 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
3.61
per 10K civic reports
Tagged coverage
6
2 active years
Recent change
-5.73
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 3.60/10K (1 reports)2022 · 0.00/10K (0 reports)2023 · 12.18/10K (5 reports)2024 · 0.00/10K (0 reports)2025 · 0.00/10K (0 reports)
Classifier category mix
Governance & policy · 6

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

Open Bhopal's broader civic problems analysis →
Normalized #14 · raw-volume #10 · qualified coverage base

Patna: Corruption Allegations reporting profile

9 tagged reports appeared within 26,153 civic reports in 2021–2025, equal to 3.44 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 4.81 in 2021–2023 versus 1.73 in 2024–2025. The city's peak normalized year was 2022.

Normalized signal
3.44
per 10K civic reports
Tagged coverage
9
3 active years
Recent change
-3.08
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 11.16/10K (6 reports)2023 · 2.08/10K (1 reports)2024 · 0.00/10K (0 reports)2025 · 3.40/10K (2 reports)
Classifier category mix
Governance & policy · 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 Patna's broader civic problems analysis →
Normalized #15 · raw-volume #14 · qualified coverage base

Bhubaneswar: Corruption Allegations 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 broadly stable share of local civic coverage: 3.10 in 2021–2023 versus 2.59 in 2024–2025. The city's peak normalized year was 2022.

Normalized signal
2.87
per 10K civic reports
Tagged coverage
5
2 active years
Recent change
-0.51
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 8.73/10K (3 reports)2023 · 0.00/10K (0 reports)2024 · 5.40/10K (2 reports)2025 · 0.00/10K (0 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 Bhubaneswar's broader civic problems analysis →
Normalized #16 · raw-volume #11 · qualified coverage base

Lucknow: Corruption Allegations reporting profile

8 tagged reports appeared within 35,340 civic reports in 2021–2025, equal to 2.26 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 2.81 in 2021–2023 versus 1.43 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
2.26
per 10K civic reports
Tagged coverage
8
3 active years
Recent change
-1.38
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 2.48/10K (2 reports)2023 · 6.06/10K (4 reports)2024 · 0.00/10K (0 reports)2025 · 3.13/10K (2 reports)
Classifier category mix
Governance & policy · 8

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

Chandigarh: Corruption Allegations reporting profile

5 tagged reports appeared within 22,311 civic reports in 2021–2025, equal to 2.24 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 2.64 in 2021–2023 versus 1.39 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
2.24
per 10K civic reports
Tagged coverage
5
3 active years
Recent change
-1.25
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 1.73/10K (1 reports)2023 · 5.96/10K (3 reports)2024 · 2.60/10K (1 reports)2025 · 0.00/10K (0 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 Chandigarh's broader civic problems analysis →
Normalized #18 · raw-volume #16 · qualified coverage base

Chennai: Corruption Allegations reporting profile

5 tagged reports appeared within 27,784 civic reports in 2021–2025, equal to 1.80 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 3.28 in 2021–2023 versus 0.00 in 2024–2025. The city's peak normalized year was 2021.

Normalized signal
1.80
per 10K civic reports
Tagged coverage
5
3 active years
Recent change
-3.28
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 6.71/10K (2 reports)2022 · 4.20/10K (2 reports)2023 · 1.33/10K (1 reports)2024 · 0.00/10K (0 reports)2025 · 0.00/10K (0 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 Chennai's broader civic problems analysis →
Normalized #19 · raw-volume #17 · qualified coverage base

Pune: Corruption Allegations reporting profile

4 tagged reports appeared within 36,239 civic reports in 2021–2025, equal to 1.10 per 10,000. The recent-period comparison shows a broadly stable share of local civic coverage: 0.96 in 2021–2023 versus 1.29 in 2024–2025. The city's peak normalized year was 2021.

Normalized signal
1.10
per 10K civic reports
Tagged coverage
4
2 active years
Recent change
+0.33
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 3.29/10K (2 reports)2022 · 0.00/10K (0 reports)2023 · 0.00/10K (0 reports)2024 · 2.47/10K (2 reports)2025 · 0.00/10K (0 reports)
Classifier category mix
Governance & policy · 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 Pune's broader civic problems analysis →
National trend and methodology
All 45 cities

Annual normalized signal

20212025
2021 · 4.30/10K (67)2022 · 7.07/10K (154)2023 · 7.53/10K (163)2024 · 3.03/10K (62)2025 · 3.10/10K (60)

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_allegations; 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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