Prism Geo · city intelligence · pilot
Prism Geo · Rankings · Fake Documents
Corruption Fraud · evidence ranking · 2021–2025

Which Indian cities show the strongest fake documents reporting signal?

A comparison of 45 Indian cities covered by Prism Geo. 19 pass the evidence gates and are ranked by exact fake_documents-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 fake documents 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 fake documents 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. #4 Indore — Indore district proxy — 5.29 tagged reports per 10,000 civic reports#5 Bhopal — Bhopal district proxy — 4.81 tagged reports per 10,000 civic reports#2 Surat — Surat district proxy — 7.16 tagged reports per 10,000 civic reports#3 Gurugram — Gurgaon district proxy — 5.45 tagged reports per 10,000 civic reports#15 Chandigarh — Chandigarh district proxy — 1.34 tagged reports per 10,000 civic reports#8 Dehradun — Dehradun district proxy — 4.10 tagged reports per 10,000 civic reports#13 Kolkata — Kolkata district proxy — 2.56 tagged reports per 10,000 civic reports#17 Bengaluru — Bangalore district proxy — 1.20 tagged reports per 10,000 civic reports#18 Pune — Pune district proxy — 1.10 tagged reports per 10,000 civic reports#19 Mumbai — Mumbai Suburban district proxy — 1.09 tagged reports per 10,000 civic reports#12 Meerut — Meerut district proxy — 2.89 tagged reports per 10,000 civic reports#6 Bareilly — Bareilly district proxy — 4.81 tagged reports per 10,000 civic reports#11 Lucknow — Lucknow district proxy — 3.40 tagged reports per 10,000 civic reports#9 Kanpur — Kanpur Nagar district proxy — 4.05 tagged reports per 10,000 civic reports#14 Varanasi — Varanasi district proxy — 2.15 tagged reports per 10,000 civic reports#1 Ghaziabad — Ghaziabad district proxy — 8.23 tagged reports per 10,000 civic reports#7 Noida — Gautam Buddha Nagar district proxy — 4.42 tagged reports per 10,000 civic reports#10 Agra — Agra district proxy — 3.84 tagged reports per 10,000 civic reports#16 New Delhi — Central district proxy — 1.24 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

Ghaziabad leads the normalized comparison at 8.23 tagged reports per 10,000 civic reports. New Delhi leads raw volume with 37 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
Ghaziabad
8.23 per 10K
Raw-volume leader
New Delhi
37 tagged reports
Largest recent rise
Ghaziabad
+2.80 per-10K points
National comparison
+0.44
recent per-10K change
Computed findings
What stands out
Complete ranking
Primary and companion measures

Fake Documents 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
1Ghaziabad
Uttar Pradesh
8.23142+2.804/5
2Surat
Gujarat
7.16318+0.143/5
3Gurugram
Haryana
5.45133+2.794/5
4Indore
Madhya Pradesh
5.29610+2.564/5
5Bhopal
Madhya Pradesh
4.8187-2.484/5
6Bareilly
Uttar Pradesh
4.81412+5.203/5
7Noida
Uttar Pradesh
4.4296+4.684/5
8Dehradun
Uttarakhand
4.10413+0.682/5
9Kanpur
Uttar Pradesh
4.05316-6.732/5
10Agra
Uttar Pradesh
3.84411+1.613/5
11Lucknow
Uttar Pradesh
3.40125+1.474/5
12Meerut
Uttar Pradesh
2.89317+2.533/5
13Kolkata
West Bengal
2.5688+0.053/5
14Varanasi
Uttar Pradesh
2.15319+2.573/5
15Chandigarh
Chandigarh
1.34315+0.072/5
16New Delhi
Delhi
1.24371+0.505/5
17Bengaluru
Karnataka
1.2079-0.305/5
18Pune
Maharashtra
1.10414-0.802/5
19Mumbai
Maharashtra
1.09134+0.075/5

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 #2 · qualified coverage base

Ghaziabad: Fake Documents reporting profile

14 tagged reports appeared within 17,010 civic reports in 2021–2025, equal to 8.23 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 7.06 in 2021–2023 versus 9.86 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
8.23
per 10K civic reports
Tagged coverage
14
4 active years
Recent change
+2.80
per-10K points
Action marker
42.9%
classifier coverage
20212025
Annual evidence
2021 · 9.03/10K (3 reports)2022 · 11.54/10K (4 reports)2023 · 0.00/10K (0 reports)2024 · 4.95/10K (2 reports)2025 · 16.35/10K (5 reports)
Classifier category mix
Corruption Fraud · 14

The classifier marked authority or institutional action in 6 reports (42.9%) and conclusion language in 0 (0.0%). These are article-level signals: repeated coverage can refer to the same underlying event, and the markers do not prove official resolution.

Open Ghaziabad's broader civic problems analysis →
Normalized #2 · raw-volume #18 · qualified coverage base

Surat: Fake Documents 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 broadly stable share of local civic coverage: 7.11 in 2021–2023 versus 7.25 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
7.16
per 10K civic reports
Tagged coverage
3
3 active years
Recent change
+0.14
per-10K points
Action marker
66.7%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 11.96/10K (1 reports)2023 · 7.32/10K (1 reports)2024 · 0.00/10K (0 reports)2025 · 14.08/10K (1 reports)
Classifier category mix
Corruption Fraud · 3

The classifier marked authority or institutional action in 2 reports (66.7%) and conclusion language in 0 (0.0%). These are article-level signals: repeated coverage can refer to the same underlying event, and the markers do not prove official resolution.

Open Surat's broader civic problems analysis →
Normalized #3 · raw-volume #3 · qualified coverage base

Gurugram: Fake Documents reporting profile

13 tagged reports appeared within 23,841 civic reports in 2021–2025, equal to 5.45 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 4.30 in 2021–2023 versus 7.09 in 2024–2025. The city's peak normalized year was 2024.

Normalized signal
5.45
per 10K civic reports
Tagged coverage
13
4 active years
Recent change
+2.79
per-10K points
Action marker
15.4%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 6.99/10K (4 reports)2023 · 3.64/10K (2 reports)2024 · 7.76/10K (4 reports)2025 · 6.36/10K (3 reports)
Classifier category mix
Corruption Fraud · 13

The classifier marked authority or institutional action in 2 reports (15.4%) 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 #4 · raw-volume #10 · qualified coverage base

Indore: Fake Documents reporting profile

6 tagged reports appeared within 11,332 civic reports in 2021–2025, equal to 5.29 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 4.31 in 2021–2023 versus 6.87 in 2024–2025. The city's peak normalized year was 2024.

Normalized signal
5.29
per 10K civic reports
Tagged coverage
6
4 active years
Recent change
+2.56
per-10K points
Action marker
50.0%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 3.90/10K (1 reports)2023 · 7.07/10K (2 reports)2024 · 10.98/10K (2 reports)2025 · 3.93/10K (1 reports)
Classifier category mix
Corruption Fraud · 5Policing & law enforcement · 1

The classifier marked authority or institutional action in 3 reports (50.0%) and conclusion language in 1 (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 Indore's broader civic problems analysis →
Normalized #5 · raw-volume #7 · qualified coverage base

Bhopal: Fake Documents reporting profile

8 tagged reports appeared within 16,621 civic reports in 2021–2025, equal to 4.81 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 5.73 in 2021–2023 versus 3.25 in 2024–2025. The city's peak normalized year was 2022.

Normalized signal
4.81
per 10K civic reports
Tagged coverage
8
4 active years
Recent change
-2.48
per-10K points
Action marker
62.5%
classifier coverage
20212025
Annual evidence
2021 · 7.20/10K (2 reports)2022 · 8.35/10K (3 reports)2023 · 2.44/10K (1 reports)2024 · 7.72/10K (2 reports)2025 · 0.00/10K (0 reports)
Classifier category mix
Corruption Fraud · 8

The classifier marked authority or institutional action in 5 reports (62.5%) and conclusion language in 0 (0.0%). These are article-level signals: repeated coverage can refer to the same underlying event, and the markers do not prove official resolution.

Open Bhopal's broader civic problems analysis →
Normalized #6 · raw-volume #12 · qualified coverage base

Bareilly: Fake Documents reporting profile

4 tagged reports appeared within 8,318 civic reports in 2021–2025, equal to 4.81 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 2.31 in 2021–2023 versus 7.51 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
4.81
per 10K civic reports
Tagged coverage
4
3 active years
Recent change
+5.20
per-10K points
Action marker
25.0%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 7.70/10K (1 reports)2023 · 0.00/10K (0 reports)2024 · 4.65/10K (1 reports)2025 · 10.83/10K (2 reports)
Classifier category mix
Corruption Fraud · 4

The classifier marked authority or institutional action in 1 reports (25.0%) and conclusion language in 0 (0.0%). These are article-level signals: repeated coverage can refer to the same underlying event, and the markers do not prove official resolution.

Open Bareilly's broader civic problems analysis →
Normalized #7 · raw-volume #6 · qualified coverage base

Noida: Fake Documents reporting profile

9 tagged reports appeared within 20,361 civic reports in 2021–2025, equal to 4.42 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 2.50 in 2021–2023 versus 7.18 in 2024–2025. The city's peak normalized year was 2024.

Normalized signal
4.42
per 10K civic reports
Tagged coverage
9
4 active years
Recent change
+4.68
per-10K points
Action marker
66.7%
classifier coverage
20212025
Annual evidence
2021 · 6.16/10K (2 reports)2022 · 0.00/10K (0 reports)2023 · 2.43/10K (1 reports)2024 · 9.82/10K (5 reports)2025 · 3.06/10K (1 reports)
Classifier category mix
Corruption Fraud · 9

The classifier marked authority or institutional action in 6 reports (66.7%) and conclusion language in 0 (0.0%). These are article-level signals: repeated coverage can refer to the same underlying event, and the markers do not prove official resolution.

Open Noida's broader civic problems analysis →
Normalized #8 · raw-volume #13 · qualified coverage base

Dehradun: Fake Documents 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 broadly stable share of local civic coverage: 3.79 in 2021–2023 versus 4.47 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
4.10
per 10K civic reports
Tagged coverage
4
2 active years
Recent change
+0.68
per-10K points
Action marker
50.0%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 0.00/10K (0 reports)2023 · 10.94/10K (2 reports)2024 · 0.00/10K (0 reports)2025 · 9.50/10K (2 reports)
Classifier category mix
Corruption Fraud · 4

The classifier marked authority or institutional action in 2 reports (50.0%) and conclusion language in 0 (0.0%). These are article-level signals: repeated coverage can refer to the same underlying event, and the markers do not prove official resolution.

Open Dehradun's broader civic problems analysis →
Normalized #9 · raw-volume #16 · qualified coverage base

Kanpur: Fake Documents reporting profile

3 tagged reports appeared within 7,407 civic reports in 2021–2025, equal to 4.05 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 6.73 in 2021–2023 versus 0.00 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
4.05
per 10K civic reports
Tagged coverage
3
2 active years
Recent change
-6.73
per-10K points
Action marker
66.7%
classifier coverage
20212025
Annual evidence
2021 · 9.27/10K (1 reports)2022 · 0.00/10K (0 reports)2023 · 14.23/10K (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 2 reports (66.7%) and conclusion language in 0 (0.0%). These are article-level signals: repeated coverage can refer to the same underlying event, and the markers do not prove official resolution.

Open Kanpur's broader civic problems analysis →
Normalized #10 · raw-volume #11 · qualified coverage base

Agra: Fake Documents reporting profile

4 tagged reports appeared within 10,412 civic reports in 2021–2025, equal to 3.84 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 3.20 in 2021–2023 versus 4.81 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
3.84
per 10K civic reports
Tagged coverage
4
3 active years
Recent change
+1.61
per-10K points
Action marker
50.0%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 4.48/10K (1 reports)2023 · 5.70/10K (1 reports)2024 · 0.00/10K (0 reports)2025 · 11.31/10K (2 reports)
Classifier category mix
Corruption Fraud · 4

The classifier marked authority or institutional action in 2 reports (50.0%) and conclusion language in 0 (0.0%). These are article-level signals: repeated coverage can refer to the same underlying event, and the markers do not prove official resolution.

Open Agra's broader civic problems analysis →
Normalized #11 · raw-volume #5 · qualified coverage base

Lucknow: Fake Documents reporting profile

12 tagged reports appeared within 35,340 civic reports in 2021–2025, equal to 3.40 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 2.81 in 2021–2023 versus 4.28 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
3.40
per 10K civic reports
Tagged coverage
12
4 active years
Recent change
+1.47
per-10K points
Action marker
25.0%
classifier coverage
20212025
Annual evidence
2021 · 6.00/10K (4 reports)2022 · 0.00/10K (0 reports)2023 · 3.03/10K (2 reports)2024 · 1.31/10K (1 reports)2025 · 7.82/10K (5 reports)
Classifier category mix
Corruption Fraud · 9Immigration Border · 2Crime & violence · 1

The classifier marked authority or institutional action in 3 reports (25.0%) and conclusion language in 0 (0.0%). These are article-level signals: repeated coverage can refer to the same underlying event, and the markers do not prove official resolution.

Open Lucknow's broader civic problems analysis →
Normalized #12 · raw-volume #17 · qualified coverage base

Meerut: Fake Documents reporting profile

3 tagged reports appeared within 10,393 civic reports in 2021–2025, equal to 2.89 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 1.75 in 2021–2023 versus 4.28 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
2.89
per 10K civic reports
Tagged coverage
3
3 active years
Recent change
+2.53
per-10K points
Action marker
33.3%
classifier coverage
20212025
Annual evidence
2021 · 4.29/10K (1 reports)2022 · 0.00/10K (0 reports)2023 · 0.00/10K (0 reports)2024 · 3.88/10K (1 reports)2025 · 4.78/10K (1 reports)
Classifier category mix
Corruption Fraud · 2Crime & violence · 1

The classifier marked authority or institutional action in 1 reports (33.3%) and conclusion language in 0 (0.0%). These are article-level signals: repeated coverage can refer to the same underlying event, and the markers do not prove official resolution.

Open Meerut's broader civic problems analysis →
Normalized #13 · raw-volume #8 · qualified coverage base

Kolkata: Fake Documents reporting profile

8 tagged reports appeared within 31,282 civic reports in 2021–2025, equal to 2.56 per 10,000. The recent-period comparison shows a broadly stable share of local civic coverage: 2.53 in 2021–2023 versus 2.58 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
2.56
per 10K civic reports
Tagged coverage
8
3 active years
Recent change
+0.05
per-10K points
Action marker
37.5%
classifier coverage
20212025
Annual evidence
2021 · 7.58/10K (3 reports)2022 · 0.00/10K (0 reports)2023 · 1.85/10K (1 reports)2024 · 0.00/10K (0 reports)2025 · 7.75/10K (4 reports)
Classifier category mix
Corruption Fraud · 4Immigration Border · 4

The classifier marked authority or institutional action in 3 reports (37.5%) and conclusion language in 0 (0.0%). These are article-level signals: repeated coverage can refer to the same underlying event, and the markers do not prove official resolution.

Open Kolkata's broader civic problems analysis →
Normalized #14 · raw-volume #19 · qualified coverage base

Varanasi: Fake Documents reporting profile

3 tagged reports appeared within 13,958 civic reports in 2021–2025, equal to 2.15 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 1.16 in 2021–2023 versus 3.73 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
2.15
per 10K civic reports
Tagged coverage
3
3 active years
Recent change
+2.57
per-10K points
Action marker
33.3%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 0.00/10K (0 reports)2023 · 3.85/10K (1 reports)2024 · 2.83/10K (1 reports)2025 · 5.43/10K (1 reports)
Classifier category mix
Corruption Fraud · 3

The classifier marked authority or institutional action in 1 reports (33.3%) and conclusion language in 0 (0.0%). These are article-level signals: repeated coverage can refer to the same underlying event, and the markers do not prove official resolution.

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

Chandigarh: Fake Documents reporting profile

3 tagged reports appeared within 22,311 civic reports in 2021–2025, equal to 1.34 per 10,000. The recent-period comparison shows a broadly stable share of local civic coverage: 1.32 in 2021–2023 versus 1.39 in 2024–2025. The city's peak normalized year was 2021.

Normalized signal
1.34
per 10K civic reports
Tagged coverage
3
2 active years
Recent change
+0.07
per-10K points
Action marker
100.0%
classifier coverage
20212025
Annual evidence
2021 · 4.63/10K (2 reports)2022 · 0.00/10K (0 reports)2023 · 0.00/10K (0 reports)2024 · 0.00/10K (0 reports)2025 · 3.00/10K (1 reports)
Classifier category mix
Corruption Fraud · 2Immigration Border · 1

The classifier marked authority or institutional action in 3 reports (100.0%) and conclusion language in 0 (0.0%). These are article-level signals: repeated coverage can refer to the same underlying event, and the markers do not prove official resolution.

Open Chandigarh's broader civic problems analysis →
Normalized #16 · raw-volume #1 · established coverage base

New Delhi: Fake Documents reporting profile

37 tagged reports appeared within 297,207 civic reports in 2021–2025, equal to 1.24 per 10,000. The recent-period comparison shows a broadly stable share of local civic coverage: 1.05 in 2021–2023 versus 1.55 in 2024–2025. The city's peak normalized year was 2022.

Normalized signal
1.24
per 10K civic reports
Tagged coverage
37
5 active years
Recent change
+0.50
per-10K points
Action marker
59.5%
classifier coverage
20212025
Annual evidence
2021 · 0.22/10K (1 reports)2022 · 2.00/10K (13 reports)2023 · 0.71/10K (5 reports)2024 · 1.79/10K (11 reports)2025 · 1.27/10K (7 reports)
Classifier category mix
Corruption Fraud · 22Immigration Border · 9Policing & law enforcement · 3

The classifier marked authority or institutional action in 22 reports (59.5%) and conclusion language in 0 (0.0%). These are article-level signals: repeated coverage can refer to the same underlying event, and the markers do not prove official resolution.

Open New Delhi's broader civic problems analysis →
Normalized #17 · raw-volume #9 · qualified coverage base

Bengaluru: Fake Documents reporting profile

7 tagged reports appeared within 58,199 civic reports in 2021–2025, equal to 1.20 per 10,000. The recent-period comparison shows a broadly stable share of local civic coverage: 1.35 in 2021–2023 versus 1.05 in 2024–2025. The city's peak normalized year was 2022.

Normalized signal
1.20
per 10K civic reports
Tagged coverage
7
5 active years
Recent change
-0.30
per-10K points
Action marker
71.4%
classifier coverage
20212025
Annual evidence
2021 · 1.59/10K (1 reports)2022 · 1.85/10K (2 reports)2023 · 0.79/10K (1 reports)2024 · 0.75/10K (1 reports)2025 · 1.32/10K (2 reports)
Classifier category mix
Corruption Fraud · 6Immigration Border · 1

The classifier marked authority or institutional action in 5 reports (71.4%) 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 #18 · raw-volume #14 · qualified coverage base

Pune: Fake Documents 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: 1.45 in 2021–2023 versus 0.65 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
-0.80
per-10K points
Action marker
25.0%
classifier coverage
20212025
Annual evidence
2021 · 4.94/10K (3 reports)2022 · 0.00/10K (0 reports)2023 · 0.00/10K (0 reports)2024 · 1.23/10K (1 reports)2025 · 0.00/10K (0 reports)
Classifier category mix
Corruption Fraud · 3Immigration Border · 1

The classifier marked authority or institutional action in 1 reports (25.0%) and conclusion language in 0 (0.0%). These are article-level signals: repeated coverage can refer to the same underlying event, and the markers do not prove official resolution.

Open Pune's broader civic problems analysis →
Normalized #19 · raw-volume #4 · qualified coverage base

Mumbai: Fake Documents reporting profile

13 tagged reports appeared within 119,517 civic reports in 2021–2025, equal to 1.09 per 10,000. The recent-period comparison shows a broadly stable share of local civic coverage: 1.06 in 2021–2023 versus 1.13 in 2024–2025. The city's peak normalized year was 2024.

Normalized signal
1.09
per 10K civic reports
Tagged coverage
13
5 active years
Recent change
+0.07
per-10K points
Action marker
30.8%
classifier coverage
20212025
Annual evidence
2021 · 1.29/10K (3 reports)2022 · 0.70/10K (2 reports)2023 · 1.28/10K (3 reports)2024 · 1.43/10K (3 reports)2025 · 0.86/10K (2 reports)
Classifier category mix
Corruption Fraud · 8Immigration Border · 5

The classifier marked authority or institutional action in 4 reports (30.8%) and conclusion language in 0 (0.0%). These are article-level signals: repeated coverage can refer to the same underlying event, and the markers do not prove official resolution.

Open Mumbai's broader civic problems analysis →
National trend and methodology
All 45 cities

Annual normalized signal

20212025
2021 · 1.92/10K (30)2022 · 1.70/10K (37)2023 · 1.25/10K (27)2024 · 1.76/10K (36)2025 · 2.33/10K (45)

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 fake_documents; 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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