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

Which Indian cities show the strongest extortion reporting signal?

A comparison of 45 Indian cities covered by Prism Geo. 41 pass the evidence gates and are ranked by exact extortion-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 · 41 city-linked districts

Where the extortion 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 21–41 Not ranked
Indian districts containing cities in the extortion reporting ranking India's national silhouette has a soft boundary shadow. District lines are subdued, while the 41 districts containing ranked cities are highlighted by rank. #25 Indore — Indore district proxy — 15.00 tagged reports per 10,000 civic reports#34 Gwalior — Gwalior district proxy — 7.43 tagged reports per 10,000 civic reports#26 Bhopal — Bhopal district proxy — 14.44 tagged reports per 10,000 civic reports#33 Srinagar — Srinagar district proxy — 8.93 tagged reports per 10,000 civic reports#13 Vadodara — Vadodara district proxy — 24.82 tagged reports per 10,000 civic reports#4 Surat — Surat district proxy — 69.20 tagged reports per 10,000 civic reports#14 Visakhapatnam — Visakhapatnam district proxy — 24.33 tagged reports per 10,000 civic reports#30 Patna — Patna district proxy — 10.71 tagged reports per 10,000 civic reports#2 Gurugram — Gurgaon district proxy — 98.57 tagged reports per 10,000 civic reports#9 Chandigarh — Chandigarh district proxy — 27.79 tagged reports per 10,000 civic reports#40 Raipur — Raipur district proxy — 4.49 tagged reports per 10,000 civic reports#39 Dehradun — Dehradun district proxy — 6.15 tagged reports per 10,000 civic reports#20 Kochi — Ernakulam district proxy — 19.83 tagged reports per 10,000 civic reports#41 Thiruvananthapuram — Thiruvananthapuram district proxy — 2.70 tagged reports per 10,000 civic reports#37 Kolkata — Kolkata district proxy — 7.03 tagged reports per 10,000 civic reports#32 Amritsar — Amritsar district proxy — 9.20 tagged reports per 10,000 civic reports#7 Ludhiana — Ludhiana district proxy — 62.25 tagged reports per 10,000 civic reports#38 Mysuru — Mysore district proxy — 6.42 tagged reports per 10,000 civic reports#12 Bengaluru — Bangalore district proxy — 26.12 tagged reports per 10,000 civic reports#19 Nashik — Nashik district proxy — 20.06 tagged reports per 10,000 civic reports#6 Pune — Pune district proxy — 64.30 tagged reports per 10,000 civic reports#1 Thane — Thane district proxy — 107.54 tagged reports per 10,000 civic reports#3 Mumbai — Mumbai Suburban district proxy — 71.79 tagged reports per 10,000 civic reports#5 Nagpur — Nagpur district proxy — 65.09 tagged reports per 10,000 civic reports#23 Bhubaneswar — Khordha district proxy — 16.67 tagged reports per 10,000 civic reports#11 Jaipur — Jaipur district proxy — 27.16 tagged reports per 10,000 civic reports#29 Kota — Kota district proxy — 11.58 tagged reports per 10,000 civic reports#35 Udaipur — Udaipur district proxy — 7.32 tagged reports per 10,000 civic reports#22 Meerut — Meerut district proxy — 17.32 tagged reports per 10,000 civic reports#31 Bareilly — Bareilly district proxy — 9.62 tagged reports per 10,000 civic reports#17 Mathura — Mathura district proxy — 20.42 tagged reports per 10,000 civic reports#28 Lucknow — Lucknow district proxy — 13.30 tagged reports per 10,000 civic reports#15 Kanpur — Kanpur Nagar district proxy — 24.30 tagged reports per 10,000 civic reports#36 Varanasi — Varanasi district proxy — 7.16 tagged reports per 10,000 civic reports#8 Ghaziabad — Ghaziabad district proxy — 29.98 tagged reports per 10,000 civic reports#10 Noida — Gautam Buddha Nagar district proxy — 27.50 tagged reports per 10,000 civic reports#16 Agra — Agra district proxy — 21.13 tagged reports per 10,000 civic reports#27 Chennai — Chennai district proxy — 13.68 tagged reports per 10,000 civic reports#18 Prayagraj — Allahabad district proxy — 20.41 tagged reports per 10,000 civic reports#24 Coimbatore — Coimbatore district proxy — 16.13 tagged reports per 10,000 civic reports#21 New Delhi — Central district proxy — 19.48 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

Thane leads the normalized comparison at 107.54 tagged reports per 10,000 civic reports. Mumbai leads raw volume with 858 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
41
passed both evidence gates
Normalized leader
Thane
107.54 per 10K
Raw-volume leader
Mumbai
858 tagged reports
Largest recent rise
Kanpur
+21.63 per-10K points
National comparison
-20.56
recent per-10K change
Computed findings
What stands out
Complete ranking
Primary and companion measures

Extortion 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
1Thane
Maharashtra
107.54807-23.835/5
2Gurugram
Haryana
98.572353-105.995/5
3Mumbai
Maharashtra
71.798581-63.205/5
4Surat
Gujarat
69.202917-27.545/5
5Nagpur
Maharashtra
65.09688-66.415/5
6Pune
Maharashtra
64.302334-51.415/5
7Ludhiana
Punjab
62.25806-7.005/5
8Ghaziabad
Uttar Pradesh
29.985111-0.715/5
9Chandigarh
Chandigarh
27.79629-20.435/5
10Noida
Uttar Pradesh
27.505610-6.085/5
11Jaipur
Rajasthan
27.164413-10.805/5
12Bengaluru
Karnataka
26.121525+0.385/5
13Vadodara
Gujarat
24.82733-13.153/5
14Visakhapatnam
Andhra Pradesh
24.33929+13.593/5
15Kanpur
Uttar Pradesh
24.301822+21.634/5
16Agra
Uttar Pradesh
21.132220+12.895/5
17Mathura
Uttar Pradesh
20.421127+16.934/5
18Prayagraj
Uttar Pradesh
20.413315-15.124/5
19Nashik
Maharashtra
20.06732+2.594/5
20Kochi
Kerala
19.831823+12.354/5
21New Delhi
Delhi
19.485792-13.405/5
22Meerut
Uttar Pradesh
17.321824-12.005/5
23Bhubaneswar
Odisha
16.672916-22.975/5
24Coimbatore
Tamil Nadu
16.13731+13.183/5
25Indore
Madhya Pradesh
15.001725-13.224/5
26Bhopal
Madhya Pradesh
14.442419-7.434/5
27Chennai
Tamil Nadu
13.683814+1.235/5
28Lucknow
Uttar Pradesh
13.304712-11.405/5
29Kota
Rajasthan
11.58339-19.922/5
30Patna
Bihar
10.712818-0.645/5
31Bareilly
Uttar Pradesh
9.62830-18.512/5
32Amritsar
Punjab
9.20634-15.352/5
33Srinagar
Jammu and Kashmir
8.931326-12.104/5
34Gwalior
Madhya Pradesh
7.43338-2.562/5
35Udaipur
Rajasthan
7.32341-10.352/5
36Varanasi
Uttar Pradesh
7.161028+0.475/5
37Kolkata
West Bengal
7.032221-1.145/5
38Mysuru
Karnataka
6.42340-5.133/5
39Dehradun
Uttarakhand
6.15635-7.254/5
40Raipur
Chhattisgarh
4.49436+6.933/5
41Thiruvananthapuram
Kerala
2.70437+1.783/5

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 · high coverage base

Thane: Extortion reporting profile

80 tagged reports appeared within 7,439 civic reports in 2021–2025, equal to 107.54 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 115.89 in 2021–2023 versus 92.06 in 2024–2025. The city's peak normalized year was 2021.

Normalized signal
107.54
per 10K civic reports
Tagged coverage
80
5 active years
Recent change
-23.83
per-10K points
Action marker
43.8%
classifier coverage
20212025
Annual evidence
2021 · 173.67/10K (19 reports)2022 · 107.98/10K (18 reports)2023 · 91.74/10K (19 reports)2024 · 159.50/10K (23 reports)2025 · 8.58/10K (1 reports)
Classifier category mix
Crime & violence · 70Corruption Fraud · 8Policing & law enforcement · 2

The classifier marked authority or institutional action in 35 reports (43.8%) and conclusion language in 2 (2.5%). 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 #2 · raw-volume #3 · high coverage base

Gurugram: Extortion reporting profile

235 tagged reports appeared within 23,841 civic reports in 2021–2025, equal to 98.57 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 142.46 in 2021–2023 versus 36.47 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
98.57
per 10K civic reports
Tagged coverage
235
5 active years
Recent change
-105.99
per-10K points
Action marker
63.0%
classifier coverage
20212025
Annual evidence
2021 · 50.98/10K (14 reports)2022 · 136.29/10K (78 reports)2023 · 194.55/10K (107 reports)2024 · 46.54/10K (24 reports)2025 · 25.45/10K (12 reports)
Classifier category mix
Crime & violence · 221Corruption Fraud · 12Policing & law enforcement · 2

The classifier marked authority or institutional action in 148 reports (63.0%) 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 #3 · raw-volume #1 · high coverage base

Mumbai: Extortion reporting profile

858 tagged reports appeared within 119,517 civic reports in 2021–2025, equal to 71.79 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 95.23 in 2021–2023 versus 32.03 in 2024–2025. The city's peak normalized year was 2021.

Normalized signal
71.79
per 10K civic reports
Tagged coverage
858
5 active years
Recent change
-63.20
per-10K points
Action marker
34.1%
classifier coverage
20212025
Annual evidence
2021 · 114.22/10K (265 reports)2022 · 95.90/10K (274 reports)2023 · 75.59/10K (177 reports)2024 · 40.51/10K (85 reports)2025 · 24.41/10K (57 reports)
Classifier category mix
Crime & violence · 707Corruption Fraud · 142Policing & law enforcement · 9

The classifier marked authority or institutional action in 293 reports (34.1%) and conclusion language in 21 (2.4%). 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 #4 · raw-volume #17 · established coverage base

Surat: Extortion reporting profile

29 tagged reports appeared within 4,191 civic reports in 2021–2025, equal to 69.20 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 78.26 in 2021–2023 versus 50.72 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
69.20
per 10K civic reports
Tagged coverage
29
5 active years
Recent change
-27.54
per-10K points
Action marker
51.7%
classifier coverage
20212025
Annual evidence
2021 · 49.26/10K (3 reports)2022 · 83.73/10K (7 reports)2023 · 87.85/10K (12 reports)2024 · 29.85/10K (2 reports)2025 · 70.42/10K (5 reports)
Classifier category mix
Crime & violence · 23Corruption Fraud · 6

The classifier marked authority or institutional action in 15 reports (51.7%) 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 #5 · raw-volume #8 · established coverage base

Nagpur: Extortion reporting profile

68 tagged reports appeared within 10,447 civic reports in 2021–2025, equal to 65.09 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 88.31 in 2021–2023 versus 21.90 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
65.09
per 10K civic reports
Tagged coverage
68
5 active years
Recent change
-66.41
per-10K points
Action marker
38.2%
classifier coverage
20212025
Annual evidence
2021 · 37.13/10K (6 reports)2022 · 73.76/10K (19 reports)2023 · 134.51/10K (35 reports)2024 · 32.11/10K (5 reports)2025 · 14.31/10K (3 reports)
Classifier category mix
Crime & violence · 55Corruption Fraud · 12Policing & law enforcement · 1

The classifier marked authority or institutional action in 26 reports (38.2%) 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 #6 · raw-volume #4 · high coverage base

Pune: Extortion reporting profile

233 tagged reports appeared within 36,239 civic reports in 2021–2025, equal to 64.30 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 86.27 in 2021–2023 versus 34.86 in 2024–2025. The city's peak normalized year was 2021.

Normalized signal
64.30
per 10K civic reports
Tagged coverage
233
5 active years
Recent change
-51.41
per-10K points
Action marker
54.1%
classifier coverage
20212025
Annual evidence
2021 · 100.41/10K (61 reports)2022 · 80.87/10K (59 reports)2023 · 79.97/10K (59 reports)2024 · 13.56/10K (11 reports)2025 · 58.27/10K (43 reports)
Classifier category mix
Crime & violence · 213Corruption Fraud · 16Policing & law enforcement · 3

The classifier marked authority or institutional action in 126 reports (54.1%) and conclusion language in 3 (1.3%). 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 #7 · raw-volume #6 · high coverage base

Ludhiana: Extortion reporting profile

80 tagged reports appeared within 12,851 civic reports in 2021–2025, equal to 62.25 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 63.88 in 2021–2023 versus 56.88 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
62.25
per 10K civic reports
Tagged coverage
80
5 active years
Recent change
-7.00
per-10K points
Action marker
42.5%
classifier coverage
20212025
Annual evidence
2021 · 16.30/10K (4 reports)2022 · 69.59/10K (29 reports)2023 · 92.56/10K (30 reports)2024 · 63.38/10K (9 reports)2025 · 50.99/10K (8 reports)
Classifier category mix
Crime & violence · 75Corruption Fraud · 5

The classifier marked authority or institutional action in 34 reports (42.5%) 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 Ludhiana's broader civic problems analysis →
Normalized #8 · raw-volume #11 · established coverage base

Ghaziabad: Extortion reporting profile

51 tagged reports appeared within 17,010 civic reports in 2021–2025, equal to 29.98 per 10,000. The recent-period comparison shows a broadly stable share of local civic coverage: 30.28 in 2021–2023 versus 29.57 in 2024–2025. The city's peak normalized year was 2024.

Normalized signal
29.98
per 10K civic reports
Tagged coverage
51
5 active years
Recent change
-0.71
per-10K points
Action marker
45.1%
classifier coverage
20212025
Annual evidence
2021 · 24.07/10K (8 reports)2022 · 34.63/10K (12 reports)2023 · 32.05/10K (10 reports)2024 · 37.10/10K (15 reports)2025 · 19.62/10K (6 reports)
Classifier category mix
Crime & violence · 48Corruption Fraud · 3

The classifier marked authority or institutional action in 23 reports (45.1%) and conclusion language in 1 (2.0%). 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 #9 · raw-volume #9 · established coverage base

Chandigarh: Extortion reporting profile

62 tagged reports appeared within 22,311 civic reports in 2021–2025, equal to 27.79 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 34.36 in 2021–2023 versus 13.93 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
27.79
per 10K civic reports
Tagged coverage
62
5 active years
Recent change
-20.43
per-10K points
Action marker
62.9%
classifier coverage
20212025
Annual evidence
2021 · 16.21/10K (7 reports)2022 · 34.60/10K (20 reports)2023 · 49.66/10K (25 reports)2024 · 15.58/10K (6 reports)2025 · 12.02/10K (4 reports)
Classifier category mix
Crime & violence · 50Corruption Fraud · 12

The classifier marked authority or institutional action in 39 reports (62.9%) and conclusion language in 2 (3.2%). 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 #10 · raw-volume #10 · established coverage base

Noida: Extortion reporting profile

56 tagged reports appeared within 20,361 civic reports in 2021–2025, equal to 27.50 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 30.00 in 2021–2023 versus 23.92 in 2024–2025. The city's peak normalized year was 2022.

Normalized signal
27.50
per 10K civic reports
Tagged coverage
56
5 active years
Recent change
-6.08
per-10K points
Action marker
62.5%
classifier coverage
20212025
Annual evidence
2021 · 30.80/10K (10 reports)2022 · 43.10/10K (20 reports)2023 · 14.59/10K (6 reports)2024 · 15.71/10K (8 reports)2025 · 36.70/10K (12 reports)
Classifier category mix
Crime & violence · 53Corruption Fraud · 3

The classifier marked authority or institutional action in 35 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 Noida's broader civic problems analysis →
Normalized #11 · raw-volume #13 · established coverage base

Jaipur: Extortion reporting profile

44 tagged reports appeared within 16,200 civic reports in 2021–2025, equal to 27.16 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 31.10 in 2021–2023 versus 20.30 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
27.16
per 10K civic reports
Tagged coverage
44
5 active years
Recent change
-10.80
per-10K points
Action marker
38.6%
classifier coverage
20212025
Annual evidence
2021 · 18.40/10K (5 reports)2022 · 28.45/10K (10 reports)2023 · 41.90/10K (17 reports)2024 · 30.82/10K (8 reports)2025 · 12.07/10K (4 reports)
Classifier category mix
Crime & violence · 41Corruption Fraud · 3

The classifier marked authority or institutional action in 17 reports (38.6%) and conclusion language in 0 (0.0%). These are article-level signals: repeated coverage can refer to the same underlying event, and the markers do not prove official resolution.

Open Jaipur's broader civic problems analysis →
Normalized #12 · raw-volume #5 · high coverage base

Bengaluru: Extortion reporting profile

152 tagged reports appeared within 58,199 civic reports in 2021–2025, equal to 26.12 per 10,000. The recent-period comparison shows a broadly stable share of local civic coverage: 25.93 in 2021–2023 versus 26.31 in 2024–2025. The city's peak normalized year was 2022.

Normalized signal
26.12
per 10K civic reports
Tagged coverage
152
5 active years
Recent change
+0.38
per-10K points
Action marker
46.1%
classifier coverage
20212025
Annual evidence
2021 · 11.11/10K (7 reports)2022 · 35.24/10K (38 reports)2023 · 25.38/10K (32 reports)2024 · 27.73/10K (37 reports)2025 · 25.05/10K (38 reports)
Classifier category mix
Crime & violence · 112Corruption Fraud · 32Policing & law enforcement · 8

The classifier marked authority or institutional action in 70 reports (46.1%) and conclusion language in 0 (0.0%). These are article-level signals: repeated coverage can refer to the same underlying event, and the markers do not prove official resolution.

Open Bengaluru's broader civic problems analysis →
Normalized #13 · raw-volume #33 · qualified coverage base

Vadodara: Extortion reporting profile

7 tagged reports appeared within 2,820 civic reports in 2021–2025, equal to 24.82 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 30.27 in 2021–2023 versus 17.12 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
24.82
per 10K civic reports
Tagged coverage
7
3 active years
Recent change
-13.15
per-10K points
Action marker
57.1%
classifier coverage
20212025
Annual evidence
2021 · 36.43/10K (2 reports)2022 · 0.00/10K (0 reports)2023 · 60.98/10K (3 reports)2024 · 35.52/10K (2 reports)2025 · 0.00/10K (0 reports)
Classifier category mix
Crime & violence · 7

The classifier marked authority or institutional action in 4 reports (57.1%) and conclusion language in 0 (0.0%). These are article-level signals: repeated coverage can refer to the same underlying event, and the markers do not prove official resolution.

Open Vadodara's broader civic problems analysis →
Normalized #14 · raw-volume #29 · qualified coverage base

Visakhapatnam: Extortion reporting profile

9 tagged reports appeared within 3,699 civic reports in 2021–2025, equal to 24.33 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 18.63 in 2021–2023 versus 32.22 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
24.33
per 10K civic reports
Tagged coverage
9
3 active years
Recent change
+13.59
per-10K points
Action marker
44.4%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 0.00/10K (0 reports)2023 · 35.78/10K (4 reports)2024 · 29.54/10K (2 reports)2025 · 34.29/10K (3 reports)
Classifier category mix
Crime & violence · 7Corruption Fraud · 2

The classifier marked authority or institutional action in 4 reports (44.4%) 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 Visakhapatnam's broader civic problems analysis →
Normalized #15 · raw-volume #22 · qualified coverage base

Kanpur: Extortion reporting profile

18 tagged reports appeared within 7,407 civic reports in 2021–2025, equal to 24.30 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 15.70 in 2021–2023 versus 37.33 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
24.30
per 10K civic reports
Tagged coverage
18
4 active years
Recent change
+21.63
per-10K points
Action marker
38.9%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 30.36/10K (6 reports)2023 · 7.12/10K (1 reports)2024 · 23.41/10K (4 reports)2025 · 56.54/10K (7 reports)
Classifier category mix
Crime & violence · 18

The classifier marked authority or institutional action in 7 reports (38.9%) 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 Kanpur's broader civic problems analysis →
Normalized #16 · raw-volume #20 · established coverage base

Agra: Extortion reporting profile

22 tagged reports appeared within 10,412 civic reports in 2021–2025, equal to 21.13 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 15.98 in 2021–2023 versus 28.87 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
21.13
per 10K civic reports
Tagged coverage
22
5 active years
Recent change
+12.89
per-10K points
Action marker
40.9%
classifier coverage
20212025
Annual evidence
2021 · 13.23/10K (3 reports)2022 · 26.86/10K (6 reports)2023 · 5.70/10K (1 reports)2024 · 25.13/10K (6 reports)2025 · 33.94/10K (6 reports)
Classifier category mix
Crime & violence · 20Corruption Fraud · 2

The classifier marked authority or institutional action in 9 reports (40.9%) 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 Agra's broader civic problems analysis →
Normalized #17 · raw-volume #27 · qualified coverage base

Mathura: Extortion reporting profile

11 tagged reports appeared within 5,388 civic reports in 2021–2025, equal to 20.42 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 14.40 in 2021–2023 versus 31.33 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
20.42
per 10K civic reports
Tagged coverage
11
4 active years
Recent change
+16.93
per-10K points
Action marker
27.3%
classifier coverage
20212025
Annual evidence
2021 · 10.48/10K (1 reports)2022 · 6.89/10K (1 reports)2023 · 28.12/10K (3 reports)2024 · 0.00/10K (0 reports)2025 · 77.92/10K (6 reports)
Classifier category mix
Crime & violence · 11

The classifier marked authority or institutional action in 3 reports (27.3%) 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 Mathura's broader civic problems analysis →
Normalized #18 · raw-volume #15 · established coverage base

Prayagraj: Extortion reporting profile

33 tagged reports appeared within 16,169 civic reports in 2021–2025, equal to 20.41 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 27.79 in 2021–2023 versus 12.67 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
20.41
per 10K civic reports
Tagged coverage
33
4 active years
Recent change
-15.12
per-10K points
Action marker
18.2%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 21.21/10K (5 reports)2023 · 41.30/10K (18 reports)2024 · 16.77/10K (7 reports)2025 · 8.06/10K (3 reports)
Classifier category mix
Crime & violence · 31Protest Civil Unrest · 2

The classifier marked authority or institutional action in 6 reports (18.2%) 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 #19 · raw-volume #32 · qualified coverage base

Nashik: Extortion reporting profile

7 tagged reports appeared within 3,489 civic reports in 2021–2025, equal to 20.06 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 19.39 in 2021–2023 versus 21.98 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
20.06
per 10K civic reports
Tagged coverage
7
4 active years
Recent change
+2.59
per-10K points
Action marker
85.7%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 9.64/10K (1 reports)2023 · 40.90/10K (4 reports)2024 · 27.32/10K (1 reports)2025 · 18.38/10K (1 reports)
Classifier category mix
Crime & violence · 7

The classifier marked authority or institutional action in 6 reports (85.7%) 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 Nashik's broader civic problems analysis →
Normalized #20 · raw-volume #23 · qualified coverage base

Kochi: Extortion reporting profile

18 tagged reports appeared within 9,077 civic reports in 2021–2025, equal to 19.83 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 15.99 in 2021–2023 versus 28.34 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
19.83
per 10K civic reports
Tagged coverage
18
4 active years
Recent change
+12.35
per-10K points
Action marker
27.8%
classifier coverage
20212025
Annual evidence
2021 · 17.27/10K (2 reports)2022 · 14.52/10K (4 reports)2023 · 17.08/10K (4 reports)2024 · 0.00/10K (0 reports)2025 · 49.32/10K (8 reports)
Classifier category mix
Crime & violence · 17Policing & law enforcement · 1

The classifier marked authority or institutional action in 5 reports (27.8%) 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 Kochi's broader civic problems analysis →
Normalized #21 · raw-volume #2 · high coverage base

New Delhi: Extortion reporting profile

579 tagged reports appeared within 297,207 civic reports in 2021–2025, equal to 19.48 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 24.73 in 2021–2023 versus 11.33 in 2024–2025. The city's peak normalized year was 2022.

Normalized signal
19.48
per 10K civic reports
Tagged coverage
579
5 active years
Recent change
-13.40
per-10K points
Action marker
47.7%
classifier coverage
20212025
Annual evidence
2021 · 11.92/10K (54 reports)2022 · 32.38/10K (210 reports)2023 · 25.92/10K (183 reports)2024 · 15.76/10K (97 reports)2025 · 6.37/10K (35 reports)
Classifier category mix
Crime & violence · 481Corruption Fraud · 96Policing & law enforcement · 2

The classifier marked authority or institutional action in 276 reports (47.7%) and conclusion language in 3 (0.5%). 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 #22 · raw-volume #24 · qualified coverage base

Meerut: Extortion reporting profile

18 tagged reports appeared within 10,393 civic reports in 2021–2025, equal to 17.32 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 22.71 in 2021–2023 versus 10.71 in 2024–2025. The city's peak normalized year was 2022.

Normalized signal
17.32
per 10K civic reports
Tagged coverage
18
5 active years
Recent change
-12.00
per-10K points
Action marker
38.9%
classifier coverage
20212025
Annual evidence
2021 · 21.43/10K (5 reports)2022 · 26.84/10K (5 reports)2023 · 19.62/10K (3 reports)2024 · 7.76/10K (2 reports)2025 · 14.35/10K (3 reports)
Classifier category mix
Crime & violence · 18

The classifier marked authority or institutional action in 7 reports (38.9%) 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 Meerut's broader civic problems analysis →
Normalized #23 · raw-volume #16 · established coverage base

Bhubaneswar: Extortion reporting profile

29 tagged reports appeared within 17,398 civic reports in 2021–2025, equal to 16.67 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 26.86 in 2021–2023 versus 3.89 in 2024–2025. The city's peak normalized year was 2022.

Normalized signal
16.67
per 10K civic reports
Tagged coverage
29
5 active years
Recent change
-22.97
per-10K points
Action marker
65.5%
classifier coverage
20212025
Annual evidence
2021 · 7.19/10K (2 reports)2022 · 52.40/10K (18 reports)2023 · 17.32/10K (6 reports)2024 · 2.70/10K (1 reports)2025 · 4.99/10K (2 reports)
Classifier category mix
Crime & violence · 25Corruption Fraud · 4

The classifier marked authority or institutional action in 19 reports (65.5%) 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 Bhubaneswar's broader civic problems analysis →
Normalized #24 · raw-volume #31 · qualified coverage base

Coimbatore: Extortion reporting profile

7 tagged reports appeared within 4,339 civic reports in 2021–2025, equal to 16.13 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 11.14 in 2021–2023 versus 24.32 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
16.13
per 10K civic reports
Tagged coverage
7
3 active years
Recent change
+13.18
per-10K points
Action marker
42.9%
classifier coverage
20212025
Annual evidence
2021 · 32.73/10K (2 reports)2022 · 8.32/10K (1 reports)2023 · 0.00/10K (0 reports)2024 · 0.00/10K (0 reports)2025 · 35.97/10K (4 reports)
Classifier category mix
Crime & violence · 7

The classifier marked authority or institutional action in 3 reports (42.9%) and conclusion language in 0 (0.0%). These are article-level signals: repeated coverage can refer to the same underlying event, and the markers do not prove official resolution.

Open Coimbatore's broader civic problems analysis →
Normalized #25 · raw-volume #25 · qualified coverage base

Indore: Extortion reporting profile

17 tagged reports appeared within 11,332 civic reports in 2021–2025, equal to 15.00 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 20.09 in 2021–2023 versus 6.87 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
15.00
per 10K civic reports
Tagged coverage
17
4 active years
Recent change
-13.22
per-10K points
Action marker
52.9%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 19.52/10K (5 reports)2023 · 31.84/10K (9 reports)2024 · 5.49/10K (1 reports)2025 · 7.87/10K (2 reports)
Classifier category mix
Crime & violence · 16Corruption Fraud · 1

The classifier marked authority or institutional action in 9 reports (52.9%) 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 Indore's broader civic problems analysis →
Normalized #26 · raw-volume #19 · established coverage base

Bhopal: Extortion reporting profile

24 tagged reports appeared within 16,621 civic reports in 2021–2025, equal to 14.44 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 17.19 in 2021–2023 versus 9.76 in 2024–2025. The city's peak normalized year was 2022.

Normalized signal
14.44
per 10K civic reports
Tagged coverage
24
4 active years
Recent change
-7.43
per-10K points
Action marker
50.0%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 41.77/10K (15 reports)2023 · 7.31/10K (3 reports)2024 · 11.57/10K (3 reports)2025 · 8.43/10K (3 reports)
Classifier category mix
Crime & violence · 21Corruption Fraud · 3

The classifier marked authority or institutional action in 12 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 Bhopal's broader civic problems analysis →
Normalized #27 · raw-volume #14 · established coverage base

Chennai: Extortion reporting profile

38 tagged reports appeared within 27,784 civic reports in 2021–2025, equal to 13.68 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 13.12 in 2021–2023 versus 14.35 in 2024–2025. The city's peak normalized year was 2021.

Normalized signal
13.68
per 10K civic reports
Tagged coverage
38
5 active years
Recent change
+1.23
per-10K points
Action marker
68.4%
classifier coverage
20212025
Annual evidence
2021 · 23.49/10K (7 reports)2022 · 8.41/10K (4 reports)2023 · 12.00/10K (9 reports)2024 · 18.33/10K (11 reports)2025 · 10.70/10K (7 reports)
Classifier category mix
Crime & violence · 32Corruption Fraud · 6

The classifier marked authority or institutional action in 26 reports (68.4%) and conclusion language in 2 (5.3%). 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 #28 · raw-volume #12 · established coverage base

Lucknow: Extortion reporting profile

47 tagged reports appeared within 35,340 civic reports in 2021–2025, equal to 13.30 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 17.82 in 2021–2023 versus 6.42 in 2024–2025. The city's peak normalized year was 2022.

Normalized signal
13.30
per 10K civic reports
Tagged coverage
47
5 active years
Recent change
-11.40
per-10K points
Action marker
36.2%
classifier coverage
20212025
Annual evidence
2021 · 7.50/10K (5 reports)2022 · 23.57/10K (19 reports)2023 · 21.22/10K (14 reports)2024 · 5.25/10K (4 reports)2025 · 7.82/10K (5 reports)
Classifier category mix
Crime & violence · 43Corruption Fraud · 4

The classifier marked authority or institutional action in 17 reports (36.2%) and conclusion language in 1 (2.1%). 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 #29 · raw-volume #39 · qualified coverage base

Kota: Extortion reporting profile

3 tagged reports appeared within 2,590 civic reports in 2021–2025, equal to 11.58 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 19.92 in 2021–2023 versus 0.00 in 2024–2025. The city's peak normalized year was 2021.

Normalized signal
11.58
per 10K civic reports
Tagged coverage
3
2 active years
Recent change
-19.92
per-10K points
Action marker
66.7%
classifier coverage
20212025
Annual evidence
2021 · 48.08/10K (1 reports)2022 · 0.00/10K (0 reports)2023 · 24.91/10K (2 reports)2024 · 0.00/10K (0 reports)2025 · 0.00/10K (0 reports)
Classifier category mix
Crime & violence · 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 Kota's broader civic problems analysis →
Normalized #30 · raw-volume #18 · established coverage base

Patna: Extortion reporting profile

28 tagged reports appeared within 26,153 civic reports in 2021–2025, equal to 10.71 per 10,000. The recent-period comparison shows a broadly stable share of local civic coverage: 10.99 in 2021–2023 versus 10.35 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
10.71
per 10K civic reports
Tagged coverage
28
5 active years
Recent change
-0.64
per-10K points
Action marker
32.1%
classifier coverage
20212025
Annual evidence
2021 · 4.56/10K (2 reports)2022 · 5.58/10K (3 reports)2023 · 22.89/10K (11 reports)2024 · 3.51/10K (2 reports)2025 · 16.98/10K (10 reports)
Classifier category mix
Crime & violence · 23Corruption Fraud · 5

The classifier marked authority or institutional action in 9 reports (32.1%) and conclusion language in 0 (0.0%). These are article-level signals: repeated coverage can refer to the same underlying event, and the markers do not prove official resolution.

Open Patna's broader civic problems analysis →
Normalized #31 · raw-volume #30 · qualified coverage base

Bareilly: Extortion reporting profile

8 tagged reports appeared within 8,318 civic reports in 2021–2025, equal to 9.62 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 18.51 in 2021–2023 versus 0.00 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
9.62
per 10K civic reports
Tagged coverage
8
2 active years
Recent change
-18.51
per-10K points
Action marker
50.0%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 23.11/10K (3 reports)2023 · 32.26/10K (5 reports)2024 · 0.00/10K (0 reports)2025 · 0.00/10K (0 reports)
Classifier category mix
Crime & violence · 8

The classifier marked authority or institutional action in 4 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 Bareilly's broader civic problems analysis →
Normalized #32 · raw-volume #34 · qualified coverage base

Amritsar: Extortion reporting profile

6 tagged reports appeared within 6,520 civic reports in 2021–2025, equal to 9.20 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 15.35 in 2021–2023 versus 0.00 in 2024–2025. The city's peak normalized year was 2022.

Normalized signal
9.20
per 10K civic reports
Tagged coverage
6
2 active years
Recent change
-15.35
per-10K points
Action marker
66.7%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 20.62/10K (3 reports)2023 · 18.39/10K (3 reports)2024 · 0.00/10K (0 reports)2025 · 0.00/10K (0 reports)
Classifier category mix
Crime & violence · 6

The classifier marked authority or institutional action in 4 reports (66.7%) and conclusion language in 0 (0.0%). These are article-level signals: repeated coverage can refer to the same underlying event, and the markers do not prove official resolution.

Open Amritsar's broader civic problems analysis →
Normalized #33 · raw-volume #26 · qualified coverage base

Srinagar: Extortion reporting profile

13 tagged reports appeared within 14,562 civic reports in 2021–2025, equal to 8.93 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 13.80 in 2021–2023 versus 1.70 in 2024–2025. The city's peak normalized year was 2022.

Normalized signal
8.93
per 10K civic reports
Tagged coverage
13
4 active years
Recent change
-12.10
per-10K points
Action marker
46.2%
classifier coverage
20212025
Annual evidence
2021 · 11.01/10K (3 reports)2022 · 24.58/10K (8 reports)2023 · 3.68/10K (1 reports)2024 · 3.89/10K (1 reports)2025 · 0.00/10K (0 reports)
Classifier category mix
Crime & violence · 12Corruption Fraud · 1

The classifier marked authority or institutional action in 6 reports (46.2%) and conclusion language in 0 (0.0%). These are article-level signals: repeated coverage can refer to the same underlying event, and the markers do not prove official resolution.

Open Srinagar's broader civic problems analysis →
Normalized #34 · raw-volume #38 · qualified coverage base

Gwalior: Extortion 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: 8.50 in 2021–2023 versus 5.94 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
7.43
per 10K civic reports
Tagged coverage
3
2 active years
Recent change
-2.56
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 · 20.28/10K (2 reports)2024 · 0.00/10K (0 reports)2025 · 11.31/10K (1 reports)
Classifier category mix
Crime & violence · 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 #35 · raw-volume #41 · qualified coverage base

Udaipur: Extortion reporting profile

3 tagged reports appeared within 4,098 civic reports in 2021–2025, equal to 7.32 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 10.35 in 2021–2023 versus 0.00 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
7.32
per 10K civic reports
Tagged coverage
3
2 active years
Recent change
-10.35
per-10K points
Action marker
66.7%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 4.82/10K (1 reports)2023 · 45.45/10K (2 reports)2024 · 0.00/10K (0 reports)2025 · 0.00/10K (0 reports)
Classifier category mix
Crime & violence · 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 Udaipur's broader civic problems analysis →
Normalized #36 · raw-volume #28 · qualified coverage base

Varanasi: Extortion reporting profile

10 tagged reports appeared within 13,958 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: 6.98 in 2021–2023 versus 7.45 in 2024–2025. The city's peak normalized year was 2021.

Normalized signal
7.16
per 10K civic reports
Tagged coverage
10
5 active years
Recent change
+0.47
per-10K points
Action marker
30.0%
classifier coverage
20212025
Annual evidence
2021 · 12.94/10K (3 reports)2022 · 2.72/10K (1 reports)2023 · 7.70/10K (2 reports)2024 · 5.67/10K (2 reports)2025 · 10.87/10K (2 reports)
Classifier category mix
Crime & violence · 9Corruption Fraud · 1

The classifier marked authority or institutional action in 3 reports (30.0%) 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 Varanasi's broader civic problems analysis →
Normalized #37 · raw-volume #21 · established coverage base

Kolkata: Extortion reporting profile

22 tagged reports appeared within 31,282 civic reports in 2021–2025, equal to 7.03 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 7.60 in 2021–2023 versus 6.46 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
7.03
per 10K civic reports
Tagged coverage
22
5 active years
Recent change
-1.14
per-10K points
Action marker
59.1%
classifier coverage
20212025
Annual evidence
2021 · 2.53/10K (1 reports)2022 · 12.43/10K (8 reports)2023 · 5.55/10K (3 reports)2024 · 2.91/10K (3 reports)2025 · 13.57/10K (7 reports)
Classifier category mix
Crime & violence · 18Corruption Fraud · 4

The classifier marked authority or institutional action in 13 reports (59.1%) and conclusion language in 0 (0.0%). These are article-level signals: repeated coverage can refer to the same underlying event, and the markers do not prove official resolution.

Open Kolkata's broader civic problems analysis →
Normalized #38 · raw-volume #40 · qualified coverage base

Mysuru: Extortion reporting profile

3 tagged reports appeared within 4,674 civic reports in 2021–2025, equal to 6.42 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 9.15 in 2021–2023 versus 4.02 in 2024–2025. The city's peak normalized year was 2021.

Normalized signal
6.42
per 10K civic reports
Tagged coverage
3
3 active years
Recent change
-5.13
per-10K points
Action marker
66.7%
classifier coverage
20212025
Annual evidence
2021 · 17.67/10K (1 reports)2022 · 0.00/10K (0 reports)2023 · 11.92/10K (1 reports)2024 · 0.00/10K (0 reports)2025 · 9.64/10K (1 reports)
Classifier category mix
Crime & violence · 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 Mysuru's broader civic problems analysis →
Normalized #39 · raw-volume #35 · qualified coverage base

Dehradun: Extortion reporting profile

6 tagged reports appeared within 9,750 civic reports in 2021–2025, equal to 6.15 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 9.48 in 2021–2023 versus 2.23 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
6.15
per 10K civic reports
Tagged coverage
6
4 active years
Recent change
-7.25
per-10K points
Action marker
83.3%
classifier coverage
20212025
Annual evidence
2021 · 6.37/10K (1 reports)2022 · 5.32/10K (1 reports)2023 · 16.41/10K (3 reports)2024 · 0.00/10K (0 reports)2025 · 4.75/10K (1 reports)
Classifier category mix
Crime & violence · 5Policing & law enforcement · 1

The classifier marked authority or institutional action in 5 reports (83.3%) and conclusion language in 0 (0.0%). These are article-level signals: repeated coverage can refer to the same underlying event, and the markers do not prove official resolution.

Open Dehradun's broader civic problems analysis →
Normalized #40 · raw-volume #36 · qualified coverage base

Raipur: Extortion reporting profile

4 tagged reports appeared within 8,910 civic reports in 2021–2025, equal to 4.49 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 1.82 in 2021–2023 versus 8.75 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
4.49
per 10K civic reports
Tagged coverage
4
3 active years
Recent change
+6.93
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 · 4.11/10K (1 reports)2024 · 6.49/10K (1 reports)2025 · 10.59/10K (2 reports)
Classifier category mix
Crime & violence · 3Corruption Fraud · 1

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 Raipur's broader civic problems analysis →
Normalized #41 · raw-volume #37 · qualified coverage base

Thiruvananthapuram: Extortion reporting profile

4 tagged reports appeared within 14,806 civic reports in 2021–2025, equal to 2.70 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 2.08 in 2021–2023 versus 3.86 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
2.70
per 10K civic reports
Tagged coverage
4
3 active years
Recent change
+1.78
per-10K points
Action marker
50.0%
classifier coverage
20212025
Annual evidence
2021 · 4.17/10K (1 reports)2022 · 0.00/10K (0 reports)2023 · 3.14/10K (1 reports)2024 · 0.00/10K (0 reports)2025 · 7.83/10K (2 reports)
Classifier category mix
Crime & violence · 3Corruption Fraud · 1

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

Annual normalized signal

20212025
2021 · 32.46/10K (506)2022 · 41.92/10K (913)2023 · 38.42/10K (832)2024 · 18.74/10K (384)2025 · 16.34/10K (316)

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 extortion; 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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