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

Which Indian cities show the strongest hoax threat reporting signal?

A comparison of 45 Indian cities covered by Prism Geo. 17 pass the evidence gates and are ranked by exact hoax_threat-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 · 17 city-linked districts

Where the hoax threat 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 11–17 Not ranked
Indian districts containing cities in the hoax threat reporting ranking India's national silhouette has a soft boundary shadow. District lines are subdued, while the 17 districts containing ranked cities are highlighted by rank. #5 Indore — Indore district proxy — 9.71 tagged reports per 10,000 civic reports#12 Patna — Patna district proxy — 3.82 tagged reports per 10,000 civic reports#14 Gurugram — Gurgaon district proxy — 3.36 tagged reports per 10,000 civic reports#13 Raipur — Raipur district proxy — 3.37 tagged reports per 10,000 civic reports#15 Kochi — Ernakulam district proxy — 3.31 tagged reports per 10,000 civic reports#16 Thiruvananthapuram — Thiruvananthapuram district proxy — 2.70 tagged reports per 10,000 civic reports#4 Amritsar — Amritsar district proxy — 10.74 tagged reports per 10,000 civic reports#7 Bengaluru — Bangalore district proxy — 7.39 tagged reports per 10,000 civic reports#11 Pune — Pune district proxy — 3.86 tagged reports per 10,000 civic reports#8 Mumbai — Mumbai Suburban district proxy — 6.94 tagged reports per 10,000 civic reports#6 Nagpur — Nagpur district proxy — 8.61 tagged reports per 10,000 civic reports#9 Mathura — Mathura district proxy — 5.57 tagged reports per 10,000 civic reports#10 Noida — Gautam Buddha Nagar district proxy — 4.42 tagged reports per 10,000 civic reports#2 Agra — Agra district proxy — 11.53 tagged reports per 10,000 civic reports#1 Chennai — Chennai district proxy — 13.32 tagged reports per 10,000 civic reports#3 Coimbatore — Coimbatore district proxy — 11.52 tagged reports per 10,000 civic reports#17 New Delhi — Central district proxy — 2.22 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

Chennai leads the normalized comparison at 13.32 tagged reports per 10,000 civic reports. Mumbai leads raw volume with 83 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
17
passed both evidence gates
Normalized leader
Chennai
13.32 per 10K
Raw-volume leader
Mumbai
83 tagged reports
Largest recent rise
Indore
+14.02 per-10K points
National comparison
+1.59
recent per-10K change
Computed findings
What stands out
Complete ranking
Primary and companion measures

Hoax Threat 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
1Chennai
Tamil Nadu
13.32374+13.514/5
2Agra
Uttar Pradesh
11.53126-15.173/5
3Coimbatore
Tamil Nadu
11.52513-8.773/5
4Amritsar
Punjab
10.74712-17.912/5
5Indore
Madhya Pradesh
9.71117+14.022/5
6Nagpur
Maharashtra
8.6199+20.433/5
7Bengaluru
Karnataka
7.39433-1.424/5
8Mumbai
Maharashtra
6.94831+1.875/5
9Mathura
Uttar Pradesh
5.57316-8.642/5
10Noida
Uttar Pradesh
4.42910+4.682/5
11Pune
Maharashtra
3.86145-2.245/5
12Patna
Bihar
3.82108-5.323/5
13Raipur
Chhattisgarh
3.37317+8.751/5
14Gurugram
Haryana
3.36811+1.194/5
15Kochi
Kerala
3.31315+10.631/5
16Thiruvananthapuram
Kerala
2.70414+7.731/5
17New Delhi
Delhi
2.22662+2.705/5

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 #4 · established coverage base

Chennai: Hoax Threat reporting profile

37 tagged reports appeared within 27,784 civic reports in 2021–2025, equal to 13.32 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 7.22 in 2021–2023 versus 20.73 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
13.32
per 10K civic reports
Tagged coverage
37
4 active years
Recent change
+13.51
per-10K points
Action marker
29.7%
classifier coverage
20212025
Annual evidence
2021 · 3.36/10K (1 reports)2022 · 21.02/10K (10 reports)2023 · 0.00/10K (0 reports)2024 · 16.66/10K (10 reports)2025 · 24.45/10K (16 reports)
Classifier category mix
Public safety · 18Crime & violence · 13Policing & law enforcement · 6

The classifier marked authority or institutional action in 11 reports (29.7%) and conclusion language in 1 (2.7%). 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 #2 · raw-volume #6 · qualified coverage base

Agra: Hoax Threat reporting profile

12 tagged reports appeared within 10,412 civic reports in 2021–2025, equal to 11.53 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 17.58 in 2021–2023 versus 2.41 in 2024–2025. The city's peak normalized year was 2021.

Normalized signal
11.53
per 10K civic reports
Tagged coverage
12
3 active years
Recent change
-15.17
per-10K points
Action marker
16.7%
classifier coverage
20212025
Annual evidence
2021 · 44.11/10K (10 reports)2022 · 4.48/10K (1 reports)2023 · 0.00/10K (0 reports)2024 · 4.19/10K (1 reports)2025 · 0.00/10K (0 reports)
Classifier category mix
Public safety · 10Crime & violence · 2

The classifier marked authority or institutional action in 2 reports (16.7%) and conclusion language in 0 (0.0%). These are article-level signals: repeated coverage can refer to the same underlying event, and the markers do not prove official resolution.

Open Agra's broader civic problems analysis →
Normalized #3 · raw-volume #13 · qualified coverage base

Coimbatore: Hoax Threat reporting profile

5 tagged reports appeared within 4,339 civic reports in 2021–2025, equal to 11.52 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 14.85 in 2021–2023 versus 6.08 in 2024–2025. The city's peak normalized year was 2021.

Normalized signal
11.52
per 10K civic reports
Tagged coverage
5
3 active years
Recent change
-8.77
per-10K points
Action marker
40.0%
classifier coverage
20212025
Annual evidence
2021 · 49.10/10K (3 reports)2022 · 8.32/10K (1 reports)2023 · 0.00/10K (0 reports)2024 · 0.00/10K (0 reports)2025 · 8.99/10K (1 reports)
Classifier category mix
Crime & violence · 3Policing & law enforcement · 2

The classifier marked authority or institutional action in 2 reports (40.0%) and conclusion language in 0 (0.0%). These are article-level signals: repeated coverage can refer to the same underlying event, and the markers do not prove official resolution.

Open Coimbatore's broader civic problems analysis →
Normalized #4 · raw-volume #12 · qualified coverage base

Amritsar: Hoax Threat reporting profile

7 tagged reports appeared within 6,520 civic reports in 2021–2025, equal to 10.74 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 17.91 in 2021–2023 versus 0.00 in 2024–2025. The city's peak normalized year was 2022.

Normalized signal
10.74
per 10K civic reports
Tagged coverage
7
2 active years
Recent change
-17.91
per-10K points
Action marker
28.6%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 41.24/10K (6 reports)2023 · 6.13/10K (1 reports)2024 · 0.00/10K (0 reports)2025 · 0.00/10K (0 reports)
Classifier category mix
Crime & violence · 5Public safety · 2

The classifier marked authority or institutional action in 2 reports (28.6%) 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 Amritsar's broader civic problems analysis →
Normalized #5 · raw-volume #7 · qualified coverage base

Indore: Hoax Threat reporting profile

11 tagged reports appeared within 11,332 civic reports in 2021–2025, equal to 9.71 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 4.31 in 2021–2023 versus 18.33 in 2024–2025. The city's peak normalized year was 2024.

Normalized signal
9.71
per 10K civic reports
Tagged coverage
11
2 active years
Recent change
+14.02
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 11.71/10K (3 reports)2023 · 0.00/10K (0 reports)2024 · 43.91/10K (8 reports)2025 · 0.00/10K (0 reports)
Classifier category mix
Crime & violence · 6Public safety · 4Policing & law enforcement · 1

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

Open Indore's broader civic problems analysis →
Normalized #6 · raw-volume #9 · qualified coverage base

Nagpur: Hoax Threat reporting profile

9 tagged reports appeared within 10,447 civic reports in 2021–2025, equal to 8.61 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 1.47 in 2021–2023 versus 21.90 in 2024–2025. The city's peak normalized year was 2024.

Normalized signal
8.61
per 10K civic reports
Tagged coverage
9
3 active years
Recent change
+20.43
per-10K points
Action marker
22.2%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 0.00/10K (0 reports)2023 · 3.84/10K (1 reports)2024 · 25.69/10K (4 reports)2025 · 19.08/10K (4 reports)
Classifier category mix
Policing & law enforcement · 4Crime & violence · 3Terrorism & conflict · 2

The classifier marked authority or institutional action in 2 reports (22.2%) 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 #7 · raw-volume #3 · established coverage base

Bengaluru: Hoax Threat reporting profile

43 tagged reports appeared within 58,199 civic reports in 2021–2025, equal to 7.39 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 8.08 in 2021–2023 versus 6.66 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
7.39
per 10K civic reports
Tagged coverage
43
4 active years
Recent change
-1.42
per-10K points
Action marker
16.3%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 3.71/10K (4 reports)2023 · 15.86/10K (20 reports)2024 · 6.00/10K (8 reports)2025 · 7.25/10K (11 reports)
Classifier category mix
Crime & violence · 25Public safety · 12Policing & law enforcement · 4

The classifier marked authority or institutional action in 7 reports (16.3%) 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 Bengaluru's broader civic problems analysis →
Normalized #8 · raw-volume #1 · high coverage base

Mumbai: Hoax Threat reporting profile

83 tagged reports appeared within 119,517 civic reports in 2021–2025, equal to 6.94 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 6.25 in 2021–2023 versus 8.12 in 2024–2025. The city's peak normalized year was 2024.

Normalized signal
6.94
per 10K civic reports
Tagged coverage
83
5 active years
Recent change
+1.87
per-10K points
Action marker
33.7%
classifier coverage
20212025
Annual evidence
2021 · 3.45/10K (8 reports)2022 · 4.55/10K (13 reports)2023 · 11.10/10K (26 reports)2024 · 13.35/10K (28 reports)2025 · 3.43/10K (8 reports)
Classifier category mix
Crime & violence · 58Policing & law enforcement · 17Public safety · 7

The classifier marked authority or institutional action in 28 reports (33.7%) and conclusion language in 1 (1.2%). These are article-level signals: repeated coverage can refer to the same underlying event, and the markers do not prove official resolution.

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

Mathura: Hoax Threat reporting profile

3 tagged reports appeared within 5,388 civic reports in 2021–2025, equal to 5.57 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 8.64 in 2021–2023 versus 0.00 in 2024–2025. The city's peak normalized year was 2022.

Normalized signal
5.57
per 10K civic reports
Tagged coverage
3
2 active years
Recent change
-8.64
per-10K points
Action marker
100.0%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 13.77/10K (2 reports)2023 · 9.37/10K (1 reports)2024 · 0.00/10K (0 reports)2025 · 0.00/10K (0 reports)
Classifier category mix
Crime & violence · 2Policing & law enforcement · 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 Mathura's broader civic problems analysis →
Normalized #10 · raw-volume #10 · qualified coverage base

Noida: Hoax Threat 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 2025.

Normalized signal
4.42
per 10K civic reports
Tagged coverage
9
2 active years
Recent change
+4.68
per-10K points
Action marker
55.6%
classifier coverage
20212025
Annual evidence
2021 · 9.24/10K (3 reports)2022 · 0.00/10K (0 reports)2023 · 0.00/10K (0 reports)2024 · 0.00/10K (0 reports)2025 · 18.35/10K (6 reports)
Classifier category mix
Crime & violence · 5Public safety · 3Terrorism & conflict · 1

The classifier marked authority or institutional action in 5 reports (55.6%) 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 Noida's broader civic problems analysis →
Normalized #11 · raw-volume #5 · qualified coverage base

Pune: Hoax Threat reporting profile

14 tagged reports appeared within 36,239 civic reports in 2021–2025, equal to 3.86 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 4.82 in 2021–2023 versus 2.58 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
3.86
per 10K civic reports
Tagged coverage
14
5 active years
Recent change
-2.24
per-10K points
Action marker
57.1%
classifier coverage
20212025
Annual evidence
2021 · 4.94/10K (3 reports)2022 · 1.37/10K (1 reports)2023 · 8.13/10K (6 reports)2024 · 3.70/10K (3 reports)2025 · 1.36/10K (1 reports)
Classifier category mix
Crime & violence · 13Public safety · 1

The classifier marked authority or institutional action in 8 reports (57.1%) and conclusion language in 1 (7.1%). These are article-level signals: repeated coverage can refer to the same underlying event, and the markers do not prove official resolution.

Open Pune's broader civic problems analysis →
Normalized #12 · raw-volume #8 · qualified coverage base

Patna: Hoax Threat reporting profile

10 tagged reports appeared within 26,153 civic reports in 2021–2025, equal to 3.82 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 6.18 in 2021–2023 versus 0.86 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
3.82
per 10K civic reports
Tagged coverage
10
3 active years
Recent change
-5.32
per-10K points
Action marker
10.0%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 5.58/10K (3 reports)2023 · 12.49/10K (6 reports)2024 · 0.00/10K (0 reports)2025 · 1.70/10K (1 reports)
Classifier category mix
Policing & law enforcement · 6Public safety · 4

The classifier marked authority or institutional action in 1 reports (10.0%) 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 #13 · raw-volume #17 · qualified coverage base

Raipur: Hoax Threat reporting profile

3 tagged reports appeared within 8,910 civic reports in 2021–2025, equal to 3.37 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 0.00 in 2021–2023 versus 8.75 in 2024–2025. The city's peak normalized year was 2024.

Normalized signal
3.37
per 10K civic reports
Tagged coverage
3
1 active years
Recent change
+8.75
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 · 0.00/10K (0 reports)2024 · 19.47/10K (3 reports)2025 · 0.00/10K (0 reports)
Classifier category mix
Policing & law enforcement · 2Public safety · 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 Raipur's broader civic problems analysis →
Normalized #14 · raw-volume #11 · qualified coverage base

Gurugram: Hoax Threat reporting profile

8 tagged reports appeared within 23,841 civic reports in 2021–2025, equal to 3.36 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 2.86 in 2021–2023 versus 4.05 in 2024–2025. The city's peak normalized year was 2024.

Normalized signal
3.36
per 10K civic reports
Tagged coverage
8
4 active years
Recent change
+1.19
per-10K points
Action marker
25.0%
classifier coverage
20212025
Annual evidence
2021 · 3.64/10K (1 reports)2022 · 3.49/10K (2 reports)2023 · 1.82/10K (1 reports)2024 · 7.76/10K (4 reports)2025 · 0.00/10K (0 reports)
Classifier category mix
Crime & violence · 6Public safety · 2

The classifier marked authority or institutional action in 2 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 Gurugram's broader civic problems analysis →
Normalized #15 · raw-volume #15 · qualified coverage base

Kochi: Hoax Threat reporting profile

3 tagged reports appeared within 9,077 civic reports in 2021–2025, equal to 3.31 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 0.00 in 2021–2023 versus 10.63 in 2024–2025. The city's peak normalized year was 2024.

Normalized signal
3.31
per 10K civic reports
Tagged coverage
3
1 active years
Recent change
+10.63
per-10K points
Action marker
100.0%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 0.00/10K (0 reports)2023 · 0.00/10K (0 reports)2024 · 24.98/10K (3 reports)2025 · 0.00/10K (0 reports)
Classifier category mix
Crime & violence · 3

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 Kochi's broader civic problems analysis →
Normalized #16 · raw-volume #14 · qualified coverage base

Thiruvananthapuram: Hoax Threat 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: 0.00 in 2021–2023 versus 7.73 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
2.70
per 10K civic reports
Tagged coverage
4
1 active years
Recent change
+7.73
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 · 0.00/10K (0 reports)2024 · 0.00/10K (0 reports)2025 · 15.67/10K (4 reports)
Classifier category mix
Public safety · 2Policing & law enforcement · 2

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

Open Thiruvananthapuram's broader civic problems analysis →
Normalized #17 · raw-volume #2 · established coverage base

New Delhi: Hoax Threat reporting profile

66 tagged reports appeared within 297,207 civic reports in 2021–2025, equal to 2.22 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 1.16 in 2021–2023 versus 3.86 in 2024–2025. The city's peak normalized year was 2024.

Normalized signal
2.22
per 10K civic reports
Tagged coverage
66
5 active years
Recent change
+2.70
per-10K points
Action marker
30.3%
classifier coverage
20212025
Annual evidence
2021 · 0.22/10K (1 reports)2022 · 0.31/10K (2 reports)2023 · 2.55/10K (18 reports)2024 · 6.82/10K (42 reports)2025 · 0.55/10K (3 reports)
Classifier category mix
Public safety · 29Crime & violence · 25Policing & law enforcement · 11

The classifier marked authority or institutional action in 20 reports (30.3%) and conclusion language in 1 (1.5%). 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 →
National trend and methodology
All 45 cities

Annual normalized signal

20212025
2021 · 2.05/10K (32)2022 · 2.34/10K (51)2023 · 3.79/10K (82)2024 · 5.71/10K (117)2025 · 3.00/10K (58)

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 hoax_threat; 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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