Prism Geo · city intelligence · pilot
Prism Geo · Rankings · Border Security
Policing & law enforcement · evidence ranking · 2021–2025

Which Indian cities show the strongest border security reporting signal?

A comparison of 45 Indian cities covered by Prism Geo. 15 pass the evidence gates and are ranked by exact border_security-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 · 15 city-linked districts

Where the border security 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 11–15 Not ranked
Indian districts containing cities in the border security reporting ranking India's national silhouette has a soft boundary shadow. District lines are subdued, while the 15 districts containing ranked cities are highlighted by rank. #4 Gwalior — Gwalior district proxy — 12.39 tagged reports per 10,000 civic reports#2 Srinagar — Srinagar district proxy — 17.17 tagged reports per 10,000 civic reports#13 Gurugram — Gurgaon district proxy — 1.68 tagged reports per 10,000 civic reports#7 Chandigarh — Chandigarh district proxy — 4.93 tagged reports per 10,000 civic reports#6 Dehradun — Dehradun district proxy — 10.26 tagged reports per 10,000 civic reports#3 Kolkata — Kolkata district proxy — 12.47 tagged reports per 10,000 civic reports#1 Amritsar — Amritsar district proxy — 139.57 tagged reports per 10,000 civic reports#15 Bengaluru — Bangalore district proxy — 0.52 tagged reports per 10,000 civic reports#14 Pune — Pune district proxy — 1.38 tagged reports per 10,000 civic reports#5 Jodhpur — Jodhpur district proxy — 12.29 tagged reports per 10,000 civic reports#9 Jaipur — Jaipur district proxy — 4.32 tagged reports per 10,000 civic reports#12 Lucknow — Lucknow district proxy — 1.70 tagged reports per 10,000 civic reports#11 Noida — Gautam Buddha Nagar district proxy — 1.96 tagged reports per 10,000 civic reports#10 Prayagraj — Allahabad district proxy — 3.09 tagged reports per 10,000 civic reports#8 New Delhi — Central district proxy — 4.54 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

Amritsar leads the normalized comparison at 139.57 tagged reports per 10,000 civic reports. New Delhi leads raw volume with 135 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
15
passed both evidence gates
Normalized leader
Amritsar
139.57 per 10K
Raw-volume leader
New Delhi
135 tagged reports
Largest recent rise
Chandigarh
+2.99 per-10K points
National comparison
-0.36
recent per-10K change
Computed findings
What stands out
Complete ranking
Primary and companion measures

Border Security 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
1Amritsar
Punjab
139.57912-162.535/5
2Srinagar
Jammu and Kashmir
17.17254-0.215/5
3Kolkata
West Bengal
12.47393-0.395/5
4Gwalior
Madhya Pradesh
12.3959-0.883/5
5Jodhpur
Rajasthan
12.29413+33.641/5
6Dehradun
Uttarakhand
10.26106-14.834/5
7Chandigarh
Chandigarh
4.93115+2.994/5
8New Delhi
Delhi
4.541351+1.565/5
9Jaipur
Rajasthan
4.3277+9.183/5
10Prayagraj
Uttar Pradesh
3.09510+1.383/5
11Noida
Uttar Pradesh
1.96414-1.303/5
12Lucknow
Uttar Pradesh
1.7068-0.454/5
13Gurugram
Haryana
1.68412+0.603/5
14Pune
Maharashtra
1.38511+0.982/5
15Bengaluru
Karnataka
0.52315-1.012/5

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 · high coverage base

Amritsar: Border Security reporting profile

91 tagged reports appeared within 6,520 civic reports in 2021–2025, equal to 139.57 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 204.66 in 2021–2023 versus 42.13 in 2024–2025. The city's peak normalized year was 2022.

Normalized signal
139.57
per 10K civic reports
Tagged coverage
91
5 active years
Recent change
-162.53
per-10K points
Action marker
7.7%
classifier coverage
20212025
Annual evidence
2021 · 36.45/10K (3 reports)2022 · 254.30/10K (37 reports)2023 · 245.25/10K (40 reports)2024 · 25.28/10K (2 reports)2025 · 49.45/10K (9 reports)
Classifier category mix
Policing & law enforcement · 87Governance & policy · 4

The classifier marked authority or institutional action in 7 reports (7.7%) and conclusion language in 1 (1.1%). 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 #2 · raw-volume #4 · established coverage base

Srinagar: Border Security reporting profile

25 tagged reports appeared within 14,562 civic reports in 2021–2025, equal to 17.17 per 10,000. The recent-period comparison shows a broadly stable share of local civic coverage: 17.25 in 2021–2023 versus 17.04 in 2024–2025. The city's peak normalized year was 2022.

Normalized signal
17.17
per 10K civic reports
Tagged coverage
25
5 active years
Recent change
-0.21
per-10K points
Action marker
4.0%
classifier coverage
20212025
Annual evidence
2021 · 11.01/10K (3 reports)2022 · 27.65/10K (9 reports)2023 · 11.05/10K (3 reports)2024 · 11.68/10K (3 reports)2025 · 21.22/10K (7 reports)
Classifier category mix
Policing & law enforcement · 15Governance & policy · 9Public safety · 1

The classifier marked authority or institutional action in 1 reports (4.0%) 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 Srinagar's broader civic problems analysis →
Normalized #3 · raw-volume #3 · established coverage base

Kolkata: Border Security reporting profile

39 tagged reports appeared within 31,282 civic reports in 2021–2025, equal to 12.47 per 10,000. The recent-period comparison shows a broadly stable share of local civic coverage: 12.66 in 2021–2023 versus 12.27 in 2024–2025. The city's peak normalized year was 2022.

Normalized signal
12.47
per 10K civic reports
Tagged coverage
39
5 active years
Recent change
-0.39
per-10K points
Action marker
2.6%
classifier coverage
20212025
Annual evidence
2021 · 15.17/10K (6 reports)2022 · 20.19/10K (13 reports)2023 · 1.85/10K (1 reports)2024 · 10.65/10K (11 reports)2025 · 15.50/10K (8 reports)
Classifier category mix
Governance & policy · 18Policing & law enforcement · 17Immigration Border · 4

The classifier marked authority or institutional action in 1 reports (2.6%) 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 Kolkata's broader civic problems analysis →
Normalized #4 · raw-volume #9 · qualified coverage base

Gwalior: Border Security reporting profile

5 tagged reports appeared within 4,035 civic reports in 2021–2025, equal to 12.39 per 10,000. The recent-period comparison shows a broadly stable share of local civic coverage: 12.76 in 2021–2023 versus 11.88 in 2024–2025. The city's peak normalized year was 2022.

Normalized signal
12.39
per 10K civic reports
Tagged coverage
5
3 active years
Recent change
-0.88
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 15.22/10K (1 reports)2022 · 28.21/10K (2 reports)2023 · 0.00/10K (0 reports)2024 · 25.03/10K (2 reports)2025 · 0.00/10K (0 reports)
Classifier category mix
Policing & law enforcement · 4Immigration Border · 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 Gwalior's broader civic problems analysis →
Normalized #5 · raw-volume #13 · qualified coverage base

Jodhpur: Border Security reporting profile

4 tagged reports appeared within 3,256 civic reports in 2021–2025, equal to 12.29 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 0.00 in 2021–2023 versus 33.64 in 2024–2025. The city's peak normalized year was 2024.

Normalized signal
12.29
per 10K civic reports
Tagged coverage
4
1 active years
Recent change
+33.64
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 · 86.02/10K (4 reports)2025 · 0.00/10K (0 reports)
Classifier category mix
Policing & law enforcement · 3Governance & policy · 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 Jodhpur's broader civic problems analysis →
Normalized #6 · raw-volume #6 · qualified coverage base

Dehradun: Border Security reporting profile

10 tagged reports appeared within 9,750 civic reports in 2021–2025, equal to 10.26 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 17.06 in 2021–2023 versus 2.23 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
10.26
per 10K civic reports
Tagged coverage
10
4 active years
Recent change
-14.83
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 6.37/10K (1 reports)2022 · 5.32/10K (1 reports)2023 · 38.29/10K (7 reports)2024 · 0.00/10K (0 reports)2025 · 4.75/10K (1 reports)
Classifier category mix
Governance & policy · 7Policing & law enforcement · 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 Dehradun's broader civic problems analysis →
Normalized #7 · raw-volume #5 · qualified coverage base

Chandigarh: Border Security reporting profile

11 tagged reports appeared within 22,311 civic reports in 2021–2025, equal to 4.93 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 3.97 in 2021–2023 versus 6.96 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
4.93
per 10K civic reports
Tagged coverage
11
4 active years
Recent change
+2.99
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 4.63/10K (2 reports)2022 · 1.73/10K (1 reports)2023 · 5.96/10K (3 reports)2024 · 0.00/10K (0 reports)2025 · 15.02/10K (5 reports)
Classifier category mix
Policing & law enforcement · 7Governance & policy · 4

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

Open Chandigarh's broader civic problems analysis →
Normalized #8 · raw-volume #1 · high coverage base

New Delhi: Border Security reporting profile

135 tagged reports appeared within 297,207 civic reports in 2021–2025, equal to 4.54 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 3.93 in 2021–2023 versus 5.49 in 2024–2025. The city's peak normalized year was 2024.

Normalized signal
4.54
per 10K civic reports
Tagged coverage
135
5 active years
Recent change
+1.56
per-10K points
Action marker
3.0%
classifier coverage
20212025
Annual evidence
2021 · 5.08/10K (23 reports)2022 · 3.24/10K (21 reports)2023 · 3.82/10K (27 reports)2024 · 5.69/10K (35 reports)2025 · 5.28/10K (29 reports)
Classifier category mix
Governance & policy · 64Policing & law enforcement · 52Public safety · 8

The classifier marked authority or institutional action in 4 reports (3.0%) and conclusion language in 2 (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 →
Normalized #9 · raw-volume #7 · qualified coverage base

Jaipur: Border Security reporting profile

7 tagged reports appeared within 16,200 civic reports in 2021–2025, equal to 4.32 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 0.97 in 2021–2023 versus 10.15 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
4.32
per 10K civic reports
Tagged coverage
7
3 active years
Recent change
+9.18
per-10K points
Action marker
14.3%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 0.00/10K (0 reports)2023 · 2.46/10K (1 reports)2024 · 3.85/10K (1 reports)2025 · 15.09/10K (5 reports)
Classifier category mix
Policing & law enforcement · 3Governance & policy · 3Public safety · 1

The classifier marked authority or institutional action in 1 reports (14.3%) 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 Jaipur's broader civic problems analysis →
Normalized #10 · raw-volume #10 · qualified coverage base

Prayagraj: Border Security reporting profile

5 tagged reports appeared within 16,169 civic reports in 2021–2025, equal to 3.09 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 2.42 in 2021–2023 versus 3.80 in 2024–2025. The city's peak normalized year was 2024.

Normalized signal
3.09
per 10K civic reports
Tagged coverage
5
3 active years
Recent change
+1.38
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 4.24/10K (1 reports)2023 · 2.29/10K (1 reports)2024 · 7.19/10K (3 reports)2025 · 0.00/10K (0 reports)
Classifier category mix
Policing & law enforcement · 3Elections & politics · 1Governance & policy · 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 Prayagraj's broader civic problems analysis →
Normalized #11 · raw-volume #14 · qualified coverage base

Noida: Border Security reporting profile

4 tagged reports appeared within 20,361 civic reports in 2021–2025, equal to 1.96 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 2.50 in 2021–2023 versus 1.20 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
1.96
per 10K civic reports
Tagged coverage
4
3 active years
Recent change
-1.30
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 2.16/10K (1 reports)2023 · 4.86/10K (2 reports)2024 · 1.96/10K (1 reports)2025 · 0.00/10K (0 reports)
Classifier category mix
Governance & policy · 2Policing & law enforcement · 1Immigration Border · 1

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

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

Lucknow: Border Security reporting profile

6 tagged reports appeared within 35,340 civic reports in 2021–2025, equal to 1.70 per 10,000. The recent-period comparison shows a broadly stable share of local civic coverage: 1.88 in 2021–2023 versus 1.43 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
1.70
per 10K civic reports
Tagged coverage
6
4 active years
Recent change
-0.45
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 2.48/10K (2 reports)2023 · 3.03/10K (2 reports)2024 · 1.31/10K (1 reports)2025 · 1.56/10K (1 reports)
Classifier category mix
Policing & law enforcement · 3Governance & policy · 2Immigration Border · 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 Lucknow's broader civic problems analysis →
Normalized #13 · raw-volume #12 · qualified coverage base

Gurugram: Border Security reporting profile

4 tagged reports appeared within 23,841 civic reports in 2021–2025, equal to 1.68 per 10,000. The recent-period comparison shows a broadly stable share of local civic coverage: 1.43 in 2021–2023 versus 2.03 in 2024–2025. The city's peak normalized year was 2021.

Normalized signal
1.68
per 10K civic reports
Tagged coverage
4
3 active years
Recent change
+0.60
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 7.28/10K (2 reports)2022 · 0.00/10K (0 reports)2023 · 0.00/10K (0 reports)2024 · 1.94/10K (1 reports)2025 · 2.12/10K (1 reports)
Classifier category mix
Governance & policy · 2Policing & law enforcement · 1Public safety · 1

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

Open Gurugram's broader civic problems analysis →
Normalized #14 · raw-volume #11 · qualified coverage base

Pune: Border Security reporting profile

5 tagged reports appeared within 36,239 civic reports in 2021–2025, equal to 1.38 per 10,000. The recent-period comparison shows a broadly stable share of local civic coverage: 0.96 in 2021–2023 versus 1.94 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
1.38
per 10K civic reports
Tagged coverage
5
2 active years
Recent change
+0.98
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 · 2.71/10K (2 reports)2024 · 0.00/10K (0 reports)2025 · 4.07/10K (3 reports)
Classifier category mix
Governance & policy · 5

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

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

Bengaluru: Border Security reporting profile

3 tagged reports appeared within 58,199 civic reports in 2021–2025, equal to 0.52 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 1.01 in 2021–2023 versus 0.00 in 2024–2025. The city's peak normalized year was 2022.

Normalized signal
0.52
per 10K civic reports
Tagged coverage
3
2 active years
Recent change
-1.01
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 1.85/10K (2 reports)2023 · 0.79/10K (1 reports)2024 · 0.00/10K (0 reports)2025 · 0.00/10K (0 reports)
Classifier category mix
Governance & policy · 2Policing & law enforcement · 1

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

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

Annual normalized signal

20212025
2021 · 2.76/10K (43)2022 · 4.22/10K (92)2023 · 4.39/10K (95)2024 · 3.32/10K (68)2025 · 3.77/10K (73)

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 border_security; 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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