Prism Geo · city intelligence · pilot
Prism Geo · Rankings · Illegal Entry
Immigration Border · evidence ranking · 2021–2025

Which Indian cities show the strongest illegal entry reporting signal?

A comparison of 45 Indian cities covered by Prism Geo. 17 pass the evidence gates and are ranked by exact illegal_entry-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 illegal entry 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 illegal entry 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. #3 Gwalior — Gwalior district proxy — 12.39 tagged reports per 10,000 civic reports#4 Surat — Surat district proxy — 11.93 tagged reports per 10,000 civic reports#14 Dehradun — Dehradun district proxy — 3.08 tagged reports per 10,000 civic reports#10 Kolkata — Kolkata district proxy — 4.16 tagged reports per 10,000 civic reports#1 Amritsar — Amritsar district proxy — 23.01 tagged reports per 10,000 civic reports#12 Bengaluru — Bangalore district proxy — 3.78 tagged reports per 10,000 civic reports#8 Pune — Pune district proxy — 5.52 tagged reports per 10,000 civic reports#7 Mumbai — Mumbai Suburban district proxy — 5.69 tagged reports per 10,000 civic reports#13 Bhubaneswar — Khordha district proxy — 3.45 tagged reports per 10,000 civic reports#6 Bareilly — Bareilly district proxy — 6.01 tagged reports per 10,000 civic reports#5 Mathura — Mathura district proxy — 11.14 tagged reports per 10,000 civic reports#9 Lucknow — Lucknow district proxy — 4.24 tagged reports per 10,000 civic reports#17 Ghaziabad — Ghaziabad district proxy — 1.76 tagged reports per 10,000 civic reports#2 Noida — Gautam Buddha Nagar district proxy — 13.26 tagged reports per 10,000 civic reports#11 Agra — Agra district proxy — 3.84 tagged reports per 10,000 civic reports#16 Chennai — Chennai district proxy — 2.16 tagged reports per 10,000 civic reports#15 New Delhi — Central district proxy — 2.69 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 23.01 tagged reports per 10,000 civic reports. New Delhi leads raw volume with 80 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
Amritsar
23.01 per 10K
Raw-volume leader
New Delhi
80 tagged reports
Largest recent rise
Amritsar
+31.90 per-10K points
National comparison
+2.60
recent per-10K change
Computed findings
What stands out
Complete ranking
Primary and companion measures

Illegal Entry 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
23.01156+31.903/5
2Noida
Uttar Pradesh
13.26273-20.474/5
3Gwalior
Madhya Pradesh
12.39513+29.712/5
4Surat
Gujarat
11.93514+3.824/5
5Mathura
Uttar Pradesh
11.14611-9.183/5
6Bareilly
Uttar Pradesh
6.01512-1.932/5
7Mumbai
Maharashtra
5.69682+12.835/5
8Pune
Maharashtra
5.52205-1.755/5
9Lucknow
Uttar Pradesh
4.24157-2.315/5
10Kolkata
West Bengal
4.16138+2.004/5
11Agra
Uttar Pradesh
3.84415-6.392/5
12Bengaluru
Karnataka
3.78224-4.664/5
13Bhubaneswar
Odisha
3.4569+7.782/5
14Dehradun
Uttarakhand
3.08316+6.701/5
15New Delhi
Delhi
2.69801+3.625/5
16Chennai
Tamil Nadu
2.16610+3.332/5
17Ghaziabad
Uttar Pradesh
1.76317+1.812/5

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 #6 · qualified coverage base

Amritsar: Illegal Entry reporting profile

15 tagged reports appeared within 6,520 civic reports in 2021–2025, equal to 23.01 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 10.23 in 2021–2023 versus 42.13 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
23.01
per 10K civic reports
Tagged coverage
15
3 active years
Recent change
+31.90
per-10K points
Action marker
20.0%
classifier coverage
20212025
Annual evidence
2021 · 12.15/10K (1 reports)2022 · 20.62/10K (3 reports)2023 · 0.00/10K (0 reports)2024 · 0.00/10K (0 reports)2025 · 60.44/10K (11 reports)
Classifier category mix
Immigration Border · 15

The classifier marked authority or institutional action in 3 reports (20.0%) and conclusion language in 3 (20.0%). 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 #2 · raw-volume #3 · established coverage base

Noida: Illegal Entry reporting profile

27 tagged reports appeared within 20,361 civic reports in 2021–2025, equal to 13.26 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 21.67 in 2021–2023 versus 1.20 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
13.26
per 10K civic reports
Tagged coverage
27
4 active years
Recent change
-20.47
per-10K points
Action marker
7.4%
classifier coverage
20212025
Annual evidence
2021 · 3.08/10K (1 reports)2022 · 8.62/10K (4 reports)2023 · 51.07/10K (21 reports)2024 · 1.96/10K (1 reports)2025 · 0.00/10K (0 reports)
Classifier category mix
Immigration Border · 26Policing & law enforcement · 1

The classifier marked authority or institutional action in 2 reports (7.4%) 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 Noida's broader civic problems analysis →
Normalized #3 · raw-volume #13 · qualified coverage base

Gwalior: Illegal Entry 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 rising share of local civic coverage: 0.00 in 2021–2023 versus 29.71 in 2024–2025. The city's peak normalized year was 2024.

Normalized signal
12.39
per 10K civic reports
Tagged coverage
5
2 active years
Recent change
+29.71
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 · 50.06/10K (4 reports)2025 · 11.31/10K (1 reports)
Classifier category mix
Immigration Border · 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 Gwalior's broader civic problems analysis →
Normalized #4 · raw-volume #14 · qualified coverage base

Surat: Illegal Entry reporting profile

5 tagged reports appeared within 4,191 civic reports in 2021–2025, equal to 11.93 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 10.67 in 2021–2023 versus 14.49 in 2024–2025. The city's peak normalized year was 2021.

Normalized signal
11.93
per 10K civic reports
Tagged coverage
5
4 active years
Recent change
+3.82
per-10K points
Action marker
40.0%
classifier coverage
20212025
Annual evidence
2021 · 16.42/10K (1 reports)2022 · 0.00/10K (0 reports)2023 · 14.64/10K (2 reports)2024 · 14.93/10K (1 reports)2025 · 14.08/10K (1 reports)
Classifier category mix
Immigration Border · 4Policing & law enforcement · 1

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

Mathura: Illegal Entry reporting profile

6 tagged reports appeared within 5,388 civic reports in 2021–2025, equal to 11.14 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 14.40 in 2021–2023 versus 5.22 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
11.14
per 10K civic reports
Tagged coverage
6
3 active years
Recent change
-9.18
per-10K points
Action marker
66.7%
classifier coverage
20212025
Annual evidence
2021 · 10.48/10K (1 reports)2022 · 0.00/10K (0 reports)2023 · 37.49/10K (4 reports)2024 · 0.00/10K (0 reports)2025 · 12.99/10K (1 reports)
Classifier category mix
Immigration Border · 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 Mathura's broader civic problems analysis →
Normalized #6 · raw-volume #12 · qualified coverage base

Bareilly: Illegal Entry reporting profile

5 tagged reports appeared within 8,318 civic reports in 2021–2025, equal to 6.01 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 6.94 in 2021–2023 versus 5.01 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
6.01
per 10K civic reports
Tagged coverage
5
2 active years
Recent change
-1.93
per-10K points
Action marker
80.0%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 0.00/10K (0 reports)2023 · 19.35/10K (3 reports)2024 · 0.00/10K (0 reports)2025 · 10.83/10K (2 reports)
Classifier category mix
Immigration Border · 3Crime & violence · 2

The classifier marked authority or institutional action in 4 reports (80.0%) and conclusion language in 0 (0.0%). These are article-level signals: repeated coverage can refer to the same underlying event, and the markers do not prove official resolution.

Open Bareilly's broader civic problems analysis →
Normalized #7 · raw-volume #2 · established coverage base

Mumbai: Illegal Entry reporting profile

68 tagged reports appeared within 119,517 civic reports in 2021–2025, equal to 5.69 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 0.93 in 2021–2023 versus 13.76 in 2024–2025. The city's peak normalized year was 2024.

Normalized signal
5.69
per 10K civic reports
Tagged coverage
68
5 active years
Recent change
+12.83
per-10K points
Action marker
36.8%
classifier coverage
20212025
Annual evidence
2021 · 1.29/10K (3 reports)2022 · 0.70/10K (2 reports)2023 · 0.85/10K (2 reports)2024 · 15.25/10K (32 reports)2025 · 12.42/10K (29 reports)
Classifier category mix
Immigration Border · 56Policing & law enforcement · 10Crime & violence · 2

The classifier marked authority or institutional action in 25 reports (36.8%) and conclusion language in 3 (4.4%). 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 #8 · raw-volume #5 · established coverage base

Pune: Illegal Entry reporting profile

20 tagged reports appeared within 36,239 civic reports in 2021–2025, equal to 5.52 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 6.27 in 2021–2023 versus 4.52 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
5.52
per 10K civic reports
Tagged coverage
20
5 active years
Recent change
-1.75
per-10K points
Action marker
40.0%
classifier coverage
20212025
Annual evidence
2021 · 4.94/10K (3 reports)2022 · 1.37/10K (1 reports)2023 · 12.20/10K (9 reports)2024 · 6.16/10K (5 reports)2025 · 2.71/10K (2 reports)
Classifier category mix
Immigration Border · 17Policing & law enforcement · 3

The classifier marked authority or institutional action in 8 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 Pune's broader civic problems analysis →
Normalized #9 · raw-volume #7 · qualified coverage base

Lucknow: Illegal Entry reporting profile

15 tagged reports appeared within 35,340 civic reports in 2021–2025, equal to 4.24 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 5.16 in 2021–2023 versus 2.85 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
4.24
per 10K civic reports
Tagged coverage
15
5 active years
Recent change
-2.31
per-10K points
Action marker
53.3%
classifier coverage
20212025
Annual evidence
2021 · 6.00/10K (4 reports)2022 · 1.24/10K (1 reports)2023 · 9.09/10K (6 reports)2024 · 1.31/10K (1 reports)2025 · 4.69/10K (3 reports)
Classifier category mix
Immigration Border · 11Policing & law enforcement · 3Corruption Fraud · 1

The classifier marked authority or institutional action in 8 reports (53.3%) and conclusion language in 1 (6.7%). 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 #10 · raw-volume #8 · qualified coverage base

Kolkata: Illegal Entry reporting profile

13 tagged reports appeared within 31,282 civic reports in 2021–2025, equal to 4.16 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 3.17 in 2021–2023 versus 5.17 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
4.16
per 10K civic reports
Tagged coverage
13
4 active years
Recent change
+2.00
per-10K points
Action marker
30.8%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 1.55/10K (1 reports)2023 · 7.40/10K (4 reports)2024 · 4.84/10K (5 reports)2025 · 5.81/10K (3 reports)
Classifier category mix
Immigration Border · 8Policing & law enforcement · 4Crime & violence · 1

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

Open Kolkata's broader civic problems analysis →
Normalized #11 · raw-volume #15 · qualified coverage base

Agra: Illegal Entry reporting profile

4 tagged reports appeared within 10,412 civic reports in 2021–2025, equal to 3.84 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 6.39 in 2021–2023 versus 0.00 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
3.84
per 10K civic reports
Tagged coverage
4
2 active years
Recent change
-6.39
per-10K points
Action marker
50.0%
classifier coverage
20212025
Annual evidence
2021 · 4.41/10K (1 reports)2022 · 0.00/10K (0 reports)2023 · 17.09/10K (3 reports)2024 · 0.00/10K (0 reports)2025 · 0.00/10K (0 reports)
Classifier category mix
Immigration Border · 4

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

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

Bengaluru: Illegal Entry reporting profile

22 tagged reports appeared within 58,199 civic reports in 2021–2025, equal to 3.78 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 6.06 in 2021–2023 versus 1.40 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
3.78
per 10K civic reports
Tagged coverage
22
4 active years
Recent change
-4.66
per-10K points
Action marker
54.5%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 1.85/10K (2 reports)2023 · 12.69/10K (16 reports)2024 · 2.25/10K (3 reports)2025 · 0.66/10K (1 reports)
Classifier category mix
Immigration Border · 21Policing & law enforcement · 1

The classifier marked authority or institutional action in 12 reports (54.5%) 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 Bengaluru's broader civic problems analysis →
Normalized #13 · raw-volume #9 · qualified coverage base

Bhubaneswar: Illegal Entry reporting profile

6 tagged reports appeared within 17,398 civic reports in 2021–2025, equal to 3.45 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 0.00 in 2021–2023 versus 7.78 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
3.45
per 10K civic reports
Tagged coverage
6
2 active years
Recent change
+7.78
per-10K points
Action marker
16.7%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 0.00/10K (0 reports)2023 · 0.00/10K (0 reports)2024 · 2.70/10K (1 reports)2025 · 12.47/10K (5 reports)
Classifier category mix
Immigration Border · 6

The classifier marked authority or institutional action in 1 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 Bhubaneswar's broader civic problems analysis →
Normalized #14 · raw-volume #16 · qualified coverage base

Dehradun: Illegal Entry reporting profile

3 tagged reports appeared within 9,750 civic reports in 2021–2025, equal to 3.08 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 0.00 in 2021–2023 versus 6.70 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
3.08
per 10K civic reports
Tagged coverage
3
1 active years
Recent change
+6.70
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 · 0.00/10K (0 reports)2025 · 14.25/10K (3 reports)
Classifier category mix
Immigration Border · 3

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

Open Dehradun's broader civic problems analysis →
Normalized #15 · raw-volume #1 · high coverage base

New Delhi: Illegal Entry reporting profile

80 tagged reports appeared within 297,207 civic reports in 2021–2025, equal to 2.69 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 1.27 in 2021–2023 versus 4.89 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
2.69
per 10K civic reports
Tagged coverage
80
5 active years
Recent change
+3.62
per-10K points
Action marker
31.2%
classifier coverage
20212025
Annual evidence
2021 · 1.99/10K (9 reports)2022 · 1.08/10K (7 reports)2023 · 0.99/10K (7 reports)2024 · 1.79/10K (11 reports)2025 · 8.37/10K (46 reports)
Classifier category mix
Immigration Border · 72Policing & law enforcement · 7Crime & violence · 1

The classifier marked authority or institutional action in 25 reports (31.2%) 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 New Delhi's broader civic problems analysis →
Normalized #16 · raw-volume #10 · qualified coverage base

Chennai: Illegal Entry reporting profile

6 tagged reports appeared within 27,784 civic reports in 2021–2025, equal to 2.16 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 0.66 in 2021–2023 versus 3.99 in 2024–2025. The city's peak normalized year was 2024.

Normalized signal
2.16
per 10K civic reports
Tagged coverage
6
2 active years
Recent change
+3.33
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 · 1.33/10K (1 reports)2024 · 8.33/10K (5 reports)2025 · 0.00/10K (0 reports)
Classifier category mix
Policing & law enforcement · 3Immigration Border · 2Crime & violence · 1

The classifier marked authority or institutional action in 2 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 Chennai's broader civic problems analysis →
Normalized #17 · raw-volume #17 · qualified coverage base

Ghaziabad: Illegal Entry reporting profile

3 tagged reports appeared within 17,010 civic reports in 2021–2025, equal to 1.76 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 1.01 in 2021–2023 versus 2.82 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
1.76
per 10K civic reports
Tagged coverage
3
2 active years
Recent change
+1.81
per-10K points
Action marker
100.0%
classifier coverage
20212025
Annual evidence
2021 · 3.01/10K (1 reports)2022 · 0.00/10K (0 reports)2023 · 0.00/10K (0 reports)2024 · 0.00/10K (0 reports)2025 · 6.54/10K (2 reports)
Classifier category mix
Corruption Fraud · 2Immigration Border · 1

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

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

Annual normalized signal

20212025
2021 · 1.67/10K (26)2022 · 1.06/10K (23)2023 · 3.74/10K (81)2024 · 3.56/10K (73)2025 · 6.10/10K (118)

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 illegal_entry; 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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