Prism Geo · city intelligence · pilot
Prism Geo · Rankings · Vaccine Preventable Disease
Public health · evidence ranking · 2021–2025

Which Indian cities show the strongest vaccine preventable disease reporting signal?

A comparison of 45 Indian cities covered by Prism Geo. 15 pass the evidence gates and are ranked by exact vaccine_preventable_disease-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 vaccine preventable disease 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 vaccine preventable disease 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. #10 Bhopal — Bhopal district proxy — 2.41 tagged reports per 10,000 civic reports#11 Patna — Patna district proxy — 1.91 tagged reports per 10,000 civic reports#13 Gurugram — Gurgaon district proxy — 1.68 tagged reports per 10,000 civic reports#1 Chandigarh — Chandigarh district proxy — 8.07 tagged reports per 10,000 civic reports#9 Thiruvananthapuram — Thiruvananthapuram district proxy — 2.70 tagged reports per 10,000 civic reports#14 Kolkata — Kolkata district proxy — 1.60 tagged reports per 10,000 civic reports#4 Ludhiana — Ludhiana district proxy — 3.89 tagged reports per 10,000 civic reports#2 Bengaluru — Bangalore district proxy — 6.53 tagged reports per 10,000 civic reports#15 Pune — Pune district proxy — 1.10 tagged reports per 10,000 civic reports#8 Mumbai — Mumbai Suburban district proxy — 2.84 tagged reports per 10,000 civic reports#3 Bhubaneswar — Khordha district proxy — 4.02 tagged reports per 10,000 civic reports#7 Jaipur — Jaipur district proxy — 3.09 tagged reports per 10,000 civic reports#5 Lucknow — Lucknow district proxy — 3.68 tagged reports per 10,000 civic reports#12 Chennai — Chennai district proxy — 1.80 tagged reports per 10,000 civic reports#6 New Delhi — Central district proxy — 3.13 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

Chandigarh leads the normalized comparison at 8.07 tagged reports per 10,000 civic reports. New Delhi leads raw volume with 93 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
Chandigarh
8.07 per 10K
Raw-volume leader
New Delhi
93 tagged reports
Largest recent rise
Mumbai
-4.52 per-10K points
National comparison
-4.34
recent per-10K change
Computed findings
What stands out
Complete ranking
Primary and companion measures

Vaccine Preventable Disease 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
1Chandigarh
Chandigarh
8.07184-11.902/5
2Bengaluru
Karnataka
6.53382-12.114/5
3Bhubaneswar
Odisha
4.0276-7.233/5
4Ludhiana
Punjab
3.89510-5.072/5
5Lucknow
Uttar Pradesh
3.68135-6.092/5
6New Delhi
Delhi
3.13931-5.152/5
7Jaipur
Rajasthan
3.0958-2.203/5
8Mumbai
Maharashtra
2.84343-4.522/5
9Thiruvananthapuram
Kerala
2.70415-4.151/5
10Bhopal
Madhya Pradesh
2.41412-3.822/5
11Patna
Bihar
1.91511-3.431/5
12Chennai
Tamil Nadu
1.8057-3.282/5
13Gurugram
Haryana
1.68413-2.862/5
14Kolkata
West Bengal
1.6059-3.172/5
15Pune
Maharashtra
1.10414-1.932/5

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 · qualified coverage base

Chandigarh: Vaccine Preventable Disease reporting profile

18 tagged reports appeared within 22,311 civic reports in 2021–2025, equal to 8.07 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 11.90 in 2021–2023 versus 0.00 in 2024–2025. The city's peak normalized year was 2021.

Normalized signal
8.07
per 10K civic reports
Tagged coverage
18
2 active years
Recent change
-11.90
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 20.84/10K (9 reports)2022 · 15.57/10K (9 reports)2023 · 0.00/10K (0 reports)2024 · 0.00/10K (0 reports)2025 · 0.00/10K (0 reports)
Classifier category mix
Public health · 18

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 #2 · raw-volume #2 · established coverage base

Bengaluru: Vaccine Preventable Disease reporting profile

38 tagged reports appeared within 58,199 civic reports in 2021–2025, equal to 6.53 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 12.46 in 2021–2023 versus 0.35 in 2024–2025. The city's peak normalized year was 2021.

Normalized signal
6.53
per 10K civic reports
Tagged coverage
38
4 active years
Recent change
-12.11
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 42.86/10K (27 reports)2022 · 8.35/10K (9 reports)2023 · 0.79/10K (1 reports)2024 · 0.00/10K (0 reports)2025 · 0.66/10K (1 reports)
Classifier category mix
Public health · 38

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 →
Normalized #3 · raw-volume #6 · qualified coverage base

Bhubaneswar: Vaccine Preventable Disease reporting profile

7 tagged reports appeared within 17,398 civic reports in 2021–2025, equal to 4.02 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 7.23 in 2021–2023 versus 0.00 in 2024–2025. The city's peak normalized year was 2021.

Normalized signal
4.02
per 10K civic reports
Tagged coverage
7
3 active years
Recent change
-7.23
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 14.38/10K (4 reports)2022 · 5.82/10K (2 reports)2023 · 2.89/10K (1 reports)2024 · 0.00/10K (0 reports)2025 · 0.00/10K (0 reports)
Classifier category mix
Public health · 7

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 Bhubaneswar's broader civic problems analysis →
Normalized #4 · raw-volume #10 · qualified coverage base

Ludhiana: Vaccine Preventable Disease reporting profile

5 tagged reports appeared within 12,851 civic reports in 2021–2025, equal to 3.89 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 5.07 in 2021–2023 versus 0.00 in 2024–2025. The city's peak normalized year was 2021.

Normalized signal
3.89
per 10K civic reports
Tagged coverage
5
2 active years
Recent change
-5.07
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 16.30/10K (4 reports)2022 · 2.40/10K (1 reports)2023 · 0.00/10K (0 reports)2024 · 0.00/10K (0 reports)2025 · 0.00/10K (0 reports)
Classifier category mix
Public health · 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 Ludhiana's broader civic problems analysis →
Normalized #5 · raw-volume #5 · qualified coverage base

Lucknow: Vaccine Preventable Disease reporting profile

13 tagged reports appeared within 35,340 civic reports in 2021–2025, equal to 3.68 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 6.09 in 2021–2023 versus 0.00 in 2024–2025. The city's peak normalized year was 2021.

Normalized signal
3.68
per 10K civic reports
Tagged coverage
13
2 active years
Recent change
-6.09
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 10.50/10K (7 reports)2022 · 7.44/10K (6 reports)2023 · 0.00/10K (0 reports)2024 · 0.00/10K (0 reports)2025 · 0.00/10K (0 reports)
Classifier category mix
Public health · 13

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 #6 · raw-volume #1 · high coverage base

New Delhi: Vaccine Preventable Disease reporting profile

93 tagged reports appeared within 297,207 civic reports in 2021–2025, equal to 3.13 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 5.15 in 2021–2023 versus 0.00 in 2024–2025. The city's peak normalized year was 2022.

Normalized signal
3.13
per 10K civic reports
Tagged coverage
93
2 active years
Recent change
-5.15
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 8.39/10K (38 reports)2022 · 8.48/10K (55 reports)2023 · 0.00/10K (0 reports)2024 · 0.00/10K (0 reports)2025 · 0.00/10K (0 reports)
Classifier category mix
Public health · 93

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 New Delhi's broader civic problems analysis →
Normalized #7 · raw-volume #8 · qualified coverage base

Jaipur: Vaccine Preventable Disease reporting profile

5 tagged reports appeared within 16,200 civic reports in 2021–2025, equal to 3.09 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 3.89 in 2021–2023 versus 1.69 in 2024–2025. The city's peak normalized year was 2021.

Normalized signal
3.09
per 10K civic reports
Tagged coverage
5
3 active years
Recent change
-2.20
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 7.36/10K (2 reports)2022 · 5.69/10K (2 reports)2023 · 0.00/10K (0 reports)2024 · 0.00/10K (0 reports)2025 · 3.02/10K (1 reports)
Classifier category mix
Public health · 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 Jaipur's broader civic problems analysis →
Normalized #8 · raw-volume #3 · established coverage base

Mumbai: Vaccine Preventable Disease reporting profile

34 tagged reports appeared within 119,517 civic reports in 2021–2025, equal to 2.84 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 4.52 in 2021–2023 versus 0.00 in 2024–2025. The city's peak normalized year was 2021.

Normalized signal
2.84
per 10K civic reports
Tagged coverage
34
2 active years
Recent change
-4.52
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 9.05/10K (21 reports)2022 · 4.55/10K (13 reports)2023 · 0.00/10K (0 reports)2024 · 0.00/10K (0 reports)2025 · 0.00/10K (0 reports)
Classifier category mix
Public health · 34

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 Mumbai's broader civic problems analysis →
Normalized #9 · raw-volume #15 · qualified coverage base

Thiruvananthapuram: Vaccine Preventable Disease 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 falling share of local civic coverage: 4.15 in 2021–2023 versus 0.00 in 2024–2025. The city's peak normalized year was 2021.

Normalized signal
2.70
per 10K civic reports
Tagged coverage
4
1 active years
Recent change
-4.15
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 16.67/10K (4 reports)2022 · 0.00/10K (0 reports)2023 · 0.00/10K (0 reports)2024 · 0.00/10K (0 reports)2025 · 0.00/10K (0 reports)
Classifier category mix
Public health · 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 Thiruvananthapuram's broader civic problems analysis →
Normalized #10 · raw-volume #12 · qualified coverage base

Bhopal: Vaccine Preventable Disease reporting profile

4 tagged reports appeared within 16,621 civic reports in 2021–2025, equal to 2.41 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 3.82 in 2021–2023 versus 0.00 in 2024–2025. The city's peak normalized year was 2021.

Normalized signal
2.41
per 10K civic reports
Tagged coverage
4
2 active years
Recent change
-3.82
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 10.81/10K (3 reports)2022 · 2.78/10K (1 reports)2023 · 0.00/10K (0 reports)2024 · 0.00/10K (0 reports)2025 · 0.00/10K (0 reports)
Classifier category mix
Public health · 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 Bhopal's broader civic problems analysis →
Normalized #11 · raw-volume #11 · qualified coverage base

Patna: Vaccine Preventable Disease reporting profile

5 tagged reports appeared within 26,153 civic reports in 2021–2025, equal to 1.91 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 3.43 in 2021–2023 versus 0.00 in 2024–2025. The city's peak normalized year was 2021.

Normalized signal
1.91
per 10K civic reports
Tagged coverage
5
1 active years
Recent change
-3.43
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 11.41/10K (5 reports)2022 · 0.00/10K (0 reports)2023 · 0.00/10K (0 reports)2024 · 0.00/10K (0 reports)2025 · 0.00/10K (0 reports)
Classifier category mix
Public health · 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 Patna's broader civic problems analysis →
Normalized #12 · raw-volume #7 · qualified coverage base

Chennai: Vaccine Preventable Disease reporting profile

5 tagged reports appeared within 27,784 civic reports in 2021–2025, equal to 1.80 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 3.28 in 2021–2023 versus 0.00 in 2024–2025. The city's peak normalized year was 2021.

Normalized signal
1.80
per 10K civic reports
Tagged coverage
5
2 active years
Recent change
-3.28
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 13.42/10K (4 reports)2022 · 2.10/10K (1 reports)2023 · 0.00/10K (0 reports)2024 · 0.00/10K (0 reports)2025 · 0.00/10K (0 reports)
Classifier category mix
Public health · 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 Chennai's broader civic problems analysis →
Normalized #13 · raw-volume #13 · qualified coverage base

Gurugram: Vaccine Preventable Disease 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 falling share of local civic coverage: 2.86 in 2021–2023 versus 0.00 in 2024–2025. The city's peak normalized year was 2021.

Normalized signal
1.68
per 10K civic reports
Tagged coverage
4
2 active years
Recent change
-2.86
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 10.92/10K (3 reports)2022 · 1.75/10K (1 reports)2023 · 0.00/10K (0 reports)2024 · 0.00/10K (0 reports)2025 · 0.00/10K (0 reports)
Classifier category mix
Public health · 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 Gurugram's broader civic problems analysis →
Normalized #14 · raw-volume #9 · qualified coverage base

Kolkata: Vaccine Preventable Disease reporting profile

5 tagged reports appeared within 31,282 civic reports in 2021–2025, equal to 1.60 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 3.17 in 2021–2023 versus 0.00 in 2024–2025. The city's peak normalized year was 2021.

Normalized signal
1.60
per 10K civic reports
Tagged coverage
5
2 active years
Recent change
-3.17
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 10.11/10K (4 reports)2022 · 0.00/10K (0 reports)2023 · 1.85/10K (1 reports)2024 · 0.00/10K (0 reports)2025 · 0.00/10K (0 reports)
Classifier category mix
Public health · 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 Kolkata's broader civic problems analysis →
Normalized #15 · raw-volume #14 · qualified coverage base

Pune: Vaccine Preventable Disease reporting profile

4 tagged reports appeared within 36,239 civic reports in 2021–2025, equal to 1.10 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 1.93 in 2021–2023 versus 0.00 in 2024–2025. The city's peak normalized year was 2021.

Normalized signal
1.10
per 10K civic reports
Tagged coverage
4
2 active years
Recent change
-1.93
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 3.29/10K (2 reports)2022 · 2.74/10K (2 reports)2023 · 0.00/10K (0 reports)2024 · 0.00/10K (0 reports)2025 · 0.00/10K (0 reports)
Classifier category mix
Public health · 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 Pune's broader civic problems analysis →
National trend and methodology
All 45 cities

Annual normalized signal

20212025
2021 · 9.94/10K (155)2022 · 4.87/10K (106)2023 · 0.14/10K (3)2024 · 0.15/10K (3)2025 · 0.10/10K (2)

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 vaccine_preventable_disease; 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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