Prism Geo · city intelligence · pilot
Prism Geo · Rankings · Parliamentary Proceedings
Governance & policy · evidence ranking · 2021–2025

Which Indian cities show the strongest parliamentary proceedings reporting signal?

A comparison of 45 Indian cities covered by Prism Geo. 18 pass the evidence gates and are ranked by exact parliamentary_proceedings-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 · 18 city-linked districts

Where the parliamentary proceedings 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 11–18 Not ranked
Indian districts containing cities in the parliamentary proceedings reporting ranking India's national silhouette has a soft boundary shadow. District lines are subdued, while the 18 districts containing ranked cities are highlighted by rank. #6 Bhopal — Bhopal district proxy — 12.03 tagged reports per 10,000 civic reports#17 Srinagar — Srinagar district proxy — 2.06 tagged reports per 10,000 civic reports#5 Patna — Patna district proxy — 18.74 tagged reports per 10,000 civic reports#8 Chandigarh — Chandigarh district proxy — 9.86 tagged reports per 10,000 civic reports#7 Raipur — Raipur district proxy — 11.22 tagged reports per 10,000 civic reports#12 Dehradun — Dehradun district proxy — 5.13 tagged reports per 10,000 civic reports#2 Thiruvananthapuram — Thiruvananthapuram district proxy — 38.50 tagged reports per 10,000 civic reports#9 Kolkata — Kolkata district proxy — 6.07 tagged reports per 10,000 civic reports#11 Bengaluru — Bangalore district proxy — 5.33 tagged reports per 10,000 civic reports#18 Pune — Pune district proxy — 1.10 tagged reports per 10,000 civic reports#16 Mumbai — Mumbai Suburban district proxy — 2.09 tagged reports per 10,000 civic reports#13 Nagpur — Nagpur district proxy — 4.79 tagged reports per 10,000 civic reports#3 Bhubaneswar — Khordha district proxy — 30.46 tagged reports per 10,000 civic reports#4 Jaipur — Jaipur district proxy — 19.14 tagged reports per 10,000 civic reports#14 Lucknow — Lucknow district proxy — 4.24 tagged reports per 10,000 civic reports#15 Varanasi — Varanasi district proxy — 2.15 tagged reports per 10,000 civic reports#10 Chennai — Chennai district proxy — 5.40 tagged reports per 10,000 civic reports#1 New Delhi — Central district proxy — 52.69 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

New Delhi leads the normalized comparison at 52.69 tagged reports per 10,000 civic reports. New Delhi leads raw volume with 1,566 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
18
passed both evidence gates
Normalized leader
New Delhi
52.69 per 10K
Raw-volume leader
New Delhi
1,566 tagged reports
Largest recent rise
Jaipur
+9.83 per-10K points
National comparison
-8.81
recent per-10K change
Computed findings
What stands out
Complete ranking
Primary and companion measures

Parliamentary Proceedings 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
1New Delhi
Delhi
52.691,5661-23.545/5
2Thiruvananthapuram
Kerala
38.50572-2.755/5
3Bhubaneswar
Odisha
30.46533-8.175/5
4Jaipur
Rajasthan
19.14316+9.835/5
5Patna
Bihar
18.74494-21.265/5
6Bhopal
Madhya Pradesh
12.03209-6.195/5
7Raipur
Chhattisgarh
11.221013+0.724/5
8Chandigarh
Chandigarh
9.86228+3.955/5
9Kolkata
West Bengal
6.071910-5.635/5
10Chennai
Tamil Nadu
5.401511+1.795/5
11Bengaluru
Karnataka
5.33315+1.245/5
12Dehradun
Uttarakhand
5.13514-1.223/5
13Nagpur
Maharashtra
4.79515-3.153/5
14Lucknow
Uttar Pradesh
4.241512-3.495/5
15Varanasi
Uttar Pradesh
2.15318-0.472/5
16Mumbai
Maharashtra
2.09257-2.255/5
17Srinagar
Jammu and Kashmir
2.06317+2.262/5
18Pune
Maharashtra
1.10416-1.932/5

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 #1 · high coverage base

New Delhi: Parliamentary Proceedings reporting profile

1,566 tagged reports appeared within 297,207 civic reports in 2021–2025, equal to 52.69 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 61.92 in 2021–2023 versus 38.38 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
52.69
per 10K civic reports
Tagged coverage
1,566
5 active years
Recent change
-23.54
per-10K points
Action marker
0.1%
classifier coverage
20212025
Annual evidence
2021 · 40.41/10K (183 reports)2022 · 45.18/10K (293 reports)2023 · 91.08/10K (643 reports)2024 · 40.78/10K (251 reports)2025 · 35.68/10K (196 reports)
Classifier category mix
Governance & policy · 1560Elections & politics · 3Policing & law enforcement · 2

The classifier marked authority or institutional action in 1 reports (0.1%) and conclusion language in 1 (0.1%). 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 #2 · raw-volume #2 · established coverage base

Thiruvananthapuram: Parliamentary Proceedings reporting profile

57 tagged reports appeared within 14,806 civic reports in 2021–2025, equal to 38.50 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 39.46 in 2021–2023 versus 36.71 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
38.50
per 10K civic reports
Tagged coverage
57
5 active years
Recent change
-2.75
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 20.84/10K (5 reports)2022 · 32.09/10K (13 reports)2023 · 62.87/10K (20 reports)2024 · 61.02/10K (16 reports)2025 · 11.75/10K (3 reports)
Classifier category mix
Governance & policy · 56Elections & politics · 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 Thiruvananthapuram's broader civic problems analysis →
Normalized #3 · raw-volume #3 · established coverage base

Bhubaneswar: Parliamentary Proceedings reporting profile

53 tagged reports appeared within 17,398 civic reports in 2021–2025, equal to 30.46 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 34.09 in 2021–2023 versus 25.92 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
30.46
per 10K civic reports
Tagged coverage
53
5 active years
Recent change
-8.17
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 21.57/10K (6 reports)2022 · 17.47/10K (6 reports)2023 · 60.61/10K (21 reports)2024 · 32.37/10K (12 reports)2025 · 19.95/10K (8 reports)
Classifier category mix
Governance & policy · 53

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 #6 · established coverage base

Jaipur: Parliamentary Proceedings reporting profile

31 tagged reports appeared within 16,200 civic reports in 2021–2025, equal to 19.14 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 15.55 in 2021–2023 versus 25.38 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
19.14
per 10K civic reports
Tagged coverage
31
5 active years
Recent change
+9.83
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 11.04/10K (3 reports)2022 · 14.22/10K (5 reports)2023 · 19.72/10K (8 reports)2024 · 23.11/10K (6 reports)2025 · 27.16/10K (9 reports)
Classifier category mix
Governance & policy · 31

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 #5 · raw-volume #4 · established coverage base

Patna: Parliamentary Proceedings reporting profile

49 tagged reports appeared within 26,153 civic reports in 2021–2025, equal to 18.74 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 28.16 in 2021–2023 versus 6.90 in 2024–2025. The city's peak normalized year was 2022.

Normalized signal
18.74
per 10K civic reports
Tagged coverage
49
5 active years
Recent change
-21.26
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 15.97/10K (7 reports)2022 · 33.49/10K (18 reports)2023 · 33.30/10K (16 reports)2024 · 7.02/10K (4 reports)2025 · 6.79/10K (4 reports)
Classifier category mix
Governance & policy · 49

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 #6 · raw-volume #9 · established coverage base

Bhopal: Parliamentary Proceedings reporting profile

20 tagged reports appeared within 16,621 civic reports in 2021–2025, equal to 12.03 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 14.32 in 2021–2023 versus 8.13 in 2024–2025. The city's peak normalized year was 2022.

Normalized signal
12.03
per 10K civic reports
Tagged coverage
20
5 active years
Recent change
-6.19
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 14.41/10K (4 reports)2022 · 16.71/10K (6 reports)2023 · 12.18/10K (5 reports)2024 · 11.57/10K (3 reports)2025 · 5.62/10K (2 reports)
Classifier category mix
Governance & policy · 20

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 #7 · raw-volume #13 · qualified coverage base

Raipur: Parliamentary Proceedings reporting profile

10 tagged reports appeared within 8,910 civic reports in 2021–2025, equal to 11.22 per 10,000. The recent-period comparison shows a broadly stable share of local civic coverage: 10.95 in 2021–2023 versus 11.67 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
11.22
per 10K civic reports
Tagged coverage
10
4 active years
Recent change
+0.72
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 11.77/10K (2 reports)2023 · 16.43/10K (4 reports)2024 · 12.98/10K (2 reports)2025 · 10.59/10K (2 reports)
Classifier category mix
Governance & policy · 10

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 Raipur's broader civic problems analysis →
Normalized #8 · raw-volume #8 · established coverage base

Chandigarh: Parliamentary Proceedings reporting profile

22 tagged reports appeared within 22,311 civic reports in 2021–2025, equal to 9.86 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 8.59 in 2021–2023 versus 12.54 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
9.86
per 10K civic reports
Tagged coverage
22
5 active years
Recent change
+3.95
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 2.32/10K (1 reports)2022 · 1.73/10K (1 reports)2023 · 21.85/10K (11 reports)2024 · 15.58/10K (6 reports)2025 · 9.01/10K (3 reports)
Classifier category mix
Governance & policy · 22

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 #9 · raw-volume #10 · qualified coverage base

Kolkata: Parliamentary Proceedings reporting profile

19 tagged reports appeared within 31,282 civic reports in 2021–2025, equal to 6.07 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 8.86 in 2021–2023 versus 3.23 in 2024–2025. The city's peak normalized year was 2022.

Normalized signal
6.07
per 10K civic reports
Tagged coverage
19
5 active years
Recent change
-5.63
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 7.58/10K (3 reports)2022 · 9.32/10K (6 reports)2023 · 9.26/10K (5 reports)2024 · 1.94/10K (2 reports)2025 · 5.81/10K (3 reports)
Classifier category mix
Governance & policy · 19

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 #10 · raw-volume #11 · qualified coverage base

Chennai: Parliamentary Proceedings reporting profile

15 tagged reports appeared within 27,784 civic reports in 2021–2025, equal to 5.40 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 4.59 in 2021–2023 versus 6.38 in 2024–2025. The city's peak normalized year was 2024.

Normalized signal
5.40
per 10K civic reports
Tagged coverage
15
5 active years
Recent change
+1.79
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 3.36/10K (1 reports)2022 · 6.31/10K (3 reports)2023 · 4.00/10K (3 reports)2024 · 6.66/10K (4 reports)2025 · 6.11/10K (4 reports)
Classifier category mix
Governance & policy · 15

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 #11 · raw-volume #5 · established coverage base

Bengaluru: Parliamentary Proceedings reporting profile

31 tagged reports appeared within 58,199 civic reports in 2021–2025, equal to 5.33 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 4.72 in 2021–2023 versus 5.96 in 2024–2025. The city's peak normalized year was 2021.

Normalized signal
5.33
per 10K civic reports
Tagged coverage
31
5 active years
Recent change
+1.24
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 9.52/10K (6 reports)2022 · 1.85/10K (2 reports)2023 · 4.76/10K (6 reports)2024 · 4.50/10K (6 reports)2025 · 7.25/10K (11 reports)
Classifier category mix
Governance & policy · 31

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 #12 · raw-volume #14 · qualified coverage base

Dehradun: Parliamentary Proceedings reporting profile

5 tagged reports appeared within 9,750 civic reports in 2021–2025, equal to 5.13 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 5.69 in 2021–2023 versus 4.47 in 2024–2025. The city's peak normalized year was 2022.

Normalized signal
5.13
per 10K civic reports
Tagged coverage
5
3 active years
Recent change
-1.22
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 6.37/10K (1 reports)2022 · 10.65/10K (2 reports)2023 · 0.00/10K (0 reports)2024 · 0.00/10K (0 reports)2025 · 9.50/10K (2 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 Dehradun's broader civic problems analysis →
Normalized #13 · raw-volume #15 · qualified coverage base

Nagpur: Parliamentary Proceedings reporting profile

5 tagged reports appeared within 10,447 civic reports in 2021–2025, equal to 4.79 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 5.89 in 2021–2023 versus 2.74 in 2024–2025. The city's peak normalized year was 2022.

Normalized signal
4.79
per 10K civic reports
Tagged coverage
5
3 active years
Recent change
-3.15
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 11.65/10K (3 reports)2023 · 3.84/10K (1 reports)2024 · 6.42/10K (1 reports)2025 · 0.00/10K (0 reports)
Classifier category mix
Governance & policy · 4Elections & politics · 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 Nagpur's broader civic problems analysis →
Normalized #14 · raw-volume #12 · qualified coverage base

Lucknow: Parliamentary Proceedings 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: 5.63 in 2021–2023 versus 2.14 in 2024–2025. The city's peak normalized year was 2022.

Normalized signal
4.24
per 10K civic reports
Tagged coverage
15
5 active years
Recent change
-3.49
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 4.50/10K (3 reports)2022 · 6.20/10K (5 reports)2023 · 6.06/10K (4 reports)2024 · 2.62/10K (2 reports)2025 · 1.56/10K (1 reports)
Classifier category mix
Governance & policy · 15

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 #15 · raw-volume #18 · qualified coverage base

Varanasi: Parliamentary Proceedings reporting profile

3 tagged reports appeared within 13,958 civic reports in 2021–2025, equal to 2.15 per 10,000. The recent-period comparison shows a broadly stable share of local civic coverage: 2.33 in 2021–2023 versus 1.86 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
2.15
per 10K civic reports
Tagged coverage
3
2 active years
Recent change
-0.47
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 · 7.70/10K (2 reports)2024 · 0.00/10K (0 reports)2025 · 5.43/10K (1 reports)
Classifier category mix
Governance & policy · 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 Varanasi's broader civic problems analysis →
Normalized #16 · raw-volume #7 · established coverage base

Mumbai: Parliamentary Proceedings reporting profile

25 tagged reports appeared within 119,517 civic reports in 2021–2025, equal to 2.09 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 2.93 in 2021–2023 versus 0.68 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
2.09
per 10K civic reports
Tagged coverage
25
5 active years
Recent change
-2.25
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 1.29/10K (3 reports)2022 · 3.50/10K (10 reports)2023 · 3.84/10K (9 reports)2024 · 0.95/10K (2 reports)2025 · 0.43/10K (1 reports)
Classifier category mix
Governance & policy · 25

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 #17 · raw-volume #17 · qualified coverage base

Srinagar: Parliamentary Proceedings reporting profile

3 tagged reports appeared within 14,562 civic reports in 2021–2025, equal to 2.06 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 1.15 in 2021–2023 versus 3.41 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
2.06
per 10K civic reports
Tagged coverage
3
2 active years
Recent change
+2.26
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 · 3.68/10K (1 reports)2024 · 0.00/10K (0 reports)2025 · 6.06/10K (2 reports)
Classifier category mix
Governance & policy · 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 Srinagar's broader civic problems analysis →
Normalized #18 · raw-volume #16 · qualified coverage base

Pune: Parliamentary Proceedings 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 2022.

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 · 0.00/10K (0 reports)2022 · 4.11/10K (3 reports)2023 · 1.36/10K (1 reports)2024 · 0.00/10K (0 reports)2025 · 0.00/10K (0 reports)
Classifier category mix
Governance & 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 Pune's broader civic problems analysis →
National trend and methodology
All 45 cities

Annual normalized signal

20212025
2021 · 14.69/10K (229)2022 · 17.36/10K (378)2023 · 35.33/10K (765)2024 · 15.57/10K (319)2025 · 13.24/10K (256)

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 parliamentary_proceedings; 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.

Need to go deeper than a city?

Fliar Prism answers any market, company or research question with the same depth — real-time, across every industry.

Explore Fliar Prism →