Prism Geo · city intelligence · pilot
Prism Geo · Rankings · Road Construction
Infrastructure & utilities · evidence ranking · 2021–2025

Which Indian cities show the strongest road construction reporting signal?

A comparison of 45 Indian cities covered by Prism Geo. 42 pass the evidence gates and are ranked by exact road_construction-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 · 42 city-linked districts

Where the road construction 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 11–20Ranks 21–42 Not ranked
Indian districts containing cities in the road construction reporting ranking India's national silhouette has a soft boundary shadow. District lines are subdued, while the 42 districts containing ranked cities are highlighted by rank. #10 Indore — Indore district proxy — 32.65 tagged reports per 10,000 civic reports#12 Gwalior — Gwalior district proxy — 29.74 tagged reports per 10,000 civic reports#26 Bhopal — Bhopal district proxy — 18.65 tagged reports per 10,000 civic reports#35 Srinagar — Srinagar district proxy — 13.73 tagged reports per 10,000 civic reports#11 Vadodara — Vadodara district proxy — 31.91 tagged reports per 10,000 civic reports#28 Surat — Surat district proxy — 16.70 tagged reports per 10,000 civic reports#15 Visakhapatnam — Visakhapatnam district proxy — 27.03 tagged reports per 10,000 civic reports#14 Patna — Patna district proxy — 28.68 tagged reports per 10,000 civic reports#2 Gurugram — Gurgaon district proxy — 56.63 tagged reports per 10,000 civic reports#38 Chandigarh — Chandigarh district proxy — 11.65 tagged reports per 10,000 civic reports#36 Raipur — Raipur district proxy — 13.47 tagged reports per 10,000 civic reports#3 Dehradun — Dehradun district proxy — 44.10 tagged reports per 10,000 civic reports#39 Kochi — Ernakulam district proxy — 8.81 tagged reports per 10,000 civic reports#32 Thiruvananthapuram — Thiruvananthapuram district proxy — 14.86 tagged reports per 10,000 civic reports#42 Kolkata — Kolkata district proxy — 1.60 tagged reports per 10,000 civic reports#16 Ludhiana — Ludhiana district proxy — 26.46 tagged reports per 10,000 civic reports#8 Mysuru — Mysore district proxy — 36.37 tagged reports per 10,000 civic reports#20 Bengaluru — Bangalore district proxy — 22.34 tagged reports per 10,000 civic reports#4 Nashik — Nashik district proxy — 42.99 tagged reports per 10,000 civic reports#1 Pune — Pune district proxy — 71.47 tagged reports per 10,000 civic reports#41 Thane — Thane district proxy — 6.72 tagged reports per 10,000 civic reports#25 Mumbai — Mumbai Suburban district proxy — 19.50 tagged reports per 10,000 civic reports#33 Nagpur — Nagpur district proxy — 14.36 tagged reports per 10,000 civic reports#9 Bhubaneswar — Khordha district proxy — 35.64 tagged reports per 10,000 civic reports#31 Jodhpur — Jodhpur district proxy — 15.36 tagged reports per 10,000 civic reports#34 Jaipur — Jaipur district proxy — 14.20 tagged reports per 10,000 civic reports#24 Udaipur — Udaipur district proxy — 19.52 tagged reports per 10,000 civic reports#21 Moradabad — Moradabad district proxy — 21.88 tagged reports per 10,000 civic reports#30 Meerut — Meerut district proxy — 15.39 tagged reports per 10,000 civic reports#23 Aligarh — Aligarh district proxy — 20.62 tagged reports per 10,000 civic reports#13 Bareilly — Bareilly district proxy — 28.85 tagged reports per 10,000 civic reports#27 Mathura — Mathura district proxy — 16.70 tagged reports per 10,000 civic reports#17 Lucknow — Lucknow district proxy — 26.32 tagged reports per 10,000 civic reports#18 Kanpur — Kanpur Nagar district proxy — 25.65 tagged reports per 10,000 civic reports#5 Varanasi — Varanasi district proxy — 39.40 tagged reports per 10,000 civic reports#22 Ghaziabad — Ghaziabad district proxy — 21.16 tagged reports per 10,000 civic reports#6 Noida — Gautam Buddha Nagar district proxy — 38.31 tagged reports per 10,000 civic reports#40 Agra — Agra district proxy — 7.68 tagged reports per 10,000 civic reports#29 Chennai — Chennai district proxy — 16.20 tagged reports per 10,000 civic reports#19 Prayagraj — Allahabad district proxy — 23.50 tagged reports per 10,000 civic reports#7 Coimbatore — Coimbatore district proxy — 36.87 tagged reports per 10,000 civic reports#37 New Delhi — Central district proxy — 12.79 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

Pune leads the normalized comparison at 71.47 tagged reports per 10,000 civic reports. New Delhi leads raw volume with 380 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
42
passed both evidence gates
Normalized leader
Pune
71.47 per 10K
Raw-volume leader
New Delhi
380 tagged reports
Largest recent rise
Gurugram
+50.31 per-10K points
National comparison
+4.08
recent per-10K change
Computed findings
What stands out
Complete ranking
Primary and companion measures

Road Construction 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
1Pune
Maharashtra
71.472592-6.435/5
2Gurugram
Haryana
56.631354+50.315/5
3Dehradun
Uttarakhand
44.104312-23.705/5
4Nashik
Maharashtra
42.991528+16.184/5
5Varanasi
Uttar Pradesh
39.405510-6.525/5
6Noida
Uttar Pradesh
38.31787+8.055/5
7Coimbatore
Tamil Nadu
36.871625+48.314/5
8Mysuru
Karnataka
36.371724-60.585/5
9Bhubaneswar
Odisha
35.64629+33.775/5
10Indore
Madhya Pradesh
32.653714-8.385/5
11Vadodara
Gujarat
31.91933+18.604/5
12Gwalior
Madhya Pradesh
29.741229-10.244/5
13Bareilly
Uttar Pradesh
28.852419-2.545/5
14Patna
Bihar
28.68758+21.325/5
15Visakhapatnam
Andhra Pradesh
27.031031+8.934/5
16Ludhiana
Punjab
26.463416-21.395/5
17Lucknow
Uttar Pradesh
26.32936+6.075/5
18Kanpur
Uttar Pradesh
25.651923+13.755/5
19Prayagraj
Uttar Pradesh
23.503813+20.915/5
20Bengaluru
Karnataka
22.341305+5.035/5
21Moradabad
Uttar Pradesh
21.88836+38.932/5
22Ghaziabad
Uttar Pradesh
21.163615+19.275/5
23Aligarh
Uttar Pradesh
20.62738+23.223/5
24Udaipur
Rajasthan
19.52837+43.144/5
25Mumbai
Maharashtra
19.502333+11.325/5
26Bhopal
Madhya Pradesh
18.653117+3.955/5
27Mathura
Uttar Pradesh
16.70932+14.594/5
28Surat
Gujarat
16.70739-3.304/5
29Chennai
Tamil Nadu
16.204511-9.185/5
30Meerut
Uttar Pradesh
15.391626-8.505/5
31Jodhpur
Rajasthan
15.36540+2.313/5
32Thiruvananthapuram
Kerala
14.862221-13.934/5
33Nagpur
Maharashtra
14.361527+3.175/5
34Jaipur
Rajasthan
14.202320-6.375/5
35Srinagar
Jammu and Kashmir
13.732022-17.295/5
36Raipur
Chhattisgarh
13.471230-12.414/5
37New Delhi
Delhi
12.793801+0.295/5
38Chandigarh
Chandigarh
11.652618-4.865/5
39Kochi
Kerala
8.81835-7.653/5
40Agra
Uttar Pradesh
7.68834-4.784/5
41Thane
Maharashtra
6.72542-4.443/5
42Kolkata
West Bengal
1.60541+0.674/5

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

Pune: Road Construction reporting profile

259 tagged reports appeared within 36,239 civic reports in 2021–2025, equal to 71.47 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 74.22 in 2021–2023 versus 67.79 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
71.47
per 10K civic reports
Tagged coverage
259
5 active years
Recent change
-6.43
per-10K points
Action marker
1.9%
classifier coverage
20212025
Annual evidence
2021 · 67.49/10K (41 reports)2022 · 58.94/10K (43 reports)2023 · 94.88/10K (70 reports)2024 · 49.32/10K (40 reports)2025 · 88.09/10K (65 reports)
Classifier category mix
Infrastructure & utilities · 255Governance & policy · 3Environment Pollution · 1

The classifier marked authority or institutional action in 5 reports (1.9%) and conclusion language in 5 (1.9%). 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 #2 · raw-volume #4 · high coverage base

Gurugram: Road Construction reporting profile

135 tagged reports appeared within 23,841 civic reports in 2021–2025, equal to 56.63 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 35.79 in 2021–2023 versus 86.10 in 2024–2025. The city's peak normalized year was 2024.

Normalized signal
56.63
per 10K civic reports
Tagged coverage
135
5 active years
Recent change
+50.31
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 36.42/10K (10 reports)2022 · 38.44/10K (22 reports)2023 · 32.73/10K (18 reports)2024 · 112.47/10K (58 reports)2025 · 57.26/10K (27 reports)
Classifier category mix
Infrastructure & utilities · 135

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 #3 · raw-volume #12 · established coverage base

Dehradun: Road Construction reporting profile

43 tagged reports appeared within 9,750 civic reports in 2021–2025, equal to 44.10 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 54.98 in 2021–2023 versus 31.28 in 2024–2025. The city's peak normalized year was 2021.

Normalized signal
44.10
per 10K civic reports
Tagged coverage
43
5 active years
Recent change
-23.70
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 63.73/10K (10 reports)2022 · 58.57/10K (11 reports)2023 · 43.76/10K (8 reports)2024 · 12.66/10K (3 reports)2025 · 52.23/10K (11 reports)
Classifier category mix
Infrastructure & utilities · 42Governance & 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 Dehradun's broader civic problems analysis →
Normalized #4 · raw-volume #28 · qualified coverage base

Nashik: Road Construction reporting profile

15 tagged reports appeared within 3,489 civic reports in 2021–2025, equal to 42.99 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 38.77 in 2021–2023 versus 54.95 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
42.99
per 10K civic reports
Tagged coverage
15
4 active years
Recent change
+16.18
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 35.46/10K (2 reports)2022 · 38.57/10K (4 reports)2023 · 40.90/10K (4 reports)2024 · 0.00/10K (0 reports)2025 · 91.91/10K (5 reports)
Classifier category mix
Infrastructure & utilities · 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 Nashik's broader civic problems analysis →
Normalized #5 · raw-volume #10 · established coverage base

Varanasi: Road Construction reporting profile

55 tagged reports appeared within 13,958 civic reports in 2021–2025, equal to 39.40 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 41.91 in 2021–2023 versus 35.39 in 2024–2025. The city's peak normalized year was 2021.

Normalized signal
39.40
per 10K civic reports
Tagged coverage
55
5 active years
Recent change
-6.52
per-10K points
Action marker
1.8%
classifier coverage
20212025
Annual evidence
2021 · 56.06/10K (13 reports)2022 · 29.94/10K (11 reports)2023 · 46.21/10K (12 reports)2024 · 25.51/10K (9 reports)2025 · 54.35/10K (10 reports)
Classifier category mix
Infrastructure & utilities · 54Governance & policy · 1

The classifier marked authority or institutional action in 1 reports (1.8%) and conclusion language in 1 (1.8%). 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 #6 · raw-volume #7 · high coverage base

Noida: Road Construction reporting profile

78 tagged reports appeared within 20,361 civic reports in 2021–2025, equal to 38.31 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 35.00 in 2021–2023 versus 43.05 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
38.31
per 10K civic reports
Tagged coverage
78
5 active years
Recent change
+8.05
per-10K points
Action marker
1.3%
classifier coverage
20212025
Annual evidence
2021 · 27.72/10K (9 reports)2022 · 12.93/10K (6 reports)2023 · 65.66/10K (27 reports)2024 · 27.49/10K (14 reports)2025 · 67.28/10K (22 reports)
Classifier category mix
Infrastructure & utilities · 78

The classifier marked authority or institutional action in 1 reports (1.3%) and conclusion language in 1 (1.3%). 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 #7 · raw-volume #25 · qualified coverage base

Coimbatore: Road Construction reporting profile

16 tagged reports appeared within 4,339 civic reports in 2021–2025, equal to 36.87 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 18.56 in 2021–2023 versus 66.87 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
36.87
per 10K civic reports
Tagged coverage
16
4 active years
Recent change
+48.31
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 24.96/10K (3 reports)2023 · 22.70/10K (2 reports)2024 · 37.52/10K (2 reports)2025 · 80.94/10K (9 reports)
Classifier category mix
Infrastructure & utilities · 15Governance & 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 Coimbatore's broader civic problems analysis →
Normalized #8 · raw-volume #24 · qualified coverage base

Mysuru: Road Construction reporting profile

17 tagged reports appeared within 4,674 civic reports in 2021–2025, equal to 36.37 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 68.62 in 2021–2023 versus 8.04 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
36.37
per 10K civic reports
Tagged coverage
17
5 active years
Recent change
-60.58
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 53.00/10K (3 reports)2022 · 64.02/10K (5 reports)2023 · 83.43/10K (7 reports)2024 · 6.89/10K (1 reports)2025 · 9.64/10K (1 reports)
Classifier category mix
Infrastructure & utilities · 17

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 Mysuru's broader civic problems analysis →
Normalized #9 · raw-volume #9 · established coverage base

Bhubaneswar: Road Construction reporting profile

62 tagged reports appeared within 17,398 civic reports in 2021–2025, equal to 35.64 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 20.66 in 2021–2023 versus 54.43 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
35.64
per 10K civic reports
Tagged coverage
62
5 active years
Recent change
+33.77
per-10K points
Action marker
1.6%
classifier coverage
20212025
Annual evidence
2021 · 17.98/10K (5 reports)2022 · 17.47/10K (6 reports)2023 · 25.97/10K (9 reports)2024 · 16.19/10K (6 reports)2025 · 89.78/10K (36 reports)
Classifier category mix
Infrastructure & utilities · 62

The classifier marked authority or institutional action in 1 reports (1.6%) and conclusion language in 1 (1.6%). 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 #10 · raw-volume #14 · established coverage base

Indore: Road Construction reporting profile

37 tagged reports appeared within 11,332 civic reports in 2021–2025, equal to 32.65 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 35.88 in 2021–2023 versus 27.50 in 2024–2025. The city's peak normalized year was 2022.

Normalized signal
32.65
per 10K civic reports
Tagged coverage
37
5 active years
Recent change
-8.38
per-10K points
Action marker
2.7%
classifier coverage
20212025
Annual evidence
2021 · 31.65/10K (5 reports)2022 · 62.48/10K (16 reports)2023 · 14.15/10K (4 reports)2024 · 32.93/10K (6 reports)2025 · 23.60/10K (6 reports)
Classifier category mix
Infrastructure & utilities · 37

The classifier marked authority or institutional action in 1 reports (2.7%) 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 Indore's broader civic problems analysis →
Normalized #11 · raw-volume #33 · qualified coverage base

Vadodara: Road Construction reporting profile

9 tagged reports appeared within 2,820 civic reports in 2021–2025, equal to 31.91 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 24.21 in 2021–2023 versus 42.81 in 2024–2025. The city's peak normalized year was 2024.

Normalized signal
31.91
per 10K civic reports
Tagged coverage
9
4 active years
Recent change
+18.60
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 18.21/10K (1 reports)2022 · 0.00/10K (0 reports)2023 · 60.98/10K (3 reports)2024 · 71.05/10K (4 reports)2025 · 16.53/10K (1 reports)
Classifier category mix
Infrastructure & utilities · 9

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 Vadodara's broader civic problems analysis →
Normalized #12 · raw-volume #29 · qualified coverage base

Gwalior: Road Construction reporting profile

12 tagged reports appeared within 4,035 civic reports in 2021–2025, equal to 29.74 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 34.01 in 2021–2023 versus 23.77 in 2024–2025. The city's peak normalized year was 2021.

Normalized signal
29.74
per 10K civic reports
Tagged coverage
12
4 active years
Recent change
-10.24
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 45.66/10K (3 reports)2022 · 42.31/10K (3 reports)2023 · 20.28/10K (2 reports)2024 · 0.00/10K (0 reports)2025 · 45.25/10K (4 reports)
Classifier category mix
Infrastructure & utilities · 12

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 #13 · raw-volume #19 · established coverage base

Bareilly: Road Construction reporting profile

24 tagged reports appeared within 8,318 civic reports in 2021–2025, equal to 28.85 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 30.07 in 2021–2023 versus 27.53 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
28.85
per 10K civic reports
Tagged coverage
24
5 active years
Recent change
-2.54
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 27.12/10K (4 reports)2022 · 23.11/10K (3 reports)2023 · 38.71/10K (6 reports)2024 · 23.27/10K (5 reports)2025 · 32.50/10K (6 reports)
Classifier category mix
Infrastructure & utilities · 24

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 Bareilly's broader civic problems analysis →
Normalized #14 · raw-volume #8 · high coverage base

Patna: Road Construction reporting profile

75 tagged reports appeared within 26,153 civic reports in 2021–2025, equal to 28.68 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 19.23 in 2021–2023 versus 40.55 in 2024–2025. The city's peak normalized year was 2024.

Normalized signal
28.68
per 10K civic reports
Tagged coverage
75
5 active years
Recent change
+21.32
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 36.51/10K (16 reports)2022 · 11.16/10K (6 reports)2023 · 12.49/10K (6 reports)2024 · 45.60/10K (26 reports)2025 · 35.65/10K (21 reports)
Classifier category mix
Infrastructure & utilities · 75

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 #15 · raw-volume #31 · qualified coverage base

Visakhapatnam: Road Construction reporting profile

10 tagged reports appeared within 3,699 civic reports in 2021–2025, equal to 27.03 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 23.29 in 2021–2023 versus 32.22 in 2024–2025. The city's peak normalized year was 2024.

Normalized signal
27.03
per 10K civic reports
Tagged coverage
10
4 active years
Recent change
+8.93
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 43.60/10K (3 reports)2023 · 17.89/10K (2 reports)2024 · 59.08/10K (4 reports)2025 · 11.43/10K (1 reports)
Classifier category mix
Infrastructure & utilities · 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 Visakhapatnam's broader civic problems analysis →
Normalized #16 · raw-volume #16 · established coverage base

Ludhiana: Road Construction reporting profile

34 tagged reports appeared within 12,851 civic reports in 2021–2025, equal to 26.46 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 31.43 in 2021–2023 versus 10.04 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
26.46
per 10K civic reports
Tagged coverage
34
5 active years
Recent change
-21.39
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 16.30/10K (4 reports)2022 · 28.80/10K (12 reports)2023 · 46.28/10K (15 reports)2024 · 14.08/10K (2 reports)2025 · 6.37/10K (1 reports)
Classifier category mix
Infrastructure & utilities · 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 Ludhiana's broader civic problems analysis →
Normalized #17 · raw-volume #6 · high coverage base

Lucknow: Road Construction reporting profile

93 tagged reports appeared within 35,340 civic reports in 2021–2025, equal to 26.32 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 23.91 in 2021–2023 versus 29.98 in 2024–2025. The city's peak normalized year was 2024.

Normalized signal
26.32
per 10K civic reports
Tagged coverage
93
5 active years
Recent change
+6.07
per-10K points
Action marker
1.1%
classifier coverage
20212025
Annual evidence
2021 · 19.49/10K (13 reports)2022 · 27.29/10K (22 reports)2023 · 24.25/10K (16 reports)2024 · 43.31/10K (33 reports)2025 · 14.08/10K (9 reports)
Classifier category mix
Infrastructure & utilities · 93

The classifier marked authority or institutional action in 1 reports (1.1%) 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 Lucknow's broader civic problems analysis →
Normalized #18 · raw-volume #23 · qualified coverage base

Kanpur: Road Construction reporting profile

19 tagged reports appeared within 7,407 civic reports in 2021–2025, equal to 25.65 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 20.18 in 2021–2023 versus 33.93 in 2024–2025. The city's peak normalized year was 2024.

Normalized signal
25.65
per 10K civic reports
Tagged coverage
19
5 active years
Recent change
+13.75
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 18.54/10K (2 reports)2022 · 15.18/10K (3 reports)2023 · 28.47/10K (4 reports)2024 · 35.11/10K (6 reports)2025 · 32.31/10K (4 reports)
Classifier category mix
Infrastructure & utilities · 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 Kanpur's broader civic problems analysis →
Normalized #19 · raw-volume #13 · established coverage base

Prayagraj: Road Construction reporting profile

38 tagged reports appeared within 16,169 civic reports in 2021–2025, equal to 23.50 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 13.29 in 2021–2023 versus 34.20 in 2024–2025. The city's peak normalized year was 2024.

Normalized signal
23.50
per 10K civic reports
Tagged coverage
38
5 active years
Recent change
+20.91
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 25.64/10K (4 reports)2022 · 12.73/10K (3 reports)2023 · 9.18/10K (4 reports)2024 · 50.32/10K (21 reports)2025 · 16.12/10K (6 reports)
Classifier category mix
Infrastructure & utilities · 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 Prayagraj's broader civic problems analysis →
Normalized #20 · raw-volume #5 · high coverage base

Bengaluru: Road Construction reporting profile

130 tagged reports appeared within 58,199 civic reports in 2021–2025, equal to 22.34 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 19.87 in 2021–2023 versus 24.90 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
22.34
per 10K civic reports
Tagged coverage
130
5 active years
Recent change
+5.03
per-10K points
Action marker
0.8%
classifier coverage
20212025
Annual evidence
2021 · 12.70/10K (8 reports)2022 · 14.84/10K (16 reports)2023 · 27.76/10K (35 reports)2024 · 17.24/10K (23 reports)2025 · 31.65/10K (48 reports)
Classifier category mix
Infrastructure & utilities · 128Governance & policy · 2

The classifier marked authority or institutional action in 1 reports (0.8%) and conclusion language in 1 (0.8%). 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 #21 · raw-volume #36 · qualified coverage base

Moradabad: Road Construction reporting profile

8 tagged reports appeared within 3,657 civic reports in 2021–2025, equal to 21.88 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 0.00 in 2021–2023 versus 38.93 in 2024–2025. The city's peak normalized year was 2024.

Normalized signal
21.88
per 10K civic reports
Tagged coverage
8
2 active years
Recent change
+38.93
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 · 59.42/10K (7 reports)2025 · 11.40/10K (1 reports)
Classifier category mix
Infrastructure & utilities · 8

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 Moradabad's broader civic problems analysis →
Normalized #22 · raw-volume #15 · established coverage base

Ghaziabad: Road Construction reporting profile

36 tagged reports appeared within 17,010 civic reports in 2021–2025, equal to 21.16 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 13.12 in 2021–2023 versus 32.39 in 2024–2025. The city's peak normalized year was 2024.

Normalized signal
21.16
per 10K civic reports
Tagged coverage
36
5 active years
Recent change
+19.27
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 15.04/10K (5 reports)2022 · 17.32/10K (6 reports)2023 · 6.41/10K (2 reports)2024 · 34.63/10K (14 reports)2025 · 29.43/10K (9 reports)
Classifier category mix
Infrastructure & utilities · 36

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 Ghaziabad's broader civic problems analysis →
Normalized #23 · raw-volume #38 · qualified coverage base

Aligarh: Road Construction reporting profile

7 tagged reports appeared within 3,394 civic reports in 2021–2025, equal to 20.62 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 10.47 in 2021–2023 versus 33.69 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
20.62
per 10K civic reports
Tagged coverage
7
3 active years
Recent change
+23.22
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 33.11/10K (2 reports)2023 · 0.00/10K (0 reports)2024 · 28.99/10K (2 reports)2025 · 37.78/10K (3 reports)
Classifier category mix
Infrastructure & utilities · 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 Aligarh's broader civic problems analysis →
Normalized #24 · raw-volume #37 · qualified coverage base

Udaipur: Road Construction reporting profile

8 tagged reports appeared within 4,098 civic reports in 2021–2025, equal to 19.52 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 6.90 in 2021–2023 versus 50.04 in 2024–2025. The city's peak normalized year was 2024.

Normalized signal
19.52
per 10K civic reports
Tagged coverage
8
4 active years
Recent change
+43.14
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 26.04/10K (1 reports)2022 · 0.00/10K (0 reports)2023 · 22.73/10K (1 reports)2024 · 88.03/10K (5 reports)2025 · 15.85/10K (1 reports)
Classifier category mix
Infrastructure & utilities · 8

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 Udaipur's broader civic problems analysis →
Normalized #25 · raw-volume #3 · high coverage base

Mumbai: Road Construction reporting profile

233 tagged reports appeared within 119,517 civic reports in 2021–2025, equal to 19.50 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 15.30 in 2021–2023 versus 26.62 in 2024–2025. The city's peak normalized year was 2024.

Normalized signal
19.50
per 10K civic reports
Tagged coverage
233
5 active years
Recent change
+11.32
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 7.76/10K (18 reports)2022 · 12.95/10K (37 reports)2023 · 25.62/10K (60 reports)2024 · 30.03/10K (63 reports)2025 · 23.55/10K (55 reports)
Classifier category mix
Infrastructure & utilities · 232Governance & 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 Mumbai's broader civic problems analysis →
Normalized #26 · raw-volume #17 · established coverage base

Bhopal: Road Construction reporting profile

31 tagged reports appeared within 16,621 civic reports in 2021–2025, equal to 18.65 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 17.19 in 2021–2023 versus 21.14 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
18.65
per 10K civic reports
Tagged coverage
31
5 active years
Recent change
+3.95
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 21.61/10K (6 reports)2022 · 16.71/10K (6 reports)2023 · 14.62/10K (6 reports)2024 · 15.43/10K (4 reports)2025 · 25.30/10K (9 reports)
Classifier category mix
Infrastructure & utilities · 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 Bhopal's broader civic problems analysis →
Normalized #27 · raw-volume #32 · qualified coverage base

Mathura: Road Construction reporting profile

9 tagged reports appeared within 5,388 civic reports in 2021–2025, equal to 16.70 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 11.52 in 2021–2023 versus 26.11 in 2024–2025. The city's peak normalized year was 2024.

Normalized signal
16.70
per 10K civic reports
Tagged coverage
9
4 active years
Recent change
+14.59
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 10.48/10K (1 reports)2022 · 20.66/10K (3 reports)2023 · 0.00/10K (0 reports)2024 · 34.93/10K (4 reports)2025 · 12.99/10K (1 reports)
Classifier category mix
Infrastructure & utilities · 9

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 Mathura's broader civic problems analysis →
Normalized #28 · raw-volume #39 · qualified coverage base

Surat: Road Construction reporting profile

7 tagged reports appeared within 4,191 civic reports in 2021–2025, equal to 16.70 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 17.79 in 2021–2023 versus 14.49 in 2024–2025. The city's peak normalized year was 2022.

Normalized signal
16.70
per 10K civic reports
Tagged coverage
7
4 active years
Recent change
-3.30
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 35.89/10K (3 reports)2023 · 14.64/10K (2 reports)2024 · 14.93/10K (1 reports)2025 · 14.08/10K (1 reports)
Classifier category mix
Infrastructure & utilities · 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 Surat's broader civic problems analysis →
Normalized #29 · raw-volume #11 · established coverage base

Chennai: Road Construction reporting profile

45 tagged reports appeared within 27,784 civic reports in 2021–2025, equal to 16.20 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 20.34 in 2021–2023 versus 11.16 in 2024–2025. The city's peak normalized year was 2022.

Normalized signal
16.20
per 10K civic reports
Tagged coverage
45
5 active years
Recent change
-9.18
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 20.13/10K (6 reports)2022 · 21.02/10K (10 reports)2023 · 20.00/10K (15 reports)2024 · 10.00/10K (6 reports)2025 · 12.23/10K (8 reports)
Classifier category mix
Infrastructure & utilities · 45

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 #30 · raw-volume #26 · qualified coverage base

Meerut: Road Construction reporting profile

16 tagged reports appeared within 10,393 civic reports in 2021–2025, equal to 15.39 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 19.21 in 2021–2023 versus 10.71 in 2024–2025. The city's peak normalized year was 2021.

Normalized signal
15.39
per 10K civic reports
Tagged coverage
16
5 active years
Recent change
-8.50
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 25.72/10K (6 reports)2022 · 21.47/10K (4 reports)2023 · 6.54/10K (1 reports)2024 · 15.52/10K (4 reports)2025 · 4.78/10K (1 reports)
Classifier category mix
Infrastructure & utilities · 16

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 Meerut's broader civic problems analysis →
Normalized #31 · raw-volume #40 · qualified coverage base

Jodhpur: Road Construction reporting profile

5 tagged reports appeared within 3,256 civic reports in 2021–2025, equal to 15.36 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 14.51 in 2021–2023 versus 16.82 in 2024–2025. The city's peak normalized year was 2022.

Normalized signal
15.36
per 10K civic reports
Tagged coverage
5
3 active years
Recent change
+2.31
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 34.52/10K (3 reports)2023 · 0.00/10K (0 reports)2024 · 21.51/10K (1 reports)2025 · 13.81/10K (1 reports)
Classifier category mix
Infrastructure & utilities · 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 Jodhpur's broader civic problems analysis →
Normalized #32 · raw-volume #21 · established coverage base

Thiruvananthapuram: Road Construction reporting profile

22 tagged reports appeared within 14,806 civic reports in 2021–2025, equal to 14.86 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 19.73 in 2021–2023 versus 5.80 in 2024–2025. The city's peak normalized year was 2022.

Normalized signal
14.86
per 10K civic reports
Tagged coverage
22
4 active years
Recent change
-13.93
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 16.67/10K (4 reports)2022 · 29.62/10K (12 reports)2023 · 9.43/10K (3 reports)2024 · 11.44/10K (3 reports)2025 · 0.00/10K (0 reports)
Classifier category mix
Infrastructure & utilities · 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 Thiruvananthapuram's broader civic problems analysis →
Normalized #33 · raw-volume #27 · qualified coverage base

Nagpur: Road Construction reporting profile

15 tagged reports appeared within 10,447 civic reports in 2021–2025, equal to 14.36 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 13.25 in 2021–2023 versus 16.42 in 2024–2025. The city's peak normalized year was 2021.

Normalized signal
14.36
per 10K civic reports
Tagged coverage
15
5 active years
Recent change
+3.17
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 30.94/10K (5 reports)2022 · 11.65/10K (3 reports)2023 · 3.84/10K (1 reports)2024 · 6.42/10K (1 reports)2025 · 23.85/10K (5 reports)
Classifier category mix
Infrastructure & utilities · 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 Nagpur's broader civic problems analysis →
Normalized #34 · raw-volume #20 · established coverage base

Jaipur: Road Construction reporting profile

23 tagged reports appeared within 16,200 civic reports in 2021–2025, equal to 14.20 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 16.52 in 2021–2023 versus 10.15 in 2024–2025. The city's peak normalized year was 2021.

Normalized signal
14.20
per 10K civic reports
Tagged coverage
23
5 active years
Recent change
-6.37
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 29.43/10K (8 reports)2022 · 14.22/10K (5 reports)2023 · 9.86/10K (4 reports)2024 · 3.85/10K (1 reports)2025 · 15.09/10K (5 reports)
Classifier category mix
Infrastructure & utilities · 23

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 #35 · raw-volume #22 · established coverage base

Srinagar: Road Construction reporting profile

20 tagged reports appeared within 14,562 civic reports in 2021–2025, equal to 13.73 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 20.70 in 2021–2023 versus 3.41 in 2024–2025. The city's peak normalized year was 2022.

Normalized signal
13.73
per 10K civic reports
Tagged coverage
20
5 active years
Recent change
-17.29
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 14.68/10K (4 reports)2022 · 24.58/10K (8 reports)2023 · 22.10/10K (6 reports)2024 · 3.89/10K (1 reports)2025 · 3.03/10K (1 reports)
Classifier category mix
Infrastructure & utilities · 19Governance & 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 Srinagar's broader civic problems analysis →
Normalized #36 · raw-volume #30 · qualified coverage base

Raipur: Road Construction reporting profile

12 tagged reports appeared within 8,910 civic reports in 2021–2025, equal to 13.47 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 18.24 in 2021–2023 versus 5.83 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
13.47
per 10K civic reports
Tagged coverage
12
4 active years
Recent change
-12.41
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 17.66/10K (3 reports)2023 · 28.75/10K (7 reports)2024 · 6.49/10K (1 reports)2025 · 5.30/10K (1 reports)
Classifier category mix
Infrastructure & utilities · 12

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

New Delhi: Road Construction reporting profile

380 tagged reports appeared within 297,207 civic reports in 2021–2025, equal to 12.79 per 10,000. The recent-period comparison shows a broadly stable share of local civic coverage: 12.67 in 2021–2023 versus 12.96 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
12.79
per 10K civic reports
Tagged coverage
380
5 active years
Recent change
+0.29
per-10K points
Action marker
0.5%
classifier coverage
20212025
Annual evidence
2021 · 14.35/10K (65 reports)2022 · 15.57/10K (101 reports)2023 · 8.92/10K (63 reports)2024 · 8.29/10K (51 reports)2025 · 18.20/10K (100 reports)
Classifier category mix
Infrastructure & utilities · 372Governance & policy · 7Environment Pollution · 1

The classifier marked authority or institutional action in 2 reports (0.5%) and conclusion language in 2 (0.5%). 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 #38 · raw-volume #18 · established coverage base

Chandigarh: Road Construction reporting profile

26 tagged reports appeared within 22,311 civic reports in 2021–2025, equal to 11.65 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 13.22 in 2021–2023 versus 8.36 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
11.65
per 10K civic reports
Tagged coverage
26
5 active years
Recent change
-4.86
per-10K points
Action marker
3.8%
classifier coverage
20212025
Annual evidence
2021 · 4.63/10K (2 reports)2022 · 6.92/10K (4 reports)2023 · 27.81/10K (14 reports)2024 · 12.99/10K (5 reports)2025 · 3.00/10K (1 reports)
Classifier category mix
Infrastructure & utilities · 25Governance & policy · 1

The classifier marked authority or institutional action in 1 reports (3.8%) and conclusion language in 1 (3.8%). 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 #39 · raw-volume #35 · qualified coverage base

Kochi: Road Construction reporting profile

8 tagged reports appeared within 9,077 civic reports in 2021–2025, equal to 8.81 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 11.19 in 2021–2023 versus 3.54 in 2024–2025. The city's peak normalized year was 2021.

Normalized signal
8.81
per 10K civic reports
Tagged coverage
8
3 active years
Recent change
-7.65
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 34.54/10K (4 reports)2022 · 10.89/10K (3 reports)2023 · 0.00/10K (0 reports)2024 · 0.00/10K (0 reports)2025 · 6.17/10K (1 reports)
Classifier category mix
Infrastructure & utilities · 5Governance & 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 Kochi's broader civic problems analysis →
Normalized #40 · raw-volume #34 · qualified coverage base

Agra: Road Construction reporting profile

8 tagged reports appeared within 10,412 civic reports in 2021–2025, equal to 7.68 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 9.59 in 2021–2023 versus 4.81 in 2024–2025. The city's peak normalized year was 2022.

Normalized signal
7.68
per 10K civic reports
Tagged coverage
8
4 active years
Recent change
-4.78
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 8.82/10K (2 reports)2022 · 13.43/10K (3 reports)2023 · 5.70/10K (1 reports)2024 · 8.38/10K (2 reports)2025 · 0.00/10K (0 reports)
Classifier category mix
Infrastructure & utilities · 8

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 Agra's broader civic problems analysis →
Normalized #41 · raw-volume #42 · qualified coverage base

Thane: Road Construction reporting profile

5 tagged reports appeared within 7,439 civic reports in 2021–2025, equal to 6.72 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 8.28 in 2021–2023 versus 3.84 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
6.72
per 10K civic reports
Tagged coverage
5
3 active years
Recent change
-4.44
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 9.14/10K (1 reports)2022 · 0.00/10K (0 reports)2023 · 14.49/10K (3 reports)2024 · 6.93/10K (1 reports)2025 · 0.00/10K (0 reports)
Classifier category mix
Infrastructure & utilities · 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 Thane's broader civic problems analysis →
Normalized #42 · raw-volume #41 · qualified coverage base

Kolkata: Road Construction 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 broadly stable share of local civic coverage: 1.27 in 2021–2023 versus 1.94 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
1.60
per 10K civic reports
Tagged coverage
5
4 active years
Recent change
+0.67
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 1.55/10K (1 reports)2023 · 1.85/10K (1 reports)2024 · 0.97/10K (1 reports)2025 · 3.88/10K (2 reports)
Classifier category mix
Infrastructure & utilities · 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 →
National trend and methodology
All 45 cities

Annual normalized signal

20212025
2021 · 18.67/10K (291)2022 · 19.15/10K (417)2023 · 20.51/10K (444)2024 · 21.53/10K (441)2025 · 25.80/10K (499)

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 road_construction; 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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