Every civic news report geolocated to Gwalior, classified into an open problem vocabulary, and trended as a share of the city's total coverage.
Road danger is the clearest worsening civic threat. Accidents took a bigger slice of the city's news (up 4.4 points), and 30.9% of that coverage involved deaths. A major traffic accident killed 12–13 people, while assault, fire and cyber fraud also gained attention.
| Category | News Reported | Share Change (points) | Action Rate | Fatal Rate |
|---|---|---|---|---|
| Accidents Road Safety | 640 | +4.4 | 0.9% | 30.9% |
| Corruption Fraud | 379 | +3.2 | 20.8% | 0.3% |
| Crime Violence | 2,175 | +2.3 | 23.7% | 8.0% |
| Legal Judicial | 169 | +1.5 | 47.3% | 0.0% |
| Missing Persons | 63 | +0.4 | 3.2% | 3.2% |
| Policing Law Enforcement | 240 | -0.2 | 25.8% | 3.3% |
| Public Health | 207 | -0.2 | 1.9% | 20.8% |
| Disasters Emergencies | 60 | -0.2 | 3.3% | 31.7% |
| Public Safety | 237 | -0.3 | 0.8% | 11.0% |
| Infrastructure Utilities | 95 | -1.0 | 5.3% | 1.1% |
| Protest Civil Unrest | 193 | -1.2 | 1.6% | 11.9% |
| Elections Politics | 178 | -3.6 | 0.0% | 0.6% |
| Governance Policy | 817 | -4.8 | 1.8% | 0.4% |
| Problem | News Reported | Δpp |
|---|---|---|
| Traffic Accident | 196 | +2.50 |
| Assault | 144 | +1.28 |
| Fire Incident | 44 | +1.12 |
| Cyber Fraud | 23 | +1.00 |
| Homicide | 890 | +0.81 |
| Money Laundering | 70 | +0.56 |
| Suicide | 36 | +0.52 |
| Sexual Assault | 81 | +0.38 |
| Kidnapping | 69 | +0.32 |
| Fire | 22 | +0.30 |
| Problem | News Reported | Δpp |
|---|---|---|
| Political Statement | 86 | -1.89 |
| Aircraft Crash | 55 | -1.67 |
| Bribery | 47 | -0.91 |
| Assembly Election | 30 | -0.85 |
| Theft | 131 | -0.76 |
| Suicide | 51 | -0.53 |
| Coverage Month | Event Type | Deaths Reported | Corroborating News Reports |
|---|---|---|---|
| 2021-03 | Traffic Accident | 12–13 | 10 |
| 2020-05 | Fire | 7 | 8 |
| 2022-07 | Traffic Accident | 5–6 | 8 |
| 2025-11 | Traffic Accident | 5 | 9 |
5,453 pieces of news reported · deaths shown only for corroborated events, never summed
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