Streamlit by Albert

Live Analytical Dashboards

Explore the interactive dashboards powering ClearLane's findings. Complete analysis of 3.78 million MTA violation records.

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🔗 Direct Dashboard Access

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ACE & Speed Analysis CUNY Analytics Interactive Map Violations Overview

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ACE System & Bus Performance

Our research uncovered an enforcement paradox: despite automated camera enforcement, 85.6% of analyzed routes show declining performance. The Q44+ route accumulated 164,806 violations yet experienced a -3.3% speed decrease.

-3.3%

Q44+ Speed Decrease

164,806

Q44+ Total Violations

477

Routes with Declining Performance

ACE & Speed Analysis

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Main Dashboard ACE & Speed GitHub Repo

CUNY Campus Analytics

Using spatial analysis with 500-meter buffer zones around college campuses, we identified violations that directly impact student transportation. This provides the quantitative foundation for the ClearLane Initiative's targeted enforcement approach.

500m

Campus Buffer Zone Analysis

16,868

Top Priority Location Violations

Top 10

Campus-Adjacent Hotspots Identified

CUNY Campus Analytics

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Main Dashboard Campus Analytics GitHub Repo

Interactive Violations Map

Geographic visualization of bus lane violations across NYC. This interactive map shows hotspot clusters, route-specific patterns, and spatial relationships between violations and CUNY campuses.

High-Priority Locations

3.78M

Violations Mapped

CUNY Campuses Analyzed

Interactive Violations Map

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Main Dashboard Interactive Map GitHub Repo

Violations Overview

Comprehensive overview of MTA bus lane violations: trends, patterns, and insights from the complete dataset. Explore temporal patterns, route comparisons, and enforcement effectiveness metrics.

3.78M

Total Violations Analyzed

557

Bus Routes Monitored

7-10 AM

Peak Violation Hours

Violations Overview

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Main Dashboard Violations Overview GitHub Repo

Ready to Implement ClearLane?

These dashboards provide the data foundation for targeted enforcement that can reclaim 7 million student-hours annually.

View ClearLane Solution Research Findings