Documentation Index
Fetch the complete documentation index at: https://otakusolutions.mintlify.app/llms.txt
Use this file to discover all available pages before exploring further.
Who Is This For?
Academic researchers, policy analysts, graduate students, and journalists studying Montgomery. The Researcher Portal provides methodological transparency, precise data citations, civil rights historical context, and interdisciplinary analysis tools.Available Datasets
| Dataset | What It Shows | Updated |
|---|---|---|
| 311 Service Requests | Citizen-reported issues with full field detail | Real-time |
| Business Licenses | Longitudinal license data with NAICS codes | As issued |
| Code Violations | Enforcement patterns with spatial data | Real-time |
| Census Tracts | Demographics — ~4,000 people per unit | 2020 Census |
| Census Block Groups | Demographics — ~600-3,000 people per unit | 2020 Census |
| Census Blocks | Demographics — individual block level | 2020 Census |
| All boundary layers | Council districts, neighborhoods, zoning, flood zones | Varies |
Map Layers
The Researcher Portal map shows all available layers including:- 311 Service Requests — Spatial distribution patterns
- Business Licenses — Economic activity mapping
- Code Violations — Enforcement pattern visualization
- Census boundaries — Demographic overlay layers
- Civil Rights Heritage Sites — Historical landmarks and march routes
- Council Districts — Toggleable boundary overlay
Sub-Pages
Civil Rights Heritage Layer
- 10 historically significant landmarks — including:
- Rosa Parks Museum
- Legacy Museum
- Dexter Avenue King Memorial Baptist Church
- National Memorial for Peace and Justice
- Freedom Rides Museum
- And 5 more key sites
- 2 historic march routes — Traced on the map:
- 1955 Bus Boycott Route — The path of the Montgomery Bus Boycott
- 1965 Selma-to-Montgomery March Route — The historic voting rights march
- AI-powered exploration — Ask the AI to fly to any landmark on the map for a closer look and historical context
Demographics Dashboard
- 2020 Census racial breakdown — Population composition across the city
- Per-district equity indicators — For each of the 9 council districts:
- 311 request volumes
- Code violation counts
- Service ratios (requests per capita)
- Comparative analysis — Identify which districts receive more or fewer city services relative to population
Example AI Questions
Spatial Analysis
“What’s the spatial distribution of code violations by census tract?”
Civil Rights History
“What civil rights landmarks are in Montgomery?”
Fly to Landmark
“Fly to the Rosa Parks Museum”
Demographics
“Show me the racial demographics breakdown by district”
Equity Analysis
“Are 311 services equitably distributed across districts?”
Pre/Post Analysis
“Compare pre and post-pandemic permit activity”
Research Angles
The AI assistant proactively suggests interdisciplinary connections:- Public safety + workforce — How do police staffing shortages correlate with crime patterns?
- Economic development + demographics — How does business license activity map against income levels?
- Land use + environmental justice — Are vacant properties and nuisance complaints concentrated in historically marginalized neighborhoods?
- Data center impact + community — How might the Meta/DC BLOX investments affect surrounding property values and infrastructure demand?
- Civil rights + urban planning — How have historical patterns of segregation shaped current service delivery equity?
What the AI Can Do
The Researcher Portal AI assistant:- Cites dataset names, field names, record counts, and date ranges precisely
- Surfaces data limitations, methodology changes, and potential confounders
- Suggests cross-dataset analyses for richer findings
- References Montgomery’s unique historical position as a case study
- Notes how findings could be communicated to the public
- Maintains methodological transparency throughout
- Can fly to civil rights landmarks on the map for visual exploration
AI Actions
| Action | What It Does |
|---|---|
fly_to_civil_rights_landmark | Pans and zooms the map to a specific civil rights landmark with historical context |