jcbowyer's picture
Clean HuggingFace deployment without binary files
e59d91d
|
Raw
History Blame Contribute Delete
13.6 kB
metadata
sidebar_position: 1
displayed_sidebar: gettingStartedSidebar

Introduction

CommunityOne: One Map for Every Community

Every person deserves to find the help they need and have a voice in the decisions that shape their lives. But public resources are scattered, gaps go unseen, and communities are left navigating alone.

CommunityOne changes that. One platform connects residents, leaders, and funders to what's really happening on the ground β€” so no community has to fight just to be seen.

Open Navigator is the open-source engine powering CommunityOne β€” an AI platform that analyzes municipal meeting minutes, budgets, and nonprofit data to surface opportunities for advocacy and community impact.

:::note[πŸ‘©β€πŸ’» Developers β€” start here] Want to run the platform locally? Head straight to the Developer Quick Start Guide. It walks you through cloning the repo, installing the three services (app, docs, API), configuring .env, and restoring a warehouse snapshot so the app shows real data. :::

:::tip[All Data is Cited & Properly Attributed] Every dataset, standard, and research source used in this platform is properly cited with complete attribution, licenses, and BibTeX references.

View Complete Citations & Data Sources - Academic research (MeetingBank, LocalView, Council Data Project, City Scrapers), Government data (U.S. Census, NCES, IRS), Civic tech standards (OCD-ID, Popolo, Schema.org, CEDS, OMOP CDM), Nonprofit data (ProPublica, Every.org, Findhelp), Church & congregation data (ARDA, HIFLD, National Congregations Study), Enterprise tech partnerships (Microsoft, Google, AWS, Databricks, Snowflake, Salesforce), and more.

Data Model Alignment: Our event and meeting data model is compatible with Council Data Project (CDP) backend schema, enabling interoperability with CDP instances nationwide. :::

πŸ‘‹ Choose Your Path

This documentation is organized by audience. Click the section that best describes you:

πŸ“Š Policy Makers & Advocates

I want to:

  • Hold governments accountable
  • Analyze meeting minutes and budgets
  • Track nonprofit spending
  • Find advocacy opportunities

β†’ Go to Advocacy Documentation

πŸ› οΈ Developers & Technical Users

I want to:

  • Install and configure the platform
  • Scrape meeting data
  • Deploy to production
  • Contribute to development

β†’ Start with the Developer Quick Start

Or browse all developer documentation β†’


Platform Scale

Open Navigator provides nationwide civic data, with deep AI meeting analysis concentrated across 7 states:

82,921
Government Jurisdictions
3.6M
Nonprofit Organizations
2,297
Meeting Minutes Analyzed
34,322
Elected Officials
10,893
School Districts
52
States & Territories Covered

All data is 100% free and public - no subscriptions or API fees required.


🎯 Top 5 Use Cases

These are the most powerful ways to use Open Navigator:

πŸ“Š 1. Hold Governments Accountable

The Problem: Cities and school boards claim priorities in meetings but don't fund them.

The Solution: Compare meeting transcripts with budget line items to expose gaps between rhetoric and reality.

Meeting: "Mental health is our top priority" (mentioned 47 times)
Budget: Mental health funding: +2% (below inflation)
⚠️ Gap Detected: Performative Talk

Data Used: MEETING, BUDGET, JURISDICTION, TOPIC

πŸ—ΊοΈ 2. Find Policy Windows for Advocacy

The Problem: Advocates miss critical moments when governments are receptive to change.

The Solution: Track meeting sentiment, budget cycles, and legislation timing to identify when to act.

🟒 Urgent Opportunity: Tuscaloosa City Council
  • Budget discussion: April 15 (2 weeks away)
  • Sentiment: +0.65 (favorable toward policy)
  • Similar cities: 3 passed related ordinances
βœ… Action: Submit testimony by April 10

Data Used: OPPORTUNITY, SENTIMENT, DATE_DIMENSION, METRIC_VIEW

πŸ›οΈ 3. Track Nonprofit Effectiveness

The Problem: Donors can't verify if nonprofits deliver on their mission.

The Solution: Combine Form 990 financial data with service delivery data and meeting citations.

Health Nonprofit A:
  • Revenue: $2.5M (Form 990)
  • CEO Salary: $450K (18% of revenue)
  • Program spending: 42% (below 65% standard)
  • Meeting citations: 0 (not mentioned in city meetings)
⚠️ Red Flag: High overhead, low community presence

Data Used: NONPROFIT, DONATION, CONSTITUENT, PROGRAM_DELIVERY

πŸ—£οΈ 4. Analyze Public Sentiment & Debate

The Problem: It's hard to know how communities really feel about policies.

The Solution: Extract sentiment from meeting transcripts, public comments, and video debates.

Topic: School mask policy
  • Public comments: 127 speakers
  • Sentiment breakdown: 58% against, 35% for, 7% neutral
  • Board vote: 6-1 to require masks
πŸ“ˆ Insight: Board voted against majority sentiment

Data Used: MEETING, VIDEO, OFFICIAL, SENTIMENT, VOTE_EVENT

πŸŽ“ 5. Compare Education Spending Across Districts

The Problem: Parents don't know if their school district spends money efficiently.

The Solution: Benchmark per-pupil spending, administrative costs, and outcomes across similar districts.

District Per-Pupil Admin %
Your District $18,500 24%
Similar District A $14,200 12%
Similar District B $13,800 11%
πŸ“Š Question: Why are admin costs double the average?

Data Used: JURISDICTION, BUDGET, DEMOGRAPHICS, METRIC_VIEW

:::info[Explore the Complete Data Model] These use cases are powered by a comprehensive data model with 40+ entities including jurisdictions, meetings, budgets, nonprofits, officials, videos, and more.

View Complete Data Model ERD - Interactive diagram with all entity relationships :::


πŸ“Š What Data We Integrate

Open Navigator combines multiple free, public data sources:

  • πŸ“„ Meeting Minutes: 1,000+ municipalities with full transcripts and videos
  • πŸ“Ί Video Channels: 50+ state legislature YouTube channels
  • πŸ’° Financial Data: Complete budget and Form 990 coverage
  • πŸ—ΊοΈ Geographic Coverage: All 50 states, 3,000+ counties and cities
  • πŸ›οΈ Nonprofits: 3M+ organizations with Form 990 financial data
  • πŸ—³οΈ Elections: Ballots, candidates, results, polling data
  • βœ… Fact-Checking: Claims verification from trusted sources

See Data Sources Overview for complete details.


Quick Start

Follow the Developer Quick Start Guide for step-by-step installation and setup instructions β€” clone, install the three services, configure .env, and restore a warehouse snapshot.

For production deployment options, see:


Next Steps

For Policy Makers

Learn how to find advocacy opportunities and track government accountability.

Go to Advocacy Guide β†’

πŸ› οΈ For Developers

Install the platform, configure scrapers, and deploy to production.

Go to Quick Start β†’

Data Model

Explore the complete ERD with 40+ entities and data relationships.

View ERD β†’

Citations

View complete citations, licenses, and data source attribution.

View Citations β†’