# The District

> Visual journalism about what happens in 3,000+ city halls across America. A publication by Hamlet.

## About

The District analyzes transcripts, votes, and public records from more than 3,000 city halls across America to uncover patterns in local democracy. Every story starts with data — NLP analysis of meeting transcripts, voting records, and government documents — then layers in investigative reporting, external sources, and interactive visualizations.

Website: https://district.myhamlet.com
Publisher: Hamlet (https://www.myhamlet.com)

## Published Articles

### The Last Warehouse — Inland Empire, California
- URL: https://district.myhamlet.com/articles/the-last-warehouse
- Published: July 2026
- The Inland Empire (Riverside and San Bernardino counties) turned its citrus fields into the logistics engine that moves goods from the ports of Los Angeles and Long Beach, and warehouse sprawl now abuts homes and schools. That bargain — property tax and blue-collar jobs against diesel truck traffic and asthma — is being renegotiated city by city. Perris passed a 45-day urgency warehouse moratorium on December 10, 2025 and, on January 13, 2026, extended it roughly ten months (to about December 9, 2026); under the new rules any warehouse over 50,000 square feet needs a discretionary conditional-use permit and a council vote, which froze more than a dozen proposals in the pipeline. Moreno Valley — home of the Highland Fairview "World Logistics Center" — took up its own 45-day moratorium on February 4, 2026; it won a 3–2 majority but failed, one vote short of the four-fifths supermajority California requires for urgency ordinances. Fontana, Chino, Colton, Pomona, Norco and Rialto have all reached for warehouse moratoria of some kind. Meanwhile the state set a floor: AB 98, a 2024 law effective January 1, 2026, requires loading-bay setbacks of 300 feet (industrial-zoned parcels) and 500 feet (elsewhere) from homes, schools and other sensitive receptors, sets truck-route rules, and directs South Coast AQMD to report to the legislature on Inland Empire air monitoring in 2028 and 2033. Enforcement has teeth: in 2022 Attorney General Rob Bonta reached a model settlement with Fontana over a warehouse near Slover and Oleander avenues — a $210,000 community fund, air filtration for up to 1,750 homes, and a binding city ordinance. The piece closes on a Perris council member, at a May 26, 2026 meeting, perplexed that the city was denying housing projects right after freezing warehouses — the harder problem being whether a region that learned to say no can still say yes to the housing its workers need.
- Data: Perris moratorium timeline and 50,000-square-foot conditional-use-permit threshold from The Press-Enterprise and The Riverside Record (extension voted January 13, 2026; the January 15 date is the Press-Enterprise publication date). Moreno Valley's February 4, 2026 vote (3–2, short of the 4/5 supermajority) from The Press-Enterprise and the Los Angeles Times. AB 98 setbacks (300 ft / 500 ft), effective date (January 1, 2026), and SCAQMD legislative reports (2028 and 2033) from Meyers Nave. The 2022 Fontana settlement ($210,000 community fund; air filtration for up to 1,750 homes) from the California Department of Justice. The quoted council remark is from the City of Perris's own May 26, 2026 meeting video, indexed through Hamlet; the transcript does not cleanly identify the speaker, so it is attributed to a Perris council member.
- Sources: The Press-Enterprise, Los Angeles Times, Meyers Nave, California Department of Justice (Office of the Attorney General), Bisnow, The Riverside Record, City of Perris council video (via Hamlet), Hamlet (myhamlet.com).

### The ADU Mirage — Los Angeles
- URL: https://district.myhamlet.com/articles/adu-mirage
- Published: June 2026
- Between 2018 and 2025 the City of Los Angeles permitted 68,832 accessory dwelling units (backyard cottages, garage conversions, in-law suites) and counts them toward its Regional Housing Needs Allocation — the state quota that tracks how much housing a city builds at each income tier. The number documented as affordable to very-low- or low-income households: 20 (5 very-low, 15 low). The other 68,812 are credited as above-moderate or, where the quota needs lower-income units, counted anyway on a regional survey assumption — the ABAG "30/30/30/10" affordability split — that no recorded covenant enforces. The piece shows the gap is arithmetic, not a reporting lag: at HUD Fair Market Rents (a 1-bedroom at $2,006) against a very-low-income rent cap of $1,214, an owner who borrows $200,000 to build faces a $450–$780 monthly shortfall to rent affordably, so almost none do. ADU permitting is also geographically concentrated in middle-income San Fernando Valley ZIPs (Reseda, Pacoima, Granada Hills), not the lowest-income neighborhoods. A Lancaster public commenter at the Feb 24, 2026 Los Angeles County Board of Supervisors meeting called it "not affordable housing — this is a loophole."
- Data: California HCD Annual Progress Report Table A2 (jurisdiction "Los Angeles", UNIT_CAT = ADU, 2018–2025), downloaded from the California Open Data Portal 2026-06-22; permits rose every year from 4,079 (2018) to 12,317 (2025). Affordability economics from HUD User Fair Market Rents and income limits; amortization computed in-code ($200k loan, 7% APR, 30 years). Geographic concentration from City of Los Angeles open permit data (28,017 ADUs issued 2021–2025 by ZIP). Every figure traces to the article's DATA object; HCD restates the APR continuously, so re-derive at publication.
- Sources: California HCD (data.ca.gov APR), U.S. HUD User (Fair Market Rents, income limits), Association of Bay Area Governments (RHNA methodology), California Legislative Information (AB 1866 / ADU statute), CalHFA, Brookings Institution, City of Los Angeles Open Data Portal, U.S. Census Bureau, County of Los Angeles (Board of Supervisors video), Los Angeles City Clerk, Hamlet (myhamlet.com).

### Out of Order — the year American city councils came apart
- URL: https://district.myhamlet.com/articles/out-of-order
- Published: June 2026
- A city-council meeting is the smallest working part of American self-government — the room where strangers who disagree still have to decide something before they go home. Searching a year of 2026 city- and county-meeting transcripts in the Hamlet warehouse for unambiguous markers of open conflict — a member ruled "out of order," a motion to clear the chamber, the sergeant-at-arms called, an accusation of lying — turned up 705 distinct councils across 48 states (every state but North Dakota and Nebraska), in 1,683 meetings. The piece goes inside six rooms, arranged from bad to worse: Corpus Christi, TX (Councilman Eric Cantu vs. City Manager Peter Zanoni over the animal shelter — "that's a lie, you're killing animals for space"; the city says it euthanized 20 animals for space in 2025, 2.8% of intake); Lynchburg, VA (a budget meeting so heated Mayor Larry Taylor called a recess — "I'm tired of this unnecessary argument" — yet the council still passed its budget); Paterson, NJ (the gavel weaponized — Council President Lilisa Mimms's "point of order is not your opinion, it is out of order," and Councilman Michael Jackson protesting his vote was skipped); Rockaway Township, NJ (Council President Howard Morrison ruling Councilman Tucker Kelley out of order — "Are we on the playground?"); Bloomfield, CT (a town attorney who can't finish over the cross-talk — "this whole thing right now is out of order"); and Melbourne Beach, FL ("Why are you mumbling under your breath?"). The argument: what these rooms are losing is the meeting's oldest talent — holding a real disagreement and still coming out with a decision.
- Data: millions of timestamped 2026 council utterances searched for conflict markers (705 councils / 48 states / 1,683 meetings; a floor from uneven coverage, not a rate — the two states without a flagged meeting reflect thinner transcription, not calm; 2026 only, not a multi-year trend). Each featured quote verified against the body's official video at its timestamp; names of officials taken from local reporting and official rosters, not the raw transcript.
- Sources: official meeting videos for Corpus Christi, Rockaway Township, Paterson, Lynchburg, Bloomfield, and Melbourne Beach; KIII-TV and KRIS-TV (Corpus Christi); WSET (Lynchburg); FOX61 (Bloomfield); TAPinto (Melbourne Beach); Paterson Press / NorthJersey.com; Hamlet (myhamlet.com).

### The Data Center Atlas — Where the world's data centers actually are
- URL: https://district.myhamlet.com/articles/data-center-atlas
- Published: May 2026
- Ask an AI where the world's data centers are and it will confabulate — naming cancelled projects, placing facilities in the wrong state, inventing operators and megawatt figures. There is no public register of data centers, so we built the canonical one. The Data Center Atlas plots 2,353 facilities (2,191 operational, 82 under construction, 70 planned, 5 cancelled), and every dot carries a citable public record. The article is a methodology piece: how to build a source-of-truth map with zero hallucination. Every facility traces to a real source URL; facts extracted from prose by an LLM are quote-verified in code (a string-containment check rejects any claim whose sentence isn't literally in the source); coordinates are never fabricated (geocoding is state-validated, and a facility that can't be placed in the right state is held off the map rather than guessed). A fan-out discovery pass found and verified 69 under-construction sites (each with a verbatim "broke ground" quote), and an independent audit re-verified the map against primary sources — catching a systematic geocoding bug that had sent a facility from Indiana to India. Companion to The Data Center Gold Rush, which covers the local planning-commission fights over these same sites.
- Data: 2,353 mapped facilities drawn from 4,544 observations across six public sources — OpenStreetMap (4,137), Wikidata (88), building permits via a ~9.5M-row warehouse (57), legislative siting records via a ~3.36M-row warehouse (7), Google News (97), and market reports (158). Every visible dot has a recognized operator; top operators Amazon/AWS (206), Equinix (126), Digital Realty (124), Google (89), Microsoft (87), Meta (82). Audited location accuracy ~99.2% on an OpenStreetMap control set.
- Sources: The Data Center Atlas (live interactive map), OpenStreetMap, Wikidata, U.S. building-permit records, local legislative/civic records, data-center trade news, Mapbox + U.S. Census geocoders, Hamlet.

### Four Boards, Four Rooms — Lamorinda School Boards and the June 2 Ballot
- URL: https://district.myhamlet.com/articles/lamorinda-school-boards
- Published: May 2026
- A primer for Lamorinda voters (Lafayette / Orinda / Moraga + AUHSD-area Walnut Creek) on the three school-related items on the June 2, 2026 California primary ballot: Measure H (Lafayette School District parcel tax, $585/parcel/9 years, $5.1M/year), Measure I (Moraga School District parcel tax, $295/parcel/7 years, $1.7M/year), and the open-seat race for Contra Costa County Superintendent of Schools (Eaton vs. Lathan). The article opens on the May 6, 2025 defeat of AUHSD's Measure T — at 63.63% yes (certified), three points short of the two-thirds supermajority California requires — which forced ~$2M in cuts to the high school district and triggered Christopher Severson's December 2024 resignation, leaving Orinda with zero representation on the Acalanes board. It then walks through what each of the four boards has actually been wrestling with for the last 18 months: LSD's structural dependence on parent foundation LPIE (~$4.65M/year), OUSD's multi-year Wagner Ranch nature-area saga (16 acres ultimately transferred to John Muir Land Trust December 10, 2025), MSD's new trustees (Lee Hays and Stephanie Stoan, elected November 2024) plus $52M Measure D facilities bond oversight, and AUHSD's three threads — Measure T defeat, Severson resignation, and the February 4, 2026 student walkout against ICE coordinated across all four comprehensive high schools (Acalanes, Campolindo, Las Lomas, Miramonte).
- Data: 141 board meetings analyzed across 4 districts (LSD 71, OUSD 19, MSD 22, AUHSD 29) covering 90.2 hours of recorded speech; 5,637 linguistic-scored segments via cardiffnlp RoBERTa; Opus 4.6 pass-1 mood/contentiousness/engagement analyses on 37 meetings in the recency window 2024-11-01 → 2026-05-15. Linguistic polarity by board: LSD +0.18, OUSD +0.28, MSD +0.26, AUHSD +0.29. Lafayette runs the most engaged room (4.6 public commenters per meeting); Orinda runs the most procedural (70% routine).
- Sources: Contra Costa County Registrar of Voters certified-canvass PDFs (Measure T, May 2025), Lamorinda Weekly, The Orinda News, Local News Matters / Bay City News, EdSource, Contra Costa Herald, Acalanes Blueprint, KTVU, Berkeleyside, ABC7 News, Richmondside, Danville San Ramon Express, Ballotpedia, League of Women Voters Diablo Valley, John Muir Land Trust, district websites (lafsd.org, orindaschools.org, moraga.k12.ca.us, acalanes.k12.ca.us), CCCOE, California Taxpayers Association.

### 100 Days of Zohran — New York City
- URL: https://district.myhamlet.com/articles/100-days-of-zohran
- Published: May 2026
- A multimodal analysis of every public video of NYC Mayor Zohran Mamdani from October 2024 through April 30, 2026. At 100 days into his term, Mamdani has not reversed a single campaign promise — but the way he talks about them has measurably shifted. Of seven tracked planks (wealth tax, rent freeze, free public transit, police funding, Israel/Palestine, billionaires, democratic socialism), only the wealth-tax framing flipped across the inauguration: combative on the campaign trail, conciliatory once governing. It is also the only plank requiring Albany — Governor Hochul has to sign. The article documents the April 15, 2026 announcement of New York's first pied-à-terre tax (a thinned-down version of the millionaires' surtax Mamdani ran on, the first wealth-coded tax measure Hochul has signed onto in her tenure) and shows how the rhetorical retreat tracked the structural-veto-players reality, not a change in beliefs.
- Data: 286 videos analyzed (Oct 2024 – Apr 30 2026), 2,476 scored segments, four independent scoring systems (text, audio sentiment, video gesture, topic clustering) all had to agree before a finding made it in. Cohen's d = +2.03 for the wealth-tax shift (p = 0.0088). Seven topic planks tracked across four campaign-to-administration phases.
- Sources: 286 official video sources (NYC City Hall, NY1 Inside City Hall, Brian Lehrer Show, FAQ NYC, Hell Gate, official Mamdani campaign and administration releases), New York Times, City and State NY, Jacobin, Governor Hochul official press releases, NYC Rent Guidelines Board records.

### Five Years After Marshall — Boulder Area
- URL: https://district.myhamlet.com/articles/marshall-five-years
- Published: April 2026
- Analysis of four years of post-Marshall-Fire governing-body meetings across Superior, Lafayette, Broomfield, and Erie Granicus archives. The fire destroyed 1,084 homes across Superior, Louisville, and unincorporated Boulder County on Dec 30, 2021; the City of Boulder itself lost zero. Xcel Energy settled the litigation for $640 million in Sept 2025 without admitting fault. What followed in council chambers was a slow, four-year rezoning around the actuarial re-mapping — ADUs, short-term rentals, grassland fuel management, and institutional-investor lot consolidation.
- Data: 551 meetings ingested, 523 transcribed (94% coverage), 10.78M words of testimony. Pass 1 classification on 8 topics + 4 rhetorical dimensions (Sonnet 4.6). Pass 2 quote extraction (Opus 4.6). Featured-quote curation + narrative arc by Gemini 3 Pro.
- Sources: Boulder County Lessons Learned + After-Action reports, Colorado Division of Insurance underinsurance study, Colorado Wildfire Resiliency Code record (HB 22-1115 / SB 23-166), Colorado FAIR Plan (HB 23-1288), Boulder Reporting Lab, Colorado Public Radio, The Colorado Sun, CBS Colorado, CU Boulder Earth Lab (Jennifer Balch), four Granicus meeting archives.

### The Bill Comes Due — Pittsburgh
- URL: https://district.myhamlet.com/articles/pittsburghs-bill
- Published: March 2026
- Analysis of 108,394 votes across 25 years of Pittsburgh City Council records reveals a legislature that agrees on 97.3% of everything — then fractures on property taxes, inclusionary housing, and zoning reform. Inclusionary housing passed unanimously six times from 2018–2022 before erupting into a persistent 5–4 seesaw in late 2024. The 2026 property tax rate failed 4–5 before a revised version passed the same night.
- Data: 30,996 matters, 108,394 votes, 43 council members, 1,092 split-vote items, 25 years of records (2001–2026).
- Sources: Legistar voting records, PublicSource, WESA, Pittsburgh Post-Gazette, TribLive, U.S. Census Bureau.

### The Boom That Broke — Austin
- URL: https://district.myhamlet.com/articles/austin-boom
- Published: March 2026
- Analysis of 315,322 construction permits from Austin's open data portal reveals a city whose building boom peaked at 71,105 permits in 2021 and has since contracted 23%. New single-family home permits crashed 55%. Cleaned construction values fell 71% from their 2022 peak. Meanwhile, 84 government bodies generated 9,455 recorded meetings over 36 years.
- Data: 315,322 permits (2021-2026), 66,156 building permits, $143.2B total construction value, 9,455 Swagit meeting videos, 84 government bodies.
- Sources: City of Austin Open Data Portal (Socrata), U.S. Census Bureau ACS, Austin Swagit meeting archives, Austin American-Statesman, Texas Tribune.

### The City That Won't Agree — Ann Arbor
- URL: https://district.myhamlet.com/articles/ann-arbor-divided
- Published: February 2026
- Analysis of 8.1 million votes across 142 U.S. cities reveals Ann Arbor has the highest council dissent rate in America at 18.19% — 3x the next competitor, 300x Chicago's rate. Fifteen years of voting data and pairwise agreement analysis expose deep factional lines in an all-Democrat city.
- Data: 53,207 Ann Arbor votes, 409 unique council members, 7,100+ agenda items, 17 years of records (2008-2024).
- Sources: Legistar voting records, Michigan Daily, Ann Arbor Observer, WEMU, U.S. Census Bureau, Dave Askins factional analysis.

### Five Futures for Oakland
- URL: https://district.myhamlet.com/articles/oaklands-future
- Published: February 2026
- An interactive simulation of Oakland's fiscal crisis with five policy paths across 113 census tracts.
- Data: 437,825 population, $360M structural deficit, 134 council meetings analyzed, 1.26M crime records, $94K median income, $884K median home value.
- Sources: City of Oakland budget, Oakland CrimeWatch (Socrata), U.S. Census ACS, Oakland Housing Element, GreatSchools, BLS, HUD, EPA EJScreen, FEMA.

### The Data Center Gold Rush
- URL: https://district.myhamlet.com/articles/data-center-gold-rush
- Published: January 2026
- NLP analysis of 156 cities' meeting transcripts for data center sentiment from 5,007 mentions across 2,847 meetings.
- Key finding: Average sentiment is 49.9/100 (nearly split). Power consumption (87 mentions) and water usage (78 mentions) are top concerns. 38 cities skeptical, 40 welcoming, 78 neutral.
- Sources: Fox Business, Data Center Watch, EESI, Capitol News Illinois.

### The Abundance Index
- URL: https://district.myhamlet.com/articles/abundance-index
- Published: January 2026
- 84 cities ranked by openness to development on a YIMBY-to-NIMBY scale.
- Key finding: Average abundance index is 57.7. Temple, TX is most YIMBY (80.0 index, 100% positive ratio). Fairfax, VA is most NIMBY (12.0 index, 0% positive ratio). 68-point spread between most and least welcoming.
- Sources: Temple Daily Telegram, KXXV, KCEN-TV, Census.gov.

### The Temperature Check
- URL: https://district.myhamlet.com/articles/temperature-check
- Published: January 2026
- 438 cities measured for civic friction on a 0-100 scale using NLP analysis of public comments.
- Key finding: Average friction score is 85.3/100. Southern states average 97%+ contention rates — over 20 points higher than the Pacific Northwest. Hottest: Sparks NV, Tiffin OH, High Point NC (all score 100). Calmest: Grants Pass OR (38.2).
- Sources: KGW, Supreme Court (Grants Pass v. Johnson), Census.gov.

### The Vote Tracker
- URL: https://district.myhamlet.com/articles/vote-tracker
- Published: January 2026
- Analysis of 25,219 votes across 1,524 local officials from multiple cities.
- Key finding: Average approval rate is 96.5%. Newark officials vote yes 100% of the time. Princeton is the most divided, with environmental votes (75% approval) being the most contested category.
- Sources: Gothamist, The Daily Princetonian, Chicago Sun-Times, UIC Political Science.

## Data Sources

The District draws from:
- Legistar meeting transcripts (3,000+ cities)
- Socrata open data portals
- U.S. Census Bureau (ACS 5-year estimates)
- Local government budget documents
- FBI/BLS/EPA/HUD/FEMA federal datasets
- Local news reporting and academic research

### The Most Deliberative Square Mile in America
URL: https://district.myhamlet.com/articles/piedmonts-deliberation
Published: March 2026
Summary: Analysis of 461 government meetings (9.3 million words) from Piedmont, California — a tiny, wealthy city entirely surrounded by Oakland. Covers five governing bodies across six years (2020-2026), examining deliberation volume, speaker patterns, topic distribution, and the flashpoint meetings where national crises met local governance.

### Three Cities, One Fire Zone — Lamorinda
URL: https://district.myhamlet.com/articles/lamorinda-triangle
Published: March 2026
Summary: Analysis of government meetings across Lafayette, Orinda, and Moraga — three wealthy Contra Costa County cities sharing wildfire risk, school districts, and a fire district, yet governing with fundamentally different approaches. Examines how fire shapes every policy debate from housing to traffic to school budgets.

### How Local Government Works — The Definitive Guide
URL: https://district.myhamlet.com/articles/how-local-government-works
Published: March 2026
Summary: The most comprehensive guide to American local government ever published. 14 chapters covering the full landscape: 90,837 government entities (2022 Census of Governments), $2.32 trillion in annual spending, 500,396 elected officials, 14.2 million public employees. Chapters cover government types and taxonomy, five forms of municipal government (council-manager at 48%, strong mayor at 30%), roles and compensation (mayor salaries from $30K to $353K), lawmaking processes, public meetings and open meeting laws (all 50 states), land use and zoning (77.8% of California residential land zoned single-family), municipal finance (72% of local tax revenue from property taxes, $1.34T unfunded pensions), elections (26% average off-cycle turnout), citizen engagement (95% of public commenters are white per Einstein/Glick/Palmer), legal framework (Dillon's Rule vs home rule, state preemption), county government (3,143 counties), infrastructure ($3.7T investment gap), and future challenges.
Data sources: 2022 Census of Governments (U.S. Census Bureau), ICMA Municipal Form of Government Survey, Tax Policy Center, Urban Institute, Brookings Institution, ASCE 2025 Infrastructure Report Card, Einstein/Glick/Palmer participation research (Boston University), National League of Cities, DOJ Ferguson investigation, Northwestern Medill Local News Initiative.
Chapters:
- I. Why It Matters: https://district.myhamlet.com/articles/how-local-government-works/why-it-matters
- II. The Taxonomy: https://district.myhamlet.com/articles/how-local-government-works/taxonomy
- III. Forms of Government: https://district.myhamlet.com/articles/how-local-government-works/forms
- IV. The Roles: https://district.myhamlet.com/articles/how-local-government-works/roles
- V. Lawmaking: https://district.myhamlet.com/articles/how-local-government-works/lawmaking
- VI. The Meeting: https://district.myhamlet.com/articles/how-local-government-works/the-meeting
- VII. Land Use & Zoning: https://district.myhamlet.com/articles/how-local-government-works/land-use
- VIII. The Money: https://district.myhamlet.com/articles/how-local-government-works/money
- IX. Elections: https://district.myhamlet.com/articles/how-local-government-works/elections
- X. Citizen Power: https://district.myhamlet.com/articles/how-local-government-works/engagement
- XI. Legal Framework: https://district.myhamlet.com/articles/how-local-government-works/legal-framework
- XII. County Government: https://district.myhamlet.com/articles/how-local-government-works/county-government
- XIII. Infrastructure: https://district.myhamlet.com/articles/how-local-government-works/infrastructure
- XIV. The Future: https://district.myhamlet.com/articles/how-local-government-works/challenges

### Glossary of Local Government Terms
URL: https://district.myhamlet.com/articles/how-local-government-works/glossary
Published: March 2026
Summary: 45 key terms in American local government defined for general readers. Covers structure (municipality, county, special district, charter city), process (consent calendar, ordinance, variance, public hearing), law (Dillon's Rule, home rule, preemption, Brown Act, CEQA, eminent domain), finance (property tax, enterprise fund, fiscalization, RHNA), roles (city manager, city clerk, city attorney), and elections (at-large, district, off-cycle, recall, ranked choice voting). Each term links to the chapter(s) where it is discussed.

## Contact

For corrections, data requests, or press inquiries: https://www.myhamlet.com