Machine Readable

Civic data, read together.

Machine Readable fuses government datasets that were never meant to be read together and publishes the analysis free for advocates, journalists, and anyone trying to understand their city.

Free Open Reproducible Full write-up, charts, code, and data

Published briefs

Every brief links to its full public repository.

Hero graphic for the Denver property sales brief

October 16, 2026

Denver Property Sales

Denver recorded 105,585 market sales from 2020 to October 2026: the median price rose from $450,000 in 2020 to a $595,000 peak in 2022 and has held between $525,000 and $550,000 since, and the share of sales at or under $500,000 fell from 57.2 percent to 47.4 percent.

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Hero graphic for the Denver net housing change brief

October 15, 2026

Denver Net Housing Change

Denver permitted 11,585 new residential buildings and 3,837 demolitions from January 2020 to October 2026, a net of 7,748 structures; 60 percent of demolitions were followed by a new-building permit at the same address, and 11 neighborhoods demolished more than they built.

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Hero graphic for the Denver lead service lines brief

October 15, 2026

Denver Lead Service Lines

21,426 premises remain in Denver Water's Lead Reduction Program: 18,775 are in the City and County of Denver, one in ten city premises, and in five neighborhoods more than half of all inventoried premises are still in the program.

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Hero graphic for the Nashville STR permits brief

October 14, 2026

Nashville STR Permits

7,017 permits in force: 71.4% are not owner occupied, 49.9% of investor permits are owned from outside Davidson County, and only 5.2% sit on single-family parcels.

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Hero graphic for the data center water brief

October 12, 2026

Data Center Water: Known vs. Asserted

The viral 500 mL-per-prompt figure is 10 to 50 times off from its own source. What the paper actually said, what Google reports, and what nobody has measured.

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Hero graphic for the Denver 311 data brief

October 12, 2026

Denver 311

1,381,852 service requests across 2023-2025: the apparent late-2025 collapse in encampment reports was a category migration, not a real decline, and geocoded field-work resolution in District 6 ran about 3.6x slower than District 11 in 2023.

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Hero image for the Denver housing permits brief

October 11, 2026

Denver Housing Permits

30,902 permits vs the city's own growth plan: 75% of new homes went up outside it, 81% away from rail. The plan is decorative.

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Hero image for the Denver bike safety brief

October 10, 2026

Denver Bike Safety

3,521 bike crashes vs infrastructure: 80% happened where there's no bike lane. The lanes go where the crashes aren't.

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Hero image for the Denver tree of heaven brief

October 8, 2026

Denver Tree of Heaven

731 observations + 311 weed complaints vs Colorado's noxious weed lists: the case for upgrading tree of heaven from List C to List B, or for Denver to act alone.

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Hero image for the Denver homelessness brief

October 8, 2026

Denver Homelessness

Denver spends roughly $105,000 per long-term housing exit (about $178.1M against roughly 1,700 exits): a 43% housing-exit rate for people brought indoors, and shelter beds at roughly $34,000-$36,000 per bed per year, on par with permanent housing.

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