domainsZScore = domains.map((domain) => ({
...domain,
indicators: domain.indicators.map((indicator) => {
const direction = indicator.negative ? -1 : 1;
return {
...indicator,
values: indicator.values.map((value) => ({
...value,
zScore:
((value.value - indicator.stats.mean) / indicator.stats.stddev) *
direction
}))
};
})
}))
domainScores = domainsZScore.map(domain => ({
...domain,
domainScore: domain.indicators.reduce((memo, indicator) => indicator.values.map(value => {
const { geoid, zScore } = value;
const match = memo.find(m => m.geoid === geoid);
return {
geoid,
domainScore: match ? match.domainScore + zScore : zScore,
}
}), []).map(ds => ({
...ds,
domainScore: ds.domainScore / domain.indicators.length,
}))
}))
finalScores = domainScores.reduce((memo, domain) => domain.domainScore.map(value => {
const { geoid, domainScore } = value;
const weighted = domainScore * (domain.weight / 100);
const match = memo.find(m => m.geoid === geoid);
return {
geoid,
value: match ? match.value + weighted : weighted,
}
}), [])
domainsRaw = (
await fetch(`https://hpi-api.vercel.app/api/domains?key=${API_KEY}`)
).json()
indicators = (
await fetch(`https://hpi-api.vercel.app/api/indicators?key=${API_KEY}`)
).json()
indicatorStats = Promise.all(
indicators.map((indicator) => {
const year = d3.max(indicator.dates);
return fetch(
`https://hpi-api.vercel.app/api/stats?geography=tracts&year=${year}&indicator=${indicator.varname}&key=${API_KEY}`
)
.then((statsResponse) => statsResponse.json())
.then((stats) => ({
...indicator,
stats: stats.sort((a, b) => new Date(b.date) - new Date(a.date))[0]
}));
})
)
indicatorsFull = Promise.all(
indicatorStats.map((indicator) => {
const year = d3.max(indicator.dates);
return fetch(
`https://hpi-api.vercel.app/api/data?geography=tracts&year=${year}&indicator=${indicator.varname}&format=json&key=${API_KEY}`
)
.then((indicatorResponse) => indicatorResponse.json())
.then((values) => ({
...indicator,
values
}));
})
)
domains = domainsRaw.map((domain) => ({
...domain,
indicators: domain.indicators.map((indicator) =>
indicatorsFull.find((i) => i.varname === indicator)
)
}))
hpiScores = (
await fetch(
`https://hpi-api.vercel.app/api/data?geography=tracts&year=2022&indicator=hpi2score&format=json&key=${API_KEY}`
)
).json()
One platform to build and deploy the best data apps
Experiment and prototype by building visualizations in live JavaScript notebooks. Collaborate with your team and decide which concepts to build out.
Use Observable Framework to build data apps locally. Use data loaders to build in any language or library, including Python, SQL, and R.
Seamlessly deploy to Observable. Test before you ship, use automatic deploy-on-commit, and ensure your projects are always up-to-date.