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US state unemployment signals (50 states + DC, regional divergence, anomalies)

Value-added regional labor signals derived from FRED's free BLS state unemployment-rate series: all 50 states plus the District of Columbia, monthly seasonally adjusted. Each row carries change volatility, 3-month momentum, 12-month change (pp), a trailing-1y rate z-score, 3-sigma anomaly flags, naive-drift 1-month forecasts, a per-month cross-state volatility rank, and the cross-state unemployment dispersion gauge (regional labor-market divergence). All computation is local pandas/numpy; no paid models or APIs.

Source: US State Unemployment Signals (derived)30,957 lignesMis à jour: 22/09/2026
unemploymentlabor-marketregionalstatesvolatilitymomentumanomaly-detectionforecastingsignalsfredbls

Qualité

99.7

Attribution

U.S. Bureau of Labor Statistics via FRED; derived signals by Frontier Data Hub

Schéma

ColonneTypeDescription
datestringObservation date (FRED API field date; YYYY-MM-DD; monthly, first of month).
countrystring
country_codestring
series_idstringFRED series ID of the form <USPS>UR, e.g. CAUR (California), TXUR (Texas), DCUR (District of Columbia); resolves to the series page at https://fred.stlouisfed.org/series/<id>.
series_labelstringOfficial FRED series title as published for the series (state unemployment rate, seasonally adjusted).
valuefloatUnemployment rate as published by the Bureau of Labor Statistics for the state (percent, seasonally adjusted); see the series notes for methodology and revisions.
volatility_30dfloat
momentum_3mfloat
yoy_change_pctfloat
rate_z_1yfloat
anomaly_flaginteger
forecast_1mfloat
rankinteger
us_dispersion_stdfloat

Exemple de lignes

datecountrycountry_codeseries_idseries_labelvaluevolatility_30dmomentum_3myoy_change_pctrate_z_1yanomaly_flagforecast_1mrankus_dispersion_std
1976-01-01United StatesUSAAKURUnemployment Rate in Alaska7.101.9453191683285975
1976-01-01United StatesUSAALURUnemployment Rate in Alabama6.701.9453191683285975
1976-01-01United StatesUSAARURUnemployment Rate in Arkansas7.301.9453191683285975
1976-01-01United StatesUSAAZURUnemployment Rate in Arizona10.201.9453191683285975
1976-01-01United StatesUSACAURUnemployment Rate in California9.201.9453191683285975

Télécharger un échantillon

Téléchargez l'échantillon complet de ce jeu de données (lignes d'exemple, pas le jeu complet).

Utiliser avec un LLM

Dirigez n’importe quel LLM vers le point d’accès des métadonnées — la documentation ci-dessus est aussi lisible par machine (JSON-LD + Croissant).

cURL

curl "https://datazimuts.com/v1/datasets/state_labor_signals/us_state_unemployment_signals" | jq '{title, rows, columns_count, license}'

Python

import requests

ds = requests.get("https://datazimuts.com/v1/datasets/state_labor_signals/us_state_unemployment_signals").json()
print(ds["title"], ds["rows"], "rows")

# Sample rows for an LLM context window
for row in ds.get("sample_rows", [])[:5]:
    print(row)

Point d’accès API: https://datazimuts.com/v1/datasets/state_labor_signals/us_state_unemployment_signals

Astuce : récupérez /llms.txt pour le catalogue complet lisible par machine.

US state unemployment signals (50 states + DC, regional divergence, anomalies)