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.
Qualité
Attribution
U.S. Bureau of Labor Statistics via FRED; derived signals by Frontier Data Hub
Schéma
| Colonne | Type | Description |
|---|---|---|
| date | string | Observation date (FRED API field date; YYYY-MM-DD; monthly, first of month). |
| country | string | |
| country_code | string | |
| series_id | string | FRED 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_label | string | Official FRED series title as published for the series (state unemployment rate, seasonally adjusted). |
| value | float | Unemployment rate as published by the Bureau of Labor Statistics for the state (percent, seasonally adjusted); see the series notes for methodology and revisions. |
| volatility_30d | float | |
| momentum_3m | float | |
| yoy_change_pct | float | |
| rate_z_1y | float | |
| anomaly_flag | integer | |
| forecast_1m | float | |
| rank | integer | |
| us_dispersion_std | float |
Exemple de lignes
| date | country | country_code | series_id | series_label | value | volatility_30d | momentum_3m | yoy_change_pct | rate_z_1y | anomaly_flag | forecast_1m | rank | us_dispersion_std |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1976-01-01 | United States | USA | AKUR | Unemployment Rate in Alaska | 7.1 | — | — | — | — | 0 | — | — | 1.9453191683285975 |
| 1976-01-01 | United States | USA | ALUR | Unemployment Rate in Alabama | 6.7 | — | — | — | — | 0 | — | — | 1.9453191683285975 |
| 1976-01-01 | United States | USA | ARUR | Unemployment Rate in Arkansas | 7.3 | — | — | — | — | 0 | — | — | 1.9453191683285975 |
| 1976-01-01 | United States | USA | AZUR | Unemployment Rate in Arizona | 10.2 | — | — | — | — | 0 | — | — | 1.9453191683285975 |
| 1976-01-01 | United States | USA | CAUR | Unemployment Rate in California | 9.2 | — | — | — | — | 0 | — | — | 1.9453191683285975 |
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.