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6b76373 fdc0e07 6b76373 9b85652 fdc0e07 6b76373 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 | # FRED (Federal Reserve Economic Data)
523,036 series so far, most popular first; more are added as the pull continues.
Long format: `series_id`, `date`, `value` (missing values are null). Metadata (title, units, frequency, seasonal adjustment, category, dates, notes) in `fred/catalog.parquet`.
```python
import pandas as pd
cat = pd.read_parquet('hf://datasets/syncster-data/economic-data/fred/catalog.parquet')
df = pd.read_parquet('hf://datasets/syncster-data/economic-data/fred/<category>/') # e.g. money_banking_finance
unrate = df[df.series_id == 'UNRATE']
```
| folder | series |
|---|---|
| `academic_data` | 16,628 |
| `international_data` | 58,353 |
| `money_banking_finance` | 8,139 |
| `national_accounts` | 54,444 |
| `population_employment_labor_markets` | 22,657 |
| `prices` | 8,210 |
| `production_business_activity` | 32,854 |
| `u_s_regional_data` | 321,751 |
## Credit
Source: FRED, Federal Reserve Bank of St. Louis, https://fred.stlouisfed.org/. Many series originate with other agencies (BLS, BEA, Census, Federal Reserve Board, etc.); credit the original source shown in each series description. Some series are copyrighted by third parties; those are flagged in the catalog `license` column. This product uses the FRED API but is not endorsed or certified by the Federal Reserve Bank of St. Louis.
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