An Elixir client for the FRED® (Federal Reserve Economic Data) API, powered by Req.
FRED® (Federal Reserve Economic Data) provides access to over 800,000 economic time series from 100+ sources including the Bureau of Labor Statistics, the Bureau of Economic Analysis, and the Federal Reserve Board. This library was written to allow readers of Financial Analytics Using Elixir to collect, analyze and visualize economic data from Fred, but it is a complete Fred API client and can be used outside the context of the book.
To learn how you can analyze and visualize the financial markets using Livebook, Explorer, Scholar and Nx, be sure to pick up a copy of our book:
Contents
Installation
Add fred to your list of dependencies in mix.exs:
def deps do
[
{:fred, "~> 0.2.0"}
]
endConfiguration
You'll need a free FRED API key. Register here.
# config/config.exs
config :fred, api_key: "your_api_key_here"Or use an environment variable:
config :fred, api_key: System.fetch_env!("FRED_API_KEY")Optional Settings
config :fred,
api_key: System.fetch_env!("FRED_API_KEY"),
recv_timeout: 30_000 # HTTP client timeoutQuick Start
Once you have the Fred library added to your mix.exs file, obtained a Fred API key and added the necessary
configuration, you can start your project with FRED_API_KEY=YOUR_KEY_GOES_HERE iex -S mix and run queries
like so:
iex(1)> ["GDP", "UNRATE", "CPIAUCSL"] |>
...(1)> Fred.Series.observations_as_data_frame(frequency: :a) |>
...(1)> Explorer.DataFrame.print(limit: 10, limit_dots: :bottom)
+---------------------------------------------------------------------+
| Explorer DataFrame: [rows: 79, columns: 4] |
+------------+------------------+------------------+------------------+
| date | CPIAUCSL | UNRATE | GDP |
| <date> | <decimal[38, 3]> | <decimal[38, 3]> | <decimal[38, 3]> |
+============+==================+==================+==================+
| 1947-01-01 | 22.332 | nil | 249.616 |
| 1948-01-01 | 24.045 | 3.800 | 274.468 |
| 1949-01-01 | 23.809 | 6.100 | 272.475 |
| 1950-01-01 | 24.063 | 5.200 | 299.827 |
| 1951-01-01 | 25.973 | 3.300 | 346.913 |
| 1952-01-01 | 26.567 | 3.000 | 367.341 |
| 1953-01-01 | 26.768 | 2.900 | 389.218 |
| 1954-01-01 | 26.865 | 5.600 | 390.549 |
| 1955-01-01 | 26.796 | 4.400 | 425.480 |
| 1956-01-01 | 27.191 | 4.100 | 449.353 |
| … | … | … | … |
+------------+------------------+------------------+------------------+
:okAPI Coverage
This library allows you to access all the endpoints from the Fred V1 API. Each group of Fred API endpoints is handled by the following library modules:
Fred.Categories- Get data on Fred data categoriesFred.Releases- Get data on Fred data releasesFred.Series- Get data (time series data) on actual economic observationsFred.Sources- Get the sources of the Fred dataFred.Tags- Get the tags associated with economic dataFred.Maps- Get regional data and shape files from Fred
Be sure to check out each individual module to see the options available for each endpoint.
Livebook Notebooks
The livebooks/ directory contains interactive Livebook
notebooks that demonstrate the library with live charts:
| Notebook | Description |
|---|---|
1_getting_started.livemd | Series lookup, observations, search, area charts, and FRED's built-in transformations |
2_comparing_indicators.livemd | Multi-series overlays, normalized comparisons, Treasury yield curves |
3_geofred_maplibre.livemd | GeoFRED shapes on MapLibre, Geo struct integration, unemployment choropleth |
To run them, open Livebook, set the FRED_API_KEY environment variable, and
open any .livemd file to see how you can use this library in conjunction with
VegaLite and MapLibre.
Telemetry
Fred emits :telemetry spans for every API request, giving you full
observability over latency, error rates, and usage patterns. For more information, be sure to check out the
Fred.Telemetry module.
Quick Setup - Built-in Logger
The fastest way to see what's happening is to attach the built-in logger handler. Add it to your application's start/2
callback:
defmodule MyApp.Application do
use Application
def start(_type, _args) do
# Add this line to attach the logger to the telemetry events
Fred.Telemetry.Logger.attach()
children = [
...
]
Supervisor.start_link(children, strategy: :one_for_one)
end
endWith that in place, you should see log output like so whenever you make a call to the Fred API:
[info] [fred] GET /series/observations - 200 in 142ms (params: %{series_id: "UNRATE", frequency: :m})
[info] [fred] GET /series - error in 83ms: (400) Bad Request (params: %{series_id: ""})
[info] [fred] GET /series/observations - exception in 5012ms: %Req.TransportError{reason: :timeout}Configure the log level or use a custom handler ID:
Fred.Telemetry.Logger.attach(level: :debug, handler_id: "my-fred-log")Detach when you no longer need it:
Fred.Telemetry.Logger.detach()