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Simple Python interface to any SDMX 2.1 REST API (Eurostat, ISTAT, and more)

Project description

PyPI version GitHub deepwiki License: MIT

opensdmx

Simple Python CLI and library for any SDMX 2.1 REST API. Default provider: Eurostat. Built-in support for ISTAT, OECD, ECB, World Bank, and more.

Best used with AI. opensdmx works well on its own, but it shines when driven by an AI agent: the CLI is designed to be composed, queried, and orchestrated step by step. For a guided, interactive experience — dataset discovery, schema exploration, filter selection, and data retrieval — pair it with the sdmx-explorer Agent Skill included in this repo.

Installation

As a CLI tool (recommended — available system-wide):

uv tool install opensdmx

As a library (for use in Python projects):

uv add opensdmx
# or
pip install opensdmx

CLI quick start

opensdmx search "unemployment"
opensdmx info une_rt_m
opensdmx constraints une_rt_m geo
opensdmx get une_rt_m --freq M --geo IT --sex T --out data.csv

Python quick start

import opensdmx

# Default provider: Eurostat
datasets = opensdmx.all_available()
print(datasets.head())

# Search by keyword
results = opensdmx.search_dataset("unemployment")

# One-liner retrieval (Eurostat default)
data = opensdmx.fetch("une_rt_m", freq="M", geo="IT", sex="T", age="TOTAL")

# Switch provider
opensdmx.set_provider("istat")
opensdmx.set_provider("oecd")
opensdmx.set_provider("ecb")

Providers

import opensdmx

# Built-in presets
opensdmx.set_provider("eurostat")   # default
opensdmx.set_provider("istat")
opensdmx.set_provider("oecd")
opensdmx.set_provider("ecb")
opensdmx.set_provider("worldbank")

# Custom provider
opensdmx.set_provider("https://mysdmx.org/rest", agency_id="XYZ", rate_limit=1.0)

# Check active provider
opensdmx.get_provider()  # returns dict with base_url, agency_id, rate_limit, language

Python API

Function Description
set_provider(name_or_url, ...) Set active provider ('eurostat', 'istat', or custom URL)
get_provider() Return active provider config dict
all_available() List all datasets → Polars DataFrame
search_dataset(keyword) Search by keyword in description
load_dataset(id) Create a dataset object (dict)
print_dataset(ds) Print dataset summary
dimensions_info(ds) Dimension metadata → Polars DataFrame
get_dimension_values(ds, dim) Codelist values for a dimension
get_available_values(ds) Values actually present in the data (via availableconstraint)
set_filters(ds, **kwargs) Set dimension filters
reset_filters(ds) Reset all filters to "." (all)
get_data(ds, ...) Retrieve data → Polars DataFrame
fetch(id, ..., **filters) One-liner: load dataset + set filters + get data
set_timeout(seconds) Get/set API timeout (default: 300 s)
parse_time_period(series) Convert SDMX time strings to dates

get_data and fetch parameters

Parameter Type Description
start_period str Start date: "2020", "2020-Q1", "2020-01"
end_period str End date (same formats)
last_n_observations int Return only last N observations per series
first_n_observations int Return only first N observations per series

Example: EU Unemployment Rate

import opensdmx
from plotnine import ggplot, aes, geom_line, geom_point, labs, theme_minimal, scale_x_date

# Eurostat monthly unemployment by sex and age
ds = opensdmx.load_dataset("une_rt_m")
ds = opensdmx.set_filters(ds, freq="M", geo="IT", sex="T", age="TOTAL", s_adj="SA", unit="PC_ACT")
data = opensdmx.get_data(ds, start_period="2015", last_n_observations=60)

import polars as pl
data = data.with_columns(pl.col("OBS_VALUE").cast(pl.Float64))

plot = (
    ggplot(data.to_pandas(), aes(x="TIME_PERIOD", y="OBS_VALUE"))
    + geom_line(color="#1f77b4", size=1)
    + geom_point(color="#1f77b4", size=0.8)
    + labs(title="Italy Unemployment Rate (Monthly)", x="Year", y="Rate (%)")
    + scale_x_date(date_breaks="2 years", date_labels="%Y")
    + theme_minimal()
)
plot.save("unemployment.png", dpi=150, width=10, height=5)

CLI

Commands

All commands accept --provider (-p) to select the provider.

Command Description
opensdmx search <keyword> [-p provider] Keyword search in dataset descriptions
opensdmx search --semantic <query> Semantic search (requires opensdmx embed)
opensdmx embed [-p provider] Build semantic embeddings cache via Ollama
opensdmx info <id> [-p provider] Show dataset metadata and dimensions
opensdmx values <id> <dim> [-p provider] Show codelist values for a dimension
opensdmx constraints <id> [dim] [-p provider] Show values actually present in the dataflow (via availableconstraint)
opensdmx get <id> [--DIM VALUE] [--start-period P] [--end-period P] [--last-n N] [--first-n N] [--out file] [-p provider] Download data (CSV/parquet/JSON)
opensdmx plot <id> [--DIM VALUE] [--out file] [-p provider] Plot data as line chart
opensdmx blacklist [-p provider] List and remove datasets from the unavailability blacklist

Examples

# Eurostat (default)
opensdmx search "unemployment"
opensdmx info une_rt_m
opensdmx constraints une_rt_m
opensdmx constraints une_rt_m geo
opensdmx get une_rt_m --freq M --geo IT --out data.csv

# Other providers
opensdmx search "disoccupazione" --provider istat
opensdmx get 151_929 --provider istat --FREQ A --REF_AREA IT --out data.csv
opensdmx search "GDP" --provider oecd
opensdmx search "inflation" --provider ecb

Semantic search setup

Requires Ollama with the nomic-embed-text-v2-moe model:

ollama pull nomic-embed-text-v2-moe
opensdmx embed              # build embeddings for default provider (eurostat)
opensdmx embed -p istat     # build embeddings for ISTAT
opensdmx search --semantic "unemployment"

Tip: semantic search matches meaning, not exact words. Try synonyms or related terms for better results (e.g. "jobless" instead of "unemployment").

Caching

Cache is namespaced per provider under ~/.cache/opensdmx/{AGENCY_ID}/.

File Content Default TTL
dataflows.parquet Dataset catalog 7 days
cache.db — structures + codelists Dimensions, codelist descriptions and values 30 days
cache.db — constraints Available constraint values per dataflow 7 days

TTL values can be overridden via environment variables:

Variable Default Duration
OPENSDMX_DATAFLOWS_CACHE_TTL 604800 7 days
OPENSDMX_METADATA_CACHE_TTL 2592000 30 days
OPENSDMX_CONSTRAINTS_CACHE_TTL 604800 7 days

See .env.example for a ready-to-use template.

Timeout

opensdmx.set_timeout()      # get current timeout (default: 300s)
opensdmx.set_timeout(600)   # set to 10 minutes

Acknowledgements

Inspired by istatR by @jfulponi and istatapi by @Attol8.

License

MIT License — Copyright (c) 2026 Andrea Borruso

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