About Kolada (Swedish municipal indicators)
Search indicators by title, find municipality ids, and pull values by year and gender. The standard source for comparing Swedish kommuner and regioner.
Questions you can ask Kolada
Type them into Kahubi’s chat once Kolada is connected.
“Compare the share of residents aged 80+ in Kiruna, Umeå and Malmö in 2023.”
What comes back: Values per municipality with the Kolada KPI id and year.
“How has the cost of elderly care per resident changed in Uppsala kommun since 2018?”
What comes back: A yearly series for the municipality with the indicator title and definition.
Kolada MCP tools
The 3 tools the Kolada server offers to Kahubi. The assistant picks the right one for each question.
kolada_search_kpiSearch indicators by title words (Swedish).
kolada_find_municipalityFind municipality/region ids by name (type K = kommun, L = region).
kolada_get_dataValues for one KPI in one or more municipalities (comma-separated ids) for given years (comma-separated).
Using Kolada in Kahubi
- Hosted by Kahubi. Kahubi runs this server itself so it stays reliable enough for research use.
- Cited, checkable answers. Results are treated as retrieved material and cited with the source’s own identifiers, so you can open every record the answer relied on.
- Your files stay private. Only the search the assistant writes for your question is sent to Kolada.
More official statistics sources
- EurostatEU official statistics: economy, demography, trade, health and NUTS regions.
- OECDOECD statistics on economy, education, health, labour and environment (SDMX).
- IMF dataInternational Monetary Fund macroeconomic datasets.
- Statistics Sweden (SCB)Swedish official statistics: population, economy, labour market, education and environment.
- Sveriges RiksbankPolicy rate, exchange rates and interbank rates from the Swedish central bank.
- Statistics Norway (SSB)Norwegian official statistics from the StatBank.