city-unemployment-rate

Data

Data is in xlsx format and synced with upstream source yearly. It is sourced from https://stat.gov.kz/en/industries/labor-and-income/stat-empt-unempl/

Note: Since stat.gov.kz requested for a signed key for authorization, we just downloaded and put in directory archive. It is temporary solution

We have processed the source data to make it normalized and derived from it several aggregated datasets:

We have also added some metadata such as column descriptions and data packaged it.

This repository uses openpyxl to convert excel files into CSV format, so you will need to install that library if you haven't already

You first need to install the dependencies:

pip install -r scripts/requirements.txt

Then run the script.

python scripts/process.py

This dataset is licensed under the Open Data Commons Public Domain and Dedication License.