{"repo":"Lion504/Fi-Job-Maps","free":true,"listed":false,"github":"https://github.com/Lion504/Fi-Job-Maps","clone":"git clone https://github.com/Lion504/Fi-Job-Maps.git","description":"Interactive Finland job-market visualizer combining StatFin occupational data with AI exposure scoring; Python backend, deployed on GitHub Pages.","language":"Python","stars":13,"topics":["ai","data-visualization","finland","github-pages","job-market","python"],"license":null,"category":"cli-tools","readme_excerpt":"Finland Job Market Visualizer Explore Finnish occupation data (StatFin PxWeb + Occupational Barometer) and color it by AI exposure. Quick Start 1. Configure 2. Build site 3. Preview CLI Commands - finlandjobs fetch – download StatFin data - finlandjobs infer – add AI exposure estimates (optional) - finlandjobs build – generate site data files - finlandjobs all – run complete pipeline Optional: finlandjobs all --barometer-input barometer.csv includes Occupational Barometer outlook data. Configuration - statfin config.json – required, defines PxWeb tables and variables - TREE LEVEL – treemap hierarchy level (default: 4) See finlandjobs --help for all options. Notes - score.py will use Markdown pages if present, otherwise it constructs a prompt from occupations.csv . - Outlook: if you use the Occupational Barometer, map its demand labels into the CSV outlook desc field in fetch statfin.py . - fetch statfin.py writes median pay source and outlook source fields for auditability ( wages statfin , outlook statfin , extras csv ). - You can enforce outlook completeness in config with min outlook coverage (0-1) and strict outlook coverage (true/false). - build site data.py uses one hierarchy level only ( TREE LEVEL , default 4 ) so total jobs are not double-counted across Level 1-5 aggregates. - Barometer data source : The Occupational Barometer (Työllisyysbarometri) CSV can be obtained from Statistics Finland (PxWeb API) or the Ministry of Employment and the Economy. Look for columns ","default_branch":null,"files":null,"tree":[],"storefront":"/r/Lion504","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/Lion504/Fi-Job-Maps/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}