The 2025 survey uses a single English-only xlsx (instead of separate
fi/en files) with a restructured schema: compensation is split into
base salary, commission, lomaraha, bonus, and equity components;
working time is h/week instead of percentage; and competitive salary
is categorical instead of boolean. Vuositulot is now synthesized
from the component fields.
Drop COLUMN_MAP_2024, COLUMN_MAP_2024_EN_TO_FI, VALUE_MAP_2024_EN_TO_FI,
read_initial_dfs_2024, read_data_2024, map_sukupuoli, map_vuositulot,
split_boolean_column_to_other, apply_fixups, and the associated gender
value lists and boolean text maps. All of this exists in version history.
- KKPALKKA now includes base salary + commission (median 5500 → 5800)
- Apply map_numberlike to tuntilaskutus and vuosilaskutus columns to
handle string values like "60 000" and "100 000"
- Filter out zeros when computing tunnusluvut on the index page so
stats reflect actual reported values
Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
