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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>