mirror of
https://github.com/koodiklinikka/palkkakysely.git
synced 2026-03-12 21:03:22 +00:00
663cd3d349
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>
239 lines
8.4 KiB
Python
239 lines
8.4 KiB
Python
from __future__ import annotations
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IKA_COL = "Ikä"
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KAUPUNKI_COL = "Kaupunki"
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KIKY_COL = "Onko palkkasi nykyroolissasi mielestäsi kilpailukykyinen?"
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KKPALKKA_COL = "Kuukausipalkka"
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KK_TULOT_COL = "Kk-tulot (laskennallinen)"
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KK_TULOT_NORM_COL = "Kk-tulot (laskennallinen, normalisoitu)"
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LAHITYO_COL = "Kuinka suuren osan ajasta teet lähityönä toimistolla?"
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LANG_COL = "Vastauskieli"
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MILLAISESSA_COL = "Millaisessa yrityksessä työskentelet?"
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MISTA_ASIAKKAAT_COL = "Mistä asiakkaat ovat?"
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PALAUTE_COL = "Palaute"
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PALKANSAAJA_VAI_LASKUTTAJA_COL = "Palkansaaja vai laskuttaja"
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PALVELUT_COL = "Palvelut"
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ROOLI_COL = "Rooli"
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ROOLI_NORM_COL = "Rooli (normalisoitu)"
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SIIRTYNYT_COL = "Siirtynyt palkansaaja/laskuttaja"
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SUKUPUOLI_COL = "Sukupuoli"
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TUNTILASKUTUS_ALV0_COL = "Tuntilaskutus (ALV 0%, euroina)"
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TYOAIKA_COL = "Työaika"
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TYOKOKEMUS_COL = "Työkokemus alalta (vuosina)"
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TYOPAIKKA_COL = "Työpaikka"
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VUOSILASKUTUS_ALV0_COL = "Vuosilaskutus (ALV 0%, euroina)"
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VUOSITULOT_COL = "Vuositulot"
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ID_COL = "Vastaustunniste"
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COMMISSION_COL = "Provisio (kk, brutto)"
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LOMARAHA_COL = "Lomaraha (EUR)"
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BONUS_COL = "Bonus (EUR)"
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EQUITY_COL = "Osakkeet/optiot (EUR)"
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SENIORITY_COL = "Seniority"
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COLUMN_MAP_2025 = {
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"Timestamp": "Timestamp",
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"Employee or entrepreneur": PALKANSAAJA_VAI_LASKUTTAJA_COL,
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"Switched from employment to entrepreneurship, or vice versa, in 2025?": SIIRTYNYT_COL,
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"Age": IKA_COL,
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"Gender": SUKUPUOLI_COL,
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"Finnish fluency": "Suomen kielen taito",
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"Work language": "Työkieli",
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"Relevant work experience from the industry (in years)": TYOKOKEMUS_COL,
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"Years at current employer": "Vuosia nykyisellä työnantajalla",
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"Companies worked for": "Työpaikkojen lukumäärä",
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"Company size": "Yrityksen koko",
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"Education": "Koulutustaustasi",
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"Field of Study": "Opintoala",
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"Change in pay rate from last year (%)": "Tulojen muutos viime vuodesta (%)",
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"Years as entrepreneur": "Montako vuotta olet tehnyt laskuttavaa työtä alalla?",
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"What services do you offer?": PALVELUT_COL,
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"Hourly rate (VAT 0%, in euros)": TUNTILASKUTUS_ALV0_COL,
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"Yearly billing (VAT 0%, in euros)": VUOSILASKUTUS_ALV0_COL,
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"Billable hours per week": "Laskutettavat tunnit viikossa",
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"Weeks not billing": "Viikot ilman laskutusta",
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"Billing methods": "Laskutustavat",
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"Contract length": "Sopimuksen pituus",
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"Do you use agencies or find your clients yourself?": "Hankitko asiakkaasi itse suoraan vai käytätkö välitysfirmojen palveluita?",
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"Where are your clients from?": MISTA_ASIAKKAAT_COL,
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"Company": TYOPAIKKA_COL,
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"City": KAUPUNKI_COL,
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"What kind of a company you work in?": MILLAISESSA_COL,
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"Working time (h/week)": TYOAIKA_COL,
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"Time in office (%)": LAHITYO_COL,
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"Role / title": ROOLI_COL,
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"Seniority level": SENIORITY_COL,
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"Formal Seniority": "Virallinen senioriteetti",
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"Base salary (gross, monthly EUR)": KKPALKKA_COL,
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"Commission (gross, monthly EUR)": COMMISSION_COL,
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"Lomaraha (Holiday bonus, in EUR)": LOMARAHA_COL,
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"Bonus (EUR)": BONUS_COL,
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"Equity (EUR)": EQUITY_COL,
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"Free description of your compensation model": "Vapaa kuvaus kokonaiskompensaatiomallista",
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"Competitive salary": KIKY_COL,
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"Bonus": "Bonukset (kuvaus)",
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"Non-fringe benefits": "Edut (ei luontoisedut)",
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"Yearly Tax-Free Benefits (EUR)": "Vuosittaiset verovapaat edut (EUR)",
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"Fringe benefits (luontoisedut)": "Luontoisedut",
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"Operating system": "Käyttöjärjestelmä",
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"Language": "Ohjelmointikieli",
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"Web Frameworks": "Web-kehykset",
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"Data Engineering & Machine Learning": "Data & ML",
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"DevOps & Cloud Platforms": "DevOps & pilvi",
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"Databases": "Tietokannat",
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"What was left unasked that you want to answer to?": "Vapaa sana",
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"Feedback of the survey": PALAUTE_COL,
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}
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VALUE_MAP_2025 = {
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PALKANSAAJA_VAI_LASKUTTAJA_COL: {
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"Employee": "Palkansaaja",
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"Entrepreneur": "Laskuttaja",
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},
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SIIRTYNYT_COL: {
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"No": "Ei",
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"En": "Ei",
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"Kyllä, palkansaajasta laskuttajaksi": "palkansaaja → laskuttaja",
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"Kyllä, laskuttajasta palkansaajaksi": "laskuttaja → palkansaaja",
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"Yes, from employee to entrepreneur": "palkansaaja → laskuttaja",
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"Yes, from entrepreneur to employee": "laskuttaja → palkansaaja",
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},
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IKA_COL: {
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"< 15 yrs": "< 15v",
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"> 55 yrs": "> 55v",
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},
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MISTA_ASIAKKAAT_COL: {
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"Finland": "Suomesta",
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},
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KAUPUNKI_COL: {
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"Asun Porissa, toimisto Helsingissä, sijainnilla ei vaikutusta palkkaan": "Pori",
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"Capital region (Helsinki, Espoo, Vantaa)": "PK-seutu",
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"Firmalla ei ole toimistoa": "Etätyöfirma",
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"Hajautettu": "Etätyöfirma",
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"New York City": "New York",
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"New York, NY, USA": "New York",
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"PK-Seutu (Helsinki, Espoo, Vantaa)": "PK-seutu",
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"Tampere (etänä Berliiniin)": "Tampere",
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"Turku/remote (HQ Austin, TX)": "Turku",
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"Ulkomailla": "Ulkomaat",
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"Remote": "Etätyö",
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"remote": "Etätyö",
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"Fully remote": "Etätyö",
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"Fully remote work": "Etätyö",
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"100% remote, no main office": "Etätyö",
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"Completely distributed and remote": "Etätyö",
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"Remote without HQ": "Etätyö",
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"Remote (US)": "Ulkomaat",
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"Outside Finland": "Ulkomaat",
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"Abroad": "Ulkomaat",
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"No centrla office, multiple locations with employees": "Etätyö",
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},
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MILLAISESSA_COL: {
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"Product company with softaware as their core business": "Tuotetalossa, jonka core-bisnes on softa",
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"Product company with software as their core business": "Tuotetalossa, jonka core-bisnes on softa",
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"A company where software is a support role (for example banks or healthcare)": "Yritys, jossa softa tukirooli",
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"Consulting": "Konsultointi",
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"Public or third sector": "Julkinen/kolmas sektori",
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},
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SUKUPUOLI_COL: {
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"Male": "mies",
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"Female": "nainen",
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"Non-binary": "muu",
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"Prefer not to say": None,
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},
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KIKY_COL: {
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"Above market": "Yli markkinatason",
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"Average market": "Markkinataso",
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"Below market": "Alle markkinatason",
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"Not sure": "En osaa sanoa",
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},
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}
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BOOLEAN_TEXT_TO_BOOLEAN_MAP = {
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"Kyllä": True,
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"Ei": False,
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"Yes": True,
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"No": False,
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}
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COMPANY_MAP = {
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"Mavericks Software": "Mavericks",
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"Mavericks: a Witted company": "Mavericks",
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"Netum Groupj": "Netum",
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"Siili Solutions": "Siili",
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"Vincitj": "Vincit",
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}
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FULL_STACK_ROLE = "*Full-stack Developer"
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SENIOR_DEVELOPER_ROLE = "*Senior Developer"
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DEVOPS_CONSULTANT_ROLE = "*Devops Consultant"
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ROLE_MAP = {
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"DevOps Consult": DEVOPS_CONSULTANT_ROLE,
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"DevOps Consultant": DEVOPS_CONSULTANT_ROLE,
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"Devops consultant": DEVOPS_CONSULTANT_ROLE,
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"Devops konsultti": DEVOPS_CONSULTANT_ROLE,
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"Full Stack": FULL_STACK_ROLE,
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"Full stack developer": FULL_STACK_ROLE,
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"Full stack engineer": FULL_STACK_ROLE,
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"Full stack web developer": FULL_STACK_ROLE,
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"Full-stack Developer": FULL_STACK_ROLE,
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"Full-stack developer": FULL_STACK_ROLE,
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"Full-stack kehittäjä": FULL_STACK_ROLE,
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"Full-stack ohjelmistokehittäjä": FULL_STACK_ROLE,
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"Full-stack software developer": FULL_STACK_ROLE,
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"Full-stack web developer": FULL_STACK_ROLE,
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"Full-stack-kehittäjä": FULL_STACK_ROLE,
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"Fullstack developer": FULL_STACK_ROLE,
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"Fullstack web developer": FULL_STACK_ROLE,
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"Fullstack": FULL_STACK_ROLE,
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"Ohjelmistokehittäjä (full-stack)": FULL_STACK_ROLE,
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"Ohjelmistokehittäjä, full-stack": FULL_STACK_ROLE,
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"Senior developer": SENIOR_DEVELOPER_ROLE,
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"Senior software developer": SENIOR_DEVELOPER_ROLE,
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"Software engineer, fullstack": FULL_STACK_ROLE,
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"Full-stack cloud developer": FULL_STACK_ROLE,
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"Fullstack developer, web apps": FULL_STACK_ROLE,
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}
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NO_GENDER_VALUES = {
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"-",
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"on",
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"yes",
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}
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OTHER_GENDER_VALUES = {
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"muu",
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"muunsukupuolinen",
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}
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FEMALE_GENDER_VALUES = (
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"f",
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"n",
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"women",
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)
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MALE_GENDER_VALUES = (
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"he / him / male",
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"ihminen. kikkelillä.",
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"m i ä s",
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"m",
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"mail", # probably a typo
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"male presenting",
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"male",
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"man",
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"meis",
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"mie", # probably mies?
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"miekkonen",
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"mies",
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"miesoletettu",
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"miäs",
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"ukko",
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"äiä",
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)
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IDS_TO_DROP_2025 = {
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"18121abbdb13303c", # duplicate of d5ac88f64a922e6c (submitted 3 min later)
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}
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EXPECTED_ROW_COUNT_2025 = 683
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