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"""Vult een fictieve demo-omgeving voor het demo-account.
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Wordt aangeroepen bij 'Bekijk demo' zodat de gebruiker meteen een geloofwaardige,
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gevulde cockpit ziet (profiel, vacatures, matchscores en een sollicitatiepijplijn)
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in plaats van een leeg dashboard. Volledig idempotent: eenmaal geseed, wordt er
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niet opnieuw geseed.
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"""
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from __future__ import annotations
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import hashlib
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from datetime import timedelta
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from decimal import Decimal
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from django.utils import timezone
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from apps.profiles.models import SearchProfile
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_DEMO_PROFILE_NAME = "Demo · IT-infrastructuur Limburg"
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# (titel, werkgever, domein, gemeente, regio, werkplek, skills_required,
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# skills_preferred, score, recommendation, positives, concerns)
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_DEMO_JOBS = [
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(
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"Infrastructure Engineer",
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"CloudNexus",
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"cloudnexus.example",
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"Hasselt",
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"Limburg",
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"hybrid",
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["Microsoft 365", "VMware", "Azure"],
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["Terraform"],
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Decimal("92.4"),
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"strong",
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["Dichtbij Hasselt", "Sterke match op Microsoft 365 en VMware", "Hybride werk"],
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[],
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),
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(
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"Cloud Architect",
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"Skylink Solutions",
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"skylink.example",
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"Remote",
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"Vlaanderen",
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"remote",
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["Azure", "Kubernetes"],
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["Bicep", "Landing Zones"],
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Decimal("88.1"),
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"strong",
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["Volledig remote", "Azure-zwaartepunt sluit aan"],
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["Iets seniorder dan gevraagd"],
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),
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(
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"Systeembeheerder Microsoft 365",
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"Gemeente Genk",
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"genk.example",
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"Genk",
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"Limburg",
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"on_site",
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["Microsoft 365", "Active Directory"],
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["Intune"],
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Decimal("83.6"),
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"strong",
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["Publieke sector met stabiliteit", "M365-focus"],
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["Volledig op locatie"],
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),
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(
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"DevOps Engineer",
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"Datastroom BV",
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"datastroom.example",
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"Leuven",
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"Vlaams-Brabant",
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"hybrid",
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["CI/CD", "Docker", "Azure"],
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["GitLab", "Observability"],
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Decimal("77.9"),
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"possible",
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["Moderne toolchain", "Hybride"],
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["Reistijd naar Leuven"],
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),
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(
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"Network Engineer",
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"Noorder Telecom",
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"noordertelecom.example",
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"Antwerpen",
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"Antwerpen",
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"on_site",
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["Cisco", "Netwerkbeheer"],
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["Fortinet"],
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Decimal("70.4"),
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"possible",
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["Stevige netwerkrol"],
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["Weinig cloudcomponent", "Op locatie in Antwerpen"],
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),
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(
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"IT Support Specialist",
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"MediCare Groep",
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"medicare.example",
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"Diepenbeek",
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"Limburg",
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"on_site",
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["Servicedesk", "Windows"],
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["ITIL"],
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Decimal("62.3"),
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"weak",
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["Dichtbij"],
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["Sterk supportgericht", "Weinig infrastructuurverdieping"],
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),
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]
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def _digest(*parts: str) -> str:
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return hashlib.sha256("::".join(parts).encode("utf-8")).hexdigest()
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def demo_environment_seeded(user) -> bool:
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profile = SearchProfile.objects.filter(user=user, name=_DEMO_PROFILE_NAME).first()
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if profile is None:
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return False
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from apps.jobs.models import ScoreRun
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return ScoreRun.objects.filter(profile=profile).exists()
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def seed_demo_environment(user) -> None:
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"""Maak (idempotent) een fictieve demo-omgeving voor ``user``."""
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if demo_environment_seeded(user):
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return
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from apps.jobs.models import Application, Employer, JobPosting, ScoreRun
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profile, _ = SearchProfile.objects.get_or_create(
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user=user,
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name=_DEMO_PROFILE_NAME,
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defaults={
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"is_active": True,
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"home_municipality": "Hasselt",
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"home_latitude": Decimal("50.930700"),
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"home_longitude": Decimal("5.332500"),
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"max_distance_km": 60,
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"experience_years": 5,
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"learning_enabled": True,
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"desired_titles": ["infrastructure engineer", "systeembeheerder", "cloud engineer"],
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"excluded_titles": ["sales", "recruiter"],
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"desired_skills": ["Microsoft 365", "VMware", "Azure"],
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"allowed_employment_types": ["full_time", "permanent"],
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"preferred_workplace": ["hybrid", "remote", "on_site"],
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"preferred_regions": ["Limburg", "Vlaams-Brabant"],
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},
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)
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SearchProfile.objects.filter(user=user).exclude(pk=profile.pk).update(is_active=False)
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if not profile.is_active:
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profile.is_active = True
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profile.save(update_fields=["is_active"])
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now = timezone.now()
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workplace_map = {
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"hybrid": JobPosting.Workplace.HYBRID,
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"remote": JobPosting.Workplace.REMOTE,
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"on_site": JobPosting.Workplace.ON_SITE,
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}
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created_jobs: list = []
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for index, (
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title,
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employer_name,
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domain,
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municipality,
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region,
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workplace,
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req_skills,
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pref_skills,
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score,
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recommendation,
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positives,
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concerns,
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) in enumerate(_DEMO_JOBS):
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employer, _ = Employer.objects.get_or_create(
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normalized_name=employer_name.lower(),
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defaults={
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"name": employer_name,
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"domain": domain,
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"is_direct_employer": True,
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"is_recruiter": False,
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"confidence": 0.92,
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},
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)
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slug = _digest("demo-job", str(index), title, employer_name)
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job, job_created = JobPosting.objects.get_or_create(
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canonical_key=slug,
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defaults={
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"employer": employer,
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"original_title": title,
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"normalized_title": title.lower(),
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"job_family": "infrastructure",
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"canonical_url": f"https://{domain}/vacatures/{slug[:12]}",
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"content_hash": _digest("demo-content", slug),
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"description_text": (
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f"{title} bij {employer_name} in {municipality}. "
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"Fictieve demovacature voor de VacatureRadar-demo-omgeving."
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),
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"raw_location": f"{municipality}, {region}",
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"region": region,
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"municipality": municipality,
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"workplace_type": workplace_map[workplace],
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"employment_types": ["full_time", "permanent"],
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"skills_required": req_skills,
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"skills_preferred": pref_skills,
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"direct_employer": True,
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"recruiter": False,
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"extraction_confidence": 0.9,
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"analysis_features": {
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"support_ratio": 0.1,
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"public_sector_signal": 1.0 if "Gemeente" in employer_name else 0.0,
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"experience_years_max": 6,
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},
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"status": JobPosting.Status.ACTIVE,
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"first_seen": now - timedelta(days=index + 1),
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"last_seen": now,
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"date_posted": now - timedelta(days=index + 1),
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},
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)
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created_jobs.append(job)
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ScoreRun.objects.create(
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job=job,
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profile=profile,
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profile_version=profile.version,
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score=score,
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confidence=Decimal("0.78"),
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recommendation=recommendation,
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components={
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"content": float(score) * 0.45,
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"skills": float(score) * 0.30,
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"location": float(score) * 0.25,
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},
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positives=positives,
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concerns=concerns,
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hard_exclusions=[],
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evidence={"demo": True},
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model_version="demo-seed",
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prompt_version="1.0.0",
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created_at=now - timedelta(hours=index),
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)
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# Een kleine sollicitatiepijplijn voor de demo.
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if created_jobs:
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Application.objects.get_or_create(
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user=user,
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job=created_jobs[0],
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defaults={
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"status": Application.Status.INTERVIEW,
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"applied_at": now - timedelta(days=6),
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"follow_up_date": (now + timedelta(days=2)).date(),
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"contact_name": "Sofie Vandael",
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"contact_email": "sofie.vandael@cloudnexus.example",
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"notes": "Eerste gesprek gepland. Demo-data.",
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},
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)
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if len(created_jobs) > 3:
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Application.objects.get_or_create(
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user=user,
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job=created_jobs[3],
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defaults={
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"status": Application.Status.APPLIED,
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"applied_at": now - timedelta(days=2),
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"follow_up_date": (now + timedelta(days=5)).date(),
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"notes": "Sollicitatie verstuurd. Demo-data.",
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},
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)
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