# Curated learning-resource catalog for GapGuide
# Loaded by: python manage.py seed_initial_resources
# Sources (as of April 2026): Coursera, edX, freeCodeCamp, YouTube, DataCamp, Udemy,
#                             official docs, open textbooks.
# Schema per entry:
#   title, provider, url, difficulty_level (BEGINNER|INTERMEDIATE|ADVANCED),
#   duration (minutes, 0 for open-ended docs), type (VIDEO|COURSE|ARTICLE|DOCS),
#   rating (0.0-5.0 curator-assigned),
#   skills: [ { skill_name, relevance_score 0.0-1.0 }, ... ]
#
# Naming rule: every skill_name here MUST exist in seed_data/onet_roles_curated.yaml
# and therefore be present after `seed_initial_skills`.

resources:

  # ---------------- Python ------------------------------------------------
  - title: "Python for Everybody Specialization"
    provider: "Coursera"
    url: "https://www.coursera.org/specializations/python"
    difficulty_level: BEGINNER
    duration: 1800
    type: COURSE
    rating: 4.8
    skills:
      - skill_name: Python
        relevance_score: 1.0

  - title: "Python Official Documentation"
    provider: "python.org"
    url: "https://docs.python.org/3/"
    difficulty_level: INTERMEDIATE
    duration: 0
    type: DOCS
    rating: 4.9
    skills:
      - skill_name: Python
        relevance_score: 0.9

  - title: "Learn Python - Full Course for Beginners"
    provider: "freeCodeCamp (YouTube)"
    url: "https://www.youtube.com/watch?v=rfscVS0vtbw"
    difficulty_level: BEGINNER
    duration: 270
    type: VIDEO
    rating: 4.9
    skills:
      - skill_name: Python
        relevance_score: 0.95

  - title: "Intermediate Python: Decorators, Generators, Context Managers"
    provider: "Real Python"
    url: "https://realpython.com/tutorials/intermediate/"
    difficulty_level: INTERMEDIATE
    duration: 240
    type: ARTICLE
    rating: 4.7
    skills:
      - skill_name: Python
        relevance_score: 0.85

  # ---------------- SQL / databases --------------------------------------
  - title: "SQL for Data Science"
    provider: "Coursera (UC Davis)"
    url: "https://www.coursera.org/learn/sql-for-data-science"
    difficulty_level: BEGINNER
    duration: 840
    type: COURSE
    rating: 4.6
    skills:
      - skill_name: SQL
        relevance_score: 1.0

  - title: "PostgreSQL Official Documentation"
    provider: "postgresql.org"
    url: "https://www.postgresql.org/docs/"
    difficulty_level: INTERMEDIATE
    duration: 0
    type: DOCS
    rating: 4.8
    skills:
      - skill_name: PostgreSQL
        relevance_score: 1.0
      - skill_name: SQL
        relevance_score: 0.7

  - title: "Relational Databases and SQL - Full Course"
    provider: "freeCodeCamp (YouTube)"
    url: "https://www.youtube.com/watch?v=HXV3zeQKqGY"
    difficulty_level: BEGINNER
    duration: 240
    type: VIDEO
    rating: 4.8
    skills:
      - skill_name: SQL
        relevance_score: 0.95

  - title: "Mastering PostgreSQL in Application Development"
    provider: "Udemy"
    url: "https://www.udemy.com/course/sql-and-postgresql/"
    difficulty_level: ADVANCED
    duration: 900
    type: COURSE
    rating: 4.5
    skills:
      - skill_name: PostgreSQL
        relevance_score: 0.95
      - skill_name: SQL
        relevance_score: 0.8

  - title: "MongoDB University M001"
    provider: "MongoDB"
    url: "https://learn.mongodb.com/courses/m001-mongodb-basics"
    difficulty_level: BEGINNER
    duration: 600
    type: COURSE
    rating: 4.7
    skills:
      - skill_name: MongoDB
        relevance_score: 1.0
      - skill_name: NoSQL
        relevance_score: 0.9

  # ---------------- Data science stack -----------------------------------
  - title: "Pandas Official User Guide"
    provider: "pandas.pydata.org"
    url: "https://pandas.pydata.org/docs/user_guide/"
    difficulty_level: INTERMEDIATE
    duration: 0
    type: DOCS
    rating: 4.7
    skills:
      - skill_name: Pandas
        relevance_score: 1.0

  - title: "Data Analysis with Python"
    provider: "freeCodeCamp (YouTube)"
    url: "https://www.youtube.com/watch?v=r-uOLxNrNk8"
    difficulty_level: BEGINNER
    duration: 600
    type: VIDEO
    rating: 4.7
    skills:
      - skill_name: Pandas
        relevance_score: 0.9
      - skill_name: NumPy
        relevance_score: 0.8

  - title: "NumPy Quickstart Tutorial"
    provider: "numpy.org"
    url: "https://numpy.org/doc/stable/user/quickstart.html"
    difficulty_level: BEGINNER
    duration: 0
    type: DOCS
    rating: 4.6
    skills:
      - skill_name: NumPy
        relevance_score: 1.0

  - title: "Matplotlib: Visualization with Python"
    provider: "matplotlib.org"
    url: "https://matplotlib.org/stable/tutorials/index.html"
    difficulty_level: BEGINNER
    duration: 0
    type: DOCS
    rating: 4.4
    skills:
      - skill_name: Matplotlib
        relevance_score: 1.0
      - skill_name: Data Visualization
        relevance_score: 0.7

  - title: "Statistical Thinking for Data Science"
    provider: "DataCamp"
    url: "https://www.datacamp.com/courses/statistical-thinking-in-python-part-1"
    difficulty_level: INTERMEDIATE
    duration: 240
    type: COURSE
    rating: 4.5
    skills:
      - skill_name: Statistical Hypothesis Testing
        relevance_score: 0.95

  # ---------------- Machine learning -------------------------------------
  - title: "Machine Learning Specialization"
    provider: "Coursera (Andrew Ng, DeepLearning.AI)"
    url: "https://www.coursera.org/specializations/machine-learning-introduction"
    difficulty_level: INTERMEDIATE
    duration: 2400
    type: COURSE
    rating: 4.9
    skills:
      - skill_name: Scikit-learn
        relevance_score: 0.95
      - skill_name: Python
        relevance_score: 0.6
      - skill_name: Feature Engineering
        relevance_score: 0.8

  - title: "Scikit-learn User Guide"
    provider: "scikit-learn.org"
    url: "https://scikit-learn.org/stable/user_guide.html"
    difficulty_level: INTERMEDIATE
    duration: 0
    type: DOCS
    rating: 4.8
    skills:
      - skill_name: Scikit-learn
        relevance_score: 1.0

  - title: "Deep Learning Specialization"
    provider: "Coursera (DeepLearning.AI)"
    url: "https://www.coursera.org/specializations/deep-learning"
    difficulty_level: ADVANCED
    duration: 3600
    type: COURSE
    rating: 4.8
    skills:
      - skill_name: TensorFlow
        relevance_score: 0.85
      - skill_name: PyTorch
        relevance_score: 0.5

  - title: "PyTorch Official Tutorials"
    provider: "pytorch.org"
    url: "https://pytorch.org/tutorials/"
    difficulty_level: INTERMEDIATE
    duration: 0
    type: DOCS
    rating: 4.7
    skills:
      - skill_name: PyTorch
        relevance_score: 1.0

  - title: "PyTorch Tutorial - Full Course for Beginners"
    provider: "freeCodeCamp (YouTube)"
    url: "https://www.youtube.com/watch?v=c36lUUr864M"
    difficulty_level: BEGINNER
    duration: 300
    type: VIDEO
    rating: 4.6
    skills:
      - skill_name: PyTorch
        relevance_score: 0.95

  - title: "TensorFlow Developer Professional Certificate"
    provider: "Coursera (DeepLearning.AI)"
    url: "https://www.coursera.org/professional-certificates/tensorflow-in-practice"
    difficulty_level: INTERMEDIATE
    duration: 1800
    type: COURSE
    rating: 4.7
    skills:
      - skill_name: TensorFlow
        relevance_score: 1.0

  - title: "Feature Engineering for Machine Learning"
    provider: "Udemy"
    url: "https://www.udemy.com/course/feature-engineering-for-machine-learning/"
    difficulty_level: INTERMEDIATE
    duration: 720
    type: COURSE
    rating: 4.6
    skills:
      - skill_name: Feature Engineering
        relevance_score: 1.0

  - title: "MLflow Official Documentation"
    provider: "mlflow.org"
    url: "https://mlflow.org/docs/latest/index.html"
    difficulty_level: INTERMEDIATE
    duration: 0
    type: DOCS
    rating: 4.4
    skills:
      - skill_name: MLflow
        relevance_score: 1.0

  # ---------------- GenAI / LLM -----------------------------------------
  - title: "LangChain for LLM Application Development"
    provider: "DeepLearning.AI"
    url: "https://www.deeplearning.ai/short-courses/langchain-for-llm-application-development/"
    difficulty_level: INTERMEDIATE
    duration: 90
    type: COURSE
    rating: 4.7
    skills:
      - skill_name: LangChain
        relevance_score: 1.0
      - skill_name: OpenAI API
        relevance_score: 0.7

  - title: "LangChain Documentation"
    provider: "langchain.com"
    url: "https://python.langchain.com/docs/get_started/introduction"
    difficulty_level: INTERMEDIATE
    duration: 0
    type: DOCS
    rating: 4.5
    skills:
      - skill_name: LangChain
        relevance_score: 1.0
      - skill_name: LangGraph
        relevance_score: 0.6

  - title: "OpenAI API Documentation"
    provider: "platform.openai.com"
    url: "https://platform.openai.com/docs"
    difficulty_level: BEGINNER
    duration: 0
    type: DOCS
    rating: 4.8
    skills:
      - skill_name: OpenAI API
        relevance_score: 1.0

  - title: "Anthropic Claude API Docs"
    provider: "docs.anthropic.com"
    url: "https://docs.anthropic.com/"
    difficulty_level: BEGINNER
    duration: 0
    type: DOCS
    rating: 4.8
    skills:
      - skill_name: Anthropic Claude API
        relevance_score: 1.0

  - title: "Building RAG Applications with LangChain"
    provider: "YouTube (LangChain channel)"
    url: "https://www.youtube.com/watch?v=sVcwVQRHIc8"
    difficulty_level: INTERMEDIATE
    duration: 90
    type: VIDEO
    rating: 4.6
    skills:
      - skill_name: RAG
        relevance_score: 1.0
      - skill_name: LangChain
        relevance_score: 0.9
      - skill_name: pgvector
        relevance_score: 0.5

  - title: "pgvector README"
    provider: "GitHub (pgvector/pgvector)"
    url: "https://github.com/pgvector/pgvector"
    difficulty_level: INTERMEDIATE
    duration: 0
    type: DOCS
    rating: 4.7
    skills:
      - skill_name: pgvector
        relevance_score: 1.0

  - title: "Prompt Engineering for Developers"
    provider: "DeepLearning.AI"
    url: "https://www.deeplearning.ai/short-courses/chatgpt-prompt-engineering-for-developers/"
    difficulty_level: BEGINNER
    duration: 90
    type: COURSE
    rating: 4.8
    skills:
      - skill_name: Prompt Engineering
        relevance_score: 1.0

  - title: "HuggingFace NLP Course"
    provider: "HuggingFace"
    url: "https://huggingface.co/learn/nlp-course"
    difficulty_level: INTERMEDIATE
    duration: 1200
    type: COURSE
    rating: 4.8
    skills:
      - skill_name: HuggingFace Transformers
        relevance_score: 1.0
      - skill_name: Sentence Transformers
        relevance_score: 0.6

  - title: "Sentence-Transformers Documentation"
    provider: "sbert.net"
    url: "https://www.sbert.net/"
    difficulty_level: INTERMEDIATE
    duration: 0
    type: DOCS
    rating: 4.6
    skills:
      - skill_name: Sentence Transformers
        relevance_score: 1.0

  # ---------------- Frontend web ----------------------------------------
  - title: "Responsive Web Design Certification"
    provider: "freeCodeCamp"
    url: "https://www.freecodecamp.org/learn/2022/responsive-web-design/"
    difficulty_level: BEGINNER
    duration: 1800
    type: COURSE
    rating: 4.8
    skills:
      - skill_name: HTML
        relevance_score: 1.0
      - skill_name: CSS
        relevance_score: 1.0

  - title: "HTML Living Standard"
    provider: "html.spec.whatwg.org"
    url: "https://html.spec.whatwg.org/"
    difficulty_level: ADVANCED
    duration: 0
    type: DOCS
    rating: 4.3
    skills:
      - skill_name: HTML
        relevance_score: 1.0

  - title: "CSS Reference - MDN"
    provider: "MDN Web Docs"
    url: "https://developer.mozilla.org/en-US/docs/Web/CSS"
    difficulty_level: INTERMEDIATE
    duration: 0
    type: DOCS
    rating: 4.9
    skills:
      - skill_name: CSS
        relevance_score: 1.0

  - title: "JavaScript - The Complete Guide"
    provider: "Udemy"
    url: "https://www.udemy.com/course/javascript-the-complete-guide-2020-beginner-advanced/"
    difficulty_level: INTERMEDIATE
    duration: 3000
    type: COURSE
    rating: 4.7
    skills:
      - skill_name: JavaScript
        relevance_score: 1.0

  - title: "JavaScript Crash Course for Beginners"
    provider: "Traversy Media (YouTube)"
    url: "https://www.youtube.com/watch?v=hdI2bqOjy3c"
    difficulty_level: BEGINNER
    duration: 100
    type: VIDEO
    rating: 4.8
    skills:
      - skill_name: JavaScript
        relevance_score: 0.95

  - title: "TypeScript Handbook"
    provider: "typescriptlang.org"
    url: "https://www.typescriptlang.org/docs/handbook/intro.html"
    difficulty_level: INTERMEDIATE
    duration: 0
    type: DOCS
    rating: 4.7
    skills:
      - skill_name: TypeScript
        relevance_score: 1.0

  - title: "React Documentation"
    provider: "react.dev"
    url: "https://react.dev/learn"
    difficulty_level: INTERMEDIATE
    duration: 0
    type: DOCS
    rating: 4.8
    skills:
      - skill_name: React
        relevance_score: 1.0

  - title: "React - The Complete Guide (incl. Redux)"
    provider: "Udemy"
    url: "https://www.udemy.com/course/react-the-complete-guide-incl-redux/"
    difficulty_level: INTERMEDIATE
    duration: 3000
    type: COURSE
    rating: 4.7
    skills:
      - skill_name: React
        relevance_score: 1.0
      - skill_name: Redux
        relevance_score: 0.8

  - title: "Next.js Learn"
    provider: "nextjs.org"
    url: "https://nextjs.org/learn"
    difficulty_level: INTERMEDIATE
    duration: 420
    type: COURSE
    rating: 4.8
    skills:
      - skill_name: Next.js
        relevance_score: 1.0
      - skill_name: React
        relevance_score: 0.5

  - title: "Tailwind CSS Documentation"
    provider: "tailwindcss.com"
    url: "https://tailwindcss.com/docs"
    difficulty_level: BEGINNER
    duration: 0
    type: DOCS
    rating: 4.8
    skills:
      - skill_name: Tailwind CSS
        relevance_score: 1.0

  - title: "TanStack Query Documentation"
    provider: "tanstack.com"
    url: "https://tanstack.com/query/latest/docs/framework/react/overview"
    difficulty_level: INTERMEDIATE
    duration: 0
    type: DOCS
    rating: 4.7
    skills:
      - skill_name: TanStack Query
        relevance_score: 1.0

  - title: "Vite Guide"
    provider: "vitejs.dev"
    url: "https://vitejs.dev/guide/"
    difficulty_level: BEGINNER
    duration: 0
    type: DOCS
    rating: 4.6
    skills:
      - skill_name: Vite
        relevance_score: 1.0

  # ---------------- Backend + APIs --------------------------------------
  - title: "Django for Everybody Specialization"
    provider: "Coursera"
    url: "https://www.coursera.org/specializations/django"
    difficulty_level: INTERMEDIATE
    duration: 1500
    type: COURSE
    rating: 4.7
    skills:
      - skill_name: Django
        relevance_score: 1.0
      - skill_name: Python
        relevance_score: 0.5

  - title: "Django Official Documentation"
    provider: "djangoproject.com"
    url: "https://docs.djangoproject.com/"
    difficulty_level: INTERMEDIATE
    duration: 0
    type: DOCS
    rating: 4.8
    skills:
      - skill_name: Django
        relevance_score: 1.0

  - title: "FastAPI Documentation"
    provider: "fastapi.tiangolo.com"
    url: "https://fastapi.tiangolo.com/"
    difficulty_level: INTERMEDIATE
    duration: 0
    type: DOCS
    rating: 4.9
    skills:
      - skill_name: FastAPI
        relevance_score: 1.0

  - title: "Node.js Crash Course"
    provider: "Traversy Media (YouTube)"
    url: "https://www.youtube.com/watch?v=fBNz5xF-Kx4"
    difficulty_level: BEGINNER
    duration: 90
    type: VIDEO
    rating: 4.7
    skills:
      - skill_name: Node.js
        relevance_score: 0.95

  - title: "REST API Design Best Practices"
    provider: "Microsoft Learn"
    url: "https://learn.microsoft.com/en-us/azure/architecture/best-practices/api-design"
    difficulty_level: INTERMEDIATE
    duration: 60
    type: ARTICLE
    rating: 4.6
    skills:
      - skill_name: REST API Design
        relevance_score: 1.0

  - title: "JWT.io Introduction"
    provider: "jwt.io"
    url: "https://jwt.io/introduction"
    difficulty_level: BEGINNER
    duration: 30
    type: ARTICLE
    rating: 4.5
    skills:
      - skill_name: JWT / OAuth
        relevance_score: 1.0

  - title: "Laravel From Scratch"
    provider: "Laracasts"
    url: "https://laracasts.com/series/laravel-from-scratch-2026"
    difficulty_level: BEGINNER
    duration: 900
    type: COURSE
    rating: 4.8
    skills:
      - skill_name: Laravel
        relevance_score: 1.0
      - skill_name: PHP
        relevance_score: 0.8

  - title: "PHP - The Right Way"
    provider: "phptherightway.com"
    url: "https://phptherightway.com/"
    difficulty_level: INTERMEDIATE
    duration: 0
    type: ARTICLE
    rating: 4.5
    skills:
      - skill_name: PHP
        relevance_score: 1.0

  # ---------------- Version control + Linux -----------------------------
  - title: "Learn Git Branching"
    provider: "learngitbranching.js.org"
    url: "https://learngitbranching.js.org/"
    difficulty_level: BEGINNER
    duration: 120
    type: ARTICLE
    rating: 4.9
    skills:
      - skill_name: Git
        relevance_score: 1.0

  - title: "Git & GitHub Crash Course"
    provider: "freeCodeCamp (YouTube)"
    url: "https://www.youtube.com/watch?v=RGOj5yH7evk"
    difficulty_level: BEGINNER
    duration: 65
    type: VIDEO
    rating: 4.8
    skills:
      - skill_name: Git
        relevance_score: 0.95
      - skill_name: GitHub
        relevance_score: 0.95

  - title: "Linux Command Line Basics"
    provider: "Linux Foundation edX"
    url: "https://www.edx.org/learn/linux/the-linux-foundation-introduction-to-linux"
    difficulty_level: BEGINNER
    duration: 1400
    type: COURSE
    rating: 4.6
    skills:
      - skill_name: Linux
        relevance_score: 1.0
      - skill_name: Bash Scripting
        relevance_score: 0.7

  - title: "Bash Scripting Tutorial"
    provider: "ryanstutorials.net"
    url: "https://ryanstutorials.net/bash-scripting-tutorial/"
    difficulty_level: BEGINNER
    duration: 120
    type: ARTICLE
    rating: 4.4
    skills:
      - skill_name: Bash Scripting
        relevance_score: 1.0

  # ---------------- DevOps / cloud --------------------------------------
  - title: "Docker Mastery"
    provider: "Udemy"
    url: "https://www.udemy.com/course/docker-mastery/"
    difficulty_level: INTERMEDIATE
    duration: 1500
    type: COURSE
    rating: 4.7
    skills:
      - skill_name: Docker
        relevance_score: 1.0

  - title: "Kubernetes Documentation"
    provider: "kubernetes.io"
    url: "https://kubernetes.io/docs/home/"
    difficulty_level: ADVANCED
    duration: 0
    type: DOCS
    rating: 4.7
    skills:
      - skill_name: Kubernetes
        relevance_score: 1.0

  - title: "Kubernetes Crash Course"
    provider: "TechWorld with Nana (YouTube)"
    url: "https://www.youtube.com/watch?v=X48VuDVv0do"
    difficulty_level: INTERMEDIATE
    duration: 240
    type: VIDEO
    rating: 4.8
    skills:
      - skill_name: Kubernetes
        relevance_score: 0.95
      - skill_name: Docker
        relevance_score: 0.6

  - title: "Terraform Associate Cert Prep"
    provider: "HashiCorp Learn"
    url: "https://developer.hashicorp.com/terraform/tutorials/certification-003"
    difficulty_level: INTERMEDIATE
    duration: 900
    type: COURSE
    rating: 4.6
    skills:
      - skill_name: Terraform
        relevance_score: 1.0

  - title: "Ansible Getting Started"
    provider: "docs.ansible.com"
    url: "https://docs.ansible.com/ansible/latest/getting_started/"
    difficulty_level: INTERMEDIATE
    duration: 0
    type: DOCS
    rating: 4.4
    skills:
      - skill_name: Ansible
        relevance_score: 1.0

  - title: "GitHub Actions Documentation"
    provider: "docs.github.com"
    url: "https://docs.github.com/en/actions"
    difficulty_level: INTERMEDIATE
    duration: 0
    type: DOCS
    rating: 4.6
    skills:
      - skill_name: GitHub Actions
        relevance_score: 1.0
      - skill_name: CI/CD Pipelines
        relevance_score: 0.8

  - title: "Jenkins User Documentation"
    provider: "jenkins.io"
    url: "https://www.jenkins.io/doc/"
    difficulty_level: INTERMEDIATE
    duration: 0
    type: DOCS
    rating: 4.3
    skills:
      - skill_name: Jenkins
        relevance_score: 1.0
      - skill_name: CI/CD Pipelines
        relevance_score: 0.8

  - title: "Prometheus Overview"
    provider: "prometheus.io"
    url: "https://prometheus.io/docs/introduction/overview/"
    difficulty_level: INTERMEDIATE
    duration: 0
    type: DOCS
    rating: 4.5
    skills:
      - skill_name: Prometheus
        relevance_score: 1.0

  - title: "Grafana Fundamentals"
    provider: "grafana.com"
    url: "https://grafana.com/tutorials/grafana-fundamentals/"
    difficulty_level: BEGINNER
    duration: 120
    type: COURSE
    rating: 4.5
    skills:
      - skill_name: Grafana
        relevance_score: 1.0

  - title: "AWS Cloud Practitioner Essentials"
    provider: "AWS Skill Builder"
    url: "https://skillbuilder.aws/learn/aws-cloud-practitioner-essentials"
    difficulty_level: BEGINNER
    duration: 360
    type: COURSE
    rating: 4.7
    skills:
      - skill_name: AWS
        relevance_score: 1.0

  - title: "Azure Fundamentals AZ-900"
    provider: "Microsoft Learn"
    url: "https://learn.microsoft.com/en-us/training/paths/microsoft-azure-fundamentals-describe-cloud-concepts/"
    difficulty_level: BEGINNER
    duration: 600
    type: COURSE
    rating: 4.7
    skills:
      - skill_name: Microsoft Azure
        relevance_score: 1.0

  # ---------------- Data engineering ------------------------------------
  - title: "Apache Airflow Documentation"
    provider: "airflow.apache.org"
    url: "https://airflow.apache.org/docs/apache-airflow/stable/index.html"
    difficulty_level: INTERMEDIATE
    duration: 0
    type: DOCS
    rating: 4.5
    skills:
      - skill_name: Apache Airflow
        relevance_score: 1.0

  - title: "Apache Kafka Fundamentals"
    provider: "Confluent Developer"
    url: "https://developer.confluent.io/learn-kafka/apache-kafka/events/"
    difficulty_level: INTERMEDIATE
    duration: 300
    type: COURSE
    rating: 4.6
    skills:
      - skill_name: Apache Kafka
        relevance_score: 1.0

  - title: "Apache Spark - Databricks Academy"
    provider: "Databricks"
    url: "https://www.databricks.com/spark/getting-started-with-apache-spark"
    difficulty_level: INTERMEDIATE
    duration: 480
    type: COURSE
    rating: 4.5
    skills:
      - skill_name: Apache Spark
        relevance_score: 1.0

  - title: "dbt Fundamentals"
    provider: "dbt Labs"
    url: "https://courses.getdbt.com/courses/fundamentals"
    difficulty_level: BEGINNER
    duration: 300
    type: COURSE
    rating: 4.8
    skills:
      - skill_name: dbt
        relevance_score: 1.0

  - title: "Google BigQuery Documentation"
    provider: "cloud.google.com"
    url: "https://cloud.google.com/bigquery/docs"
    difficulty_level: INTERMEDIATE
    duration: 0
    type: DOCS
    rating: 4.6
    skills:
      - skill_name: Google BigQuery
        relevance_score: 1.0

  - title: "Snowflake Essentials"
    provider: "Snowflake University"
    url: "https://learn.snowflake.com/"
    difficulty_level: BEGINNER
    duration: 300
    type: COURSE
    rating: 4.6
    skills:
      - skill_name: Snowflake
        relevance_score: 1.0

  - title: "Building Modern Data Pipelines - ETL/ELT"
    provider: "DataCamp"
    url: "https://www.datacamp.com/tracks/data-engineer-in-python"
    difficulty_level: INTERMEDIATE
    duration: 2400
    type: COURSE
    rating: 4.7
    skills:
      - skill_name: ETL / ELT
        relevance_score: 1.0
      - skill_name: Data Modeling
        relevance_score: 0.6

  # ---------------- BI / analytics --------------------------------------
  - title: "Excel Skills for Data Analytics and Visualization"
    provider: "Coursera (Macquarie)"
    url: "https://www.coursera.org/specializations/excel-data-analytics-visualization"
    difficulty_level: INTERMEDIATE
    duration: 1800
    type: COURSE
    rating: 4.8
    skills:
      - skill_name: Microsoft Excel
        relevance_score: 1.0

  - title: "Microsoft Power BI Desktop for Business Intelligence"
    provider: "Udemy"
    url: "https://www.udemy.com/course/microsoft-power-bi-up-running-with-power-bi-desktop/"
    difficulty_level: INTERMEDIATE
    duration: 1200
    type: COURSE
    rating: 4.7
    skills:
      - skill_name: Microsoft Power BI
        relevance_score: 1.0
      - skill_name: DAX
        relevance_score: 0.7
      - skill_name: Power Query / M Language
        relevance_score: 0.6

  - title: "Learn DAX - SQLBI"
    provider: "SQLBI"
    url: "https://www.sqlbi.com/guides/dax/"
    difficulty_level: ADVANCED
    duration: 0
    type: ARTICLE
    rating: 4.8
    skills:
      - skill_name: DAX
        relevance_score: 1.0

  - title: "Power Query M Reference"
    provider: "Microsoft Learn"
    url: "https://learn.microsoft.com/en-us/powerquery-m/"
    difficulty_level: INTERMEDIATE
    duration: 0
    type: DOCS
    rating: 4.4
    skills:
      - skill_name: Power Query / M Language
        relevance_score: 1.0

  - title: "Tableau Training"
    provider: "tableau.com"
    url: "https://www.tableau.com/learn/training"
    difficulty_level: BEGINNER
    duration: 600
    type: COURSE
    rating: 4.6
    skills:
      - skill_name: Tableau
        relevance_score: 1.0
      - skill_name: Data Visualization
        relevance_score: 0.8

  - title: "Storytelling with Data"
    provider: "storytellingwithdata.com"
    url: "https://www.storytellingwithdata.com/books"
    difficulty_level: INTERMEDIATE
    duration: 0
    type: ARTICLE
    rating: 4.8
    skills:
      - skill_name: Data Storytelling
        relevance_score: 1.0
      - skill_name: Data Visualization
        relevance_score: 0.7

  - title: "The Kimball Group - Dimensional Modeling Techniques"
    provider: "Kimball Group"
    url: "https://www.kimballgroup.com/data-warehouse-business-intelligence-resources/kimball-techniques/dimensional-modeling-techniques/"
    difficulty_level: ADVANCED
    duration: 0
    type: ARTICLE
    rating: 4.5
    skills:
      - skill_name: Star Schema Modeling
        relevance_score: 1.0
      - skill_name: Data Modeling
        relevance_score: 0.9