Adding my intro to probability distributions lesson to the portal

lessons/introduction-to-probability-distributions.yml

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+# lessons/your-lesson-name.yml
+# 
+# STARTER TEMPLATE FOR ACT-CMS LESSON PORTAL SUBMISSION
+# Replace all placeholder text with your actual lesson information
+# Remove any sections that don't apply to your lesson
+
+# BASIC METADATA (REQUIRED)
+# Use a clear, descriptive title that includes the main topic
+title: "Introduction to Probability Distributions"
+
+# Brief description for search results (1-2 sentences)
+description: "Introduction to characterizing probability distributions using self-defined functions and graphical representations."
+
+# Longer description for the lesson page (use | for multi-line text)
+expanded_description: |
+  In this lesson, the students are introduced to probability distributions using the Maxwell Speed Distribution. 
+  Provide a more detailed description of your lesson here.
+  Explain the context, what students will accomplish, and how this
+  fits into broader molecular science education.
+
+  You can use multiple paragraphs to fully describe the lesson scope
+  and learning experience.
+
+# COURSE INFORMATION (REQUIRED)
+# Choose ONE: "None", "Beginner", "Intermediate", "Advanced"
+programming_skill: "Beginner"
+# None: No programming experience. 
+# Beginner: Knows variables, conditionals, loops
+# Intermediate: Can write their own scripts from scratch
+# Advanced: Can write/develop software.
+
+# Examples: "Foundational Module", "Physical Chemistry", "Organic Chemistry", 
+# "Inorganic Chemistry", "Analytical Chemistry", "Biochemistry", "Materials Science", "Other"
+primary_course: "Foundational Module"
+
+# List other courses where this lesson could be used (optional)
+also_for:
+  - "Physical Chemistry - Thermodynamics"
+
+# List all authors
+authors: 
+  - "Prof. Heidi Hendrickson"
+
+# Estimated total time for all materials
+estimated_time: "3 hours"
+
+# Format of the module. Must be EXACTLY one of these two values (case- and
+# spelling-sensitive) so the home-page format filter groups lessons correctly:
+#   "Single Notebook"  or  "Multi-Part Module"
+format: "Single Notebook"
+
+# INSTRUCTOR INFORMATION (OPTIONAL)
+# Contact email for instructor access requests (optional - will use default if not specified)
+instructor_email: "hendrihe@lafayette.edu"
+# Note: Instructor materials will be located at: instructor-repo/{lesson-filename}/
+# where {lesson-filename} matches this YAML file's name
+
+# INSTRUCTOR DETAILS (OPTIONAL)
+# What level of students was this piloted with?
+student_level: "Undergraduate - Third Year"  # e.g., "Graduate", "Undergraduate - First Year", "Mixed Graduate/Undergraduate"
+# How many students has this been tested with?
+students_piloted: 14  # Number of students
+# Free-form notes for instructors
+instructor_notes: |
+  Additional context for instructors using this lesson:
+
+  - This lesson works well when paired with a traditional lecture on molecular dynamics
+  - Students often struggle with the concept of periodic boundary conditions in Part 2
+  - The visualization exercises are very engaging - allow extra time for exploration
+  - Consider assigning the dataset analysis as homework rather than in-class work
+
+  Timing notes:
+  - Part 1 typically takes students 45-60 minutes
+  - Part 2 can be rushed in 90 minutes but is better with 2 hours
+
+  Common student questions:
+  - "Why do we need so many time steps?" - good opportunity to discuss numerical integration
+  - "What happens if we change the temperature?" - this connects well to thermodynamics concepts
+
+# Related lessons that complement this one
+related_modules:
+  - "thermodynamics-fundamentals"
+  - "statistical-mechanics-intro"
+  - "computational-chemistry-basics"
+
+# OPTIONAL: Lessons students should complete BEFORE this one.
+# Values are lesson IDs (YAML filenames without .yml) — unlike the free-text
+# scientific_prerequisites/programming_prerequisites fields below, these are
+# strictly build-validated: unknown IDs, self-references, or circular
+# prerequisite chains FAIL the build. Machine-readable metadata (searchable
+# on the portal); ordered sequences are displayed via paths.yml instead.
+prerequisite_modules:
+  - "foundational-intro-python"
+
+# NOTE: To add this lesson to an ordered learning path (or create a new one),
+# edit paths.yml at the repo root — step order is defined there, not here.
+
+# REPOSITORY URLS (REQUIRED)
+# Link to the repository containing your public material
+public_repo_url: "https://github.com/act-cms/your-lesson-repo"
+
+# MATERIALS SECTION (REQUIRED)
+# List each notebook/material in logical order
+materials:
+  - title: "Part 1: Introduction"
+    description: "Brief description of what this notebook covers"
+    type: "notebook"  # Usually "notebook", could be "slides", "dataset", etc.
+    duration: "1 hour"
+
+    # REQUIRED: Include at least one URL (preferably both)
+    # Direct link to notebook file on GitHub
+    github_url: "https://github.com/act-cms/your-lesson-repo/blob/main/01-intro.ipynb"
+    # Google Colab launch link (recommended for accessibility)
+    colab_url: "https://colab.research.google.com/github/act-cms/your-lesson-repo/blob/main/colab-notebooks/01-intro.ipynb"
+
+    # Learning objectives specific to this material
+    objectives:
+      - "Specific skill students will develop"
+      - "Another concrete learning outcome"
+      - "Third measurable objective"
+
+  # Add more materials as needed
+  - title: "Part 2: Advanced Topics"
+    description: "Description of second notebook"
+    type: "notebook"
+    duration: "90 min"
+    github_url: "https://github.com/act-cms/your-lesson-repo/blob/main/02-advanced.ipynb"
+    colab_url: "https://colab.research.google.com/github/act-cms/your-lesson-repo/blob/main/colab-notebooks/02-advanced.ipynb"
+    objectives:
+      - "Advanced skill development"
+      - "Application of concepts from Part 1"
+
+# LEARNING OBJECTIVES (REQUIRED)
+# What molecular science concepts will students learn?
+scientific_objectives:
+  - "Apply programming to integrate probability distribution functions"
+  - "Understand molecular property X through computational analysis"
+  - "Interpret results of computational molecular science calculations"
+
+# What computational/programming skills will students develop?
+cyberinfrastructure_objectives:
+  - "Write and execute Python code in Jupyter notebooks"
+  - "Write user-defined functions"
+  - "Create graphs of user-defined functions"
+
+# PREREQUISITES (REQUIRED)
+# What science background do students need?
+scientific_prerequisites:
+  - "General chemistry"
+
+# What programming experience is assumed?
+programming_prerequisites:
+  - "Basic Python syntax (variables, loops, functions)"
+  # OR: eg "Basic Python syntax (variables, loops, functions)"
+
+# PLATFORM SUPPORT (REQUIRED)
+# List platforms where your materials can be used. Each value must be one of
+# the supported platforms (spelling and capitalization matter):
+#   "Google Colab", "Local Installation", "ChemCompute", "CoCalc"
+# Any other value fails the build (no rendering template exists for it).
+platforms:
+  - "ChemCompute"
+  - "Local Installation"
+  - "Google Colab"
+
+# Which platform do you recommend for most users?
+# Pick exactly ONE platform name, and it must match an entry in the `platforms`
+# list above EXACTLY (same spelling and capitalization). Do NOT combine several,
+# e.g. "Google Colab, ChemCompute" is invalid and fails the build.
+recommended_platform: "ChemCompute"
+
+# METADATA (REQUIRED)
+# Tags help with searching - use relevant keywords
+tags:
+  - "python"
+  - "probability"
+  - "thermodynamics"
+  - "visualization"
+  - "quantum-chemistry"  # Use appropriate scientific area tags