resources.py

"""
Learning resources module - provides curated educational resources for each subject area
"""

def get_learning_resources(section_name, topic_performance, section):
    """
    Generate curated learning resources (videos, tutorials, practice sites) 
    based on the section and weak topics
    """
    # Filter topic performance for this section
    if not topic_performance.empty:
        section_topics = topic_performance[topic_performance['section'] == section]
        weak_topics = section_topics[section_topics['is_weak'] == True]['topic'].tolist() if not section_topics.empty else []
    else:
        weak_topics = []
    
    # Resource database organized by section
    resources = {
        'Math': {
            'videos': [
                {'title': 'Khan Academy - Mathematics Basics', 'url': 'https://www.khanacademy.org/math'},
                {'title': 'Professor Leonard - Math Fundamentals', 'url': 'https://www.youtube.com/c/ProfessorLeonard'},
                {'title': 'PatrickJMT - Math Tutorials', 'url': 'https://www.youtube.com/user/patrickJMT'},
                {'title': '3Blue1Brown - Visual Math', 'url': 'https://www.youtube.com/c/3blue1brown'},
                {'title': 'Organic Chemistry Tutor - Math Playlist', 'url': 'https://www.youtube.com/c/TheOrganicChemistryTutor'},
            ],
            'practice': [
                {'title': 'IXL Math Practice', 'url': 'https://www.ixl.com/math/'},
                {'title': 'Brilliant - Problem Solving', 'url': 'https://brilliant.org/courses/math-fundamentals/'},
                {'title': 'Art of Problem Solving', 'url': 'https://artofproblemsolving.com/'},
                {'title': 'Math is Fun - Interactive Lessons', 'url': 'https://www.mathsisfun.com/'},
                {'title': 'Prodigy Math Game', 'url': 'https://www.prodigygame.com/'},
            ],
            'interactive': [
                {'title': 'Desmos Graphing Calculator', 'url': 'https://www.desmos.com/calculator'},
                {'title': 'GeoGebra - Interactive Math', 'url': 'https://www.geogebra.org/'},
                {'title': 'Mathway - Problem Solver', 'url': 'https://www.mathway.com/'},
                {'title': 'Wolfram Alpha', 'url': 'https://www.wolframalpha.com/'},
            ]
        },
        'Verbal': {
            'videos': [
                {'title': 'Grammar Hero - English Grammar', 'url': 'https://www.youtube.com/c/GrammarHero'},
                {'title': 'English with Lucy - Vocabulary', 'url': 'https://www.youtube.com/c/EnglishwithLucy'},
                {'title': 'Khan Academy - Grammar', 'url': 'https://www.khanacademy.org/humanities/grammar'},
                {'title': 'Write to the Top - Writing Skills', 'url': 'https://www.youtube.com/c/WriteToTheTop'},
                {'title': 'Vocabulary.com Videos', 'url': 'https://www.vocabulary.com/'},
            ],
            'practice': [
                {'title': 'Grammarly - Writing Assistant', 'url': 'https://www.grammarly.com/'},
                {'title': 'Vocabulary.com', 'url': 'https://www.vocabulary.com/'},
                {'title': 'Quizlet - Vocabulary Practice', 'url': 'https://quizlet.com/'},
                {'title': 'ReadTheory - Reading Comprehension', 'url': 'https://readtheory.org/'},
                {'title': 'NoRedInk - Grammar Practice', 'url': 'https://www.noredink.com/'},
            ],
            'interactive': [
                {'title': 'Duolingo - Language Learning', 'url': 'https://www.duolingo.com/'},
                {'title': 'Memrise - Vocabulary Builder', 'url': 'https://www.memrise.com/'},
                {'title': 'Grammar Bytes - Interactive Exercises', 'url': 'https://chompchomp.com/menu.htm'},
            ]
        },
        'Non-verbal': {
            'videos': [
                {'title': 'Logical Reasoning - Visual Patterns', 'url': 'https://www.youtube.com/results?search_query=non+verbal+reasoning+patterns'},
                {'title': 'Spatial Reasoning Tutorials', 'url': 'https://www.youtube.com/results?search_query=spatial+reasoning+tutorial'},
                {'title': 'Pattern Recognition Practice', 'url': 'https://www.youtube.com/results?search_query=pattern+recognition+practice'},
                {'title': 'Abstract Reasoning Guide', 'url': 'https://www.youtube.com/results?search_query=abstract+reasoning+guide'},
            ],
            'practice': [
                {'title': 'Brilliant - Logic Puzzles', 'url': 'https://brilliant.org/courses/logic/'},
                {'title': 'Lumosity - Brain Training', 'url': 'https://www.lumosity.com/'},
                {'title': 'Peak - Brain Games', 'url': 'https://www.peak.net/'},
                {'title': 'Elevate - Cognitive Training', 'url': 'https://www.elevateapp.com/'},
                {'title': 'BrainBashers - Puzzles', 'url': 'https://www.brainbashers.com/'},
            ],
            'interactive': [
                {'title': 'Chess.com - Strategic Thinking', 'url': 'https://www.chess.com/'},
                {'title': 'Puzzle Baron - Logic Puzzles', 'url': 'https://logic.puzzlebaron.com/'},
                {'title': 'Simon Tatham\'s Puzzles', 'url': 'https://www.chiark.greenend.org.uk/~sgtatham/puzzles/'},
            ]
        },
        'Comprehension': {
            'videos': [
                {'title': 'Reading Comprehension Strategies', 'url': 'https://www.youtube.com/results?search_query=reading+comprehension+strategies'},
                {'title': 'Critical Reading Skills', 'url': 'https://www.youtube.com/results?search_query=critical+reading+skills'},
                {'title': 'Khan Academy - Reading & Vocabulary', 'url': 'https://www.khanacademy.org/ela'},
                {'title': 'Speed Reading Techniques', 'url': 'https://www.youtube.com/results?search_query=speed+reading+techniques'},
            ],
            'practice': [
                {'title': 'ReadWorks - Comprehension Practice', 'url': 'https://www.readworks.org/'},
                {'title': 'CommonLit - Free Reading Passages', 'url': 'https://www.commonlit.org/'},
                {'title': 'ReadTheory - Adaptive Reading', 'url': 'https://readtheory.org/'},
                {'title': 'Project Gutenberg - Free Books', 'url': 'https://www.gutenberg.org/'},
                {'title': 'Newsela - Current Events Reading', 'url': 'https://newsela.com/'},
            ],
            'interactive': [
                {'title': 'Actively Learn - Interactive Texts', 'url': 'https://www.activelylearn.com/'},
                {'title': 'Epic! - Digital Library', 'url': 'https://www.getepic.com/'},
                {'title': 'Spreeder - Speed Reading Tool', 'url': 'https://www.spreeder.com/'},
            ]
        }
    }
    
    # Get resources for this section, default to empty if not found
    section_resources = resources.get(section_name, {
        'videos': [],
        'practice': [],
        'interactive': []
    })
    
    # If we have weak topics, we could potentially filter/prioritize resources
    # For now, return all curated resources for the section
    return section_resources