=== COURSE CATEGORY ANALYSIS === Total courses (including trashed): 990 Courses WITHOUT category_id: 0 Courses WITH category_id: 990 - Architecture (parent): 116 courses - Construction (child): 5 courses - Dynamics (child): 2 courses - History (child): 5 courses - Housing (child): 2 courses - Physics (child): 4 courses - Religion (child): 1 courses - Construction (parent): 5 courses - Dynamics (parent): 2 courses - History (parent): 5 courses - Housing (parent): 2 courses - Physics (parent): 4 courses - Religion (parent): 1 courses - Creativity (child): 2 courses - Culture (child): 3 courses - Design (child): 23 courses - Humanities (child): 1 courses - Music Theory (child): 1 courses - Shakespeare (child): 4 courses - Creativity (parent): 2 courses - Culture (parent): 3 courses - Design (parent): 23 courses - Humanities (parent): 1 courses - Music Theory (parent): 1 courses - Shakespeare (parent): 4 courses - Biology (parent): 5 courses - Animal Breeding (child): 2 courses - Biochemistry (child): 1 courses - Biomaterials (child): 1 courses - Biomedical Imaging (child): 1 courses - Biostatistics (child): 1 courses - Biotechnology (child): 1 courses - Disease (child): 3 courses - Evolution (child): 3 courses - Health Wellness (child): 3 courses - Human Anatomy (child): 2 courses - Medicine (child): 2 courses - Neuroscience (child): 6 courses - Nutrition (child): 1 courses - Physiology (child): 1 courses - Stem (child): 9 courses - Animal Breeding (parent): 2 courses - Biochemistry (parent): 1 courses - Biomaterials (parent): 1 courses - Biomedical Imaging (parent): 1 courses - Biostatistics (parent): 1 courses - Biotechnology (parent): 1 courses - Disease (parent): 3 courses - Evolution (parent): 3 courses - Health Wellness (parent): 3 courses - Human Anatomy (parent): 2 courses - Medicine (parent): 2 courses - Neuroscience (parent): 6 courses - Nutrition (parent): 1 courses - Physiology (parent): 1 courses - Stem (parent): 9 courses - Accounting (child): 6 courses - Agile (child): 7 courses - Business Communications (child): 2 courses - Business Development (child): 10 courses - Business Model (child): 2 courses - Business Strategy (child): 1 courses - Communications (child): 1 courses - Customer Relationship Management (child): 1 courses - Digital Marketing (child): 4 courses - Excel (child): 11 courses - Finance (child): 7 courses - Financial Management (child): 1 courses - Human Resources (child): 2 courses - Innovation (child): 2 courses - Intellectual Property (child): 1 courses - Leadership (child): 8 courses - Management (child): 29 courses - Marketing (child): 12 courses - Portfolio Management (child): 1 courses - Retail (child): 1 courses - Sales (child): 2 courses - Strategy (child): 7 courses - Success (child): 1 courses - Thinking (child): 2 courses - Accounting (parent): 6 courses - Agile (parent): 7 courses - Business Communications (parent): 2 courses - Business Development (parent): 10 courses - Business Model (parent): 2 courses - Business Strategy (parent): 1 courses - Communications (parent): 1 courses - Customer Relationship Management (parent): 1 courses - Digital Marketing (parent): 4 courses - Excel (parent): 11 courses - Finance (parent): 7 courses - Financial Management (parent): 1 courses - Human Resources (parent): 2 courses - Innovation (parent): 2 courses - Intellectual Property (parent): 1 courses - Leadership (parent): 8 courses - Management (parent): 29 courses - Marketing (parent): 12 courses - Portfolio Management (parent): 1 courses - Retail (parent): 1 courses - Sales (parent): 2 courses - Strategy (parent): 7 courses - Success (parent): 1 courses - Thinking (parent): 2 courses - Chemistry (parent): 4 courses - Climate Change (child): 4 courses - Energy (child): 5 courses - Quantum Physics Mechanics (child): 1 courses - Climate Change (parent): 4 courses - Energy (parent): 5 courses - Quantum Physics Mechanics (parent): 1 courses - Algorithms (child): 2 courses - Amazon Web Services Aws (child): 3 courses - App Development (child): 1 courses - Azure (child): 2 courses - Backend Software Engineering (child): 1 courses - Blockchain (child): 3 courses - C Programming (child): 4 courses - Chatbots (child): 1 courses - Cloud Computing (child): 2 courses - Coding (child): 3 courses - Compilers (child): 1 courses - Computer Science (child): 1 courses - Css (child): 2 courses - Cybersecurity (child): 11 courses - Devops (child): 2 courses - Digital Forensics (child): 1 courses - Django (child): 1 courses - Ethical Hacking (child): 1 courses - Full Stack Development (child): 1 courses - Game Development (child): 1 courses - Git (child): 1 courses - Github (child): 2 courses - Information Technology (child): 1 courses - Java (child): 6 courses - Javascript (child): 1 courses - Kubernetes (child): 2 courses - Linux (child): 7 courses - Metadata (child): 1 courses - Mobile Development (child): 1 courses - Network Security (child): 2 courses - Object Oriented Programming (child): 1 courses - Penetration Testing (child): 1 courses - Python (child): 18 courses - React Native (child): 1 courses - Scratch Programming (child): 1 courses - Software Development (child): 2 courses - Web Development (child): 2 courses - Algorithms (parent): 2 courses - Amazon Web Services Aws (parent): 3 courses - App Development (parent): 1 courses - Azure (parent): 2 courses - Backend Software Engineering (parent): 1 courses - Blockchain (parent): 3 courses - C Programming (parent): 4 courses - Chatbots (parent): 1 courses - Cloud Computing (parent): 2 courses - Coding (parent): 3 courses - Compilers (parent): 1 courses - Computer Science (parent): 1 courses - Css (parent): 2 courses - Cybersecurity (parent): 11 courses - Devops (parent): 2 courses - Digital Forensics (parent): 1 courses - Django (parent): 1 courses - Ethical Hacking (parent): 1 courses - Full Stack Development (parent): 1 courses - Game Development (parent): 1 courses - Git (parent): 1 courses - Github (parent): 2 courses - Information Technology (parent): 1 courses - Java (parent): 6 courses - Javascript (parent): 1 courses - Kubernetes (parent): 2 courses - Linux (parent): 7 courses - Metadata (parent): 1 courses - Mobile Development (parent): 1 courses - Network Security (parent): 2 courses - Object Oriented Programming (parent): 1 courses - Penetration Testing (parent): 1 courses - Python (parent): 18 courses - React Native (parent): 1 courses - Scratch Programming (parent): 1 courses - Software Development (parent): 2 courses - Web Development (parent): 2 courses - Data Analysis (parent): 13 courses - Analytics (child): 6 courses - Big Data (child): 3 courses - Chatgpt (child): 3 courses - Data Engineering (child): 6 courses - Data Mining (child): 1 courses - Data Science (child): 13 courses - Data Visualization (child): 4 courses - Data Warehouse (child): 1 courses - Databases (child): 2 courses - Deep Learning (child): 4 courses - Image Analysis (child): 1 courses - Inference (child): 1 courses - Informatics (child): 1 courses - Information Systems (child): 1 courses - Machine Learning (child): 4 courses - Marketing Analytics (child): 1 courses - Power Bi (child): 3 courses - Pytorch (child): 1 courses - R Programming (child): 7 courses - Relational Databases (child): 2 courses - Research (child): 4 courses - Simulation (child): 1 courses - Sql (child): 4 courses - Statistics (child): 5 courses - Analytics (parent): 6 courses - Big Data (parent): 3 courses - Chatgpt (parent): 3 courses - Data Engineering (parent): 6 courses - Data Mining (parent): 1 courses - Data Science (parent): 13 courses - Data Visualization (parent): 4 courses - Data Warehouse (parent): 1 courses - Databases (parent): 2 courses - Deep Learning (parent): 4 courses - Image Analysis (parent): 1 courses - Inference (parent): 1 courses - Informatics (parent): 1 courses - Information Systems (parent): 1 courses - Machine Learning (parent): 4 courses - Marketing Analytics (parent): 1 courses - Power Bi (parent): 3 courses - Pytorch (parent): 1 courses - R Programming (parent): 7 courses - Relational Databases (parent): 2 courses - Research (parent): 4 courses - Simulation (parent): 1 courses - Sql (parent): 4 courses - Statistics (parent): 5 courses - Economics (parent): 14 courses - Behavioral Economics (child): 1 courses - Cash Flow Analysis (child): 1 courses - Circular Economy (child): 2 courses - Corporate Finance (child): 1 courses - Cryptography (child): 1 courses - Financial Analysis (child): 1 courses - Financial Literacy (child): 1 courses - Fintech (child): 1 courses - Investment Banking (child): 1 courses - Macroeconometric Forecasting (child): 1 courses - Macroeconomics (child): 3 courses - Personal Finance (child): 1 courses - Stocks (child): 2 courses - Tourism Management (child): 1 courses - Trading (child): 2 courses - Behavioral Economics (parent): 1 courses - Cash Flow Analysis (parent): 1 courses - Circular Economy (parent): 2 courses - Corporate Finance (parent): 1 courses - Cryptography (parent): 1 courses - Financial Analysis (parent): 1 courses - Financial Literacy (parent): 1 courses - Fintech (parent): 1 courses - Investment Banking (parent): 1 courses - Macroeconometric Forecasting (parent): 1 courses - Macroeconomics (parent): 3 courses - Personal Finance (parent): 1 courses - Stocks (parent): 2 courses - Tourism Management (parent): 1 courses - Trading (parent): 2 courses - Education (parent): 3 courses - Ap (child): 1 courses - How To Learn (child): 2 courses - Science (child): 10 courses - Teacher Training (child): 2 courses - Test Prep (child): 3 courses - Ap (parent): 1 courses - How To Learn (parent): 2 courses - Science (parent): 10 courses - Teacher Training (parent): 2 courses - Test Prep (parent): 3 courses - Electronics (parent): 2 courses - Circuits (child): 3 courses - Electricity (child): 1 courses - Embedded Systems (child): 2 courses - Manufacturing (child): 1 courses - Semiconductors (child): 1 courses - Technology (child): 5 courses - Thermodynamics (child): 1 courses - Urban Planning (child): 2 courses - Circuits (parent): 3 courses - Electricity (parent): 1 courses - Embedded Systems (parent): 2 courses - Manufacturing (parent): 1 courses - Semiconductors (parent): 1 courses - Technology (parent): 5 courses - Thermodynamics (parent): 1 courses - Urban Planning (parent): 2 courses - Engineering (parent): 3 courses - Aeronautical Engineering (child): 3 courses - Aerospace Engineering (child): 1 courses - Computer Architecture (child): 3 courses - Computer Networking (child): 1 courses - Logistics (child): 1 courses - Math (child): 16 courses - Matlab (child): 1 courses - Robotics (child): 1 courses - Six Sigma (child): 4 courses - Software Engineering (child): 3 courses - Supply Chain Design (child): 1 courses - Aeronautical Engineering (parent): 3 courses - Aerospace Engineering (parent): 1 courses - Computer Architecture (parent): 3 courses - Computer Networking (parent): 1 courses - Logistics (parent): 1 courses - Math (parent): 16 courses - Matlab (parent): 1 courses - Robotics (parent): 1 courses - Six Sigma (parent): 4 courses - Software Engineering (parent): 3 courses - Supply Chain Design (parent): 1 courses - Agribusiness (child): 1 courses - Agriculture (child): 1 courses - Geology (child): 2 courses - Gis Geographic Information Systems (child): 1 courses - Mining (child): 2 courses - Sustainability (child): 5 courses - Sustainable Development (child): 12 courses - Waste Management (child): 2 courses - Water (child): 2 courses - Agribusiness (parent): 1 courses - Agriculture (parent): 1 courses - Geology (parent): 2 courses - Gis Geographic Information Systems (parent): 1 courses - Mining (parent): 2 courses - Sustainability (parent): 5 courses - Sustainable Development (parent): 12 courses - Waste Management (parent): 2 courses - Water (parent): 2 courses - Healthcare (parent): 2 courses - Coaching (child): 1 courses - Ebola (child): 1 courses - Mental Health (child): 2 courses - Mindfulness (child): 1 courses - Opioid Crisis (child): 1 courses - Public Health (child): 1 courses - Social Psychology (child): 2 courses - Social Work (child): 2 courses - Coaching (parent): 1 courses - Ebola (parent): 1 courses - Mental Health (parent): 2 courses - Mindfulness (parent): 1 courses - Opioid Crisis (parent): 1 courses - Public Health (parent): 1 courses - Social Psychology (parent): 2 courses - Social Work (parent): 2 courses - Language (parent): 15 courses - Chinese History (child): 10 courses - French (child): 1 courses - Grammar (child): 1 courses - Italian (child): 3 courses - Japanese (child): 4 courses - Noongar (child): 1 courses - Rhetoric (child): 1 courses - Writing (child): 6 courses - Chinese History (parent): 10 courses - French (parent): 1 courses - Grammar (parent): 1 courses - Italian (parent): 3 courses - Japanese (parent): 4 courses - Noongar (parent): 1 courses - Rhetoric (parent): 1 courses - Writing (parent): 6 courses - Childrens Rights (child): 1 courses - Inequality (child): 1 courses - International Law (child): 3 courses - Justice (child): 3 courses - Childrens Rights (parent): 1 courses - Inequality (parent): 1 courses - International Law (parent): 3 courses - Justice (parent): 3 courses - Literature (parent): 4 courses - Archaeology (child): 1 courses - Buddhism (child): 1 courses - Creative Writing (child): 2 courses - Ethics (child): 4 courses - Philosophy (child): 2 courses - Storytelling (child): 4 courses - Archaeology (parent): 1 courses - Buddhism (parent): 1 courses - Creative Writing (parent): 2 courses - Ethics (parent): 4 courses - Philosophy (parent): 2 courses - Storytelling (parent): 4 courses - Social Science (parent): 10 courses - Abnormal Psychology (child): 1 courses - Child Development (child): 3 courses - Counterterrorism (child): 2 courses - Democracy (child): 1 courses - Gender Studies (child): 1 courses - Government (child): 3 courses - Happiness (child): 4 courses - Human Rights (child): 2 courses - Humanitarianism (child): 1 courses - Media (child): 2 courses - Politics (child): 4 courses - Psychology (child): 15 courses - Public Policy (child): 2 courses - Social Justice (child): 1 courses - Sociology (child): 1 courses - Womens Rights (child): 1 courses - Abnormal Psychology (parent): 1 courses - Child Development (parent): 3 courses - Counterterrorism (parent): 2 courses - Democracy (parent): 1 courses - Gender Studies (parent): 1 courses - Government (parent): 3 courses - Happiness (parent): 4 courses - Human Rights (parent): 2 courses - Humanitarianism (parent): 1 courses - Media (parent): 2 courses - Politics (parent): 4 courses - Psychology (parent): 15 courses - Public Policy (parent): 2 courses - Social Justice (parent): 1 courses - Sociology (parent): 1 courses - Womens Rights (parent): 1 courses - Uncategorized (parent): 184 courses Total from category sum: 1605 Difference (uncategorized): -615