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🌍 MY PLANET IN DATA
Featured
Natural Language Processing
2025
AI Counter-Propaganda Detector
Advanced AI-powered web application detecting propaganda techniques, emotional manipulation, and ideological bias in text content with 95% accuracy using LLMs and NLP for media literacy education.
AI-powered text analysis with real-time processing
Key Findings:
- •95% accuracy in propaganda technique identification using AI models
- •Real-time analysis combining traditional NLP with Large Language Models
- +2 more findings
PythonReactFlaskOpenRouter APIMistral 7BSpaCyNLPMachine LearningTailwind CSSTypeScript
Featured
Data Visualization
2024
Global Internet Usage Analysis (2000-2023)
Interactive Streamlit app analyzing global internet usage trends from 2000-2023, featuring predictive forecasting, country comparisons, and socioeconomic correlations with interactive visualizations.
Global internet usage data (2000-2023)
Key Findings:
- •Global internet adoption trends analysis over 23 years
- •Country-wise comparison and ranking analysis
- +2 more findings
PythonStreamlitPlotlyPandasProphetData VisualizationTime Series Analysis
Predictive Modeling
2024
Predicting Industrial Machine Downtime: Level 3
Machine learning project predicting industrial machine downtime using Random Forest and XGBoost models, achieving 99% accuracy for proactive maintenance scheduling in manufacturing.
2,500 records, 3 machines over 1 year
Key Findings:
- •Random Forest and XGBoost achieved 99% accuracy
- •Critical predictors: Spindle_Vibration, Torque, Hydraulic_Pressure
- +2 more findings
PythonScikit-learnXGBoostPandasNumPyMatplotlibSeabornImbalanced-learnJupyter Notebook
Featured
Natural Language Processing
2024
Educational Tutor AI Assistant Code Walkthrough
Interactive AI-powered educational assistant using Google Gemini models, featuring quiz generation, flashcards, grammar correction, and project guidance through a Streamlit web interface.
AI-powered educational content generation
Key Findings:
- •Successfully integrated Google Gemini AI for educational content generation
- •Interactive learning tools enhance student engagement
- +2 more findings
PythonStreamlitGoogle Gemini AICrewAILiteLLMJupyter NotebookAI/MLNatural Language Processing
Computer Vision
2024
Plant Disease Prediction Arabic
AI-powered plant disease prediction system using TensorFlow CNN models to detect and classify diseases from leaf images, providing instant diagnosis and treatment recommendations for agricultural applications.
Multi-class plant disease classification (12+ plant species)
Key Findings:
- •Successfully implemented CNN for plant disease classification
- •Real-time disease detection from leaf images
- +2 more findings
PythonTensorFlowKerasStreamlitComputer VisionDeep LearningCNNImage ProcessingAgriculture AI
Data Analysis
2024
Human Development Index (HDI) Analysis
Comprehensive analysis of World Bank development indicators exploring relationships between GDP, life expectancy, and human development across global regions and income groups.
World Bank development indicators dataset
Key Findings:
- •Higher income groups have significantly higher average GDP per capita
- •Life expectancy has increased over time across all income groups
- +2 more findings
PythonPandasMatplotlibSeabornJupyter NotebookStatistical AnalysisData VisualizationWorld Bank Data
Statistical Analysis
2024
Education Trends and Disparities - A Focus on Morocco
Comprehensive analysis of Morocco's education system exploring trends, disparities, and policy implications through statistical analysis of completion rates, enrollment ratios, and test scores.
Morocco education indicators dataset
Key Findings:
- •Positive trend in primary education with minimal gender gap favoring females
- •Significant fluctuations in completion rates with recent improvements
- +2 more findings
PythonPandasMatplotlibSeabornJupyter NotebookStatistical AnalysisANOVAT-TestsEducation Data
Natural Language Processing
2024
Aljazeera News Text Analytics
Advanced NLP analysis of 439 Aljazeera news articles using DistilRoBERTa transformer model for sentiment analysis, text preprocessing, and interactive visualizations of news content patterns.
439 Aljazeera English news articles
Key Findings:
- •Advanced sentiment analysis using DistilRoBERTa transformer model
- •Temporal analysis of news sentiment patterns
- +2 more findings
PythonNLPDistilRoBERTaTransformer ModelsText AnalyticsSentiment AnalysisJupyter NotebookHTMLRSS Feeds
Data Analysis
2024
Airline Loyalty Program Analysis
Comprehensive analysis of Northern Lights Air loyalty program data examining promotional campaign impact, demographic adoption patterns, and regional flight activity across Canadian provinces.
Customer loyalty and flight activity data (Feb-Apr 2018)
Key Findings:
- •Promotional campaign led to significant net increase in loyalty program memberships
- •Higher adoption among Bachelor's degree holders and married customers
- +2 more findings
PythonPandasMatplotlibSeabornJupyter NotebookBusiness AnalyticsCustomer AnalyticsIBM Cognos Analytics
Data Analysis
2024
Comprehensive Market Analysis of Airbnb Listings
Comprehensive market analysis of Airbnb listings examining trends, pricing strategies, host insights, and geospatial patterns to inform investment and business decisions in the short-term rental market.
Multiple Airbnb datasets including listings, sales, amenities, and geolocation data
Key Findings:
- •Comprehensive analysis of property types and their impact on rental success
- •Geospatial patterns and location-based pricing strategies
- +2 more findings
PythonPandasMatplotlibSeabornFoliumJupyter NotebookGeospatial AnalysisData VisualizationMarket Analysis
Machine Learning
2024
TV Shows Dataset Analysis Project
Comprehensive analysis of 160K TV shows dataset including success prediction, recommendation systems, NLP analysis, and production trend insights for entertainment industry applications.
160K TV shows with comprehensive metadata including air dates, genres, languages, and voting data
Key Findings:
- •Diverse themes and sentiments identified in TV show overviews across genres
- •High potential for predicting show success using popularity metrics and voting patterns
- +2 more findings
PythonPandasScikit-learnNLTKspaCyJupyter NotebookMachine LearningNLPRecommendation Systems
Data Analysis
2024
Analytical Insights into Hotel Booking Dynamics
Comprehensive analysis of hotel booking dynamics examining pricing strategies, cancellation patterns, customer demographics, and market segment behaviors to optimize hospitality operations and revenue.
Comprehensive hotel booking dataset with hotel type, booking status, customer details, and financial data
Key Findings:
- •Key factors influencing cancellation rates identified across time periods and customer demographics
- •Pricing trends revealing differences between city and resort hotel strategies
- +2 more findings
PythonPandasMatplotlibSeabornJupyter NotebookStatistical AnalysisBusiness AnalyticsHospitality Analytics
Featured
Data Analysis
2024
Renewable Energy Trends Analysis
Comprehensive analysis of global renewable energy trends using a dataset of 2,400 observations and 31 features to uncover insights about investment efficiency, production patterns, and policy impacts on clean energy adoption worldwide.
2,400 observations, 31 features
Key Findings:
- •China, Japan, and India lead in investment efficiency
- •Investment efficiency shows strongest positive correlation with production
- +2 more findings
PythonPandasNumPyMatplotlibSeabornStatsmodelsJupyter Notebook
Data Analysis
2023
Internet: A Global Phenomenon and Morocco
Comprehensive analysis of global internet usage from 1990-2020 examining patterns, regional disparities, and Morocco's remarkable digital transformation journey with 84.12% internet adoption.
Global internet usage data from 1990-2020 including user statistics, broadband adoption, and mobile subscriptions
Key Findings:
- •Top 5 countries in internet usage by population share: UAE, Bahrain, Qatar, Kuwait, and Iceland
- •Morocco achieved 84.12% internet usage share in 2020, surpassing global average
- +2 more findings
PythonPandasMatplotlibGeoPandasJupyter NotebookData VisualizationGeospatial Analysis
Data Analysis
2023
Earthquake and Data Analysis of Morocco
Comprehensive analysis combining earthquake data, geospatial information, and venue preferences to understand Moroccan cities' seismic characteristics and urban development patterns for informed planning and disaster preparedness.
Earthquake data for Moroccan cities, venue data from Foursquare API, and geospatial geological features data
Key Findings:
- •Relationship between earthquake magnitudes and proximity to geological features identified
- •Patterns in venue popularity in earthquake-prone regions analyzed
- +2 more findings
PythonPandasGeoPandasMatplotlibFoursquare APIJupyter NotebookGeospatial AnalysisAPI Integration