“How Temperature, Humidity, and Pollution Interact in the Global Atmosphere”
Weather is a delicate system of balance where heat, moisture, and particles constantly interact to shape the air we breathe.Using the Kaggle Global Daily Weather
“How Lunar Cycles Reflect Global Atmospheric Patterns”
The Moon has guided humanity for centuries, influencing tides, calendars, and even cultural rhythms. Using the Kaggle Global Daily Weather Dataset (2023–2024), we explored the
“The World’s Most Polluted Capitals by PM2.5 Levels (2023–2024)”
Air pollution is the silent climate crisis; it kills more people each year than traffic accidents, malaria, or war.Using the Kaggle — Global Daily Weather
“Mapping the Pulse of the Planet: Insights from Global Weather Patterns (2023–2024)”
Weather is data in motion, revealing the planet’s heartbeat. The Kaggle — Global Daily Weather Dataset provides detailed weather information for capital cities worldwide, offering
BMW Pricing Elasticity and Performance Dynamics (2010–2024)
Overview To explore how BMW vehicle characteristics influence market performance, a multiple linear regression model was estimated using core predictors: ln_price – natural log of
Predicting BMW Sales Classification (2010–2024) Using Logistic Regression
Overview To understand which vehicle attributes most influence whether BMW sales fall into high or low performance categories, a Logistic Regression classifier was trained on
BMW Market Segmentation (2010–2024): A K-Means Clustering Analysis
Overview To better understand BMW’s product and market segmentation, a K-Means clustering algorithm was applied to four key quantitative features: Price_USD Sales_Volume Engine_Size_L Mileage_KM The
BMW Sales Dataset Summary (2010–2024): Descriptive Insights
Overview The dataset contains 50,000 records with 11 attributes that describe BMW’s sales, pricing, and model characteristics across multiple regions and fuel technologies between 2010
BMW Sales Classification and Regional Distribution (2010–2024)
Overview This section explores how BMW’s global sales performance varies across regions and sales categories (classified as High or Low). It provides a broader understanding
BMW Annual Sales Trends by Fuel Type (2010–2024)
Overview This section examines BMW’s sales performance across four major fuel categories, Diesel, Petrol, Hybrid, and Electric, from 2010 to 2024. The analysis reveals how
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