Key Drivers of Churn — Translating Model Coefficients into Actionable Insights
Model Performance — Comparing models to identify the strongest classifier for targeted churn-reducti
Dataset Summary — Inputs for Media Mix Modeling
Media Channels vs. Revenue — Correlation Overview
Media Impact — Channel Effect Sizes from MMM
Geo-Lift Experiment — Validating MMM Insights with Regional Tests
Pipeline at a Glance — High-level workflow for building the Spotify popularity model.
Cross-Genre Comparison — How predictive signals and key audio drivers vary by genre.
Luxury Fashion Sales Trends — Seasonal Demand Insights
Luxury Fashion Payments — Cash vs. Card Trends
Customer Segmentation — Revenue Contribution by Value Tier
Customer Value Segments — Revenue Share Breakdown
Payment Method Mix — Month-to-Month Sales Breakdown
Payment Method Mix — Monthly Luxury Sales Comparison
Manhattan Contracts Signed — Year-Over-Year Trend (2024 vs. 2025)
Listing Discounts vs. Days on Market — Trends by Unit Type
Contract Activity Heatmap — Manhattan Neighborhoods (2020–2024)
Signed Contract Activity — Busiest Months (2020–2024)
Manhattan Contracts Signed — Multi-Year Market Trends (2020–2024)
Manhattan Contracts Signed — Multi-Year Seasonal Patterns (2020–2024)
Rental Prices vs. Days on Market — Neighborhood Comparison
Median Rents vs. Days on Market — Neighborhood Comparison
Average Manhattan Rents — Unit Type by Neighborhood
Median Manhattan Rents — Unit Type by Neighborhood
Asking Price Distribution — Outlier Detection
Asking Price Distribution — Zoomed-In Outlier View
Average Listing Prices — Top Manhattan Neighborhoods (Sept 2024)
Price per Sq Ft — Top Manhattan Neighborhoods (Sept 2024)
Data Snippet and Visualization of Features Before Modeling
Average Popularity of Pop Artists in the Dataset, Obtained Directly via Spotify API
Popularity Scores — Distribution by Artist
Valence Levels — Distribution by Artist
Electronic — Energy and acousticness most strongly predict popularity
Rock — Loudness and recency are the dominant predictors.
Correlation of Numeric Columns in Hotel Review Sentiment Analysis Project
Confusion Matrix: Visualizing Model Performance in Hotel Review Sentiment Analysis
Natural Language Processing: Top Coefficient Indicating Positive Sentiment in Hotel Reviews
Natural Language Processing: Lowest Coefficient Indicating Negative Sentiment in Hotel Reviews
US Heat Map: States with the Most Flight Departure Delays on Aviation Project
Aviation Project: Top Airports with the Most Flights by Airline
Statistics and Public Health: Prevalence of West Nile Virus by Mosquito Species
WNV Presence in Mosquitoes (2008-2020): Higher Mosquito Counts Don't Indicate More WNV
Linear Regression: Visualizing the Line of Best Fit with Seaborn
Distribution in Statistics: The Bell Curve for Height and Weight Data, created with Seaborn
Analyzing Time Spent on Website by a Group of Visitors
