
Chart Illustrating the Correlation of Key Features Obtained via Spotify API, Created in Python

Data Snippet and Visualization of Features Before Modeling

Average Popularity of Pop Artists in the Dataset, Obtained Directly via Spotify API

Box Plots to Visually Summarize the Distribution of a Key Feature (Popularity) Including Outliers

Box Plots to Visually Summarize the Distribution of a Key Feature (Valence) in the Dataset

Top 5 Coefficients from Lasso Regression Model Predicting Key Feature

Top 5 Coefficients from Ridge Regression Model Predicting Key Feature

Box Plots of Popularity Distribution Across Six Music Genres, Data from Spotify API

Correlation of Numeric Columns in Hotel Review Sentiment Analysis Project

Natural Language Processing: Top Coefficient Indicating Positive Sentiment in Hotel Reviews

Confusion Matrix: Visualizing Model Performance in Hotel Review Sentiment Analysis

Natural Language Processing: Lowest Coefficient Indicating Negative Sentiment in Hotel Reviews

Statistics and Public Health: Total Mosquito Bites Over Time, created in Python.

Statistics and Public Health: Prevalence of West Nile Virus by Mosquito Species

Statistics and Public Health: Total Number of Mosquitoes Trapped by Trap Type

WNV Presence in Mosquitoes (2008-2020): Higher Mosquito Counts Don't Indicate More WNV

Aviation Project: Top Airports with the Most Flights by Airline

Aviation Project: On-Time and Delayed Flights Over the Months

Reasons for Flight Cancellations by Month in 2018 and 2019, Created Using Tableau

US Heat Map: States with the Most Flight Departure Delays on Aviation Project

Table Calculation of Average Rental Prices in Manhattan, Grouped by Unit Type and Neighborhood

Table Calculation of Median Rental Prices in Manhattan, Grouped by Unit Type and Neighborhood

Scatter Plot: Relationship Between Two Average Values (Created in Python)

Scatter Plot: Relationship Between Two Median Values (Created in Python)

Box Plot: Detecting Outliers in Asking Price Feature of a Manhattan Rental Housing Real Estate Data

Box Plot: Zoomed-In View of Outliers in the Data

Manhattan Contract Activities (2020 to Present): Months with the Highest Signed Sale Contracts

Manhattan Neighborhoods with the Most and Fewest Signed Contract Activities (2020 to Present)

Timeline of Signed Sale Contract Activities (2020 to Sept 2024), Created in Python

Timeline of Signed Sale Contract Activities (2020 to Sept 2024), Created in Tableau

Manhattan Tableau Heatmap of Signed Sale Contract Activities (2020 to September 2024)

Manhattan Active Listings in September 2024 and Their Average/Median Prices per Sq Ft

Manhattan Active Listings in September 2024 and Their Average/Median Asking Prices per Listing

Linear Regression: Visualizing the Line of Best Fit with Seaborn

Distribution in Statistics: The Bell Curve for Height and Weight Data, created with Seaborn

The Bell Curve for Height and Weight Data, with Z-Score Analysis and Outlier Detection

Analysis of Variance (ANOVA): Comparing Multiple Groups with Box Plots and Outlier Detection
