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Data Meets Humanity

My Data Science Projects

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    • Home Buyers
    • Income Gains Over Time – by Quantile
    • Makin’ It: 2008 – 2023
    • FBI Hate Crime Data 1991 – 2022
      • Predicting Hate Crime: Holt Winters Model
      • Predicting Hate Crime Arima Model
    • Boston Crime Data – Phase I
    • IMDB: Gender Analysis of IMDB Principals
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Data Visualization Projects / Python Data Projects

Makin’ It: College Grads 2008 – 2023

Posted on: April 26, 2025April 30, 2025

Affordability for Late Millennial and Gen-Z college grads In the next plot I displayed average used car payments, rent payments and public university student loan payments, each as […]

Data Visualization Projects / Python Data Projects

Home Buyers

Posted on: April 1, 2025April 24, 2025

Median home price + Freddie Mac average 30-year fixed mortgage rate (full amt) as percentage of median family income I obtained the unadjusted median sales price (US, CB […]

Data Visualization Projects / Python Data Projects

Income Gains Over Time – by Quantile

Posted on: April 1, 2025April 3, 2025

Unequal Financial Gains: See below the income by quantile from 1968 to 2023. Note that the data was obtained from the US Census and was adjusted to 2023 […]

Data Visualization Projects / Python Data Projects

Predicting Hate Crime Arima Model

Posted on: September 3, 2024April 2, 2025

The next models that I tried for predicting hate crime was the ARIMA and SARIMA models. It would make sense that there would be autoregressive features in hate […]

Data Visualization Projects / Python Data Projects

Predicting Hate Crime: Holt Winters Model

Posted on: September 1, 2024April 2, 2025

For the next part of the project, I analyzed the full data set of hate crimes, not differentiating on bias. My purpose here was to look at Exponential […]

Data Visualization Projects / Python Data Projects

FBI Hate Crime Data 1991 – 2022

Posted on: February 3, 2024April 2, 2025

Data Set: https://cde.ucr.cjis.gov/LATEST/webapp/# Introduction Definition A hate crime is classified as such when even a portion of the motivation for the crime is motivated by the perpetrator’s hate […]

Data Visualization Projects / Python Data Projects

Boston Crime Data – Phase I

Posted on: June 7, 2023April 2, 2025

I analyzed the Boston crime data from the following Analyze Boston Data (Crime Incident Reports (August 2015 – To Date) (Source: New System) – Datasets – Analyze Boston) […]

Data Visualization Projects / Python Data Projects

IMDB: Gender Analysis of IMDB Principals

Posted on: August 26, 2021March 17, 2024

In recent years I have noticed Hollywood movies generally have a token female in most movies, but mostly male characters.  When actresses have requested equity in pay, the […]

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