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narnaoot/README.md

Hi there!

My name is Nabil Arnaoot and I live in San Francisco. After twenty years in tech, most recently as a Business Process Engineer at Apple, I just finished an MS from Saint Mary's College in Business Analytics. My practicum project was mapping and analyzing internet access across the US.

I like using data to solve problems and guide strategy, and I'm currently looking for work. Drop me a line if you have any cool projects you'd like to collaborate on!

Fun fact: I'm a passionate reader, and occasional writer, of science fiction. I like the stuff that explores radically different ways people can live.

Data Analytics Projects

  1. The Digital Divide: Internet Access across the US Practicum project for MS degree: We scraped information on internet plans for all zip codes in the US, then mapped it along with census information for a filterable map on areas with high digital divide.
  2. Tutorial on explainability with the SHAP package in Python: Ever wanted to understand why your model made a particular prediction, or to explain it to somebody else? SHAP can help; here's a quick explanation of how.
  3. Secret gardens of San Francisco: Filterable map and visual exploration of the mysterious privately-owned public open spaces hidden on roofs and around the corners of the city.
  4. Case study: Perceptions of Tesla: In order to compare customer perceptions of Tesla's luxury cars with its competitors, my team ran surverys, created perceptual maps and other analysis in Tableau, and presented our findings and recommendations in this final PowerPoint deck.
  5. Case Study: Quality Control with Hypothesis Testing: Case study demonstrating how hypothesis testing can be used to maintain quality control in a manufacturing use case. Written in R, published with R pubs.

Data Analytics Tutorials

Read my tutorials on Medium, or check out some of my recent favorites.

  1. Mapping Addresses in Tableau Use Tableau Prep to turn street addresses into mappable latitudes and longitudes.
  2. Conditional Probability for Normal People One of the trickier concepts in statistics.

Popular repositories Loading

  1. CanWildfirePredictAirQuality CanWildfirePredictAirQuality Public

    Given a fire's total acreage burned, can we predict the air quality on its containment date?

    Jupyter Notebook 1

  2. kitty kitty Public

    HTML

  3. BurnBabyBurn BurnBabyBurn Public

    Interactive mapping of California fire data.

    JavaScript

  4. narnaoot narnaoot Public

    Personal profile.

  5. explainability explainability Public

    Using the SHAP package in Python to explain machine learning.

    Jupyter Notebook

  6. tesla_research tesla_research Public