Data Science Analysis Portfolio
Stroke Prediction Model
Group project: Random Forest algorithm (other algorithms were tested as well) from scikit-learn library to help predict stroke based on 10 input features. Flask was used as it is a very light web framework to handle the POST requests. Group modelling process Stroke Model Created the online web application in Heroku Stroke Predictor NO LONGER Available.
Credit Risk Evaluation: Supervised Learning
Supervised Machine Learning to predict Credit Risk. Review of Logistic Regression and Random Forest Classifier with and without scaling.
NYC Citi Bike Analysis
View the full public Tableau Analysis. This shows analysis from Feb-Aug 2020 during the Pandemic. (Limited the data to these months due to public tableau space.)
Analysis of Weather vs New York City Stock Exchange:
Analysis of maximum temperature vs 23 New York City stock exchanges where the HQ is in NYC. Specifically looking at closing price and volume.
Earthquake Weekly Locations API:
Mapped weekly earthquake data through an API using Leaflet JavaScript Library. Visualized for the web.
Mapped Bike Stations in NYC:
Web application to map bike stations in NYC with an api. Used Openstreet Maps to create a bike station overlay. JavaScript logic. Deployed on github : NYC bike stations
Biodiversity Web Dashboard using Plotly:
Built an interactive web dashboard to explore the Belly Button Biodiversity. Responsive web design, using PlotlyJS and D3. Deployed on github : Belly Button Biodiversity
Mission to Mars: Mars News:
Built a web application that scrapes various websites for data related to the Mission to Mars and displays the information in a single HTML page. Stores the data in a Mongo database. Uses Flask, Beautiful Soup, Splinter, Python, Bootstrap, MongoDB.
Trends of CO2 Emissions vs Gas Prices from 1990 to 2020:
Quick Data Anlaysis of CO2 Emmissions (Our World in Data) vs Gas Prices (Statistics Canada). Project explanation of ETL process. Group Project.
Analytics Web Design for Weather Data:
Sample Analytics web design dashboard for weather analysis. Menu and visualizations. Weather Analytics Dashboard
Weather in Hawaii Analysis:
Weather data analysis from Hawaii station. Created a flask-api to review temperature and rainfall for a specific period of time to vacation in Hawaii. (sqlAlchemy)
Weather Analysis to Review Vacation Spots
Weather vacation analysis utilizes the OpenWeatherMap API and the citipy library. Analyzes the weather relationship for cities using geo coordinates. Uses jupyter-gmaps and the Google Places API for weather based vacation references.
Employee Database Modelling ERD
Data Modelling and Engineering, using ERD diagrams, and sqlalchemy for an employee database. SQL.
Pharmaceutical Analysis on Mice
Analysis of some Pharmaceutical regimens used on mice.
City School Analysis
All city schools data analysis. Type of school, resources, math and reading scores. Passing scores.
Financial Analysis
Financial analysis reviewing profit increase and decreases. Please review the readme file. Please review the data results in the analysis folder -> analysis.txt
Election Analysis
Election results analysis. Please review the readme file. Please review the data results in the analysis folder -> analysis.txt
Stock Market Analysis
Data analysis for multiple year stock market data. Uses excel and vba coding. Shows conditional formatting. Summary page.