Toronto Fire Incident Trend & Pattern Analysis

Business Problem:
An ebike rideshare rental company is looking to improve its planning processes. The company would like to strengthen its demand prediction capabilities, taking weather patterns into consideration.

EXPLORATORY DATA ANALYSIS

Geospatial Analysis of Toronto Fire Incidents

Business Problem:
An ebike rideshare rental company is looking to improve its planning processes. The company would like to strengthen its demand prediction capabilities, taking weather patterns into consideration.

eBike RideShare Analysis

Business Problem:
An ebike rideshare rental company is looking to improve its planning processes. The company would like to strengthen its demand prediction capabilities, taking weather patterns into consideration.

Global COVID-19 Vaccine Tracker

Business Problem:
A global health organization is seeking to optimize the performance of the COVID-19 vaccination program worldwide. They need a data-driven solution that enables effective tracking and analysis of the vaccination program's progress and performance across different countries.

DATA VISUALIZATION

Restaurant Wine Selection

Business Problem:
A restaurant has a large inventory of red and white wines.
However, a majority of their wine selection is not generating any profit. They're looking to turn this around moving forward, and have an inventory of profitable wines only.

MACHINE LEARNING APPLICATIONS

SP500 Stock Returns Clustering (2011): Portfolio Insights

Business Problem:
An investment firm us lookin to analyze the stock returns of the SP500 companies for the year 2011. Their goal is to cluster these companies into five distinct groups based on their performance during that specific period.

Loan Default Prediction

Business Problem:
A finance company aims to predict the likelihood of loan default for clients seeking various types of loans, including unsecured personal loans, auto refinancing loans, business loans, medical financing, and investment options.

PREDICTIVE MODELING

Student Grade Prediction

Business Problem:
The student success rate of one of the country's provinces is 74% whiles other provinces are close to 90%. A wave of its students is failing in the subjects of Math and French. The ministry of education is looking to design initiatives and strategies to improve success rate and student performance in the province.

Restaurant Wine Selection

Business Problem:
A restaurant has a large inventory of red and white wines.
However, a majority of their wine selection is not generating any profit. They're looking to turn this around moving forward, and have an inventory of profitable wines only.

DATA CLEANING AND TRANSFORMATION

Restaurant Wine Selection

Business Problem:
A restaurant has a large inventory of red and white wines.
However, a majority of their wine selection is not generating any profit. They're looking to turn this around moving forward, and have an inventory of profitable wines only.

SQL DATABASE QUERIES

Restaurant Wine Selection

Business Problem:
A restaurant has a large inventory of red and white wines.
However, a majority of their wine selection is not generating any profit. They're looking to turn this around moving forward, and have an inventory of profitable wines only.

TIME SERIES ANALYSIS