The R package dplyr is an extremely useful resource for data cleaning, manipulation, visualisation and analysis. It contains a large number of very useful functions and is, without doubt, one of my top 3 R packages today (ggplot2 and reshape2 being the others). When I was learning how to use dplyr for the first time,… Continue reading Useful dplyr Functions (w/examples)

## Ordinary Least Squares (OLS) Linear Regression in R

Ordinary Least Squares (OLS) linear regression is a statistical technique used for the analysis and modelling of linear relationships between a response variable and one or more predictor variables. If the relationship between two variables appears to be linear, then a straight line can be fit to the data in order to model the relationship.… Continue reading Ordinary Least Squares (OLS) Linear Regression in R

## Bland-Altman/Tukey Mean-Difference Plots using ggplot2

A very useful data visualisation tool in science, particularly in medical and sports settings, is the Bland-Altman/Tukey Mean-Difference plot. When comparing two sets of measurements for the same variable made by different instruments, it is often required to determine whether the instruments are in agreement or not. Correlation and linear regression can tell us something… Continue reading Bland-Altman/Tukey Mean-Difference Plots using ggplot2

## ggplot2 style plotting in Python

R is my language of choice for data science but a good data scientist should have some knowledge of all of the great tools available to them. Recently, I have been gleefully using Python for machine learning problems (specifically pandas and the wonderful scikit-learn). However, for all its greatness, I couldn't help but feel it… Continue reading ggplot2 style plotting in Python

## Naive Bayes Classification in R (Part 2)

Following on from Part 1 of this two-part post, I would now like to explain how the Naive Bayes classifier works before applying it to a classification problem involving breast cancer data. The dataset is sourced from Matjaz Zwitter and Milan Soklic from the Institute of Oncology, University Medical Center in Ljubljana, Slovenia (formerly Yugoslavia) and… Continue reading Naive Bayes Classification in R (Part 2)

## Naive Bayes Classification in R (Part 1)

Introduction A very useful machine learning method which, for its simplicity, is incredibly successful in many real world applications is the Naive Bayes classifier. I am currently taking a machine learning module as part of my data science college course and this week's practical work involved a classification problem using the Naive Bayes method. I… Continue reading Naive Bayes Classification in R (Part 1)

## Predicting the Willingen 2017 men’s ski jumping competition

In an earlier post of mine, I carried out an analysis on ski jumping data for Zakopane, Poland and attempted to predict which athletes would end up on the podium. I also created a classification tree and tested it on the 2017 competition data with good results. For this side project of mine, I hope… Continue reading Predicting the Willingen 2017 men’s ski jumping competition

## Predicting the Zakopane 2017 men’s ski jumping competition

When I was a young boy with a wild imagination, I used to try my hand at numerous sports ranging from tennis to gaelic footbal to soccer, each with varying degrees of success. Living in the countryside throughout my childhood, a big garden allowed me to construct vivid simulations of soccer championships (crowd and all)… Continue reading Predicting the Zakopane 2017 men’s ski jumping competition

## IMDB Movie Analysis

Movies of late haven't impressed (this viewer anyhow) and I keep finding myself returning to classics of the 1980's and 1990's to get my movie fix. While browsing through Kaggle datasets, I came across the IMDB 5000 Movie Dataset which contains data on over 5000 movies scraped from the IMDB website. I dove into the… Continue reading IMDB Movie Analysis

## An Analysis of Global Shark Attacks between 1543-2016

Travelling to a warm country and plan on hitting the beach? "Beware of the sharks!!" While the expression has almost become a cliché at this stage, shark attacks do occur and the fact that the global ocean is heating up potentially facilitates the occurrence of attacks (I would refer to them as interactions but we… Continue reading An Analysis of Global Shark Attacks between 1543-2016