Datasets By Topic

 

2018-2023 Badminton World Tour Points Head To Head

Histogram
Summary statistics
Side-by-side boxplots
Difference in means hypothesis test
Linear regression
Confidence interval for regression slope
Analyzing wins and points head to head in singles and doubles in the Badminton World Tour from 2018-2023.
Jun 26, 2024
Abigail Smith

 

2022 Divison III Women’s Soccer Results

Correlation
Chi-square test for association
Division III women’s soccer teams game results from 2022 season

Hope Donoghue, Robin Lock

 

2023 Boston Marathon runners

Summary statistics
Outliers
Z-scores
The data set looks at the 2023 Boston Marathon results.
Jun 27, 2023
Jack Fay, A.J. Dykstra, and Ivan Ramler

 

2023 Miami Grand Prix Lap Data

Summary statistics
Histogram
Outliers
Use Minitab or other statistical software to gather summary statistics about the 2023 F1 Miami GP
Mar 7, 2024
Norah Kuduk

 

2023-24 PWHL Skaters

Data visualization
Data wrangling
Exploratory data analysis
The data set looks at statistics from PWHL skaters during the 2023-24 regular season. If possible, give a brief summary of the sports problem and statistical situation.
Jun 6, 2024
Brendan Karadenes

 

2024 College Ultimate Championship Statistics

Comparing groups
Data visualization
College Ultimate Championship Statistics containing statistics from the 2024 Division 1 and 3 Men’s and Women’s Ultimate Championships
Jun 21, 2024
Gavin Cassidy

 

2024 Disc Golf Pro Tour MPO Statistics

Correlation
DGPT statistics containg, scoring, throwing, putting, placement, and earning statistics. We will look at the correlation between throwing and putting statistics, and the success of a player.
Jun 6, 2024
Gavin Cassidy

 

2024 NCAA Fencing National Championship Individual Results

Boxplot
Linear regression
Side-by-side boxplots
Summary statistics
Difference in means hypothesis test
Assessing the difference in victories for Ivy and Non-Ivy league fencers at the 2024 NCAA Fencing National Championships.
Jul 8, 2024
Abigail Smith

 

500m Short Track Speed Skating

Histogram
Summary statistics
Outliers
Race and Lap times from 500m short track speed skating athletes at European Championship, World Cup, World Championship and Olympic events.
Jun 13, 2024
Gavin Cassidy

 

Australian Open Tennis (2008-2022)

Proportions
Two-way tables
Results from matches at the Men’s Australian Open Tennis Tournament between 2008 and 2022.
Aug 3, 2023
Trent Meyer, Robin Lock

 

Batting Statistics for Division I Softball

Merging
Joining
Data wrangling
These data sets contain batting statistics for Division I softball in the 2021 and 2022 seasons.
May 23, 2023
Sarah Weaver and Ivan Ramler

 

Beijing 2022 Winter Olympics Data

Data cleaning
Summary statistics
Merging
These datasets contain both athlete information and medal winner information from the Beijing 2022 Olympic Winter Games.
Feb 28, 2024
Eric Seltzer

SOURCE: https://repfitness.com/products/concept2-row-erg

Concept2 Erg Time Rankings

Side-by-side boxplots
Summary statistics
Difference in means hypothesis test
Outliers
Data ethics
Analyzing the top 50 2k, 6k, and 10k erg times for both men and women from 2018 to 2023.
Jul 17, 2024
Abigail Smith

 

Cricket: Asia Cup Results 1984 - 2022

Logistic regression
Cricket is a game watched and played by billions of people across the world. Second in global popularity only to football (soccer), it is extremely popular in South Asia…
Jun 10, 2024
Vivian Johnson

 

FINA World Junior Championships 2022 Diving Data

ANOVA for means
Pairwise comparisons
Fisher’s LSD
Tukey’s HSD
Preliminary diving results of womens 16-18 1m springboard from the 2022 FINA World Junior Championships.
Feb 29, 2024
Emma Deering

 

Handball - Individual Player Statistics for the 2022-2023 Season

Confidence interval for a mean
Prediction interval for regression
Linear regression
Multiple regression
Correlation
Comparing offensive statistics to penalties for individual players in the Handball-Bundesliga for the 2022-23 season.
Jun 7, 2024
Abigail Smith

 

Justin Verlander Pitches

categorical data
chi-squared test
Information about pitches thrown by Justin Verlander in the 2019 and 2022 MLB seasons
Mar 18, 2023
Ron Yurko

 

Lacrosse PLL vs. NLL

Difference in means hypothesis test
Difference in means confidence interval
The data set looks at both lacrosse leagues, their respective teams, and their shot and goal amounts.
Jun 22, 2023
AJ Dykstra, Jack Cowan, and Ivan Ramler

 

Lake Placid Women’s Ironman Triathlon

Histogram
Scatterplot
Correlation
Linear regression
The data set looks at female participatants in the triathlon Ironman.
Jun 17, 2023
Michael Schuckers, Matthew Abel, and A.J. Dykstra

 

League of Legends - Buffing and Nerfing

Outliers
Summary statistics
Z-scores
Game play statistics for League of Legends champions in two different patches. Can detecting outliers indicate champions that should be enhanced (buffed) or scaled back (nerfed)?
Jul 1, 2023
George Charalambous, Ivan Ramler, and A.J. Dykstra

SOURCE: https://en.wikipedia.org/wiki/Baseball_positions

MLB Home Plate Umpires

Histogram
Summary statistics
Outliers
Multiple regression
Multicollinearity
Confidence interval for regression mean
Prediction intervals for regression
Analyzing various statistics from Major League Baseball home plate umpires dating back to 2008.
Jul 16, 2024
Abigail Smith

 

MMA Fight Decisions

reliability
agreement
Decisions for MMA fights with judges scores. Can be used to explore judge agreement/consistency.
Aug 27, 2024
Caleb Skinner, Joshua Patrick, Connor Bryson, and Rodney X. Sturdivant

 

MMA Weight Class Fight Results

Chi square tests
Fisher Exact tests
categorical variable analysis
Data with MMA fight results by weight class; can examine if there is an association between weight class and different types of results.
Aug 27, 2024
Ian Young, Joshua Patrick, Connor Bryson, and Rodney X. Sturdivant

 

NASCAR Driver Ratings: 2007 - 2022

Data visualization
Data wrangling
Linear regression
Transformations in regression
Linear regression conditions
Multiple regression
NASCAR Driver Ratings and statistics from 2007-2022
Jul 6, 2023
Alyssa Bigness, Jack Fay, and Ivan Ramler

 

NBA RAPM Datasets

regularization
ridge regression
hierarchical models
Datasets to build regularized adjusted plus-minus (RAPM) models for NBA players during the 2022-2023 regular season
Mar 6, 2024
Ron Yurko

 

NBA drafts between the years 1990-2021

Difference in means hypothesis test
Comparative plots
Each year, the National Basketball Association (NBA) holds a draft, where prospective basketball players are able to be chosen to join one of the 30 professional teams…
Jul 1, 2024
Vivian Johnson

 

NCAA Men’s Water Polo 2023

Side-by-side boxplots
Joining
Filtering
Water polo is a fast paced, competitive game that combines different elements of swimming, soccer, and basketball. The National Collegiate Athletic Association (NCAA) is the…
Jul 16, 2024
Vivian Johnson

 

NCAA Women’s Gymnastics Championship Team Event Scores

Bootstrap distribution
Confidence interval for a mean
Each year, the National Collegiate Athletics Association (NCAA) holds the championship tournament for women’s gymnastics to crown the national champion. There are two…
Jul 3, 2024
Vivian Johnson

 

NFL Draft Combine

Exploratory data analysis
Linear regression
NFL Scouting Combine Event scores from 2004 - 2023
Aug 3, 2023
Shane Hauk, Michael Schuckers, Robin Lock

 

NHL Team Power Play Perfomance in 2022-2023

Exploratory data analysis
Measures for National Hockey League teams from all 5 on 4 power plays in the 2022-2023 season.
Jul 27, 2023
Abby Hustler, Robin Lock

 

NHL Team Statistics

Linear regression
Correlation
Team-level statistics from the 2022-2023 NHL season
Dec 15, 2023
Taylor Lum, Robin Lock

 

National Basketball Association Player Statistics

clustering
principal component analysis
NBA player statistics from the 2021-2022 regular season
Mar 25, 2023
Ron Yurko

 

National Football League Game Outcomes

Elo ratings
logistic regression
Bradley-Terry
State-space
NFL game outcomes during the Patrick Mahomes’ era (2018-present)
Jul 8, 2024
Ron Yurko

 

National Football League Team Statistics

linear regression
principal component analysis
missing data
variable selection
regularization
NFL team statistics from 1999 to 2022
May 24, 2023
Ron Yurko

 

National Hockey League Shots

classification
logistic regression
generalized additive models
multinomial logistic regression
naive bayes classifier
density estimation
Information about shots during the 2021-2022 NHL season
Mar 23, 2023
Ron Yurko

 

National Women’s Soccer League Team Statistics

linear regression
principal component analysis
NWSL team statistics from 2016 to 2022
Mar 18, 2023
Ron Yurko

 

Olympic Rowing Medals Between 1900 and 2022

Distribution description
Outliers
Summary statistics
Confounding variables
The total number of medals and the weighted points for nations competing in rowing events in the Summer Olympic Games between 1900 and 2022.
Jun 5, 2024
Abigail Smith

 

Olympic Swimming 1924 to 2020

Difference in means hypothesis test
Side-by-side boxplots
Confidence interval for a mean
The dataset looks at Olympic swimmers 100 meter races from 1924 to 2020.
Jun 13, 2024
Brendan Karadenes

 

Olympic Swimming History

exploratory data analysis
Olympic swimming data from 1912-2020. Includes athlete name, year, team, location, time, medal/no medal, stroke, distance, etc.
Jul 2, 2024
Andrew Poock

 

Premier Hockey Federation Shots

categorical data
chi-squared test
logistic regression
Information about shots during the 2021-2022 PHF season
Mar 23, 2023
Ron Yurko

 

Professional Bull Riding Analysis

Linear regression
Summary statistics
Influential points
Difference in means hypothesis test
Investigating a collection of professional bull riders and their statistics from 2023 season for the Touring Pro Division of the Professional Bull Riding League.
Mar 6, 2024
Matt Maslow

 

Ratio Between Dumbbell Press and Flat Bench Press

Histogram
Summary statistics
Confidence interval for a mean
Weightlifters may be inclined to track the specific ratio between flat dumbbell press and barbell bench press. Flat dumbbell press is when the lifter lies on a flat bench…
Jun 4, 2024
Vivian Johnson

 

Setka Table Tennis Dataset

Ranking methods
Table Tennis dataset containing results from one month of competition (Sept 2022) from the Setka Cup Table Tennis organization
Jul 17, 2024
Gavin Cassidy

 

Soccer Heights

ANOVA for means
Pairwise comparisons
Heights for a sample of 100 soccer players by position
Aug 3, 2023
Roderick Mpofu, Robin Lock

 

Statistics of PGA Tournaments During the 2022 Season

Correlation
Linear regression
Measures of Putting, Driving, and Success for individual golfers in 19 professional tournaments in 2022
May 19, 2023
Alysssa Bigness

 

Sumo wrestler characteristics

Data wrangling
Data visualization
Sumo wrestling data 1957-2023.
Jun 29, 2023
Jack Fay, A.J. Dykstra, and Ivan Ramler

 

Synergistic Interactions in League of Legends

Chi-square test for association
Categorical predictors
This module focuses on examining the synergistic relationships between champions in the AD Carry and Support roles within the popular video game, League of Legends. Through Chi-Squared analysis, we will assess potential interactions among the top five most-selected champions in these positions to determine if any statistically significant relationships exist.
Feb 29, 2024
George Charalambous

 

Team Statistics for Division I Women’s Volleyball

Multicollinearity
Multiple regression
Correlation
Summary statistics
These data sets contain team statistics for Division I women’s volleyball in the 2022 and 2023 seasons.
Jul 24, 2023
Jack Fay, A.J. Dykstra, and Ivan Ramler

 

Team statistics for NCAA Division 1 Men’s and Women’s Lacrosse

Correlation
Categorical predictors
Linear regression
Side-by-side boxplots
These data sets contain team statistics for NCAA Division I women’s and men’s lacrosse in the 2022 and 2023 seasons.
Jul 24, 2023
Jack Fay, A.J. Dykstra, and Ivan Ramler

 

UFC Striking Statistics

Normal distribution
Quantiles
Proportions
UFC fighter data containing information about height, weight, striking, reach, stance, and takedowns. Since the striking accuracy distribution is approximately normal, we will look at proportions and percentiles of fighters with “good” and “bad” percentages.
Mar 1, 2023
Brendan Karadenes

 

WTA Grand Slam Matches

logistic regression
data wrangling
categorical data
chi-squared test
clustering
WTA Grand Slam Matches from 2018 to 2022
May 24, 2023
Ron Yurko

 

West Point Indoor Obstacle Course Test Data

confounding variables
multiple regression
interactions
Dataset for the Indoor Obstacle Course, an obstacle course that all Cadets at West Point must complete prior to graduation.
Jul 2, 2024
Nicholas Clark

 

Win Percentages by Surface in Professional Tennis

Summary statistics
Linear regression
Side-by-side boxplots
Multiple regression
Data of the ATP players from the last 52 weeks as of May 27, 2024. Players who have played a minimum of 10 matches overall or 5 matches on a particular surface are included in the table.
Jun 4, 2024
Eric Seltzer

 

Women’s Alpine Skiing World Cup GS Statistics

Paired difference in means
Correlation
Statistics from a two-run women’s World Cup Giant Slalom race at Mont-Tremblant
Mar 14, 2024
Emilia Agostinelli

 

Women’s National Baskeball Assosiation game statistics

Data cleaning
Missing data
Logistic regression
This data set contains team game statistics for 16 WNBA teams and for 20 seasons.
Dec 15, 2023
Kristen Varin

 

Women’s National Basketball Association Shots

classification
logistic regression
generalized additive models
multinomial logistic regression
naive bayes classifier
density estimation
Information about shots during the 2022 WNBA season
Mar 25, 2023
Ron Yurko

 

World Athletics Race Walking Team Championships 2024

Distribution description
Difference in means hypothesis test
Two-way ANOVA for means
Logistic regression
Comparing both the 10 and 20k speeds and records for racers and countries in the 2024 World Athletics Race Walking Team Championships in Antalya, Turkey.
Jun 18, 2024
Abigail Smith

 

World Cup Women’s 10k Classic Nordic Ski Race

ANOVA for means
Linear regression
Correlation
Linear regression conditions
The times and ranks of skiers taken at four different distance points (1.3, 4.3, 7.5, and 10k) in a 10k classic race in Trondheim, Norway.
Feb 29, 2024
Abigail Smith
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