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This folder contains all of the data used in The Pudding article One-Hit Wonders in Sports published in April 2018.

Below you'll find metadata for each file.

data.csv

  • What is this?: Data for 8 sport leagues in the last 30 years of players who finished in the top 20 in their respective sport at the end of a season.
  • Source(s): Data was collected from the following sources; NBA and WNBA: basketball-reference.com, MLB: FanGraphs, PGA: pgatour.com, LPGA: lpga.com, NHL: hockey-reference.com, ATP: github.com/serve-and-volley, WTA: github.com/JeffSackmann.
  • Last Modified: April 26, 2018
  • Contact Information: Russell Goldenberg
  • Spatial Applicability: United States
  • Temporal Applicability: 1988 - 2017
  • Variables (Columns):
Header Description Data Type
id unique player id text
name full player name text
year year of season (or last year if spanning two) number
year_index zero-based year of career number
total_players number of documented players that year number
peak_year_index the index of the year the player peaked number
rank competition rank of the player according to stat_val number
dnp if they did not play boolean
sport_name name of sport text
league name of league text
stat_prop name of stat used to rank text
stat_val value of stat used to rank number
played_prop name of units (eg. games) played property in data text
played_val number of units (eg. games) played number
played_2_prop name of units (eg. games) played property in data (secondary for baseball) text
played_2_val number of units (eg. games) played (secondary) number
team team name text
pos position text