CFB dataset loaders — Usage

load_cfb_usage_players

Release: espn_cfb_usage_players · asset https://github.com/sportsdataverse/sportsdataverse-data/releases/download/espn_cfb_usage_players/usage_players_{season}.parquet

Coverage

position_group is null for seasons whose play-by-play carried no participant positions.

Returns

col_name	type	description
season	Int64	Season the rows were summed over, keyed by the season's starting calendar year -- the same season stamp the released play-by-play carries.
pos_team_id	Int64	ESPN team id of the possession team (offense); joins to the ESPN teams and schedule datasets on team_id.
pos_team	String	Display name of the possession team (offense), as carried on the released play-by-play (e.g. "Kansas City Chiefs", "Georgia Bulldogs").
player_id	String	ESPN athlete id of the player, as a string; null when the play-by-play named the player without an id (the row is then keyed on the name).
player_name	String	Player display name, as carried on the play-by-play participants; the season row carries the most frequent non-null name over his games, so a renamed player with a player_id keeps one row per team (a row with no player_id is keyed on its name, so a rename there splits it).
position_group	String	Position group of the player (QB, RB, WR, TE, OL, DL, LB, DB, K, P, ...) resolved from the play participants' ESPN position ids; null when no participant row carried a position for the player; the season row carries his most frequent non-null group, so a game with no group does not split his season.
rushes	Int64	Rushing attempts on which the player was the rusher, on standing scrimmage plays (plays nullified by penalty are excluded).
targets	Int64	Pass targets on which the player was the receiver, complete or not, on standing scrimmage plays.
receptions	Int64	Targets the player caught (completed passes).
touches	Int64	Rushes plus receptions.
opportunities	Int64	Rushes plus targets -- the denominator of the per-opportunity rates.
rush_yards	Float64	Yards gained on the player's rushes (yds_rushed, falling back to the play's statYardage).
receiving_yards	Float64	Yards gained on the player's receptions (yds_receiving, falling back to statYardage); an incomplete target adds 0.
first_downs	Int64	Rushes and targets of the player that created a first down (first_down_created).
touchdowns	Int64	Rushes and targets of the player that scored an offensive touchdown.
fd_or_td	Int64	Rushes and targets of the player that produced a first down or an offensive touchdown (a play counts once even when both flags are set).
explosive_plays	Int64	Rushes and targets of the player flagged EPA_explosive on the play-by-play.
successful_plays	Int64	Rushes and targets of the player flagged EPA_success (positive EPA) on the play-by-play.
epa	Float64	Play EPA summed over the player's rushes and targets.
rz_rushes	Int64	Rushes by the player snapped in the red zone (rz_play: 20 or fewer yards to the end zone at the snap).
rz_targets	Int64	Targets of the player snapped in the red zone.
rz_touches	Int64	Touches (rushes plus receptions) by the player snapped in the red zone.
rz_touchdowns	Int64	Red-zone rushes and targets of the player that scored an offensive touchdown.
so_rushes	Int64	Rushes by the player snapped in scoring-opportunity territory (scoring_opp: 40 or fewer yards to the end zone at the snap).
so_targets	Int64	Targets of the player snapped in scoring-opportunity territory.
so_touches	Int64	Touches (rushes plus receptions) by the player snapped in scoring-opportunity territory.
so_touchdowns	Int64	Scoring-opportunity rushes and targets of the player that scored an offensive touchdown.
third_down_opportunities	Int64	Rushes and targets of the player that came on third down.
third_down_conversions	Int64	Third-down rushes and targets of the player that converted (a first down or an offensive touchdown).
third_down_expected	Float64	Expected third-down conversions for the player: the league's bundled third-down yards-to-go conversion curve summed over the third-down opportunities; null when no curve was available.
team_targets	Int64	The team's targets over the same games, counting every standing scrimmage target whether or not a receiver was attributed -- the denominator of target_share.
team_first_downs	Int64	The team's first downs created on standing scrimmage plays over the same games -- the denominator of first_down_share.
team_touches	Int64	The team's rushes plus completions over the same games -- the denominator of touch_share.
games	UInt32	Per-game rows summed into this season row -- the games in which this key appeared in the section -- so it counts games with activity, not games played.
fd_td_rate	Float64	fd_or_td / opportunities: the share of opportunities that produced a first down or an offensive touchdown; null with no opportunities.
explosive_rate	Float64	explosive_plays / opportunities; null with no opportunities.
success_rate	Float64	successful_plays / opportunities; null with no opportunities.
epa_per_opportunity	Float64	epa / opportunities; null with no opportunities.
rz_touchdown_rate	Float64	rz_touchdowns / rz_touches; null with no red-zone touches.
so_touchdown_rate	Float64	so_touchdowns / so_touches; null with no scoring-opportunity touches.
third_down_rate	Float64	third_down_conversions / third_down_opportunities; null with no third downs.
third_down_over_expected	Float64	third_down_conversions minus third_down_expected: conversions above the distance-adjusted expectation; null when no curve was available.
target_share	Float64	targets / team_targets: the player's share of the team's targets over the same games.
first_down_share	Float64	first_downs / team_first_downs: the player's share of the team's first downs.
touch_share	Float64	touches / team_touches: the player's share of the team's touches.

load_cfb_usage_players(seasons=2024)

load_cfb_usage_position_groups

Release: espn_cfb_usage_position_groups · asset https://github.com/sportsdataverse/sportsdataverse-data/releases/download/espn_cfb_usage_position_groups/usage_position_groups_{season}.parquet

Coverage

Needs ESPN play participants: rows exist only for seasons whose play-by-play carried player positions.

Returns

col_name	type	description
season	Int64	Season the rows were summed over, keyed by the season's starting calendar year -- the same season stamp the released play-by-play carries.
pos_team_id	Int64	ESPN team id of the possession team (offense); joins to the ESPN teams and schedule datasets on team_id.
pos_team	String	Display name of the possession team (offense), as carried on the released play-by-play (e.g. "Kansas City Chiefs", "Georgia Bulldogs").
position_group	String	Position group of the player (QB, RB, WR, TE, OL, DL, LB, DB, K, P, ...) resolved from the play participants' ESPN position ids; null when no participant row carried a position for the player.
rushes	Int64	Rushing attempts on which the position group was the rusher, on standing scrimmage plays (plays nullified by penalty are excluded).
targets	Int64	Pass targets on which the position group was the receiver, complete or not, on standing scrimmage plays.
receptions	Int64	Targets the position group caught (completed passes).
touches	Int64	Rushes plus receptions.
opportunities	Int64	Rushes plus targets -- the denominator of the per-opportunity rates.
rush_yards	Float64	Yards gained on the position group's rushes (yds_rushed, falling back to the play's statYardage).
receiving_yards	Float64	Yards gained on the position group's receptions (yds_receiving, falling back to statYardage); an incomplete target adds 0.
first_downs	Int64	Rushes and targets of the position group that created a first down (first_down_created).
touchdowns	Int64	Rushes and targets of the position group that scored an offensive touchdown.
fd_or_td	Int64	Rushes and targets of the position group that produced a first down or an offensive touchdown (a play counts once even when both flags are set).
explosive_plays	Int64	Rushes and targets of the position group flagged EPA_explosive on the play-by-play.
successful_plays	Int64	Rushes and targets of the position group flagged EPA_success (positive EPA) on the play-by-play.
epa	Float64	Play EPA summed over the position group's rushes and targets.
rz_rushes	Int64	Rushes by the position group snapped in the red zone (rz_play: 20 or fewer yards to the end zone at the snap).
rz_targets	Int64	Targets of the position group snapped in the red zone.
rz_touches	Int64	Touches (rushes plus receptions) by the position group snapped in the red zone.
rz_touchdowns	Int64	Red-zone rushes and targets of the position group that scored an offensive touchdown.
so_rushes	Int64	Rushes by the position group snapped in scoring-opportunity territory (scoring_opp: 40 or fewer yards to the end zone at the snap).
so_targets	Int64	Targets of the position group snapped in scoring-opportunity territory.
so_touches	Int64	Touches (rushes plus receptions) by the position group snapped in scoring-opportunity territory.
so_touchdowns	Int64	Scoring-opportunity rushes and targets of the position group that scored an offensive touchdown.
third_down_opportunities	Int64	Rushes and targets of the position group that came on third down.
third_down_conversions	Int64	Third-down rushes and targets of the position group that converted (a first down or an offensive touchdown).
third_down_expected	Float64	Expected third-down conversions for the position group: the league's bundled third-down yards-to-go conversion curve summed over the third-down opportunities; null when no curve was available.
team_targets	Int64	The team's targets over the same games, counting every standing scrimmage target whether or not a receiver was attributed -- the denominator of target_share.
team_first_downs	Int64	The team's first downs created on standing scrimmage plays over the same games -- the denominator of first_down_share.
team_touches	Int64	The team's rushes plus completions over the same games -- the denominator of touch_share.
games	UInt32	Per-game rows summed into this season row -- the games in which this key appeared in the section -- so it counts games with activity, not games played.
fd_td_rate	Float64	fd_or_td / opportunities: the share of opportunities that produced a first down or an offensive touchdown; null with no opportunities.
explosive_rate	Float64	explosive_plays / opportunities; null with no opportunities.
success_rate	Float64	successful_plays / opportunities; null with no opportunities.
epa_per_opportunity	Float64	epa / opportunities; null with no opportunities.
rz_touchdown_rate	Float64	rz_touchdowns / rz_touches; null with no red-zone touches.
so_touchdown_rate	Float64	so_touchdowns / so_touches; null with no scoring-opportunity touches.
third_down_rate	Float64	third_down_conversions / third_down_opportunities; null with no third downs.
third_down_over_expected	Float64	third_down_conversions minus third_down_expected: conversions above the distance-adjusted expectation; null when no curve was available.
target_share	Float64	targets / team_targets: the position group's share of the team's targets over the same games.
first_down_share	Float64	first_downs / team_first_downs: the position group's share of the team's first downs.
touch_share	Float64	touches / team_touches: the position group's share of the team's touches.

load_cfb_usage_position_groups(seasons=2024)

load_cfb_usage_tackles

Release: espn_cfb_usage_tackles · asset https://github.com/sportsdataverse/sportsdataverse-data/releases/download/espn_cfb_usage_tackles/usage_tackles_{season}.parquet

Coverage

Needs ESPN play participants (tackler / assist ids); a season without them has no rows, and position_group is null when no participant carried a position.

Returns

col_name	type	description
season	Int64	Season the rows were summed over, keyed by the season's starting calendar year -- the same season stamp the released play-by-play carries.
def_pos_team_id	Int64	ESPN team id of the tackler's own team (his game-roster team, else the play's defense); joins to the ESPN teams dataset on team_id.
def_pos_team	String	Display name of the tackler's own team -- the team the game roster lists him under (a punt-coverage tackle or a tackle after a turnover belongs to the play's offense), else the play's defense.
player_id	String	ESPN athlete id of the player, as a string; null when the play-by-play named the player without an id (the row is then keyed on the name).
player_name	String	Player display name, as carried on the play-by-play participants; the season row carries the most frequent non-null name over his games, so a renamed player with a player_id keeps one row per team (a row with no player_id is keyed on its name, so a rename there splits it).
position_group	String	Position group of the player (QB, RB, WR, TE, OL, DL, LB, DB, K, P, ...) resolved from the play participants' ESPN position ids; null when no participant row carried a position for the player; the season row carries his most frequent non-null group, so a game with no group does not split his season.
tackles	Int64	Solo tackles credited to the player in the play participants (tackler_player_ids).
assists	Int64	Assisted tackles credited to the player in the play participants (assisted_by_player_ids).
tackle_points	Float64	tackles plus 0.5 times assists.
games	UInt32	Per-game rows summed into this season row -- the games in which this key appeared in the section -- so it counts games with activity, not games played.
team_tackle_points	Float64	tackle_points summed over every player on the team for the season, special-teams and post-turnover tackles included; tackle_share's denominator is the scrimmage-only total.
tackle_share	Float64	scrimmage_tackle_points / team_scrimmage_tackle_points: the player's share of the defense's tackle points on its own standing scrimmage snaps -- kickoff, punt and field-goal coverage, plays a penalty wiped out and the offense's tackles after a turnover are left out; null when the defense has none.

load_cfb_usage_tackles(seasons=2024)

load_cfb_usage_position_group_tackles

Release: espn_cfb_usage_position_group_tackles · asset https://github.com/sportsdataverse/sportsdataverse-data/releases/download/espn_cfb_usage_position_group_tackles/usage_position_group_tackles_{season}.parquet

Coverage

Needs ESPN play participants with player positions; a season without them has no rows.

Returns

col_name	type	description
season	Int64	Season the rows were summed over, keyed by the season's starting calendar year -- the same season stamp the released play-by-play carries.
def_pos_team_id	Int64	ESPN team id of the tackler's own team (his game-roster team, else the play's defense); joins to the ESPN teams dataset on team_id.
def_pos_team	String	Display name of the tackler's own team -- the team the game roster lists him under (a punt-coverage tackle or a tackle after a turnover belongs to the play's offense), else the play's defense.
position_group	String	Position group of the player (QB, RB, WR, TE, OL, DL, LB, DB, K, P, ...) resolved from the play participants' ESPN position ids; null when no participant row carried a position for the player.
tackles	Int64	Solo tackles credited to the position group in the play participants (tackler_player_ids).
assists	Int64	Assisted tackles credited to the position group in the play participants (assisted_by_player_ids).
tackle_points	Float64	tackles plus 0.5 times assists.
games	UInt32	Per-game rows summed into this season row -- the games in which this key appeared in the section -- so it counts games with activity, not games played.
team_tackle_points	Float64	tackle_points summed over every player on the team for the season, special-teams and post-turnover tackles included; tackle_share's denominator is the scrimmage-only total.
tackle_share	Float64	scrimmage_tackle_points / team_scrimmage_tackle_points: the position group's share of the defense's tackle points on its own standing scrimmage snaps -- kickoff, punt and field-goal coverage, plays a penalty wiped out and the offense's tackles after a turnover are left out; null when the defense has none.

load_cfb_usage_position_group_tackles(seasons=2024)

load_cfb_usage_teams

Release: espn_cfb_usage_teams · asset https://github.com/sportsdataverse/sportsdataverse-data/releases/download/espn_cfb_usage_teams/usage_teams_{season}.parquet

Returns

col_name	type	description
season	Int64	Season the rows were summed over, keyed by the season's starting calendar year -- the same season stamp the released play-by-play carries.
pos_team_id	Int64	ESPN team id of the possession team (offense); joins to the ESPN teams and schedule datasets on team_id.
pos_team	String	Display name of the possession team (offense), as carried on the released play-by-play (e.g. "Kansas City Chiefs", "Georgia Bulldogs").
plays	Int64	Standing scrimmage plays the offense ran (plays nullified by penalty are excluded).
rushes	Int64	Rushing plays among the standing scrimmage plays.
targets	Int64	Pass plays with a targeted receiver (the target flag).
completions	Int64	Completed passes among the standing scrimmage plays.
first_downs	Int64	Scrimmage plays that created a first down (first_down_created).
touchdowns	Int64	Scrimmage plays that scored an offensive touchdown.
explosive_plays	Int64	Scrimmage plays flagged EPA_explosive on the play-by-play.
successful_plays	Int64	Scrimmage plays flagged EPA_success (positive EPA) on the play-by-play.
epa	Float64	Play EPA summed over the standing scrimmage plays.
third_down_opportunities	Int64	Third-down scrimmage plays with a known distance.
third_down_conversions	Int64	Third-down plays that produced a first down or an offensive touchdown.
third_down_expected	Float64	Expected third-down conversions: the league's bundled third-down yards-to-go conversion curve summed over the third-down plays; null when no curve was available.
rz_plays	Int64	Scrimmage plays snapped in the red zone (rz_play: 20 or fewer yards to the end zone at the snap).
rz_successes	Int64	Red-zone plays flagged EPA_success.
rz_epa	Float64	Play EPA summed over the red-zone plays.
rz_touchdowns	Int64	Red-zone plays that scored an offensive touchdown.
rz_targets	Int64	Red-zone pass plays with a targeted receiver.
rz_rushes	Int64	Red-zone rushing plays.
rz_trips	Int64	Drives with at least one red-zone play.
rz_points	Float64	Drive points (touchdown 7, field goal 3, from drive.result) summed over the drives that reached the red zone.
so_plays	Int64	Scrimmage plays snapped in scoring-opportunity territory (scoring_opp: 40 or fewer yards to the end zone at the snap).
so_successes	Int64	Scoring-opportunity plays flagged EPA_success.
so_epa	Float64	Play EPA summed over the scoring-opportunity plays.
so_touchdowns	Int64	Scoring-opportunity plays that scored an offensive touchdown.
so_targets	Int64	Scoring-opportunity pass plays with a targeted receiver.
so_rushes	Int64	Scoring-opportunity rushing plays.
so_trips	Int64	Drives with at least one play snapped in scoring-opportunity territory (the opponent's 40).
so_points	Float64	Drive points (touchdown 7, field goal 3, from drive.result) summed over the drives that reached the opponent's 40.
games	UInt32	Per-game rows summed into this season row -- the games in which this key appeared in the section -- so it counts games with activity, not games played.
success_rate	Float64	successful_plays / plays; null with no plays.
explosive_rate	Float64	explosive_plays / plays; null with no plays.
epa_per_play	Float64	epa / plays; null with no plays.
third_down_rate	Float64	third_down_conversions / third_down_opportunities; null with no third downs.
third_down_over_expected	Float64	third_down_conversions minus third_down_expected: conversions above the distance-adjusted expectation; null when no curve was available.
rz_touchdown_rate	Float64	rz_touchdowns / rz_trips: touchdowns per red-zone trip; null with no trips.
rz_points_per_trip	Float64	rz_points / rz_trips; null with no trips.
rz_success_rate	Float64	rz_successes / rz_plays; null with no red-zone plays.
rz_epa_per_play	Float64	rz_epa / rz_plays; null with no red-zone plays.
so_touchdown_rate	Float64	so_touchdowns / so_trips: touchdowns per scoring-opportunity trip; null with no trips.
so_points_per_trip	Float64	so_points / so_trips; null with no trips.
so_success_rate	Float64	so_successes / so_plays; null with no scoring-opportunity plays.
so_epa_per_play	Float64	so_epa / so_plays; null with no scoring-opportunity plays.

load_cfb_usage_teams(seasons=2024)

load_cfb_usage_drive_scripting

Release: espn_cfb_usage_drive_scripting · asset https://github.com/sportsdataverse/sportsdataverse-data/releases/download/espn_cfb_usage_drive_scripting/usage_drive_scripting_{season}.parquet

Returns

col_name	type	description
season	Int64	Season the rows were summed over, keyed by the season's starting calendar year -- the same season stamp the released play-by-play carries.
pos_team_id	Int64	ESPN team id of the possession team (offense); joins to the ESPN teams and schedule datasets on team_id.
pos_team	String	Display name of the possession team (offense), as carried on the released play-by-play (e.g. "Kansas City Chiefs", "Georgia Bulldogs").
script	String	"scripted" for the offense's first two drives of each half, "non_scripted" for every other drive.
drives	Int64	Drives of this script type (distinct drive.id values with at least one standing scrimmage play).
plays	Int64	Standing scrimmage plays on those drives.
epa	Float64	Play EPA summed over those drives.
successes	Int64	Plays flagged EPA_success on those drives.
yards	Float64	statYardage summed over the plays on those drives.
points	Float64	Drive points (touchdown 7, field goal 3, from drive.result) summed over those drives.
touchdowns	Int64	Drives that included an offensive touchdown play.
scoring_opps	Int64	Drives that reached scoring-opportunity territory (a play snapped 40 or fewer yards from the end zone).
games	UInt32	Per-game rows summed into this season row -- the games in which this key appeared in the section -- so it counts games with activity, not games played.
epa_per_play	Float64	epa / plays; null with no plays.
success_rate	Float64	successes / plays; null with no plays.
yards_per_play	Float64	yards / plays; null with no plays.
points_per_drive	Float64	points / drives; null with no drives.
touchdown_rate	Float64	touchdowns / drives: the share of drives that scored a touchdown; null with no drives.
scoring_opp_rate	Float64	scoring_opps / drives: the share of drives that reached the opponent's 40; null with no drives.

load_cfb_usage_drive_scripting(seasons=2024)

load_cfb_usage_st_kickers

Release: espn_cfb_usage_st_kickers · asset https://github.com/sportsdataverse/sportsdataverse-data/releases/download/espn_cfb_usage_st_kickers/usage_st_kickers_{season}.parquet

Returns

col_name	type	description
season	Int64	Season the rows were summed over, keyed by the season's starting calendar year -- the same season stamp the released play-by-play carries.
pos_team_id	Int64	ESPN team id of the kicking team (the kicker's own team); joins to the ESPN teams and schedule datasets on team_id.
pos_team	String	Display name of the kicking team (the kicker's own team), as carried on the released play-by-play (e.g. "Kansas City Chiefs", "Georgia Bulldogs").
player_id	String	ESPN athlete id of the player, as a string; null when the play-by-play named the player without an id (the row is then keyed on the name).
player_name	String	Player display name, as carried on the play-by-play participants; the season row carries the most frequent non-null name over his games, so a renamed player with a player_id keeps one row per team (a row with no player_id is keyed on its name, so a rename there splits it).
kickoffs	Int64	Kickoffs by the kicker that stood (kicks nullified by penalty are excluded).
kickoff_yards	Float64	Kickoff distance summed over the kickoffs (yds_kickoff).
kickoff_touchbacks	Int64	Kickoffs that resulted in a touchback.
kickoff_onside	Int64	Onside kicks attempted by the kicker.
kickoff_out_of_bounds	Int64	Kickoffs that went out of bounds.
kickoff_returns_allowed	Int64	Kickoffs that were returned: not a touchback, onside, out of bounds or fair catch, and with a named returner.
kickoff_return_yards_allowed	Float64	Return yards allowed on the returned kickoffs.
kickoff_return_tds_allowed	Int64	Returned kickoffs that were taken back for a touchdown.
kickoff_epa	Float64	Play EPA summed over the kickoffs from the kicking side (the play EPA negated, because the receiving team is the possession team on a kickoff).
fg_attempts	Int64	Field-goal attempts by the kicker that stood (attempts nullified by penalty are excluded).
fg_made	Int64	Field goals made by the kicker.
fg_blocked	Int64	Field-goal attempts on which a blocker was credited.
fg_0_39_attempts	Int64	Field-goal attempts from under 40 yards.
fg_0_39_made	Int64	Field goals made from under 40 yards.
fg_40_49_attempts	Int64	Field-goal attempts from 40 to 49 yards.
fg_40_49_made	Int64	Field goals made from 40 to 49 yards.
fg_50_plus_attempts	Int64	Field-goal attempts from 50 yards or more.
fg_50_plus_made	Int64	Field goals made from 50 yards or more.
fg_epa	Float64	Play EPA summed over the field-goal attempts.
xp_attempts	Int64	Extra-point kick attempts by the kicker that stood.
xp_made	Int64	Extra-point kicks made by the kicker.
fg_long	Float64	Longest field goal made, in yards (a season maximum, not a sum).
games	UInt32	Per-game rows summed into this season row -- the games in which this key appeared in the section -- so it counts games with activity, not games played.
kickoff_avg	Float64	kickoff_yards / kickoffs; null with no kickoffs.
kickoff_touchback_rate	Float64	kickoff_touchbacks / kickoffs; null with no kickoffs.
kickoff_return_avg_allowed	Float64	kickoff_return_yards_allowed / kickoff_returns_allowed; null with no returns allowed.
fg_pct	Float64	fg_made / fg_attempts; null with no attempts.
xp_pct	Float64	xp_made / xp_attempts; null with no attempts.

load_cfb_usage_st_kickers(seasons=2024)

load_cfb_usage_st_punters

Release: espn_cfb_usage_st_punters · asset https://github.com/sportsdataverse/sportsdataverse-data/releases/download/espn_cfb_usage_st_punters/usage_st_punters_{season}.parquet

Returns

col_name	type	description
season	Int64	Season the rows were summed over, keyed by the season's starting calendar year -- the same season stamp the released play-by-play carries.
pos_team_id	Int64	ESPN team id of the punting team (the punter's own team); joins to the ESPN teams and schedule datasets on team_id.
pos_team	String	Display name of the punting team (the punter's own team), as carried on the released play-by-play (e.g. "Kansas City Chiefs", "Georgia Bulldogs").
player_id	String	ESPN athlete id of the player, as a string; null when the play-by-play named the player without an id (the row is then keyed on the name).
player_name	String	Player display name, as carried on the play-by-play participants; the season row carries the most frequent non-null name over his games, so a renamed player with a player_id keeps one row per team (a row with no player_id is keyed on its name, so a rename there splits it).
punts	Int64	Punts by the punter that stood (punts nullified by penalty are excluded).
punt_yards	Float64	Gross punt distance summed over the punts (yds_punted).
punt_touchbacks	Int64	Punts that resulted in a touchback.
punt_inside_20	Int64	Punts that landed inside the receiving team's 20: yards to the end zone at the snap minus punt distance between 0 and 20, touchbacks excluded.
punt_fair_catches	Int64	Punts that were fair caught.
punt_downed	Int64	Punts downed by the coverage team.
punt_out_of_bounds	Int64	Punts that went out of bounds.
punt_blocked	Int64	Punts by the punter that were blocked.
punt_returns_allowed	Int64	Punts that were returned: not a touchback, fair catch, downed, out of bounds or blocked, and with a named returner.
punt_return_yards_allowed	Float64	Return yards allowed on the returned punts.
punt_return_tds_allowed	Int64	Returned punts that were taken back for a touchdown.
punt_epa	Float64	Play EPA summed over the punts (the punting team is the possession team on a punt, so this already reads from the punter's side).
punt_long	Float64	Longest punt, in yards (a season maximum, not a sum).
games	UInt32	Per-game rows summed into this season row -- the games in which this key appeared in the section -- so it counts games with activity, not games played.
punt_net_yards	Float64	punt_yards minus punt_return_yards_allowed minus 20 yards per touchback.
punt_avg	Float64	punt_yards / punts: gross punting average; null with no punts.
punt_net_avg	Float64	punt_net_yards / punts: net punting average; null with no punts.
punt_inside_20_rate	Float64	punt_inside_20 / punts; null with no punts.
punt_return_avg_allowed	Float64	punt_return_yards_allowed / punt_returns_allowed; null with no returns allowed.

load_cfb_usage_st_punters(seasons=2024)

load_cfb_usage_st_returners

Release: espn_cfb_usage_st_returners · asset https://github.com/sportsdataverse/sportsdataverse-data/releases/download/espn_cfb_usage_st_returners/usage_st_returners_{season}.parquet

Returns

col_name	type	description
season	Int64	Season the rows were summed over, keyed by the season's starting calendar year -- the same season stamp the released play-by-play carries.
pos_team_id	Int64	ESPN team id of the returning team (the returner's own team); joins to the ESPN teams and schedule datasets on team_id.
pos_team	String	Display name of the returning team (the returner's own team), as carried on the released play-by-play (e.g. "Kansas City Chiefs", "Georgia Bulldogs").
player_id	String	ESPN athlete id of the player, as a string; null when the play-by-play named the player without an id (the row is then keyed on the name).
player_name	String	Player display name, as carried on the play-by-play participants; the season row carries the most frequent non-null name over his games, so a renamed player with a player_id keeps one row per team (a row with no player_id is keyed on its name, so a rename there splits it).
kick_returns	Int64	Kickoff returns by the returner (kickoffs that were neither a touchback, onside, out of bounds nor fair caught).
kick_return_yards	Float64	Kickoff return yards summed over the returns (yds_kickoff_return).
kick_return_tds	Int64	Kickoff returns that scored a touchdown.
kick_return_epa	Float64	Play EPA summed over the kickoff returns (the returning team is the possession team on a kickoff, so this reads from the returner's side).
punt_returns	Int64	Punt returns by the returner (punts that were neither a touchback, fair catch, downed, out of bounds nor blocked).
punt_return_yards	Float64	Punt return yards summed over the returns (yds_punt_return).
punt_return_tds	Int64	Punt returns that scored a touchdown.
punt_return_epa	Float64	Play EPA summed over the punt returns, negated so it reads from the return team's side (the punting team is the possession team on a punt).
kick_return_long	Float64	Longest kickoff return, in yards (a season maximum, not a sum).
punt_return_long	Float64	Longest punt return, in yards (a season maximum, not a sum).
games	UInt32	Per-game rows summed into this season row -- the games in which this key appeared in the section -- so it counts games with activity, not games played.
kick_return_avg	Float64	kick_return_yards / kick_returns; null with no kickoff returns.
punt_return_avg	Float64	punt_return_yards / punt_returns; null with no punt returns.

load_cfb_usage_st_returners(seasons=2024)

load_cfb_usage_st_blocks

Release: espn_cfb_usage_st_blocks · asset https://github.com/sportsdataverse/sportsdataverse-data/releases/download/espn_cfb_usage_st_blocks/usage_st_blocks_{season}.parquet

Returns

col_name	type	description
season	Int64	Season the rows were summed over, keyed by the season's starting calendar year -- the same season stamp the released play-by-play carries.
def_pos_team_id	Int64	ESPN team id of the team that made the block (the defense on the kick).
def_pos_team	String	Display name of the team that made the block (the defense on the kick).
player_id	String	ESPN athlete id of the player, as a string; null when the play-by-play named the player without an id (the row is then keyed on the name).
player_name	String	Player display name, as carried on the play-by-play participants; the season row carries the most frequent non-null name over his games, so a renamed player with a player_id keeps one row per team (a row with no player_id is keyed on its name, so a rename there splits it).
punt_blocks	Int64	Punts the player blocked (credited as the punt_block_player on the play).
fg_blocks	Int64	Field-goal attempts the player blocked (credited as the fg_block_player on the play).
blocks	Int64	punt_blocks plus fg_blocks.
games	UInt32	Per-game rows summed into this season row -- the games in which this key appeared in the section -- so it counts games with activity, not games played.

load_cfb_usage_st_blocks(seasons=2024)

load_cfb_usage_st_team

Release: espn_cfb_usage_st_team · asset https://github.com/sportsdataverse/sportsdataverse-data/releases/download/espn_cfb_usage_st_team/usage_st_team_{season}.parquet

Returns

col_name	type	description
season	Int64	Season the rows were summed over, keyed by the season's starting calendar year -- the same season stamp the released play-by-play carries.
pos_team_id	Int64	ESPN team id of the team (its own kicking, punting and returns, plus what it allowed); joins to the ESPN teams and schedule datasets on team_id.
pos_team	String	Display name of the team (its own kicking, punting and returns, plus what it allowed), as carried on the released play-by-play (e.g. "Kansas City Chiefs", "Georgia Bulldogs").
kickoffs	Int64	Kickoffs by the team that stood (kicks nullified by penalty are excluded).
kickoff_touchbacks	Int64	The team's kickoffs that resulted in a touchback.
kickoff_returns_allowed	Int64	Kickoffs that were returned: not a touchback, onside, out of bounds or fair catch, and with a named returner.
kickoff_return_yards_allowed	Float64	Return yards allowed on the team's returned kickoffs.
kickoff_return_tds_allowed	Int64	The team's kickoffs that were returned for a touchdown.
kickoff_epa	Float64	Play EPA summed over the kickoffs from the kicking side (the play EPA negated, because the receiving team is the possession team on a kickoff).
kick_returns	Int64	Kickoff returns by the team (kickoffs received that were neither a touchback, onside, out of bounds nor fair caught).
kick_return_yards	Float64	Kickoff return yards summed over the team's returns (yds_kickoff_return).
kick_return_tds	Int64	The team's kickoff returns that scored a touchdown.
kick_return_epa	Float64	Play EPA summed over the team's kickoff returns (the returning team is the possession team on a kickoff).
punts	Int64	Punts by the team that stood (punts nullified by penalty are excluded).
punt_yards	Float64	Gross punt distance summed over the team's punts (yds_punted).
punt_touchbacks	Int64	The team's punts that resulted in a touchback.
punts_blocked	Int64	The team's punts that were blocked.
punt_returns_allowed	Int64	Punts that were returned: not a touchback, fair catch, downed, out of bounds or blocked, and with a named returner.
punt_return_yards_allowed	Float64	Return yards allowed on the team's returned punts.
punt_return_tds_allowed	Int64	The team's punts that were returned for a touchdown.
punt_epa	Float64	Play EPA summed over the team's punts (the punting team is the possession team on a punt).
punt_returns	Int64	Punt returns by the team (punts received that were neither a touchback, fair catch, downed, out of bounds nor blocked).
punt_return_yards	Float64	Punt return yards summed over the team's returns (yds_punt_return).
punt_return_tds	Int64	The team's punt returns that scored a touchdown.
punt_return_epa	Float64	Play EPA summed over the team's punt returns, negated so it reads from the return team's side.
fg_attempts	Int64	The team's field-goal attempts that stood.
fg_made	Int64	The team's field goals made.
fgs_blocked	Int64	The team's field-goal attempts that were blocked.
fg_epa	Float64	Play EPA summed over the team's field-goal attempts.
punt_blocks_by	Int64	Opponent punts the team blocked.
fg_blocks_by	Int64	Opponent field-goal attempts the team blocked.
games	UInt32	Per-game rows summed into this season row -- the games in which this key appeared in the section -- so it counts games with activity, not games played.
punt_net_yards	Float64	punt_yards minus punt_return_yards_allowed minus 20 yards per touchback.
kickoff_touchback_rate	Float64	kickoff_touchbacks / kickoffs; null with no kickoffs.
kickoff_return_avg_allowed	Float64	kickoff_return_yards_allowed / kickoff_returns_allowed; null with no returns allowed.
fg_pct	Float64	fg_made / fg_attempts; null with no attempts.
punt_avg	Float64	punt_yards / punts: gross punting average; null with no punts.
punt_net_avg	Float64	punt_net_yards / punts: net punting average; null with no punts.
punt_return_avg_allowed	Float64	punt_return_yards_allowed / punt_returns_allowed; null with no returns allowed.
kick_return_avg	Float64	kick_return_yards / kick_returns; null with no kickoff returns.
punt_return_avg	Float64	punt_return_yards / punt_returns; null with no punt returns.

load_cfb_usage_st_team(seasons=2024)