CFB dataset loaders

flowchart LR
  raw["scrape / raw"] --> enrich["enrich"] --> rel["release asset"] --> load["load_*()"]

Automation status

Dataset	Release tag	Pipeline
load_cfb_pbp	espn_cfb_pbp	—
load_cfb_ratings	cfb_ratings	—
load_cfb_recruiting_proj	cfb_recruiting_proj	—
load_cfb_rosters	cfbfastR-data	—
load_cfb_schedule	cfbfastR-data	—
load_cfb_team_info	cfbfastR-data	—
load_cfb_teams_crosswalk	cfb_crosswalk	—
load_cfb_schedule_crosswalk	cfb_crosswalk	—
load_cfb_team_box	espn_cfb_team_box	—
load_cfb_player_box	espn_cfb_player_box	—
load_cfb_drives	espn_cfb_drives	—
load_cfb_play_participants	espn_cfb_play_participants	—
load_cfb_game_rosters	espn_cfb_game_rosters	—
load_cfb_linescores	espn_cfb_linescores	—
load_cfb_betting	espn_cfb_betting	—
load_cfb_power_index	espn_cfb_power_index	—
load_cfb_adv_team	espn_cfb_adv_team	—
load_cfb_adv_passing	espn_cfb_adv_passing	—
load_cfb_adv_rushing	espn_cfb_adv_rushing	—
load_cfb_adv_receiving	espn_cfb_adv_receiving	—
load_cfb_adv_defensive	espn_cfb_adv_defensive	—
load_cfb_adv_defensive_players	espn_cfb_adv_defensive_players	—
load_cfb_adv_drives	espn_cfb_adv_drives	—
load_cfb_adv_situational	espn_cfb_adv_situational	—
load_cfb_adv_specialists	espn_cfb_adv_specialists	—
load_cfb_adv_turnover	espn_cfb_adv_turnover	—
load_cfb_model_pbp	espn_cfb_model_pbp	—
load_cfb_passing	espn_cfb_passing	—
load_cfb_percentiles	espn_cfb_percentiles	—
load_cfb_receiving	espn_cfb_receiving	—
load_cfb_rushing	espn_cfb_rushing	—
load_cfb_team_summaries	espn_cfb_team_summaries	—

load_cfb_pbp

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

Returns

col_name	type
id	Int32
sequenceNumber	String
text	String
awayScore	Int32
homeScore	Int32
scoringPlay	Boolean
priority	Boolean
modified	String
statYardage	Int32
type.id	String
type.text	String
period.number	Int32
clock.displayValue	String
start.down	Int32
start.distance	Int32
start.yardLine	Int32
start.yardsToEndzone	Int32
start.downDistanceText	String
start.shortDownDistanceText	String
start.possessionText	String
start.team.id	Int32
end.down	Int32
end.distance	Int32
end.yardLine	Int32
end.yardsToEndzone	Int32
end.downDistanceText	String
end.shortDownDistanceText	String
end.possessionText	String
end.team.id	Int32
drive.id	String
drive.displayResult	String
drive.isScore	Boolean
drive.team.shortDisplayName	String
drive.team.displayName	String
drive.team.name	String
drive.team.abbreviation	String
drive.yards	Int32
drive.offensivePlays	Int32
drive.result	String
drive.description	String
drive.shortDisplayResult	String
drive.timeElapsed.displayValue	String
drive.start.period.number	Int32
drive.start.period.type	String
drive.start.yardLine	Int32
drive.start.clock.displayValue	String
drive.start.text	String
drive.end.period.number	Int32
drive.end.period.type	String
drive.end.yardLine	Int32
drive.end.clock.displayValue	String
game_id	Int32
season	Int32
seasonType	Int32
homeTeamId	Int32
awayTeamId	Int32
homeTeamName	String
awayTeamName	String
homeTeamMascot	String
awayTeamMascot	String
homeTeamAbbrev	String
awayTeamAbbrev	String
homeTeamNameAlt	String
awayTeamNameAlt	String
homeTeamSpread	Float64
gameSpread	Float64
gameSpreadAvailable	Boolean
overUnder	Float64
homeFavorite	Boolean
clock.minutes	String
clock.seconds	String
half	Int32
lead_half	Int32
start.TimeSecsRem	Int32
start.adj_TimeSecsRem	Int32
lead_text	String
lead_start_team	String
lead_start_yardsToEndzone	Int32
lead_start_down	Int32
lead_start_distance	Int32
lead_scoringPlay	Boolean
text_dupe	Boolean
game_play_number	Int32
start.pos_team.id	Int32
start.def_pos_team.id	Int32
end.def_team.id	Int32
end.pos_team.id	Int32
end.def_pos_team.id	Int32
start.pos_team.name	String
start.def_pos_team.name	String
end.pos_team.name	String
end.def_pos_team.name	String
start.is_home	Boolean
end.is_home	Boolean
homeTimeoutCalled	Boolean
awayTimeoutCalled	Boolean
end.homeTeamTimeouts	Int32
end.awayTeamTimeouts	Int32
start.homeTeamTimeouts	Int32
start.awayTeamTimeouts	Int32
end.TimeSecsRem	Int32
end.adj_TimeSecsRem	Int32
start.posTeamTimeouts	Int32
start.defPosTeamTimeouts	Int32
end.posTeamTimeouts	Int32
end.defPosTeamTimeouts	Int32
firstHalfKickoffTeamId	Int32
period	Int32
start.yard	Int32
end.yard	Int32
playType	String
week	Int32
end_of_half	Boolean
down_1	Boolean
down_2	Boolean
down_3	Boolean
down_4	Boolean
down_1_end	Boolean
down_2_end	Boolean
down_3_end	Boolean
down_4_end	Boolean
scoring_play	Boolean
td_play	Boolean
touchdown	Boolean
td_check	Boolean
safety	Boolean
fumble_vec	Boolean
forced_fumble	Boolean
kickoff_play	Boolean
kickoff_tb	Boolean
kickoff_onside	Boolean
kickoff_oob	Boolean
kickoff_fair_catch	Boolean
kickoff_downed	Boolean
kick_play	Boolean
kickoff_safety	Boolean
punt	Boolean
punt_play	Boolean
punt_tb	Boolean
punt_oob	Boolean
punt_fair_catch	Boolean
punt_downed	Boolean
punt_safety	Boolean
penalty_safety	Boolean
punt_blocked	Boolean
rush	Boolean
pass	Boolean
sack_vec	Boolean
pos_team	Int32
def_pos_team	Int32
is_home	Boolean
HA_score_diff	Int32
lag_homeScore	Int32
lag_awayScore	Int32
start.homeScore	Int32
start.awayScore	Int32
end.homeScore	Int32
end.awayScore	Int32
pos_team_score	Int32
def_pos_team_score	Int32
start.pos_team_score	Int32
start.def_pos_team_score	Int32
start.pos_score_diff	Int32
end.pos_team_score	Int32
end.def_pos_team_score	Int32
end.pos_score_diff	Int32
lag_pos_team	Int32
lead_pos_team	Int32
lead_pos_team2	Int32
pos_score_diff	Int32
lag_pos_score_diff	Int32
pos_score_pts	Int32
pos_score_diff_start	Int32
start.pos_team_receives_2H_kickoff	Boolean
end.pos_team_receives_2H_kickoff	Boolean
change_of_poss	Int32
penalty_flag	Boolean
penalty_declined	Boolean
penalty_no_play	Boolean
penalty_offset	Boolean
penalty_1st_conv	Boolean
penalty_in_text	Boolean
sack	Boolean
int	Boolean
int_td	Boolean
completion	Boolean
pass_attempt	Boolean
target	Boolean
pass_breakup	Boolean
pass_td	Boolean
rush_td	Boolean
turnover_vec	Boolean
offense_score_play	Boolean
defense_score_play	Boolean
downs_turnover	Boolean
fg_attempt	Boolean
fg_made	Boolean
pos_unit	String
def_pos_unit	String
lead_play_type	String
sp	Boolean
play	Boolean
scrimmage_play	Boolean
change_of_pos_team	Boolean
pos_score_diff_end	Int32
fumble_lost	Boolean
fumble_recovered	Boolean
receiver_player_name	String
passer_player_name	String
new_down	Int32
new_distance	Int32
middle_8	Boolean
rz_play	Boolean
scoring_opp	Boolean
stuffed_run	Boolean
stopped_run	Boolean
opportunity_run	Boolean
highlight_run	Boolean
short_rush_success	Boolean
short_rush_attempt	Boolean
power_rush_success	Boolean
power_rush_attempt	Boolean
early_down	Boolean
late_down	Boolean
early_down_pass	Boolean
early_down_rush	Boolean
late_down_pass	Boolean
late_down_rush	Boolean
standard_down	Boolean
passing_down	Boolean
TFL	Boolean
TFL_pass	Boolean
TFL_rush	Boolean
havoc	Boolean
start.pos_team_spread	Float64
start.elapsed_share	Float64
start.spread_time	Float64
end.pos_team_spread	Float64
end.elapsed_share	Float64
end.spread_time	Float64
start.yardsToEndzone.touchback	Int32
EP_start_touchback	Float64
EP_start	Float64
EP_end	Float64
lag_change_of_pos_team	Boolean
EPA	Float64
def_EPA	Float64
EPA_scrimmage	Float64
EPA_pass	Float64
EPA_explosive	Boolean
EPA_non_explosive	Float64
EPA_explosive_pass	Boolean
EPA_explosive_rush	Boolean
first_down_created	Boolean
EPA_success	Boolean
EPA_success_early_down	Boolean
EPA_success_early_down_pass	Boolean
EPA_success_early_down_rush	Boolean
EPA_success_late_down	Boolean
EPA_success_late_down_pass	Boolean
EPA_success_late_down_rush	Boolean
EPA_success_standard_down	Boolean
EPA_success_passing_down	Boolean
EPA_success_pass	Boolean
EPA_success_rush	Boolean
EPA_success_rush_EPA	Boolean
EPA_middle_8_success	Boolean
EPA_middle_8_success_pass	Boolean
EPA_middle_8_success_rush	Boolean
EPA_sp	Float64
start.ExpScoreDiff_touchback	Float64
start.ExpScoreDiff	Float64
start.ExpScoreDiff_Time_Ratio_touchback	Float64
start.ExpScoreDiff_Time_Ratio	Float64
end.ExpScoreDiff	Float64
end.ExpScoreDiff_Time_Ratio	Float64
wp_before	Float64
wp_touchback	Float64
def_wp_before	Float64
home_wp_before	Float64
away_wp_before	Float64
lead_wp_before	Float64
lead_wp_before2	Float64
wp_after	Float64
def_wp_after	Float64
home_wp_after	Float64
away_wp_after	Float64
wpa	Float64
drive_start	Int32
drive_stopped	Boolean
drive_play_index	Int32
drive_offense_plays	Int32
prog_drive_EPA	Float64
prog_drive_WPA	Float64
drive_offense_yards	Int32
drive_total_yards	Int32
qbr_epa	Float64
weight	Float64
non_fumble_sack	Boolean
pass_epa	Float64
pass_weight	Float64
action_play	Boolean
athlete_name	String
type.abbreviation	String
lag_half	String
lag_scoringPlay	Boolean
lag_HA_score_diff	Int32
net_HA_score_pts	Int32
H_score_diff	Int32
A_score_diff	Int32
yds_rushed	Int32
rusher_player_name	String
adj_rush_yardage	Int32
line_yards	Float64
second_level_yards	Float64
open_field_yards	Int32
highlight_yards	Float64
opp_highlight_yards	Float64
lag_EP_end	Float64
EP_between	Float64
EPA_rush	Float64
EPA_success_EPA	Float64
EPA_success_passing_down_EPA	Float64
rush_epa	Float64
rush_weight	Float64
penalty_detail	String
penalty_text	String
yds_penalty	Int32
EPA_penalty	Float64
pen_epa	Float64
pen_weight	Float64
yds_punt_gained	Int32
yds_punt_return	Int32
punter_player_name	String
punt_return_player_name	String
EPA_punt	Float64
EPA_success_standard_down_EPA	Float64
yds_receiving	Int32
EPA_success_pass_EPA	Float64
interception_player_name	String
scoringType.name	String
scoringType.displayName	String
scoringType.abbreviation	String
yds_kickoff_return	Int32
kickoff_player_name	String
kickoff_return_player_name	String
down	Int32
distance	Int32
EPA_kickoff	Float64
yds_fg	Int32
EPA_fg	Float64
fumble_player_name	String
fumble_recovered_player_name	String
yds_sacked	Int32
sack_epa	Float64
sack_weight	Float64
date	String
fg_kicker_player_name	String
yds_int_return	Int32
yds_punted	Int32
game_date_time	Datetime(time_unit='us', time_zone='America/New_York')
game_date	Date

load_cfb_pbp(seasons=2024)

load_cfb_ratings

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

Returns

col_name	type
season	Int64
team_id	String
adj_off_epa	Float64
adj_def_epa	Float64
adj_st_epa	Float64
adj_net	Float64
fei_off	Float64
fei_def	Float64
fei_net	Float64
games	Int64
off_pace	Float64
off_rank	Int64
def_rank	Int64
net_rank	Int64
net_z	Float64

load_cfb_ratings(seasons=2024)

load_cfb_recruiting_proj

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

Returns

col_name	type
season	Int64
team_id	String
pred_wins	Float64
pred_margin	Float64
pred_net_epa	Float64

load_cfb_recruiting_proj(seasons=2024)

load_cfb_rosters

Release: cfbfastR-data · asset https://raw.githubusercontent.com/sportsdataverse/cfbfastR-data/main/rosters/parquet/cfb_rosters_{season}.parquet

Returns

col_name	type
athlete_id	String
first_name	String
last_name	String
team	String
weight	Int32
height	Int32
jersey	Int32
year	Int32
position	String
home_city	String
home_state	String
home_country	String
home_latitude	String
home_longitude	String
home_county_fips	String
recruit_ids	List(Int32)
headshot_url	String
season	Int32

load_cfb_rosters(seasons=2024)

load_cfb_schedule

Release: cfbfastR-data · asset https://raw.githubusercontent.com/sportsdataverse/cfbfastR-data/main/schedules/parquet/cfb_schedules_{season}.parquet

Returns

col_name	type
game_id	Int32
season	Int32
week	Int32
season_type	String
start_date	String
start_time_tbd	Boolean
completed	Boolean
neutral_site	Boolean
conference_game	Boolean
attendance	Int32
venue_id	Int32
venue	String
home_id	Int32
home_team	String
home_conference	String
home_division	String
home_points	Int32
home_post_win_prob	Boolean
home_pregame_elo	Int32
home_postgame_elo	Int32
away_id	Int32
away_team	String
away_conference	String
away_division	String
away_points	Int32
away_post_win_prob	Boolean
away_pregame_elo	Int32
away_postgame_elo	Int32
excitement_index	Boolean
highlights	Boolean
notes	String

load_cfb_schedule(seasons=2024)

load_cfb_team_info

Release: cfbfastR-data · asset https://raw.githubusercontent.com/sportsdataverse/cfbfastR-data/main/team_info/parquet/cfb_team_info_{season}.parquet

Returns

col_name	type
team_id	Int32
school	String
mascot	String
abbreviation	String
alt_name1	String
alt_name2	String
alt_name3	String
conference	String
classification	String
color	String
alt_color	String
logo	String
logo_2	String
twitter	String
venue_id	Int32
venue_name	String
city	String
state	String
zip	String
country_code	String
timezone	String
latitude	Float64
longitude	Float64
elevation	String
capacity	Int32
year_constructed	Int32
grass	Boolean
dome	Boolean

load_cfb_team_info(seasons=2024)

load_cfb_teams_crosswalk

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

Returns

col_name	type
norm_key	String
espn_team_id	Int64
espn_team	String
espn_abbreviation	String
fox_team_id	String
fox_team	String
fox_abbreviation	String
yahoo_team_id	String
yahoo_team	String
yahoo_abbreviation	String
matched_sources	String

load_cfb_teams_crosswalk(seasons=2024)

load_cfb_schedule_crosswalk

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

Returns

col_name	type
matchup_key	String
espn_game_id	Int64
fox_game_id	String
yahoo_game_id	String
yahoo_global_game_id	String
home_team	String
away_team	String
espn_date	String
fox_date	String
yahoo_date	String
matched_sources	String

load_cfb_schedule_crosswalk(seasons=2024)

load_cfb_team_box

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

Returns

col_name	type
firstDowns	String
thirdDownEff	String
fourthDownEff	String
totalYards	String
netPassingYards	String
completionAttempts	String
yardsPerPass	String
rushingYards	String
rushingAttempts	String
yardsPerRushAttempt	String
totalPenaltiesYards	String
turnovers	String
fumblesLost	String
interceptions	String
possessionTime	String
team_id	Int64
team_abbreviation	String
team_name	String
home_away	String
game_id	Int64
season	Int64

load_cfb_team_box(seasons=2024)

load_cfb_player_box

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

Returns

col_name	type
completions/passingAttempts	String
passingYards	String
yardsPerPassAttempt	String
passingTouchdowns	String
interceptions	String
adjQBR	String
category	String
athlete_id	Int64
athlete_name	String
jersey	Null
team_id	Int64
rushingAttempts	String
rushingYards	String
yardsPerRushAttempt	String
rushingTouchdowns	String
longRushing	String
receptions	String
receivingYards	String
yardsPerReception	String
receivingTouchdowns	String
longReception	String
interceptionYards	String
interceptionTouchdowns	String
puntReturns	String
puntReturnYards	String
yardsPerPuntReturn	String
longPuntReturn	String
puntReturnTouchdowns	String
fieldGoalsMade/fieldGoalAttempts	String
fieldGoalPct	String
longFieldGoalMade	String
extraPointsMade/extraPointAttempts	String
totalKickingPoints	String
punts	String
puntYards	String
grossAvgPuntYards	String
touchbacks	String
puntsInside20	String
longPunt	String
game_id	Int64
season	Int64
stat_1	String
stat_2	String
stat_3	String
stat_4	String
stat_5	String

load_cfb_player_box(seasons=2024)

load_cfb_drives

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

Returns

col_name	type
drive_id	String
team_id	Int64
result	String
display_result	String
short_display_result	String
description	String
yards	Int64
offensive_plays	Int64
is_score	Boolean
start_period	Int64
start_yard_line	Int64
start_clock	String
start_text	String
end_period	Int64
end_yard_line	Int64
end_clock	String
time_elapsed	String
n_plays	Int64
game_id	Int64
season	Int64

load_cfb_drives(seasons=2024)

load_cfb_play_participants

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

Returns

col_name	type
game_id	Int64
play_id	Int64
kicker_player_name	String
returner_player_name	String
passer_player_name	String
receiver_player_name	String
rusher_player_name	String
penalized_player_name	String
scorer_player_name	String
pass_defender_player_name	String
punter_player_name	String
pat_scorer_player_name	String
sacked_by_player_name	String
kicker_player_id	String
returner_player_id	String
passer_player_id	String
receiver_player_id	String
rusher_player_id	String
penalized_player_id	String
scorer_player_id	String
pass_defender_player_id	String
punter_player_id	String
pat_scorer_player_id	String
sacked_by_player_id	String
kicker_player_names	String
returner_player_names	String
passer_player_names	String
receiver_player_names	String
rusher_player_names	String
penalized_player_names	String
scorer_player_names	String
pass_defender_player_names	String
punter_player_names	String
pat_scorer_player_names	String
sacked_by_player_names	String
kicker_player_ids	String
returner_player_ids	String
passer_player_ids	String
receiver_player_ids	String
rusher_player_ids	String
penalized_player_ids	String
scorer_player_ids	String
pass_defender_player_ids	String
punter_player_ids	String
pat_scorer_player_ids	String
sacked_by_player_ids	String
season	Int64
week	Int64
recoverer_player_name	String
recoverer_player_id	String
recoverer_player_names	String
recoverer_player_ids	String
tackler_player_name	String
assisted_by_player_name	String
forced_by_player_name	String
tackler_player_id	String
assisted_by_player_id	String
forced_by_player_id	String
tackler_player_names	String
assisted_by_player_names	String
forced_by_player_names	String
tackler_player_ids	String
assisted_by_player_ids	String
forced_by_player_ids	String
pat_passer_player_name	String
pat_passer_player_id	String
pat_passer_player_names	String
pat_passer_player_ids	String

load_cfb_play_participants(seasons=2024)

load_cfb_game_rosters

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

Returns

col_name	type
athlete_id	Int64
athlete_uid	String
athlete_guid	String
athlete_type	String
first_name	String
last_name	String
full_name	String
athlete_display_name	String
short_name	String
weight	Float64
display_weight	String
height	Float64
display_height	String
age	Float64
date_of_birth	String
slug	String
jersey	String
linked	Boolean
active	Boolean
alternate_ids_sdr	String
birth_place_city	String
birth_place_state	String
experience_years	Float64
experience_display_value	String
experience_abbreviation	String
status_id	String
status_name	String
status_type	String
status_abbreviation	String
birth_place_country	String
birth_country_alternate_id	String
birth_country_abbreviation	String
flag_href	String
flag_alt	String
flag_rel	String
starter	Boolean
valid	Boolean
did_not_play	Boolean
athlete_href	String
position_href	String
statistics_href	String
team_id	Int64
order	Int64
home_away	String
winner	Boolean
team_guid	String
team_uid	String
team_slug	String
team_location	String
team_name	String
team_nickname	String
team_abbreviation	String
team_display_name	String
team_short_display_name	String
team_color	String
team_alternate_color	String
is_active	Boolean
is_all_star	Boolean
team_alternate_ids_sdr	String
logo_href	String
logo_dark_href	String
game_id	Int64
season	Int64
week	Int64
draft_display_text	String
draft_round	Float64
draft_year	Float64
draft_selection	Float64
draft_team_href	String
middle_name	String
headshot_href	String
headshot_alt	String

load_cfb_game_rosters(seasons=2024)

load_cfb_linescores

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

Returns

col_name	type
team_id	Int64
period	Int64
value	String
game_id	Int64
season	Int64

load_cfb_linescores(seasons=2024)

load_cfb_betting

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

Returns

col_name	type
game_id	Int64
season	Int64
week	Int64
game_spread	Float64
over_under	Float64
home_favorite	Boolean
home_team_spread	Float64
game_spread_available	Boolean
odds_source	String

load_cfb_betting(seasons=2024)

load_cfb_power_index

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

Returns

col_name	type
$ref	String
game_id	Int64
season	Int64
week	Int64

load_cfb_power_index(seasons=2024)

load_cfb_adv_team

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

Returns

col_name	type
pos_team	Int64
rushing_highlight_yards_per_opp	Float64
total_pen_yards	Int64
EPA_penalty	Float64
penalty_first_downs_created	Int64
penalty_first_downs_created_rate	Float64
penalties	Int64
penalty_yards	Int64
special_teams_plays	Int64
EPA_sp	Float64
EPA_special_teams	Float64
field_goals	Int64
EPA_fg	Float64
punt_plays	Int64
EPA_punt	Float64
kickoff_plays	Int64
EPA_kickoff	Float64
rushes	Int64
rush_yards	Float64
yards_per_rush	Float64
rushing_power_rate	Float64
rushing_first_downs_created	Int64
rushing_first_downs_created_rate	Float64
EPA_rushing_overall	Float64
EPA_rushing_per_play	Float64
EPA_explosive_rushing	Int64
EPA_explosive_rushing_rate	Float64
EPA_non_explosive_rushing	Float64
EPA_non_explosive_rushing_per_play	Float64
passes	Int64
pass_yards	Float64
yards_per_pass	Float64
passing_first_downs_created	Int64
passing_first_downs_created_rate	Float64
EPA_passing_overall	Float64
EPA_passing_per_play	Float64
EPA_explosive_passing	Int64
EPA_explosive_passing_rate	Float64
EPA_non_explosive_passing	Float64
EPA_non_explosive_passing_per_play	Float64
scrimmage_plays	Int64
EPA_overall_off	Float64
EPA_overall_offense	Float64
EPA_per_play	Float64
EPA_non_explosive	Float64
EPA_non_explosive_per_play	Float64
EPA_explosive	Int64
EPA_explosive_rate	Float64
passes_rate	Float64
off_yards	Int64
total_off_yards	Int64
yards_per_play	Float64
EPA_plays	Int64
total_yards	Int64
EPA_overall_total	Float64
rushes_rate	Float64
first_downs_created	Int64
first_downs_created_rate	Float64
EPA_rushing_power	Float64
EPA_rushing_power_per_play	Float64
rushing_power_success	Int64
rushing_power_success_rate	Float64
rushing_power	Int64
rushing_stuff	Int64
rushing_stuff_rate	Float64
rushing_stopped	Int64
rushing_stopped_rate	Float64
rushing_opportunity	Int64
rushing_opportunity_rate	Float64
rushing_highlight	Int64
rushing_highlight_rate	Float64
rushing_highlight_yards	Float64
line_yards	Float64
line_yards_per_carry	Float64
second_level_yards	Float64
open_field_yards	Float64
game_id	Int64
season	Int64
week	Int64

load_cfb_adv_team(seasons=2024)

load_cfb_adv_passing

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

Returns

col_name	type
pos_team	Int64
passer_player_name	String
Comp	Int64
Att	Int64
Yds	Float64
Pass_TD	Int64
Int	Int64
YPA	Float64
EPA	Float64
EPA_per_Play	Float64
WPA	Float64
SR	Float64
Sck	Int64
qbr_epa	Float64
sack_epa	Float64
pass_epa	Float64
rush_epa	Null
pen_epa	Null
spread	Float64
era0	Int64
era1	Int64
era2	Int64
era3	Int64
exp_qbr	Float64
game_id	Int64
season	Int64
week	Int64

load_cfb_adv_passing(seasons=2024)

load_cfb_adv_rushing

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

Returns

col_name	type
pos_team	Int64
rusher_player_name	String
Car	Int64
Yds	Float64
Rush_TD	Int64
YPC	Float64
EPA	Float64
EPA_per_Play	Float64
WPA	Float64
SR	Float64
Fum	Int64
Fum_Lost	Int64
game_id	Int64
season	Int64
week	Int64

load_cfb_adv_rushing(seasons=2024)

load_cfb_adv_receiving

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

Returns

col_name	type
pos_team	Int64
receiver_player_name	String
Rec	Int64
Tar	Int64
Yds	Float64
Rec_TD	Int64
YPT	Float64
EPA	Float64
EPA_per_Play	Float64
WPA	Float64
SR	Float64
Fum	Int64
Fum_Lost	Int64
game_id	Int64
season	Int64
week	Int64

load_cfb_adv_receiving(seasons=2024)

load_cfb_adv_defensive

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

Returns

col_name	type
def_pos_team	Int64
scrimmage_plays	Int64
TFL	Int64
TFL_pass	Int64
TFL_rush	Int64
havoc_total	Int64
havoc_total_rate	Float64
fumbles	Int64
def_int	Int64
drive_stopped_rate	Float64
num_pass_plays	Int64
havoc_total_pass	Int64
havoc_total_pass_rate	Float64
sacks	Int64
sacks_rate	Float64
pass_breakups	Int64
havoc_total_rush	Int64
havoc_total_rush_rate	Float64
game_id	Int64
season	Int64
week	Int64

load_cfb_adv_defensive(seasons=2024)

load_cfb_adv_defensive_players

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

Returns

col_name	type
def_pos_team	Int64
player_name	String
fumble_recoveries	Int64
fumble_recoveries_yards	Int64
game_id	Int64
season	Int64
week	Int64

load_cfb_adv_defensive_players(seasons=2024)

load_cfb_adv_drives

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

Returns

col_name	type
pos_team	Int64
drive_total_available_yards	Float64
drive_total_gained_yards	Int64
avg_field_position	Float64
plays_per_drive	Float64
yards_per_drive	Float64
drives	Int64
drive_total_gained_yards_rate	Float64
game_id	Int64
season	Int64
week	Int64

load_cfb_adv_drives(seasons=2024)

load_cfb_adv_situational

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

Returns

col_name	type
pos_team	Int64
EPA_success	Int64
EPA_success_rate	Float64
EPA_success_pass	Int64
EPA_success_pass_rate	Float64
EPA_success_rush	Int64
EPA_success_rush_rate	Float64
EPA_success_rz	Int64
EPA_success_rate_rz	Float64
EPA_success_third	Int64
EPA_success_rate_third	Float64
EPA_success_early_down	Int64
EPA_success_early_down_rate	Float64
early_downs	Int64
early_down_pass_rate	Float64
early_down_rush_rate	Float64
EPA_early_down	Float64
EPA_early_down_per_play	Float64
early_down_first_down	Int64
early_down_first_down_rate	Float64
early_down_pass	Int64
EPA_early_down_pass	Float64
EPA_early_down_pass_per_play	Float64
EPA_success_early_down_pass	Int64
EPA_success_early_down_pass_rate	Float64
early_down_rush	Int64
EPA_early_down_rush	Float64
EPA_early_down_rush_per_play	Float64
EPA_success_early_down_rush	Int64
EPA_success_early_down_rush_rate	Float64
middle_8	Int64
middle_8_pass_rate	Float64
middle_8_rush_rate	Float64
EPA_middle_8	Float64
EPA_middle_8_per_play	Float64
EPA_middle_8_success	Int64
EPA_middle_8_success_rate	Float64
middle_8_pass	Int64
EPA_middle_8_pass	Float64
EPA_middle_8_pass_per_play	Float64
EPA_middle_8_success_pass	Int64
EPA_middle_8_success_pass_rate	Float64
middle_8_rush	Int64
EPA_middle_8_rush	Float64
EPA_middle_8_rush_per_play	Float64
EPA_middle_8_success_rush	Int64
EPA_middle_8_success_rush_rate	Float64
EPA_success_late_down	Int64
EPA_success_late_down_pass	Int64
EPA_success_late_down_rush	Int64
late_downs	Int64
late_down_pass	Int64
late_down_rush	Int64
EPA_late_down	Float64
EPA_late_down_per_play	Float64
EPA_success_late_down_rate	Float64
EPA_success_late_down_pass_rate	Float64
EPA_success_late_down_rush_rate	Float64
late_down_pass_rate	Float64
late_down_rush_rate	Float64
EPA_success_standard_down	Int64
EPA_success_standard_down_rate	Float64
EPA_standard_down	Float64
EPA_standard_down_per_play	Float64
standard_downs	Int64
EPA_success_passing_down	Int64
EPA_success_passing_down_rate	Float64
EPA_passing_down	Float64
EPA_passing_down_per_play	Float64
passing_downs	Int64
game_id	Int64
season	Int64
week	Int64

load_cfb_adv_situational(seasons=2024)

load_cfb_adv_specialists

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

Returns

col_name	type
pos_team	Int64
player_name	String
punts	Int64
punts_yards	Int64
kick_returns	Int64
kick_returns_yards	Int64
punt_returns	Int64
punt_returns_yards	Int64
game_id	Int64
season	Int64
week	Int64
field_goals	Int64
field_goals_yards	Int64

load_cfb_adv_specialists(seasons=2024)

load_cfb_adv_turnover

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

Returns

col_name	type
pos_team	Int64
turnovers	Int64
st_turnovers_lost	Int64
Int	Int64
fumbles_lost	Int64
pass_breakups	Int64
total_fumbles	Int64
fumbles_recovered	Int64
team_id	Int64
turnovers_pbp	Int64
Int_pbp	Int64
fumbles_lost_pbp	Int64
espn_sourced	Boolean
expected_turnovers	Float64
expected_turnover_margin	Float64
turnover_margin	Int64
turnover_luck	Float64
takeaways	Int64
st_turnovers_gained	Int64
fumble_recoveries_gained	Int64
game_id	Int64
season	Int64
week	Int64

load_cfb_adv_turnover(seasons=2024)

load_cfb_model_pbp

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

Returns

col_name	type
game_id	Int64
id	String
sequenceNumber	String
game_play_number	Int64
drive.id	String
season	Int64
week	Int64
period	Int64
pos_team	Int64
def_pos_team	Int64
start.pos_team.name	String
homeTeamId	Int64
awayTeamId	Int64
homeTeamName	String
awayTeamName	String
type.text	String
text	String
start.down	Int64
start.distance	Int64
start.yardsToEndzone	Int64
pos_score_diff_start	Int64
start.TimeSecsRem	Int64
start.is_home	Boolean
passing_down	Boolean
pass	Boolean
rush	Boolean
completion	Boolean
scoring_play	Boolean
statYardage	Int64
passer_player_name	String
ep_before	Float64
ep_after	Float64
epa	Float64
wp_before	Float64
wp_after	Float64
wpa	Float64
completion_prob	Float64
cpoe	Float64
model_pbp_version	String
cp_model_version	String
ep_model_version	String
wp_model_version	String
scored_date	String

load_cfb_model_pbp(seasons=2024)

load_cfb_passing

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

Returns

col_name	type
team_id	String
pos_team	String
division	String
conference	String
season	Int32
player_id	Float64
passer_player_name	String
plays	Int32
games	Int32
team_games	Int32
playsgame	Float64
TEPA	Float64
EPAplay	Float64
EPAgame	Float64
yards	Float64
yardsplay	Float64
yardsgame	Float64
success	Float64
comp	Float64
att	Float64
comppct	Float64
passing_td	Float64
sacked	Float64
sack_yds	Float64
pass_int	Float64
detmer	Float64
detmergame	Float64
dropbacks	Float64
sack_adj_yards	Float64
yardsdropback	Float64
TEPA_rank	Float64
EPAgame_rank	Float64
EPAplay_rank	Float64
success_rank	Float64
comppct_rank	Float64
yards_rank	Float64
yardsplay_rank	Float64
yardsgame_rank	Float64
sack_adj_yards_rank	Float64
yardsdropback_rank	Float64
detmer_rank	Float64
detmergame_rank	Float64
fbs_class	String

load_cfb_passing(seasons=2024)

load_cfb_percentiles

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

Returns

col_name	type
pctile	Float64
GEI	Float64
EPAplay	Float64
pass_success	Float64
rush_success	Float64
early_down_success	Float64
early_down_EPA	Float64
late_down_success	Float64
success	Float64
yardsplay	Float64
dropbacks	Float64
rushes	Float64
EPAdropback	Float64
EPArush	Float64
yardsdropback	Float64
pass_explosive	Float64
rush_explosive	Float64
explosive	Float64
third_down_success	Float64
red_zone_success	Float64
play_stuffed	Float64
nonExplosiveEpaPerPlay	Float64
havoc	Float64
yardsrush	Float64
lineyards	Float64
opportunity_run	Float64
third_down_distance	Float64

load_cfb_percentiles(seasons=2024)

load_cfb_receiving

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

Returns

col_name	type
team_id	String
pos_team	String
division	String
conference	String
season	Int32
player_id	Float64
receiver_player_name	String
plays	Int32
games	Int32
team_games	Int32
playsgame	Float64
TEPA	Float64
EPAplay	Float64
EPAgame	Float64
yards	Float64
yardsplay	Float64
yardsgame	Float64
success	Float64
comp	Int32
targets	Int32
catchpct	Float64
passing_td	Float64
fumbles	Float64
TEPA_rank	Float64
EPAgame_rank	Float64
EPAplay_rank	Float64
success_rank	Float64
catchpct_rank	Float64
yards_rank	Float64
yardsplay_rank	Float64
yardsgame_rank	Float64
fbs_class	String

load_cfb_receiving(seasons=2024)

load_cfb_rushing

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

Returns

col_name	type
team_id	String
pos_team	String
division	String
conference	String
season	Int32
player_id	Float64
rusher_player_name	String
plays	Int32
games	Int32
team_games	Int32
playsgame	Float64
TEPA	Float64
EPAplay	Float64
EPAgame	Float64
yards	Float64
yardsplay	Float64
yardsgame	Float64
success	Float64
rushing_td	Float64
fumbles	Float64
TEPA_rank	Float64
EPAgame_rank	Float64
EPAplay_rank	Float64
success_rank	Float64
yards_rank	Float64
yardsplay_rank	Float64
yardsgame_rank	Float64
fbs_class	String

load_cfb_rushing(seasons=2024)

load_cfb_team_summaries

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

Returns

col_name	type
team_id	String
pos_team	String
division	String
conference	String
season	Int32
plays_off	Int32
playsgame_off	Float64
passrate_off	Float64
rushrate_off	Float64
havoc_off	Float64
explosive_off	Float64
TEPA_off	Float64
EPAplay_off	Float64
EPAdrive_off	Float64
EPAgame_off	Float64
yards_off	Float64
yardsplay_off	Float64
yardsgame_off	Float64
play_stuffed_off	Float64
drives_off	Int32
drivesgame_off	Float64
yardsdrive_off	Float64
playsdrive_off	Float64
success_off	Float64
red_zone_success_off	Float64
third_down_success_off	Float64
third_down_distance_off	Float64
late_down_success_off	Float64
early_down_EPA_off	Float64
start_position_off	Float64
nonExplosiveEpaPerPlay_off	Float64
line_yards_off	Float64
opportunity_rate_off	Float64
playsgame_off_rank	Float64
TEPA_off_rank	Float64
EPAgame_off_rank	Float64
EPAplay_off_rank	Float64
EPAdrive_off_rank	Float64
early_down_EPA_off_rank	Float64
success_off_rank	Float64
yards_off_rank	Float64
yardsplay_off_rank	Float64
yardsgame_off_rank	Float64
drivesgame_off_rank	Float64
yardsdrive_off_rank	Float64
playsdrive_off_rank	Float64
play_stuffed_off_rank	Float64
red_zone_success_off_rank	Float64
third_down_success_off_rank	Float64
late_down_success_off_rank	Float64
third_down_distance_off_rank	Float64
start_position_off_rank	Float64
havoc_off_rank	Float64
explosive_off_rank	Float64
passrate_off_rank	Float64
rushrate_off_rank	Float64
nonExplosiveEpaPerPlay_off_rank	Float64
line_yards_off_rank	Float64
opportunity_rate_off_rank	Float64
plays_def	Int32
playsgame_def	Float64
passrate_def	Float64
rushrate_def	Float64
havoc_def	Float64
explosive_def	Float64
TEPA_def	Float64
EPAplay_def	Float64
EPAdrive_def	Float64
EPAgame_def	Float64
yards_def	Float64
yardsplay_def	Float64
yardsgame_def	Float64
play_stuffed_def	Float64
drives_def	Int32
drivesgame_def	Float64
yardsdrive_def	Float64
playsdrive_def	Float64
success_def	Float64
red_zone_success_def	Float64
third_down_success_def	Float64
third_down_distance_def	Float64
late_down_success_def	Float64
early_down_EPA_def	Float64
start_position_def	Float64
nonExplosiveEpaPerPlay_def	Float64
line_yards_def	Float64
opportunity_rate_def	Float64
playsgame_def_rank	Float64
TEPA_def_rank	Float64
EPAgame_def_rank	Float64
EPAplay_def_rank	Float64
EPAdrive_def_rank	Float64
early_down_EPA_def_rank	Float64
success_def_rank	Float64
yards_def_rank	Float64
yardsplay_def_rank	Float64
yardsgame_def_rank	Float64
drivesgame_def_rank	Float64
yardsdrive_def_rank	Float64
playsdrive_def_rank	Float64
play_stuffed_def_rank	Float64
red_zone_success_def_rank	Float64
third_down_success_def_rank	Float64
late_down_success_def_rank	Float64
third_down_distance_def_rank	Float64
start_position_def_rank	Float64
havoc_def_rank	Float64
explosive_def_rank	Float64
passrate_def_rank	Float64
rushrate_def_rank	Float64
nonExplosiveEpaPerPlay_def_rank	Float64
line_yards_def_rank	Float64
opportunity_rate_def_rank	Float64
TEPA_margin	Float64
EPAplay_margin	Float64
EPAdrive_margin	Float64
EPAgame_margin	Float64
success_margin	Float64
yardsplay_margin	Float64
TEPA_margin_rank	Float64
EPAgame_margin_rank	Float64
EPAdrive_margin_rank	Float64
EPAplay_margin_rank	Float64
success_margin_rank	Float64
yardsplay_margin_rank	Float64
start_position_margin	Float64
start_position_margin_rank	Float64
total_available_yards_off	Float64
total_gained_yards_off	Int32
available_yards_pct_off	Float64
available_yards_pct_off_rank	Float64
total_available_yards_def	Float64
total_gained_yards_def	Int32
available_yards_pct_def	Float64
available_yards_pct_def_rank	Float64
total_available_yards_margin	Float64
total_gained_yards_margin	Int32
available_yards_pct_margin	Float64
total_available_yards_margin_rank	Float64
total_gained_yards_margin_rank	Float64
available_yards_pct_margin_rank	Float64
plays_off_pass	Int32
playsgame_off_pass	Float64
passrate_off_pass	Float64
rushrate_off_pass	Float64
havoc_off_pass	Float64
explosive_off_pass	Float64
TEPA_off_pass	Float64
EPAplay_off_pass	Float64
EPAdrive_off_pass	Float64
EPAgame_off_pass	Float64
yards_off_pass	Float64
yardsplay_off_pass	Float64
yardsgame_off_pass	Float64
play_stuffed_off_pass	Float64
drives_off_pass	Int32
drivesgame_off_pass	Float64
yardsdrive_off_pass	Float64
playsdrive_off_pass	Float64
success_off_pass	Float64
red_zone_success_off_pass	Float64
third_down_success_off_pass	Float64
third_down_distance_off_pass	Float64
late_down_success_off_pass	Float64
early_down_EPA_off_pass	Float64
nonExplosiveEpaPerPlay_off_pass	Float64
line_yards_off_pass	Float64
opportunity_rate_off_pass	Float64
playsgame_off_pass_rank	Float64
TEPA_off_pass_rank	Float64
EPAgame_off_pass_rank	Float64
EPAplay_off_pass_rank	Float64
EPAdrive_off_pass_rank	Float64
early_down_EPA_off_pass_rank	Float64
success_off_pass_rank	Float64
yards_off_pass_rank	Float64
yardsplay_off_pass_rank	Float64
yardsgame_off_pass_rank	Float64
drivesgame_off_pass_rank	Float64
yardsdrive_off_pass_rank	Float64
playsdrive_off_pass_rank	Float64
play_stuffed_off_pass_rank	Float64
red_zone_success_off_pass_rank	Float64
third_down_success_off_pass_rank	Float64
late_down_success_off_pass_rank	Float64
third_down_distance_off_pass_rank	Float64
havoc_off_pass_rank	Float64
explosive_off_pass_rank	Float64
passrate_off_pass_rank	Float64
rushrate_off_pass_rank	Float64
nonExplosiveEpaPerPlay_off_pass_rank	Float64
line_yards_off_pass_rank	Float64
opportunity_rate_off_pass_rank	Float64
plays_def_pass	Int32
playsgame_def_pass	Float64
passrate_def_pass	Float64
rushrate_def_pass	Float64
havoc_def_pass	Float64
explosive_def_pass	Float64
TEPA_def_pass	Float64
EPAplay_def_pass	Float64
EPAdrive_def_pass	Float64
EPAgame_def_pass	Float64
yards_def_pass	Float64
yardsplay_def_pass	Float64
yardsgame_def_pass	Float64
play_stuffed_def_pass	Float64
drives_def_pass	Int32
drivesgame_def_pass	Float64
yardsdrive_def_pass	Float64
playsdrive_def_pass	Float64
success_def_pass	Float64
red_zone_success_def_pass	Float64
third_down_success_def_pass	Float64
third_down_distance_def_pass	Float64
late_down_success_def_pass	Float64
early_down_EPA_def_pass	Float64
nonExplosiveEpaPerPlay_def_pass	Float64
line_yards_def_pass	Float64
opportunity_rate_def_pass	Float64
playsgame_def_pass_rank	Float64
TEPA_def_pass_rank	Float64
EPAgame_def_pass_rank	Float64
EPAplay_def_pass_rank	Float64
EPAdrive_def_pass_rank	Float64
early_down_EPA_def_pass_rank	Float64
success_def_pass_rank	Float64
yards_def_pass_rank	Float64
yardsplay_def_pass_rank	Float64
yardsgame_def_pass_rank	Float64
drivesgame_def_pass_rank	Float64
yardsdrive_def_pass_rank	Float64
playsdrive_def_pass_rank	Float64
play_stuffed_def_pass_rank	Float64
red_zone_success_def_pass_rank	Float64
third_down_success_def_pass_rank	Float64
late_down_success_def_pass_rank	Float64
third_down_distance_def_pass_rank	Float64
havoc_def_pass_rank	Float64
explosive_def_pass_rank	Float64
passrate_def_pass_rank	Float64
rushrate_def_pass_rank	Float64
nonExplosiveEpaPerPlay_def_pass_rank	Float64
line_yards_def_pass_rank	Float64
opportunity_rate_def_pass_rank	Float64
TEPA_margin_pass	Float64
EPAplay_margin_pass	Float64
EPAdrive_margin_pass	Float64
EPAgame_margin_pass	Float64
success_margin_pass	Float64
yardsplay_margin_pass	Float64
TEPA_margin_pass_rank	Float64
EPAgame_margin_pass_rank	Float64
EPAdrive_margin_pass_rank	Float64
EPAplay_margin_pass_rank	Float64
success_margin_pass_rank	Float64
yardsplay_margin_pass_rank	Float64
plays_off_rush	Int32
playsgame_off_rush	Float64
passrate_off_rush	Float64
rushrate_off_rush	Float64
havoc_off_rush	Float64
explosive_off_rush	Float64
TEPA_off_rush	Float64
EPAplay_off_rush	Float64
EPAdrive_off_rush	Float64
EPAgame_off_rush	Float64
yards_off_rush	Float64
yardsplay_off_rush	Float64
yardsgame_off_rush	Float64
play_stuffed_off_rush	Float64
drives_off_rush	Int32
drivesgame_off_rush	Float64
yardsdrive_off_rush	Float64
playsdrive_off_rush	Float64
success_off_rush	Float64
red_zone_success_off_rush	Float64
third_down_success_off_rush	Float64
third_down_distance_off_rush	Float64
late_down_success_off_rush	Float64
early_down_EPA_off_rush	Float64
nonExplosiveEpaPerPlay_off_rush	Float64
line_yards_off_rush	Float64
opportunity_rate_off_rush	Float64
playsgame_off_rush_rank	Float64
TEPA_off_rush_rank	Float64
EPAgame_off_rush_rank	Float64
EPAplay_off_rush_rank	Float64
EPAdrive_off_rush_rank	Float64
early_down_EPA_off_rush_rank	Float64
success_off_rush_rank	Float64
yards_off_rush_rank	Float64
yardsplay_off_rush_rank	Float64
yardsgame_off_rush_rank	Float64
drivesgame_off_rush_rank	Float64
yardsdrive_off_rush_rank	Float64
playsdrive_off_rush_rank	Float64
play_stuffed_off_rush_rank	Float64
red_zone_success_off_rush_rank	Float64
third_down_success_off_rush_rank	Float64
late_down_success_off_rush_rank	Float64
third_down_distance_off_rush_rank	Float64
havoc_off_rush_rank	Float64
explosive_off_rush_rank	Float64
passrate_off_rush_rank	Float64
rushrate_off_rush_rank	Float64
nonExplosiveEpaPerPlay_off_rush_rank	Float64
line_yards_off_rush_rank	Float64
opportunity_rate_off_rush_rank	Float64
plays_def_rush	Int32
playsgame_def_rush	Float64
passrate_def_rush	Float64
rushrate_def_rush	Float64
havoc_def_rush	Float64
explosive_def_rush	Float64
TEPA_def_rush	Float64
EPAplay_def_rush	Float64
EPAdrive_def_rush	Float64
EPAgame_def_rush	Float64
yards_def_rush	Float64
yardsplay_def_rush	Float64
yardsgame_def_rush	Float64
play_stuffed_def_rush	Float64
drives_def_rush	Int32
drivesgame_def_rush	Float64
yardsdrive_def_rush	Float64
playsdrive_def_rush	Float64
success_def_rush	Float64
red_zone_success_def_rush	Float64
third_down_success_def_rush	Float64
third_down_distance_def_rush	Float64
late_down_success_def_rush	Float64
early_down_EPA_def_rush	Float64
nonExplosiveEpaPerPlay_def_rush	Float64
line_yards_def_rush	Float64
opportunity_rate_def_rush	Float64
playsgame_def_rush_rank	Float64
TEPA_def_rush_rank	Float64
EPAgame_def_rush_rank	Float64
EPAplay_def_rush_rank	Float64
EPAdrive_def_rush_rank	Float64
early_down_EPA_def_rush_rank	Float64
success_def_rush_rank	Float64
yards_def_rush_rank	Float64
yardsplay_def_rush_rank	Float64
yardsgame_def_rush_rank	Float64
drivesgame_def_rush_rank	Float64
yardsdrive_def_rush_rank	Float64
playsdrive_def_rush_rank	Float64
play_stuffed_def_rush_rank	Float64
red_zone_success_def_rush_rank	Float64
third_down_success_def_rush_rank	Float64
late_down_success_def_rush_rank	Float64
third_down_distance_def_rush_rank	Float64
havoc_def_rush_rank	Float64
explosive_def_rush_rank	Float64
passrate_def_rush_rank	Float64
rushrate_def_rush_rank	Float64
nonExplosiveEpaPerPlay_def_rush_rank	Float64
line_yards_def_rush_rank	Float64
opportunity_rate_def_rush_rank	Float64
TEPA_margin_rush	Float64
EPAplay_margin_rush	Float64
EPAdrive_margin_rush	Float64
EPAgame_margin_rush	Float64
success_margin_rush	Float64
yardsplay_margin_rush	Float64
TEPA_margin_rush_rank	Float64
EPAgame_margin_rush_rank	Float64
EPAdrive_margin_rush_rank	Float64
EPAplay_margin_rush_rank	Float64
success_margin_rush_rank	Float64
yardsplay_margin_rush_rank	Float64
fbs_class	String
valid_games	Float64
adj_off_epa	Float64
adj_def_epa	Float64
def_strength_faced	Float64
off_strength_faced	Float64
net_adj_epa	Float64
adj_off_epa_rank	Float64
adj_def_epa_rank	Float64
net_adj_epa_rank	Float64

load_cfb_team_summaries(seasons=2024)