Loads multiple seasons from the nflfastR datarepo either into memory or writes them into a database using some forwarded arguments in the dots.

load_pbp(seasons, ..., qs = FALSE)

Arguments

seasons

A vector of 4-digit years associated with given NFL seasons.

...

Additional arguments passed to an underlying function that writes the season data into a database (used by update_db()).

qs

Wheter to use the function qs::qdeserialize() for more efficient loading.

Value

The complete nflfastR dataset as returned by build_nflfastR_pbp() for all given seasons

See also

For information on parallel processing and progress updates please see nflfastR.

Examples

# \donttest{ pbp <- load_pbp(2019:2020, qs = TRUE)
#> It is recommended to use parallel processing when trying to load multiple seasons. #> Please consider running `future::plan("multisession")`! Will go on sequentially...
dplyr::glimpse(pbp)
#> Rows: 96,548 #> Columns: 372 #> $ play_id <dbl> 1, 36, 51, 79, 100, 121, 148, 185… #> $ game_id <chr> "2019_01_ATL_MIN", "2019_01_ATL_M… #> $ old_game_id <chr> "2019090804", "2019090804", "2019… #> $ home_team <chr> "MIN", "MIN", "MIN", "MIN", "MIN"… #> $ away_team <chr> "ATL", "ATL", "ATL", "ATL", "ATL"… #> $ season_type <chr> "REG", "REG", "REG", "REG", "REG"… #> $ week <int> 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, … #> $ posteam <chr> NA, "ATL", "ATL", "ATL", "ATL", "… #> $ posteam_type <chr> NA, "away", "away", "away", "away… #> $ defteam <chr> NA, "MIN", "MIN", "MIN", "MIN", "… #> $ side_of_field <chr> NA, "MIN", "ATL", "ATL", "ATL", "… #> $ yardline_100 <dbl> NA, 35, 75, 83, 79, 67, 21, 31, 2… #> $ game_date <chr> "2019-09-08", "2019-09-08", "2019… #> $ quarter_seconds_remaining <dbl> 900, 900, 900, 860, 821, 779, 773… #> $ half_seconds_remaining <dbl> 1800, 1800, 1800, 1760, 1721, 167… #> $ game_seconds_remaining <dbl> 3600, 3600, 3600, 3560, 3521, 347… #> $ game_half <chr> "Half1", "Half1", "Half1", "Half1… #> $ quarter_end <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, … #> $ drive <dbl> NA, 1, 1, 1, 1, 1, 2, 2, 2, 2, 3,… #> $ sp <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, … #> $ qtr <dbl> 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, … #> $ down <dbl> NA, NA, 1, 2, 3, 4, 1, 1, 2, NA, … #> $ goal_to_go <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, … #> $ time <chr> "15:00", "15:00", "15:00", "14:20… #> $ yrdln <chr> "MIN 35", "MIN 35", "ATL 25", "AT… #> $ ydstogo <dbl> 0, 0, 10, 18, 14, 2, 10, 20, 12, … #> $ ydsnet <dbl> NA, 8, 8, 8, 8, 8, 21, 21, 21, 21… #> $ desc <chr> "GAME", "5-D.Bailey kicks 65 yard… #> $ play_type <chr> NA, "kickoff", "pass", "run", "ru… #> $ yards_gained <dbl> NA, 0, -8, 4, 12, 0, 0, 8, 23, 0,… #> $ shotgun <dbl> 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, … #> $ no_huddle <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, … #> $ qb_dropback <dbl> NA, 0, 1, 0, 1, 0, 0, 1, 1, 0, 0,… #> $ qb_kneel <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, … #> $ qb_spike <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, … #> $ qb_scramble <dbl> 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, … #> $ pass_length <chr> NA, NA, NA, NA, NA, NA, NA, "shor… #> $ pass_location <chr> NA, NA, NA, NA, NA, NA, NA, "left… #> $ air_yards <dbl> NA, NA, NA, NA, NA, NA, NA, 1, 11… #> $ yards_after_catch <dbl> NA, NA, NA, NA, NA, NA, NA, 7, 12… #> $ run_location <chr> NA, NA, NA, "right", "left", NA, … #> $ run_gap <chr> NA, NA, NA, "tackle", "end", NA, … #> $ field_goal_result <chr> NA, NA, NA, NA, NA, NA, NA, NA, N… #> $ kick_distance <dbl> NA, NA, NA, NA, NA, 0, NA, NA, NA… #> $ extra_point_result <chr> NA, NA, NA, NA, NA, NA, NA, NA, N… #> $ two_point_conv_result <chr> NA, NA, NA, NA, NA, NA, NA, NA, N… #> $ home_timeouts_remaining <dbl> 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, … #> $ away_timeouts_remaining <dbl> 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, … #> $ timeout <dbl> NA, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,… #> $ timeout_team <chr> NA, NA, NA, NA, NA, NA, NA, NA, N… #> $ td_team <chr> NA, NA, NA, NA, NA, NA, NA, NA, "… #> $ td_player_name <chr> NA, NA, NA, NA, NA, NA, NA, NA, "… #> $ td_player_id <chr> NA, NA, NA, NA, NA, NA, NA, NA, "… #> $ posteam_timeouts_remaining <dbl> NA, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3,… #> $ defteam_timeouts_remaining <dbl> NA, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3,… #> $ total_home_score <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 6, 7, 7, … #> $ total_away_score <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, … #> $ posteam_score <dbl> NA, 0, 0, 0, 0, 0, 0, 0, 0, 6, 0,… #> $ defteam_score <dbl> NA, 0, 0, 0, 0, 0, 0, 0, 0, 0, 7,… #> $ score_differential <dbl> NA, 0, 0, 0, 0, 0, 0, 0, 0, 6, -7… #> $ posteam_score_post <dbl> NA, 0, 0, 0, 0, 0, 0, 0, 6, 7, 0,… #> $ defteam_score_post <dbl> NA, 0, 0, 0, 0, 0, 0, 0, 0, 0, 7,… #> $ score_differential_post <dbl> NA, 0, 0, 0, 0, 0, 0, 0, 6, 7, -7… #> $ no_score_prob <dbl> 0.000000000, 0.003473236, 0.00347… #> $ opp_fg_prob <dbl> 0.00000000, 0.12887876, 0.1288787… #> $ opp_safety_prob <dbl> 0.0000000000, 0.0022700427, 0.002… #> $ opp_td_prob <dbl> 0.00000000, 0.27208826, 0.2720882… #> $ fg_prob <dbl> 0.0000000, 0.2081953, 0.2081953, … #> $ safety_prob <dbl> 0.0000000000, 0.0032402445, 0.003… #> $ td_prob <dbl> 0.0000000, 0.3818542, 0.3818542, … #> $ extra_point_prob <dbl> 0.0000000, 0.0000000, 0.0000000, … #> $ two_point_conversion_prob <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, … #> $ ep <dbl> NA, 1.0082518, 1.0082518, -0.6505… #> $ epa <dbl> NA, 0.00000000, -1.65876345, -0.5… #> $ total_home_epa <dbl> 0.000000, 0.000000, 1.658763, 2.1… #> $ total_away_epa <dbl> 0.000000, 0.000000, -1.658763, -2… #> $ total_home_rush_epa <dbl> 0.0000000, 0.0000000, 0.0000000, … #> $ total_away_rush_epa <dbl> 0.0000000, 0.0000000, 0.0000000, … #> $ total_home_pass_epa <dbl> 0.000000, 0.000000, 1.658763, 1.6… #> $ total_away_pass_epa <dbl> 0.000000, 0.000000, -1.658763, -1… #> $ air_epa <dbl> NA, NA, NA, NA, NA, NA, NA, -0.55… #> $ yac_epa <dbl> NA, NA, NA, NA, NA, NA, NA, 0.811… #> $ comp_air_epa <dbl> NA, 0.0000000, 0.0000000, 0.00000… #> $ comp_yac_epa <dbl> NA, 0.0000000, 0.0000000, 0.00000… #> $ total_home_comp_air_epa <dbl> 0.0000000, 0.0000000, 0.0000000, … #> $ total_away_comp_air_epa <dbl> 0.0000000, 0.0000000, 0.0000000, … #> $ total_home_comp_yac_epa <dbl> 0.0000000, 0.0000000, 0.0000000, … #> $ total_away_comp_yac_epa <dbl> 0.0000000, 0.0000000, 0.0000000, … #> $ total_home_raw_air_epa <dbl> 0.0000000, 0.0000000, 0.0000000, … #> $ total_away_raw_air_epa <dbl> 0.0000000, 0.0000000, 0.0000000, … #> $ total_home_raw_yac_epa <dbl> 0.0000000, 0.0000000, 0.0000000, … #> $ total_away_raw_yac_epa <dbl> 0.0000000, 0.0000000, 0.0000000, … #> $ wp <dbl> 0.4332080, 0.4332080, 0.4332080, … #> $ def_wp <dbl> 0.5667920, 0.5667920, 0.5667920, … #> $ home_wp <dbl> 0.5667920, 0.5667920, 0.5667920, … #> $ away_wp <dbl> 0.4332080, 0.4332080, 0.4332080, … #> $ wpa <dbl> 0.0000000000, 0.0000000000, -0.03… #> $ vegas_wpa <dbl> 0.0000000000, 0.0000000000, -0.04… #> $ vegas_home_wpa <dbl> 0.0000000000, 0.0000000000, 0.049… #> $ home_wp_post <dbl> NA, 0.5667920, 0.6018074, 0.62024… #> $ away_wp_post <dbl> NA, 0.4332080, 0.3981926, 0.37975… #> $ vegas_wp <dbl> 0.36757040, 0.36757040, 0.3675704… #> $ vegas_home_wp <dbl> 0.6324296, 0.6324296, 0.6324296, … #> $ total_home_rush_wpa <dbl> 0.0000000000, 0.0000000000, 0.000… #> $ total_away_rush_wpa <dbl> 0.0000000000, 0.0000000000, 0.000… #> $ total_home_pass_wpa <dbl> 0.00000000, 0.00000000, 0.0350153… #> $ total_away_pass_wpa <dbl> 0.00000000, 0.00000000, -0.035015… #> $ air_wpa <dbl> NA, NA, NA, NA, NA, NA, NA, 0.000… #> $ yac_wpa <dbl> NA, NA, NA, NA, NA, NA, NA, 0.006… #> $ comp_air_wpa <dbl> NA, 0.0000000000, 0.0000000000, 0… #> $ comp_yac_wpa <dbl> NA, 0.0000000000, 0.0000000000, 0… #> $ total_home_comp_air_wpa <dbl> 0.0000000000, 0.0000000000, 0.000… #> $ total_away_comp_air_wpa <dbl> 0.0000000000, 0.0000000000, 0.000… #> $ total_home_comp_yac_wpa <dbl> 0.000000000, 0.000000000, 0.00000… #> $ total_away_comp_yac_wpa <dbl> 0.000000000, 0.000000000, 0.00000… #> $ total_home_raw_air_wpa <dbl> 0.0000000000, 0.0000000000, 0.000… #> $ total_away_raw_air_wpa <dbl> 0.0000000000, 0.0000000000, 0.000… #> $ total_home_raw_yac_wpa <dbl> 0.000000000, 0.000000000, 0.00000… #> $ total_away_raw_yac_wpa <dbl> 0.000000000, 0.000000000, 0.00000… #> $ punt_blocked <dbl> NA, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0,… #> $ first_down_rush <dbl> NA, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,… #> $ first_down_pass <dbl> NA, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0,… #> $ first_down_penalty <dbl> NA, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,… #> $ third_down_converted <dbl> NA, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,… #> $ third_down_failed <dbl> NA, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0,… #> $ fourth_down_converted <dbl> NA, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,… #> $ fourth_down_failed <dbl> NA, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,… #> $ incomplete_pass <dbl> NA, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,… #> $ touchback <dbl> 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, … #> $ interception <dbl> NA, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,… #> $ punt_inside_twenty <dbl> NA, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,… #> $ punt_in_endzone <dbl> NA, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,… #> $ punt_out_of_bounds <dbl> NA, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,… #> $ punt_downed <dbl> NA, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,… #> $ punt_fair_catch <dbl> NA, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,… #> $ kickoff_inside_twenty <dbl> NA, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1,… #> $ kickoff_in_endzone <dbl> NA, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1,… #> $ kickoff_out_of_bounds <dbl> NA, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,… #> $ kickoff_downed <dbl> NA, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,… #> $ kickoff_fair_catch <dbl> NA, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,… #> $ fumble_forced <dbl> NA, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,… #> $ fumble_not_forced <dbl> NA, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,… #> $ fumble_out_of_bounds <dbl> NA, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,… #> $ solo_tackle <dbl> NA, 0, 1, 1, 1, 1, 0, 1, 0, 0, 1,… #> $ safety <dbl> NA, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,… #> $ penalty <dbl> NA, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0,… #> $ tackled_for_loss <dbl> NA, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,… #> $ fumble_lost <dbl> NA, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,… #> $ own_kickoff_recovery <dbl> NA, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,… #> $ own_kickoff_recovery_td <dbl> NA, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,… #> $ qb_hit <dbl> NA, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0,… #> $ rush_attempt <dbl> NA, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0,… #> $ pass_attempt <dbl> NA, 0, 1, 0, 0, 0, 0, 1, 1, 0, 0,… #> $ sack <dbl> NA, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0,… #> $ touchdown <dbl> NA, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0,… #> $ pass_touchdown <dbl> NA, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0,… #> $ rush_touchdown <dbl> NA, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,… #> $ return_touchdown <dbl> NA, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,… #> $ extra_point_attempt <dbl> NA, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0,… #> $ two_point_attempt <dbl> NA, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,… #> $ field_goal_attempt <dbl> NA, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,… #> $ kickoff_attempt <dbl> NA, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1,… #> $ punt_attempt <dbl> NA, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0,… #> $ fumble <dbl> NA, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,… #> $ complete_pass <dbl> NA, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0,… #> $ assist_tackle <dbl> NA, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,… #> $ lateral_reception <dbl> NA, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,… #> $ lateral_rush <dbl> NA, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,… #> $ lateral_return <dbl> NA, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,… #> $ lateral_recovery <dbl> NA, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,… #> $ passer_player_id <chr> NA, NA, "00-0026143", NA, NA, NA,… #> $ passer_player_name <chr> NA, NA, "M.Ryan", NA, NA, NA, NA,… #> $ passing_yards <dbl> NA, NA, NA, NA, NA, NA, NA, 8, 23… #> $ receiver_player_id <chr> NA, NA, NA, NA, NA, NA, NA, "00-0… #> $ receiver_player_name <chr> NA, NA, NA, NA, NA, NA, NA, "D.Co… #> $ receiving_yards <dbl> NA, NA, NA, NA, NA, NA, NA, 8, 23… #> $ rusher_player_id <chr> NA, NA, NA, "00-0031285", "00-002… #> $ rusher_player_name <chr> NA, NA, NA, "D.Freeman", "M.Ryan"… #> $ rushing_yards <dbl> NA, NA, NA, 4, 12, NA, NA, NA, NA… #> $ lateral_receiver_player_id <chr> NA, NA, NA, NA, NA, NA, NA, NA, N… #> $ lateral_receiver_player_name <chr> NA, NA, NA, NA, NA, NA, NA, NA, N… #> $ lateral_receiving_yards <dbl> NA, NA, NA, NA, NA, NA, NA, NA, N… #> $ lateral_rusher_player_id <chr> NA, NA, NA, NA, NA, NA, NA, NA, N… #> $ lateral_rusher_player_name <chr> NA, NA, NA, NA, NA, NA, NA, NA, N… #> $ lateral_rushing_yards <dbl> NA, NA, NA, NA, NA, NA, NA, NA, N… #> $ lateral_sack_player_id <chr> NA, NA, NA, NA, NA, NA, NA, NA, N… #> $ lateral_sack_player_name <chr> NA, NA, NA, NA, NA, NA, NA, NA, N… #> $ interception_player_id <chr> NA, NA, NA, NA, NA, NA, NA, NA, N… #> $ interception_player_name <chr> NA, NA, NA, NA, NA, NA, NA, NA, N… #> $ lateral_interception_player_id <chr> NA, NA, NA, NA, NA, NA, NA, NA, N… #> $ lateral_interception_player_name <chr> NA, NA, NA, NA, NA, NA, NA, NA, N… #> $ punt_returner_player_id <chr> NA, NA, NA, NA, NA, NA, NA, NA, N… #> $ punt_returner_player_name <chr> NA, NA, NA, NA, NA, NA, NA, NA, N… #> $ lateral_punt_returner_player_id <chr> NA, NA, NA, NA, NA, NA, NA, NA, N… #> $ lateral_punt_returner_player_name <chr> NA, NA, NA, NA, NA, NA, NA, NA, N… #> $ kickoff_returner_player_name <chr> NA, NA, NA, NA, NA, NA, NA, NA, N… #> $ kickoff_returner_player_id <chr> NA, NA, NA, NA, NA, NA, NA, NA, N… #> $ lateral_kickoff_returner_player_id <chr> NA, NA, NA, NA, NA, NA, NA, NA, N… #> $ lateral_kickoff_returner_player_name <chr> NA, NA, NA, NA, NA, NA, NA, NA, N… #> $ punter_player_id <chr> NA, NA, NA, NA, NA, NA, NA, NA, N… #> $ punter_player_name <chr> NA, NA, NA, NA, NA, NA, NA, NA, N… #> $ kicker_player_name <chr> NA, "D.Bailey", NA, NA, NA, NA, N… #> $ kicker_player_id <chr> NA, "00-0028660", NA, NA, NA, NA,… #> $ own_kickoff_recovery_player_id <chr> NA, NA, NA, NA, NA, NA, NA, NA, N… #> $ own_kickoff_recovery_player_name <chr> NA, NA, NA, NA, NA, NA, NA, NA, N… #> $ blocked_player_id <chr> NA, NA, NA, NA, NA, "00-0033336",… #> $ blocked_player_name <chr> NA, NA, NA, NA, NA, "E.Wilson", N… #> $ tackle_for_loss_1_player_id <chr> NA, NA, "00-0031256", NA, NA, NA,… #> $ tackle_for_loss_1_player_name <chr> NA, NA, "A.Barr", NA, NA, NA, NA,… #> $ tackle_for_loss_2_player_id <chr> NA, NA, NA, NA, NA, NA, NA, NA, N… #> $ tackle_for_loss_2_player_name <chr> NA, NA, NA, NA, NA, NA, NA, NA, N… #> $ qb_hit_1_player_id <chr> NA, NA, "00-0031256", NA, NA, NA,… #> $ qb_hit_1_player_name <chr> NA, NA, "A.Barr", NA, NA, NA, NA,… #> $ qb_hit_2_player_id <chr> NA, NA, NA, NA, NA, NA, NA, NA, N… #> $ qb_hit_2_player_name <chr> NA, NA, NA, NA, NA, NA, NA, NA, N… #> $ forced_fumble_player_1_team <chr> NA, NA, NA, NA, NA, NA, NA, NA, N… #> $ forced_fumble_player_1_player_id <chr> NA, NA, NA, NA, NA, NA, NA, NA, N… #> $ forced_fumble_player_1_player_name <chr> NA, NA, NA, NA, NA, NA, NA, NA, N… #> $ forced_fumble_player_2_team <chr> NA, NA, NA, NA, NA, NA, NA, NA, N… #> $ forced_fumble_player_2_player_id <chr> NA, NA, NA, NA, NA, NA, NA, NA, N… #> $ forced_fumble_player_2_player_name <chr> NA, NA, NA, NA, NA, NA, NA, NA, N… #> $ solo_tackle_1_team <chr> NA, NA, "MIN", "MIN", "MIN", "ATL… #> $ solo_tackle_2_team <chr> NA, NA, NA, NA, NA, NA, NA, NA, N… #> $ solo_tackle_1_player_id <chr> NA, NA, "00-0031256", "00-0031242… #> $ solo_tackle_2_player_id <chr> NA, NA, NA, NA, NA, NA, NA, NA, N… #> $ solo_tackle_1_player_name <chr> NA, NA, "A.Barr", "S.Stephen", "A… #> $ solo_tackle_2_player_name <chr> NA, NA, NA, NA, NA, NA, NA, NA, N… #> $ assist_tackle_1_player_id <chr> NA, NA, NA, NA, NA, NA, NA, NA, N… #> $ assist_tackle_1_player_name <chr> NA, NA, NA, NA, NA, NA, NA, NA, N… #> $ assist_tackle_1_team <chr> NA, NA, NA, NA, NA, NA, NA, NA, N… #> $ assist_tackle_2_player_id <chr> NA, NA, NA, NA, NA, NA, NA, NA, N… #> $ assist_tackle_2_player_name <chr> NA, NA, NA, NA, NA, NA, NA, NA, N… #> $ assist_tackle_2_team <chr> NA, NA, NA, NA, NA, NA, NA, NA, N… #> $ assist_tackle_3_player_id <chr> NA, NA, NA, NA, NA, NA, NA, NA, N… #> $ assist_tackle_3_player_name <chr> NA, NA, NA, NA, NA, NA, NA, NA, N… #> $ assist_tackle_3_team <chr> NA, NA, NA, NA, NA, NA, NA, NA, N… #> $ assist_tackle_4_player_id <chr> NA, NA, NA, NA, NA, NA, NA, NA, N… #> $ assist_tackle_4_player_name <chr> NA, NA, NA, NA, NA, NA, NA, NA, N… #> $ assist_tackle_4_team <chr> NA, NA, NA, NA, NA, NA, NA, NA, N… #> $ tackle_with_assist <dbl> NA, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,… #> $ tackle_with_assist_1_player_id <chr> NA, NA, NA, NA, NA, NA, NA, NA, N… #> $ tackle_with_assist_1_player_name <chr> NA, NA, NA, NA, NA, NA, NA, NA, N… #> $ tackle_with_assist_1_team <chr> NA, NA, NA, NA, NA, NA, NA, NA, N… #> $ tackle_with_assist_2_player_id <chr> NA, NA, NA, NA, NA, NA, NA, NA, N… #> $ tackle_with_assist_2_player_name <chr> NA, NA, NA, NA, NA, NA, NA, NA, N… #> $ tackle_with_assist_2_team <chr> NA, NA, NA, NA, NA, NA, NA, NA, N… #> $ pass_defense_1_player_id <chr> NA, NA, NA, NA, NA, NA, NA, NA, N… #> $ pass_defense_1_player_name <chr> NA, NA, NA, NA, NA, NA, NA, NA, N… #> $ pass_defense_2_player_id <chr> NA, NA, NA, NA, NA, NA, NA, NA, N… #> $ pass_defense_2_player_name <chr> NA, NA, NA, NA, NA, NA, NA, NA, N… #> $ fumbled_1_team <chr> NA, NA, NA, NA, NA, NA, NA, NA, N… #> $ fumbled_1_player_id <chr> NA, NA, NA, NA, NA, NA, NA, NA, N… #> $ fumbled_1_player_name <chr> NA, NA, NA, NA, NA, NA, NA, NA, N… #> $ fumbled_2_player_id <chr> NA, NA, NA, NA, NA, NA, NA, NA, N… #> $ fumbled_2_player_name <chr> NA, NA, NA, NA, NA, NA, NA, NA, N… #> $ fumbled_2_team <chr> NA, NA, NA, NA, NA, NA, NA, NA, N… #> $ fumble_recovery_1_team <chr> NA, NA, NA, NA, NA, NA, NA, NA, N… #> $ fumble_recovery_1_yards <dbl> NA, NA, NA, NA, NA, NA, NA, NA, N… #> $ fumble_recovery_1_player_id <chr> NA, NA, NA, NA, NA, NA, NA, NA, N… #> $ fumble_recovery_1_player_name <chr> NA, NA, NA, NA, NA, NA, NA, NA, N… #> $ fumble_recovery_2_team <chr> NA, NA, NA, NA, NA, NA, NA, NA, N… #> $ fumble_recovery_2_yards <dbl> NA, NA, NA, NA, NA, NA, NA, NA, N… #> $ fumble_recovery_2_player_id <chr> NA, NA, NA, NA, NA, NA, NA, NA, N… #> $ fumble_recovery_2_player_name <chr> NA, NA, NA, NA, NA, NA, NA, NA, N… #> $ sack_player_id <chr> NA, NA, "00-0031256", NA, NA, NA,… #> $ sack_player_name <chr> NA, NA, "A.Barr", NA, NA, NA, NA,… #> $ half_sack_1_player_id <chr> NA, NA, NA, NA, NA, NA, NA, NA, N… #> $ half_sack_1_player_name <chr> NA, NA, NA, NA, NA, NA, NA, NA, N… #> $ half_sack_2_player_id <chr> NA, NA, NA, NA, NA, NA, NA, NA, N… #> $ half_sack_2_player_name <chr> NA, NA, NA, NA, NA, NA, NA, NA, N… #> $ return_team <chr> NA, "ATL", NA, NA, NA, NA, NA, NA… #> $ return_yards <dbl> NA, 0, 0, 0, 0, 0, 0, 0, 0, 0, 18… #> $ penalty_team <chr> NA, NA, NA, NA, NA, NA, "MIN", NA… #> $ penalty_player_id <chr> NA, NA, NA, NA, NA, NA, "00-00279… #> $ penalty_player_name <chr> NA, NA, NA, NA, NA, NA, "K.Rudolp… #> $ penalty_yards <dbl> NA, NA, NA, NA, NA, NA, 10, NA, N… #> $ replay_or_challenge <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, … #> $ replay_or_challenge_result <chr> NA, NA, NA, NA, NA, NA, NA, NA, N… #> $ penalty_type <chr> NA, NA, NA, NA, NA, NA, "Offensiv… #> $ defensive_two_point_attempt <dbl> NA, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,… #> $ defensive_two_point_conv <dbl> NA, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,… #> $ defensive_extra_point_attempt <dbl> NA, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,… #> $ defensive_extra_point_conv <dbl> NA, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,… #> $ safety_player_name <chr> NA, NA, NA, NA, NA, NA, NA, NA, N… #> $ safety_player_id <chr> NA, NA, NA, NA, NA, NA, NA, NA, N… #> $ season <int> 2019, 2019, 2019, 2019, 2019, 201… #> $ cp <dbl> NA, NA, NA, NA, NA, NA, NA, 0.844… #> $ cpoe <dbl> NA, NA, NA, NA, NA, NA, NA, 15.57… #> $ series <dbl> 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 3, … #> $ series_success <dbl> 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, … #> $ series_result <chr> "Punt", "Punt", "Punt", "Punt", "… #> $ order_sequence <dbl> 1, 36, 51, 79, 100, 121, 148, 185… #> $ start_time <chr> "13:00:00", "13:00:00", "13:00:00… #> $ time_of_day <chr> NA, "17:04:02", "17:04:42", "17:0… #> $ stadium <chr> "U.S. Bank Stadium", "U.S. Bank S… #> $ weather <chr> "N/A (Indoors) Temp: ° F, Wind: … #> $ nfl_api_id <chr> "10160000-0579-055e-7350-c0a2552a… #> $ play_clock <chr> "0", "10", "12", "5", "7", "17", … #> $ play_deleted <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, … #> $ play_type_nfl <chr> "GAME_START", "KICK_OFF", "SACK",… #> $ special_teams_play <dbl> 0, 1, 0, 0, 0, 1, 0, 0, 0, 1, 1, … #> $ st_play_type <chr> NA, NA, NA, NA, NA, NA, NA, NA, N… #> $ end_clock_time <chr> NA, NA, NA, NA, NA, "12:53", NA, … #> $ end_yard_line <chr> NA, "ATL 25", "ATL 17", "ATL 21",… #> $ fixed_drive <dbl> 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 3, … #> $ fixed_drive_result <chr> "Punt", "Punt", "Punt", "Punt", "… #> $ drive_real_start_time <chr> NA, NA, NA, NA, NA, NA, NA, NA, N… #> $ drive_play_count <dbl> NA, 3, 3, 3, 3, 3, 2, 2, 2, 2, 3,… #> $ drive_time_of_possession <chr> NA, "2:07", "2:07", "2:07", "2:07… #> $ drive_first_downs <dbl> NA, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1,… #> $ drive_inside20 <dbl> NA, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,… #> $ drive_ended_with_score <dbl> NA, 0, 0, 0, 0, 0, 1, 1, 1, 1, 0,… #> $ drive_quarter_start <dbl> NA, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,… #> $ drive_quarter_end <dbl> NA, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,… #> $ drive_yards_penalized <dbl> NA, 0, 0, 0, 0, 0, -10, -10, -10,… #> $ drive_start_transition <chr> NA, "KICKOFF", "KICKOFF", "KICKOF… #> $ drive_end_transition <chr> NA, "BLOCKED_PUNT", "BLOCKED_PUNT… #> $ drive_game_clock_start <chr> NA, "15:00", "15:00", "15:00", "1… #> $ drive_game_clock_end <chr> NA, "12:53", "12:53", "12:53", "1… #> $ drive_start_yard_line <chr> NA, "ATL 25", "ATL 25", "ATL 25",… #> $ drive_end_yard_line <chr> NA, "ATL 33", "ATL 33", "ATL 33",… #> $ drive_play_id_started <dbl> NA, 36, 36, 36, 36, 36, 148, 148,… #> $ drive_play_id_ended <dbl> NA, 121, 121, 121, 121, 121, 239,… #> $ away_score <int> 12, 12, 12, 12, 12, 12, 12, 12, 1… #> $ home_score <int> 28, 28, 28, 28, 28, 28, 28, 28, 2… #> $ location <chr> "Home", "Home", "Home", "Home", "… #> $ result <int> 16, 16, 16, 16, 16, 16, 16, 16, 1… #> $ total <int> 40, 40, 40, 40, 40, 40, 40, 40, 4… #> $ spread_line <dbl> 3.5, 3.5, 3.5, 3.5, 3.5, 3.5, 3.5… #> $ total_line <dbl> 47, 47, 47, 47, 47, 47, 47, 47, 4… #> $ div_game <int> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, … #> $ roof <chr> "dome", "dome", "dome", "dome", "… #> $ surface <chr> "sportturf", "sportturf", "sportt… #> $ temp <int> NA, NA, NA, NA, NA, NA, NA, NA, N… #> $ wind <int> NA, NA, NA, NA, NA, NA, NA, NA, N… #> $ home_coach <chr> "Mike Zimmer", "Mike Zimmer", "Mi… #> $ away_coach <chr> "Dan Quinn", "Dan Quinn", "Dan Qu… #> $ stadium_id <chr> "MIN01", "MIN01", "MIN01", "MIN01… #> $ game_stadium <chr> "U.S. Bank Stadium", "U.S. Bank S… #> $ aborted_play <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, … #> $ success <dbl> NA, 0, 0, 0, 1, 0, 0, 1, 1, 1, 0,… #> $ passer <chr> NA, NA, "M.Ryan", NA, "M.Ryan", N… #> $ passer_jersey_number <int> NA, NA, 2, NA, 2, NA, NA, 8, 8, N… #> $ rusher <chr> NA, NA, NA, "D.Freeman", NA, NA, … #> $ rusher_jersey_number <int> NA, NA, NA, 24, 2, NA, 33, NA, NA… #> $ receiver <chr> NA, NA, NA, NA, NA, NA, NA, "D.Co… #> $ receiver_jersey_number <int> NA, NA, NA, NA, NA, NA, NA, 33, 1… #> $ pass <dbl> 0, 0, 1, 0, 1, 0, 0, 1, 1, 0, 0, … #> $ rush <dbl> 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 0, … #> $ first_down <dbl> NA, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0,… #> $ special <dbl> 0, 1, 0, 0, 0, 1, 0, 0, 0, 1, 1, … #> $ play <dbl> 0, 0, 1, 1, 1, 0, 1, 1, 1, 0, 0, … #> $ passer_id <chr> NA, NA, "00-0026143", NA, "00-002… #> $ rusher_id <chr> NA, NA, NA, "00-0031285", NA, NA,… #> $ receiver_id <chr> NA, NA, NA, NA, NA, NA, NA, "00-0… #> $ name <chr> NA, NA, "M.Ryan", "D.Freeman", "M… #> $ jersey_number <int> NA, NA, 2, 24, 2, NA, 33, 8, 8, N… #> $ id <chr> NA, NA, "00-0026143", "00-0031285… #> $ fantasy_player_name <chr> NA, NA, NA, "D.Freeman", "M.Ryan"… #> $ fantasy_player_id <chr> NA, NA, NA, "00-0031285", "00-002… #> $ fantasy <chr> NA, NA, NA, "D.Freeman", "M.Ryan"… #> $ fantasy_id <chr> NA, NA, NA, "00-0031285", "00-002… #> $ out_of_bounds <dbl> 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, … #> $ home_opening_kickoff <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, … #> $ qb_epa <dbl> NA, 0.00000000, -1.65876345, -0.5… #> $ xyac_epa <dbl> NA, NA, NA, NA, NA, NA, NA, 0.747… #> $ xyac_mean_yardage <dbl> NA, NA, NA, NA, NA, NA, NA, 6.732… #> $ xyac_median_yardage <int> NA, NA, NA, NA, NA, NA, NA, 6, 0,… #> $ xyac_success <dbl> NA, NA, NA, NA, NA, NA, NA, 0.505… #> $ xyac_fd <dbl> NA, NA, NA, NA, NA, NA, NA, 0.053… #> $ xpass <dbl> NA, NA, 0.4867992, 0.6399938, 0.9… #> $ pass_oe <dbl> NA, NA, 51.320082, -63.999379, 6.…
# }