load_teams() #> ── nflverse team graphics ────────────────────────────────────────────────────── -#> ℹ Data updated: 2023-07-11 15:17:33 UTC +#> ℹ Data updated: 2023-07-20 08:32:32 UTC #> # A tibble: 32 × 16 #> team_abbr team_name team_id team_nick team_conf team_division team_color #> <chr> <chr> <chr> <chr> <chr> <chr> <chr> @@ -974,7 +974,7 @@ Get team wins each season#> $ stadium_id : chr [1:6693] "ATL00" "CHI98" "CLE00" "GNB00" ... #> $ stadium : chr [1:6693] "Georgia Dome" "Soldier Field" "Cleveland Browns Stadium" "Lambeau Field" ... #> - attr(*, "nflverse_type")= chr "games and schedules" -#> - attr(*, "nflverse_timestamp")= POSIXct[1:1], format: "2023-07-11 15:18:19"
To start, we want to create a dataframe where each row is a team-season observation, listing how many games they won. There are multiple ways to do this, but I’m going to just take the home and away @@ -987,7 +987,7 @@
In most cases, however, it is not necessary to use this function for individual games, because nflfastR provides both a data repository and @@ -467,7 +467,7 @@
tictoc::tic("loading all games from 2009") games_2009 <- nflfastR::load_pbp(2009) %>% dplyr::filter(season_type == "REG") tictoc::toc() -#> loading all games from 2009: 3.689 sec elapsed +#> loading all games from 2009: 2.667 sec elapsed games_2009 %>% dplyr::filter(!is.na(cpoe)) %>% dplyr::group_by(passer_player_name) %>% @@ -972,20 +972,20 @@ Build database nflfastR::update_db() -#> ── Update nflfastR Play-by-Play Database ──────── nflfastR version 4.5.1.9002 ── -#> ℹ 15:22:20 | Can't find the data table "nflfastR_pbp" +#> ── Update nflfastR Play-by-Play Database ──────── nflfastR version 4.5.1.9003 ── +#> ℹ 08:35:53 | Can't find the data table "nflfastR_pbp" #> in your database. Will load the play by play data from #> scratch. #> -#> • 15:22:20 | Starting download of 24 seasons between 1999 and 2022... +#> • 08:35:53 | Starting download of 24 seasons between 1999 and 2022... #> -#> • 15:24:45 | Checking for missing completed games... +#> • 08:37:32 | Checking for missing completed games... #> -#> ℹ 15:24:47 | You have 6418 games and are missing 0. +#> ℹ 08:37:34 | You have 6418 games and are missing 0. #> -#> ✔ 15:24:49 | Database update completed +#> ✔ 08:37:34 | Database update completed #> -#> ℹ 15:24:49 | Path to your db: ./pbp_db +#> ℹ 08:37:34 | Path to your db: ./pbp_db #> #> ── DONE ──────────────────────────────────────────────────────────────────────── This created a database in the current directory called @@ -997,14 +997,14 @@ Build database nflfastR::update_db() -#> ── Update nflfastR Play-by-Play Database ──────── nflfastR version 4.5.1.9002 ── -#> • 15:24:49 | Checking for missing completed games... +#> ── Update nflfastR Play-by-Play Database ──────── nflfastR version 4.5.1.9003 ── +#> • 08:37:35 | Checking for missing completed games... #> -#> ℹ 15:24:50 | You have 6418 games and are missing 0. +#> ℹ 08:37:36 | You have 6418 games and are missing 0. #> -#> ✔ 15:24:51 | Database update completed +#> ✔ 08:37:37 | Database update completed #> -#> ℹ 15:24:51 | Path to your db: /home/runner/work/nflfastR/nflfastR/vignettes/pbp_db +#> ℹ 08:37:37 | Path to your db: /home/runner/work/nflfastR/nflfastR/vignettes/pbp_db #> #> ── DONE ──────────────────────────────────────────────────────────────────────── If it’s partway through a season and you want to re-build a season to @@ -1012,19 +1012,19 @@ Build database nflfastR::update_db(force_rebuild = 2020) -#> ── Update nflfastR Play-by-Play Database ──────── nflfastR version 4.5.1.9002 ── -#> • 15:24:52 | Purging season 2020 from the data table "nflfastR_pbp" in your +#> ── Update nflfastR Play-by-Play Database ──────── nflfastR version 4.5.1.9003 ── +#> • 08:37:37 | Purging season 2020 from the data table "nflfastR_pbp" in your #> connected database... #> -#> • 15:24:53 | Starting download of the 1 season 2020 +#> • 08:37:38 | Starting download of the 1 season 2020 #> -#> • 15:24:56 | Checking for missing completed games... +#> • 08:37:40 | Checking for missing completed games... #> -#> ℹ 15:24:57 | You have 6418 games and are missing 0. +#> ℹ 08:37:41 | You have 6418 games and are missing 0. #> -#> ✔ 15:24:58 | Database update completed +#> ✔ 08:37:42 | Database update completed #> -#> ℹ 15:24:58 | Path to your db: /home/runner/work/nflfastR/nflfastR/vignettes/pbp_db +#> ℹ 08:37:42 | Path to your db: /home/runner/work/nflfastR/nflfastR/vignettes/pbp_db #> #> ── DONE ────────────────────────────────────────────────────────────────────────
nflfastR::update_db() -#> ── Update nflfastR Play-by-Play Database ──────── nflfastR version 4.5.1.9002 ── -#> ℹ 15:22:20 | Can't find the data table "nflfastR_pbp" +#> ── Update nflfastR Play-by-Play Database ──────── nflfastR version 4.5.1.9003 ── +#> ℹ 08:35:53 | Can't find the data table "nflfastR_pbp" #> in your database. Will load the play by play data from #> scratch. #> -#> • 15:22:20 | Starting download of 24 seasons between 1999 and 2022... +#> • 08:35:53 | Starting download of 24 seasons between 1999 and 2022... #> -#> • 15:24:45 | Checking for missing completed games... +#> • 08:37:32 | Checking for missing completed games... #> -#> ℹ 15:24:47 | You have 6418 games and are missing 0. +#> ℹ 08:37:34 | You have 6418 games and are missing 0. #> -#> ✔ 15:24:49 | Database update completed +#> ✔ 08:37:34 | Database update completed #> -#> ℹ 15:24:49 | Path to your db: ./pbp_db +#> ℹ 08:37:34 | Path to your db: ./pbp_db #> #> ── DONE ────────────────────────────────────────────────────────────────────────
This created a database in the current directory called @@ -997,14 +997,14 @@
nflfastR::update_db() -#> ── Update nflfastR Play-by-Play Database ──────── nflfastR version 4.5.1.9002 ── -#> • 15:24:49 | Checking for missing completed games... +#> ── Update nflfastR Play-by-Play Database ──────── nflfastR version 4.5.1.9003 ── +#> • 08:37:35 | Checking for missing completed games... #> -#> ℹ 15:24:50 | You have 6418 games and are missing 0. +#> ℹ 08:37:36 | You have 6418 games and are missing 0. #> -#> ✔ 15:24:51 | Database update completed +#> ✔ 08:37:37 | Database update completed #> -#> ℹ 15:24:51 | Path to your db: /home/runner/work/nflfastR/nflfastR/vignettes/pbp_db +#> ℹ 08:37:37 | Path to your db: /home/runner/work/nflfastR/nflfastR/vignettes/pbp_db #> #> ── DONE ────────────────────────────────────────────────────────────────────────
If it’s partway through a season and you want to re-build a season to @@ -1012,19 +1012,19 @@
nflfastR::update_db(force_rebuild = 2020) -#> ── Update nflfastR Play-by-Play Database ──────── nflfastR version 4.5.1.9002 ── -#> • 15:24:52 | Purging season 2020 from the data table "nflfastR_pbp" in your +#> ── Update nflfastR Play-by-Play Database ──────── nflfastR version 4.5.1.9003 ── +#> • 08:37:37 | Purging season 2020 from the data table "nflfastR_pbp" in your #> connected database... #> -#> • 15:24:53 | Starting download of the 1 season 2020 +#> • 08:37:38 | Starting download of the 1 season 2020 #> -#> • 15:24:56 | Checking for missing completed games... +#> • 08:37:40 | Checking for missing completed games... #> -#> ℹ 15:24:57 | You have 6418 games and are missing 0. +#> ℹ 08:37:41 | You have 6418 games and are missing 0. #> -#> ✔ 15:24:58 | Database update completed +#> ✔ 08:37:42 | Database update completed #> -#> ℹ 15:24:58 | Path to your db: /home/runner/work/nflfastR/nflfastR/vignettes/pbp_db +#> ℹ 08:37:42 | Path to your db: /home/runner/work/nflfastR/nflfastR/vignettes/pbp_db #> #> ── DONE ────────────────────────────────────────────────────────────────────────