Scrape MiLB game logs for batters from FanGraphs
Source:R/fg_milb_batter_game_logs.R
fg_milb_batter_game_logs.RdThis function allows you to scrape MiLB game logs for individual batters from FanGraphs.
Value
Returns a tibble of Minor League batter game logs, one row per game, with the following columns:
| col_name | types | description |
| Date | character | Calendar date of the game (YYYY-MM-DD). |
| Team | character | Minor league team the batter played for. |
| Level | character | Minor league classification level (e.g. (AA), (AAA)). |
| Opp | character | Opponent team; leading @ indicates a road game. |
| G | numeric | Games played (1 per row). |
| AB | numeric | At-bats. |
| PA | numeric | Plate appearances. |
| H | numeric | Hits. |
| 1B | numeric | Singles. |
| 2B | numeric | Doubles. |
| 3B | numeric | Triples. |
| HR | numeric | Home runs. |
| R | numeric | Runs scored. |
| RBI | numeric | Runs batted in. |
| BB | numeric | Walks (bases on balls). |
| IBB | numeric | Intentional walks. |
| SO | numeric | Strikeouts. |
| HBP | numeric | Times hit by pitch. |
| SF | numeric | Sacrifice flies. |
| SH | numeric | Sacrifice hits (bunts). |
| GDP | numeric | Grounded into double plays. |
| SB | numeric | Stolen bases. |
| CS | numeric | Times caught stealing. |
| AVG | numeric | Batting average (H/AB). |
| BB% | numeric | Walk rate (BB per plate appearance). |
| K% | numeric | Strikeout rate (SO per plate appearance). |
| BB/K | numeric | Walk-to-strikeout ratio. |
| OBP | numeric | On-base percentage. |
| SLG | numeric | Slugging percentage. |
| OPS | numeric | On-base plus slugging. |
| ISO | numeric | Isolated power (SLG minus AVG). |
| Spd | numeric | Bill James Speed Score. |
| BABIP | numeric | Batting average on balls in play. |
| wRC | numeric | Weighted runs created. |
| wRAA | numeric | Weighted runs above average. |
| wOBA | numeric | Weighted on-base average. |
| wRC+ | numeric | Weighted runs created plus (league/park adjusted, 100=avg). |
| wBsR | numeric | Weighted base running runs. |
| gamedate | character | Game date as parsed from the source feed. |
| dh | integer | Doubleheader game indicator (0 = single game). |
Examples
# \donttest{
try(fg_milb_batter_game_logs(playerid = "sa3019999", year=2023))
#> ✖ 2026-06-12 14:08:52.062609: Invalid arguments or no MiLB batter game logs data available!
#> Date Team Level Opp BatOrder Pos G AB PA H 1B 2B 3B HR R RBI
#> 2 2023-09-17 COL (AA) @BOS <NA> <NA> 1 2 2 1 0 0 0 1 1 1
#> 3 2023-09-15 COL (AA) @BOS <NA> <NA> 1 4 4 1 1 0 0 0 0 0
#> 4 2023-09-14 COL (AA) @BOS <NA> <NA> 1 5 5 1 1 0 0 0 0 1
#> 5 2023-09-13 COL (AA) @BOS <NA> <NA> 1 4 4 0 0 0 0 0 0 0
#> 6 2023-09-12 COL (AA) @BOS <NA> <NA> 1 3 4 0 0 0 0 0 0 0
#> 7 2023-09-08 COL (AA) NYM <NA> <NA> 1 4 4 1 1 0 0 0 0 0
#> 8 2023-09-07 COL (AA) @NYM <NA> <NA> 1 4 5 2 1 0 0 1 1 2
#> 9 2023-09-07 COL (AA) NYM <NA> <NA> 1 2 3 0 0 0 0 0 0 0
#> 10 2023-09-06 COL (AA) NYM <NA> <NA> 1 4 4 0 0 0 0 0 0 0
#> 11 2023-09-05 COL (AA) NYM <NA> <NA> 1 5 5 1 1 0 0 0 0 0
#> 12 2023-09-03 COL (AA) SFG <NA> <NA> 1 1 2 0 0 0 0 0 1 0
#> 13 2023-09-02 COL (AA) SFG <NA> <NA> 1 3 4 0 0 0 0 0 0 0
#> 14 2023-09-01 COL (AA) SFG <NA> <NA> 1 4 4 1 1 0 0 0 0 1
#> 15 2023-08-31 COL (AA) SFG <NA> <NA> 1 5 5 1 1 0 0 0 2 2
#> 16 2023-08-30 COL (AA) SFG <NA> <NA> 1 4 5 0 0 0 0 0 1 0
#> 17 2023-08-29 COL (AA) SFG <NA> <NA> 1 3 5 1 1 0 0 0 0 0
#> 18 2023-08-27 COL (AA) @NYY <NA> <NA> 1 4 5 2 0 2 0 0 0 0
#> 19 2023-08-26 COL (AA) @NYY <NA> <NA> 1 2 4 0 0 0 0 0 0 0
#> 20 2023-08-25 COL (AA) @NYY <NA> <NA> 1 4 4 0 0 0 0 0 0 0
#> 21 2023-08-24 COL (AA) @NYY <NA> <NA> 1 5 5 2 1 1 0 0 0 1
#> 22 2023-08-23 COL (AA) @NYY <NA> <NA> 1 5 5 1 1 0 0 0 0 1
#> 23 2023-08-22 COL (AA) @NYY <NA> <NA> 1 5 5 1 1 0 0 0 0 0
#> 24 2023-08-20 COL (AA) TOR <NA> <NA> 1 4 4 2 1 0 0 1 1 1
#> 25 2023-08-19 COL (AA) TOR <NA> <NA> 1 4 4 3 2 0 0 1 1 1
#> 26 2023-08-18 COL (AA) TOR <NA> <NA> 1 5 5 2 0 0 0 2 2 3
#> 27 2023-08-17 COL (AA) @TOR <NA> <NA> 1 3 3 1 1 0 0 0 0 0
#> 28 2023-08-17 COL (AA) TOR <NA> <NA> 1 3 3 0 0 0 0 0 0 0
#> 29 2023-08-16 COL (AA) TOR <NA> <NA> 1 4 5 1 1 0 0 0 1 0
#> 30 2023-08-15 COL (AA) TOR <NA> <NA> 1 3 4 2 2 0 0 0 0 2
#> 31 2023-08-13 COL (AA) @BOS <NA> <NA> 1 4 4 2 2 0 0 0 1 0
#> 32 2023-08-12 COL (AA) @BOS <NA> <NA> 1 3 5 0 0 0 0 0 0 0
#> 33 2023-08-11 COL (AA) @BOS <NA> <NA> 1 4 5 1 0 0 0 1 1 1
#> 34 2023-08-09 COL (AA) @BOS <NA> <NA> 1 3 4 0 0 0 0 0 0 0
#> 35 2023-08-08 COL (AA) @BOS <NA> <NA> 1 4 5 0 0 0 0 0 1 0
#> 36 2023-08-06 COL (A+) @SEA <NA> <NA> 1 4 4 1 1 0 0 0 0 0
#> 37 2023-08-05 COL (A+) @SEA <NA> <NA> 1 4 4 2 0 2 0 0 1 1
#> 38 2023-08-03 COL (A+) @SEA <NA> <NA> 1 5 5 0 0 0 0 0 0 0
#> 39 2023-08-02 COL (A+) @SEA <NA> <NA> 1 3 4 0 0 0 0 0 0 0
#> 40 2023-08-01 COL (A+) @SEA <NA> <NA> 1 4 5 1 1 0 0 0 0 1
#> 41 2023-07-30 COL (A+) @SFG <NA> <NA> 1 5 5 1 0 1 0 0 1 0
#> 42 2023-07-29 COL (A+) @SFG <NA> <NA> 1 4 5 2 1 0 0 1 1 1
#> 43 2023-07-28 COL (A+) @SFG <NA> <NA> 1 5 5 0 0 0 0 0 0 0
#> 44 2023-07-27 COL (A+) @SFG <NA> <NA> 1 2 4 0 0 0 0 0 0 0
#> 45 2023-07-26 COL (A+) @SFG <NA> <NA> 1 4 5 0 0 0 0 0 1 0
#> 46 2023-07-25 COL (A+) @SFG <NA> <NA> 1 3 4 0 0 0 0 0 0 0
#> 47 2023-07-23 COL (A+) TOR <NA> <NA> 1 4 5 2 1 1 0 0 2 2
#> 48 2023-07-22 COL (A+) TOR <NA> <NA> 1 4 4 0 0 0 0 0 0 0
#> 49 2023-07-21 COL (A+) TOR <NA> <NA> 1 3 4 0 0 0 0 0 0 0
#> 50 2023-07-20 COL (A+) TOR <NA> <NA> 1 4 4 3 2 1 0 0 1 0
#> 51 2023-07-19 COL (A+) TOR <NA> <NA> 1 3 4 1 1 0 0 0 1 1
#> 52 2023-07-18 COL (A+) TOR <NA> <NA> 1 5 5 1 1 0 0 0 0 0
#> 53 2023-07-16 COL (A+) @LAA <NA> <NA> 1 4 4 1 1 0 0 0 0 0
#> 54 2023-07-15 COL (A+) @LAA <NA> <NA> 1 4 4 1 1 0 0 0 1 0
#> 55 2023-07-14 COL (A+) @LAA <NA> <NA> 1 4 5 2 2 0 0 0 1 0
#> 56 2023-07-09 COL (A+) SEA <NA> <NA> 1 4 4 0 0 0 0 0 0 0
#> 57 2023-07-08 COL (A+) SEA <NA> <NA> 1 4 4 0 0 0 0 0 0 0
#> 58 2023-07-06 COL (A+) SEA <NA> <NA> 1 3 5 2 1 1 0 0 2 1
#> 59 2023-07-05 COL (A+) SEA <NA> <NA> 1 4 4 1 0 1 0 0 1 1
#> 60 2023-07-04 COL (A+) SEA <NA> <NA> 1 4 5 2 1 1 0 0 2 1
#> 61 2023-07-01 COL (A+) @TOR <NA> <NA> 1 4 5 1 1 0 0 0 0 0
#> 62 2023-06-30 COL (A+) @TOR <NA> <NA> 1 4 5 1 0 1 0 0 1 0
#> 63 2023-06-28 COL (A+) @TOR <NA> <NA> 1 5 5 2 1 1 0 0 0 0
#> 64 2023-06-27 COL (A+) @TOR <NA> <NA> 1 4 4 1 1 0 0 0 1 0
#> 65 2023-06-21 COL (A+) LAA <NA> <NA> 1 2 2 1 1 0 0 0 0 0
#> 66 2023-06-20 COL (A+) LAA <NA> <NA> 1 3 5 1 1 0 0 0 2 0
#> 67 2023-06-18 COL (A+) SFG <NA> <NA> 1 5 5 3 1 2 0 0 0 3
#> 68 2023-06-17 COL (A+) SFG <NA> <NA> 1 4 4 1 1 0 0 0 0 1
#> 69 2023-06-15 COL (A+) SFG <NA> <NA> 1 3 5 1 1 0 0 0 0 0
#> 70 2023-06-14 COL (A+) SFG <NA> <NA> 1 5 5 0 0 0 0 0 0 1
#> 71 2023-06-13 COL (A+) SFG <NA> <NA> 1 0 0 0 0 0 0 0 0 0
#> 72 2023-06-08 COL (A+) @ARI <NA> <NA> 1 5 5 1 1 0 0 0 0 1
#> 73 2023-06-07 COL (A+) @ARI <NA> <NA> 1 4 4 1 0 1 0 0 1 0
#> 74 2023-06-06 COL (A+) @ARI <NA> <NA> 1 4 6 2 1 0 0 1 3 3
#> 75 2023-06-04 COL (A+) @LAA <NA> <NA> 1 5 5 2 0 0 0 2 2 2
#> 76 2023-06-03 COL (A+) @LAA <NA> <NA> 1 5 5 1 1 0 0 0 0 1
#> 77 2023-06-02 COL (A+) @LAA <NA> <NA> 1 3 4 1 0 1 0 0 1 0
#> 78 2023-04-30 COL (A+) SEA <NA> <NA> 1 4 4 2 1 0 1 0 2 0
#> 79 2023-04-29 COL (A+) SEA <NA> <NA> 1 5 5 1 0 1 0 0 0 3
#> 80 2023-04-28 COL (A+) SEA <NA> <NA> 1 3 4 2 2 0 0 0 0 1
#> 81 2023-04-27 COL (A+) SEA <NA> <NA> 1 4 5 3 1 1 0 1 4 4
#> 82 2023-04-26 COL (A+) SEA <NA> <NA> 1 3 4 2 1 0 0 1 1 1
#> 83 2023-04-25 COL (A+) SEA <NA> <NA> 1 4 4 0 0 0 0 0 0 0
#> 84 2023-04-23 COL (A+) @LAA <NA> <NA> 1 4 4 3 2 1 0 0 0 0
#> 85 2023-04-22 COL (A+) @LAA <NA> <NA> 1 4 5 2 1 1 0 0 3 1
#> 86 2023-04-21 COL (A+) @LAA <NA> <NA> 1 3 4 0 0 0 0 0 0 0
#> 87 2023-04-20 COL (A+) @LAA <NA> <NA> 1 3 4 0 0 0 0 0 0 0
#> 88 2023-04-19 COL (A+) @LAA <NA> <NA> 1 2 4 1 1 0 0 0 1 0
#> 89 2023-04-18 COL (A+) @LAA <NA> <NA> 1 5 5 4 3 1 0 0 1 2
#> 90 2023-04-16 COL (A+) SFG <NA> <NA> 1 4 5 2 2 0 0 0 1 2
#> 91 2023-04-15 COL (A+) SFG <NA> <NA> 1 4 4 1 1 0 0 0 0 0
#> 92 2023-04-14 COL (A+) SFG <NA> <NA> 1 4 4 1 0 0 0 1 1 2
#> 93 2023-04-13 COL (A+) SFG <NA> <NA> 1 3 4 2 1 1 0 0 1 1
#> 94 2023-04-12 COL (A+) SFG <NA> <NA> 1 3 4 2 1 1 0 0 0 0
#> 95 2023-04-11 COL (A+) SFG <NA> <NA> 1 5 5 3 2 1 0 0 1 1
#> BB IBB SO HBP SF SH GDP SB CS AVG BB% K% BB/K
#> 2 0 0 0 0 0 0 0 0 0 0.5000000 0.0000000 0.0000000 0.0
#> 3 0 0 0 0 0 0 0 0 0 0.2500000 0.0000000 0.0000000 0.0
#> 4 0 0 1 0 0 0 0 0 0 0.2000000 0.0000000 0.2000000 0.0
#> 5 0 0 3 0 0 0 0 0 0 0.0000000 0.0000000 0.7500000 0.0
#> 6 1 0 1 0 0 0 0 0 0 0.0000000 0.2500000 0.2500000 1.0
#> 7 0 0 2 0 0 0 0 0 0 0.2500000 0.0000000 0.5000000 0.0
#> 8 1 0 0 0 0 0 0 0 0 0.5000000 0.2000000 0.0000000 1.0
#> 9 1 0 0 0 0 0 0 0 0 0.0000000 0.3333333 0.0000000 1.0
#> 10 0 0 2 0 0 0 1 0 0 0.0000000 0.0000000 0.5000000 0.0
#> 11 0 0 1 0 0 0 0 0 0 0.2000000 0.0000000 0.2000000 0.0
#> 12 1 0 0 0 0 0 0 0 0 0.0000000 0.5000000 0.0000000 1.0
#> 13 1 0 1 0 0 0 0 0 0 0.0000000 0.2500000 0.2500000 1.0
#> 14 0 0 1 0 0 0 0 0 0 0.2500000 0.0000000 0.2500000 0.0
#> 15 0 0 0 0 0 0 0 0 0 0.2000000 0.0000000 0.0000000 0.0
#> 16 0 0 0 1 0 0 0 0 0 0.0000000 0.0000000 0.0000000 0.0
#> 17 2 0 0 0 0 0 0 0 0 0.3333333 0.4000000 0.0000000 2.0
#> 18 1 0 0 0 0 0 0 0 0 0.5000000 0.2000000 0.0000000 1.0
#> 19 2 0 1 0 0 0 0 0 0 0.0000000 0.5000000 0.2500000 2.0
#> 20 0 0 1 0 0 0 0 0 0 0.0000000 0.0000000 0.2500000 0.0
#> 21 0 0 2 0 0 0 0 0 0 0.4000000 0.0000000 0.4000000 0.0
#> 22 0 0 2 0 0 0 0 0 0 0.2000000 0.0000000 0.4000000 0.0
#> 23 0 0 1 0 0 0 1 0 0 0.2000000 0.0000000 0.2000000 0.0
#> 24 0 0 2 0 0 0 0 1 0 0.5000000 0.0000000 0.5000000 0.0
#> 25 0 0 0 0 0 0 0 1 0 0.7500000 0.0000000 0.0000000 0.0
#> 26 0 0 1 0 0 0 0 0 0 0.4000000 0.0000000 0.2000000 0.0
#> 27 0 0 0 0 0 0 1 0 1 0.3333333 0.0000000 0.0000000 0.0
#> 28 0 0 1 0 0 0 0 0 0 0.0000000 0.0000000 0.3333333 0.0
#> 29 1 0 2 0 0 0 0 0 0 0.2500000 0.2000000 0.4000000 0.5
#> 30 1 0 1 0 0 0 0 0 0 0.6666667 0.2500000 0.2500000 1.0
#> 31 0 0 0 0 0 0 0 1 0 0.5000000 0.0000000 0.0000000 0.0
#> 32 1 0 0 1 0 0 0 0 0 0.0000000 0.2000000 0.0000000 1.0
#> 33 1 0 1 0 0 0 0 0 0 0.2500000 0.2000000 0.2000000 1.0
#> 34 0 0 3 1 0 0 0 0 0 0.0000000 0.0000000 0.7500000 0.0
#> 35 1 0 2 0 0 0 0 0 0 0.0000000 0.2000000 0.4000000 0.5
#> 36 0 0 0 0 0 0 0 0 0 0.2500000 0.0000000 0.0000000 0.0
#> 37 0 0 1 0 0 0 0 0 0 0.5000000 0.0000000 0.2500000 0.0
#> 38 0 0 4 0 0 0 0 0 0 0.0000000 0.0000000 0.8000000 0.0
#> 39 1 0 0 0 0 0 0 2 0 0.0000000 0.2500000 0.0000000 1.0
#> 40 1 0 2 0 0 0 0 1 0 0.2500000 0.2000000 0.4000000 0.5
#> 41 0 0 2 0 0 0 0 0 0 0.2000000 0.0000000 0.4000000 0.0
#> 42 1 0 0 0 0 0 0 0 0 0.5000000 0.2000000 0.0000000 1.0
#> 43 0 0 2 0 0 0 0 0 0 0.0000000 0.0000000 0.4000000 0.0
#> 44 0 0 0 2 0 0 0 0 0 0.0000000 0.0000000 0.0000000 0.0
#> 45 1 0 2 0 0 0 0 0 0 0.0000000 0.2000000 0.4000000 0.5
#> 46 1 0 2 0 0 0 0 1 0 0.0000000 0.2500000 0.5000000 0.5
#> 47 1 0 0 0 0 0 0 0 0 0.5000000 0.2000000 0.0000000 1.0
#> 48 0 0 2 0 0 0 0 0 0 0.0000000 0.0000000 0.5000000 0.0
#> 49 1 0 1 0 0 0 0 0 0 0.0000000 0.2500000 0.2500000 1.0
#> 50 0 0 0 0 0 0 0 0 1 0.7500000 0.0000000 0.0000000 0.0
#> 51 0 0 0 1 0 0 0 0 0 0.3333333 0.0000000 0.0000000 0.0
#> 52 0 0 1 0 0 0 0 0 0 0.2000000 0.0000000 0.2000000 0.0
#> 53 0 0 0 0 0 0 0 0 0 0.2500000 0.0000000 0.0000000 0.0
#> 54 0 0 1 0 0 0 0 0 0 0.2500000 0.0000000 0.2500000 0.0
#> 55 1 0 1 0 0 0 0 0 0 0.5000000 0.2000000 0.2000000 1.0
#> 56 0 0 2 0 0 0 0 0 0 0.0000000 0.0000000 0.5000000 0.0
#> 57 0 0 1 0 0 0 0 0 0 0.0000000 0.0000000 0.2500000 0.0
#> 58 2 0 0 0 0 0 0 0 0 0.6666667 0.4000000 0.0000000 2.0
#> 59 0 0 0 0 0 0 0 0 0 0.2500000 0.0000000 0.0000000 0.0
#> 60 0 0 0 1 0 0 0 1 0 0.5000000 0.0000000 0.0000000 0.0
#> 61 0 0 0 1 0 0 0 0 0 0.2500000 0.0000000 0.0000000 0.0
#> 62 0 0 0 1 0 0 0 0 0 0.2500000 0.0000000 0.0000000 0.0
#> 63 0 0 0 0 0 0 0 0 0 0.4000000 0.0000000 0.0000000 0.0
#> 64 0 0 1 0 0 0 0 0 0 0.2500000 0.0000000 0.2500000 0.0
#> 65 0 0 1 0 0 0 0 1 0 0.5000000 0.0000000 0.5000000 0.0
#> 66 2 0 1 0 0 0 0 1 0 0.3333333 0.4000000 0.2000000 2.0
#> 67 0 0 1 0 0 0 0 1 0 0.6000000 0.0000000 0.2000000 0.0
#> 68 0 0 1 0 0 0 0 0 0 0.2500000 0.0000000 0.2500000 0.0
#> 69 2 0 1 0 0 0 0 0 0 0.3333333 0.4000000 0.2000000 2.0
#> 70 0 0 0 0 0 0 0 0 0 0.0000000 0.0000000 0.0000000 0.0
#> 71 0 0 0 0 0 0 0 0 0 0.0000000 0.0000000 0.0000000 0.0
#> 72 0 0 1 0 0 0 0 0 0 0.2000000 0.0000000 0.2000000 0.0
#> 73 0 0 2 0 0 0 0 1 0 0.2500000 0.0000000 0.5000000 0.0
#> 74 1 0 1 0 1 0 0 0 0 0.5000000 0.1666667 0.1666667 1.0
#> 75 0 0 1 0 0 0 0 0 0 0.4000000 0.0000000 0.2000000 0.0
#> 76 0 0 1 0 0 0 0 0 0 0.2000000 0.0000000 0.2000000 0.0
#> 77 1 0 0 0 0 0 0 0 0 0.3333333 0.2500000 0.0000000 1.0
#> 78 0 0 0 0 0 0 0 0 0 0.5000000 0.0000000 0.0000000 0.0
#> 79 0 0 1 0 0 0 0 0 1 0.2000000 0.0000000 0.2000000 0.0
#> 80 1 0 0 0 0 0 0 0 0 0.6666667 0.2500000 0.0000000 1.0
#> 81 1 0 0 0 0 0 0 1 0 0.7500000 0.2000000 0.0000000 1.0
#> 82 1 0 0 0 0 0 0 0 0 0.6666667 0.2500000 0.0000000 1.0
#> 83 0 0 1 0 0 0 0 0 0 0.0000000 0.0000000 0.2500000 0.0
#> 84 0 0 0 0 0 0 0 0 0 0.7500000 0.0000000 0.0000000 0.0
#> 85 1 0 0 0 0 0 0 0 0 0.5000000 0.2000000 0.0000000 1.0
#> 86 1 1 1 0 0 0 0 0 0 0.0000000 0.2500000 0.2500000 1.0
#> 87 1 0 1 0 0 0 0 0 0 0.0000000 0.2500000 0.2500000 1.0
#> 88 1 0 0 1 0 0 0 1 0 0.5000000 0.2500000 0.0000000 1.0
#> 89 0 0 0 0 0 0 0 1 0 0.8000000 0.0000000 0.0000000 0.0
#> 90 0 0 0 0 1 0 0 0 0 0.5000000 0.0000000 0.0000000 0.0
#> 91 0 0 0 0 0 0 0 0 0 0.2500000 0.0000000 0.0000000 0.0
#> 92 0 0 1 0 0 0 0 0 0 0.2500000 0.0000000 0.2500000 0.0
#> 93 0 0 0 0 1 0 0 1 0 0.6666667 0.0000000 0.0000000 0.0
#> 94 0 0 0 1 0 0 0 0 0 0.6666667 0.0000000 0.0000000 0.0
#> 95 0 0 1 0 0 0 0 1 0 0.6000000 0.0000000 0.2000000 0.0
#> OBP SLG OPS ISO Spd BABIP
#> 2 0.5000000 2.0000000 2.5000000 1.5000000 0.1428571 0.0000000
#> 3 0.2500000 0.2500000 0.5000000 0.0000000 0.1428571 0.2500000
#> 4 0.2000000 0.2000000 0.4000000 0.0000000 0.1428571 0.2500000
#> 5 0.0000000 0.0000000 0.0000000 0.0000000 0.1428571 0.0000000
#> 6 0.2500000 0.0000000 0.2500000 0.0000000 0.1428571 0.0000000
#> 7 0.2500000 0.2500000 0.5000000 0.0000000 0.1428571 0.5000000
#> 8 0.6000000 1.2500000 1.8500000 0.7500000 0.1428571 0.3333333
#> 9 0.3333333 0.0000000 0.3333333 0.0000000 0.1428571 0.0000000
#> 10 0.0000000 0.0000000 0.0000000 0.0000000 0.1428571 0.0000000
#> 11 0.2000000 0.2000000 0.4000000 0.0000000 0.1428571 0.2500000
#> 12 0.5000000 0.0000000 0.5000000 0.0000000 2.6428571 0.0000000
#> 13 0.2500000 0.0000000 0.2500000 0.0000000 0.1428571 0.0000000
#> 14 0.2500000 0.2500000 0.5000000 0.0000000 0.1428571 0.3333333
#> 15 0.2000000 0.2000000 0.4000000 0.0000000 2.6428571 0.2000000
#> 16 0.2000000 0.0000000 0.2000000 0.0000000 0.1428571 0.0000000
#> 17 0.6000000 0.3333333 0.9333333 0.0000000 0.1428571 0.3333333
#> 18 0.6000000 1.0000000 1.6000000 0.5000000 0.1428571 0.5000000
#> 19 0.5000000 0.0000000 0.5000000 0.0000000 0.1428571 0.0000000
#> 20 0.0000000 0.0000000 0.0000000 0.0000000 0.1428571 0.0000000
#> 21 0.4000000 0.6000000 1.0000000 0.2000000 0.1428571 0.6666667
#> 22 0.2000000 0.2000000 0.4000000 0.0000000 0.1428571 0.3333333
#> 23 0.2000000 0.2000000 0.4000000 0.0000000 0.1428571 0.2500000
#> 24 0.5000000 1.2500000 1.7500000 0.7500000 5.0000000 1.0000000
#> 25 0.7500000 1.5000000 2.2500000 0.7500000 5.0000000 0.6666667
#> 26 0.4000000 1.6000000 2.0000000 1.2000000 0.1428571 0.0000000
#> 27 0.3333333 0.3333333 0.6666667 0.0000000 2.5000000 0.3333333
#> 28 0.0000000 0.0000000 0.0000000 0.0000000 0.1428571 0.0000000
#> 29 0.4000000 0.2500000 0.6500000 0.0000000 2.6428571 0.5000000
#> 30 0.7500000 0.6666667 1.4166667 0.0000000 0.1428571 1.0000000
#> 31 0.5000000 0.5000000 1.0000000 0.0000000 7.5000000 0.5000000
#> 32 0.4000000 0.0000000 0.4000000 0.0000000 0.1428571 0.0000000
#> 33 0.4000000 1.0000000 1.4000000 0.7500000 0.1428571 0.0000000
#> 34 0.2500000 0.0000000 0.2500000 0.0000000 0.1428571 0.0000000
#> 35 0.2000000 0.0000000 0.2000000 0.0000000 2.6428571 0.0000000
#> 36 0.2500000 0.2500000 0.5000000 0.0000000 0.1428571 0.2500000
#> 37 0.5000000 1.0000000 1.5000000 0.5000000 2.6428571 0.6666667
#> 38 0.0000000 0.0000000 0.0000000 0.0000000 0.1428571 0.0000000
#> 39 0.2500000 0.0000000 0.2500000 0.0000000 5.0000000 0.0000000
#> 40 0.4000000 0.2500000 0.6500000 0.0000000 5.0000000 0.5000000
#> 41 0.2000000 0.4000000 0.6000000 0.2000000 2.6428571 0.3333333
#> 42 0.6000000 1.2500000 1.8500000 0.7500000 0.1428571 0.3333333
#> 43 0.0000000 0.0000000 0.0000000 0.0000000 0.1428571 0.0000000
#> 44 0.5000000 0.0000000 0.5000000 0.0000000 0.1428571 0.0000000
#> 45 0.2000000 0.0000000 0.2000000 0.0000000 2.6428571 0.0000000
#> 46 0.2500000 0.0000000 0.2500000 0.0000000 5.0000000 0.0000000
#> 47 0.6000000 0.7500000 1.3500000 0.2500000 2.6428571 0.5000000
#> 48 0.0000000 0.0000000 0.0000000 0.0000000 0.1428571 0.0000000
#> 49 0.2500000 0.0000000 0.2500000 0.0000000 0.1428571 0.0000000
#> 50 0.7500000 1.0000000 1.7500000 0.2500000 3.9583333 0.7500000
#> 51 0.5000000 0.3333333 0.8333333 0.0000000 2.6428571 0.3333333
#> 52 0.2000000 0.2000000 0.4000000 0.0000000 0.1428571 0.2500000
#> 53 0.2500000 0.2500000 0.5000000 0.0000000 0.1428571 0.2500000
#> 54 0.2500000 0.2500000 0.5000000 0.0000000 2.6428571 0.3333333
#> 55 0.6000000 0.5000000 1.1000000 0.0000000 1.6011905 0.6666667
#> 56 0.0000000 0.0000000 0.0000000 0.0000000 0.1428571 0.0000000
#> 57 0.0000000 0.0000000 0.0000000 0.0000000 0.1428571 0.0000000
#> 58 0.8000000 1.0000000 1.8000000 0.3333333 2.6428571 0.6666667
#> 59 0.2500000 0.5000000 0.7500000 0.2500000 2.6428571 0.2500000
#> 60 0.6000000 0.7500000 1.3500000 0.2500000 7.5000000 0.5000000
#> 61 0.4000000 0.2500000 0.6500000 0.0000000 0.1428571 0.2500000
#> 62 0.4000000 0.5000000 0.9000000 0.2500000 2.6428571 0.2500000
#> 63 0.4000000 0.6000000 1.0000000 0.2000000 0.1428571 0.4000000
#> 64 0.2500000 0.2500000 0.5000000 0.0000000 2.6428571 0.3333333
#> 65 0.5000000 0.5000000 1.0000000 0.0000000 5.0000000 1.0000000
#> 66 0.6000000 0.3333333 0.9333333 0.0000000 7.0619652 0.5000000
#> 67 0.6000000 1.0000000 1.6000000 0.4000000 5.0000000 0.7500000
#> 68 0.2500000 0.2500000 0.5000000 0.0000000 0.1428571 0.3333333
#> 69 0.6000000 0.3333333 0.9333333 0.0000000 0.1428571 0.5000000
#> 70 0.0000000 0.0000000 0.0000000 0.0000000 0.1428571 0.0000000
#> 71 0.0000000 0.0000000 0.0000000 0.0000000 0.1428571 0.0000000
#> 72 0.2000000 0.2000000 0.4000000 0.0000000 0.1428571 0.2500000
#> 73 0.2500000 0.5000000 0.7500000 0.2500000 5.0000000 0.5000000
#> 74 0.5000000 1.2500000 1.7500000 0.7500000 2.6428571 0.3333333
#> 75 0.4000000 1.6000000 2.0000000 1.2000000 0.1428571 0.0000000
#> 76 0.2000000 0.2000000 0.4000000 0.0000000 0.1428571 0.2500000
#> 77 0.5000000 0.6666667 1.1666667 0.3333333 2.6428571 0.3333333
#> 78 0.5000000 1.0000000 1.5000000 0.5000000 5.1428571 0.5000000
#> 79 0.2000000 0.4000000 0.6000000 0.2000000 0.0000000 0.2500000
#> 80 0.7500000 0.6666667 1.4166667 0.0000000 0.1428571 0.6666667
#> 81 0.8000000 1.7500000 2.5500000 1.0000000 7.5000000 0.6666667
#> 82 0.7500000 1.6666667 2.4166667 1.0000000 0.1428571 0.5000000
#> 83 0.0000000 0.0000000 0.0000000 0.0000000 0.1428571 0.0000000
#> 84 0.7500000 1.0000000 1.7500000 0.2500000 0.1428571 0.7500000
#> 85 0.6000000 0.7500000 1.3500000 0.2500000 2.6428571 0.5000000
#> 86 0.2500000 0.0000000 0.2500000 0.0000000 0.1428571 0.0000000
#> 87 0.2500000 0.0000000 0.2500000 0.0000000 0.1428571 0.0000000
#> 88 0.7500000 0.5000000 1.2500000 0.0000000 7.5000000 0.5000000
#> 89 0.8000000 1.0000000 1.8000000 0.2000000 5.4994652 0.8000000
#> 90 0.4000000 0.5000000 0.9000000 0.0000000 2.6428571 0.4000000
#> 91 0.2500000 0.2500000 0.5000000 0.0000000 0.1428571 0.2500000
#> 92 0.2500000 1.0000000 1.2500000 0.7500000 0.1428571 0.0000000
#> 93 0.5000000 1.0000000 1.5000000 0.3333333 7.5000000 0.5000000
#> 94 0.7500000 1.0000000 1.7500000 0.3333333 0.1428571 0.6666667
#> 95 0.6000000 0.8000000 1.4000000 0.2000000 6.4583333 0.7500000
#> wRC wRAA wOBA wRC+ wBsR
#> 2 1.38204750 1.134757511 1.0345190 558.038930 0.000000000
#> 3 0.17246895 -0.322111016 0.2295053 33.624410 -0.008653340
#> 4 0.03087137 -0.587353591 0.1836042 3.722832 -0.008653340
#> 5 -0.56639033 -1.060970300 0.0000000 -100.000000 0.000000000
#> 6 0.01746892 -0.477111048 0.1813590 2.260214 -0.008653340
#> 7 0.17246895 -0.322111016 0.2295053 33.624410 -0.008653340
#> 8 2.27997329 1.661748322 0.7424990 367.806750 -0.017306680
#> 9 0.15906651 -0.211868473 0.2418120 41.641444 -0.008653340
#> 10 -0.56639033 -1.060970300 0.0000000 -100.000000 0.000000000
#> 11 0.03087137 -0.587353591 0.1836042 3.722832 -0.008653340
#> 12 0.30066409 0.053374102 0.3627180 120.403906 -0.008653340
#> 13 0.01746892 -0.477111048 0.1813590 2.260214 -0.008653340
#> 14 0.17246895 -0.322111016 0.2295053 33.624410 -0.008653340
#> 15 0.03087137 -0.587353591 0.1836042 3.722832 -0.008653340
#> 16 -0.09912865 -0.717353609 0.1512996 -17.321530 -0.008653340
#> 17 1.19858988 0.580364913 0.4737786 192.752740 -0.025960020
#> 18 1.95358987 1.335364906 0.6613937 314.971904 -0.008653340
#> 19 0.60132817 0.106748204 0.3627180 120.403906 -0.017306680
#> 20 -0.56639033 -1.060970300 0.0000000 -100.000000 0.000000000
#> 21 1.06973064 0.451505673 0.4417575 171.893046 -0.008653340
#> 22 0.03087137 -0.587353591 0.1836042 3.722832 -0.008653340
#> 23 0.03087137 -0.587353591 0.1836042 3.722832 -0.008653340
#> 24 1.83771162 1.343131645 0.7467647 370.585614 0.191346663
#> 25 2.57657090 2.081990929 0.9762700 520.093503 0.182693323
#> 26 2.62249741 2.004272448 0.8276152 423.254449 0.000000000
#> 27 0.31406654 -0.056868441 0.3060070 83.460373 -0.440886763
#> 28 -0.42479275 -0.795727725 0.0000000 -100.000000 0.000000000
#> 29 0.61473062 -0.003494339 0.3286914 98.237786 -0.017306680
#> 30 1.49518749 1.000607519 0.6403695 301.275991 -0.025960020
#> 31 0.91132824 0.416748267 0.4590105 183.132298 0.182693323
#> 32 0.48473061 -0.133494357 0.2963868 77.193424 -0.017306680
#> 33 1.54111400 0.922889038 0.5588948 248.200439 -0.008653340
#> 34 0.04246894 -0.452111034 0.1891245 7.318957 -0.008653340
#> 35 -0.12412866 -0.742353623 0.1450872 -21.368525 -0.008653340
#> 36 0.17312982 -0.341881313 0.2313898 26.057500 -0.006952007
#> 37 1.53050851 1.015497374 0.6460881 289.691054 0.000000000
#> 38 -0.73031109 -1.374075000 0.0000000 -100.000000 0.000000000
#> 39 0.01812984 -0.496881289 0.1840352 -4.046991 0.393047999
#> 40 0.62944631 -0.014317602 0.3323400 90.233921 0.186095988
#> 41 0.32706760 -0.316696313 0.2584352 43.250909 0.000000000
#> 42 2.30426124 1.660497325 0.7416836 350.463385 -0.013904015
#> 43 -0.73031109 -1.374075000 0.0000000 -100.000000 0.000000000
#> 44 0.67050851 0.155497374 0.3833460 122.659658 -0.013904015
#> 45 -0.12793237 -0.771696289 0.1472281 -27.446097 -0.006952007
#> 46 0.01812984 -0.496881289 0.1840352 -4.046991 0.193047996
#> 47 1.68682500 1.043061085 0.5907752 254.527351 -0.013904015
#> 48 -0.58424887 -1.099260000 0.0000000 -100.000000 0.000000000
#> 49 0.01812984 -0.496881289 0.1840352 -4.046991 -0.006952007
#> 50 1.98788719 1.472876060 0.7858237 378.524310 -0.464031437
#> 51 0.80050851 0.285497374 0.4230628 147.908590 -0.013904015
#> 52 0.02706760 -0.616696313 0.1851119 -3.362504 -0.006952007
#> 53 0.17312982 -0.341881313 0.2313898 26.057500 -0.006952007
#> 54 0.17312982 -0.341881313 0.2313898 26.057500 -0.006952007
#> 55 1.38682500 0.743061085 0.5174518 207.913938 -0.020856022
#> 56 -0.58424887 -1.099260000 0.0000000 -100.000000 0.000000000
#> 57 -0.58424887 -1.099260000 0.0000000 -100.000000 0.000000000
#> 58 2.28920371 1.645439796 0.7380033 348.123775 -0.020856022
#> 59 0.47312982 -0.041881313 0.3230440 84.324266 0.000000000
#> 60 1.71182497 1.068061060 0.5968855 258.411798 0.186095988
#> 61 0.65444629 0.010682374 0.3384503 94.118368 -0.013904015
#> 62 0.95444629 0.310682374 0.4117736 140.731781 -0.006952007
#> 63 1.08444629 0.440682374 0.4435471 160.930926 -0.006952007
#> 64 0.17312982 -0.341881313 0.2313898 26.057500 -0.006952007
#> 65 0.46525425 0.207748687 0.4627796 173.157522 0.193047996
#> 66 1.23182502 0.588061109 0.4795681 183.830345 0.179143981
#> 67 2.14182497 1.498061060 0.7019823 325.224356 0.193047996
#> 68 0.17312982 -0.341881313 0.2313898 26.057500 -0.006952007
#> 69 1.23182502 0.588061109 0.4795681 183.830345 -0.020856022
#> 70 -0.73031109 -1.374075000 0.0000000 -100.000000 0.000000000
#> 71 0.00000000 0.000000000 0.0000000 -100.000000 0.000000000
#> 72 0.02706760 -0.616696313 0.1851119 -3.362504 -0.006952007
#> 73 0.47312982 -0.041881313 0.3230440 84.324266 0.200000003
#> 74 2.15819902 1.385682325 0.6180696 271.879067 -0.013904015
#> 75 2.61931877 1.975554854 0.8186872 399.416407 0.000000000
#> 76 0.02706760 -0.616696313 0.1851119 -3.362504 -0.006952007
#> 77 1.07550853 0.560497398 0.5070792 201.319797 -0.006952007
#> 78 1.50050855 0.985497422 0.6369227 283.864387 -0.006952007
#> 79 0.32706760 -0.316696313 0.2584352 43.250909 -0.450127423
#> 80 1.53288722 1.017876085 0.6468148 290.153053 -0.020856022
#> 81 3.36163993 2.717876011 1.0001188 514.756815 0.186095988
#> 82 2.45032346 1.935312325 0.9271044 468.339861 -0.013904015
#> 83 -0.58424887 -1.099260000 0.0000000 -100.000000 0.000000000
#> 84 1.98788719 1.472876060 0.7858237 378.524310 -0.013904015
#> 85 1.68682500 1.043061085 0.5907752 254.527351 -0.013904015
#> 86 -0.58424887 -1.099260000 0.0000000 -100.000000 0.000000000
#> 87 0.01812984 -0.496881289 0.1840352 -4.046991 -0.006952007
#> 88 1.40288722 0.887876085 0.6070980 264.904121 0.179143981
#> 89 2.59920366 1.955439747 0.8137708 396.290961 0.179143981
#> 90 0.78444629 0.140682374 0.3702237 114.317513 -0.013904015
#> 91 0.17312982 -0.341881313 0.2313898 26.057500 -0.006952007
#> 92 1.09056606 0.575554927 0.5116795 204.244309 0.000000000
#> 93 1.23050851 0.715497374 0.5544339 231.424288 0.193047996
#> 94 1.85788719 1.342876060 0.7461068 353.275378 -0.013904015
#> 95 1.84182497 1.198061060 0.6286589 278.610943 0.186095988
#> gamedate dh
#> 2 2023-09-17 1
#> 3 2023-09-15 1
#> 4 2023-09-14 1
#> 5 2023-09-13 1
#> 6 2023-09-12 1
#> 7 2023-09-08 1
#> 8 2023-09-07 2
#> 9 2023-09-07 1
#> 10 2023-09-06 1
#> 11 2023-09-05 1
#> 12 2023-09-03 1
#> 13 2023-09-02 1
#> 14 2023-09-01 1
#> 15 2023-08-31 1
#> 16 2023-08-30 1
#> 17 2023-08-29 1
#> 18 2023-08-27 1
#> 19 2023-08-26 1
#> 20 2023-08-25 1
#> 21 2023-08-24 1
#> 22 2023-08-23 1
#> 23 2023-08-22 1
#> 24 2023-08-20 1
#> 25 2023-08-19 1
#> 26 2023-08-18 1
#> 27 2023-08-17 2
#> 28 2023-08-17 1
#> 29 2023-08-16 1
#> 30 2023-08-15 1
#> 31 2023-08-13 1
#> 32 2023-08-12 1
#> 33 2023-08-11 1
#> 34 2023-08-09 1
#> 35 2023-08-08 1
#> 36 2023-08-06 1
#> 37 2023-08-05 1
#> 38 2023-08-03 1
#> 39 2023-08-02 1
#> 40 2023-08-01 1
#> 41 2023-07-30 1
#> 42 2023-07-29 1
#> 43 2023-07-28 1
#> 44 2023-07-27 1
#> 45 2023-07-26 1
#> 46 2023-07-25 1
#> 47 2023-07-23 1
#> 48 2023-07-22 1
#> 49 2023-07-21 1
#> 50 2023-07-20 1
#> 51 2023-07-19 1
#> 52 2023-07-18 1
#> 53 2023-07-16 1
#> 54 2023-07-15 1
#> 55 2023-07-14 1
#> 56 2023-07-09 1
#> 57 2023-07-08 1
#> 58 2023-07-06 1
#> 59 2023-07-05 1
#> 60 2023-07-04 1
#> 61 2023-07-01 1
#> 62 2023-06-30 1
#> 63 2023-06-28 1
#> 64 2023-06-27 1
#> 65 2023-06-21 1
#> 66 2023-06-20 1
#> 67 2023-06-18 1
#> 68 2023-06-17 1
#> 69 2023-06-15 1
#> 70 2023-06-14 1
#> 71 2023-06-13 1
#> 72 2023-06-08 1
#> 73 2023-06-07 1
#> 74 2023-06-06 1
#> 75 2023-06-04 1
#> 76 2023-06-03 1
#> 77 2023-06-02 1
#> 78 2023-04-30 1
#> 79 2023-04-29 1
#> 80 2023-04-28 1
#> 81 2023-04-27 1
#> 82 2023-04-26 1
#> 83 2023-04-25 1
#> 84 2023-04-23 1
#> 85 2023-04-22 1
#> 86 2023-04-21 1
#> 87 2023-04-20 1
#> 88 2023-04-19 1
#> 89 2023-04-18 1
#> 90 2023-04-16 1
#> 91 2023-04-15 1
#> 92 2023-04-14 1
#> 93 2023-04-13 1
#> 94 2023-04-12 1
#> 95 2023-04-11 1
# }