Basic Pitch Stats

Pitcher

Pitch

N

Balls

Strikes

Strike_Percentage

Ball_Percentage

Mcauliffe

Changeup

1

0

1

100.00%

0.00%

Mcauliffe

Curveball

31

13

18

58.06%

41.94%

Mcauliffe

Four-Seam

85

30

55

64.71%

35.29%

Mcauliffe

Sinker

2

0

2

100.00%

0.00%

Mcauliffe

Slider

40

20

20

50.00%

50.00%

Pitcher

Pitch

N

Balls

Strikes

Velo

Spin Rate

Vert Break

Horizontal Break

Tilt

Strike_Percentage

Ball_Percentage

Mcauliffe

Changeup

1

0

1

86.59990

2,280.638

8.6246900

16.755840

33.7500

100.00%

0.00%

Mcauliffe

Curveball

31

13

18

79.28289

2,624.434

-6.4476368

-13.757217

120.0000

58.06%

41.94%

Mcauliffe

Four-Seam

85

30

55

89.49339

2,212.781

18.6011773

6.292483

137.1176

64.71%

35.29%

Mcauliffe

Sinker

2

0

2

88.52234

2,126.595

12.1897700

11.527410

22.5000

100.00%

0.00%

Mcauliffe

Slider

40

20

20

80.68001

2,628.905

-0.6641775

-13.018132

130.3125

50.00%

50.00%

McAulliffe_Mystic <- x %>%
   filter(BatterTeam == "MYS_SCH") %>%
  select(Pitcher, AutoPitchType, RelSpeed, SpinRate, Tilt, HorzBreak, InducedVertBreak)
McAulliffe_Mystic
##      Pitcher AutoPitchType RelSpeed SpinRate   Tilt HorzBreak InducedVertBreak
## 1  Mcauliffe     Four-Seam 89.22554 2234.340  15.00   9.03339         16.30060
## 2  Mcauliffe        Slider 80.75388 2739.505 123.75 -12.17091         -3.01040
## 3  Mcauliffe     Curveball 82.51573 2768.729 123.75 -11.86339         -4.40859
## 4  Mcauliffe     Curveball 81.85883 2847.324 120.00 -11.88509         -6.12473
## 5  Mcauliffe     Four-Seam 89.34780 2230.221 183.75   2.56894         17.07347
## 6  Mcauliffe     Four-Seam 90.77193 2281.403 191.25   7.93485         19.25080
## 7  Mcauliffe     Curveball 81.82430 2715.436 123.75 -15.16410         -5.51091
## 8  Mcauliffe     Four-Seam 89.78695 2276.822 183.75   2.38532         14.51280
## 9  Mcauliffe     Four-Seam 89.88504 2315.824 187.50   5.90788         19.39477
## 10 Mcauliffe        Slider 82.54056 2820.959 123.75 -15.15635         -4.22933
## 11 Mcauliffe     Curveball 80.95544 2707.164 123.75 -14.85761         -5.79422
## 12 Mcauliffe     Four-Seam 89.27124 2253.366 191.25   6.98048         15.81269
## 13 Mcauliffe     Four-Seam 88.70658 2269.911  15.00   7.64591         13.86162
## 14 Mcauliffe     Four-Seam 89.12396 2215.030 191.25   6.11532         17.02304
## 15 Mcauliffe     Four-Seam 89.77686 2222.436  15.00   9.26906         16.32111
## 16 Mcauliffe        Slider 80.89460 2576.319 127.50 -14.79812         -2.16205
## 17 Mcauliffe     Curveball 78.24202 2610.243 108.75 -11.77540        -12.54016
## 18 Mcauliffe     Four-Seam 89.74395 2267.849 183.75   1.91728         17.29182
## 19 Mcauliffe     Curveball 80.74811 2697.175 116.25 -12.69292         -7.42630
McAulliffe_UValley <- x %>%
   filter(BatterTeam == "UPP_VAL") %>%
  select(Pitcher, AutoPitchType, RelSpeed, SpinRate, Tilt, HorzBreak, InducedVertBreak)
McAulliffe_UValley
##      Pitcher AutoPitchType RelSpeed SpinRate   Tilt HorzBreak InducedVertBreak
## 1  Mcauliffe        Slider 79.87541 2472.568 142.50 -16.11658          6.07752
## 2  Mcauliffe     Four-Seam 90.35591 2127.673 191.25   6.59374         18.73710
## 3  Mcauliffe        Slider 80.32962 2714.853 135.00 -14.60599          1.05307
## 4  Mcauliffe     Four-Seam 91.47966 2248.892 180.00   0.34732         21.70859
## 5  Mcauliffe        Slider 82.94043 2738.157 127.50 -11.65749         -0.92158
## 6  Mcauliffe        Slider 81.27315 2578.560 135.00 -15.24485          2.59437
## 7  Mcauliffe     Four-Seam 90.65633 2287.662 187.50   5.94252         20.87560
## 8  Mcauliffe     Four-Seam 91.20319 2255.696 187.50   4.30441         21.95446
## 9  Mcauliffe        Slider 78.87987 2387.918 127.50 -13.85914         -1.04067
## 10 Mcauliffe     Four-Seam 90.63682 2135.412 191.25   7.73453         18.20296
## 11 Mcauliffe        Slider 79.77635 2570.889 123.75 -13.46572         -3.18973
## 12 Mcauliffe     Four-Seam 89.96714 2205.369 183.75   3.19173         22.25608
## 13 Mcauliffe        Slider 81.18190 2585.927 138.75 -12.54804          3.66736
## 14 Mcauliffe     Four-Seam 90.24478 2184.922 187.50   4.09898         19.16005
## 15 Mcauliffe     Four-Seam 90.01813 2324.397 180.00  -0.98847         22.38844
## 16 Mcauliffe     Four-Seam 89.71996 2252.012 187.50   5.23768         20.97887
## 17 Mcauliffe        Slider 80.98432 2625.053 127.50 -14.96131         -2.45240
## 18 Mcauliffe        Slider 80.27723 2697.250 123.75 -11.53820         -2.99362
## 19 Mcauliffe     Four-Seam 89.94959 2179.408 183.75   3.01902         22.71379
## 20 Mcauliffe     Curveball 80.58841 2749.044 120.00 -11.64634         -4.25327
## 21 Mcauliffe        Slider 79.81610 2669.965 123.75 -10.13331         -2.08559
## 22 Mcauliffe     Four-Seam 91.29871 2308.807 183.75   2.16441         21.71324
## 23 Mcauliffe     Four-Seam 89.86108 2209.327 187.50   4.71173         18.67970
## 24 Mcauliffe        Slider 79.19518 2649.214 131.25  -9.76894          0.22039
## 25 Mcauliffe     Four-Seam 88.84722 2191.811 180.00   1.26917         24.22584
## 26 Mcauliffe     Curveball 79.33674 2664.082 116.25 -14.47603         -8.44453
## 27 Mcauliffe        Slider 80.88475 2676.102 127.50 -12.85894         -2.44016
## 28 Mcauliffe        Slider 82.17674 2688.812 131.25 -15.36473         -0.22882
## 29 Mcauliffe     Curveball 80.70557 2693.494 116.25 -13.16209         -9.74749
## 30 Mcauliffe     Curveball 78.60697 2719.310 116.25 -10.61965         -6.61154
## 31 Mcauliffe        Slider 80.63889 2710.225 142.50  -8.18630          4.24418
## 32 Mcauliffe        Slider 80.11233 2664.494 146.25  -5.09122          3.64677
## 33 Mcauliffe     Four-Seam 90.34105 2328.091  15.00  12.36997         22.54529
## 34 Mcauliffe     Four-Seam 90.04152 2277.347 187.50   4.62992         23.67438
## 35 Mcauliffe     Four-Seam 90.76707 2292.828 183.75   4.27008         24.37430
## 36 Mcauliffe        Slider 79.34339 2581.351 131.25 -15.39001         -0.33516
## 37 Mcauliffe     Four-Seam 90.07889 2368.237  15.00  10.51827         21.70312
## 38 Mcauliffe     Four-Seam 90.90127 2321.360 191.25   7.45678         22.00686
## 39 Mcauliffe        Slider 79.96840 2489.594 131.25 -10.79390         -0.37012
## 40 Mcauliffe        Slider 80.70454 2669.872 127.50 -13.86918         -2.79847
## 41 Mcauliffe        Slider 80.73496 2546.358 131.25 -14.88402         -1.36394
## 42 Mcauliffe     Four-Seam 90.07114 2257.357  15.00  10.09839         21.24135
## 43 Mcauliffe        Slider 80.14915 2687.014 123.75 -11.46339         -2.55232
## 44 Mcauliffe        Slider 80.70933 2640.796 142.50 -12.88741          5.00870
## 45 Mcauliffe     Four-Seam 88.82171 2289.918 187.50   7.10622         23.04737
## 46 Mcauliffe     Four-Seam 89.85351 2299.392 187.50   7.46977         25.66308
## 47 Mcauliffe        Slider 80.08122 2580.344 127.50 -10.32835         -0.68366
## 48 Mcauliffe     Four-Seam 88.63379 2338.792  15.00  10.34969         19.68229
## 49 Mcauliffe        Slider 79.98801 2644.958 135.00 -13.75249          0.78236
## 50 Mcauliffe     Four-Seam 89.67052 2310.090  15.00  10.79989         18.10076
## 51 Mcauliffe      Changeup 86.59990 2280.638  33.75  16.75584          8.62469
## 52 Mcauliffe     Four-Seam 86.29032 2229.103  26.25  11.97178         11.63280
## 53 Mcauliffe        Slider 77.85765 2587.633 142.50  -8.38158          4.04394
## 54 Mcauliffe     Curveball 76.29346 2497.711 135.00 -10.60107          2.17177
## 55 Mcauliffe     Curveball 76.29788 2422.044 123.75 -11.79099         -2.08327
## 56 Mcauliffe     Four-Seam 86.65417 2289.426 187.50   5.00555         19.90190
## 57 Mcauliffe     Curveball 78.71030 2508.554 123.75 -11.84469         -3.45209
## 58 Mcauliffe     Four-Seam 88.26424 2141.881 191.25   8.75678         22.36068
McAulliffe_Keene <- x %>%
  filter(BatterTeam == "KEE_SWA")%>%
  select(Pitcher, AutoPitchType, RelSpeed, SpinRate, Tilt, HorzBreak, InducedVertBreak)
McAulliffe_Keene
##      Pitcher AutoPitchType RelSpeed SpinRate   Tilt HorzBreak InducedVertBreak
## 1  Mcauliffe        Slider 79.03511 2553.789 127.50 -12.74194         -1.83480
## 2  Mcauliffe     Four-Seam 90.13149 2263.219 180.00   0.65469         18.92292
## 3  Mcauliffe        Slider 80.50026 2621.818 131.25 -15.18650         -1.32724
## 4  Mcauliffe        Slider 82.51819 2539.515 120.00  -6.68985         -2.36949
## 5  Mcauliffe     Four-Seam 91.57378 2285.130 183.75   2.80520         19.02611
## 6  Mcauliffe     Curveball 81.92513 2649.136 116.25 -10.27276         -6.08949
## 7  Mcauliffe     Four-Seam 90.51246 2222.501 187.50   3.90032         17.67347
## 8  Mcauliffe     Four-Seam 88.87971 2238.072 187.50   5.38280         18.50674
## 9  Mcauliffe     Four-Seam 91.88440 2237.312 183.75   1.11185         15.71969
## 10 Mcauliffe     Four-Seam 89.59189 2257.881 187.50   4.19067         17.85851
## 11 Mcauliffe        Slider 80.37036 2671.207 127.50 -11.69591         -0.96429
## 12 Mcauliffe     Four-Seam 90.55022 2284.537 191.25   5.54193         15.51804
## 13 Mcauliffe     Four-Seam 91.68724 2176.328 187.50   4.13815         15.79154
## 14 Mcauliffe     Four-Seam 89.47451 2181.182 191.25   6.78229         17.25729
## 15 Mcauliffe        Slider 83.66442 2748.554 131.25 -14.19796         -0.97976
## 16 Mcauliffe     Four-Seam 90.14853 2207.824 187.50   4.45028         21.10352
## 17 Mcauliffe     Four-Seam 89.75985 2230.498 191.25   8.52217         18.49702
## 18 Mcauliffe        Slider 80.00070 2601.046 131.25 -17.65505         -1.23524
## 19 Mcauliffe     Curveball 79.99663 2621.955 120.00 -15.61147         -6.76367
## 20 Mcauliffe     Curveball 78.24096 2468.971 123.75 -15.39761         -5.40666
## 21 Mcauliffe     Four-Seam 88.28787 2255.797  15.00   9.39646         16.83521
## 22 Mcauliffe     Curveball 79.20615 2633.353 123.75 -18.43639         -5.49788
## 23 Mcauliffe        Slider 79.78731 2498.421 127.50 -17.41548         -3.00984
## 24 Mcauliffe     Four-Seam 87.84770 2157.495  15.00   8.09859         16.08399
## 25 Mcauliffe     Curveball 79.06423 2513.146 127.50 -16.30320         -3.47441
## 26 Mcauliffe     Curveball 78.97709 2557.102 123.75 -12.70670         -3.64484
McAulliffe_Sanford <- x %>%
  filter(BatterTeam == "SAN_MAI")%>%
  select(Pitcher, AutoPitchType, RelSpeed, SpinRate, Tilt, HorzBreak, InducedVertBreak)
McAulliffe_Sanford
##      Pitcher AutoPitchType RelSpeed SpinRate   Tilt HorzBreak InducedVertBreak
## 1  Mcauliffe     Four-Seam 90.70412 2106.801 183.75   1.88665         20.31131
## 2  Mcauliffe        Slider 81.43615 2568.815 127.50 -10.75280         -1.34996
## 3  Mcauliffe        Slider 82.67740 2795.272 127.50 -17.43076         -3.49437
## 4  Mcauliffe     Curveball 81.05075 2714.387 116.25 -13.78261         -9.40579
## 5  Mcauliffe     Four-Seam 90.57256 2207.372 187.50   5.02859         19.94438
## 6  Mcauliffe     Four-Seam 89.94942 2167.684 183.75   3.56173         20.83623
## 7  Mcauliffe        Slider 80.51459 2599.488 127.50 -14.74950         -1.81921
## 8  Mcauliffe     Four-Seam 90.56310 2195.133  18.75  11.90583         17.48225
## 9  Mcauliffe     Four-Seam 89.17775 2178.547  15.00   9.50599         18.70170
## 10 Mcauliffe     Four-Seam 89.55397 2185.671 191.25   8.56241         19.07521
## 11 Mcauliffe     Four-Seam 89.63629 2129.520  18.75  12.69875         17.28914
## 12 Mcauliffe     Four-Seam 89.64440 2215.065 187.50   6.45989         21.98505
## 13 Mcauliffe     Four-Seam 88.99270 2150.686  18.75   9.56804         14.53316
## 14 Mcauliffe     Four-Seam 88.30569 2164.082  18.75   8.10619         12.20268
## 15 Mcauliffe     Four-Seam 88.44250 2131.314  18.75   9.83752         13.50099
## 16 Mcauliffe     Four-Seam 88.35609 2116.103 191.25   6.19095         17.84906
## 17 Mcauliffe     Four-Seam 89.23844 2091.003 183.75   2.64701         19.74718
## 18 Mcauliffe     Curveball 78.87055 2502.829 120.00 -12.10012         -5.03611
## 19 Mcauliffe     Four-Seam 88.35734 2265.162 191.25   7.55189         19.32477
## 20 Mcauliffe     Four-Seam 88.02897 2107.178 183.75   2.23394         19.14560
## 21 Mcauliffe     Four-Seam 87.96564 2172.048  15.00   8.14949         15.15950
## 22 Mcauliffe     Curveball 78.26418 2547.118 116.25 -17.95324        -11.25036
## 23 Mcauliffe     Curveball 78.29634 2642.582 116.25 -14.01300         -8.63264
## 24 Mcauliffe     Four-Seam 87.76495 2182.461 191.25   6.97701         15.99847
## 25 Mcauliffe     Four-Seam 87.91670 2167.264 191.25   4.97681         14.88052
## 26 Mcauliffe        Sinker 88.52234 2126.595  22.50  11.52741         12.18977
## 27 Mcauliffe     Curveball 77.97947 2656.279 123.75 -15.59064         -4.80347
## 28 Mcauliffe     Curveball 77.37654 2593.546 116.25 -14.24351         -8.25886
## 29 Mcauliffe     Four-Seam 90.70412 2106.801 183.75   1.88665         20.31131
## 30 Mcauliffe        Slider 81.43615 2568.815 127.50 -10.75280         -1.34996
## 31 Mcauliffe        Slider 82.67740 2795.272 127.50 -17.43076         -3.49437
## 32 Mcauliffe     Curveball 81.05075 2714.387 116.25 -13.78261         -9.40579
## 33 Mcauliffe     Four-Seam 90.57256 2207.372 187.50   5.02859         19.94438
## 34 Mcauliffe     Four-Seam 89.94942 2167.684 183.75   3.56173         20.83623
## 35 Mcauliffe        Slider 80.51459 2599.488 127.50 -14.74950         -1.81921
## 36 Mcauliffe     Four-Seam 90.56310 2195.133  18.75  11.90583         17.48225
## 37 Mcauliffe     Four-Seam 89.17775 2178.547  15.00   9.50599         18.70170
## 38 Mcauliffe     Four-Seam 89.55397 2185.671 191.25   8.56241         19.07521
## 39 Mcauliffe     Four-Seam 89.63629 2129.520  18.75  12.69875         17.28914
## 40 Mcauliffe     Four-Seam 89.64440 2215.065 187.50   6.45989         21.98505
## 41 Mcauliffe     Four-Seam 88.99270 2150.686  18.75   9.56804         14.53316
## 42 Mcauliffe     Four-Seam 88.30569 2164.082  18.75   8.10619         12.20268
## 43 Mcauliffe     Four-Seam 88.44250 2131.314  18.75   9.83752         13.50099
## 44 Mcauliffe     Four-Seam 88.35609 2116.103 191.25   6.19095         17.84906
## 45 Mcauliffe     Four-Seam 89.23844 2091.003 183.75   2.64701         19.74718
## 46 Mcauliffe     Curveball 78.87055 2502.829 120.00 -12.10012         -5.03611
## 47 Mcauliffe     Four-Seam 88.35734 2265.162 191.25   7.55189         19.32477
## 48 Mcauliffe     Four-Seam 88.02897 2107.178 183.75   2.23394         19.14560
## 49 Mcauliffe     Four-Seam 87.96564 2172.048  15.00   8.14949         15.15950
## 50 Mcauliffe     Curveball 78.26418 2547.118 116.25 -17.95324        -11.25036
## 51 Mcauliffe     Curveball 78.29634 2642.582 116.25 -14.01300         -8.63264
## 52 Mcauliffe     Four-Seam 87.76495 2182.461 191.25   6.97701         15.99847
## 53 Mcauliffe     Four-Seam 87.91670 2167.264 191.25   4.97681         14.88052
## 54 Mcauliffe        Sinker 88.52234 2126.595  22.50  11.52741         12.18977
## 55 Mcauliffe     Curveball 77.97947 2656.279 123.75 -15.59064         -4.80347
## 56 Mcauliffe     Curveball 77.37654 2593.546 116.25 -14.24351         -8.25886
## Warning: Removed 10 rows containing missing values (`geom_point()`).

x %>%
  ggplot() +
  geom_point(aes(x=HorzBreak, y=InducedVertBreak, color = AutoPitchType, size = .5))+
  xlim(-25, 25) +
  ylim(-25, 25) +
  labs(title = paste('HBreak vs IndVBreak'), caption = "Negative PlateLocSide is Outside to a LHH")
## Warning: Removed 1 rows containing missing values (`geom_point()`).