Basic Pitch Stats

Pitcher

Pitch

N

Balls

Strikes

Strike_Percentage

Ball_Percentage

Moss

Changeup

121

40

81

66.94%

33.06%

Moss

Curveball

39

16

23

58.97%

41.03%

Moss

Four-Seam

5

2

3

60.00%

40.00%

Moss

Sinker

37

8

29

78.38%

21.62%

Moss

Slider

9

4

5

55.56%

44.44%

Pitcher

Pitch

N

Balls

Strikes

Velo

Spin Rate

Vert Break

Horizontal Break

Tilt

Strike_Percentage

Ball_Percentage

Moss

Changeup

121

40

81

80.54739

1,994.598

9.3977978

17.763899

33.19215

66.94%

33.06%

Moss

Curveball

39

16

23

75.12889

2,221.209

-0.5191874

-10.130875

128.36538

58.97%

41.03%

Moss

Four-Seam

5

2

3

86.42482

2,021.144

18.5614580

13.523204

18.75000

60.00%

40.00%

Moss

Sinker

37

8

29

87.48592

2,074.266

14.5871200

17.203240

26.14865

78.38%

21.62%

Moss

Slider

9

4

5

76.28797

2,142.687

1.5985533

-9.298509

136.25000

55.56%

44.44%

Moss_Bristol1 <- x %>%
   filter(BatterTeam == "BRI_B", Date == "2023-06-12") %>%
  select(Pitcher, AutoPitchType, RelSpeed, SpinRate, Tilt, HorzBreak, InducedVertBreak)
Moss_Bristol1
##    Pitcher AutoPitchType RelSpeed SpinRate   Tilt HorzBreak InducedVertBreak
## 1     Moss      Changeup 79.73315 1988.364  37.50  20.28296          7.15378
## 2     Moss      Changeup 78.60634 1988.080  33.75  18.91249         10.06091
## 3     Moss      Changeup 79.10135 2032.212  37.50  19.82706          6.04839
## 4     Moss        Sinker 89.11883 2141.359  26.25  18.14296         14.13639
## 5     Moss      Changeup 78.68565 1775.705  33.75  16.23733          8.44241
## 6     Moss        Sinker 87.74372 2073.107  26.25  16.97855         16.11576
## 7     Moss      Changeup 86.92447 2007.083  26.25  18.48572         15.05080
## 8     Moss     Four-Seam 87.99248 2066.708  18.75  12.53225         17.92930
## 9     Moss      Changeup 79.87876 2084.038  37.50  21.49631          6.44835
## 10    Moss     Curveball 78.01737 2200.325 116.25  -4.23752         -1.77106
## 11    Moss      Changeup 78.41498 1917.123  37.50  18.81540          6.40370
## 12    Moss        Sinker 88.38252 2051.534  22.50  14.56855         15.42922
## 13    Moss        Sinker 88.42470 2102.484  22.50  15.59442         15.91863
## 14    Moss        Sinker 87.71859 1943.524  22.50  13.42016         15.33725
## 15    Moss        Slider 77.97860 2170.397 135.00 -12.98198          1.00402
## 16    Moss      Changeup 80.34006 1997.765  37.50  20.23804          6.29744
## 17    Moss        Slider 78.39519 2301.197 127.50 -12.65363         -2.10351
## 18    Moss        Sinker 89.41797 2170.114  30.00  16.71091         11.78894
## 19    Moss      Changeup 78.91449 2118.180  37.50  19.72308          5.60571
Moss_OSATE <- x %>%
   filter(BatterTeam == "OCE_STA6") %>%
  select(Pitcher, AutoPitchType, RelSpeed, SpinRate, Tilt, HorzBreak, InducedVertBreak)
Moss_OSATE
##   Pitcher AutoPitchType RelSpeed SpinRate   Tilt HorzBreak InducedVertBreak
## 1    Moss      Changeup 77.17771 1978.049  30.00  17.19497         10.45445
## 2    Moss      Changeup 77.33349 2081.733  41.25  20.95332          5.58044
## 3    Moss      Changeup 78.05824 2057.178  33.75  18.91922         10.15225
## 4    Moss      Changeup 86.14479 1992.428  26.25  18.13989         15.73713
## 5    Moss     Curveball 75.80327 2235.571 135.00  -9.89229          1.62925
Moss_UValey <- x %>%
   filter(BatterTeam == "UPP_VAL") %>%
  select(Pitcher, AutoPitchType, RelSpeed, SpinRate, Tilt, HorzBreak, InducedVertBreak)
Moss_UValey
##    Pitcher AutoPitchType RelSpeed SpinRate   Tilt HorzBreak InducedVertBreak
## 1     Moss      Changeup 76.32307 1953.218  30.00  19.27836         13.57209
## 2     Moss        Sinker 86.88301 2090.872  22.50  18.25162         20.53222
## 3     Moss      Changeup 76.87872 1868.927  26.25  17.30737         14.04268
## 4     Moss        Slider 74.99942 2206.860 131.25  -5.31898          1.04150
## 5     Moss      Changeup 77.58641 2219.078  33.75  22.04926         10.42784
## 6     Moss     Curveball 73.18343 2138.032 150.00 -16.79162         10.54339
## 7     Moss     Curveball 74.04745 2278.768 131.25 -12.10548          0.50752
## 8     Moss      Changeup 78.30859 2228.353  33.75  20.48135          8.86056
## 9     Moss        Sinker 86.82514 2129.301  26.25  18.78249         14.99560
## 10    Moss      Changeup 76.91653 2024.042  33.75  20.60316          9.68993
## 11    Moss        Sinker 88.35227 2128.133  26.25  18.10269         16.20044
## 12    Moss      Changeup 77.67648 2059.343  30.00  16.66028         11.92359
## 13    Moss      Changeup 84.66961 1799.830  33.75  18.89899          8.13630
## 14    Moss      Changeup 76.99292 2049.254  37.50  15.65682          6.27678
## 15    Moss      Changeup 86.29160 2006.191  26.25  18.21820         13.61863
## 16    Moss      Changeup 85.85190 1908.538  30.00  18.18005         10.88926
## 17    Moss      Changeup 77.73974 1811.706  41.25  16.61025          2.90335
## 18    Moss      Changeup 77.67440 1758.199  37.50  18.46115          5.88311
## 19    Moss      Changeup 76.94776 1789.004  33.75  17.30800          7.90784
## 20    Moss     Curveball 75.19866 2182.569 123.75  -8.52709         -2.08858
## 21    Moss      Changeup 84.66961 1799.830  33.75  18.89899          8.13630
## 22    Moss      Changeup 76.99292 2049.254  37.50  15.65682          6.27678
## 23    Moss      Changeup 86.29160 2006.191  26.25  18.21820         13.61863
## 24    Moss      Changeup 85.85190 1908.538  30.00  18.18005         10.88926
## 25    Moss      Changeup 77.73974 1811.706  41.25  16.61025          2.90335
## 26    Moss      Changeup 77.67440 1758.199  37.50  18.46115          5.88311
## 27    Moss      Changeup 76.94776 1789.004  33.75  17.30800          7.90784
## 28    Moss     Curveball 75.19866 2182.569 123.75  -8.52709         -2.08858
Moss_Bristol2 <- x %>%
   filter(BatterTeam == "BRI_B", Date == "2023-06-28") %>%
  select(Pitcher, AutoPitchType, RelSpeed, SpinRate, Tilt, HorzBreak, InducedVertBreak)
Moss_Bristol2
##    Pitcher AutoPitchType RelSpeed SpinRate   Tilt HorzBreak InducedVertBreak
## 1     Moss      Changeup 78.47664 2178.303  41.25  19.02064          3.68453
## 2     Moss      Changeup 78.71992 2425.880  33.75  17.59347          8.93697
## 3     Moss      Changeup 77.26602 2017.855  37.50  19.09367          5.31878
## 4     Moss        Sinker 87.32522 2174.505  22.50  16.53985         16.43615
## 5     Moss      Changeup 79.19996 2124.680  33.75  18.49525          9.48804
## 6     Moss        Sinker 87.11539 2147.198  26.25  19.10123         15.00993
## 7     Moss     Four-Seam 86.63389 2116.329  22.50  16.01241         17.32383
## 8     Moss      Changeup 78.55143 2143.715  37.50  19.62855          8.01926
## 9     Moss        Sinker 87.20676 2146.899  30.00  20.76399         13.29501
## 10    Moss      Changeup 87.24813 2176.767  26.25  16.90202         12.94981
## 11    Moss      Changeup 77.57774 1955.289  33.75  17.67985          9.24312
## 12    Moss      Changeup 86.17758 2099.332  26.25  18.23784         13.72902
## 13    Moss      Changeup 76.76874 1922.685  33.75  18.32572          8.26292
## 14    Moss     Curveball 75.92145 2207.387 120.00  -5.28933         -1.70319
## 15    Moss     Curveball 75.96682 2188.391 120.00  -6.62166         -1.81854
## 16    Moss      Changeup 86.13152 2101.844  30.00  17.73584         12.04575
## 17    Moss        Sinker 87.13849 2086.985  26.25  19.23363         14.98001
## 18    Moss        Sinker 85.83897 2110.067  22.50  16.14170         15.87217
## 19    Moss     Curveball 77.00256 2247.179 127.50 -10.63792         -0.94236
## 20    Moss     Curveball 75.16980 2216.025 135.00  -9.59906          1.40866
## 21    Moss      Changeup 77.98946 1928.510  37.50  18.58473          6.75378
Moss_Keene <- x %>%
   filter(BatterTeam == "KEE_SWA", Date =="2023-07-01") %>%
  select(Pitcher, AutoPitchType, RelSpeed, SpinRate, Tilt, HorzBreak, InducedVertBreak)
Moss_Keene
##    Pitcher AutoPitchType RelSpeed SpinRate   Tilt HorzBreak InducedVertBreak
## 1     Moss      Changeup 83.58604 1871.692  30.00  17.82036         11.21764
## 2     Moss      Changeup 83.95721 1959.391  30.00  18.02871         13.33843
## 3     Moss      Changeup 83.68124 1937.352  22.50  14.27544         17.23462
## 4     Moss      Changeup 84.27327 1963.780  22.50  16.12710         16.41993
## 5     Moss      Changeup 82.61271 1916.637  26.25  16.46934         14.22871
## 6     Moss      Changeup 83.47594 1898.918  26.25  14.33095         12.48690
## 7     Moss      Changeup 83.21708 1844.370  22.50  15.94985         17.14773
## 8     Moss      Changeup 83.11362 1962.171  33.75  18.78895         10.56205
## 9     Moss      Changeup 82.72120 1901.920  26.25  15.10414         13.66957
## 10    Moss     Curveball 73.92567 2267.244 120.00 -10.01445         -3.83256
Moss_ValleyBlueSox <- x %>%
   filter(BatterTeam == "VAL_BLU") %>%
  select(Pitcher, AutoPitchType, RelSpeed, SpinRate, Tilt, HorzBreak, InducedVertBreak)
Moss_ValleyBlueSox
##    Pitcher AutoPitchType RelSpeed SpinRate   Tilt HorzBreak InducedVertBreak
## 1     Moss      Changeup 76.44342 2054.256  45.00  20.27769          1.13862
## 2     Moss      Changeup 86.19925 2004.384  30.00  17.91426         11.41957
## 3     Moss      Changeup 75.89770 1854.143  33.75  16.97339          7.50067
## 4     Moss      Changeup 84.93069 2049.986  22.50  13.78347         16.04784
## 5     Moss     Curveball 75.66799 2249.775 127.50  -9.08304         -0.71980
## 6     Moss        Sinker 86.29431 2057.501  26.25  15.26316         13.92241
## 7     Moss      Changeup 76.97624 1943.266  37.50  19.49371          6.70410
## 8     Moss      Changeup 77.71835 1966.386  37.50  19.87336          7.94819
## 9     Moss        Sinker 87.21640 2041.454  26.25  15.40150         13.80016
## 10    Moss     Curveball 74.56391 2187.678 131.25 -12.21835          0.16024
## 11    Moss      Changeup 85.61107 2032.097  26.25  19.84635         14.88749
## 12    Moss      Changeup 78.46021 1955.989  48.75  19.44324         -0.24402
## 13    Moss        Sinker 87.37926 2088.677  26.25  18.09249         16.75962
## 14    Moss      Changeup 78.44564 1922.261  37.50  15.02603          4.66969
## 15    Moss      Changeup 86.46357 1994.037  30.00  17.58052         11.59079
## 16    Moss      Changeup 84.72816 1947.578  33.75  17.37032          9.20099
## 17    Moss     Curveball 75.56724 2154.344 135.00 -12.46725          1.18067
## 18    Moss      Changeup 86.27151 1968.641  22.50  15.45170         17.57143
## 19    Moss      Changeup 77.84737 1954.824  37.50  17.53721          5.93229
## 20    Moss     Four-Seam 86.93030 2000.379  18.75  13.35934         19.58501
## 21    Moss     Curveball 76.79348 2181.081 112.50  -7.00634         -5.07193
## 22    Moss      Changeup 78.96855 1980.689  45.00  19.48580          2.62425
## 23    Moss      Changeup 77.99594 1973.184  37.50  19.12068          5.62252
## 24    Moss     Curveball 75.07075 2180.942 127.50 -11.91587         -0.75441
## 25    Moss      Changeup 86.98529 2094.225  33.75  15.96800          8.92319
## 26    Moss        Sinker 87.07173 2010.130  22.50  11.93233         14.17835
## 27    Moss     Curveball 74.47156 2212.798 120.00 -11.60587         -4.39973
## 28    Moss      Changeup 76.71081 1939.148  41.25  19.57580          5.53170
## 29    Moss      Changeup 76.21692 1863.275  41.25  19.85371          4.89473
## 30    Moss     Curveball 74.24961 2273.501 123.75 -10.68347         -2.54335
## 31    Moss      Changeup 76.96077 1834.194  37.50  16.77095          7.29520
## 32    Moss     Curveball 74.16480 2262.705 120.00 -10.86512         -4.48658
## 33    Moss     Curveball 76.09113 2150.603 112.50  -8.57851         -6.19626
## 34    Moss      Changeup 78.22557 1903.324  37.50  16.99536          7.02355
## 35    Moss        Sinker 87.83295 2069.619  30.00  18.24505         12.51225
## 36    Moss      Changeup 79.50680 1871.986  33.75  17.00997          8.43032
## 37    Moss        Sinker 88.75739 2081.890  30.00  20.75950         13.54906
## 38    Moss      Changeup 79.39538 1990.913  33.75  16.57379          9.43229
Moss_Mystic <- x %>%
   filter(BatterTeam == "MYS_SCH") %>%
  select(Pitcher, AutoPitchType, RelSpeed, SpinRate, Tilt, HorzBreak, InducedVertBreak)
Moss_Mystic
##    Pitcher AutoPitchType RelSpeed SpinRate   Tilt HorzBreak InducedVertBreak
## 1     Moss        Sinker 86.97773 2088.593  33.75  20.70103         11.15922
## 2     Moss        Slider 78.68454 1411.263 127.50  -8.64599         -0.26720
## 3     Moss        Sinker 86.90836 2145.404  26.25  18.96284         15.13343
## 4     Moss      Changeup 86.06324 2072.322  22.50  13.10894         14.66355
## 5     Moss      Changeup 85.07913 1992.787  26.25  16.78714         15.15611
## 6     Moss     Curveball 76.42897 2161.276 127.50 -11.28682         -1.35134
## 7     Moss      Changeup 79.74118 2266.004  30.00  16.89261         10.40599
## 8     Moss        Sinker 87.71916 2035.522  26.25  18.29025         14.56906
## 9     Moss     Curveball 75.12036 2250.008 135.00 -11.22678          2.13992
## 10    Moss      Changeup 86.11677 1978.995  26.25  16.23540         14.61292
## 11    Moss      Changeup 85.76096 2038.438  30.00  21.35576         13.96977
## 12    Moss        Slider 76.22497 2313.353 138.75 -10.42654          2.33665
## 13    Moss        Sinker 86.92535 2051.652  22.50  15.64009         15.37422
## 14    Moss     Curveball 76.34909 2254.639 135.00  -7.47012          1.09579
## 15    Moss        Sinker 86.97439 2075.283  30.00  17.33938         12.80623
## 16    Moss        Sinker 87.25452 2054.206  26.25  16.03615         13.15761
Moss_NAdams <- x %>%
  filter(BatterTeam == "NOR_ADA", Date == "2023-07-19") %>%
  select(Pitcher, AutoPitchType, RelSpeed, SpinRate, Tilt, HorzBreak, InducedVertBreak) 
Moss_NAdams
##    Pitcher AutoPitchType RelSpeed SpinRate   Tilt HorzBreak InducedVertBreak
## 1     Moss      Changeup 86.22912 1984.407  33.75  20.41300         11.24469
## 2     Moss      Changeup 78.07605 2204.320  37.50  19.99237          6.29237
## 3     Moss      Changeup 76.86960 2135.075  37.50  17.44048          7.43107
## 4     Moss        Sinker 87.62341 2122.762  30.00  19.00284         12.77272
## 5     Moss      Changeup 86.88505 2084.388  33.75  18.51599          9.64760
## 6     Moss      Changeup 77.21701 2038.655  37.50  17.27729          6.44087
## 7     Moss     Curveball 75.61702 2094.933 123.75  -9.58662         -3.06957
## 8     Moss        Sinker 87.12511 2062.300  33.75  20.08308         10.34075
## 9     Moss        Sinker 87.46855 2131.356  30.00  19.87355         13.90265
## 10    Moss      Changeup 78.25235 2121.162  37.50  18.89092          6.71406
## 11    Moss     Curveball 75.16300 2163.048 138.75 -16.67379          3.34414
Moss_Sanford <- x %>%
  filter(BatterTeam == "SAN_MAI", Date == "2023-07-22")%>%
  select(Pitcher, AutoPitchType, RelSpeed, SpinRate, Tilt, HorzBreak, InducedVertBreak)
Moss_Sanford
##    Pitcher AutoPitchType RelSpeed SpinRate   Tilt HorzBreak InducedVertBreak
## 1     Moss     Four-Seam 85.14297 1983.387  18.75  14.21816         17.88867
## 2     Moss      Changeup 77.08270 2087.954  33.75  15.70820          7.65894
## 3     Moss      Changeup 76.46743 2138.229  45.00  19.49938          2.58610
## 4     Moss      Changeup 78.72514 2050.460  41.25  17.81647          4.00689
## 5     Moss     Curveball 77.49371 2233.475 127.50 -11.46843         -1.33685
## 6     Moss      Changeup 77.55285 2230.407  37.50  15.64355          5.14961
## 7     Moss      Changeup 77.76729 2190.663  37.50  15.92095          5.27469
## 8     Moss      Changeup 85.35288 1923.608  33.75  18.13662          9.47800
## 9     Moss      Changeup 78.41833 1923.489  30.00  15.29229          9.39469
## 10    Moss      Changeup 77.45462 1963.143  45.00  18.52690          2.50977
## 11    Moss      Changeup 78.33035 1869.239  41.25  16.67871          4.25469
## 12    Moss      Changeup 86.68271 1981.304  30.00  17.88056         11.15382
## 13    Moss      Changeup 86.93519 1909.400  33.75  18.18206          8.25796
## 14    Moss      Changeup 85.74730 1900.504  30.00  16.79651         10.35489
## 15    Moss        Sinker 87.63754 1973.194  26.25  14.18107         11.73493
## 16    Moss        Sinker 87.89079 2058.683  30.00  19.01899         10.66780
## 17    Moss      Changeup 79.48188 2138.795  37.50  19.32410          7.31689
## 18    Moss      Changeup 78.80077 1871.937  37.50  17.55651          6.07701
Moss_Keene2 <- x %>%
  filter(BatterTeam == "KEE_SWA", Date =="2023-07-27")%>%
  select(Pitcher, AutoPitchType, RelSpeed, SpinRate, Tilt, HorzBreak, InducedVertBreak)
Moss_Keene2
##    Pitcher AutoPitchType RelSpeed SpinRate   Tilt HorzBreak InducedVertBreak
## 1     Moss      Changeup 75.86062 1874.128  30.00  16.51710         10.23371
## 2     Moss      Changeup 77.21826 2071.998  33.75  18.85410          8.72134
## 3     Moss     Curveball 76.68422 2179.090 120.00  -8.24937         -3.60229
## 4     Moss        Sinker 86.58156 2074.681  30.00  18.33595         12.03922
## 5     Moss     Curveball 70.83305 2227.096 131.25 -10.91079          0.34236
## 6     Moss     Curveball 72.64886 2259.553 135.00 -12.91965          2.47795
## 7     Moss      Changeup 76.88032 2132.013  41.25  20.09934          4.80217
## 8     Moss     Curveball 74.94140 2254.379 142.50 -11.82623          4.34626
## 9     Moss     Curveball 74.36336 2251.333 146.25  -9.47843          5.07611
## 10    Moss      Changeup 85.05224 1972.597  30.00  18.26564         12.30355
## 11    Moss      Changeup 76.90226 2024.515  30.00  14.16430         10.57737
## 12    Moss      Changeup 78.58350 2169.892  30.00  14.56792         10.28410
## 13    Moss      Changeup 84.50582 1954.574  26.25  14.70946         13.61198
## 14    Moss      Changeup 77.94508 2149.667  33.75  16.33399          7.38020
## 15    Moss      Changeup 77.73267 2003.222  30.00  15.53674         10.76005
## 16    Moss     Curveball 75.46536 2228.576 123.75 -12.35075         -2.80543
## 17    Moss      Changeup 78.00759 1991.092  33.75  19.63304         10.22567
## 18    Moss     Curveball 74.71474 2263.758 150.00  -7.72556          5.45992
## 19    Moss     Curveball 74.35763 2295.312 138.75  -9.73197          2.84851
## 20    Moss      Changeup 84.25094 1872.761  26.25  18.79808         17.39186
## 21    Moss      Changeup 78.30877 1977.145  30.00  16.19871         10.94123
## 22    Moss     Curveball 75.14700 2164.683 123.75  -8.47536         -1.68398
## 23    Moss     Curveball 73.61789 2246.092 123.75 -10.29497         -3.28343
## 24    Moss      Changeup 77.31891 2084.743  41.25  16.49367          2.95973
## 25    Moss        Slider 74.97212 2288.983 142.50 -10.80142          4.88941
## 26    Moss      Changeup 77.00600 2193.259  37.50  18.12233          5.21902
## 27    Moss        Sinker 87.91391 2010.235  22.50  13.94363         13.86666
## 28    Moss     Curveball 74.09666 2340.729 123.75 -10.88583         -2.33650
Moss_Danbury <- x %>%
  filter(BatterTeam == "DAN_WES")%>%
  select(Pitcher, AutoPitchType, RelSpeed, SpinRate, Tilt, HorzBreak, InducedVertBreak)
Moss_Danbury
##    Pitcher AutoPitchType RelSpeed SpinRate   Tilt HorzBreak InducedVertBreak
## 1     Moss      Changeup 84.58461 1915.441  18.75  15.48005         19.66619
## 2     Moss     Curveball 74.65879 2265.259 120.00  -9.05296         -3.81658
## 3     Moss     Four-Seam 85.42448 1938.917  15.00  11.49386         20.08048
## 4     Moss      Changeup 86.44850 1899.207  22.50  15.14816         16.83446
## 5     Moss      Changeup 78.46226 2003.951  30.00  16.82891         12.67383
## 6     Moss        Slider 75.84782 2290.467 135.00 -10.42327          1.29984
## 7     Moss        Sinker 86.37547 2003.469  22.50  16.56001         18.53190
## 8     Moss        Slider 73.06460 1970.763 150.00  -2.22500          3.36792
## 9     Moss      Changeup 77.96534 1671.398  30.00  16.95702          9.92339
## 10    Moss      Changeup 87.07724 1959.275  22.50  16.23048         15.52560
## 11    Moss        Sinker 87.96619 2081.019  22.50  17.64292         17.21867
## 12    Moss        Slider 76.42448 2330.899 138.75 -10.20977          2.81835
## 13    Moss        Sinker 87.76089 1958.158  18.75  14.33867         17.78832
## 14    Moss      Changeup 79.34174 2203.381  30.00  20.17340         11.72957
## 15    Moss        Sinker 87.83256 1975.961  22.50  14.54265         17.89048
## 16    Moss      Changeup 78.64841 2080.240  30.00  18.05643         13.24961
## 17    Moss     Curveball 76.25012 2296.411 127.50  -8.82237         -1.10610
## Warning: Removed 11 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")