Basic Pitch Stats

Pitcher

Pitch

N

Balls

Strikes

Strike_Percentage

Ball_Percentage

Smith

Changeup

87

28

59

67.82%

32.18%

Smith

Curveball

51

21

30

58.82%

41.18%

Smith

Cutter

9

3

6

66.67%

33.33%

Smith

Four-Seam

6

3

3

50.00%

50.00%

Smith

Sinker

14

7

7

50.00%

50.00%

Smith

Slider

2

1

1

50.00%

50.00%

Pitcher

Pitch

N

Balls

Strikes

Velo

Spin Rate

Vert Break

Horizontal Break

Tilt

Strike_Percentage

Ball_Percentage

Smith

Changeup

87

28

59

81.53556

1,878.437

10.116660

-12.135195

153.44828

67.82%

32.18%

Smith

Curveball

51

21

30

72.99706

2,061.986

-4.714855

11.084361

59.85294

58.82%

41.18%

Smith

Cutter

9

3

6

84.06220

2,072.833

11.340852

-3.371716

170.83333

66.67%

33.33%

Smith

Four-Seam

6

3

3

84.67370

2,152.713

22.297440

-3.978657

169.37500

50.00%

50.00%

Smith

Sinker

14

7

7

84.72235

2,130.157

12.496129

-7.397239

163.66071

50.00%

50.00%

Smith

Slider

2

1

1

82.96135

2,025.681

8.389320

-3.901655

165.00000

50.00%

50.00%

Smith_Newport <- x %>%
   filter(BatterTeam == "NEW_GUL") %>%
  select(Pitcher, AutoPitchType, RelSpeed, SpinRate, Tilt, HorzBreak, InducedVertBreak)
Smith_Newport
##    Pitcher AutoPitchType RelSpeed SpinRate   Tilt HorzBreak InducedVertBreak
## 1    Smith      Changeup 79.72224 1761.337 146.25 -16.43973          8.61823
## 2    Smith      Changeup 78.03628 1787.017 150.00 -15.06828         10.80465
## 3    Smith     Four-Seam 85.88323 2233.041 187.50  14.70454         56.28204
## 4    Smith      Changeup 79.02012 1613.249 157.50 -12.93450         13.64969
## 5    Smith      Changeup 79.02599 1699.929 157.50 -11.20249         12.38241
## 6    Smith      Changeup 83.83255 1859.276 157.50 -11.43579         11.37650
## 7    Smith      Changeup 78.22654 1597.464 157.50 -12.98292         13.37694
## 8    Smith      Changeup 78.63268 1808.500 157.50 -11.33508         14.16292
## 9    Smith     Four-Seam 83.67848 2155.947 161.25 -10.38741         15.03824
## 10   Smith      Changeup 84.39548 2084.437 150.00 -15.75658         11.41540
## 11   Smith        Sinker 84.05988 2105.732 161.25  -6.99933         11.70276
## 12   Smith     Curveball 73.15389 2092.557  60.00  14.57820         -6.95847
## 13   Smith     Curveball 72.85871 2120.629  60.00  16.67465         -6.56398
## 14   Smith      Changeup 82.45614 2152.747 161.25  -6.99063         10.24650
## 15   Smith        Sinker 83.48845 2142.428 161.25  -6.22059         10.21272
## 16   Smith      Changeup 83.83608 2088.683 157.50  -7.45154          8.09225
## 17   Smith      Changeup 77.84893 1625.224 150.00 -14.07457          9.96654
## 18   Smith        Sinker 86.05790 2228.635 153.75 -11.92524         10.84485
## 19   Smith      Changeup 82.97270 2149.090 146.25 -14.10123          6.13359
## 20   Smith      Changeup 82.39378 2160.263 150.00 -11.20363          7.48493
## 21   Smith     Curveball 72.86752 2194.389  71.25   8.57382        -10.98323
## 22   Smith      Changeup 81.60301 2076.065 150.00 -14.26914          9.72154
## 23   Smith      Changeup 76.72232 1756.099 161.25  -9.37682         15.08556
## 24   Smith     Curveball 70.46701 2092.315  63.75   9.78886         -4.91481
## 25   Smith      Changeup 81.79003 2049.283 146.25 -17.26237          8.06733
## 26   Smith      Changeup 82.52358 2074.486 150.00 -15.10717         10.01024
## 27   Smith      Changeup 82.44869 2266.984 168.75  -5.10835         12.63690
## 28   Smith      Changeup 77.73557 1831.639 161.25 -10.89564         16.92414
## 29   Smith     Curveball 71.05099 2039.430  63.75  16.80584         -9.40890
## 30   Smith      Changeup 82.18793 2067.302 157.50  -7.77209          8.98233
Smith_OState <- x %>%
   filter(BatterTeam == "OCE_STA6") %>%
  select(Pitcher, AutoPitchType, RelSpeed, SpinRate, Tilt, HorzBreak, InducedVertBreak)
Smith_OState
##    Pitcher AutoPitchType RelSpeed SpinRate   Tilt HorzBreak InducedVertBreak
## 1    Smith     Curveball 73.57603 2129.306  52.50  22.24505         -3.52189
## 2    Smith     Curveball 70.72978 2012.558  56.25  10.53863         -3.21181
## 3    Smith      Changeup 80.10313 1996.180 142.50 -15.49328          5.44886
## 4    Smith      Changeup 81.47275 2170.601 157.50 -12.23323         12.69398
## 5    Smith      Changeup 81.11760 2109.929 161.25  -8.65485         12.60804
## 6    Smith      Changeup 81.07718 2030.336 150.00 -12.66918          8.69272
## 7    Smith      Changeup 83.04000 2141.456 157.50  -9.56961         10.89359
## 8    Smith     Curveball 72.52867 2025.592  60.00  11.37753         -3.71799
## 9    Smith     Curveball 73.68817 2101.309  63.75  11.04575         -5.72055
## 10   Smith     Curveball 73.25013 2086.347  52.50  17.95032         -2.79307
## 11   Smith      Changeup 83.70233 1994.815 146.25 -14.06957          7.88823
## 12   Smith     Curveball 71.65065 2113.123  56.25  13.09950         -3.90453
## 13   Smith        Sinker 83.81420 2205.411 165.00  -6.34146         12.11119
Smith_NSHore <- x %>%
   filter(BatterTeam == "NSH_N") %>%
  select(Pitcher, AutoPitchType, RelSpeed, SpinRate, Tilt, HorzBreak, InducedVertBreak)
Smith_NSHore
##    Pitcher AutoPitchType RelSpeed SpinRate   Tilt HorzBreak InducedVertBreak
## 1    Smith        Sinker 85.74084 2184.203 165.00  -8.86402         14.70158
## 2    Smith        Sinker 85.18739 2229.275 161.25  -8.71749         13.48855
## 3    Smith      Changeup 85.11023 2048.954 142.50 -17.79655          5.76378
## 4    Smith      Changeup 85.35439 2025.242 142.50 -15.24241          5.84713
## 5    Smith      Changeup 78.85821 1648.055 161.25  -9.31197         14.96391
## 6    Smith      Changeup 79.69565 1795.058 150.00 -15.03143         11.00430
## 7    Smith     Curveball 73.68086 2167.597  60.00  17.71084         -7.36414
## 8    Smith     Curveball 73.44475 2214.648  56.25  13.39898         -4.63673
## 9    Smith        Sinker 85.57599 2172.444 168.75  -4.82563         12.52686
## 10   Smith     Curveball 74.68016 2113.672  56.25  13.72887         -4.87185
## 11   Smith     Four-Seam 85.58651 2190.949 161.25 -10.17650         15.69174
## 12   Smith        Cutter 86.02327 2201.309 168.75  -3.88729         11.95820
## 13   Smith     Curveball 71.61226 2036.714  56.25  15.27532         -5.10933
## 14   Smith      Changeup 78.13035 1840.991 168.75  -3.24540          8.55154
## 15   Smith      Changeup 83.45635 2129.016 161.25  -9.44119         13.62745
## 16   Smith        Cutter 82.80813 2159.913 176.25  -1.44043          9.68591
## 17   Smith     Curveball 83.49544 2081.801  71.25  14.34942        -19.58088
## 18   Smith      Changeup 81.82672 2052.332 142.50 -12.75001          3.90878
## 19   Smith     Four-Seam 83.61167 2129.716 176.25  -2.45288         15.45528
## 20   Smith     Curveball 72.73328 1990.815  18.75   6.50941         10.33217
## 21   Smith        Sinker 84.02050 2178.031 165.00  -7.71311         13.92674
## 22   Smith      Changeup 83.49759 2042.903 146.25 -15.50469          9.02162
## 23   Smith      Changeup 84.08127 2088.230 142.50 -19.67056          7.46209
## 24   Smith        Sinker 84.25466 2089.048 165.00  -7.38961         14.06501
## 25   Smith      Changeup 76.89363 1455.959 157.50  -9.11016         11.33694
## 26   Smith      Changeup 83.14036 2043.302 150.00 -15.35202          9.92146
## 27   Smith     Curveball 73.95171 2093.128  67.50   6.10433         -4.89622
## 28   Smith        Cutter 83.47465 2127.349 168.75  -3.98870         10.23123
## 29   Smith      Changeup 84.00991 2022.376 146.25 -13.59324          6.28075
## 30   Smith      Changeup 78.65233 1640.268 146.25 -19.12288          8.89319
## 31   Smith     Curveball 75.78496 2173.680  52.50  12.35394         -1.88039
## 32   Smith        Sinker 84.78520 2120.279 161.25  -8.90906         12.39115
## 33   Smith      Changeup 77.72409 1554.806 150.00 -14.56552          9.95579
Smith_ValleyBlueSox <- x %>%
   filter(BatterTeam == "VAL_BLU") %>%
  select(Pitcher, AutoPitchType, RelSpeed, SpinRate, Tilt, HorzBreak, InducedVertBreak)
Smith_ValleyBlueSox
##    Pitcher AutoPitchType RelSpeed SpinRate   Tilt HorzBreak InducedVertBreak
## 1    Smith      Changeup 82.88582 1718.771 146.25 -15.26434          7.92760
## 2    Smith      Changeup 84.29098 1794.103 150.00 -13.01973          9.06910
## 3    Smith      Changeup 83.58546 1997.552 157.50  -6.40422          8.48343
## 4    Smith      Changeup 84.13207 1826.511 138.75 -15.84225          2.46579
## 5    Smith      Changeup 78.02733 1458.685 146.25 -14.63288          7.00555
## 6    Smith        Slider 84.35280 2026.223 157.50  -4.60925          5.36170
## 7    Smith     Curveball 74.08173 2087.344  63.75  10.44060         -5.58614
## 8    Smith      Changeup 83.87166 1890.711 168.75  -5.10138         11.66327
## 9    Smith     Curveball 73.74824 2039.906  67.50   6.49827         -4.75418
## 10   Smith     Curveball 71.39741 1961.978  63.75  11.39056         -7.23437
## 11   Smith     Curveball 76.26421 2147.951  60.00   3.71866         -0.60866
## 12   Smith        Cutter 83.47491 1868.727 172.50  -1.78630          9.18855
## 13   Smith     Four-Seam 83.53755 2162.290 161.25  -8.99457         13.98875
## 14   Smith      Changeup 81.13248 1798.753 150.00 -13.62757          8.65662
## 15   Smith      Changeup 83.85848 2097.436 161.25 -11.46993         15.44056
## 16   Smith      Changeup 83.46302 1925.649 153.75 -11.27087         10.22701
## 17   Smith     Curveball 73.05662 2005.758  75.00   6.64154         -8.70603
## 18   Smith     Curveball 74.66358 2007.537  71.25   4.65933         -4.53036
## 19   Smith      Changeup 83.96906 1871.513 161.25  -8.64587         11.30186
## 20   Smith     Curveball 72.51151 1975.711  71.25   5.37674         -4.62784
## 21   Smith      Changeup 82.78401 1825.115 150.00 -11.69638          7.32520
## 22   Smith      Changeup 77.75705 1457.224 150.00 -14.04328          8.73890
## 23   Smith     Four-Seam 85.74474 2044.335 168.75  -6.56512         17.32859
## 24   Smith     Curveball 73.69210 2051.645  63.75   9.74335         -6.17122
## 25   Smith      Changeup 84.14382 1841.953 153.75  -9.37457          8.35874
## 26   Smith     Curveball 71.40683 2035.397  63.75  13.73111         -8.60020
## 27   Smith     Curveball 69.22351 2007.125  63.75  14.16154         -8.41036
## 28   Smith      Changeup 83.65631 2013.152 165.00  -6.08823         11.02445
## 29   Smith      Changeup 78.55734 1621.164 157.50 -11.42308         12.60178
## 30   Smith      Changeup 77.13292 1498.563 153.75 -13.00406         10.57355
## 31   Smith      Changeup 79.19146 1546.666 146.25 -16.08379          7.76406
## 32   Smith        Sinker 84.94723 2108.234 168.75  -5.14138         12.82347
## 33   Smith      Changeup 81.97105 1994.917 146.25 -15.48757          7.89748
## 34   Smith     Curveball 71.24621 2035.002  52.50  17.04666         -3.13551
## 35   Smith      Changeup 84.36910 2101.751 153.75 -11.48977          9.17154
## 36   Smith        Cutter 83.85080 2056.457 168.75  -5.11870         12.99430
## 37   Smith     Curveball 70.33285 2047.865  60.00  14.50965         -6.01335
## 38   Smith     Curveball 69.28476 2047.188  60.00  18.06155         -7.78658
## 39   Smith      Changeup 82.74069 2124.246 161.25  -9.85981         12.88757
## 40   Smith     Curveball 70.93259 2031.076  63.75   9.85827         -4.90485
## 41   Smith     Curveball 70.11513 2065.374  63.75  11.94205         -8.29071
## 42   Smith        Slider 81.56991 2025.138 172.50  -3.19406         11.41694
## 43   Smith        Cutter 84.93719 2076.963 168.75  -4.50083         12.29575
## 44   Smith     Curveball 70.61944 2027.523  56.25  15.36127         -4.80335
## 45   Smith        Sinker 83.47096 2087.182 168.75  -6.12744         13.88391
## 46   Smith      Changeup 83.89753 2056.138 157.50  -8.83874         11.06890
## 47   Smith      Changeup 78.06594 1393.766 153.75 -11.40575         11.31343
## 48   Smith      Changeup 82.62973 1999.395 146.25 -18.13517          8.11185
## 49   Smith      Changeup 82.52505 2123.998 142.50 -15.64461          6.27485
## 50   Smith     Curveball 71.86932 2075.086  60.00  15.92851         -8.23886
## 51   Smith     Curveball 72.19238 2096.026  60.00  16.27654         -7.41008
## 52   Smith      Changeup 82.09735 2102.970 146.25 -14.20107          7.25430
Smith_Keene <- x %>%
  filter(BatterTeam == "KEE_SWA", Date =="2023-07-14")%>%
  select(Pitcher, AutoPitchType, RelSpeed, SpinRate, Tilt, HorzBreak, InducedVertBreak)
Smith_Keene
##    Pitcher AutoPitchType RelSpeed SpinRate   Tilt HorzBreak InducedVertBreak
## 1    Smith      Changeup 83.57155 1880.837 138.75 -15.23835          4.05890
## 2    Smith      Changeup 75.46102 1421.130 157.50 -11.19422         13.07414
## 3    Smith      Changeup 77.24563 1649.377 161.25 -10.71879         15.28111
## 4    Smith        Cutter 83.29746 2026.464 172.50  -2.24681         11.58312
## 5    Smith      Changeup 83.07388 1830.250 146.25 -13.04296          6.21882
## 6    Smith     Curveball 72.21019 1909.426  63.75   8.13028         -4.93142
## 7    Smith      Changeup 83.46579 1778.707 142.50 -12.69107          5.20666
## 8    Smith      Changeup 84.20174 1915.969 165.00  -5.93575         11.97662
## 9    Smith     Curveball 73.42794 2045.694  63.75   7.96308         -5.22422
## 10   Smith        Cutter 84.62922 2003.247 168.75  -4.80394         11.20804
## 11   Smith      Changeup 83.27852 2037.566 161.25  -7.82552         12.53591
## 12   Smith     Curveball 73.07927 2074.760  45.00  10.32993          1.56421
## 13   Smith      Changeup 84.01247 2003.595 157.50 -11.49162         12.31804
## 14   Smith      Changeup 78.35901 1574.036 150.00 -16.60985         12.06969
## 15   Smith      Changeup 79.34582 1366.538 161.25  -9.36142         12.26985
## 16   Smith        Sinker 86.33025 1920.107 161.25  -7.98469         11.39253
## 17   Smith     Curveball 73.85042 1957.985  56.25   6.16339         -0.82264
## 18   Smith     Curveball 73.39880 2000.145  52.50   9.79823         -1.63815
## 19   Smith     Curveball 72.88161 2015.927  48.75   8.62292         -0.03059
## 20   Smith      Changeup 81.75963 1965.237 165.00  -6.96335         13.78587
## 21   Smith      Changeup 83.52140 1900.760 168.75  -4.74429         10.84725
## 22   Smith     Curveball 74.58855 2102.898  67.50   6.37335         -4.30666
## 23   Smith        Cutter 84.06421 2135.065 172.50  -2.57244         12.92257
## 24   Smith      Changeup 76.75671 1747.005 150.00 -13.32418         10.47284
## 25   Smith      Changeup 83.70794 1933.201 165.00  -6.26599         12.48650
## 26   Smith      Changeup 78.14351 1565.835 157.50 -12.31375         14.56883
## 27   Smith     Curveball 74.64469 2154.048  67.50   6.25552         -4.50792
## 28   Smith      Changeup 82.94486 1920.036 150.00 -13.50583          8.52264
## 29   Smith      Changeup 85.31565 2111.311 157.50 -12.11757         14.69430
## 30   Smith     Curveball 75.18603 2002.560  67.50   3.22441         -1.58709
## 31   Smith     Curveball 75.73121 2060.745  71.25   4.05461         -3.41177
## 32   Smith      Changeup 85.70208 2111.421 153.75 -14.10993         12.95213
## 33   Smith        Sinker 84.37939 2051.190 165.00  -6.40229         10.87449
## 34   Smith     Curveball 75.26239 2061.842  41.25   4.85957          2.18122
## 35   Smith     Curveball 72.10735 2063.912  52.50  10.11016         -1.62209
## 36   Smith      Changeup 81.97558 1961.355 153.75 -12.07205         11.00662
## 37   Smith      Changeup 77.94233 1625.514 153.75 -14.14950         11.77343
## 38   Smith      Changeup 83.34136 1831.323 146.25 -14.34843          7.40496
## 39   Smith      Changeup 83.37696 1872.415 153.75 -12.48631         10.11418
## 40   Smith     Curveball 72.18249 2007.390  63.75   7.81607         -5.00339
## 41   Smith     Curveball 72.45557 2078.833  52.50  14.14544         -1.59784
Smith_ValleyBlueSox <- x %>%
   filter(BatterTeam == "VAL_BLU", Date == "2023-07-24") %>%
  select(Pitcher, AutoPitchType, RelSpeed, SpinRate, Tilt, HorzBreak, InducedVertBreak)
Smith_ValleyBlueSox
##    Pitcher AutoPitchType RelSpeed SpinRate   Tilt HorzBreak InducedVertBreak
## 1    Smith      Changeup 77.13292 1498.563 153.75 -13.00406         10.57355
## 2    Smith      Changeup 79.19146 1546.666 146.25 -16.08379          7.76406
## 3    Smith        Sinker 84.94723 2108.234 168.75  -5.14138         12.82347
## 4    Smith      Changeup 81.97105 1994.917 146.25 -15.48757          7.89748
## 5    Smith     Curveball 71.24621 2035.002  52.50  17.04666         -3.13551
## 6    Smith      Changeup 84.36910 2101.751 153.75 -11.48977          9.17154
## 7    Smith        Cutter 83.85080 2056.457 168.75  -5.11870         12.99430
## 8    Smith     Curveball 70.33285 2047.865  60.00  14.50965         -6.01335
## 9    Smith     Curveball 69.28476 2047.188  60.00  18.06155         -7.78658
## 10   Smith      Changeup 82.74069 2124.246 161.25  -9.85981         12.88757
## 11   Smith     Curveball 70.93259 2031.076  63.75   9.85827         -4.90485
## 12   Smith     Curveball 70.11513 2065.374  63.75  11.94205         -8.29071
## 13   Smith        Slider 81.56991 2025.138 172.50  -3.19406         11.41694
## 14   Smith        Cutter 84.93719 2076.963 168.75  -4.50083         12.29575
## 15   Smith     Curveball 70.61944 2027.523  56.25  15.36127         -4.80335
## 16   Smith        Sinker 83.47096 2087.182 168.75  -6.12744         13.88391
## 17   Smith      Changeup 83.89753 2056.138 157.50  -8.83874         11.06890
## 18   Smith      Changeup 78.06594 1393.766 153.75 -11.40575         11.31343
## 19   Smith      Changeup 82.62973 1999.395 146.25 -18.13517          8.11185
## 20   Smith      Changeup 82.52505 2123.998 142.50 -15.64461          6.27485
## 21   Smith     Curveball 71.86932 2075.086  60.00  15.92851         -8.23886
## 22   Smith     Curveball 72.19238 2096.026  60.00  16.27654         -7.41008
## 23   Smith      Changeup 82.09735 2102.970 146.25 -14.20107          7.25430
## Warning: Removed 8 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()`).