Basic Pitch Stats

Pitcher

Pitch

N

Balls

Strikes

Strike_Percentage

Ball_Percentage

Parker

Changeup

165

57

108

65.45%

34.55%

Parker

Curveball

52

18

34

65.38%

34.62%

Parker

Cutter

1

1

0

0.00%

100.00%

Parker

Slider

5

3

2

40.00%

60.00%

Pitcher

Pitch

N

Balls

Strikes

Velo

Spin Rate

Vert Break

Horizontal Break

Tilt

Strike_Percentage

Ball_Percentage

Parker

Changeup

165

57

108

79.87867

1,795.100

9.141282

-14.154013

149.06818

65.45%

34.55%

Parker

Curveball

52

18

34

68.81908

1,960.562

-4.604613

11.739111

71.68269

65.38%

34.62%

Parker

Cutter

1

1

0

83.09618

1,686.600

14.409730

5.473150

191.25000

0.00%

100.00%

Parker

Slider

5

3

2

68.17879

1,860.038

11.085960

2.120096

147.75000

40.00%

60.00%

Parker_Sanford <- x %>%
   filter(BatterTeam == "SAN_MAI") %>%
  select(Pitcher, AutoPitchType, RelSpeed, SpinRate, Tilt, HorzBreak, InducedVertBreak)
Parker_Sanford
##    Pitcher AutoPitchType RelSpeed SpinRate   Tilt HorzBreak InducedVertBreak
## 1   Parker      Changeup 84.85484 2002.007 150.00 -18.26800         13.35001
## 2   Parker      Changeup 85.01881 2084.022 157.50 -14.42946         15.03737
## 3   Parker      Changeup 84.82335 2041.749 153.75 -15.97544         12.17831
## 4   Parker      Changeup 84.50746 2043.449 157.50 -12.29930         15.20064
## 5   Parker      Changeup 74.11808 1562.626 135.00 -16.41190          1.63547
## 6   Parker      Changeup 83.31207 1689.567 146.25 -16.66143          7.01973
## 7   Parker     Curveball 69.07864 2031.737  63.75  15.08064        -10.11040
## 8   Parker     Curveball 71.13554 2106.333  71.25   9.49453         -9.55583
## 9   Parker      Changeup 84.04988 1933.344 157.50 -10.41272         11.33371
## 10  Parker      Changeup 83.33042 1892.697 157.50 -13.53855         14.59820
## 11  Parker     Curveball 69.19523 2004.513  67.50  10.24382         -9.67973
## 12  Parker     Curveball 67.79379 1951.554  67.50  11.86658         -9.95292
## 13  Parker     Curveball 69.90529 2070.810  71.25   9.98674        -10.18591
## 14  Parker      Changeup 83.00873 1765.520 142.50 -19.07048          6.00311
## 15  Parker      Changeup 82.79115 1954.201 157.50 -12.39103         15.18784
## 16  Parker      Changeup 82.34915 1909.065 161.25 -12.67473         16.62332
## 17  Parker      Changeup 72.15609 1579.529 142.50 -15.55536          5.45697
## 18  Parker      Changeup 84.27502 1932.596 157.50 -12.23615         13.33879
## 19  Parker      Changeup 83.69127 2033.018 157.50 -13.11154         15.12410
## 20  Parker     Curveball 70.20629 2051.713  71.25   7.07752         -7.44630
## 21  Parker      Changeup 82.35136 2003.627 153.75 -14.92859         13.63721
## 22  Parker      Changeup 83.10058 2066.552 153.75 -15.43013         13.86087
## 23  Parker      Changeup 74.16443 1612.794 142.50 -15.63028          6.54953
## 24  Parker     Curveball 69.40114 2030.946  63.75  11.04725         -7.51819
## 25  Parker      Changeup 82.49893 1970.277 150.00 -16.72505         10.00536
Parker_Bristol <- x %>%
   filter(BatterTeam == "BRI_B") %>%
  select(Pitcher, AutoPitchType, RelSpeed, SpinRate, Tilt, HorzBreak, InducedVertBreak)
Parker_Bristol
##    Pitcher AutoPitchType RelSpeed SpinRate   Tilt HorzBreak InducedVertBreak
## 1   Parker      Changeup 84.01633 1951.451 157.50 -12.46890         12.58591
## 2   Parker      Changeup 83.58305 2008.108 153.75 -14.32343         12.12973
## 3   Parker      Changeup 83.77895 1999.442 142.50 -17.79473          6.98579
## 4   Parker      Changeup 83.03272 2018.285 153.75 -16.03517         12.62981
## 5   Parker      Changeup 71.75706 1544.391 138.75 -16.88355          3.31784
## 6   Parker      Changeup 83.32215 1971.014 153.75 -14.84690         13.45698
## 7   Parker      Changeup 71.32979 1432.213 153.75  -9.76957         10.10985
## 8   Parker      Changeup 83.33089 1996.964 153.75 -14.21040         13.37725
## 9   Parker      Changeup 71.75493 1535.673 150.00 -12.00028          7.93457
## 10  Parker     Curveball 67.67552 2025.124  63.75  14.00091         -9.11048
Parker_Keene <- x %>%
   filter(BatterTeam == "KEE_SWA", Date == "2023-07-01") %>%
  select(Pitcher, AutoPitchType, RelSpeed, SpinRate, Tilt, HorzBreak, InducedVertBreak)
Parker_Keene
##    Pitcher AutoPitchType RelSpeed SpinRate   Tilt HorzBreak InducedVertBreak
## 1   Parker      Changeup 82.83011 1777.167 150.00 -12.72473          8.73347
## 2   Parker      Changeup 83.28522 2000.750 153.75 -14.70946         13.01831
## 3   Parker     Curveball 67.04321 2055.781  67.50  12.10402         -9.83331
## 4   Parker      Changeup 83.01560 1920.509 150.00 -14.15438          9.63697
## 5   Parker      Changeup 71.66371 1477.825 161.25  -8.59540         14.71517
## 6   Parker      Changeup 81.07854 1710.972 138.75 -15.00591          2.78040
## 7   Parker      Changeup 81.66539 1603.533 135.00 -17.86088          2.05579
## 8   Parker      Changeup 80.35825 1668.814 150.00 -13.66446          9.35213
## 9   Parker      Changeup 82.21887 1766.213 138.75 -15.75698          4.17823
## 10  Parker      Changeup 81.55141 1800.073 146.25 -12.76292          7.11536
## 11  Parker      Changeup 82.87625 1929.564 157.50 -23.42423         22.23867
## 12  Parker      Changeup 82.72106 1933.528 157.50 -11.44879         13.00552
## 13  Parker      Changeup 81.74473 1943.776 157.50 -10.55300         12.37351
## 14  Parker      Changeup 74.64423 1669.146 142.50 -13.39253          4.64221
## 15  Parker      Changeup 72.66863 1571.697 142.50 -10.78107          4.93091
Parker_Keene2 <- x %>%
   filter(BatterTeam == "KEE_SWA", Date == "2023-07-07") %>%
  select(Pitcher, AutoPitchType, RelSpeed, SpinRate, Tilt, HorzBreak, InducedVertBreak)
Parker_Keene2
##    Pitcher AutoPitchType RelSpeed SpinRate   Tilt HorzBreak InducedVertBreak
## 1   Parker      Changeup 84.59589 1831.759 150.00 -14.56202          9.22225
## 2   Parker      Changeup 72.74716 1575.276 142.50 -13.23473          4.48335
## 3   Parker      Changeup 84.51079 1792.583 142.50 -17.65261          5.37945
## 4   Parker      Changeup 74.48241 1649.605 146.25 -15.73446          7.72528
## 5   Parker      Changeup 84.18663 1833.974 146.25 -15.36670          7.73378
## 6   Parker      Changeup 73.20432 1715.777 146.25 -16.50095          7.60445
## 7   Parker      Changeup 83.82460 1877.357 157.50 -10.36123         12.69201
## 8   Parker      Changeup 83.31848 1735.540 153.75 -13.44646         11.69957
## 9   Parker     Curveball 67.65055 1931.482  63.75   9.81056         -6.15981
## 10  Parker      Changeup 82.26997 1672.457 153.75 -13.03505         11.46505
## 11  Parker     Curveball 68.49700 1986.215  56.25  12.66016         -2.50252
## 12  Parker      Changeup 72.37550 1605.983 138.75 -15.25942          4.13662
## 13  Parker      Changeup 83.73079 1828.326 153.75 -16.12158         13.89111
## 14  Parker     Curveball 67.58243 1875.009  56.25  15.57367         -5.57189
## 15  Parker      Changeup 84.62088 1774.451 150.00 -15.69103         10.55264
## 16  Parker      Changeup 81.81979 1782.635 146.25 -16.51371          8.85792
## 17  Parker      Changeup 72.01475 1619.431 142.50 -14.73005          5.92154
## 18  Parker     Curveball 67.66662 1979.653  56.25  15.38178         -5.20760
## 19  Parker      Changeup 73.42333 1510.262 146.25 -14.03099          8.00343
## 20  Parker      Changeup 82.60459 1712.962 146.25 -14.24284          7.40339
## 21  Parker      Changeup 74.41534 1600.001 138.75 -13.53639          3.50709
## 22  Parker      Changeup 83.41590 1767.966 142.50 -16.08627          6.70611
## 23  Parker      Changeup 74.31436 1646.912 150.00 -14.45292          9.21154
## 24  Parker      Changeup 83.49805 1821.276 146.25 -17.44048          8.45670
## 25  Parker      Changeup 81.91658 1722.628 146.25 -15.84158          8.91060
## 26  Parker     Curveball 68.69546 1917.725  60.00  15.53276         -6.81492
## 27  Parker      Changeup 83.60644 1900.302 157.50 -13.06556         12.81556
## 28  Parker     Curveball 70.59863 1941.368  52.50   7.14292          0.07469
Parker_NOR_ADA <- x %>%
   filter(BatterTeam == "NOR_ADA") %>%
  select(Pitcher, AutoPitchType, RelSpeed, SpinRate, Tilt, HorzBreak, InducedVertBreak)
Parker_NOR_ADA
##    Pitcher AutoPitchType RelSpeed SpinRate   Tilt HorzBreak InducedVertBreak
## 1   Parker      Changeup 85.87445 1992.673 153.75 -14.49158         11.38249
## 2   Parker      Changeup 84.74271 1891.555 153.75 -12.90776         10.36709
## 3   Parker      Changeup 73.98670 1708.231 153.75 -11.59107          9.82831
## 4   Parker     Curveball 69.56177 1918.816  45.00  16.54462          1.63173
## 5   Parker      Changeup 83.30692 1764.565 138.75 -17.50572          3.95051
## 6   Parker     Curveball 68.20197 1847.863  45.00  33.74691          2.60354
## 7   Parker      Changeup 83.56012 1967.881 153.75  -9.40619          8.43367
## 8   Parker      Changeup 83.66249 2029.458 157.50 -11.47977         11.80780
## 9   Parker      Changeup 83.59385 2020.497 161.25  -7.27363         11.37005
## 10  Parker      Changeup 84.53260 1972.283 153.75 -13.11564         10.90107
## 11  Parker      Changeup 84.15461 1883.919 146.25 -13.64221          6.84709
## 12  Parker      Changeup 84.50597 1980.653 153.75 -13.98454         12.69969
## 13  Parker      Changeup 74.57672 1621.016 153.75 -12.48205         12.08237
## 14  Parker      Changeup 84.06686 1895.580 138.75 -19.27588          3.26051
## 15  Parker     Curveball 69.48934 2099.827  60.00  17.45115         -7.93689
## 16  Parker     Curveball 68.95775 1964.750  63.75  14.23910         -8.75808
## 17  Parker      Changeup 72.31598 1705.590 146.25 -14.80434          7.64630
## 18  Parker     Curveball 69.91441 2059.567  56.25  12.63324         -3.35299
## 19  Parker      Changeup 82.98958 2035.522 153.75 -13.35768         11.28599
## 20  Parker     Curveball 68.14234 1937.942  75.00   8.25997        -11.95016
## 21  Parker      Changeup 82.66320 1816.323 135.00 -24.75576          1.12929
## 22  Parker     Curveball 69.68133 2002.604  67.50  11.03890         -8.42957
## 23  Parker      Changeup 81.53384 1921.657 146.25 -16.12603          7.71878
## 24  Parker      Changeup 81.11987 1954.080 157.50 -11.64749         13.75225
## 25  Parker      Changeup 81.15230 2002.960 161.25  -9.84280         12.81268
## 26  Parker      Changeup 81.05487 1940.507 157.50 -11.36812         11.60402
## 27  Parker     Curveball 68.68121 1930.632  56.25  16.68147         -5.63288
## 28  Parker      Changeup 73.70666 1638.939 142.50 -24.43501          9.50166
## 29  Parker      Changeup 83.99557 2011.159 161.25  -9.32619         14.84788
## 30  Parker      Changeup 82.59739 1956.611 161.25  -8.63752         12.24300
## 31  Parker      Changeup 68.65679 1957.446  52.50  39.09671         -6.51835
## 32  Parker      Changeup 82.54758 1740.443 138.75 -16.52721          3.51945
## 33  Parker      Changeup 81.88969 1802.717 146.25 -17.22895          7.51158
## 34  Parker     Curveball 70.57029 2069.716  60.00  24.10702        -13.24642
## 35  Parker     Curveball 69.45767 2019.880  63.75  14.42875         -9.96284
## 36  Parker     Curveball 70.10477 2003.897  56.25  18.68836         -7.07552
## 37  Parker      Changeup 81.79968 1700.172 150.00 -11.97497          8.88280
## 38  Parker      Changeup 82.49516 1941.284 153.75  -8.99000          7.75418
## 39  Parker      Changeup 82.15117 1873.351 142.50 -14.22831          4.77721
## 40  Parker      Changeup 82.55951 2003.095 161.25  -9.53969         12.88717
Parker_Keene3 <- x %>%
   filter(BatterTeam == "KEE_SWA", Date == "2023-07-25") %>%
  select(Pitcher, AutoPitchType, RelSpeed, SpinRate, Tilt, HorzBreak, InducedVertBreak)
Parker_Keene3
##    Pitcher AutoPitchType RelSpeed SpinRate   Tilt HorzBreak InducedVertBreak
## 1   Parker      Changeup 85.06384 1827.694 135.00 -18.69052          1.40343
## 2   Parker      Changeup 82.72411 1531.751 142.50 -16.74950          4.95992
## 3   Parker      Changeup 83.98400 1874.159 157.50 -11.39052         11.47071
## 4   Parker      Changeup 73.97051 1709.640 142.50 -18.51355          5.50205
## 5   Parker      Changeup 74.37038 1665.960 142.50 -19.70351          6.29949
## 6   Parker      Changeup 85.09683 1854.033 146.25 -17.97446          9.45717
## 7   Parker     Curveball 74.82027 1670.154  22.50  19.35099         19.22950
## 8   Parker      Changeup 84.06308 1868.883 146.25 -18.74619          8.23721
## 9   Parker      Changeup 84.97616 2000.689 150.00 -17.04316          9.78642
## 10  Parker      Changeup 83.99981 1925.922 161.25  -8.89544         12.81678
## 11  Parker      Changeup 82.55311 1824.368 135.00 -15.25918          1.40484
## 12  Parker      Changeup 84.62211 1998.340 165.00 -10.35461         17.03284
## 13  Parker     Curveball 69.16414 1947.380  63.75  11.37788         -7.61111
## 14  Parker      Changeup 74.25798 1638.106 161.25  -6.98792         11.44690
## 15  Parker      Changeup 83.36167 1672.473 138.75 -15.24095          3.75295
## 16  Parker        Slider 71.92024 1393.285  30.00  11.75709          9.03213
## 17  Parker      Changeup 74.06508 1533.511 176.25  -3.12626         20.78722
## 18  Parker        Cutter 83.09618 1686.600 191.25   5.47315         14.40973
## 19  Parker      Changeup 84.12535 2040.764 153.75 -14.87304         14.33694
## 20  Parker      Changeup 73.66424 1677.338 142.50 -17.99859          6.52347
## 21  Parker      Changeup 84.83796 2067.254 150.00 -16.95028         12.59536
## 22  Parker      Changeup 82.68049 1782.318 146.25 -16.28127          7.40587
## 23  Parker      Changeup 82.96176 1751.359 146.25 -16.54150          8.56414
## 24  Parker      Changeup 82.22264 1942.888 161.25  -8.87772         12.05115
## 25  Parker     Curveball 67.37827 1855.431  52.50  15.25481         -2.98477
## 26  Parker      Changeup 83.10363 1917.673 153.75 -12.33020         10.10355
## 27  Parker     Curveball 67.91029 1960.711  63.75  14.63304         -9.08949
## 28  Parker      Changeup 72.10611 1579.396 135.00 -26.34927          3.15713
## 29  Parker      Changeup 82.30159 1932.573 157.50 -10.12544         12.68603
## 30  Parker      Changeup 72.32270 1477.229 138.75 -17.58139          4.44146
## 31  Parker     Curveball 68.19848 1992.836  63.75  16.27103         -9.96493
## 32  Parker      Changeup 83.45744 1875.690 161.25  -4.84717          7.53619
## 33  Parker      Changeup 80.88064 1719.263 142.50 -14.19564          4.26776
## 34  Parker      Changeup 82.38616 1798.560 135.00 -38.18412         -0.55681
## 35  Parker     Curveball 70.51735 2036.781  63.75  16.42276         -9.53331
## 36  Parker      Changeup 82.79625 1775.273 135.00 -20.42312          2.00677
## 37  Parker      Changeup 73.33813 1566.386 138.75 -18.27741          4.56933
## 38  Parker      Changeup 73.04507 1622.429 138.75 -18.33111          4.50981
## 39  Parker     Curveball 69.21246 1942.037  60.00  15.97710         -7.33264
## 40  Parker      Changeup 82.16168 1832.886 142.50 -16.54698          6.70481
## 41  Parker      Changeup 84.32675 1987.692 153.75 -16.19548         13.46544
## 42  Parker      Changeup 72.48717 1589.498 157.50  -7.08937          8.98886
## 43  Parker      Changeup 74.53802 1526.101 150.00 -15.18367          9.51548
## 44  Parker      Changeup 85.08334 1845.403 165.00 -11.72481         20.30265
## 45  Parker      Changeup 84.74460 1781.613 142.50 -19.19840          7.66079
## 46  Parker     Curveball 70.02851 2065.564  52.50  11.85398         -1.58701
## 47  Parker      Changeup 71.91491 1587.851 135.00 -17.61942          1.61410
## 48  Parker     Curveball 69.27332 2094.950  60.00  14.23796         -7.27571
## 49  Parker      Changeup 73.92137 1760.575 146.25 -16.49580          7.57359
## 50  Parker      Changeup 83.54815 1945.360 146.25 -17.60395          9.13087
## 51  Parker      Changeup 84.79682 1885.971 138.75 -18.42647          4.94256
## 52  Parker      Changeup 74.56517 1672.767 142.50 -18.32233          6.24843
## 53  Parker     Curveball 68.58447 2000.725  63.75  15.05804         -9.61583
## 54  Parker      Changeup 83.36567 1862.974 142.50 -18.48221          5.56406
## 55  Parker     Curveball 67.94874 1927.251  56.25  20.76328         -7.87496
## 56  Parker      Changeup 84.41620 1885.553 142.50 -19.00942          6.99851
## 57  Parker      Changeup 74.85836 1554.673 146.25 -11.99316          6.84878
## 58  Parker      Changeup 75.31429 1551.328 146.25 -13.76619          8.49886
Parker_Danbury <- x %>%
  filter(BatterTeam == "DAN_WES", Date == "2023-08-01")%>%
  select(Pitcher, AutoPitchType, RelSpeed, SpinRate, Tilt, HorzBreak, InducedVertBreak)
Parker_Danbury
##    Pitcher AutoPitchType RelSpeed SpinRate   Tilt HorzBreak InducedVertBreak
## 1   Parker     Curveball 67.73655 1866.430  63.75   9.14386         -5.37981
## 2   Parker      Changeup 82.41263 1959.755 157.50 -11.98048         13.69674
## 3   Parker      Changeup 81.71675 1908.154 153.75 -15.39379         11.96111
## 4   Parker      Changeup 82.63537 1964.776 157.50 -14.77005         16.48977
## 5   Parker      Changeup 74.90788 1625.581 146.25 -16.32757          9.19276
## 6   Parker      Changeup 69.59765 2091.561 150.00 -11.62642          8.68788
## 7   Parker     Curveball 66.69680 2353.950 165.00  -3.21599          8.04559
## 8   Parker      Changeup 84.07937 1971.502 157.50 -11.72528         12.00768
## 9   Parker      Changeup 83.17560 1903.771 161.25 -11.40075         14.63520
## 10  Parker     Curveball 68.56215 2416.928 172.50  -0.16756          2.87524
## 11  Parker      Changeup 83.67813 1880.073 153.75 -12.69890         12.02292
## 12  Parker      Changeup 71.61606 1491.846 150.00 -13.44894         10.02036
## 13  Parker      Changeup 70.71951 1400.244 150.00 -11.09843          8.48634
## 14  Parker      Changeup 66.77962 1202.808 172.50  -0.93382          6.23394
## 15  Parker     Curveball 65.37003 1756.288  56.25  13.06556         -3.94189
## 16  Parker      Changeup 71.79348 1510.643 150.00 -11.47390          9.28048
## 17  Parker      Changeup 81.70150 1646.766 135.00 -16.41072          1.29343
## 18  Parker      Changeup 72.37297 1560.406 150.00 -15.83099         10.51705
## 19  Parker     Curveball 68.32179 1926.234  60.00  11.55843         -5.22485
## 20  Parker      Changeup 71.17262 1608.039 138.75 -18.20820          4.42362
## 21  Parker     Curveball 68.44023 2000.258  60.00  14.02028         -6.97961
## 22  Parker      Changeup 80.97908 1825.725 142.50 -20.60316          6.30933
## 23  Parker     Curveball 69.63279 1624.241  75.00   1.23095          0.48354
## 24  Parker     Curveball 64.49801 2005.144 168.75  -1.94303          7.50402
## 25  Parker      Changeup 82.23620 1907.186 161.25 -10.73060         15.45741
## 26  Parker      Changeup 81.88912 1864.324 165.00  -9.38512         16.33308
## 27  Parker     Curveball 68.33790 1620.943 127.50  -7.64040          0.81413
## 28  Parker      Changeup 80.64872 1818.320 161.25  -9.16926         13.05127
## 29  Parker     Curveball 67.87394 1644.502 187.50   0.72484          4.95244
## 30  Parker      Changeup 82.06500 1778.150 146.25 -13.78489          7.28461
## 31  Parker        Slider 66.17289 1560.388 168.75  -1.38315          6.50040
## 32  Parker      Changeup 70.90041 1510.724 142.50 -15.74891          5.99733
## 33  Parker        Slider 70.55261 1002.907 172.50  -2.78106         11.54123
## 34  Parker      Changeup 72.42479 1600.861 142.50 -15.04910          6.55827
## 35  Parker     Curveball 68.65400 1855.646  63.75  11.11717         -5.26201
## 36  Parker     Curveball 69.31550 1570.555  30.00   3.11083          4.10874
## 37  Parker     Curveball 69.45856 1896.652  56.25  14.05308         -4.18544
## 38  Parker      Changeup 69.83781 1741.736 176.25  -0.78295          9.89745
## 39  Parker      Changeup 80.60691 1600.124 138.75 -15.88170          3.44618
## 40  Parker     Curveball 70.93021 2231.080 153.75  -2.88567          4.32819
## 41  Parker      Changeup 71.04359 1628.829 142.50 -20.84911          8.44040
## 42  Parker        Slider 66.20599 2629.451 180.00   0.80098         17.57277
## 43  Parker      Changeup 80.72213 1978.660 153.75 -15.10564         12.90182
## 44  Parker        Slider 66.04222 2714.157 187.50   2.20662         10.78327
## 45  Parker      Changeup 82.71096 1934.984 157.50 -15.46808         15.37729
## 46  Parker     Curveball 66.83938 1871.096  63.75  12.23721         -6.25268
## 47  Parker      Changeup 68.85577 1538.467 146.25 -14.35044          7.58300
## Warning: Removed 8 rows containing missing values (`geom_point()`).