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()`).