Cox_2023
2023-07-01
Basic Pitch Stats
Pitcher | Pitch | N | Balls | Strikes | Strike_Percentage | Ball_Percentage |
|---|---|---|---|---|---|---|
Cox | Changeup | 89 | 30 | 59 | 66.29% | 33.71% |
Cox | Curveball | 34 | 17 | 17 | 50.00% | 50.00% |
Cox | Sinker | 10 | 3 | 7 | 70.00% | 30.00% |
Pitcher | Pitch | N | Balls | Strikes | Velo | Spin Rate | Vert Break | Horizontal Break | Tilt | Strike_Percentage | Ball_Percentage |
|---|---|---|---|---|---|---|---|---|---|---|---|
Cox | Changeup | 89 | 30 | 59 | 81.48187 | 1,905.153 | 9.946187 | 16.20266 | 30.08427 | 66.29% | 33.71% |
Cox | Curveball | 34 | 17 | 17 | 71.74627 | 1,915.368 | -13.802739 | -14.35861 | 111.61765 | 50.00% | 50.00% |
Cox | Sinker | 10 | 3 | 7 | 87.22576 | 1,984.857 | 14.384716 | 14.85571 | 23.62500 | 70.00% | 30.00% |
Cox_SAN <- x %>%
filter(BatterTeam == "SAN_MAI") %>%
select(Pitcher, AutoPitchType, RelSpeed, SpinRate, Tilt, HorzBreak, InducedVertBreak)
Cox_SAN## Pitcher AutoPitchType RelSpeed SpinRate Tilt HorzBreak InducedVertBreak
## 1 Cox Changeup 86.10886 1986.208 33.75 20.56485 9.49497
## 2 Cox Sinker 87.53700 2015.879 22.50 15.63875 15.40670
## 3 Cox Curveball 73.39782 1887.917 112.50 -15.54454 -12.51855
## 4 Cox Changeup 86.03308 1999.065 18.75 11.47323 16.43733
## 5 Cox Curveball 72.59294 2080.836 112.50 -19.21391 -15.10225
## 6 Cox Sinker 88.23617 2080.434 22.50 15.04902 16.14162
## 7 Cox Curveball 71.96550 2025.589 112.50 -16.83847 -14.14292
## 8 Cox Curveball 72.85251 1944.103 112.50 -16.44584 -13.01757
## 9 Cox Changeup 74.01666 1886.772 52.50 21.47667 -3.29181
## 10 Cox Changeup 86.33013 2008.222 26.25 15.26493 13.54926
## 11 Cox Sinker 88.48657 2025.143 26.25 16.84816 13.99576
## 12 Cox Changeup 73.38135 1992.652 45.00 23.54694 3.37780
## 13 Cox Curveball 71.41575 1936.506 112.50 -17.19473 -15.82993
## 14 Cox Sinker 86.53257 2095.158 22.50 16.59009 16.77241
## 15 Cox Curveball 72.40045 2138.608 112.50 -17.72958 -17.70324
## 16 Cox Sinker 88.42083 1903.147 22.50 14.92040 15.75926
## 17 Cox Sinker 87.37519 2009.423 22.50 16.85808 16.69107
## 18 Cox Changeup 84.93099 1843.431 26.25 15.81666 11.82804
## 19 Cox Changeup 76.32135 1995.853 41.25 23.32745 3.40992
## 20 Cox Sinker 87.89458 1915.048 22.50 15.35402 15.49647
## 21 Cox Curveball 74.09979 2020.965 112.50 -16.23265 -13.69150
## 22 Cox Changeup 86.41618 1870.681 22.50 13.66442 13.81099
## 23 Cox Changeup 85.06471 1983.610 26.25 18.52032 14.03493
## 24 Cox Changeup 77.07905 2048.573 33.75 22.95411 11.52690
## 25 Cox Changeup 85.82438 2050.344 30.00 18.63741 13.32296
## 26 Cox Changeup 76.50077 2041.756 33.75 23.93308 10.34276
## 27 Cox Curveball 71.86839 1988.112 108.75 -15.13060 -18.34682
## 28 Cox Changeup 75.98193 1856.343 37.50 19.82753 7.26650
## 29 Cox Changeup 75.74373 2011.464 41.25 22.72671 4.10252
## 30 Cox Changeup 85.27824 1782.752 41.25 19.82446 3.28189
## 31 Cox Curveball 72.07038 1902.965 112.50 -16.11576 -16.16387
## 32 Cox Curveball 72.32167 1890.205 112.50 -14.91422 -14.47194
## 33 Cox Changeup 74.53030 1872.096 41.25 22.11545 5.70855
## 34 Cox Changeup 82.99645 1745.645 22.50 13.66768 13.35914
## 35 Cox Curveball 72.09144 1772.013 108.75 -12.18288 -14.87977
## 36 Cox Changeup 83.63538 1925.869 30.00 18.06056 10.36575
## 37 Cox Changeup 84.40267 1915.247 33.75 17.62462 9.42512
## 38 Cox Changeup 76.05965 1898.447 33.75 23.31478 9.84276
## 39 Cox Curveball 71.70123 1739.380 108.75 -14.11926 -17.92997
## 40 Cox Changeup 75.50599 1917.647 41.25 24.24596 4.75559
## 41 Cox Changeup 83.84401 1787.036 26.25 17.03387 13.41579
## 42 Cox Changeup 76.06115 1925.490 37.50 24.98915 6.99969
## 43 Cox Changeup 83.89518 1800.690 18.75 9.80103 13.22135
## 44 Cox Changeup 85.52539 1901.723 26.25 17.83064 15.42410
## 45 Cox Changeup 84.05614 1758.571 22.50 9.14953 11.36516
## 46 Cox Changeup 84.82841 1756.597 15.00 7.35410 12.50115
## 47 Cox Changeup 75.06249 1927.917 37.50 20.84958 7.08197
## 48 Cox Changeup 84.18848 1835.656 26.25 12.24442 11.77178
## 49 Cox Curveball 70.36092 1759.022 112.50 -13.41579 -12.17131
## 50 Cox Curveball 68.85638 1869.948 108.75 -12.91005 -14.00150
## 51 Cox Changeup 76.58218 1938.487 33.75 19.05222 10.12079
## 52 Cox Changeup 82.68341 1863.663 30.00 19.03422 12.19241
## 53 Cox Changeup 76.25318 1990.102 37.50 21.22722 7.01390
## 54 Cox Changeup 83.09330 1827.125 33.75 15.98961 8.02335
## 55 Cox Curveball 71.49052 1843.043 116.25 -16.52084 -11.30138
## 56 Cox Changeup 75.10927 1878.420 37.50 20.62556 6.72067
## 57 Cox Changeup 84.39591 1690.664 18.75 9.02315 14.38749
## 58 Cox Changeup 81.81093 1636.490 30.00 14.48253 9.37343
## 59 Cox Changeup 83.56004 1652.392 26.25 9.27768 8.62422Cox_ValleyBlueSox <- x %>%
filter(BatterTeam == "VAL_BLU") %>%
select(Pitcher, AutoPitchType, RelSpeed, SpinRate, Tilt, HorzBreak, InducedVertBreak)
Cox_ValleyBlueSox## Pitcher AutoPitchType RelSpeed SpinRate Tilt HorzBreak InducedVertBreak
## 1 Cox Changeup 85.37124 1958.244 33.75 17.98151 8.97288
## 2 Cox Sinker 87.41725 2007.132 30.00 14.63402 10.16851
## 3 Cox Changeup 86.77557 1805.157 33.75 15.33639 6.47174
## 4 Cox Changeup 86.57694 1863.911 26.25 14.05670 10.75693
## 5 Cox Changeup 84.32979 1959.772 33.75 17.92194 9.01347
## 6 Cox Curveball 74.92416 2001.044 120.00 -14.73556 -7.24142
## 7 Cox Changeup 86.60123 1971.889 37.50 18.85639 6.68721
## 8 Cox Changeup 75.64970 1979.797 37.50 19.03123 7.62406
## 9 Cox Changeup 86.17689 1916.839 22.50 13.77713 15.22776
## 10 Cox Curveball 73.46818 1903.195 116.25 -14.01493 -10.15296
## 11 Cox Curveball 73.53998 1999.895 105.00 -10.34091 -18.33095
## 12 Cox Curveball 75.93126 1989.942 116.25 -14.61843 -10.50339
## 13 Cox Changeup 84.53449 1947.411 22.50 12.52009 12.39772
## 14 Cox Changeup 76.36855 1839.606 37.50 19.04387 6.32835
## 15 Cox Curveball 75.74261 1909.636 116.25 -16.65981 -10.73343
## 16 Cox Changeup 83.83081 1912.662 37.50 20.36072 5.75327Cox_Sanford <- x %>%
filter(BatterTeam == "SAN_MAI", Date == "2023-07-26") %>%
select(Pitcher, AutoPitchType, RelSpeed, SpinRate, Tilt, HorzBreak, InducedVertBreak)
regulartable(Cox_Sanford)%>%
autofit()Pitcher | AutoPitchType | RelSpeed | SpinRate | Tilt | HorzBreak | InducedVertBreak |
|---|---|---|---|---|---|---|
Cox | Changeup | 84.93099 | 1,843.431 | 26.25 | 15.81666 | 11.82804 |
Cox | Changeup | 76.32135 | 1,995.853 | 41.25 | 23.32745 | 3.40992 |
Cox | Sinker | 87.89458 | 1,915.048 | 22.50 | 15.35402 | 15.49647 |
Cox | Curveball | 74.09979 | 2,020.965 | 112.50 | -16.23265 | -13.69150 |
Cox | Changeup | 86.41618 | 1,870.681 | 22.50 | 13.66442 | 13.81099 |
Cox | Changeup | 85.06471 | 1,983.610 | 26.25 | 18.52032 | 14.03493 |
Cox | Changeup | 77.07905 | 2,048.573 | 33.75 | 22.95411 | 11.52690 |
Cox | Changeup | 85.82438 | 2,050.344 | 30.00 | 18.63741 | 13.32296 |
Cox | Changeup | 76.50077 | 2,041.756 | 33.75 | 23.93308 | 10.34276 |
Cox | Curveball | 71.86839 | 1,988.112 | 108.75 | -15.13060 | -18.34682 |
Cox | Changeup | 75.98193 | 1,856.343 | 37.50 | 19.82753 | 7.26650 |
Cox | Changeup | 75.74373 | 2,011.464 | 41.25 | 22.72671 | 4.10252 |
Cox | Changeup | 85.27824 | 1,782.752 | 41.25 | 19.82446 | 3.28189 |
Cox | Curveball | 72.07038 | 1,902.965 | 112.50 | -16.11576 | -16.16387 |
Cox | Curveball | 72.32167 | 1,890.205 | 112.50 | -14.91422 | -14.47194 |
Cox | Changeup | 74.53030 | 1,872.096 | 41.25 | 22.11545 | 5.70855 |
Cox | Changeup | 82.99645 | 1,745.645 | 22.50 | 13.66768 | 13.35914 |
Cox | Curveball | 72.09144 | 1,772.013 | 108.75 | -12.18288 | -14.87977 |
Cox | Changeup | 83.63538 | 1,925.869 | 30.00 | 18.06056 | 10.36575 |
Cox | Changeup | 84.40267 | 1,915.247 | 33.75 | 17.62462 | 9.42512 |
Cox | Changeup | 76.05965 | 1,898.447 | 33.75 | 23.31478 | 9.84276 |
Cox | Curveball | 71.70123 | 1,739.380 | 108.75 | -14.11926 | -17.92997 |
Cox | Changeup | 75.50599 | 1,917.647 | 41.25 | 24.24596 | 4.75559 |
Cox | Changeup | 83.84401 | 1,787.036 | 26.25 | 17.03387 | 13.41579 |
Cox | Changeup | 76.06115 | 1,925.490 | 37.50 | 24.98915 | 6.99969 |
Cox | Changeup | 83.89518 | 1,800.690 | 18.75 | 9.80103 | 13.22135 |
Cox | Changeup | 85.52539 | 1,901.723 | 26.25 | 17.83064 | 15.42410 |
Cox | Changeup | 84.05614 | 1,758.571 | 22.50 | 9.14953 | 11.36516 |
Cox | Changeup | 84.82841 | 1,756.597 | 15.00 | 7.35410 | 12.50115 |
Cox | Changeup | 75.06249 | 1,927.917 | 37.50 | 20.84958 | 7.08197 |
Cox | Changeup | 84.18848 | 1,835.656 | 26.25 | 12.24442 | 11.77178 |
Cox | Curveball | 70.36092 | 1,759.022 | 112.50 | -13.41579 | -12.17131 |
Cox | Curveball | 68.85638 | 1,869.948 | 108.75 | -12.91005 | -14.00150 |
Cox | Changeup | 76.58218 | 1,938.487 | 33.75 | 19.05222 | 10.12079 |
Cox | Changeup | 82.68341 | 1,863.663 | 30.00 | 19.03422 | 12.19241 |
Cox | Changeup | 76.25318 | 1,990.102 | 37.50 | 21.22722 | 7.01390 |
Cox | Changeup | 83.09330 | 1,827.125 | 33.75 | 15.98961 | 8.02335 |
Cox | Curveball | 71.49052 | 1,843.043 | 116.25 | -16.52084 | -11.30138 |
Cox | Changeup | 75.10927 | 1,878.420 | 37.50 | 20.62556 | 6.72067 |
Cox | Changeup | 84.39591 | 1,690.664 | 18.75 | 9.02315 | 14.38749 |
Cox | Changeup | 81.81093 | 1,636.490 | 30.00 | 14.48253 | 9.37343 |
Cox | Changeup | 83.56004 | 1,652.392 | 26.25 | 9.27768 | 8.62422 |
Cox_UPP <- x %>%
filter(BatterTeam == "UPP_VAL", Date == "2023-07-30") %>%
select(Pitcher, AutoPitchType, RelSpeed, SpinRate, Tilt, HorzBreak, InducedVertBreak)
regulartable(Cox_UPP)%>%
autofit()Pitcher | AutoPitchType | RelSpeed | SpinRate | Tilt | HorzBreak | InducedVertBreak |
|---|---|---|---|---|---|---|
Cox | Changeup | 84.53937 | 1,993.440 | 22.50 | 11.87867 | 12.81887 |
Cox | Changeup | 75.34395 | 1,956.782 | 41.25 | 23.09139 | 4.18815 |
Cox | Changeup | 85.02305 | 1,951.625 | 22.50 | 12.64989 | 14.22572 |
Cox | Changeup | 76.54138 | 1,871.518 | 45.00 | 20.66462 | 1.16976 |
Cox | Changeup | 74.73546 | 1,859.703 | 45.00 | 21.04659 | 2.79217 |
Cox | Changeup | 84.31329 | 1,863.520 | 22.50 | 13.72855 | 14.16993 |
Cox | Changeup | 84.04556 | 1,804.325 | 22.50 | 12.60800 | 13.48461 |
Cox | Sinker | 85.17870 | 1,898.605 | 22.50 | 11.33229 | 11.70768 |
Cox | Changeup | 84.71379 | 1,900.813 | 22.50 | 11.00725 | 12.72646 |
Cox | Changeup | 83.94311 | 1,914.622 | 22.50 | 10.16871 | 10.35264 |
Cox | Changeup | 84.79387 | 1,976.594 | 26.25 | 12.28036 | 11.76410 |
Cox | Changeup | 83.31320 | 1,933.910 | 18.75 | 11.56190 | 16.79048 |
Cox | Curveball | 70.81243 | 1,785.862 | 112.50 | -13.42847 | -10.28276 |
Cox | Changeup | 83.42892 | 2,060.358 | 22.50 | 13.11654 | 13.18733 |
Cox | Curveball | 70.25089 | 1,861.092 | 105.00 | -11.35233 | -15.50977 |
Cox | Changeup | 84.02411 | 2,012.303 | 26.25 | 14.39005 | 11.83154 |
Cox | Curveball | 70.73484 | 1,950.335 | 112.50 | -13.64572 | -13.14473 |
Cox | Changeup | 76.78779 | 1,867.624 | 41.25 | 18.55910 | 2.88248 |
Cox | Changeup | 84.55771 | 2,007.836 | 18.75 | 10.65158 | 16.89950 |
Cox | Changeup | 77.64598 | 1,928.278 | 37.50 | 21.44182 | 7.45768 |
Cox | Curveball | 70.18698 | 1,805.476 | 105.00 | -10.38796 | -17.02706 |
Cox | Curveball | 69.92478 | 1,952.210 | 112.50 | -14.71517 | -12.64875 |
Cox | Changeup | 83.39276 | 1,950.306 | 18.75 | 11.15107 | 15.04064 |
Cox | Changeup | 83.93317 | 1,990.933 | 18.75 | 9.60256 | 14.41706 |
Cox | Curveball | 69.85277 | 1,957.538 | 112.50 | -13.85713 | -12.94355 |
Cox | Changeup | 75.42104 | 1,716.075 | 33.75 | 14.93639 | 6.64882 |
Cox | Changeup | 75.87937 | 1,782.063 | 37.50 | 17.67812 | 6.37603 |
Cox | Curveball | 71.37803 | 1,947.273 | 112.50 | -14.27028 | -13.97261 |
Cox | Changeup | 84.91285 | 1,957.200 | 26.25 | 15.08611 | 11.67009 |
Cox | Changeup | 84.53937 | 1,993.440 | 22.50 | 11.87867 | 12.81887 |
Cox | Changeup | 75.34395 | 1,956.782 | 41.25 | 23.09139 | 4.18815 |
Cox | Changeup | 85.02305 | 1,951.625 | 22.50 | 12.64989 | 14.22572 |
Cox | Changeup | 76.54138 | 1,871.518 | 45.00 | 20.66462 | 1.16976 |
Cox | Changeup | 74.73546 | 1,859.703 | 45.00 | 21.04659 | 2.79217 |
Cox | Changeup | 84.31329 | 1,863.520 | 22.50 | 13.72855 | 14.16993 |
Cox | Changeup | 84.04556 | 1,804.325 | 22.50 | 12.60800 | 13.48461 |
Cox | Sinker | 85.17870 | 1,898.605 | 22.50 | 11.33229 | 11.70768 |
Cox | Changeup | 84.71379 | 1,900.813 | 22.50 | 11.00725 | 12.72646 |
Cox | Changeup | 83.94311 | 1,914.622 | 22.50 | 10.16871 | 10.35264 |
Cox | Changeup | 84.79387 | 1,976.594 | 26.25 | 12.28036 | 11.76410 |
Cox | Changeup | 83.31320 | 1,933.910 | 18.75 | 11.56190 | 16.79048 |
Cox | Curveball | 70.81243 | 1,785.862 | 112.50 | -13.42847 | -10.28276 |
Cox | Changeup | 83.42892 | 2,060.358 | 22.50 | 13.11654 | 13.18733 |
Cox | Curveball | 70.25089 | 1,861.092 | 105.00 | -11.35233 | -15.50977 |
Cox | Changeup | 84.02411 | 2,012.303 | 26.25 | 14.39005 | 11.83154 |
Cox | Curveball | 70.73484 | 1,950.335 | 112.50 | -13.64572 | -13.14473 |
Cox | Changeup | 76.78779 | 1,867.624 | 41.25 | 18.55910 | 2.88248 |
Cox | Changeup | 84.55771 | 2,007.836 | 18.75 | 10.65158 | 16.89950 |
Cox | Changeup | 77.64598 | 1,928.278 | 37.50 | 21.44182 | 7.45768 |
Cox | Curveball | 70.18698 | 1,805.476 | 105.00 | -10.38796 | -17.02706 |
Cox | Curveball | 69.92478 | 1,952.210 | 112.50 | -14.71517 | -12.64875 |
Cox | Changeup | 83.39276 | 1,950.306 | 18.75 | 11.15107 | 15.04064 |
Cox | Changeup | 83.93317 | 1,990.933 | 18.75 | 9.60256 | 14.41706 |
Cox | Curveball | 69.85277 | 1,957.538 | 112.50 | -13.85713 | -12.94355 |
Cox | Changeup | 75.42104 | 1,716.075 | 33.75 | 14.93639 | 6.64882 |
Cox | Changeup | 75.87937 | 1,782.063 | 37.50 | 17.67812 | 6.37603 |
Cox | Curveball | 71.37803 | 1,947.273 | 112.50 | -14.27028 | -13.97261 |
Cox | Changeup | 84.91285 | 1,957.200 | 26.25 | 15.08611 | 11.67009 |
## Warning: Removed 8 rows containing missing values (`geom_point()`).
x %>%
ggplot() +
geom_point(aes(x=HorzBreak, y=InducedVertBreak, color = AutoPitchType, size = 1))+
xlim(-25, 25) +
ylim(-25, 25) 