Pitcher | Pitch | N | Balls | Strikes | Strike_Percentage | Ball_Percentage |
|---|---|---|---|---|---|---|
Adams | Changeup | 161 | 51 | 110 | 68.32% | 31.68% |
Adams | Curveball | 36 | 21 | 15 | 41.67% | 58.33% |
Adams | Four-Seam | 5 | 4 | 1 | 20.00% | 80.00% |
Adams | Sinker | 25 | 8 | 17 | 68.00% | 32.00% |
Pitcher | Pitch | N | Balls | Strikes | Velo | Spin Rate | Vert Break | Horizontal Break | Tilt | Strike_Percentage | Ball_Percentage |
|---|---|---|---|---|---|---|---|---|---|---|---|
Adams | Changeup | 161 | 51 | 110 | 82.12329 | 1,910.117 | 9.660806 | -14.166056 | 149.67391 | 68.32% | 31.68% |
Adams | Curveball | 36 | 21 | 15 | 75.20307 | 1,654.972 | -9.000418 | 8.479254 | 74.47917 | 41.67% | 58.33% |
Adams | Four-Seam | 5 | 4 | 1 | 85.74350 | 2,019.944 | 19.553734 | -4.684066 | 135.00000 | 20.00% | 80.00% |
Adams | Sinker | 25 | 8 | 17 | 86.62545 | 2,040.690 | 14.568236 | -14.444116 | 156.45000 | 68.00% | 32.00% |
Adams_Sanford <- x %>%
filter(BatterTeam == "SAN_MAI") %>%
select(Pitcher, AutoPitchType, RelSpeed, SpinRate, Tilt, HorzBreak, InducedVertBreak)
Adams_Sanford
## Pitcher AutoPitchType RelSpeed SpinRate Tilt HorzBreak InducedVertBreak
## 1 Adams Changeup 79.28889 1915.108 142.50 -18.93036 6.11658
## 2 Adams Sinker 89.46999 2171.316 153.75 -19.68430 16.08154
## 3 Adams Changeup 81.21876 1955.987 138.75 -18.04737 4.39268
## 4 Adams Sinker 89.34297 2014.009 157.50 -12.90772 12.76009
## 5 Adams Curveball 79.32548 1784.839 75.00 2.26799 -2.46374
## 6 Adams Sinker 88.58990 1974.868 157.50 -14.49800 16.90210
## 7 Adams Changeup 80.74037 1893.316 146.25 -18.29351 9.57867
## 8 Adams Changeup 81.48632 1836.950 135.00 -13.49497 2.13595
## 9 Adams Sinker 86.69319 2027.813 150.00 -13.76516 10.37379
## 10 Adams Changeup 80.99698 1866.288 153.75 -6.13788 5.95863
## 11 Adams Sinker 87.43740 2063.750 150.00 -12.39012 9.21563
## 12 Adams Changeup 86.31834 2045.127 153.75 -15.97879 14.24851
## 13 Adams Changeup 85.09804 2001.597 153.75 -14.04257 11.07906
## 14 Adams Changeup 79.37201 1833.277 146.25 -10.59312 6.42091
## 15 Adams Changeup 80.25632 1901.371 146.25 -9.51473 5.69457
## 16 Adams Changeup 78.00860 1806.583 157.50 -11.01457 12.65961
## 17 Adams Sinker 86.57299 2002.768 157.50 -12.64579 13.25847
## 18 Adams Changeup 86.49949 2079.948 135.00 -26.91931 1.98020
## 19 Adams Changeup 80.06597 1918.504 142.50 -22.85300 7.06957
## 20 Adams Changeup 78.87798 1942.712 157.50 -11.82922 13.33871
## 21 Adams Changeup 85.48135 1959.548 131.25 -21.53537 -0.94075
Adams_UVAL <- x %>%
filter(BatterTeam == "UPP_VAL", Date == "2023-07-03") %>%
select(Pitcher, AutoPitchType, RelSpeed, SpinRate, Tilt, HorzBreak, InducedVertBreak)
Adams_UVAL
## Pitcher AutoPitchType RelSpeed SpinRate Tilt HorzBreak InducedVertBreak
## 1 Adams Sinker 86.23093 1964.879 161.25 -13.74686 19.28966
## 2 Adams Changeup 85.25669 1992.656 157.50 -14.33076 14.70324
## 3 Adams Changeup 85.58595 2016.278 153.75 -14.88587 13.96556
## 4 Adams Sinker 86.30138 2091.830 161.25 -14.69800 18.21434
## 5 Adams Changeup 85.00884 2056.120 157.50 -17.42036 16.71233
## 6 Adams Sinker 86.12775 1898.019 157.50 -11.89005 13.71371
## 7 Adams Changeup 81.40349 1780.683 150.00 -13.09292 8.92229
## 8 Adams Sinker 86.53520 2049.699 157.50 -14.72410 17.47509
## 9 Adams Changeup 79.92778 1815.366 150.00 -13.91351 8.67894
## 10 Adams Changeup 85.83554 1927.360 157.50 -13.47209 14.10229
## 11 Adams Changeup 78.68227 1754.374 150.00 -13.65166 10.25008
## 12 Adams Changeup 81.55184 1796.981 153.75 -15.93304 12.48761
## 13 Adams Changeup 79.61721 1882.181 153.75 -17.00930 13.44938
## 14 Adams Changeup 81.43204 1718.833 150.00 -11.75386 8.58851
## 15 Adams Changeup 79.79778 1870.929 150.00 -18.02843 11.31461
## 16 Adams Changeup 84.45216 1890.776 153.75 -12.34178 10.87772
## 17 Adams Changeup 80.81936 1762.601 150.00 -13.93194 9.44441
Adams_Keene <- x %>%
filter(BatterTeam == "KEE_SWA")%>%
select(Pitcher, AutoPitchType, RelSpeed, SpinRate, Tilt, HorzBreak, InducedVertBreak)
Adams_Keene
## Pitcher AutoPitchType RelSpeed SpinRate Tilt HorzBreak InducedVertBreak
## 1 Adams Changeup 85.35011 1991.785 157.50 -13.96024 16.22158
## 2 Adams Sinker 86.19366 1980.558 161.25 -13.57430 16.72887
## 3 Adams Changeup 84.72191 1895.402 157.50 -14.17331 15.33335
## 4 Adams Changeup 78.82543 1866.334 146.25 -14.68643 6.67575
## 5 Adams Changeup 80.47613 1854.603 146.25 -17.40280 8.56205
## 6 Adams Curveball 75.25579 1618.971 67.50 8.52363 -6.87823
## 7 Adams Changeup 80.56268 1700.346 150.00 -11.78890 8.35378
## 8 Adams Curveball 74.40765 1718.712 63.75 11.28520 -7.86969
## 9 Adams Changeup 85.64228 1781.626 157.50 -14.10331 14.25894
## 10 Adams Sinker 85.60231 2021.399 157.50 -14.69745 16.26851
## 11 Adams Sinker 85.93120 1898.885 157.50 -13.90784 14.07095
## 12 Adams Changeup 77.89203 1755.242 146.25 -15.50343 6.90465
## 13 Adams Changeup 84.91992 2032.413 150.00 -20.16253 13.23091
## 14 Adams Changeup 79.93105 1705.425 146.25 -13.97851 7.13815
## 15 Adams Changeup 80.25937 1793.355 146.25 -13.00560 7.69004
## 16 Adams Curveball 75.47177 1572.817 67.50 7.51682 -5.70134
## 17 Adams Changeup 85.26552 1859.681 146.25 -14.21394 8.04378
## 18 Adams Changeup 78.17481 1771.495 146.25 -12.42753 6.04989
## 19 Adams Sinker 86.37142 2119.086 153.75 -16.49867 12.85509
## 20 Adams Changeup 78.32995 1720.865 150.00 -9.87020 7.88520
## 21 Adams Changeup 78.63127 1752.100 142.50 -9.61725 4.00032
## 22 Adams Changeup 78.65892 1780.214 138.75 -15.59706 2.59036
## 23 Adams Curveball 75.41767 1609.701 63.75 12.38560 -9.26674
## 24 Adams Changeup 78.92898 1714.044 142.50 -16.13552 5.11870
## 25 Adams Changeup 85.07103 1972.538 153.75 -15.38107 12.72831
## 26 Adams Changeup 78.70939 1745.399 161.25 -6.87225 9.69678
## 27 Adams Changeup 86.03910 1998.774 150.00 -13.93544 10.37020
## 28 Adams Changeup 79.47447 1689.286 138.75 -12.28205 3.52543
## 29 Adams Changeup 84.98552 1977.453 157.50 -13.56032 13.28871
## 30 Adams Changeup 78.82381 1752.451 161.25 -6.96788 9.56756
## 31 Adams Changeup 79.42405 1801.217 146.25 -13.98068 7.66965
## 32 Adams Changeup 84.99662 2025.860 153.75 -15.42804 14.42469
## 33 Adams Changeup 86.92940 2034.649 150.00 -18.64887 12.12410
## 34 Adams Changeup 85.92158 2007.060 153.75 -16.43320 13.42556
## 35 Adams Changeup 85.81188 2069.675 157.50 -15.41792 15.13603
## 36 Adams Changeup 79.90528 1906.205 153.75 -12.28835 10.16004
## 37 Adams Changeup 80.60245 1926.816 150.00 -14.99194 9.30489
## 38 Adams Changeup 81.02238 1837.287 138.75 -17.29737 4.86764
## 39 Adams Changeup 85.56051 2062.712 157.50 -14.50603 14.76087
## 40 Adams Changeup 79.89935 1859.811 150.00 -14.03146 10.80028
## 41 Adams Changeup 79.83321 1924.332 150.00 -13.89040 8.57705
## 42 Adams Sinker 86.97841 2061.700 150.00 -17.13308 12.31690
Adams_UVAL2 <- x %>%
filter(BatterTeam == "UPP_VAL", Date == "2023-07-13") %>%
select(Pitcher, AutoPitchType, RelSpeed, SpinRate, Tilt, HorzBreak, InducedVertBreak)
Adams_UVAL2
## Pitcher AutoPitchType RelSpeed SpinRate Tilt HorzBreak InducedVertBreak
## 1 Adams Changeup 80.37788 1914.226 165.00 -8.80292 16.90233
## 2 Adams Changeup 85.92123 2053.303 161.25 -13.86418 19.39056
## 3 Adams Changeup 85.31511 2018.386 161.25 -12.81918 19.33017
## 4 Adams Changeup 79.97398 2031.211 150.00 -13.77875 10.16229
## 5 Adams Curveball 75.50844 1522.004 60.00 10.65091 -5.30626
## 6 Adams Changeup 86.29925 2024.070 153.75 -15.65946 13.83032
## 7 Adams Changeup 79.02563 1909.373 157.50 -9.95615 11.32469
## 8 Adams Curveball 74.33180 1555.114 67.50 11.76784 -10.08859
## 9 Adams Changeup 78.76196 1944.876 146.25 -15.12757 7.82248
## 10 Adams Changeup 79.31614 1811.799 150.00 -12.47922 10.00839
## 11 Adams Changeup 83.20761 1885.170 161.25 -10.57130 15.30312
## 12 Adams Changeup 85.30606 1929.474 165.00 -9.67689 18.98761
## 13 Adams Four-Seam 85.11414 1996.664 165.00 -9.61831 19.03076
## 14 Adams Changeup 78.50586 1890.575 150.00 -13.83820 10.44831
Adams_North_Adams <- x %>%
filter(BatterTeam == "NOR_ADA")%>%
select(Pitcher, AutoPitchType, RelSpeed, SpinRate, Tilt, HorzBreak, InducedVertBreak)
Adams_North_Adams
## Pitcher AutoPitchType RelSpeed SpinRate Tilt HorzBreak InducedVertBreak
## 1 Adams Changeup 82.02296 1958.027 146.25 -13.44780 7.83894
## 2 Adams Changeup 84.37217 2005.631 153.75 -14.15457 11.83694
## 3 Adams Changeup 84.45710 1943.420 150.00 -13.08040 7.70111
## 4 Adams Changeup 83.91128 2048.630 153.75 -12.07784 10.04591
## 5 Adams Changeup 84.27021 2005.958 150.00 -17.14414 10.11280
## 6 Adams Changeup 84.64477 2012.433 150.00 -14.94835 9.48363
## 7 Adams Changeup 78.20628 1874.825 138.75 -12.19430 3.95670
## 8 Adams Changeup 79.12076 1858.632 138.75 -16.64627 3.57622
## 9 Adams Changeup 79.88206 1830.344 142.50 -15.51902 5.03418
## 10 Adams Curveball 75.12040 1696.007 75.00 7.93516 -10.82276
## 11 Adams Changeup 78.98714 1779.393 142.50 -12.75170 4.45689
## 12 Adams Changeup 85.58148 2009.560 157.50 -12.50898 12.59320
## 13 Adams Curveball 74.76478 1597.313 71.25 7.41536 -8.18209
## 14 Adams Changeup 83.63882 1897.030 157.50 -12.45418 12.55402
## 15 Adams Changeup 79.95555 1771.744 142.50 -14.56709 6.23268
## 16 Adams Curveball 78.10520 1859.728 146.25 -6.86559 4.01473
## 17 Adams Changeup 85.35182 2006.599 146.25 -12.42788 7.15709
## 18 Adams Changeup 79.42353 1781.574 146.25 -13.77186 6.56961
## 19 Adams Changeup 83.76260 2023.765 146.25 -15.25182 6.90737
## 20 Adams Changeup 78.33639 1764.541 146.25 -13.93241 7.56103
## 21 Adams Changeup 84.96724 2068.608 150.00 -15.11851 10.09182
## 22 Adams Curveball 74.99006 1568.506 60.00 11.73973 -6.25772
## 23 Adams Curveball 75.43407 1776.917 63.75 9.54583 -6.75870
## 24 Adams Changeup 79.34538 1733.488 150.00 -11.05107 7.13587
## 25 Adams Changeup 84.78452 1923.734 157.50 -11.87323 11.82056
## 26 Adams Changeup 84.22828 1957.602 153.75 -12.63284 11.82949
## 27 Adams Changeup 85.41974 1960.305 153.75 -14.12182 10.87375
## 28 Adams Changeup 84.86816 1842.085 153.75 -10.91823 9.40997
## 29 Adams Changeup 83.18887 1757.319 153.75 -10.60331 8.32217
## 30 Adams Curveball 78.19386 1722.049 142.50 -7.21847 3.04937
## 31 Adams Changeup 84.91978 2055.013 153.75 -14.83883 12.61245
## 32 Adams Changeup 78.57680 1845.523 146.25 -13.25579 7.19839
## 33 Adams Changeup 78.98223 1713.869 146.25 -10.38103 5.84508
## 34 Adams Changeup 85.15217 2049.686 157.50 -10.98800 13.62536
## 35 Adams Changeup 77.81832 1869.063 142.50 -12.65068 5.00229
## 36 Adams Changeup 77.45381 1832.942 146.25 -7.70548 4.88453
## 37 Adams Curveball 75.52550 1676.092 75.00 7.75622 -11.30284
## 38 Adams Changeup 77.96211 1805.897 138.75 -11.99863 3.70221
## 39 Adams Changeup 84.09830 1928.372 150.00 -14.99241 11.01528
## 40 Adams Curveball 76.06817 1597.591 67.50 10.02438 -9.84934
## 41 Adams Changeup 84.22101 2045.099 153.75 -15.75363 12.12583
## 42 Adams Curveball 74.59083 1778.267 75.00 7.95898 -13.40024
## 43 Adams Changeup 78.52521 1954.303 135.00 -8.93835 2.05150
Adams_ValleyBlueSox <- x %>%
filter(BatterTeam == "VAL_BLU") %>%
select(Pitcher, AutoPitchType, RelSpeed, SpinRate, Tilt, HorzBreak, InducedVertBreak)
Adams_ValleyBlueSox
## Pitcher AutoPitchType RelSpeed SpinRate Tilt HorzBreak InducedVertBreak
## 1 Adams Changeup 82.58488 1932.439 157.50 -14.84257 14.49599
## 2 Adams Changeup 84.73593 1995.495 150.00 -16.25784 11.87831
## 3 Adams Changeup 83.71827 1984.321 161.25 -12.87398 15.97694
## 4 Adams Four-Seam 86.05699 2044.586 161.25 -11.30414 16.40182
## 5 Adams Sinker 86.13006 1966.377 153.75 -15.58595 12.13426
## 6 Adams Changeup 78.62209 1765.305 138.75 -15.83135 2.83162
## 7 Adams Changeup 78.33601 1790.194 131.25 -13.61355 0.62587
## 8 Adams Changeup 83.81586 2026.878 157.50 -13.58379 13.90087
## 9 Adams Changeup 78.59006 1816.962 157.50 -6.83229 8.25406
## 10 Adams Sinker 85.61743 2092.120 161.25 -12.64516 16.34245
## 11 Adams Changeup 77.33947 1852.980 146.25 -9.27048 5.85303
## 12 Adams Changeup 80.95198 1914.146 146.25 -17.81375 8.00993
## 13 Adams Changeup 84.37183 2030.879 157.50 -11.84280 11.87516
## 14 Adams Changeup 79.35104 1819.219 150.00 -11.81768 7.80697
## 15 Adams Curveball 74.12423 1612.431 78.75 6.78709 -16.08450
## 16 Adams Changeup 85.12487 2064.725 142.50 -19.08544 6.32910
## 17 Adams Changeup 85.22115 1993.935 153.75 -15.30021 14.24017
## 18 Adams Changeup 84.54312 2050.709 146.25 -17.88190 8.39894
## 19 Adams Curveball 74.20295 1681.523 75.00 10.82560 -15.55883
## 20 Adams Curveball 74.84213 1802.430 75.00 9.33764 -12.60544
## 21 Adams Changeup 85.15145 2077.110 146.25 -18.62095 10.34107
## 22 Adams Curveball 74.84868 1537.209 67.50 10.85040 -8.16607
## 23 Adams Changeup 83.63182 2037.204 157.50 -15.25820 15.67418
## 24 Adams Changeup 85.54389 2081.826 153.75 -16.79442 12.64528
## 25 Adams Changeup 78.98810 1858.629 135.00 -13.46831 2.26740
## 26 Adams Changeup 85.54934 2131.621 153.75 -15.76800 12.01457
## 27 Adams Changeup 78.61790 1769.904 146.25 -14.53950 8.01355
## 28 Adams Curveball 74.71788 1602.226 71.25 8.73245 -10.38638
## 29 Adams Changeup 85.59452 2140.751 146.25 -17.27162 9.15418
## 30 Adams Curveball 73.57226 1569.754 63.75 14.43359 -7.92052
## 31 Adams Four-Seam 85.96413 2066.313 161.25 -12.42453 17.79729
## 32 Adams Changeup 79.28193 1801.664 142.50 -16.23402 4.85355
## 33 Adams Changeup 79.27856 1927.156 142.50 -14.99749 5.92248
## 34 Adams Changeup 79.61148 1909.517 150.00 -10.78044 8.44221
## 35 Adams Curveball 76.75921 1749.552 63.75 13.89524 -8.94630
## 36 Adams Changeup 86.47788 2068.479 150.00 -16.90387 11.91257
## 37 Adams Changeup 79.72532 1782.395 142.50 -13.59335 6.15233
## 38 Adams Changeup 79.98993 1773.121 138.75 -16.11115 3.31827
## 39 Adams Curveball 74.29380 1581.633 86.25 1.14626 -6.70717
## 40 Adams Changeup 79.17926 1821.102 150.00 -10.81363 7.69815
## 41 Adams Sinker 85.75164 2075.383 161.25 -9.14666 13.59414
## 42 Adams Changeup 85.19418 2090.981 146.25 -18.43733 9.30225
## 43 Adams Changeup 86.31844 2179.082 150.00 -16.63690 10.95355
## 44 Adams Curveball 74.88675 1719.884 78.75 4.27181 -9.20949
## 45 Adams Changeup 86.08779 2052.780 150.00 -15.59233 8.96839
## 46 Adams Changeup 78.96024 1800.044 138.75 -12.14406 3.69201
## 47 Adams Changeup 78.84972 1692.715 138.75 -10.34938 2.96421
## 48 Adams Curveball 76.03982 1787.538 71.25 7.22327 -7.96414
## 49 Adams Four-Seam 86.33630 2091.740 172.50 -4.42292 19.30623
## 50 Adams Changeup 85.42782 2015.011 150.00 -16.10375 10.36442
## 51 Adams Changeup 79.59357 1659.824 135.00 -8.78205 1.09535
## 52 Adams Sinker 85.69815 2115.511 157.50 -14.63528 14.90914
## 53 Adams Curveball 75.73499 1654.801 71.25 4.76036 -5.18622
## 54 Adams Sinker 85.48813 2077.834 157.50 -12.71509 14.86241
## 55 Adams Changeup 84.52213 2069.859 153.75 -14.15304 12.92438
## 56 Adams Curveball 75.92770 1606.898 67.50 12.82268 -10.39339
## 57 Adams Curveball 76.00873 1625.153 67.50 11.90701 -10.67044
## 58 Adams Four-Seam 85.24595 1900.420 15.00 14.34957 25.23257
## 59 Adams Changeup 84.70373 1967.877 150.00 -16.37509 11.11087
## 60 Adams Changeup 79.22938 1809.322 150.00 -15.37339 10.72060
## 61 Adams Changeup 84.25460 2042.919 153.75 -17.16009 15.70371
## 62 Adams Changeup 84.23081 1913.037 153.75 -18.10147 14.41796
## 63 Adams Changeup 84.50852 1992.890 153.75 -16.05930 13.84072
## 64 Adams Changeup 79.33885 1747.946 146.25 -10.86367 5.33733
## 65 Adams Curveball 73.50702 1682.141 75.00 6.16414 -9.65906
## 66 Adams Changeup 84.72439 2065.312 157.50 -13.10190 16.31528
## 67 Adams Curveball 74.30374 1707.994 71.25 9.82481 -11.05855
## 68 Adams Changeup 83.28268 2025.523 153.75 -17.12721 15.43127
## 69 Adams Changeup 85.34969 2061.190 153.75 -10.82473 9.31906
## 70 Adams Changeup 78.56193 1835.786 142.50 -15.38615 5.64725
## 71 Adams Changeup 82.45088 2047.118 150.00 -19.70186 12.27879
Adams_Danbury <- x %>%
filter(BatterTeam == "DAN_WES") %>%
select(Pitcher, AutoPitchType, RelSpeed, SpinRate, Tilt, HorzBreak, InducedVertBreak)
Adams_Danbury
## Pitcher AutoPitchType RelSpeed SpinRate Tilt HorzBreak InducedVertBreak
## 1 Adams Changeup 78.54486 1621.633 146.25 -12.20166 6.48402
## 2 Adams Curveball 74.87076 1563.459 67.50 13.37225 -10.90162
## 3 Adams Sinker 85.60429 2107.771 157.50 -12.05327 13.12883
## 4 Adams Sinker 86.17586 2156.172 157.50 -15.23316 16.06713
## 5 Adams Changeup 85.29551 2063.671 157.50 -13.36520 14.05812
## 6 Adams Curveball 74.44265 1579.581 78.75 8.94174 -17.03202
## 7 Adams Changeup 78.45906 1670.669 150.00 -16.72962 11.26808
## 8 Adams Changeup 86.13255 2058.997 150.00 -14.71749 10.43434
## 9 Adams Curveball 72.66477 1629.323 71.25 11.34922 -13.81457
## 10 Adams Changeup 85.27469 1960.878 150.00 -18.48332 13.10186
## 11 Adams Changeup 84.25043 1947.933 153.75 -16.43564 15.41450
## 12 Adams Sinker 87.08843 2056.191 150.00 -18.58592 12.40028
## 13 Adams Curveball 73.56248 1613.939 71.25 14.20103 -15.06253
## 14 Adams Sinker 85.95516 2003.056 157.50 -15.64288 16.63776
## 15 Adams Changeup 85.03103 2020.848 157.50 -16.11989 16.72584
## 16 Adams Sinker 87.74838 2026.269 153.75 -18.09808 14.60477
## 17 Adams Changeup 84.62469 2058.033 157.50 -15.20308 16.28056
## 18 Adams Curveball 75.48846 1616.898 67.50 11.71697 -9.60363
## 19 Adams Changeup 79.61100 1722.874 142.50 -14.43851 5.95803
## Warning: Removed 15 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)
## Warning: Removed 2 rows containing missing values (`geom_point()`).