Pitcher | Pitch | N | Balls | Strikes | Strike_Percentage | Ball_Percentage |
|---|---|---|---|---|---|---|
Moss | Changeup | 121 | 40 | 81 | 66.94% | 33.06% |
Moss | Curveball | 39 | 16 | 23 | 58.97% | 41.03% |
Moss | Four-Seam | 5 | 2 | 3 | 60.00% | 40.00% |
Moss | Sinker | 37 | 8 | 29 | 78.38% | 21.62% |
Moss | Slider | 9 | 4 | 5 | 55.56% | 44.44% |
Pitcher | Pitch | N | Balls | Strikes | Velo | Spin Rate | Vert Break | Horizontal Break | Tilt | Strike_Percentage | Ball_Percentage |
|---|---|---|---|---|---|---|---|---|---|---|---|
Moss | Changeup | 121 | 40 | 81 | 80.54739 | 1,994.598 | 9.3977978 | 17.763899 | 33.19215 | 66.94% | 33.06% |
Moss | Curveball | 39 | 16 | 23 | 75.12889 | 2,221.209 | -0.5191874 | -10.130875 | 128.36538 | 58.97% | 41.03% |
Moss | Four-Seam | 5 | 2 | 3 | 86.42482 | 2,021.144 | 18.5614580 | 13.523204 | 18.75000 | 60.00% | 40.00% |
Moss | Sinker | 37 | 8 | 29 | 87.48592 | 2,074.266 | 14.5871200 | 17.203240 | 26.14865 | 78.38% | 21.62% |
Moss | Slider | 9 | 4 | 5 | 76.28797 | 2,142.687 | 1.5985533 | -9.298509 | 136.25000 | 55.56% | 44.44% |
Moss_Bristol1 <- x %>%
filter(BatterTeam == "BRI_B", Date == "2023-06-12") %>%
select(Pitcher, AutoPitchType, RelSpeed, SpinRate, Tilt, HorzBreak, InducedVertBreak)
Moss_Bristol1
## Pitcher AutoPitchType RelSpeed SpinRate Tilt HorzBreak InducedVertBreak
## 1 Moss Changeup 79.73315 1988.364 37.50 20.28296 7.15378
## 2 Moss Changeup 78.60634 1988.080 33.75 18.91249 10.06091
## 3 Moss Changeup 79.10135 2032.212 37.50 19.82706 6.04839
## 4 Moss Sinker 89.11883 2141.359 26.25 18.14296 14.13639
## 5 Moss Changeup 78.68565 1775.705 33.75 16.23733 8.44241
## 6 Moss Sinker 87.74372 2073.107 26.25 16.97855 16.11576
## 7 Moss Changeup 86.92447 2007.083 26.25 18.48572 15.05080
## 8 Moss Four-Seam 87.99248 2066.708 18.75 12.53225 17.92930
## 9 Moss Changeup 79.87876 2084.038 37.50 21.49631 6.44835
## 10 Moss Curveball 78.01737 2200.325 116.25 -4.23752 -1.77106
## 11 Moss Changeup 78.41498 1917.123 37.50 18.81540 6.40370
## 12 Moss Sinker 88.38252 2051.534 22.50 14.56855 15.42922
## 13 Moss Sinker 88.42470 2102.484 22.50 15.59442 15.91863
## 14 Moss Sinker 87.71859 1943.524 22.50 13.42016 15.33725
## 15 Moss Slider 77.97860 2170.397 135.00 -12.98198 1.00402
## 16 Moss Changeup 80.34006 1997.765 37.50 20.23804 6.29744
## 17 Moss Slider 78.39519 2301.197 127.50 -12.65363 -2.10351
## 18 Moss Sinker 89.41797 2170.114 30.00 16.71091 11.78894
## 19 Moss Changeup 78.91449 2118.180 37.50 19.72308 5.60571
Moss_OSATE <- x %>%
filter(BatterTeam == "OCE_STA6") %>%
select(Pitcher, AutoPitchType, RelSpeed, SpinRate, Tilt, HorzBreak, InducedVertBreak)
Moss_OSATE
## Pitcher AutoPitchType RelSpeed SpinRate Tilt HorzBreak InducedVertBreak
## 1 Moss Changeup 77.17771 1978.049 30.00 17.19497 10.45445
## 2 Moss Changeup 77.33349 2081.733 41.25 20.95332 5.58044
## 3 Moss Changeup 78.05824 2057.178 33.75 18.91922 10.15225
## 4 Moss Changeup 86.14479 1992.428 26.25 18.13989 15.73713
## 5 Moss Curveball 75.80327 2235.571 135.00 -9.89229 1.62925
Moss_UValey <- x %>%
filter(BatterTeam == "UPP_VAL") %>%
select(Pitcher, AutoPitchType, RelSpeed, SpinRate, Tilt, HorzBreak, InducedVertBreak)
Moss_UValey
## Pitcher AutoPitchType RelSpeed SpinRate Tilt HorzBreak InducedVertBreak
## 1 Moss Changeup 76.32307 1953.218 30.00 19.27836 13.57209
## 2 Moss Sinker 86.88301 2090.872 22.50 18.25162 20.53222
## 3 Moss Changeup 76.87872 1868.927 26.25 17.30737 14.04268
## 4 Moss Slider 74.99942 2206.860 131.25 -5.31898 1.04150
## 5 Moss Changeup 77.58641 2219.078 33.75 22.04926 10.42784
## 6 Moss Curveball 73.18343 2138.032 150.00 -16.79162 10.54339
## 7 Moss Curveball 74.04745 2278.768 131.25 -12.10548 0.50752
## 8 Moss Changeup 78.30859 2228.353 33.75 20.48135 8.86056
## 9 Moss Sinker 86.82514 2129.301 26.25 18.78249 14.99560
## 10 Moss Changeup 76.91653 2024.042 33.75 20.60316 9.68993
## 11 Moss Sinker 88.35227 2128.133 26.25 18.10269 16.20044
## 12 Moss Changeup 77.67648 2059.343 30.00 16.66028 11.92359
## 13 Moss Changeup 84.66961 1799.830 33.75 18.89899 8.13630
## 14 Moss Changeup 76.99292 2049.254 37.50 15.65682 6.27678
## 15 Moss Changeup 86.29160 2006.191 26.25 18.21820 13.61863
## 16 Moss Changeup 85.85190 1908.538 30.00 18.18005 10.88926
## 17 Moss Changeup 77.73974 1811.706 41.25 16.61025 2.90335
## 18 Moss Changeup 77.67440 1758.199 37.50 18.46115 5.88311
## 19 Moss Changeup 76.94776 1789.004 33.75 17.30800 7.90784
## 20 Moss Curveball 75.19866 2182.569 123.75 -8.52709 -2.08858
## 21 Moss Changeup 84.66961 1799.830 33.75 18.89899 8.13630
## 22 Moss Changeup 76.99292 2049.254 37.50 15.65682 6.27678
## 23 Moss Changeup 86.29160 2006.191 26.25 18.21820 13.61863
## 24 Moss Changeup 85.85190 1908.538 30.00 18.18005 10.88926
## 25 Moss Changeup 77.73974 1811.706 41.25 16.61025 2.90335
## 26 Moss Changeup 77.67440 1758.199 37.50 18.46115 5.88311
## 27 Moss Changeup 76.94776 1789.004 33.75 17.30800 7.90784
## 28 Moss Curveball 75.19866 2182.569 123.75 -8.52709 -2.08858
Moss_Bristol2 <- x %>%
filter(BatterTeam == "BRI_B", Date == "2023-06-28") %>%
select(Pitcher, AutoPitchType, RelSpeed, SpinRate, Tilt, HorzBreak, InducedVertBreak)
Moss_Bristol2
## Pitcher AutoPitchType RelSpeed SpinRate Tilt HorzBreak InducedVertBreak
## 1 Moss Changeup 78.47664 2178.303 41.25 19.02064 3.68453
## 2 Moss Changeup 78.71992 2425.880 33.75 17.59347 8.93697
## 3 Moss Changeup 77.26602 2017.855 37.50 19.09367 5.31878
## 4 Moss Sinker 87.32522 2174.505 22.50 16.53985 16.43615
## 5 Moss Changeup 79.19996 2124.680 33.75 18.49525 9.48804
## 6 Moss Sinker 87.11539 2147.198 26.25 19.10123 15.00993
## 7 Moss Four-Seam 86.63389 2116.329 22.50 16.01241 17.32383
## 8 Moss Changeup 78.55143 2143.715 37.50 19.62855 8.01926
## 9 Moss Sinker 87.20676 2146.899 30.00 20.76399 13.29501
## 10 Moss Changeup 87.24813 2176.767 26.25 16.90202 12.94981
## 11 Moss Changeup 77.57774 1955.289 33.75 17.67985 9.24312
## 12 Moss Changeup 86.17758 2099.332 26.25 18.23784 13.72902
## 13 Moss Changeup 76.76874 1922.685 33.75 18.32572 8.26292
## 14 Moss Curveball 75.92145 2207.387 120.00 -5.28933 -1.70319
## 15 Moss Curveball 75.96682 2188.391 120.00 -6.62166 -1.81854
## 16 Moss Changeup 86.13152 2101.844 30.00 17.73584 12.04575
## 17 Moss Sinker 87.13849 2086.985 26.25 19.23363 14.98001
## 18 Moss Sinker 85.83897 2110.067 22.50 16.14170 15.87217
## 19 Moss Curveball 77.00256 2247.179 127.50 -10.63792 -0.94236
## 20 Moss Curveball 75.16980 2216.025 135.00 -9.59906 1.40866
## 21 Moss Changeup 77.98946 1928.510 37.50 18.58473 6.75378
Moss_Keene <- x %>%
filter(BatterTeam == "KEE_SWA", Date =="2023-07-01") %>%
select(Pitcher, AutoPitchType, RelSpeed, SpinRate, Tilt, HorzBreak, InducedVertBreak)
Moss_Keene
## Pitcher AutoPitchType RelSpeed SpinRate Tilt HorzBreak InducedVertBreak
## 1 Moss Changeup 83.58604 1871.692 30.00 17.82036 11.21764
## 2 Moss Changeup 83.95721 1959.391 30.00 18.02871 13.33843
## 3 Moss Changeup 83.68124 1937.352 22.50 14.27544 17.23462
## 4 Moss Changeup 84.27327 1963.780 22.50 16.12710 16.41993
## 5 Moss Changeup 82.61271 1916.637 26.25 16.46934 14.22871
## 6 Moss Changeup 83.47594 1898.918 26.25 14.33095 12.48690
## 7 Moss Changeup 83.21708 1844.370 22.50 15.94985 17.14773
## 8 Moss Changeup 83.11362 1962.171 33.75 18.78895 10.56205
## 9 Moss Changeup 82.72120 1901.920 26.25 15.10414 13.66957
## 10 Moss Curveball 73.92567 2267.244 120.00 -10.01445 -3.83256
Moss_ValleyBlueSox <- x %>%
filter(BatterTeam == "VAL_BLU") %>%
select(Pitcher, AutoPitchType, RelSpeed, SpinRate, Tilt, HorzBreak, InducedVertBreak)
Moss_ValleyBlueSox
## Pitcher AutoPitchType RelSpeed SpinRate Tilt HorzBreak InducedVertBreak
## 1 Moss Changeup 76.44342 2054.256 45.00 20.27769 1.13862
## 2 Moss Changeup 86.19925 2004.384 30.00 17.91426 11.41957
## 3 Moss Changeup 75.89770 1854.143 33.75 16.97339 7.50067
## 4 Moss Changeup 84.93069 2049.986 22.50 13.78347 16.04784
## 5 Moss Curveball 75.66799 2249.775 127.50 -9.08304 -0.71980
## 6 Moss Sinker 86.29431 2057.501 26.25 15.26316 13.92241
## 7 Moss Changeup 76.97624 1943.266 37.50 19.49371 6.70410
## 8 Moss Changeup 77.71835 1966.386 37.50 19.87336 7.94819
## 9 Moss Sinker 87.21640 2041.454 26.25 15.40150 13.80016
## 10 Moss Curveball 74.56391 2187.678 131.25 -12.21835 0.16024
## 11 Moss Changeup 85.61107 2032.097 26.25 19.84635 14.88749
## 12 Moss Changeup 78.46021 1955.989 48.75 19.44324 -0.24402
## 13 Moss Sinker 87.37926 2088.677 26.25 18.09249 16.75962
## 14 Moss Changeup 78.44564 1922.261 37.50 15.02603 4.66969
## 15 Moss Changeup 86.46357 1994.037 30.00 17.58052 11.59079
## 16 Moss Changeup 84.72816 1947.578 33.75 17.37032 9.20099
## 17 Moss Curveball 75.56724 2154.344 135.00 -12.46725 1.18067
## 18 Moss Changeup 86.27151 1968.641 22.50 15.45170 17.57143
## 19 Moss Changeup 77.84737 1954.824 37.50 17.53721 5.93229
## 20 Moss Four-Seam 86.93030 2000.379 18.75 13.35934 19.58501
## 21 Moss Curveball 76.79348 2181.081 112.50 -7.00634 -5.07193
## 22 Moss Changeup 78.96855 1980.689 45.00 19.48580 2.62425
## 23 Moss Changeup 77.99594 1973.184 37.50 19.12068 5.62252
## 24 Moss Curveball 75.07075 2180.942 127.50 -11.91587 -0.75441
## 25 Moss Changeup 86.98529 2094.225 33.75 15.96800 8.92319
## 26 Moss Sinker 87.07173 2010.130 22.50 11.93233 14.17835
## 27 Moss Curveball 74.47156 2212.798 120.00 -11.60587 -4.39973
## 28 Moss Changeup 76.71081 1939.148 41.25 19.57580 5.53170
## 29 Moss Changeup 76.21692 1863.275 41.25 19.85371 4.89473
## 30 Moss Curveball 74.24961 2273.501 123.75 -10.68347 -2.54335
## 31 Moss Changeup 76.96077 1834.194 37.50 16.77095 7.29520
## 32 Moss Curveball 74.16480 2262.705 120.00 -10.86512 -4.48658
## 33 Moss Curveball 76.09113 2150.603 112.50 -8.57851 -6.19626
## 34 Moss Changeup 78.22557 1903.324 37.50 16.99536 7.02355
## 35 Moss Sinker 87.83295 2069.619 30.00 18.24505 12.51225
## 36 Moss Changeup 79.50680 1871.986 33.75 17.00997 8.43032
## 37 Moss Sinker 88.75739 2081.890 30.00 20.75950 13.54906
## 38 Moss Changeup 79.39538 1990.913 33.75 16.57379 9.43229
Moss_Mystic <- x %>%
filter(BatterTeam == "MYS_SCH") %>%
select(Pitcher, AutoPitchType, RelSpeed, SpinRate, Tilt, HorzBreak, InducedVertBreak)
Moss_Mystic
## Pitcher AutoPitchType RelSpeed SpinRate Tilt HorzBreak InducedVertBreak
## 1 Moss Sinker 86.97773 2088.593 33.75 20.70103 11.15922
## 2 Moss Slider 78.68454 1411.263 127.50 -8.64599 -0.26720
## 3 Moss Sinker 86.90836 2145.404 26.25 18.96284 15.13343
## 4 Moss Changeup 86.06324 2072.322 22.50 13.10894 14.66355
## 5 Moss Changeup 85.07913 1992.787 26.25 16.78714 15.15611
## 6 Moss Curveball 76.42897 2161.276 127.50 -11.28682 -1.35134
## 7 Moss Changeup 79.74118 2266.004 30.00 16.89261 10.40599
## 8 Moss Sinker 87.71916 2035.522 26.25 18.29025 14.56906
## 9 Moss Curveball 75.12036 2250.008 135.00 -11.22678 2.13992
## 10 Moss Changeup 86.11677 1978.995 26.25 16.23540 14.61292
## 11 Moss Changeup 85.76096 2038.438 30.00 21.35576 13.96977
## 12 Moss Slider 76.22497 2313.353 138.75 -10.42654 2.33665
## 13 Moss Sinker 86.92535 2051.652 22.50 15.64009 15.37422
## 14 Moss Curveball 76.34909 2254.639 135.00 -7.47012 1.09579
## 15 Moss Sinker 86.97439 2075.283 30.00 17.33938 12.80623
## 16 Moss Sinker 87.25452 2054.206 26.25 16.03615 13.15761
Moss_NAdams <- x %>%
filter(BatterTeam == "NOR_ADA", Date == "2023-07-19") %>%
select(Pitcher, AutoPitchType, RelSpeed, SpinRate, Tilt, HorzBreak, InducedVertBreak)
Moss_NAdams
## Pitcher AutoPitchType RelSpeed SpinRate Tilt HorzBreak InducedVertBreak
## 1 Moss Changeup 86.22912 1984.407 33.75 20.41300 11.24469
## 2 Moss Changeup 78.07605 2204.320 37.50 19.99237 6.29237
## 3 Moss Changeup 76.86960 2135.075 37.50 17.44048 7.43107
## 4 Moss Sinker 87.62341 2122.762 30.00 19.00284 12.77272
## 5 Moss Changeup 86.88505 2084.388 33.75 18.51599 9.64760
## 6 Moss Changeup 77.21701 2038.655 37.50 17.27729 6.44087
## 7 Moss Curveball 75.61702 2094.933 123.75 -9.58662 -3.06957
## 8 Moss Sinker 87.12511 2062.300 33.75 20.08308 10.34075
## 9 Moss Sinker 87.46855 2131.356 30.00 19.87355 13.90265
## 10 Moss Changeup 78.25235 2121.162 37.50 18.89092 6.71406
## 11 Moss Curveball 75.16300 2163.048 138.75 -16.67379 3.34414
Moss_Sanford <- x %>%
filter(BatterTeam == "SAN_MAI", Date == "2023-07-22")%>%
select(Pitcher, AutoPitchType, RelSpeed, SpinRate, Tilt, HorzBreak, InducedVertBreak)
Moss_Sanford
## Pitcher AutoPitchType RelSpeed SpinRate Tilt HorzBreak InducedVertBreak
## 1 Moss Four-Seam 85.14297 1983.387 18.75 14.21816 17.88867
## 2 Moss Changeup 77.08270 2087.954 33.75 15.70820 7.65894
## 3 Moss Changeup 76.46743 2138.229 45.00 19.49938 2.58610
## 4 Moss Changeup 78.72514 2050.460 41.25 17.81647 4.00689
## 5 Moss Curveball 77.49371 2233.475 127.50 -11.46843 -1.33685
## 6 Moss Changeup 77.55285 2230.407 37.50 15.64355 5.14961
## 7 Moss Changeup 77.76729 2190.663 37.50 15.92095 5.27469
## 8 Moss Changeup 85.35288 1923.608 33.75 18.13662 9.47800
## 9 Moss Changeup 78.41833 1923.489 30.00 15.29229 9.39469
## 10 Moss Changeup 77.45462 1963.143 45.00 18.52690 2.50977
## 11 Moss Changeup 78.33035 1869.239 41.25 16.67871 4.25469
## 12 Moss Changeup 86.68271 1981.304 30.00 17.88056 11.15382
## 13 Moss Changeup 86.93519 1909.400 33.75 18.18206 8.25796
## 14 Moss Changeup 85.74730 1900.504 30.00 16.79651 10.35489
## 15 Moss Sinker 87.63754 1973.194 26.25 14.18107 11.73493
## 16 Moss Sinker 87.89079 2058.683 30.00 19.01899 10.66780
## 17 Moss Changeup 79.48188 2138.795 37.50 19.32410 7.31689
## 18 Moss Changeup 78.80077 1871.937 37.50 17.55651 6.07701
Moss_Keene2 <- x %>%
filter(BatterTeam == "KEE_SWA", Date =="2023-07-27")%>%
select(Pitcher, AutoPitchType, RelSpeed, SpinRate, Tilt, HorzBreak, InducedVertBreak)
Moss_Keene2
## Pitcher AutoPitchType RelSpeed SpinRate Tilt HorzBreak InducedVertBreak
## 1 Moss Changeup 75.86062 1874.128 30.00 16.51710 10.23371
## 2 Moss Changeup 77.21826 2071.998 33.75 18.85410 8.72134
## 3 Moss Curveball 76.68422 2179.090 120.00 -8.24937 -3.60229
## 4 Moss Sinker 86.58156 2074.681 30.00 18.33595 12.03922
## 5 Moss Curveball 70.83305 2227.096 131.25 -10.91079 0.34236
## 6 Moss Curveball 72.64886 2259.553 135.00 -12.91965 2.47795
## 7 Moss Changeup 76.88032 2132.013 41.25 20.09934 4.80217
## 8 Moss Curveball 74.94140 2254.379 142.50 -11.82623 4.34626
## 9 Moss Curveball 74.36336 2251.333 146.25 -9.47843 5.07611
## 10 Moss Changeup 85.05224 1972.597 30.00 18.26564 12.30355
## 11 Moss Changeup 76.90226 2024.515 30.00 14.16430 10.57737
## 12 Moss Changeup 78.58350 2169.892 30.00 14.56792 10.28410
## 13 Moss Changeup 84.50582 1954.574 26.25 14.70946 13.61198
## 14 Moss Changeup 77.94508 2149.667 33.75 16.33399 7.38020
## 15 Moss Changeup 77.73267 2003.222 30.00 15.53674 10.76005
## 16 Moss Curveball 75.46536 2228.576 123.75 -12.35075 -2.80543
## 17 Moss Changeup 78.00759 1991.092 33.75 19.63304 10.22567
## 18 Moss Curveball 74.71474 2263.758 150.00 -7.72556 5.45992
## 19 Moss Curveball 74.35763 2295.312 138.75 -9.73197 2.84851
## 20 Moss Changeup 84.25094 1872.761 26.25 18.79808 17.39186
## 21 Moss Changeup 78.30877 1977.145 30.00 16.19871 10.94123
## 22 Moss Curveball 75.14700 2164.683 123.75 -8.47536 -1.68398
## 23 Moss Curveball 73.61789 2246.092 123.75 -10.29497 -3.28343
## 24 Moss Changeup 77.31891 2084.743 41.25 16.49367 2.95973
## 25 Moss Slider 74.97212 2288.983 142.50 -10.80142 4.88941
## 26 Moss Changeup 77.00600 2193.259 37.50 18.12233 5.21902
## 27 Moss Sinker 87.91391 2010.235 22.50 13.94363 13.86666
## 28 Moss Curveball 74.09666 2340.729 123.75 -10.88583 -2.33650
Moss_Danbury <- x %>%
filter(BatterTeam == "DAN_WES")%>%
select(Pitcher, AutoPitchType, RelSpeed, SpinRate, Tilt, HorzBreak, InducedVertBreak)
Moss_Danbury
## Pitcher AutoPitchType RelSpeed SpinRate Tilt HorzBreak InducedVertBreak
## 1 Moss Changeup 84.58461 1915.441 18.75 15.48005 19.66619
## 2 Moss Curveball 74.65879 2265.259 120.00 -9.05296 -3.81658
## 3 Moss Four-Seam 85.42448 1938.917 15.00 11.49386 20.08048
## 4 Moss Changeup 86.44850 1899.207 22.50 15.14816 16.83446
## 5 Moss Changeup 78.46226 2003.951 30.00 16.82891 12.67383
## 6 Moss Slider 75.84782 2290.467 135.00 -10.42327 1.29984
## 7 Moss Sinker 86.37547 2003.469 22.50 16.56001 18.53190
## 8 Moss Slider 73.06460 1970.763 150.00 -2.22500 3.36792
## 9 Moss Changeup 77.96534 1671.398 30.00 16.95702 9.92339
## 10 Moss Changeup 87.07724 1959.275 22.50 16.23048 15.52560
## 11 Moss Sinker 87.96619 2081.019 22.50 17.64292 17.21867
## 12 Moss Slider 76.42448 2330.899 138.75 -10.20977 2.81835
## 13 Moss Sinker 87.76089 1958.158 18.75 14.33867 17.78832
## 14 Moss Changeup 79.34174 2203.381 30.00 20.17340 11.72957
## 15 Moss Sinker 87.83256 1975.961 22.50 14.54265 17.89048
## 16 Moss Changeup 78.64841 2080.240 30.00 18.05643 13.24961
## 17 Moss Curveball 76.25012 2296.411 127.50 -8.82237 -1.10610
## Warning: Removed 11 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")