Risse_2023
2023-06-12
Basic Pitch Stats
Pitcher | Pitch | N | Balls | Strikes | Strike_Percentage | Ball_Percentage |
|---|---|---|---|---|---|---|
Risse | Changeup | 142 | 54 | 88 | 61.97% | 38.03% |
Risse | Curveball | 61 | 20 | 41 | 67.21% | 32.79% |
Risse | Four-Seam | 8 | 3 | 5 | 62.50% | 37.50% |
Risse | Sinker | 104 | 39 | 65 | 62.50% | 37.50% |
Risse | Slider | 68 | 29 | 39 | 57.35% | 42.65% |
Pitcher | Pitch | N | Balls | Strikes | Velo | Spin Rate | Vert Break | Horizontal Break | Tilt | Strike_Percentage | Ball_Percentage |
|---|---|---|---|---|---|---|---|---|---|---|---|
Risse | Changeup | 142 | 54 | 88 | 83.11558 | 1,580.940 | 10.0950039 | 14.577939 | 29.86796 | 61.97% | 38.03% |
Risse | Curveball | 61 | 20 | 41 | 78.23420 | 2,421.039 | -5.4270933 | -9.143066 | 115.69672 | 67.21% | 32.79% |
Risse | Four-Seam | 8 | 3 | 5 | 88.99063 | 2,044.615 | 18.1142013 | 12.658700 | 18.75000 | 62.50% | 37.50% |
Risse | Sinker | 104 | 39 | 65 | 88.73072 | 2,008.717 | 12.3907051 | 16.920758 | 28.19712 | 62.50% | 37.50% |
Risse | Slider | 68 | 29 | 39 | 79.78171 | 2,374.172 | 0.7185866 | -7.792920 | 133.62132 | 57.35% | 42.65% |
Risse_Newport <- x %>%
filter(BatterTeam == "NEW_GUL") %>%
select(Pitcher, AutoPitchType, RelSpeed, SpinRate, Tilt, HorzBreak, InducedVertBreak)
Risse_Newport## Pitcher AutoPitchType RelSpeed SpinRate Tilt HorzBreak InducedVertBreak
## 1 Risse Sinker 90.09158 2163.320 37.50 20.79052 7.11284
## 2 Risse Sinker 89.33716 2018.769 30.00 18.54127 11.52611
## 3 Risse Curveball 81.49554 2362.662 116.25 -5.37469 -2.91465
## 4 Risse Sinker 89.90029 1989.422 37.50 18.51462 5.65437
## 5 Risse Changeup 79.75801 1366.844 33.75 16.35422 8.00587
## 6 Risse Sinker 89.36467 1870.640 30.00 19.04509 12.97942
## 7 Risse Changeup 79.57399 1314.002 30.00 14.99643 10.68485
## 8 Risse Changeup 89.87710 1834.477 26.25 15.91269 13.09320
## 9 Risse Slider 81.88164 2598.107 127.50 -14.58158 -2.07811
## 10 Risse Curveball 82.73910 2281.615 97.50 -1.89158 -6.31441
## 11 Risse Curveball 72.56340 2089.155 63.75 14.77383 -9.11079Risse_Keene1 <- x %>%
filter(BatterTeam == "KEE_SWA", Date =="2023-06-13")%>%
select(Pitcher, AutoPitchType, RelSpeed, SpinRate, Tilt, HorzBreak, InducedVertBreak)
Risse_Keene1## Pitcher AutoPitchType RelSpeed SpinRate Tilt HorzBreak InducedVertBreak
## 1 Risse Curveball 81.07273 2497.597 108.75 -4.82146 -5.19744
## 2 Risse Four-Seam 89.36738 1964.190 18.75 12.22804 16.05402
## 3 Risse Slider 80.17895 2461.584 123.75 -8.23189 -2.12595
## 4 Risse Four-Seam 89.65156 2086.144 22.50 13.91158 16.35914
## 5 Risse Four-Seam 89.59949 1926.070 18.75 10.39800 16.10174
## 6 Risse Slider 81.14544 2469.223 123.75 -7.90599 -1.88197
## 7 Risse Slider 81.09300 2353.773 138.75 -2.42197 1.56532
## 8 Risse Changeup 79.75127 1365.300 37.50 15.51942 5.05441
## 9 Risse Slider 80.37823 2440.459 135.00 -10.40973 0.67630
## 10 Risse Changeup 81.40583 1426.592 33.75 13.35162 7.41638
## 11 Risse Slider 81.85595 2507.402 131.25 -8.54107 0.19528
## 12 Risse Slider 80.44691 2551.385 127.50 -11.60942 -1.98815
## 13 Risse Sinker 88.37184 1912.633 22.50 11.11272 13.42095
## 14 Risse Sinker 89.12297 2063.949 22.50 14.36816 15.69217
## 15 Risse Slider 80.36870 2412.011 131.25 -7.46469 -0.28161
## 16 Risse Sinker 88.22791 1931.557 33.75 15.76757 6.47827Risse_Bristol <- x %>%
filter(BatterTeam == "BRI_B")%>%
select(Pitcher, AutoPitchType, RelSpeed, SpinRate, Tilt, HorzBreak, InducedVertBreak)
Risse_Bristol## Pitcher AutoPitchType RelSpeed SpinRate Tilt HorzBreak InducedVertBreak
## 1 Risse Sinker 90.06486 2083.787 30.00 20.26926 12.08725
## 2 Risse Sinker 89.15389 2101.020 30.00 18.48284 11.89434
## 3 Risse Slider 80.78657 2451.169 146.25 -5.66981 3.89536
## 4 Risse Sinker 90.16831 2139.712 26.25 18.06662 13.82942
## 5 Risse Curveball 77.96528 2306.174 120.00 -6.24296 -1.79453
## 6 Risse Curveball 80.74249 2398.924 120.00 -8.96040 -4.51595
## 7 Risse Sinker 88.57252 2098.757 30.00 16.20938 10.69079
## 8 Risse Sinker 88.58331 2127.174 30.00 19.02875 13.76548
## 9 Risse Sinker 88.82728 1954.655 22.50 15.44568 15.25879
## 10 Risse Changeup 80.37646 1338.056 41.25 18.67832 2.92319
## 11 Risse Sinker 87.74700 2090.532 26.25 20.04328 15.26780
## 12 Risse Sinker 89.04990 1937.007 26.25 17.39694 13.12576
## 13 Risse Sinker 89.23261 2071.262 22.50 17.57462 16.98836
## 14 Risse Sinker 89.50465 1966.666 26.25 18.08119 14.52001
## 15 Risse Changeup 80.49298 1301.036 30.00 13.81107 9.93591
## 16 Risse Changeup 77.44519 1310.347 37.50 13.10851 4.99839
## 17 Risse Sinker 86.77509 1998.489 18.75 14.18989 17.93186
## 18 Risse Sinker 87.94067 1976.517 26.25 19.58092 14.55383
## 19 Risse Slider 80.10021 2438.099 138.75 -7.19319 1.90221
## 20 Risse Sinker 88.46283 2048.178 26.25 20.15757 14.71965Risse_UValley <- x %>%
filter(BatterTeam == "UPP_VAL")%>%
select(Pitcher, AutoPitchType, RelSpeed, SpinRate, Tilt, HorzBreak, InducedVertBreak)
Risse_UValley## Pitcher AutoPitchType RelSpeed SpinRate Tilt HorzBreak InducedVertBreak
## 1 Risse Sinker 87.44286 2065.477 18.75 15.08867 19.01556
## 2 Risse Sinker 87.75351 1942.387 18.75 15.02178 22.91442
## 3 Risse Sinker 88.78015 1993.257 26.25 17.98021 15.52776
## 4 Risse Changeup 80.93451 1429.560 30.00 14.80107 9.07457
## 5 Risse Changeup 79.24830 1287.163 33.75 14.69249 8.36930
## 6 Risse Changeup 79.97635 1284.537 37.50 12.30965 5.52363
## 7 Risse Changeup 78.77503 1374.374 26.25 12.91457 11.87048
## 8 Risse Slider 78.32661 2385.177 150.00 -7.21744 5.96803
## 9 Risse Sinker 88.37941 1918.731 26.25 19.36592 15.91690
## 10 Risse Four-Seam 89.00060 2159.443 18.75 13.94883 19.54119
## 11 Risse Changeup 81.16834 1397.961 15.00 9.57579 17.14202
## 12 Risse Changeup 87.97004 1789.769 22.50 15.43044 16.88855
## 13 Risse Slider 78.38884 2479.316 131.25 -6.23150 0.84453
## 14 Risse Changeup 80.28161 1418.395 18.75 9.49489 15.68194
## 15 Risse Sinker 88.76351 2049.078 18.75 14.45182 20.18174
## 16 Risse Changeup 88.83532 1862.163 26.25 17.37808 13.95552
## 17 Risse Slider 79.99884 2516.310 142.50 -6.53776 3.02429
## 18 Risse Changeup 80.22745 1472.137 26.25 14.65182 14.09733
## 19 Risse Slider 78.91870 2535.635 135.00 -8.05304 1.37618
## 20 Risse Changeup 79.55245 1401.646 26.25 18.34312 13.96627
## 21 Risse Four-Seam 89.48755 2025.881 15.00 11.78434 23.69738
## 22 Risse Four-Seam 88.00689 2155.259 22.50 18.45135 19.60981
## 23 Risse Slider 80.88221 2522.443 150.00 -4.24201 3.78307
## 24 Risse Changeup 79.10035 1459.712 26.25 17.80391 13.44355
## 25 Risse Sinker 88.93305 1959.131 30.00 18.83123 11.12107
## 26 Risse Slider 78.77555 2338.857 168.75 -2.86516 7.81745
## 27 Risse Changeup 78.38001 1433.629 22.50 16.98572 18.50021
## 28 Risse Slider 81.16012 2422.736 135.00 -5.36457 1.45413
## 29 Risse Sinker 89.24070 2153.153 30.00 19.07162 12.92221
## 30 Risse Slider 79.93596 2367.020 142.50 -6.95241 3.31248
## 31 Risse Changeup 80.77765 1403.410 33.75 19.22871 8.76170
## 32 Risse Slider 78.05440 2416.275 150.00 -7.00996 5.82437
## 33 Risse Changeup 81.98870 1370.507 26.25 16.35450 13.63579
## 34 Risse Slider 81.02455 2500.122 157.50 -4.97929 5.89335
## 35 Risse Changeup 82.24456 1469.886 30.00 20.71348 13.39993
## 36 Risse Slider 79.44351 2542.971 135.00 -11.73320 1.97347
## 37 Risse Sinker 90.23267 2053.730 26.25 20.08977 18.60792
## 38 Risse Slider 77.84676 2488.435 135.00 -12.69654 1.05610
## 39 Risse Sinker 89.40183 2080.937 30.00 18.87336 13.16205
## 40 Risse Changeup 80.17165 1406.660 22.50 15.90918 16.03072
## 41 Risse Slider 79.91643 2501.759 146.25 -4.68760 3.27095
## 42 Risse Sinker 88.71083 2129.165 33.75 22.04304 11.94572
## 43 Risse Slider 77.86106 2404.340 146.25 -6.85701 4.73780
## 44 Risse Changeup 83.68036 1508.791 33.75 21.14544 10.85666
## 45 Risse Changeup 83.35423 1453.627 41.25 20.32127 5.42095Risse_Sanford1 <- x %>%
filter(BatterTeam == "SAN_MAI", Date == "2023-06-30")%>%
select(Pitcher, AutoPitchType, RelSpeed, SpinRate, Tilt, HorzBreak, InducedVertBreak)
Risse_Sanford1## Pitcher AutoPitchType RelSpeed SpinRate Tilt HorzBreak InducedVertBreak
## 1 Risse Sinker 88.52447 1980.905 22.50 15.10135 14.53572
## 2 Risse Changeup 87.51182 1866.893 30.00 18.26162 12.51339
## 3 Risse Curveball 79.78723 2346.254 120.00 -6.73201 -2.75894
## 4 Risse Sinker 89.09601 2153.885 33.75 19.48099 7.86689
## 5 Risse Slider 81.33937 2543.306 127.50 -10.06028 -1.70559
## 6 Risse Sinker 90.04520 2156.966 22.50 14.78666 16.93839
## 7 Risse Sinker 89.15790 2020.298 26.25 15.61060 14.26942
## 8 Risse Slider 79.53315 2348.687 157.50 -4.48756 5.90111
## 9 Risse Sinker 87.98054 2010.507 26.25 15.00839 13.48123
## 10 Risse Slider 80.78057 2458.281 120.00 -5.44099 -2.14201
## 11 Risse Changeup 80.02662 1238.040 45.00 12.98268 1.36878
## 12 Risse Sinker 88.12651 1943.629 26.25 15.91359 11.84973
## 13 Risse Slider 79.67552 2523.314 123.75 -9.20166 -1.95807
## 14 Risse Curveball 78.17492 2281.767 105.00 -5.32150 -7.76721
## 15 Risse Sinker 87.96146 1987.592 33.75 19.73470 8.92071
## 16 Risse Sinker 87.75214 1918.303 26.25 14.84080 13.64505
## 17 Risse Sinker 87.92670 1959.835 30.00 17.44347 11.65434
## 18 Risse Changeup 81.93645 1502.391 26.25 11.99371 11.26855
## 19 Risse Curveball 78.07157 2499.484 112.50 -6.10878 -5.00425
## 20 Risse Changeup 82.50407 1424.584 41.25 12.94489 3.67429
## 21 Risse Slider 79.33434 0.000 138.75 -8.62339 2.61307
## 22 Risse Changeup 76.33309 1290.456 26.25 13.96934 11.18721
## 23 Risse Sinker 88.05385 2063.593 30.00 18.05017 12.34331
## 24 Risse Slider 82.70759 1252.216 131.25 -4.97563 0.29161
## 25 Risse Changeup 80.21425 1242.855 41.25 7.40430 2.45177
## 26 Risse Changeup 88.31111 1808.039 26.25 14.19036 11.05745
## 27 Risse Changeup 81.89378 1433.430 45.00 16.18154 1.27217
## 28 Risse Curveball 77.93775 2565.577 116.25 -14.99603 -8.81752
## 29 Risse Changeup 79.84306 1399.557 22.50 11.10961 12.51745
## 30 Risse Curveball 79.91397 2744.327 123.75 -16.31820 -5.17666
## 31 Risse Sinker 88.51284 1975.405 30.00 16.34686 10.84481
## 32 Risse Curveball 79.75892 2419.699 116.25 -5.74418 -3.50941
## 33 Risse Changeup 78.21647 1257.617 37.50 14.44426 6.31489
## 34 Risse Curveball 79.56323 2585.701 120.00 -14.42922 -6.80103
## 35 Risse Changeup 81.78010 1505.918 33.75 14.87544 6.27689
## 36 Risse Sinker 88.57280 2004.036 26.25 15.28556 13.75020
## 37 Risse Slider 81.62020 2689.661 131.25 -11.42670 -0.51819
## 38 Risse Changeup 81.35314 1509.427 30.00 14.35552 9.18997
## 39 Risse Sinker 87.79332 1915.074 26.25 17.62592 14.26737
## 40 Risse Slider 77.54346 2489.514 135.00 -17.43840 0.31724
## 41 Risse Slider 75.35925 2392.836 135.00 -16.19532 0.73035
## 42 Risse Changeup 80.09955 1502.669 37.50 18.59564 6.54670
## 43 Risse Curveball 77.32824 2584.921 123.75 -17.91288 -5.18823
## 44 Risse Changeup 81.54526 1441.556 41.25 15.88375 4.48457
## 45 Risse Changeup 87.88779 1797.643 26.25 16.51560 12.36036
## 46 Risse Slider 78.74427 2514.590 127.50 -16.28414 -2.28028
## 47 Risse Changeup 86.60514 1944.006 33.75 20.14580 10.04012
## 48 Risse Slider 80.28152 2378.250 123.75 -5.28370 -0.79760
## 49 Risse Curveball 76.61268 2463.165 123.75 -14.64796 -4.69110
## 50 Risse Changeup 80.62772 1406.214 56.25 15.00828 -4.04551
## 51 Risse Sinker 88.51827 2113.909 33.75 18.72060 9.22044
## 52 Risse Curveball 76.20294 2514.841 112.50 -14.74249 -13.53635
## 53 Risse Changeup 81.95503 1305.822 45.00 10.92674 1.97591
## 54 Risse Curveball 77.77521 2626.683 116.25 -14.48387 -9.31071
## 55 Risse Changeup 81.27224 1481.438 33.75 16.58839 7.91953
## 56 Risse Curveball 79.18492 2639.526 112.50 -13.29284 -12.26375Risse_ValleyBlueSox <- x %>%
filter(BatterTeam == "VAL_BLU") %>%
select(Pitcher, AutoPitchType, RelSpeed, SpinRate, Tilt, HorzBreak, InducedVertBreak)
Risse_ValleyBlueSox## Pitcher AutoPitchType RelSpeed SpinRate Tilt HorzBreak InducedVertBreak
## 1 Risse Changeup 88.22051 1840.771 15.00 9.84430 16.41288
## 2 Risse Changeup 78.83051 1455.627 26.25 10.88190 9.41520
## 3 Risse Changeup 79.34078 1296.557 30.00 11.12682 7.42811
## 4 Risse Curveball 76.84643 2355.186 120.00 -8.21977 -2.55142
## 5 Risse Changeup 86.38691 1980.931 30.00 15.43808 11.61914
## 6 Risse Changeup 87.11624 1758.602 30.00 14.89343 9.18552
## 7 Risse Sinker 87.61773 2077.109 30.00 15.95383 10.12355
## 8 Risse Sinker 87.92309 2030.771 30.00 16.39044 10.61300
## 9 Risse Changeup 83.17993 1299.956 22.50 8.10473 10.00201
## 10 Risse Changeup 89.06729 1785.278 26.25 12.89871 11.09386
## 11 Risse Curveball 77.64943 2356.405 108.75 -6.39351 -6.41638
## 12 Risse Changeup 88.99485 1857.272 22.50 12.79308 14.84143
## 13 Risse Curveball 76.71832 2506.233 123.75 -15.06942 -5.62394
## 14 Risse Curveball 80.49397 2530.709 120.00 -10.15812 -4.18996
## 15 Risse Sinker 87.97743 2076.150 22.50 13.64824 14.04820
## 16 Risse Slider 81.26755 2465.946 116.25 -5.70772 -2.94843
## 17 Risse Sinker 88.18593 1938.296 30.00 13.76914 10.06619
## 18 Risse Curveball 75.99766 2318.296 112.50 -10.34867 -9.16524
## 19 Risse Changeup 86.94005 1966.891 22.50 12.86709 15.82879
## 20 Risse Curveball 75.39780 2426.851 116.25 -15.79560 -9.91489
## 21 Risse Changeup 86.98196 2003.752 26.25 14.82422 14.19465
## 22 Risse Curveball 78.62090 2324.280 120.00 -4.15650 -1.31862
## 23 Risse Changeup 86.59080 1845.674 30.00 17.10340 10.58426
## 24 Risse Changeup 77.35262 1311.346 26.25 3.87044 4.84780
## 25 Risse Changeup 78.01027 1407.145 15.00 6.33000 11.85072
## 26 Risse Curveball 74.68604 2158.064 120.00 -11.01505 -4.66626
## 27 Risse Sinker 87.26824 2052.323 30.00 17.73544 10.75646
## 28 Risse Curveball 78.91957 2394.409 116.25 -9.27493 -5.14567
## 29 Risse Changeup 86.19219 1813.108 30.00 14.36639 9.69898
## 30 Risse Changeup 78.13153 1312.363 26.25 9.81394 8.76091
## 31 Risse Curveball 75.93791 2267.871 108.75 -6.38449 -5.71693
## 32 Risse Changeup 87.04063 1757.662 26.25 18.63013 17.39729
## 33 Risse Changeup 85.61984 1997.249 26.25 19.41092 15.73265
## 34 Risse Changeup 85.91938 1822.113 22.50 13.82997 14.82532
## 35 Risse Sinker 87.94395 2021.417 26.25 15.89595 12.86682
## 36 Risse Changeup 78.91069 1335.181 30.00 13.56843 8.92477
## 37 Risse Changeup 77.92941 1197.571 48.75 15.06332 0.37228
## 38 Risse Slider 76.26463 2444.435 127.50 -15.36249 -1.72272
## 39 Risse Changeup 88.28450 1823.343 22.50 14.21123 13.88064
## 40 Risse Curveball 76.50051 2543.224 123.75 -19.68001 -5.30988
## 41 Risse Sinker 87.64887 2102.039 30.00 17.39513 11.74481
## 42 Risse Changeup 79.78317 1448.971 37.50 13.86198 5.98217
## 43 Risse Curveball 76.60018 2447.556 123.75 -17.21336 -4.81752
## 44 Risse Sinker 88.35735 2116.693 33.75 15.04721 6.94142
## 45 Risse Slider 80.36081 2400.181 131.25 -5.80985 0.31736
## 46 Risse Four-Seam 89.05730 2089.174 15.00 9.17182 15.47127
## 47 Risse Changeup 78.73318 1347.063 45.00 13.89583 0.77697
## 48 Risse Curveball 78.78788 2410.264 112.50 -6.45268 -5.49898
## 49 Risse Curveball 76.52509 2591.484 120.00 -18.39540 -7.61433
## 50 Risse Curveball 79.52101 2482.786 116.25 -9.30977 -5.75099
## 51 Risse Sinker 88.21969 1968.715 22.50 12.95383 12.82457
## 52 Risse Curveball 74.57473 2484.527 120.00 -17.24847 -7.96575
## 53 Risse Changeup 80.39887 1388.799 30.00 13.89328 8.75213
## 54 Risse Curveball 77.70557 2608.458 112.50 -14.12658 -11.42087
## 55 Risse Sinker 88.57958 2072.906 26.25 16.81710 13.51422
## 56 Risse Changeup 80.92835 1350.889 41.25 12.02201 2.29606Risse_Keene2 <- x %>%
filter(BatterTeam == "KEE_SWA", Date =="2023-07-14")%>%
select(Pitcher, AutoPitchType, RelSpeed, SpinRate, Tilt, HorzBreak, InducedVertBreak)
Risse_Keene2## Pitcher AutoPitchType RelSpeed SpinRate Tilt HorzBreak InducedVertBreak
## 1 Risse Sinker 90.38305 2128.791 33.75 17.77655 8.22906
## 2 Risse Curveball 79.31307 2519.085 108.75 -5.77303 -5.95492
## 3 Risse Curveball 79.20236 2507.695 108.75 -9.53186 -9.79733
## 4 Risse Sinker 89.16564 2003.644 33.75 17.39316 9.53709
## 5 Risse Sinker 88.68341 1952.607 26.25 14.13241 13.22587
## 6 Risse Slider 77.91676 2427.600 131.25 -14.73272 -0.06417
## 7 Risse Changeup 86.89170 1764.221 30.00 14.81489 9.58107
## 8 Risse Sinker 90.36869 2068.200 33.75 17.25399 7.81402
## 9 Risse Sinker 88.76193 2053.791 30.00 16.07572 11.84922
## 10 Risse Slider 82.08966 2368.526 146.25 -3.13516 2.71106
## 11 Risse Slider 80.49424 2439.944 131.25 -11.17347 -0.15650
## 12 Risse Sinker 89.12373 2046.455 30.00 16.59887 10.02859
## 13 Risse Sinker 90.51222 1946.670 33.75 18.29505 8.38989
## 14 Risse Curveball 80.03373 2368.525 120.00 -10.22308 -3.95087
## 15 Risse Sinker 88.34937 2066.151 33.75 16.98099 8.72658
## 16 Risse Sinker 88.15932 2097.159 33.75 20.41088 8.23189
## 17 Risse Sinker 87.55383 2114.935 30.00 17.74584 10.65434
## 18 Risse Changeup 86.12961 1982.930 33.75 17.85170 9.68209
## 19 Risse Sinker 88.50556 2235.374 33.75 21.38663 8.57985
## 20 Risse Curveball 79.22006 2521.769 123.75 -11.86453 -3.37130
## 21 Risse Slider 81.04794 2461.879 135.00 -5.48422 1.58343
## 22 Risse Sinker 88.68778 2172.457 33.75 20.38840 8.46032
## 23 Risse Sinker 90.14523 2170.016 30.00 18.13910 10.10217
## 24 Risse Slider 78.13244 2236.693 142.50 -7.42701 3.47835
## 25 Risse Changeup 87.60584 1974.959 37.50 20.17659 6.23307
## 26 Risse Slider 81.36856 2549.371 127.50 -6.55957 -0.24228
## 27 Risse Sinker 88.72424 1975.463 30.00 18.41430 10.49768
## 28 Risse Sinker 89.57985 2058.779 30.00 16.15658 11.19682
## 29 Risse Changeup 80.56396 1272.877 33.75 13.57020 6.33607
## 30 Risse Slider 82.80103 2592.854 123.75 -3.71012 -0.47658Risse_NOR_ADA <- x %>%
filter(BatterTeam == "NOR_ADA") %>%
select(Pitcher, AutoPitchType, RelSpeed, SpinRate, Tilt, HorzBreak, InducedVertBreak)
Risse_NOR_ADA## Pitcher AutoPitchType RelSpeed SpinRate Tilt HorzBreak InducedVertBreak
## 1 Risse Sinker 88.87777 2035.449 33.75 17.61639 7.50008
## 2 Risse Slider 81.27615 2287.638 123.75 -5.32504 -1.03878
## 3 Risse Slider 78.54874 2462.006 123.75 -9.45985 -2.12173
## 4 Risse Sinker 88.95116 2023.795 26.25 16.95438 12.81548
## 5 Risse Sinker 89.02074 1980.033 30.00 16.74202 11.08469
## 6 Risse Sinker 89.15044 1951.599 22.50 12.91264 15.00166
## 7 Risse Changeup 88.88712 1771.063 22.50 15.18969 14.70950
## 8 Risse Sinker 89.50872 2120.292 33.75 19.85466 10.37264
## 9 Risse Slider 81.27010 2307.275 138.75 -6.11374 1.89748
## 10 Risse Curveball 80.08664 2317.550 105.00 -4.46051 -6.89701
## 11 Risse Slider 81.77292 2411.232 123.75 -6.40929 -1.15150
## 12 Risse Sinker 90.62519 2100.614 33.75 18.63816 8.83524
## 13 Risse Sinker 90.33894 2125.976 30.00 16.88777 10.92835
## 14 Risse Sinker 89.13535 1973.802 22.50 15.62135 15.30272
## 15 Risse Changeup 81.28612 1376.201 30.00 16.26237 9.65221
## 16 Risse Slider 80.51848 2232.564 131.25 -6.61989 0.32768
## 17 Risse Sinker 89.70870 2029.031 33.75 17.00210 9.21524
## 18 Risse Changeup 89.18465 1783.413 18.75 12.65505 16.79021
## 19 Risse Sinker 89.56586 2060.061 30.00 17.15560 11.10812
## 20 Risse Changeup 80.62063 1364.348 22.50 11.00150 11.78709Risse_Sanford2 <- x %>%
filter(BatterTeam == "SAN_MAI", Date == "2023-07-22")%>%
select(Pitcher, AutoPitchType, RelSpeed, SpinRate, Tilt, HorzBreak, InducedVertBreak)
Risse_Sanford2## Pitcher AutoPitchType RelSpeed SpinRate Tilt HorzBreak InducedVertBreak
## 1 Risse Curveball 77.10808 2353.503 127.50 -11.72024 -2.62358
## 2 Risse Changeup 87.56027 1831.150 33.75 19.04115 9.56398
## 3 Risse Sinker 89.12139 1867.548 37.50 18.92918 5.26189
## 4 Risse Slider 79.30128 2355.229 131.25 -12.16965 0.31441
## 5 Risse Changeup 86.79237 1866.503 22.50 14.56501 17.46076
## 6 Risse Curveball 78.23144 2347.945 116.25 -10.12693 -6.00819
## 7 Risse Changeup 88.07090 1906.344 30.00 16.30713 11.09146
## 8 Risse Sinker 88.22337 1979.108 30.00 18.00985 12.56347
## 9 Risse Changeup 80.48953 1352.152 33.75 18.47867 7.87268
## 10 Risse Changeup 81.53376 1377.480 48.75 17.68036 -1.26847
## 11 Risse Sinker 88.23140 2075.624 37.50 18.49910 7.42552
## 12 Risse Slider 77.80269 2246.507 142.50 -4.42689 2.57854
## 13 Risse Curveball 79.95120 2446.141 123.75 -13.99902 -4.80591
## 14 Risse Sinker 87.64206 2019.244 30.00 17.33690 11.16083
## 15 Risse Slider 79.43152 2201.383 123.75 -6.14603 -1.42347
## 16 Risse Changeup 85.94766 1817.257 33.75 18.82556 8.07367
## 17 Risse Changeup 79.49754 1292.020 37.50 20.35962 7.29284
## 18 Risse Changeup 85.95155 1903.634 26.25 17.18737 14.90099
## 19 Risse Curveball 79.12481 2329.820 108.75 -6.18071 -6.46949
## 20 Risse Changeup 86.42572 1839.892 26.25 16.43127 15.47398
## 21 Risse Changeup 86.25385 1956.512 26.25 16.22462 15.02182
## 22 Risse Changeup 85.47513 1823.789 22.50 15.59710 15.66611
## 23 Risse Slider 79.56612 2286.540 123.75 -3.24484 -0.05106
## 24 Risse Changeup 86.42394 1967.653 30.00 18.84710 10.94083
## 25 Risse Changeup 85.61453 1667.650 26.25 14.44800 13.77646
## 26 Risse Changeup 87.10211 1857.302 22.50 16.00513 16.94465
## 27 Risse Changeup 80.10962 1292.259 37.50 19.39355 6.95571
## 28 Risse Changeup 85.87637 1896.169 26.25 17.12985 15.04599
## 29 Risse Changeup 86.17310 1870.933 30.00 18.25127 12.15780
## 30 Risse Changeup 87.69977 1854.330 26.25 18.86521 13.94891
## 31 Risse Slider 79.62071 2349.898 146.25 -7.75142 4.42744
## 32 Risse Changeup 86.39182 2049.076 33.75 17.98521 8.95142
## 33 Risse Changeup 78.27090 1292.627 33.75 13.85209 6.15390
## 34 Risse Slider 78.94523 2200.263 131.25 -4.88969 0.76547
## 35 Risse Changeup 79.07430 1400.574 33.75 19.58288 9.85638
## 36 Risse Changeup 77.37144 1353.233 26.25 13.30969 10.83965
## 37 Risse Curveball 78.00710 2403.705 120.00 -11.64469 -6.20697
## 38 Risse Changeup 78.38004 1299.017 41.25 19.95320 4.56575
## 39 Risse Changeup 85.43763 1732.989 18.75 11.68320 14.98942
## 40 Risse Slider 78.23034 2359.627 123.75 -8.42193 -2.65406
## 41 Risse Slider 77.25957 2413.191 135.00 -11.36599 1.14024
## 42 Risse Curveball 79.35089 2362.755 116.25 -4.95981 -2.00933
## 43 Risse Slider 77.84534 2264.485 131.25 -5.44418 0.88925
## 44 Risse Changeup 80.82309 1318.254 30.00 13.90198 8.54485
## 45 Risse Changeup 81.83691 1347.055 41.25 14.27922 4.03941
## 46 Risse Changeup 85.40776 1914.319 33.75 19.92521 8.76071
## 47 Risse Changeup 86.58267 1907.418 30.00 16.48513 9.47800
## 48 Risse Curveball 75.93230 2237.799 108.75 -4.59272 -5.15634
## 49 Risse Curveball 74.63397 2336.379 120.00 -7.29642 -2.91126
## 50 Risse Changeup 80.23098 1292.548 22.50 9.06032 10.78016
## 51 Risse Sinker 88.67090 2060.859 30.00 18.87529 12.59280
## 52 Risse Changeup 84.46483 1816.803 18.75 11.75843 18.68202
## 53 Risse Changeup 84.51677 1867.546 22.50 12.54603 13.97808
## 54 Risse Changeup 85.33441 1804.834 15.00 10.62103 18.88493
## 55 Risse Changeup 86.73403 1843.889 26.25 16.27733 12.10607
## 56 Risse Changeup 87.26149 1958.930 18.75 13.31434 19.15387
## 57 Risse Sinker 87.78631 2015.367 26.25 16.16871 15.18485
## 58 Risse Slider 79.65994 2434.830 127.50 -7.73245 -0.79646
## 59 Risse Curveball 74.96611 2359.513 112.50 -7.63800 -7.17989
## 60 Risse Sinker 87.00702 2103.070 30.00 18.83005 11.03977
## 61 Risse Curveball 79.80686 2315.831 112.50 -3.83677 -3.01693Risse_Keene3 <- x %>%
filter(BatterTeam == "KEE_SWA", Date =="2023-07-27")%>%
select(Pitcher, AutoPitchType, RelSpeed, SpinRate, Tilt, HorzBreak, InducedVertBreak)
Risse_Keene3## Pitcher AutoPitchType RelSpeed SpinRate Tilt HorzBreak InducedVertBreak
## 1 Risse Sinker 88.98977 1996.333 18.75 13.03603 17.99529
## 2 Risse Changeup 81.71562 1507.229 30.00 15.57721 9.64012
## 3 Risse Changeup 80.50684 1392.736 26.25 10.94816 10.38993
## 4 Risse Sinker 90.99171 1975.199 22.50 13.99973 13.42623
## 5 Risse Changeup 83.08306 1431.093 22.50 11.36847 11.27371
## 6 Risse Slider 78.98860 2457.211 127.50 -10.07945 -1.58847
## 7 Risse Sinker 91.06268 1948.914 26.25 16.01623 13.54824
## 8 Risse Sinker 90.31842 1894.780 26.25 17.19477 12.94225
## 9 Risse Sinker 89.72380 1928.265 22.50 14.66757 14.65961
## 10 Risse Sinker 90.06301 1918.483 22.50 14.24875 13.64891
## 11 Risse Changeup 81.51635 1386.398 26.25 14.47765 11.36694
## 12 Risse Changeup 83.15882 1495.223 18.75 9.81465 12.61233
## 13 Risse Changeup 81.18682 1514.647 30.00 15.63658 9.97725
## 14 Risse Curveball 80.15507 2481.703 116.25 -10.14115 -5.77004
## 15 Risse Changeup 80.91088 1496.768 37.50 18.51938 5.73599
## 16 Risse Changeup 80.13349 1435.933 33.75 14.18115 7.20662
## 17 Risse Changeup 87.55504 1844.746 26.25 14.54784 11.78989
## 18 Risse Slider 79.07869 2471.904 123.75 -7.63886 -1.35284
## 19 Risse Sinker 89.18601 1952.312 26.25 16.31147 12.24989
## 20 Risse Changeup 88.87141 1824.673 22.50 14.06646 13.67961
## 21 Risse Slider 78.80473 2457.897 127.50 -6.50874 -0.69732
## 22 Risse Curveball 79.06365 2260.999 112.50 -5.09445 -3.89229
## 23 Risse Curveball 79.48629 2470.323 120.00 -7.64898 -2.99449
## 24 Risse Changeup 88.29663 1849.819 18.75 11.55544 16.09989
## 25 Risse Changeup 78.97108 1427.444 37.50 14.54292 6.13662
## 26 Risse Four-Seam 87.75429 1950.759 18.75 11.37564 18.07906
## 27 Risse Changeup 79.72101 1453.053 26.25 11.14654 10.94060
## 28 Risse Curveball 80.88325 2487.321 120.00 -8.06115 -4.03740
## 29 Risse Changeup 87.75794 1706.882 26.25 13.57375 12.10012
## 30 Risse Changeup 81.19424 1412.231 37.50 13.87194 5.91811
## 31 Risse Sinker 87.85089 1995.479 26.25 17.13682 14.01946
## 32 Risse Sinker 88.13541 1969.606 26.25 15.62217 14.46942
## 33 Risse Sinker 88.62218 1973.429 26.25 17.16009 13.47434
## 34 Risse Changeup 85.97172 1932.256 30.00 15.40587 8.85158
## 35 Risse Changeup 79.67420 1306.655 41.25 11.90544 2.36772
## 36 Risse Changeup 80.73612 1312.830 37.50 11.58875 4.97083
## 37 Risse Curveball 78.78869 2501.452 120.00 -10.07733 -5.34508
## 38 Risse Slider 78.92198 2423.989 138.75 -5.28925 1.87095
## 39 Risse Curveball 78.82892 2422.888 116.25 -8.60004 -4.80851
## 40 Risse Sinker 87.79482 0.000 22.50 13.45579 15.80902
## 41 Risse Changeup 87.29945 1791.821 26.25 13.58926 11.30363
## 42 Risse Changeup 79.67639 1357.009 33.75 13.33387 6.47642
## 43 Risse Sinker 87.44535 1982.068 22.50 13.05820 15.11308
## 44 Risse Sinker 87.94708 1938.892 26.25 14.83772 13.52477
## 45 Risse Changeup 88.16478 1919.995 30.00 17.08210 9.70292
## 46 Risse Changeup 79.25841 1268.780 26.25 8.70776 7.41886
## 47 Risse Curveball 78.10289 2389.391 120.00 -4.05142 -1.20280
## 48 Risse Slider 82.95625 2488.222 112.50 -3.92528 -3.10465
## 49 Risse Changeup 87.00952 1970.488 22.50 13.94477 14.05875
## 50 Risse Sinker 86.78058 1912.253 22.50 11.83701 11.82843
## 51 Risse Slider 79.29921 2470.508 127.50 -7.05650 -0.95807
## 52 Risse Changeup 87.89751 1841.803 26.25 10.72186 9.22028
## 53 Risse Sinker 88.43779 2080.076 33.75 19.56848 10.36717
## 54 Risse Curveball 77.63993 2247.472 116.25 -7.45638 -4.15256
## 55 Risse Changeup 86.90460 1952.694 26.25 15.96103 13.16103
## 56 Risse Slider 79.92108 2455.559 127.50 -11.52599 -2.31323
## 57 Risse Curveball 79.37243 2361.020 108.75 -3.30366 -3.51256
## 58 Risse Changeup 87.35293 1901.405 26.25 15.08162 13.69009
## 59 Risse Sinker 87.65362 2085.022 26.25 16.63434 15.74666
## 60 Risse Changeup 82.01111 1452.473 22.50 12.54489 13.32009
## 61 Risse Changeup 82.67447 1364.472 41.25 9.97630 2.00532
## 62 Risse Curveball 78.72753 2437.408 127.50 -4.88209 0.36146
## 63 Risse Sinker 87.09745 2049.389 26.25 14.51363 13.39316
## 64 Risse Slider 78.70458 2323.012 131.25 -4.39670 0.75803
## 65 Risse Curveball 77.89591 2480.696 123.75 -8.07248 -1.57854
## 66 Risse Changeup 80.28000 1498.945 15.00 6.55185 13.14331
## 67 Risse Sinker 87.74343 2144.628 26.25 14.23709 13.60099
## 68 Risse Changeup 80.48688 1337.571 45.00 10.44107 1.66555## Warning: Removed 18 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")