Knowles_2023
2023-06-09
Basic Pitch Stats
Pitcher | Pitch | N | Balls | Strikes | Strike_Percentage | Ball_Percentage |
|---|---|---|---|---|---|---|
Knowles | Changeup | 15 | 9 | 6 | 40.00% | 60.00% |
Knowles | Curveball | 36 | 13 | 23 | 63.89% | 36.11% |
Knowles | Cutter | 3 | 0 | 3 | 100.00% | 0.00% |
Knowles | Four-Seam | 80 | 17 | 63 | 78.75% | 21.25% |
Knowles | Sinker | 6 | 4 | 2 | 33.33% | 66.67% |
Knowles | Slider | 61 | 19 | 42 | 68.85% | 31.15% |
Pitcher | Pitch | N | Balls | Strikes | Velo | Spin Rate | Vert Break | Horizontal Break | Tilt | Strike_Percentage | Ball_Percentage |
|---|---|---|---|---|---|---|---|---|---|---|---|
Knowles | Changeup | 15 | 9 | 6 | 79.29040 | 1,588.344 | 10.897898 | 12.497883 | 74.0000 | 40.00% | 60.00% |
Knowles | Curveball | 36 | 13 | 23 | 74.71194 | 2,404.070 | -18.326306 | -12.291514 | 105.7292 | 63.89% | 36.11% |
Knowles | Cutter | 3 | 0 | 3 | 85.67815 | 2,434.907 | 14.743300 | -3.288863 | 172.5000 | 100.00% | 0.00% |
Knowles | Four-Seam | 80 | 17 | 63 | 90.21650 | 2,454.726 | 21.651882 | 8.207000 | 127.6406 | 78.75% | 21.25% |
Knowles | Sinker | 6 | 4 | 2 | 89.98547 | 2,340.805 | 15.172755 | 16.003535 | 25.6250 | 33.33% | 66.67% |
Knowles | Slider | 61 | 19 | 42 | 83.25504 | 2,320.794 | 8.009999 | -5.559228 | 158.8525 | 68.85% | 31.15% |
Knowles_Mystic <- x %>%
filter(BatterTeam == "MYS_SCH") %>%
select(Pitcher, AutoPitchType, RelSpeed, SpinRate, Tilt, HorzBreak, InducedVertBreak)
Knowles_Mystic## Pitcher AutoPitchType RelSpeed SpinRate Tilt HorzBreak InducedVertBreak
## 1 Knowles Four-Seam 91.05537 2588.241 15.00 12.39678 24.92352
## 2 Knowles Slider 84.13275 2497.713 165.00 -3.72028 7.49811
## 3 Knowles Four-Seam 90.20448 2475.395 15.00 12.92745 20.71698
## 4 Knowles Four-Seam 91.61477 2614.099 15.00 12.69347 23.32241
## 5 Knowles Sinker 90.31472 2392.940 26.25 19.33903 17.48792
## 6 Knowles Slider 86.28611 2434.433 180.00 -0.49685 11.02804
## 7 Knowles Curveball 74.56403 2335.364 108.75 -15.38146 -16.70800
## 8 Knowles Four-Seam 90.10717 2534.242 191.25 10.33178 22.70859
## 9 Knowles Curveball 74.35807 2353.413 101.25 -9.88347 -20.91226
## 10 Knowles Slider 82.66579 2282.477 183.75 0.70370 9.06682
## 11 Knowles Slider 83.37445 0.000 153.75 -6.04756 6.47516
## 12 Knowles Slider 85.19340 2410.616 157.50 -7.45244 9.57662
## 13 Knowles Four-Seam 89.51510 2448.942 18.75 12.83548 20.26607
## 14 Knowles Four-Seam 90.35153 2473.224 15.00 13.46076 22.51564
## 15 Knowles Four-Seam 90.49165 2488.466 22.50 15.15036 17.95332
## 16 Knowles Curveball 75.61632 2491.386 101.25 -9.73138 -20.73710
## 17 Knowles Slider 81.66063 2304.694 153.75 -7.43831 7.74477
## 18 Knowles Curveball 75.06682 2380.292 112.50 -15.43190 -15.69784
## 19 Knowles Slider 82.38611 2422.554 157.50 -6.41996 8.58922
## 20 Knowles Slider 83.21717 2435.902 161.25 -5.85359 9.23323
## 21 Knowles Four-Seam 88.59345 2502.131 18.75 13.80465 20.20548
## 22 Knowles Four-Seam 89.84749 2488.572 15.00 13.27509 23.00647
## 23 Knowles Four-Seam 90.68312 2556.457 18.75 13.46780 17.16017
## 24 Knowles Sinker 89.24672 2388.515 22.50 15.84261 18.88044
## 25 Knowles Four-Seam 90.15178 2512.799 15.00 12.11327 21.05084
## 26 Knowles Slider 83.85117 2449.240 183.75 1.25043 13.55595
## 27 Knowles Curveball 74.58844 2407.139 105.00 -12.24323 -21.19745
## 28 Knowles Slider 81.23986 2302.085 168.75 -3.29142 8.42634
## 29 Knowles Four-Seam 89.98048 2474.996 18.75 13.97473 20.02997
## 30 Knowles Changeup 78.99954 1678.286 37.50 19.10627 8.00315
## 31 Knowles Four-Seam 88.97213 2350.526 15.00 10.96323 22.56604
## 32 Knowles Curveball 73.53041 2338.378 105.00 -12.55261 -19.56981
## 33 Knowles Four-Seam 90.30089 2554.421 191.25 7.90650 23.53639
## 34 Knowles Four-Seam 90.49859 2529.764 15.00 10.87146 20.17859
## 35 Knowles Slider 80.46638 2290.900 142.50 -6.76622 2.81984
## 36 Knowles Four-Seam 89.39891 2359.394 15.00 13.09009 21.91391
## 37 Knowles Four-Seam 89.68328 2433.051 187.50 5.87453 19.28887
## 38 Knowles Curveball 72.19832 2319.094 108.75 -13.49910 -17.47347
## 39 Knowles Slider 81.34369 2429.748 165.00 -4.79658 9.97780
## 40 Knowles Curveball 72.65240 2393.460 105.00 -11.96237 -19.89706
## 41 Knowles Four-Seam 87.99554 2512.841 15.00 10.37804 19.47501
## 42 Knowles Slider 82.31531 2354.079 168.75 -1.74673 5.86158
## 43 Knowles Four-Seam 88.96371 2503.200 15.00 10.73052 22.14399
## 44 Knowles Curveball 73.12817 2352.818 101.25 -9.41060 -21.88426
## 45 Knowles Four-Seam 90.16638 2522.283 180.00 -0.60606 19.96584
## 46 Knowles Slider 83.29555 2403.705 168.75 -4.64394 12.93835
## 47 Knowles Slider 82.30666 2368.083 165.00 -4.89500 9.64623
## 48 Knowles Sinker 89.96377 2230.380 30.00 16.29741 11.07650
## 49 Knowles Slider 82.44495 2409.007 168.75 -1.47102 5.18201
## 50 Knowles Slider 82.54391 2370.208 142.50 -5.22181 2.53268
## 51 Knowles Sinker 90.82285 2325.168 30.00 15.64131 11.11465
## 52 Knowles Sinker 89.77246 2300.564 22.50 13.94387 15.49906
## 53 Knowles Slider 82.40684 2282.332 146.25 -3.29488 2.43335
## 54 Knowles Slider 82.49158 2357.594 120.00 -3.26768 0.04965Knowles_Keene <- x %>%
filter(BatterTeam == "KEE_SWA") %>%
select(Pitcher, AutoPitchType, RelSpeed, SpinRate, Tilt, HorzBreak, InducedVertBreak)
Knowles_Keene## Pitcher AutoPitchType RelSpeed SpinRate Tilt HorzBreak InducedVertBreak
## 1 Knowles Slider 82.30586 2390.508 142.50 -7.80197 3.24847
## 2 Knowles Slider 84.66488 2436.012 157.50 -5.12248 6.76166
## 3 Knowles Curveball 76.51005 2514.829 108.75 -14.12784 -15.56713
## 4 Knowles Four-Seam 92.13118 2477.498 187.50 6.60095 22.03985
## 5 Knowles Four-Seam 92.56377 2400.841 191.25 7.22229 21.83800
## 6 Knowles Changeup 80.82004 1563.583 176.25 -2.18158 21.04261
## 7 Knowles Slider 84.54455 2398.195 150.00 -7.99260 5.25792
## 8 Knowles Slider 84.81533 2450.973 146.25 -10.29044 5.98213
## 9 Knowles Four-Seam 92.44174 2412.911 191.25 7.67335 22.06387
## 10 Knowles Four-Seam 93.69439 2438.754 191.25 8.43048 21.74639
## 11 Knowles Curveball 76.65827 2507.678 105.00 -11.87721 -17.76025
## 12 Knowles Slider 85.35295 2423.186 157.50 -5.86796 7.11079
## 13 Knowles Slider 82.01892 2492.382 135.00 -10.69292 1.89626
## 14 Knowles Four-Seam 92.14626 2385.246 187.50 5.15036 22.58761
## 15 Knowles Curveball 76.78315 2401.499 108.75 -14.71938 -17.60190
## 16 Knowles Slider 81.39573 2354.170 135.00 -8.13260 1.22303
## 17 Knowles Four-Seam 91.20010 2466.528 183.75 4.45984 25.53167
## 18 Knowles Four-Seam 92.01164 2493.435 183.75 3.83288 23.38297
## 19 Knowles Four-Seam 91.53362 2508.319 15.00 10.09205 19.32241
## 20 Knowles Four-Seam 90.84888 2358.682 191.25 6.97280 20.08044
## 21 Knowles Slider 83.47573 2259.408 153.75 -7.86752 7.28410
## 22 Knowles Four-Seam 92.61828 2431.519 183.75 2.70650 22.10025
## 23 Knowles Slider 84.22100 2391.089 146.25 -8.96382 4.42355
## 24 Knowles Curveball 76.01148 2382.434 108.75 -12.89276 -15.21359
## 25 Knowles Four-Seam 91.78481 2568.323 187.50 4.69307 19.03222
## 26 Knowles Four-Seam 91.13441 2518.681 191.25 7.74382 20.78367
## 27 Knowles Curveball 78.31759 2540.111 105.00 -11.80694 -17.41812
## 28 Knowles Curveball 77.53769 2356.971 105.00 -9.54607 -16.84028
## 29 Knowles Four-Seam 90.97222 2503.989 183.75 3.77244 20.68182
## 30 Knowles Slider 83.51838 2247.219 153.75 -5.94378 5.11311
## 31 Knowles Four-Seam 91.11426 2434.800 187.50 4.90799 22.56958
## 32 Knowles Four-Seam 91.89858 2510.599 187.50 5.05111 23.02974
## 33 Knowles Four-Seam 91.81587 2524.642 187.50 6.69170 21.98698
## 34 Knowles Four-Seam 90.35852 2380.758 187.50 6.32898 20.78867
## 35 Knowles Curveball 73.91109 2346.698 108.75 -11.62800 -14.89182
## 36 Knowles Four-Seam 89.82322 2423.559 191.25 6.99473 20.61289
## 37 Knowles Slider 81.49851 2305.539 150.00 -6.11504 5.09614
## 38 Knowles Four-Seam 90.82906 2497.333 183.75 3.99280 21.45552
## 39 Knowles Slider 82.92141 2237.061 157.50 -7.56756 8.45721
## 40 Knowles Four-Seam 89.64618 2403.867 183.75 3.56536 22.59895
## 41 Knowles Four-Seam 91.46179 2492.004 191.25 8.44811 22.42419
## 42 Knowles Four-Seam 91.90860 2534.567 187.50 4.97792 24.54871
## 43 Knowles Four-Seam 91.66722 2440.171 183.75 4.11780 22.49328
## 44 Knowles Slider 85.55798 2293.860 161.25 -5.31488 7.72524
## 45 Knowles Slider 84.00558 2406.136 146.25 -9.19473 4.28110
## 46 Knowles Four-Seam 91.40110 2472.439 15.00 10.11662 21.02025
## 47 Knowles Curveball 76.34442 2486.566 105.00 -12.20241 -20.71828
## 48 Knowles Four-Seam 90.94395 2473.161 180.00 1.07236 19.56111
## 49 Knowles Slider 82.33450 2329.713 157.50 -5.86398 6.61650
## 50 Knowles Four-Seam 89.11494 2362.606 183.75 3.47150 20.26163
## 51 Knowles Curveball 72.68052 2357.494 108.75 -12.91796 -14.42572
## 52 Knowles Changeup 77.34071 1358.871 168.75 -7.43646 21.25942
## 53 Knowles Four-Seam 88.85382 2238.883 183.75 1.84752 18.27399
## 54 Knowles Slider 82.21123 2257.200 150.00 -7.86217 5.57831
## 55 Knowles Four-Seam 88.87503 2407.303 183.75 2.91571 20.73855
## 56 Knowles Four-Seam 88.18997 2248.737 183.75 1.72571 20.76072
## 57 Knowles Four-Seam 88.38869 2207.809 183.75 3.54736 20.59580
## 58 Knowles Four-Seam 88.59553 2427.584 183.75 3.81673 22.17844
## 59 Knowles Slider 82.18665 2324.079 142.50 -11.00308 4.45595
## 60 Knowles Slider 83.52183 2289.911 165.00 -5.56756 10.94056
## 61 Knowles Curveball 73.68221 2370.108 108.75 -12.28461 -16.01052
## 62 Knowles Slider 81.69499 2390.370 142.50 -7.94752 2.80894
## 63 Knowles Slider 80.66806 2269.576 138.75 -11.00422 2.86689
## 64 Knowles Four-Seam 88.40668 2466.708 183.75 3.89441 21.70950
## 65 Knowles Slider 80.38925 2278.012 157.50 -6.11729 8.24221
## 66 Knowles Slider 82.37911 2288.364 165.00 -5.32008 11.87379
## 67 Knowles Four-Seam 87.39285 2381.463 187.50 5.33425 23.35643
## 68 Knowles Four-Seam 88.87020 2494.998 187.50 5.10855 22.69297
## 69 Knowles Curveball 73.55339 2435.969 105.00 -12.32926 -16.86056
## 70 Knowles Four-Seam 88.69975 2370.844 183.75 3.91429 21.88139Knowles_Bristol <- x %>%
filter(BatterTeam == "BRI_B") %>%
select(Pitcher, AutoPitchType, RelSpeed, SpinRate, Tilt, HorzBreak, InducedVertBreak)
Knowles_Bristol## Pitcher AutoPitchType RelSpeed SpinRate Tilt HorzBreak InducedVertBreak
## 1 Knowles Four-Seam 90.31613 2505.270 15.00 11.63949 23.54135
## 2 Knowles Changeup 78.35996 1623.088 33.75 14.24335 7.46441
## 3 Knowles Changeup 79.95306 1717.956 33.75 16.13103 7.80063
## 4 Knowles Four-Seam 92.02433 2493.847 18.75 12.80536 18.83485
## 5 Knowles Slider 85.56640 2463.001 172.50 -2.59146 10.89930
## 6 Knowles Four-Seam 92.23133 2585.901 191.25 10.91335 25.49549
## 7 Knowles Changeup 79.31084 1629.283 37.50 17.06973 6.71634
## 8 Knowles Curveball 74.66401 2418.141 101.25 -10.45201 -22.17993
## 9 Knowles Changeup 81.32783 1673.066 37.50 18.31710 6.75544
## 10 Knowles Four-Seam 91.51251 2571.415 191.25 10.00524 21.36958
## 11 Knowles Slider 82.84300 2402.313 161.25 -8.19752 10.69091
## 12 Knowles Four-Seam 90.56976 2314.861 15.00 10.69957 21.66403
## 13 Knowles Four-Seam 89.81311 2287.623 191.25 7.39304 21.68560
## 14 Knowles Four-Seam 87.62962 2174.852 191.25 8.20500 21.43253
## 15 Knowles Slider 83.84401 2286.453 157.50 -7.69260 8.15863
## 16 Knowles Slider 81.27411 2238.349 142.50 -9.95788 4.25851
## 17 Knowles Curveball 73.19264 2335.636 108.75 -14.62418 -18.15623
## 18 Knowles Four-Seam 89.97698 2402.005 191.25 8.95441 22.12737
## 19 Knowles Curveball 74.99342 2364.067 108.75 -12.76973 -14.61820
## 20 Knowles Slider 84.27393 2419.087 165.00 -4.85457 9.32886
## 21 Knowles Slider 83.81085 2383.994 168.75 -3.46910 10.79512
## 22 Knowles Slider 83.97911 2359.039 172.50 -3.24043 15.22859
## 23 Knowles Curveball 74.40734 2402.206 105.00 -9.96020 -16.14839
## 24 Knowles Four-Seam 88.51352 2356.006 15.00 10.15532 20.54726
## 25 Knowles Curveball 74.93957 2459.214 101.25 -10.14457 -21.47170
## 26 Knowles Four-Seam 89.65765 2490.355 15.00 10.74764 22.97686
## 27 Knowles Curveball 76.09562 2455.754 101.25 -10.66634 -20.32233
## 28 Knowles Cutter 86.24760 2467.173 168.75 -4.50292 13.72686
## 29 Knowles Four-Seam 89.12210 2405.689 191.25 8.28430 23.20155
## 30 Knowles Slider 84.04975 2496.704 161.25 -6.66067 10.87560
## 31 Knowles Four-Seam 90.84854 2490.437 15.00 9.86115 20.32139
## 32 Knowles Slider 83.36435 2427.829 157.50 -5.28737 6.30193
## 33 Knowles Curveball 74.71110 2402.729 101.25 -10.23024 -19.13225
## 34 Knowles Four-Seam 88.36817 2530.228 191.25 8.57615 20.01281
## 35 Knowles Changeup 77.78527 1563.797 191.25 5.97823 16.29769
## 36 Knowles Four-Seam 90.52230 2541.845 183.75 3.99418 21.86474
## 37 Knowles Changeup 80.03676 1714.411 37.50 17.35284 6.35268
## 38 Knowles Four-Seam 88.86035 2569.235 191.25 10.04390 21.92363
## 39 Knowles Cutter 84.84771 2422.148 180.00 -0.02902 15.62213
## 40 Knowles Curveball 74.39376 2435.083 105.00 -11.11505 -17.13800
## 41 Knowles Curveball 73.56091 2419.912 105.00 -12.69190 -21.00958
## 42 Knowles Slider 84.18201 2492.358 161.25 -7.39205 10.76445
## 43 Knowles Four-Seam 89.71538 2547.447 15.00 9.43414 20.13316
## 44 Knowles Changeup 79.21758 1556.691 30.00 15.09643 9.50607
## 45 Knowles Changeup 79.50582 1751.820 30.00 15.95040 10.72040
## 46 Knowles Slider 85.01748 2473.727 172.50 -3.69772 14.59662
## 47 Knowles Slider 84.90646 2379.465 165.00 -6.64307 11.80233
## 48 Knowles Changeup 78.71948 1742.894 37.50 16.74332 6.86741
## 49 Knowles Sinker 89.79233 2407.263 22.50 14.95698 16.97796
## 50 Knowles Curveball 75.26806 2426.026 105.00 -12.31961 -19.47285
## 51 Knowles Four-Seam 89.56077 2473.451 18.75 13.26091 19.82702
## 52 Knowles Slider 84.46355 2359.815 176.25 -1.11398 8.91158
## 53 Knowles Four-Seam 89.06291 2448.840 187.50 6.74359 24.10328
## 54 Knowles Curveball 75.13269 2383.035 101.25 -10.09378 -19.14525
## 55 Knowles Four-Seam 87.98458 2341.286 18.75 11.89390 16.28347
## 56 Knowles Slider 82.49345 2308.347 168.75 -4.34425 12.24883
## 57 Knowles Four-Seam 88.80396 2475.838 191.25 10.09941 22.16135
## 58 Knowles Curveball 74.04539 2383.649 105.00 -12.60060 -18.72954
## 59 Knowles Slider 83.92942 2355.768 165.00 -4.58933 9.94355
## 60 Knowles Four-Seam 90.29867 2434.508 191.25 10.59796 23.34430
## 61 Knowles Slider 83.16739 2292.604 180.00 0.06421 13.46702
## 62 Knowles Slider 83.80265 2275.836 176.25 -2.63063 16.61934
## 63 Knowles Curveball 72.70400 2291.140 108.75 -14.96009 -18.71241
## 64 Knowles Four-Seam 90.34851 2524.709 191.25 9.60115 23.11718
## 65 Knowles Slider 85.05844 2215.873 161.25 -6.80158 10.87961
## 66 Knowles Changeup 78.27884 1576.908 191.25 7.42209 18.06611
## 67 Knowles Slider 84.48184 2231.427 168.75 -4.51154 12.27953
## 68 Knowles Curveball 74.12062 2421.342 105.00 -13.92784 -20.04111Knowles_Vineyard <- x %>%
filter(BatterTeam == "MAR_VIN") %>%
select(Pitcher, AutoPitchType, RelSpeed, SpinRate, Tilt, HorzBreak, InducedVertBreak)
Knowles_Vineyard## Pitcher AutoPitchType RelSpeed SpinRate Tilt HorzBreak InducedVertBreak
## 1 Knowles Curveball 73.72086 2409.243 105.00 -11.87930 -20.17556
## 2 Knowles Slider 84.74464 2388.097 172.50 -3.07701 10.68001
## 3 Knowles Four-Seam 87.98083 2429.223 15.00 13.41721 23.83993
## 4 Knowles Changeup 79.56898 1304.873 45.00 19.24320 1.50669
## 5 Knowles Curveball 75.98699 2467.629 112.50 -17.63052 -15.90828
## 6 Knowles Four-Seam 90.84795 2509.638 191.25 11.43300 27.18151
## 7 Knowles Changeup 80.13134 1369.633 22.50 14.43229 15.10942
## 8 Knowles Four-Seam 90.83678 2390.987 191.25 10.96835 25.50175
## 9 Knowles Cutter 85.93914 2415.400 168.75 -5.33465 14.88091## 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")## Warning: Removed 4 rows containing missing values (`geom_point()`).