Basic Pitch Stats

Pitcher

Pitch

N

Balls

Strikes

Strike_Percentage

Ball_Percentage

Smink

Changeup

33

12

21

63.64%

36.36%

Smink

Curveball

90

41

49

54.44%

45.56%

Smink

Four-Seam

64

25

39

60.94%

39.06%

Smink

Sinker

103

33

70

67.96%

32.04%

Smink

Slider

15

4

11

73.33%

26.67%

Pitcher

Pitch

N

Balls

Strikes

Velo

Spin Rate

Vert Break

Horizontal Break

Tilt

Strike_Percentage

Ball_Percentage

Smink

Changeup

33

12

21

80.44337

1,777.577

6.6556858

16.799900

36.47727

63.64%

36.36%

Smink

Curveball

90

41

49

76.57450

2,517.090

-5.6520517

-7.431991

113.66667

54.44%

45.56%

Smink

Four-Seam

64

25

39

92.36807

2,224.704

18.3854811

13.611619

35.91797

60.94%

39.06%

Smink

Sinker

103

33

70

91.49725

2,185.885

14.6730582

16.944558

25.66748

67.96%

32.04%

Smink

Slider

15

4

11

78.61497

2,510.999

0.4442353

-6.707609

132.25000

73.33%

26.67%

Smink_Danbury <- x %>%
   filter(BatterTeam == "DAN_WES") %>%
  select(Pitcher, AutoPitchType, RelSpeed, SpinRate, Tilt, HorzBreak, InducedVertBreak)
Smink_Danbury
##     Pitcher AutoPitchType RelSpeed SpinRate   Tilt HorzBreak InducedVertBreak
## 1     Smink        Sinker 90.22977 2075.019  22.50  15.59473         15.65946
## 2     Smink     Four-Seam 92.71928 2211.863  18.75  15.07769         18.34328
## 3     Smink     Curveball 77.69248 2566.725 120.00 -10.12335         -5.18740
## 4     Smink     Curveball 78.88827 2548.131 120.00  -8.38583         -3.34673
## 5     Smink     Four-Seam 91.31011 2184.639  18.75  13.68745         20.80584
## 6     Smink     Curveball 79.85341 2569.864 112.50  -5.72579         -3.97146
## 7     Smink        Slider 80.55777 2592.715 123.75  -8.12142         -1.94925
## 8     Smink     Curveball 77.03995 2627.965 123.75 -13.80044         -3.58327
## 9     Smink     Curveball 78.26963 2578.188 112.50  -6.94359         -5.50902
## 10    Smink        Sinker 90.63985 2223.334  22.50  16.50867         16.11347
## 11    Smink        Sinker 92.11930 2291.038  26.25  15.83914         14.70178
## 12    Smink        Sinker 91.98219 2147.208  22.50  15.56918         17.46603
## 13    Smink        Slider 79.66504 2510.606 127.50  -7.33583         -0.54598
## 14    Smink     Four-Seam 91.62083 2167.770  15.00  10.78780         17.16891
## 15    Smink     Four-Seam 93.04772 2261.824  15.00  11.17981         20.12107
## 16    Smink     Curveball 76.99873 2602.143 116.25 -10.01036         -6.71914
## 17    Smink     Curveball 78.81725 2567.710 123.75  -9.49123         -2.54394
## 18    Smink        Slider 80.76797 2528.784 123.75  -6.60579         -1.92882
## 19    Smink     Four-Seam 94.99107 2334.176  15.00  11.67064         22.77667
## 20    Smink     Four-Seam 94.71735 2332.499  18.75  12.90528         18.90166
## 21    Smink     Four-Seam 94.19690 2228.393 191.25   8.25248         23.19604
## 22    Smink        Slider 80.47922 2492.159 123.75  -8.31166         -2.03114
## 23    Smink     Four-Seam 93.96824 2290.005 187.50   4.99217         21.59348
## 24    Smink     Four-Seam 94.04006 2227.226 187.50   6.79650         22.07111
## 25    Smink     Curveball 78.83067 2553.446 116.25  -5.18441         -2.63142
## 26    Smink     Curveball 80.17954 2538.761 112.50  -6.17323         -4.43603
## 27    Smink     Four-Seam 93.70167 2279.728  22.50  15.57473         14.84237
## 28    Smink     Four-Seam 92.33548 2229.908 191.25   9.65812         22.82667
## 29    Smink        Slider 79.14163 2569.753 142.50  -6.16512          3.52532
## 30    Smink        Slider 80.23668 2634.693 120.00  -5.47579         -1.93382
## 31    Smink     Four-Seam 92.46719 2236.899 191.25  10.20859         22.01096
## 32    Smink     Four-Seam 92.42414 2235.697 191.25   9.96674         22.17442
## 33    Smink      Changeup 78.51701 1763.124  41.25  17.67206          4.70075
## 34    Smink      Changeup 81.14975 1679.340  37.50  15.65150          6.12252
## 35    Smink     Four-Seam 88.60231 2098.147  18.75  13.82398         19.26729
## 36    Smink        Sinker 90.84357 2201.634  26.25  16.66399         13.73335
## 37    Smink        Sinker 91.60594 2295.407  26.25  18.01812         14.14434
## 38    Smink     Four-Seam 91.74884 2284.088  22.50  16.10021         17.30572
## 39    Smink        Slider 79.16907 2514.621 127.50  -5.55044         -0.02720
## 40    Smink        Sinker 91.37003 2230.254  26.25  17.12465         14.25509
## 41    Smink        Sinker 91.32287 2132.191  22.50  15.08623         16.90836
## 42    Smink        Sinker 91.77247 2104.778  22.50  14.69371         14.82123
## 43    Smink     Curveball 74.47487 2538.814 116.25  -9.28036         -6.30697
## 44    Smink     Four-Seam 92.18660 2209.956  22.50  15.13887         17.83052
## 45    Smink     Four-Seam 93.35336 2238.963  15.00  12.65568         20.76076
## 46    Smink        Sinker 90.95967 2148.691  22.50  14.75871         14.17083
## 47    Smink     Curveball 77.10181 2504.771 116.25  -5.35988         -2.95043
## 48    Smink     Four-Seam 90.85694 2229.138  15.00  12.31548         23.50663
## 49    Smink     Four-Seam 91.50718 2109.897  18.75  12.72520         19.35107
## 50    Smink        Sinker 92.01368 2222.280  22.50  16.89450         15.98339
## 51    Smink     Curveball 76.24499 2499.195 108.75  -8.44205         -9.56418
## 52    Smink     Curveball 78.39018 2533.956 127.50  -5.14402         -0.35406
## 53    Smink     Curveball 78.69658 2620.096 120.00  -5.92445         -2.06835
## 54    Smink        Sinker 92.76994 2178.286  26.25  16.58312         14.89682
## 55    Smink     Four-Seam 92.42459 2171.322  18.75  13.37056         18.23753
## 56    Smink     Four-Seam 93.30749 2230.996  22.50  13.81040         16.07910
## 57    Smink     Curveball 77.21001 2547.071 112.50  -7.22138         -6.63351
## 58    Smink        Sinker 90.11668 2090.530  22.50  15.35572         15.54292
## 59    Smink        Sinker 89.70047 2172.277  26.25  18.64497         15.89706
## 60    Smink     Curveball 76.62605 2476.105 105.00  -6.97359         -9.40827
## 61    Smink     Curveball 78.30819 2560.318 101.25  -4.15603         -8.20977
## 62    Smink        Sinker 91.08672 2149.316  26.25  15.36335         14.03493
## 63    Smink        Sinker 90.70316 2151.824  26.25  14.21135         13.48292
## 64    Smink     Four-Seam 90.56862 2135.719  15.00   9.30890         17.17422
## 65    Smink     Curveball 77.88237 2565.153 116.25  -6.47681         -2.77677
## 66    Smink      Changeup 87.84095 1935.267  30.00  17.35588         10.28725
## 67    Smink      Changeup 80.13258 1896.218  45.00  18.75151          2.73173
## 68    Smink      Changeup 80.18378 1791.452  37.50  17.45442          7.17020
## 69    Smink        Sinker 89.89470 2148.731  22.50  18.10655         17.55989
## 70    Smink        Sinker 90.20530 2146.243  22.50  15.04879         16.42190
## 71    Smink        Sinker 89.06214 2119.910  22.50  11.53607         12.92670
## 72    Smink        Sinker 89.77405 2142.540  33.75  15.33835          6.77615
## 73    Smink     Curveball 78.45724 2528.625 108.75  -4.73918         -5.43048
## 74    Smink     Curveball 77.39732 2555.680 123.75  -7.46532         -1.61992
## 75    Smink        Sinker 89.88740 2160.954  30.00  18.65639         11.58650
## 76    Smink     Curveball 76.79970 2486.657 108.75  -7.04563         -6.83941
## 77    Smink      Changeup 78.17005 1775.114  45.00  17.35158          2.54898
## 78    Smink        Sinker 89.55851 2108.559  22.50  14.38768         15.49241
## 79    Smink        Sinker 89.50175 2139.894  30.00  13.95654          8.90394
## 80    Smink     Curveball 77.47186 2511.815 116.25  -3.04134         -0.80280
## 81    Smink     Curveball 77.69390 2529.453 108.75  -5.83252         -7.17363
## 82    Smink     Curveball 78.59565 2513.483 120.00  -5.42567         -1.42595
## 83    Smink        Sinker 90.13473 2115.376  26.25  16.20993         15.39028
## 84    Smink        Sinker 90.58511 2147.847  26.25  17.79123         15.39402
## 85    Smink      Changeup 81.18321 1812.619  45.00  17.44162          2.08752
## 86    Smink      Changeup 80.46919 1712.056  41.25  18.04765          4.83780
## 87    Smink        Sinker 91.56117 2180.664  26.25  17.55930         15.51946
## 88    Smink        Sinker 89.02112 2092.709  33.75  17.74162          8.49961
## 89    Smink      Changeup 80.74789 1847.352  41.25  18.34686          2.62799
## 90    Smink        Slider 76.94165 2499.065 127.50 -10.19012         -0.61331
## 91    Smink     Curveball 77.08260 2517.476 127.50 -11.19095         -0.95394
## 92    Smink        Slider 77.44888 2486.198 127.50 -11.32284         -1.64591
## 93    Smink        Sinker 89.33062 2049.832  22.50  16.96426         16.77095
## 94    Smink     Curveball 76.62875 2605.978 131.25 -13.46111         -1.04642
## 95    Smink        Sinker 92.23286 2167.405  26.25  15.69902         14.92426
## 96    Smink     Four-Seam 90.60869 2205.264  22.50  12.55670         15.34021
## 97    Smink     Curveball 77.06511 2505.177 116.25  -7.68209         -4.58654
## 98    Smink        Sinker 88.75145 2101.723  22.50  15.37465         15.26513
## 99    Smink      Changeup 79.95326 1813.393  37.50  18.24127          6.38252
## 100   Smink     Curveball 77.36227 2539.777 108.75  -6.19607         -7.33516
## 101   Smink        Sinker 90.89234 2245.113  22.50  17.49284         17.81906
## 102   Smink        Sinker 89.89885 2098.787  30.00  18.22698         12.79402
## 103   Smink      Changeup 80.44636 1915.395  48.75  20.71977         -2.40547
## 104   Smink        Sinker 91.80483 2265.764  26.25  19.45135         15.89713
## 105   Smink        Sinker 89.61753 2198.581  22.50  18.18804         17.73631
## 106   Smink     Four-Seam 89.98467 2157.254  18.75  11.60442         16.44643
## 107   Smink     Curveball 77.26920 2522.990 116.25  -5.66457         -2.34740
## 108   Smink     Curveball 76.05236 2437.189 112.50  -4.20492         -2.91177
## 109   Smink     Curveball 78.23004 2462.189 105.00  -4.05339         -4.88485
Smink_OState <- x %>%
   filter(BatterTeam == "OCE_STA6") %>%
  select(Pitcher, AutoPitchType, RelSpeed, SpinRate, Tilt, HorzBreak, InducedVertBreak)
Smink_OState
##    Pitcher AutoPitchType RelSpeed SpinRate   Tilt HorzBreak InducedVertBreak
## 1    Smink        Sinker 91.30952 2154.496  26.25  16.82253         14.75623
## 2    Smink        Sinker 93.16546 2116.155  22.50  14.98780         14.21682
## 3    Smink     Curveball 79.12938 2526.832 112.50  -4.67319         -3.27323
## 4    Smink     Curveball 78.56771 2552.608 105.00  -3.77815         -6.02512
## 5    Smink        Sinker 93.36905 2123.744  22.50  16.00706         16.81599
## 6    Smink        Sinker 92.42994 2193.103  22.50  17.98847         17.34064
## 7    Smink        Sinker 93.01720 2230.658  22.50  16.05576         17.23981
## 8    Smink     Curveball 76.61569 2557.601 105.00 -11.22705        -16.29946
## 9    Smink     Curveball 79.56479 2656.828 108.75  -6.25807         -7.41315
## 10   Smink     Four-Seam 94.20448 2290.225  22.50  14.61328         15.67001
## 11   Smink      Changeup 80.73403 1873.290  41.25  18.02355          3.72457
## 12   Smink        Sinker 94.50164 2223.313  26.25  17.45001         14.11320
## 13   Smink      Changeup 83.04720 1743.186  45.00  12.51245          0.52453
## 14   Smink      Changeup 81.80059 1721.053  37.50  15.14658          4.55575
## 15   Smink        Sinker 92.85328 2151.749  30.00  15.78206         10.14776
## 16   Smink     Four-Seam 93.46017 2236.009  22.50  14.85146         14.79843
## 17   Smink     Curveball 74.84282 2566.970 112.50 -11.10686         -9.64536
## 18   Smink        Sinker 91.64426 2175.419  26.25  16.62009         13.36253
## 19   Smink        Sinker 93.82886 2333.973  26.25  17.61714         12.94690
## 20   Smink        Sinker 92.17052 2259.396  26.25  16.64816         13.91016
## 21   Smink     Four-Seam 91.99344 2095.133  22.50  12.83276         15.63458
## 22   Smink        Sinker 93.30575 2195.674  26.25  17.22643         16.01355
## 23   Smink     Curveball 74.54353 2588.972 108.75 -10.64753        -12.18855
## 24   Smink        Sinker 93.03463 2197.887  30.00  20.49895         13.21922
## 25   Smink     Four-Seam 91.86438 2281.861  18.75  13.64540         17.78682
## 26   Smink     Four-Seam 92.96549 2268.162  22.50  13.22816         15.13650
## 27   Smink     Four-Seam 92.95913 2186.486  22.50  14.22658         14.86599
## 28   Smink        Sinker 92.90622 2199.716  30.00  17.68536         12.51587
## 29   Smink        Sinker 90.22773 2179.568  26.25  22.18273         18.62840
## 30   Smink     Curveball 74.34996 2459.696 112.50  -7.19843         -5.16988
## 31   Smink        Sinker 90.68231 2151.994  30.00  21.28690         12.11867
## 32   Smink      Changeup 79.56077 1684.834  22.50  11.40142         11.45760
## 33   Smink        Sinker 92.05464 2251.755  26.25  16.18465         13.42379
## 34   Smink        Sinker 92.65816 2304.280  26.25  18.16969         16.32580
## 35   Smink     Curveball 73.62344 2433.775 108.75  -9.75910        -10.06406
## 36   Smink      Changeup 80.08221 1802.632  30.00  17.58036         10.13209
## 37   Smink     Four-Seam 92.55850 2273.513  18.75  12.91245         16.85473
## 38   Smink     Curveball 76.37735 2508.982 108.75  -7.86146         -7.91772
## 39   Smink     Curveball 76.37635 2476.054 112.50  -8.09583         -5.65284
## 40   Smink     Four-Seam 91.29593 2198.448  22.50  14.92808         15.42737
## 41   Smink        Sinker 92.23051 2248.853  26.25  17.27273         13.93107
## 42   Smink      Changeup 79.62826 1819.031  33.75  18.44509          7.75957
## 43   Smink     Curveball 76.82428 2502.337 112.50  -7.73977         -6.52953
## 44   Smink      Changeup 79.31896 1720.034  33.75  15.21202          7.05016
## 45   Smink     Curveball 76.25889 2516.072 105.00  -7.52288         -9.95989
## 46   Smink        Sinker 90.59390 2201.998  26.25  16.97599         14.60481
## 47   Smink      Changeup 82.88968 1813.511  41.25  14.10028          4.13378
## 48   Smink     Curveball 77.52564 2517.869 112.50  -8.83272         -7.05520
## 49   Smink        Sinker 91.74619 2339.937  22.50  16.23603         16.68269
## 50   Smink        Sinker 91.08878 2307.407  26.25  17.68733         14.47623
## 51   Smink     Four-Seam 92.65814 2359.961  18.75  13.16658         19.33509
## 52   Smink     Four-Seam 91.64298 2285.210  22.50  13.60611         15.79414
## 53   Smink        Sinker 92.17067 2260.011  30.00  18.33080         11.92804
## 54   Smink        Sinker 92.37161 2374.926  26.25  17.29454         14.47855
## 55   Smink        Sinker 92.39759 2239.260  30.00  18.12509         10.61997
## 56   Smink        Sinker 93.73043 2344.242  26.25  18.21225         14.68107
## 57   Smink        Sinker 92.10335 2298.954  30.00  16.21706          9.26457
## 58   Smink        Sinker 92.38035 2277.984  26.25  17.79040         16.31899
## 59   Smink     Curveball 76.71784 2517.088 116.25  -8.03229         -4.13764
## 60   Smink     Curveball 77.16459 2542.502 108.75  -5.89985         -5.68087
## 61   Smink     Curveball 78.69612 2584.978 123.75  -9.24910         -1.99449
## 62   Smink     Curveball 77.03865 2509.653 116.25  -7.40166         -4.40040
## 63   Smink     Four-Seam 92.37358 2367.292  22.50  16.64989         18.11529
## 64   Smink        Sinker 90.57787 2247.342  30.00  18.16619         12.52768
Smink_UVAL <- x %>%
   filter(BatterTeam == "UPP_VAL", Date == "2023-07-13") %>%
  select(Pitcher, AutoPitchType, RelSpeed, SpinRate, Tilt, HorzBreak, InducedVertBreak)
Smink_UVAL
##    Pitcher AutoPitchType RelSpeed SpinRate   Tilt HorzBreak InducedVertBreak
## 1    Smink        Slider 76.00313 2442.073 138.75  -6.91807          3.16571
## 2    Smink        Sinker 91.14537 2143.955  22.50  17.98804         18.35477
## 3    Smink        Slider 77.25529 2521.235 135.00  -7.09575          2.07835
## 4    Smink        Sinker 92.38725 2100.460  26.25  19.46718         15.75288
## 5    Smink        Sinker 93.53850 2239.023  22.50  17.05154         17.92044
## 6    Smink        Sinker 91.55183 2051.720  22.50  15.89950         15.58717
## 7    Smink     Curveball 75.36363 2484.871 112.50 -10.49390         -9.43898
## 8    Smink     Curveball 77.76096 2604.185 123.75  -7.07315         -1.75752
## 9    Smink     Curveball 77.00293 2544.944 123.75  -6.52241         -1.57941
## 10   Smink        Sinker 93.71723 2167.547  26.25  15.91351         14.98237
## 11   Smink     Curveball 73.13383 2366.617 105.00  -4.74544         -5.52406
## 12   Smink        Sinker 93.71704 2160.631  22.50  17.93820         18.49753
## 13   Smink        Slider 75.91932 2331.111 131.25  -6.44370          1.10701
## 14   Smink     Four-Seam 93.38058 2206.429  22.50  17.29253         20.61328
## 15   Smink     Curveball 77.22717 2508.594 120.00  -6.13083         -2.42658
## 16   Smink     Four-Seam 93.84698 2220.220  18.75  17.78552         21.63978
## 17   Smink     Curveball 75.58154 2466.740 108.75  -5.76091         -4.90733
## 18   Smink        Sinker 91.99519 2126.947  22.50  18.50454         18.79643
## 19   Smink     Curveball 77.20463 2520.103 112.50  -7.91410         -5.71272
## 20   Smink        Sinker 91.29183 2140.378  26.25  17.92395         15.07776
## 21   Smink      Changeup 80.85617 1770.030  33.75  18.96942          8.75540
## 22   Smink     Curveball 76.47831 2509.779 108.75  -4.67744         -4.88933
## 23   Smink     Four-Seam 91.90603 2074.534  18.75  13.75520         20.66403
## 24   Smink      Changeup 78.87084 1691.374  37.50  18.72430          8.15882
## 25   Smink      Changeup 79.36105 1701.269  30.00  16.88572         11.06079
## 26   Smink     Four-Seam 93.47172 2188.966  18.75  15.59820         20.31296
## 27   Smink     Curveball 73.45625 2521.365 108.75  -4.15634         -3.76217
## 28   Smink     Four-Seam 93.38620 2156.247  18.75  16.39028         20.98442
## 29   Smink        Slider 77.66016 2492.878 172.50  -1.09075          6.18489
## 30   Smink        Sinker 91.02449 2082.784  26.25  19.22501         17.49048
## 31   Smink     Four-Seam 93.91067 2203.600  15.00  11.80650         20.60092
## 32   Smink     Curveball 73.75924 2453.788 108.75  -6.74678         -5.98335
## 33   Smink      Changeup 81.01537 1824.948  30.00  17.30273         11.42674
## 34   Smink     Curveball 73.78021 2527.183 108.75  -7.32607         -6.77008
## 35   Smink        Sinker 93.75796 2168.436  22.50  17.86273         16.86965
## 36   Smink      Changeup 80.70582 1765.817  33.75  14.89261          7.03835
## 37   Smink     Curveball 75.22056 2448.607 108.75  -6.15941         -6.32418
## 38   Smink     Curveball 75.43576 2477.036 112.50  -6.13847         -5.25449
## 39   Smink     Four-Seam 91.73610 2189.401  18.75  15.42749         19.28237
## 40   Smink     Four-Seam 92.62527 2224.112  22.50  15.96643         16.80552
## 41   Smink     Four-Seam 93.62728 2208.618  22.50  16.46702         19.84694
## 42   Smink        Slider 78.91920 2577.459 135.00  -3.82721          1.93095
## 43   Smink      Changeup 79.21588 1765.611  33.75  17.25509          7.86548
## 44   Smink     Curveball 75.18696 2527.794 112.50  -5.33721         -3.28386
## 45   Smink        Sinker 92.64829 2223.417  26.25  18.15844         15.92639
## 46   Smink     Curveball 74.97331 2525.689 120.00  -7.55150         -1.64913
## 47   Smink        Sinker 93.39542 2248.479  22.50  17.98013         18.79761
## 48   Smink        Sinker 92.47487 2132.333  26.25  18.25072         14.62843
## 49   Smink      Changeup 80.14079 1695.017  37.50  17.29895          6.43146
## 50   Smink     Curveball 74.16450 2510.579 116.25  -9.10815         -5.53181
## 51   Smink     Curveball 71.57969 2431.369 112.50  -7.94882         -5.42882
## 52   Smink        Sinker 92.51237 2157.975  22.50  20.27454         21.31592
## 53   Smink      Changeup 80.41226 1774.977  30.00  16.87883         10.21564
## 54   Smink     Curveball 74.42369 2500.389 108.75  -5.70335         -5.26579
## 55   Smink      Changeup 79.34647 1796.226  26.25  16.61178         12.53347
## 56   Smink      Changeup 79.49225 1782.566  30.00  19.32533         12.91493
## 57   Smink     Four-Seam 91.77236 2129.302  18.75  14.75706         21.85332
## 58   Smink     Curveball 74.04041 2487.411 123.75 -11.72631         -3.49736
## 59   Smink     Four-Seam 91.64779 2224.516  18.75  19.37044         24.20864
## 60   Smink     Four-Seam 91.07982 2185.304  18.75  17.24654         21.97757
## 61   Smink        Sinker 92.54272 2149.283  22.50  17.41383         16.78048
## 62   Smink     Curveball 75.53011 2503.344 112.50  -6.03020         -4.77051
## 63   Smink     Curveball 76.32251 2483.564 127.50  -4.85028          0.06161
## 64   Smink        Sinker 92.20738 2107.940  26.25  18.37347         14.89595
## 65   Smink     Curveball 75.52748 2509.149 108.75  -7.12414         -7.52745
## Warning: Removed 19 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")