Basic Pitch Stats

Pitcher

Pitch

N

Balls

Strikes

Strike_Percentage

Ball_Percentage

Tucker

Changeup

69

29

40

57.97%

42.03%

Tucker

Curveball

2

0

2

100.00%

0.00%

Tucker

Four-Seam

84

36

48

57.14%

42.86%

Tucker

Sinker

140

46

94

67.14%

32.86%

Tucker

Slider

123

29

94

76.42%

23.58%

Tucker

Splitter

1

1

0

0.00%

100.00%

Pitcher

Pitch

N

Balls

Strikes

Velo

Spin Rate

Vert Break

Horizontal Break

Tilt

Strike_Percentage

Ball_Percentage

Tucker

Changeup

69

29

40

82.70207

1,439.543

7.745267

9.389464

32.11957

57.97%

42.03%

Tucker

Curveball

2

0

2

76.16502

2,236.655

-5.633605

-12.024355

120.00000

100.00%

0.00%

Tucker

Four-Seam

84

36

48

90.05604

2,288.444

16.012796

10.562234

36.87500

57.14%

42.86%

Tucker

Sinker

140

46

94

89.20029

2,208.416

11.596151

15.651698

28.15179

67.14%

32.86%

Tucker

Slider

123

29

94

81.90937

2,192.617

3.908282

-1.730980

138.56707

76.42%

23.58%

Tucker

Splitter

1

1

0

80.17958

1,215.450

7.336500

10.096500

30.00000

0.00%

100.00%

Tucker_Mystic1 <- x %>%
   filter(BatterTeam == "MYS_SCH", Date == "2023-06-07") %>%
  select(Pitcher, AutoPitchType, RelSpeed, SpinRate, Tilt, HorzBreak, InducedVertBreak)
Tucker_Mystic1
##    Pitcher AutoPitchType RelSpeed SpinRate   Tilt HorzBreak InducedVertBreak
## 1   Tucker        Slider 82.86885 2380.397 138.75  -3.59256          2.19717
## 2   Tucker        Sinker 90.06649 2213.244  26.25  14.17875         13.05453
## 3   Tucker     Four-Seam 90.64606 2287.395 191.25   6.41587         17.52501
## 4   Tucker        Sinker 89.20481 2294.997  26.25  15.23591         12.56827
## 5   Tucker      Changeup 81.79504 1353.082  18.75   5.17197          7.49414
## 6   Tucker        Slider 82.35583 2142.696 150.00  -3.42500          3.35473
## 7   Tucker        Slider 81.15887 2230.847 168.75  -1.60894          4.94355
## 8   Tucker        Sinker 88.75319 2204.254  26.25  14.86166         13.07316
## 9   Tucker        Slider 80.55044 2158.891 168.75  -1.77291          5.87859
## 10  Tucker      Changeup 80.86499 1258.088 187.50   1.75114          8.62189
## 11  Tucker      Changeup 82.45754 1358.692  22.50   6.57859          7.56804
## 12  Tucker        Slider 81.48672 2204.251 142.50  -5.57264          2.65343
## 13  Tucker        Sinker 89.64735 2263.413  30.00  14.62993          8.84178
## 14  Tucker        Sinker 88.16708 2232.419  33.75  14.74973          7.87122
## 15  Tucker        Sinker 88.54744 2171.772  26.25  14.23954         13.04205
## 16  Tucker        Sinker 88.62600 2189.973  26.25  15.14446         11.74453
## 17  Tucker      Changeup 87.20041 2194.228  26.25  16.25851         12.90249
## 18  Tucker     Four-Seam 88.06170 2177.369  18.75  13.22453         16.75332
## 19  Tucker        Slider 81.24312 2132.285 172.50  -1.15165          7.05378
## 20  Tucker        Slider 79.87148 2174.482 146.25  -3.87748          2.98441
## 21  Tucker      Changeup 80.58435 1300.752  22.50   1.81004          3.35965
## 22  Tucker        Slider 81.22590 2271.831 138.75  -2.76228          2.09095
## 23  Tucker        Slider 82.40605 2305.028 101.25  -0.99547         -0.81087
## 24  Tucker     Four-Seam 88.90276 2202.260 191.25   6.18052         13.89666
## 25  Tucker        Slider 82.23045 2334.193 135.00  -5.96859          2.11973
## 26  Tucker        Slider 81.31559 2228.593 127.50  -8.51288         -0.10980
## 27  Tucker     Four-Seam 89.35184 2226.537  18.75  12.09288         15.47867
## 28  Tucker        Slider 81.27541 2337.330 142.50  -3.35437          2.20953
Tucker_Bristol <- x %>%
   filter(BatterTeam == "BRI_B") %>%
  select(Pitcher, AutoPitchType, RelSpeed, SpinRate, Tilt, HorzBreak, InducedVertBreak)
Tucker_Bristol
##    Pitcher AutoPitchType RelSpeed SpinRate   Tilt HorzBreak InducedVertBreak
## 1   Tucker     Four-Seam 92.12017 2306.463  18.75  12.74489         17.24643
## 2   Tucker        Slider 83.41268 2273.951  45.00   3.75744          1.76280
## 3   Tucker        Slider 82.76950 2359.046 157.50  -1.24610          2.69984
## 4   Tucker     Four-Seam 91.72357 2357.753  22.50  12.00343         13.75595
## 5   Tucker        Sinker 90.44605 2236.079  30.00  14.88934          9.97091
## 6   Tucker     Four-Seam 93.11527 2425.572  18.75  12.19780         17.80958
## 7   Tucker        Slider 82.99715 2288.006  18.75   1.89244          3.80532
## 8   Tucker        Sinker 90.84240 2373.228  22.50  15.86028         16.06367
## 9   Tucker        Sinker 89.31271 2243.725  26.25  14.58788         13.76662
## 10  Tucker        Sinker 90.47377 2271.880  33.75  18.76036          8.09725
## 11  Tucker        Slider 83.11395 2279.066  22.50   3.53815          4.96134
## 12  Tucker        Slider 83.11937 2424.946 138.75  -2.92406          1.93299
## 13  Tucker        Sinker 89.73292 2224.786  30.00  15.05150         10.67749
## 14  Tucker        Sinker 88.51607 2262.984  33.75  17.57513          8.57437
## 15  Tucker     Four-Seam 92.26211 2363.782  18.75  12.47934         16.54552
## 16  Tucker        Sinker 89.48383 2294.759  26.25  16.71387         14.39548
## 17  Tucker        Sinker 90.88384 2273.226  33.75  18.89674         10.51229
## 18  Tucker     Four-Seam 91.57227 2310.078  18.75   8.83276         14.20375
## 19  Tucker        Slider 83.13768 1940.029 120.00  -3.47795         -0.27717
## 20  Tucker        Slider 82.84207 2363.218  22.50   0.56965          2.25193
## 21  Tucker        Slider 80.34471 2240.716 157.50  -2.71059          4.67925
## 22  Tucker        Slider 81.34425 1520.877 131.25  -1.01583          1.47102
## 23  Tucker        Slider 80.59754 2335.483 123.75  -3.11197          0.21193
## 24  Tucker      Changeup 82.44205 1310.398  37.50   9.03489          4.13315
## 25  Tucker      Changeup 87.22808 2201.596  26.25  15.11351         12.34824
## 26  Tucker     Four-Seam 90.11903 2332.542  22.50  11.16260         12.85513
## 27  Tucker      Changeup 83.28494 1342.013  15.00   4.59788          8.55949
## 28  Tucker      Changeup 82.28186 1425.471  22.50   6.06268          6.93536
## 29  Tucker        Slider 80.95838 2191.763 176.25  -0.48658          5.84965
## 30  Tucker     Four-Seam 90.18686 2272.439  18.75   8.89918         14.39359
## 31  Tucker     Four-Seam 89.09418 2238.487  15.00   8.57705         15.36339
## 32  Tucker        Slider 81.41027 2180.774 165.00  -1.46677          3.62610
## 33  Tucker        Slider 81.33733 2308.292 172.50  -0.41539          2.81047
## 34  Tucker      Changeup 79.93554 1310.796  30.00   6.22146          5.48768
## 35  Tucker        Slider 79.73851 2186.293 153.75  -3.31229          4.40729
## 36  Tucker        Slider 81.13503 2493.955 116.25  -4.10977         -1.62780
## 37  Tucker        Slider 80.85240 2117.578 150.00  -0.69390          1.95996
## 38  Tucker        Slider 81.13865 2256.063 123.75  -6.24713         -1.13902
## 39  Tucker     Four-Seam 88.23364 2326.990  15.00   7.69603         13.25280
## 40  Tucker        Slider 82.42435 2303.202 153.75  -2.00473          3.03169
## 41  Tucker        Sinker 89.58264 2312.506  33.75  14.05583          6.96319
## 42  Tucker     Four-Seam 89.29722 2336.166 191.25   5.56248         13.05288
## 43  Tucker      Changeup 81.72174 1274.082  33.75   8.78985          5.00162
## 44  Tucker        Sinker 88.18874 2282.939  30.00  17.40804         11.15351
## 45  Tucker        Slider 80.44920 2255.319 161.25  -3.49847          6.54453
## 46  Tucker        Sinker 88.54117 2240.599  26.25  14.62639         12.08489
## 47  Tucker        Sinker 88.30638 2203.921  26.25  14.54631         11.51646
## 48  Tucker        Slider 82.65444 2286.048 127.50  -3.58260          0.29260
## 49  Tucker        Slider 82.34496 2277.675 135.00  -4.85922          1.72634
## 50  Tucker        Slider 83.07686 2902.593 135.00  -2.49095          1.77717
## 51  Tucker        Sinker 88.30275 2303.536  33.75  18.59907          8.22957
## 52  Tucker        Sinker 86.84763 2196.294  30.00  14.11477          9.64095
## 53  Tucker        Sinker 88.85337 2251.613  30.00  17.22784         11.15556
## 54  Tucker     Four-Seam 88.31222 2306.599  15.00   9.54213         16.53619
## 55  Tucker        Sinker 89.57731 2251.474  33.75  16.22351          7.92040
## 56  Tucker        Sinker 88.67902 2191.423  30.00  14.45796          8.88894
## 57  Tucker        Slider 82.11404 1721.070 153.75  -3.38295          4.02087
## 58  Tucker        Slider 80.41601 2265.686 161.25  -1.42362          3.60461
## 59  Tucker        Slider 81.30574 2272.395 157.50  -3.82969          5.58898
## 60  Tucker      Changeup 81.46779 1424.290  22.50   6.57847          7.25638
## 61  Tucker      Changeup 83.36959 1382.684  30.00   4.83725          4.11725
## 62  Tucker        Slider 82.57001 2287.744 150.00  -4.08158          3.34193
## 63  Tucker        Sinker 87.09524 2178.221  33.75  17.17816          7.63626
## 64  Tucker      Changeup 81.22168 1328.481  22.50   8.93134          9.48815
## 65  Tucker      Changeup 86.58971 2180.004  33.75  16.24761          7.22095
## 66  Tucker     Four-Seam 88.77354 2209.548  15.00   8.88063         16.71454
## 67  Tucker        Sinker 88.30964 2206.911  30.00  16.97485         11.14981
## 68  Tucker        Sinker 88.68690 2259.771  33.75  20.43867          8.80650
Tucker_SanfordG1 <- x %>%
   filter(BatterTeam == "SAN_MAI", Date == "2023-06-19") %>%
  select(Pitcher, AutoPitchType, RelSpeed, SpinRate, Tilt, HorzBreak, InducedVertBreak)
Tucker_SanfordG1
##    Pitcher AutoPitchType RelSpeed SpinRate   Tilt HorzBreak InducedVertBreak
## 1   Tucker     Four-Seam 91.96539 2350.166  18.75  14.07083         18.66635
## 2   Tucker        Sinker 90.65268 2251.120  33.75  20.18159          8.41469
## 3   Tucker        Sinker 89.75277 2226.696  26.25  16.38804         14.62576
## 4   Tucker     Four-Seam 93.11592 2205.753  22.50  15.59473         17.41395
## 5   Tucker        Sinker 91.60723 2336.292  33.75  19.15096          9.91630
## 6   Tucker      Changeup 82.50714 1405.727  26.25  10.56528         10.03949
## 7   Tucker        Sinker 91.66691 2285.018  37.50  19.29308          7.08315
## 8   Tucker     Four-Seam 92.69166 2294.808  18.75  13.01379         19.38285
## 9   Tucker        Slider 83.70983 2266.361 187.50   0.94413          5.21595
## 10  Tucker        Slider 86.00693 2200.367  18.75   2.74610          5.18701
## 11  Tucker        Sinker 91.40725 2395.888  22.50  15.27532         15.16229
## 12  Tucker        Sinker 89.68806 2251.597  30.00  18.92241         11.28753
## 13  Tucker        Sinker 89.55026 2210.162  30.00  17.53544         10.34197
## 14  Tucker        Slider 82.42721 2244.914 183.75   0.36106          5.59662
## 15  Tucker     Four-Seam 89.49889 2312.162  18.75   9.92823         15.60410
## 16  Tucker        Sinker 89.25552    0.000  37.50  19.77659          6.46646
## 17  Tucker        Sinker 89.51707 2195.539  30.00  16.89804          9.57304
## 18  Tucker        Sinker 90.82075 2262.238  30.00  18.03899         10.40823
## 19  Tucker        Sinker 88.71368 2279.940  30.00  18.52029         13.00615
## 20  Tucker        Sinker 90.79641 2209.901  33.75  19.95517          9.54107
## 21  Tucker        Sinker 89.44714 2161.545  22.50  14.06505         14.39477
## 22  Tucker        Sinker 87.88871 2141.342  33.75  16.01469          8.98095
## 23  Tucker        Slider 83.66001 2230.670 187.50   1.10906          5.07551
## 24  Tucker     Four-Seam 91.72115 2321.457  18.75  12.21016         18.19245
## 25  Tucker        Sinker 91.42203 2249.761  30.00  16.67973          9.88359
## 26  Tucker     Four-Seam 91.29860 2225.343  15.00  10.55938         18.06922
## 27  Tucker        Sinker 87.11859 2173.815  26.25  15.65473         14.29119
## 28  Tucker        Sinker 88.39864 2157.121  26.25  16.54682         13.41792
## 29  Tucker      Changeup 80.71945 1362.676  33.75  12.57339          7.39067
## 30  Tucker      Changeup 81.41603 1341.594  26.25   9.30619          7.96126
## 31  Tucker        Sinker 89.11876 2265.376  33.75  19.29355          8.63611
## 32  Tucker        Sinker 89.71855 2247.637  30.00  16.22839         11.29445
## 33  Tucker      Changeup 80.62563 1230.837  26.25   8.65331          8.87638
## 34  Tucker      Changeup 81.62212 1280.511  26.25   6.45902          6.65481
## 35  Tucker      Changeup 81.90778 1296.050  30.00  11.06394          8.38851
## 36  Tucker        Slider 83.29160 2251.987 165.00  -3.56610          6.81992
## 37  Tucker        Slider 82.55173 2237.785 168.75  -1.82599          5.27382
## 38  Tucker     Four-Seam 89.41477 2228.645  15.00   7.89351         14.62713
## 39  Tucker        Slider 82.89595 2200.568 187.50   0.90055          5.31256
## 40  Tucker      Changeup 82.45882 1347.066  37.50  12.17678          4.61071
## 41  Tucker        Sinker 88.90436 2164.336  26.25  16.78170         13.21205
## 42  Tucker        Slider 81.05481 2225.328 157.50  -1.83106          3.22721
## 43  Tucker        Slider 83.57306 2248.506 187.50   0.71835          4.02575
## 44  Tucker        Sinker 88.59804 2268.396  22.50  15.13182         15.68084
## 45  Tucker      Changeup 82.10433 1309.980  15.00   3.04725          7.42839
## 46  Tucker        Slider 80.76153 2201.811 142.50  -8.93343          3.00496
## 47  Tucker        Sinker 89.52360 2206.233  30.00  17.07458         10.55276
## 48  Tucker        Sinker 85.98705 2152.188  30.00  17.40777         10.15564
## 49  Tucker        Sinker 86.12262 2147.194  41.25  20.11808          4.74008
## 50  Tucker      Changeup 81.03874 1272.370  26.25   7.99760          6.64390
## 51  Tucker        Sinker 87.92501 2199.661  30.00  18.36749         11.16560
## 52  Tucker        Slider 83.27076 2174.129  15.00   3.91040          8.60477
## 53  Tucker        Slider 82.15919 2162.723 176.25  -0.56169          7.41485
Tucker_SanfordG2 <- x %>%
   filter(BatterTeam == "SAN_MAI", Date == "2023-06-25") %>%
  select(Pitcher, AutoPitchType, RelSpeed, SpinRate, Tilt, HorzBreak, InducedVertBreak)
Tucker_SanfordG2
##    Pitcher AutoPitchType RelSpeed SpinRate   Tilt HorzBreak InducedVertBreak
## 1   Tucker     Four-Seam 92.13710 2356.014  18.75  13.63072         19.71517
## 2   Tucker        Sinker 91.01783 2371.404  22.50  15.68776         16.18379
## 3   Tucker     Four-Seam 92.17204 2427.535  18.75  12.08225         17.07615
## 4   Tucker     Four-Seam 91.37222 2306.611  22.50  12.66922         15.39375
## 5   Tucker     Four-Seam 91.10712 2280.997  18.75  12.76997         18.11820
## 6   Tucker      Changeup 81.98455 1383.581  22.50   6.99374          8.00292
## 7   Tucker     Four-Seam 90.58126 2333.209  22.50  13.83087         16.60871
## 8   Tucker        Sinker 88.62626 2311.070  30.00  13.79583          9.43166
## 9   Tucker        Sinker 89.72019 2231.293  30.00  17.35454         10.82111
## 10  Tucker        Slider 81.36493 2190.759 146.25  -4.75988          3.25843
## 11  Tucker        Slider 82.50689 2378.588 127.50  -6.52217         -0.26539
## 12  Tucker        Sinker 88.14917 2317.000  22.50  13.03217         13.89564
## 13  Tucker        Sinker 88.15688 2296.141  30.00  13.94532          8.63776
## 14  Tucker        Sinker 87.65800 2341.360  26.25  14.10020         12.68788
## 15  Tucker        Sinker 91.17216 2308.181  26.25  15.75056         12.61327
## 16  Tucker        Slider 82.57568 2218.746 112.50  -2.47351         -1.12768
## 17  Tucker        Slider 82.06892 2347.003 123.75  -4.32347         -0.32071
## 18  Tucker        Slider 81.91306 2365.097 150.00  -4.35839          4.23717
## 19  Tucker        Sinker 89.13975 2312.105  30.00  14.69276          9.71993
## 20  Tucker     Four-Seam 89.98487 2335.375  15.00   7.64288         15.97221
## 21  Tucker     Four-Seam 89.77158 2360.555  15.00   9.87308         16.38434
## 22  Tucker      Changeup 82.01716 1323.572  26.25   8.36941          7.30418
## 23  Tucker        Sinker 88.51469 2268.012  22.50  12.94509         13.35036
## 24  Tucker        Sinker 88.29946 2281.395  22.50  13.58139         15.24780
## 25  Tucker        Sinker 88.77097 2256.793  37.50  19.01170          6.95496
## 26  Tucker        Sinker 89.00212 2308.855  26.25  15.75662         12.66438
## 27  Tucker      Changeup 81.23529 1340.686  22.50   6.87709          8.65453
## 28  Tucker     Four-Seam 89.52502 2319.983  18.75  10.92469         16.64607
## 29  Tucker      Changeup 82.65993 1408.987  15.00   6.16256         11.45654
## 30  Tucker        Sinker 88.48441 2202.366  30.00  16.29017         12.00989
## 31  Tucker        Sinker 88.24091 2226.719  30.00  16.53249         11.24934
## 32  Tucker        Sinker 87.56031 2192.524  30.00  16.61580         11.24186
## 33  Tucker        Slider 80.43301 2208.887 153.75  -5.32071          5.29670
## 34  Tucker        Slider 82.03187 2227.722 183.75   0.97752          6.65189
## 35  Tucker      Changeup 86.99109 2126.082  22.50  13.31068         14.30068
## 36  Tucker        Slider 81.64867 2172.779 172.50  -0.85614          4.39823
## 37  Tucker        Slider 80.70699 2256.874 142.50  -5.54886          3.16677
## 38  Tucker        Sinker 89.26198 2273.146  26.25  16.06143         15.28253
## 39  Tucker      Changeup 82.29956 1370.375  26.25  12.73241         11.21729
## 40  Tucker      Changeup 81.73629 1359.641  22.50   9.01280          9.46430
## 41  Tucker        Slider 81.53409 2297.290 123.75  -3.94705         -0.00406
## 42  Tucker        Slider 80.84332 2378.243 135.00  -3.17272          1.32492
## 43  Tucker     Four-Seam 89.97973 2198.187  15.00   8.31146         14.39831
## 44  Tucker     Four-Seam 88.63893 2304.376  22.50  11.21288         12.44245
## 45  Tucker        Slider 81.55845 2191.035  97.50  -0.67740         -0.83681
## 46  Tucker      Changeup 87.56753 2330.695  30.00  17.46351         10.11599
## 47  Tucker        Slider 80.85543 2305.161 165.00  -2.22453          5.12827
## 48  Tucker        Slider 80.88435 2236.091 138.75  -3.30524          2.04642
## 49  Tucker        Sinker 88.28594 2320.870  22.50  13.59272         14.58729
## 50  Tucker        Slider 80.39309 1183.625 135.00  -3.63303          1.45732
## 51  Tucker        Sinker 88.67944 2257.183  26.25  15.14686         12.23056
## 52  Tucker        Sinker 90.23223 2363.316  22.50  14.99395         16.08891
## 53  Tucker        Slider 81.57899 2373.062 161.25  -3.31457          6.00449
## 54  Tucker      Changeup 81.58665 1434.293  18.75   7.07197          9.51071
## 55  Tucker      Changeup 81.83286 1263.089  26.25   6.00134          6.64410
## 56  Tucker        Sinker 88.72566 2242.952  30.00  15.19367         10.45985
## 57  Tucker        Slider 81.40664 2146.351 187.50   1.10847          6.20552
## 58  Tucker        Sinker 89.99200 2323.132  30.00  15.99635         10.21831
## 59  Tucker        Slider 81.04821 2346.919 142.50  -4.80784          3.02402
## 60  Tucker        Sinker 88.58375 2248.071  33.75  15.87489          7.62622
## 61  Tucker        Slider 82.18536 2320.805 150.00  -3.72599          3.48142
## 62  Tucker        Sinker 88.00333 1925.129  22.50  11.90552         14.37426
## 63  Tucker        Sinker 90.63082 1920.116  26.25  14.18489         11.46737
## 64  Tucker      Changeup 88.67385 1826.661  30.00  11.64587          8.57764
## 65  Tucker     Curveball 71.88531 2159.658 120.00 -17.28753         -9.13516
## 66  Tucker      Changeup 87.86942 1816.282  33.75  16.07497          7.90016
## 67  Tucker        Sinker 89.83562 1799.144  30.00  11.00449          7.85713
Tucker_Keene <- x %>%
   filter(BatterTeam == "KEE_SWA", Date == "2023-07-01") %>%
  select(Pitcher, AutoPitchType, RelSpeed, SpinRate, Tilt, HorzBreak, InducedVertBreak)
Tucker_Keene
##    Pitcher AutoPitchType RelSpeed SpinRate   Tilt HorzBreak InducedVertBreak
## 1   Tucker        Sinker 91.57768 2279.210  26.25  15.37824         13.91934
## 2   Tucker     Four-Seam 91.74659 2351.195  18.75  12.25154         17.13241
## 3   Tucker      Changeup 81.63570 1425.315  22.50  10.67693         12.35091
## 4   Tucker      Changeup 82.12143 1453.075  22.50   9.47158         10.42623
## 5   Tucker     Four-Seam 93.76479 2376.809  18.75  13.38516         18.24462
## 6   Tucker        Sinker 90.89859 2256.017  22.50  15.50505         15.56926
## 7   Tucker        Sinker 90.46532 2242.499  22.50  16.82733         16.50316
## 8   Tucker        Sinker 91.11674 2285.894  22.50  15.79166         14.90678
## 9   Tucker     Four-Seam 90.07539 2281.034  18.75  13.31394         16.38202
## 10  Tucker      Changeup 80.93758 1414.824  33.75  10.14351          5.77500
## 11  Tucker      Changeup 81.21557 1285.378  30.00   8.00296          5.93433
## 12  Tucker      Changeup 81.24344 1342.392  33.75  12.46048          5.40240
## 13  Tucker        Slider 82.35779 2097.611 176.25  -0.73358          7.87544
## 14  Tucker      Changeup 82.94309 1421.209  26.25  10.85087          8.92252
## 15  Tucker        Sinker 91.86969 2320.839  22.50  17.45513         18.60044
## 16  Tucker        Slider 83.86087 2329.711 191.25   3.46941          8.12725
## 17  Tucker        Slider 82.72217 2202.739 180.00   0.00823         10.23028
## 18  Tucker     Four-Seam 89.99334 2317.368  18.75  11.83867         14.49965
## 19  Tucker        Slider 81.94402 2178.467  22.50   3.88484          5.08496
## 20  Tucker     Four-Seam 89.85372 2238.926  18.75  11.09564         15.60706
## 21  Tucker        Sinker 89.31750 2188.857  26.25  14.74162         10.91028
## 22  Tucker     Four-Seam 90.13933 2311.840  22.50  13.87977         15.90217
## 23  Tucker        Sinker 89.57188 2273.704  22.50  15.93265         15.30792
## 24  Tucker        Sinker 90.32070 2324.777  26.25  17.37371         12.80072
## 25  Tucker     Four-Seam 89.50198 2247.885  18.75  14.29123         17.87859
## 26  Tucker        Sinker 91.43933 2344.308  26.25  14.95454         12.28327
## 27  Tucker      Changeup 81.29026 1303.124  33.75   9.08087          5.63363
## 28  Tucker      Changeup 82.32189 1456.735 191.25   3.19036          7.78713
## 29  Tucker        Slider 81.87066 2262.312 157.50  -2.45516          4.00110
## 30  Tucker     Four-Seam 92.36321 2286.722  22.50  10.09693         11.31564
## 31  Tucker      Changeup 82.19233 1337.282  15.00   4.37437          9.40859
## 32  Tucker        Sinker 90.68784 2326.894  26.25  11.25138          9.34044
## 33  Tucker        Sinker 90.67931 2252.247  30.00  17.10749         10.33489
## 34  Tucker     Four-Seam 90.55252 2283.266  22.50  13.63024         16.23682
## 35  Tucker     Four-Seam 90.66763 2312.276  18.75  12.20142         18.54056
## 36  Tucker        Sinker 90.32786 2245.995  22.50  15.40804         16.74690
## 37  Tucker        Sinker 90.59893 2286.667  22.50  15.57509         16.69820
## 38  Tucker        Slider 82.58609 2112.714 187.50   2.15252          7.88252
## 39  Tucker     Four-Seam 88.22112 2192.514  22.50  13.00013         15.41430
## 40  Tucker        Slider 81.44484 2211.459 187.50   0.68854          4.11067
## 41  Tucker        Sinker 87.09255 2154.229  30.00  18.24682         13.08808
## 42  Tucker      Splitter 80.17958 1215.450  30.00  10.09650          7.33650
## 43  Tucker        Sinker 87.20713 2162.798  22.50  13.43410         13.42406
## 44  Tucker        Sinker 88.67169 2214.595  22.50  15.19855         15.21359
## 45  Tucker        Sinker 88.69357 2205.258  26.25  15.39371         12.97516
## 46  Tucker        Sinker 88.85941 2234.979  30.00  17.00639         10.64193
## 47  Tucker        Slider 82.71302 2140.775 183.75   0.83221          7.38359
## 48  Tucker        Sinker 88.12188 2165.271  30.00  16.20698          9.58552
## 49  Tucker     Four-Seam 88.94789 2271.255  18.75  12.12355         15.91568
## 50  Tucker     Four-Seam 89.01542 2285.320  18.75  11.48875         14.89954
## 51  Tucker     Four-Seam 89.12918 2267.761  22.50  12.21410         14.87706
## 52  Tucker        Slider 82.32319 2242.502  45.00   2.55606          1.30260
## 53  Tucker      Changeup 81.64654 1371.899  26.25   8.03886          7.72091
## 54  Tucker        Slider 80.65931 2203.254 161.25  -1.68500          3.74803
## 55  Tucker      Changeup 82.38087 1397.787  26.25  11.32938         10.28961
## 56  Tucker     Four-Seam 90.12986 2264.571  18.75  12.77705         16.19942
## 57  Tucker        Sinker 88.86907 2236.535  26.25  14.54552         13.49461
## 58  Tucker        Slider 82.38827 2071.254 191.25   2.24788          6.44768
## 59  Tucker      Changeup 79.34731 1292.374  33.75   9.49398          5.25256
## 60  Tucker        Sinker 87.61180 2171.011  30.00  15.22170         10.95508
## 61  Tucker        Sinker 88.84801 2234.491  33.75  14.44981          6.97752
## 62  Tucker      Changeup 81.69997 1282.046  26.25  12.36221         10.07894
## 63  Tucker        Slider 82.21828 2227.178  15.00   3.33016          6.72666
## 64  Tucker        Sinker 89.62440 2325.011  26.25  15.72150         13.93765
## 65  Tucker        Slider 82.24416 2265.113 172.50  -1.80642          8.81800
## 66  Tucker        Sinker 88.61702 2233.624  33.75  16.97001          7.30174
## 67  Tucker        Sinker 88.41032 2246.015  22.50  14.79143         15.36076
## 68  Tucker        Sinker 89.74619 2361.784  26.25  14.87123         13.60394
## 69  Tucker     Four-Seam 90.26596 2360.794  18.75  12.04953         16.30292
## 70  Tucker      Changeup 81.47419 1307.965  22.50   8.09422          8.24449
## 71  Tucker     Four-Seam 88.92463 2264.517  18.75  10.75119         15.83300
Tucker_Mystic2 <- x %>%
   filter(BatterTeam == "MYS_SCH", Date == "2023-07-15") %>%
  select(Pitcher, AutoPitchType, RelSpeed, SpinRate, Tilt, HorzBreak, InducedVertBreak)
Tucker_Mystic2
##    Pitcher AutoPitchType RelSpeed SpinRate   Tilt HorzBreak InducedVertBreak
## 1   Tucker        Sinker 91.68675 2305.144  22.50  17.94678         17.63887
## 2   Tucker     Four-Seam 91.34642 2310.266  22.50  13.75587         16.02544
## 3   Tucker     Four-Seam 90.97113 2309.307  18.75  13.76965         17.52733
## 4   Tucker        Slider 83.18113 2256.770 191.25   1.97638          5.81091
## 5   Tucker        Slider 83.91084 2273.936 150.00  -5.45520          4.36540
## 6   Tucker     Four-Seam 91.39243 2301.867  18.75  12.52725         19.87812
## 7   Tucker        Sinker 91.48760 2363.214  22.50  14.14635         14.34682
## 8   Tucker        Sinker 90.58100 2255.644  26.25  16.81158         14.13324
## 9   Tucker     Four-Seam 90.13596 2365.525  22.50  13.01072         15.69158
## 10  Tucker      Changeup 83.15688 1333.312  26.25   6.98044          6.50886
## 11  Tucker      Changeup 82.94134 1321.417  26.25   5.51465          5.00248
## 12  Tucker        Slider 82.68941 2228.624  15.00   1.92354          4.69953
## 13  Tucker        Sinker 91.09620 2303.562  22.50  16.64847         17.28446
## 14  Tucker        Sinker 89.79334 2200.503  22.50  12.52847         13.12087
## 15  Tucker      Changeup 82.05189 1256.963  30.00  12.26091          7.68430
## 16  Tucker        Sinker 89.27434 2266.663  26.25  16.78351         13.60776
## 17  Tucker        Slider 83.31774 2223.447  18.75   0.85980          2.48311
## 18  Tucker        Sinker 90.18597 2276.730  22.50  15.08213         15.30835
## 19  Tucker        Slider 83.40371 2196.576  22.50   3.82323          4.46130
## 20  Tucker     Four-Seam 87.01799 2281.118 191.25   6.31268         14.89611
## 21  Tucker        Sinker 88.52797 2140.456  30.00  14.58206         10.30434
## 22  Tucker        Sinker 87.66391 2104.481  26.25  12.06280         11.59898
## 23  Tucker        Slider 82.69577 2170.236 157.50  -1.60268          3.25063
## 24  Tucker        Slider 80.78406 2196.545 146.25  -6.14658          3.54303
## 25  Tucker     Four-Seam 89.17173 2358.145  18.75  11.61036         16.55733
## 26  Tucker        Slider 80.78491 2224.531 142.50  -4.77866          2.53213
## 27  Tucker     Four-Seam 89.17616 2324.940  15.00   7.14138         14.92233
## 28  Tucker     Four-Seam 87.12094 2148.538 191.25   5.11370         13.88898
## 29  Tucker        Sinker 88.13906 2156.308  37.50  18.17418          6.96650
## 30  Tucker      Changeup 81.76637 1374.934  30.00   7.14630          5.30024
## 31  Tucker        Sinker 88.27527 2163.720  30.00  15.10769         10.34536
## 32  Tucker      Changeup 83.28317 1368.252  37.50  16.03965          4.78803
## 33  Tucker        Sinker 90.05284 2091.419  22.50  13.51725         14.19150
## 34  Tucker      Changeup 82.17143 1246.031  30.00   7.89398          5.80768
## 35  Tucker      Changeup 82.32599 1337.070  30.00  13.45331          8.55075
## 36  Tucker      Changeup 82.91647 1434.742  22.50   4.98028          6.26402
## 37  Tucker     Four-Seam 88.76886 2356.895  15.00   9.00197         16.12773
## 38  Tucker      Changeup 83.57447 1418.782  26.25   9.05351          7.94347
## 39  Tucker        Sinker 89.33234 2164.562  33.75  15.70461          8.97225
## 40  Tucker      Changeup 84.80215 1342.105  33.75   9.57941          5.61807
## 41  Tucker        Slider 81.91237 2162.646 180.00   0.13165          4.37591
## 42  Tucker      Changeup 83.62875 1320.476  41.25   6.32571          2.23606
## 43  Tucker     Four-Seam 86.91596 2219.598  22.50  12.27379         13.08249
## 44  Tucker     Four-Seam 88.28661 2241.095  18.75   8.38197         12.93733
## 45  Tucker        Sinker 88.05427 2117.750  30.00  12.41847          8.45697
## 46  Tucker     Four-Seam 87.77744 2109.816  15.00   7.94536         14.02977
## 47  Tucker        Sinker 88.12159 1999.535  22.50  10.09441         11.22697
## 48  Tucker        Slider 80.18526 2026.916  15.00   2.27071          4.82961
## 49  Tucker     Four-Seam 88.45347 2260.813  18.75   9.69831         12.11965
## 50  Tucker        Sinker 88.66571 2103.651  22.50  13.53154         13.04749
## 51  Tucker      Changeup 82.03219 1404.134  41.25  12.42174          3.73874
## 52  Tucker        Sinker 88.04660 2152.539  26.25  13.95552         12.74914
## 53  Tucker        Slider 81.77504 2100.268 187.50   0.85291          4.06288
## 54  Tucker      Changeup 82.95176 1358.113  33.75  10.50028          5.97906
## 55  Tucker     Four-Seam 89.32359 2299.492  18.75   8.41233         12.39418
## 56  Tucker     Four-Seam 89.99073 2247.711  15.00   9.99107         17.48032
## 57  Tucker        Slider 81.37382 2071.656 176.25  -0.39654          4.48575
## 58  Tucker        Sinker 88.63304 2107.690  22.50   9.70028         11.05603
## 59  Tucker        Sinker 88.06754 2180.900  37.50  18.52678          6.74457
## 60  Tucker        Sinker 87.29028 2114.949  26.25  13.91737         12.10540
## 61  Tucker     Four-Seam 88.17058 2187.334  15.00  10.01099         16.87115
## 62  Tucker        Sinker 86.88920 2160.449  26.25  12.28812         10.07382
## 63  Tucker        Slider 82.37340 2156.547  22.50   3.36197          4.49508
## 64  Tucker        Slider 81.40307 2028.573 161.25  -4.14044          7.41150
## 65  Tucker     Four-Seam 88.26587 2232.045  15.00   8.66508         15.63509
## 66  Tucker        Sinker 88.14220 2248.403  33.75  16.23544          8.79162
Tuck_UVAL <- x %>%
   filter(BatterTeam == "UPP_VAL", Date == "2023-07-24") %>%
  select(Pitcher, AutoPitchType, RelSpeed, SpinRate, Tilt, HorzBreak, InducedVertBreak)
Tuck_UVAL
##   Pitcher AutoPitchType RelSpeed SpinRate   Tilt HorzBreak InducedVertBreak
## 1  Tucker        Slider 80.17986 2087.251 138.75  -8.25284          2.36165
## 2  Tucker        Slider 80.64962 2129.407 146.25  -4.62815          3.43244
## 3  Tucker        Slider 81.30896 1267.487 176.25  -0.93142          6.27638
## 4  Tucker        Sinker 89.15980 2207.214  26.25  14.75269         11.16083
## 5  Tucker        Sinker 89.60978 2066.282  22.50  10.54083         11.97753
## 6  Tucker        Sinker 88.89332 2014.354  26.25  13.57013         11.78111
## 7  Tucker        Sinker 89.90665 2079.067  22.50  13.15442         13.86328
## 8  Tucker        Sinker 89.47711 2057.255  22.50  11.74347         12.04709
## 9  Tucker        Slider 80.89451 2153.444 180.00   0.12906          4.79996
## Warning: Removed 23 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)