Basic Pitch Stats

Pitcher

Pitch

N

Balls

Strikes

Strike_Percentage

Ball_Percentage

Hoffacker

Changeup

1

1

0

0.00%

100.00%

Hoffacker

Curveball

69

36

33

47.83%

52.17%

Hoffacker

Cutter

28

9

19

67.86%

32.14%

Hoffacker

Four-Seam

56

28

28

50.00%

50.00%

Hoffacker

Sinker

48

23

25

52.08%

47.92%

Hoffacker

Slider

19

6

13

68.42%

31.58%

Pitcher

Pitch

N

Balls

Strikes

Velo

Spin Rate

Vert Break

Horizontal Break

Tilt

Strike_Percentage

Ball_Percentage

Hoffacker

Changeup

1

1

0

84.64991

2,092.966

17.000720

13.33426000

18.75000

0.00%

100.00%

Hoffacker

Curveball

69

36

33

78.58272

2,029.179

-6.755689

-11.67191116

117.11957

47.83%

52.17%

Hoffacker

Cutter

28

9

19

88.59978

2,222.597

9.495531

3.20468393

138.88393

67.86%

32.14%

Hoffacker

Four-Seam

56

28

28

89.11924

2,252.579

12.527442

6.56735286

72.79018

50.00%

50.00%

Hoffacker

Sinker

48

23

25

89.08257

2,199.541

8.920815

12.48153354

29.45312

52.08%

47.92%

Hoffacker

Slider

19

6

13

86.56041

2,151.507

4.514553

0.05741526

101.05263

68.42%

31.58%

Hoffacker_Bristol1 <- x %>%
   filter(BatterTeam == "BRI_B", Date == "2023-06-12") %>%
  select(Pitcher, AutoPitchType, RelSpeed, SpinRate, Tilt, HorzBreak, InducedVertBreak)
Hoffacker_Bristol1
##      Pitcher AutoPitchType RelSpeed SpinRate   Tilt HorzBreak InducedVertBreak
## 1  Hoffacker        Sinker 89.82082 2208.216  30.00  12.93465          7.90178
## 2  Hoffacker        Cutter 89.77172 2211.183 183.75   1.43291         10.47993
## 3  Hoffacker     Four-Seam 88.07119 2128.628  26.25   7.65638          6.71394
## 4  Hoffacker     Four-Seam 89.40554 2198.402 191.25   5.72382         14.56792
## 5  Hoffacker        Sinker 89.29882 2138.599  30.00  11.12749          7.75556
## 6  Hoffacker        Sinker 90.39306 2303.675  26.25  12.15520         11.04347
## 7  Hoffacker     Curveball 79.51228 2013.529 127.50 -11.35615         -2.01299
## 8  Hoffacker     Curveball 79.14152 2049.958 123.75 -11.24595         -3.99693
## 9  Hoffacker     Four-Seam 89.69349 2343.501  15.00   7.30386         13.15847
## 10 Hoffacker        Sinker 87.81684 2124.162  26.25  10.06107          8.80056
## 11 Hoffacker     Four-Seam 90.81042 2297.218  22.50  12.16654         12.56064
## 12 Hoffacker        Sinker 89.66111 2288.690  26.25  14.61265         13.22457
## 13 Hoffacker        Sinker 89.87053 2185.486  37.50  13.15367          4.99937
## 14 Hoffacker        Sinker 90.97019 2265.917  30.00  11.69127          7.98890
## 15 Hoffacker     Curveball 80.49326 2227.067 108.75 -10.01634        -11.09993
## 16 Hoffacker     Curveball 76.89226 2116.407 112.50 -11.67890         -9.84378
## 17 Hoffacker     Curveball 78.68927 2156.316 116.25 -13.34426         -8.22229
## 18 Hoffacker        Slider 88.50578 2301.596  26.25   7.23075          7.45430
## 19 Hoffacker     Curveball 80.13600 1941.082 108.75  -7.58867         -8.89575
## 20 Hoffacker        Sinker 89.32411 2233.786  26.25  13.71902         12.54686
## 21 Hoffacker        Sinker 89.25169 2272.529  26.25  13.53607         12.22544
## 22 Hoffacker     Four-Seam 88.75236 2223.832 191.25   5.43737         13.84414
## 23 Hoffacker     Four-Seam 89.31366 2261.750  22.50   9.09823         10.92229
## 24 Hoffacker        Cutter 88.02519 2247.933 187.50   3.33551         11.32394
## 25 Hoffacker     Curveball 79.99351 2250.923 112.50 -10.20670         -9.78272
## 26 Hoffacker        Slider 88.07880 2143.698  22.50   3.37673          4.16701
## 27 Hoffacker     Curveball 78.62255 2157.940 112.50 -11.73973        -10.54304
## 28 Hoffacker     Four-Seam 89.12756 2228.085  18.75   5.59500          8.50922
## 29 Hoffacker        Cutter 87.95005 2149.720 191.25   3.77815          9.29288
## 30 Hoffacker        Sinker 89.40394 2210.910  22.50  12.18721         13.59375
## 31 Hoffacker     Curveball 80.37141 2222.960 116.25  -9.84308         -6.87599
## 32 Hoffacker     Four-Seam 88.19766 2157.895  15.00   6.72831         13.07076
## 33 Hoffacker     Four-Seam 88.92965 2238.494  15.00   4.98626         10.45048
## 34 Hoffacker     Curveball 79.78212 2139.192 123.75 -14.32339         -5.16394
## 35 Hoffacker     Curveball 79.27913 2209.918 116.25 -11.47142         -7.09831
## 36 Hoffacker     Curveball 79.83245 2037.373 120.00 -13.61194         -7.17449
## 37 Hoffacker     Four-Seam 87.28791 2320.613  22.50   8.01934         10.08650
## 38 Hoffacker        Slider 88.23115 2236.510  26.25   6.82115          6.74548
## 39 Hoffacker     Curveball 76.72713 2069.254 108.75 -11.71465        -13.84477
## 40 Hoffacker     Four-Seam 88.14765 2390.348  18.75   6.68382         10.97524
## 41 Hoffacker     Curveball 77.30262 2100.410 120.00 -10.84426         -5.24799
## 42 Hoffacker     Curveball 77.99295 2133.667 116.25 -12.20532         -7.32926
## 43 Hoffacker     Curveball 77.18622 1847.987 108.75  -7.77280         -7.84280
## 44 Hoffacker     Curveball 78.63354 2173.116 120.00 -13.22981         -5.94221
## 45 Hoffacker        Cutter 88.27073 2356.909 191.25   3.28000          9.69918
## 46 Hoffacker        Cutter 86.91142 2218.799 183.75   1.37000         10.36749
## 47 Hoffacker        Slider 88.57714 2182.449 191.25   3.78626          8.97256
## 48 Hoffacker     Curveball 79.49944 2214.197 116.25  -7.72811         -4.38559
## 49 Hoffacker     Curveball 79.06665 2200.790 101.25  -4.39280        -11.06339
## 50 Hoffacker     Curveball 78.80134 2134.209 108.75  -7.81788         -8.33304
## 51 Hoffacker        Slider 88.40479 2084.187 176.25  -0.33831          5.37756
## 52 Hoffacker        Cutter 87.93125 2149.948 191.25   3.50583          9.38792
Hoffacker_Sanford <- x %>%
   filter(BatterTeam == "SAN_MAI") %>%
  select(Pitcher, AutoPitchType, RelSpeed, SpinRate, Tilt, HorzBreak, InducedVertBreak)
Hoffacker_Sanford
##      Pitcher AutoPitchType RelSpeed SpinRate   Tilt HorzBreak InducedVertBreak
## 1  Hoffacker     Four-Seam 89.27284 2226.189  15.00   8.18024         15.62497
## 2  Hoffacker        Sinker 87.20802 2194.189  33.75  11.06985          6.39874
## 3  Hoffacker        Slider 88.60050 2172.574 187.50   1.88417          7.47150
## 4  Hoffacker        Sinker 88.98663 2264.615  33.75  11.92666          6.09130
## 5  Hoffacker        Sinker 88.21392 2355.754  37.50  14.06009          4.22166
## 6  Hoffacker     Curveball 77.23050 2213.971 108.75 -12.66402        -14.33044
## 7  Hoffacker        Cutter 88.68584 2260.820 191.25   3.95571         10.19040
## 8  Hoffacker     Curveball 78.33714 1997.197 120.00 -18.56599         -8.00296
## 9  Hoffacker     Four-Seam 89.27355 2326.631 187.50   4.02020         13.06261
## 10 Hoffacker        Cutter 88.51629 2181.838  15.00   5.37016          9.53197
## 11 Hoffacker     Curveball 79.67674 2077.423 116.25 -15.42154         -9.37674
## 12 Hoffacker     Curveball 77.42676 1760.548 112.50  -9.30012         -7.71304
## 13 Hoffacker        Slider 88.68352 2102.671 183.75   0.10488          2.76551
## 14 Hoffacker     Curveball 78.76386 1948.575 112.50 -11.51646        -10.01532
## 15 Hoffacker        Sinker 89.78394 2193.808  37.50  12.14028          5.15351
## 16 Hoffacker        Cutter 87.61794 2144.128  15.00   4.00107          7.39847
## 17 Hoffacker     Curveball 78.17587 1966.443 127.50 -15.24269         -3.00847
## 18 Hoffacker     Curveball 79.67462 2255.721 108.75  -9.95678        -13.15824
## 19 Hoffacker        Sinker 89.08947 2205.316  30.00  13.09741          9.18540
## 20 Hoffacker        Sinker 88.07513 1977.284  22.50  10.55379         10.89398
## 21 Hoffacker        Sinker 87.89430 2049.446  30.00  11.12875          7.29827
## 22 Hoffacker        Cutter 88.18363 2123.445 187.50   2.91240         10.69646
## 23 Hoffacker        Sinker 88.00903 2006.604  37.50  14.20599          5.67548
## 24 Hoffacker     Four-Seam 89.27284 2226.189  15.00   8.18024         15.62497
## 25 Hoffacker        Sinker 87.20802 2194.189  33.75  11.06985          6.39874
## 26 Hoffacker        Slider 88.60050 2172.574 187.50   1.88417          7.47150
## 27 Hoffacker        Sinker 88.98663 2264.615  33.75  11.92666          6.09130
## 28 Hoffacker        Sinker 88.21392 2355.754  37.50  14.06009          4.22166
## 29 Hoffacker     Curveball 77.23050 2213.971 108.75 -12.66402        -14.33044
## 30 Hoffacker        Cutter 88.68584 2260.820 191.25   3.95571         10.19040
## 31 Hoffacker     Curveball 78.33714 1997.197 120.00 -18.56599         -8.00296
## 32 Hoffacker     Four-Seam 89.27355 2326.631 187.50   4.02020         13.06261
## 33 Hoffacker        Cutter 88.51629 2181.838  15.00   5.37016          9.53197
## 34 Hoffacker     Curveball 79.67674 2077.423 116.25 -15.42154         -9.37674
## 35 Hoffacker     Curveball 77.42676 1760.548 112.50  -9.30012         -7.71304
## 36 Hoffacker        Slider 88.68352 2102.671 183.75   0.10488          2.76551
## 37 Hoffacker     Curveball 78.76386 1948.575 112.50 -11.51646        -10.01532
## 38 Hoffacker        Sinker 89.78394 2193.808  37.50  12.14028          5.15351
## 39 Hoffacker        Cutter 87.61794 2144.128  15.00   4.00107          7.39847
## 40 Hoffacker     Curveball 78.17587 1966.443 127.50 -15.24269         -3.00847
## 41 Hoffacker     Curveball 79.67462 2255.721 108.75  -9.95678        -13.15824
## 42 Hoffacker        Sinker 89.08947 2205.316  30.00  13.09741          9.18540
## 43 Hoffacker        Sinker 88.07513 1977.284  22.50  10.55379         10.89398
## 44 Hoffacker        Sinker 87.89430 2049.446  30.00  11.12875          7.29827
## 45 Hoffacker        Cutter 88.18363 2123.445 187.50   2.91240         10.69646
## 46 Hoffacker        Sinker 88.00903 2006.604  37.50  14.20599          5.67548
Hoffacker_UValley1 <- x %>%
   filter(BatterTeam == "UPP_VAL", Date == "2023-06-23") %>%
  select(Pitcher, AutoPitchType, RelSpeed, SpinRate, Tilt, HorzBreak, InducedVertBreak)
Hoffacker_UValley1
##      Pitcher AutoPitchType RelSpeed SpinRate   Tilt HorzBreak InducedVertBreak
## 1  Hoffacker        Sinker 88.32558 2196.793  26.25  12.17024         11.82556
## 2  Hoffacker     Curveball 78.13797 1916.892 127.50 -14.10749         -2.14740
## 3  Hoffacker     Curveball 78.66459 1979.420 127.50 -14.33757         -2.60134
## 4  Hoffacker     Four-Seam 88.65938 2214.101  15.00   5.26611         11.75697
## 5  Hoffacker     Curveball 77.27531 1812.115 131.25 -17.04497         -0.76980
## 6  Hoffacker        Sinker 89.48101 2246.852  26.25  14.21375         11.36780
## 7  Hoffacker     Four-Seam 88.26871 2220.974  18.75   7.88811         11.08335
## 8  Hoffacker     Four-Seam 88.75166 1991.234 187.50   2.68012         13.59331
## 9  Hoffacker     Curveball 77.60202 1850.827 127.50 -12.41438         -0.92362
## 10 Hoffacker     Four-Seam 89.22426 2285.740  18.75  11.79642         16.68670
## 11 Hoffacker     Curveball 78.34030 2014.584 135.00 -17.77843          1.58528
## 12 Hoffacker     Four-Seam 88.49647 2221.708  18.75  11.28942         14.24268
## 13 Hoffacker     Four-Seam 88.75792 2181.238  18.75  11.69343         17.76284
## 14 Hoffacker     Curveball 79.33061 2001.189 112.50  -8.49355         -7.29918
## 15 Hoffacker     Curveball 79.00688 2048.477 116.25 -10.59213         -7.17729
## 16 Hoffacker     Four-Seam 89.79021 2286.315  18.75   8.02418         11.83674
## 17 Hoffacker     Four-Seam 89.11002 2321.376  15.00   6.12414         13.11272
## 18 Hoffacker        Slider 80.46787 2148.996 127.50 -10.56016         -1.48378
## 19 Hoffacker     Curveball 79.72629 1972.309 116.25  -7.45012         -4.79170
## 20 Hoffacker        Sinker 89.17004 2235.890  30.00  10.25253          7.50134
## 21 Hoffacker        Sinker 89.40999 2117.901  26.25  17.66938         14.39422
## 22 Hoffacker     Curveball 79.20397 1904.564 135.00 -11.74016          0.87709
## 23 Hoffacker        Slider 80.41700 2062.965 131.25  -9.21339          0.61429
## 24 Hoffacker     Four-Seam 90.97222 2304.245  18.75  10.91690         16.54379
## 25 Hoffacker        Slider 81.54305 2017.310 131.25  -5.24890          0.47169
## 26 Hoffacker     Four-Seam 89.09431 2150.311  18.75  10.17064         13.98505
## 27 Hoffacker        Sinker 89.73158 2180.603  22.50  11.88217         11.75201
## 28 Hoffacker        Slider 79.39067 1805.229 138.75  -6.23744          2.37650
## 29 Hoffacker        Slider 80.05975 1925.598 127.50  -8.25607         -0.37748
Hoffacker_Bristol2 <- x %>%
   filter(BatterTeam == "BRI_B", Date == "2023-06-28") %>%
  select(Pitcher, AutoPitchType, RelSpeed, SpinRate, Tilt, HorzBreak, InducedVertBreak)
Hoffacker_Bristol2
##      Pitcher AutoPitchType RelSpeed SpinRate   Tilt HorzBreak InducedVertBreak
## 1  Hoffacker        Cutter 88.93017 2245.050 183.75   1.20776          9.83819
## 2  Hoffacker     Curveball 77.19169 1936.396 112.50  -8.45890         -7.63103
## 3  Hoffacker     Four-Seam 88.74300 2261.708  18.75   6.42933          9.76111
## 4  Hoffacker     Four-Seam 89.56246 2238.298 187.50   2.81083          9.92815
## 5  Hoffacker     Four-Seam 90.24508 2324.461  18.75   6.85201         11.23741
## 6  Hoffacker     Four-Seam 89.15816 2271.365  18.75   6.39205         10.41335
## 7  Hoffacker     Curveball 78.98526 2109.144 108.75  -7.42563         -7.71300
## 8  Hoffacker        Cutter 88.66758 2257.250 187.50   2.07201          8.92599
## 9  Hoffacker        Slider 91.06653 2322.816  18.75   3.95323          5.74544
## 10 Hoffacker        Sinker 90.54556 2264.901  37.50  14.43954          4.27358
## 11 Hoffacker        Sinker 89.49530 2279.246  26.25   8.21048          7.20819
## 12 Hoffacker        Sinker 89.65679 2274.643  26.25   9.44493          7.40248
## 13 Hoffacker        Cutter 89.67136 2327.656 191.25   3.91410          9.39843
## 14 Hoffacker     Four-Seam 89.00455 2431.601 191.25   4.77701         11.69312
## 15 Hoffacker     Curveball 78.95041 2039.768 112.50 -10.01158         -7.46894
## 16 Hoffacker     Curveball 76.91736 1904.907 108.75  -9.06871         -9.22276
## 17 Hoffacker     Curveball 77.92540 1777.405 105.00  -6.19835         -7.74914
## 18 Hoffacker        Sinker 88.19028 2165.502  22.50  11.35127         11.73292
## 19 Hoffacker     Curveball 79.51454 2005.130 123.75 -14.89044         -3.99776
## 20 Hoffacker        Cutter 88.46637 2165.465 187.50   2.56579         10.15441
## 21 Hoffacker        Sinker 90.14432 2359.478  26.25  13.43375         10.88323
## 22 Hoffacker     Curveball 78.52142 1898.216 108.75  -6.93410         -8.60347
## 23 Hoffacker     Four-Seam 89.95594 2377.897  18.75   9.07977         13.90812
## 24 Hoffacker      Changeup 84.64991 2092.966  18.75  13.33426         17.00072
## 25 Hoffacker     Curveball 80.19620 1941.169 105.00  -6.43933         -9.42375
## 26 Hoffacker        Cutter 88.77178 2385.569  15.00   5.19961          9.43855
## 27 Hoffacker     Four-Seam 88.94123 2421.455  15.00   5.37425         10.10028
## 28 Hoffacker        Cutter 89.35798 2395.509 183.75   0.84705         10.85406
## 29 Hoffacker        Slider 88.12728 2394.929  15.00   2.56492          5.94032
## 30 Hoffacker     Curveball 78.61691 2157.229 120.00 -15.14304         -7.10949
## 31 Hoffacker        Slider 89.80938 2373.481  15.00   3.34795          7.03063
## 32 Hoffacker     Curveball 77.61177 2013.169 131.25 -14.90068         -0.28909
## 33 Hoffacker     Four-Seam 88.40728 2287.911 187.50   3.52177         12.59993
## 34 Hoffacker        Cutter 89.01422 2281.725 191.25   3.79189          9.34138
## 35 Hoffacker        Sinker 89.62973 2327.074  30.00  13.28820          8.09819
## 36 Hoffacker     Curveball 78.64080 2140.379 116.25 -13.34048         -7.95752
## 37 Hoffacker     Four-Seam 89.75317 2299.380 191.25   4.35536         12.57083
## 38 Hoffacker        Cutter 88.87728 2175.593 191.25   3.49559          8.66182
## 39 Hoffacker     Four-Seam 89.49538 2328.813  15.00   5.58492         11.14552
## 40 Hoffacker     Four-Seam 89.82590 2284.741  15.00   6.25189         13.12040
Hoffacker_UValley2 <- x %>%
   filter(BatterTeam == "UPP_VAL", Date == "2023-07-03") %>%
  select(Pitcher, AutoPitchType, RelSpeed, SpinRate, Tilt, HorzBreak, InducedVertBreak)
Hoffacker_UValley2
##      Pitcher AutoPitchType RelSpeed SpinRate   Tilt HorzBreak InducedVertBreak
## 1  Hoffacker        Sinker 89.40405 2145.194  30.00  13.08827          8.41044
## 2  Hoffacker     Curveball 77.00703 2041.409 127.50 -12.30174         -1.42213
## 3  Hoffacker        Sinker 88.44895 2195.505  26.25  13.98473         12.62012
## 4  Hoffacker     Four-Seam 89.16810 2309.400  15.00   7.93390         15.55548
## 5  Hoffacker     Curveball 79.31780 2235.674 123.75 -15.48119         -4.38634
## 6  Hoffacker     Four-Seam 88.67704 2147.195  15.00   7.08941         11.91953
## 7  Hoffacker     Four-Seam 88.15928 2081.233 187.50   2.75579         13.00406
## 8  Hoffacker     Curveball 78.47679 2062.613 127.50 -11.48162         -1.29350
## 9  Hoffacker        Sinker 89.32284 2180.739  26.25  13.60800         11.05123
## 10 Hoffacker     Four-Seam 89.54973 2153.812  15.00   5.72760         12.32446
## 11 Hoffacker     Four-Seam 89.60381 2297.448 187.50   3.32914         16.20206
## 12 Hoffacker     Four-Seam 89.43828 2211.875 191.25   4.15717         11.90099
## 13 Hoffacker     Four-Seam 87.81382 2215.426 183.75   1.76083         14.14154
## 14 Hoffacker     Four-Seam 89.49336 2326.349  18.75   5.63402          8.62741
## 15 Hoffacker     Four-Seam 88.98271 2259.976  18.75   7.47130         10.58438
## 16 Hoffacker     Curveball 79.40408 1934.349  97.50  -2.65000         -8.11115
## 17 Hoffacker     Curveball 78.17967 2062.773 123.75 -14.22709         -4.25705
## 18 Hoffacker        Sinker 89.88889 2168.029  26.25  13.85013         11.10914
## 19 Hoffacker     Curveball 77.93262 1770.086 123.75 -15.30477         -4.57740
## 20 Hoffacker     Curveball 78.47563 1868.706 127.50 -15.36166         -1.82654
## 21 Hoffacker     Curveball 78.22022 1606.920 105.00  -4.39949         -6.11363
## 22 Hoffacker     Four-Seam 88.47766 2166.269  18.75   8.37024         12.94509
## 23 Hoffacker        Sinker 89.01265 2249.673  22.50  12.45796         14.47170
## 24 Hoffacker     Four-Seam 88.43188 2142.436  18.75  12.95123         17.10182
## 25 Hoffacker     Curveball 77.28672 2081.713 120.00 -12.78918         -6.36575
## 26 Hoffacker        Sinker 88.12661 2106.916  22.50  12.57426         14.50158
## 27 Hoffacker     Curveball 78.43334 1901.520 123.75 -14.09635         -3.97110
## 28 Hoffacker        Sinker 88.29796 2158.738  26.25  14.95611         13.30229
## 29 Hoffacker     Curveball 78.86128 1855.072 127.50 -11.87816         -2.12933
Hoffacker_ValleyBlueSox <- x %>%
   filter(BatterTeam == "VAL_BLU") %>%
  select(Pitcher, AutoPitchType, RelSpeed, SpinRate, Tilt, HorzBreak, InducedVertBreak)
Hoffacker_ValleyBlueSox
##      Pitcher AutoPitchType RelSpeed SpinRate   Tilt HorzBreak InducedVertBreak
## 1  Hoffacker     Four-Seam 90.01855 2273.354 183.75   1.75606         12.36737
## 2  Hoffacker        Cutter 88.93999 2289.136  15.00   4.87402          9.44036
## 3  Hoffacker     Four-Seam 89.17891 2285.631 187.50   3.08599         12.31930
## 4  Hoffacker     Four-Seam 88.57356 2234.944 191.25   4.42571         12.23855
## 5  Hoffacker        Cutter 89.29660 2229.098 180.00  -0.05669         11.15008
## 6  Hoffacker        Sinker 90.03872 2179.064  41.25  15.55812          2.50114
## 7  Hoffacker     Four-Seam 89.44051 2279.440 183.75   2.26752         13.24131
## 8  Hoffacker     Four-Seam 88.93017 2020.999  15.00   4.72768          9.33414
## 9  Hoffacker        Sinker 89.50254 2171.829  33.75  11.86296          6.33689
## 10 Hoffacker     Four-Seam 89.94984 2290.082 191.25   3.93949         10.61382
## 11 Hoffacker        Slider 89.25459 2131.390  15.00   2.21532          5.26095
## 12 Hoffacker        Cutter 89.13197 2172.053 183.75   0.96370         10.87686
## 13 Hoffacker     Curveball 77.35994 2072.711 116.25 -14.23383        -10.05902
## 14 Hoffacker     Curveball 78.84219 1971.997 112.50 -13.76528        -11.18831
## 15 Hoffacker        Sinker 90.01432 2314.373  26.25   9.13871          8.54292
## 16 Hoffacker     Four-Seam 88.90435 2339.339  22.50   7.91272          9.16788
## 17 Hoffacker        Sinker 89.79378 2333.019  26.25  10.13418          8.99520
## 18 Hoffacker     Curveball 79.42501 2225.321 116.25 -10.44745         -6.86115
## 19 Hoffacker        Slider 88.14598 2196.984  15.00   3.67075          7.00701
## 20 Hoffacker     Curveball 78.09932 2063.130 116.25 -12.70666         -7.25658
## 21 Hoffacker     Four-Seam 89.47381 2261.231  18.75   9.11886         13.64572
## 22 Hoffacker        Cutter 88.97317 2195.224 191.25   3.05449          9.02174
## 23 Hoffacker     Four-Seam 89.36489 2248.685  22.50  12.27863         14.98469
## 24 Hoffacker        Cutter 88.89797 2164.689  22.50   5.06276          6.40079
## 25 Hoffacker        Cutter 88.92963 2193.731  18.75   3.55799          6.18626
## Warning: Removed 8 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")