Basic Pitch Stats

Pitcher

Pitch

N

Balls

Strikes

Strike_Percentage

Ball_Percentage

Metzger

Changeup

16

5

11

68.75%

31.25%

Metzger

Curveball

28

10

18

64.29%

35.71%

Metzger

Four-Seam

3

1

2

66.67%

33.33%

Metzger

Sinker

62

18

44

70.97%

29.03%

Metzger

Slider

78

24

54

69.23%

30.77%

Pitcher

Pitch

N

Balls

Strikes

Velo

Spin Rate

Vert Break

Horizontal Break

Tilt

Strike_Percentage

Ball_Percentage

Metzger

Changeup

16

5

11

76.92666

1,310.655

5.711116

12.089788

56.95312

68.75%

31.25%

Metzger

Curveball

28

10

18

74.60856

1,980.466

5.746623

-9.919075

146.38393

64.29%

35.71%

Metzger

Four-Seam

3

1

2

88.93384

2,196.364

17.553340

10.101030

75.00000

66.67%

33.33%

Metzger

Sinker

62

18

44

88.80230

2,149.641

11.545995

17.339506

29.57661

70.97%

29.03%

Metzger

Slider

78

24

54

81.93635

1,956.256

7.905165

-1.671331

170.38462

69.23%

30.77%

Metzger_Danbury <- x %>%
   filter(BatterTeam == "DAN_WES") %>%
  select(Pitcher, AutoPitchType, RelSpeed, SpinRate, Tilt, HorzBreak, InducedVertBreak)
Metzger_Danbury
##    Pitcher AutoPitchType RelSpeed SpinRate   Tilt HorzBreak InducedVertBreak
## 1  Metzger        Sinker 88.97801 2027.853  26.25  15.49170         12.26048
## 2  Metzger        Sinker 90.34021 2184.783  26.25  15.73036         13.03292
## 3  Metzger        Sinker 90.34709 2205.923  26.25  15.56257         12.78922
## 4  Metzger        Sinker 90.13480 2199.848  30.00  19.63281         13.11879
## 5  Metzger        Slider 84.92172 2084.131 183.75   1.26823         11.81233
## 6  Metzger        Slider 84.27257 2080.060 172.50  -1.89910          9.33674
## 7  Metzger     Curveball 76.59647 2119.393 142.50  -8.26248          3.97134
## 8  Metzger        Sinker 90.35983 2169.285  26.25  18.55753         14.10257
## 9  Metzger        Slider 83.94762 2046.118 183.75   0.59858          6.83626
## 10 Metzger        Slider 83.05350 2026.845 172.50  -2.34079          9.60768
## 11 Metzger        Sinker 89.77782 2290.763  26.25  16.09052         14.36792
## 12 Metzger        Slider 84.01585 2070.355 183.75   0.95457         10.12190
## 13 Metzger        Slider 83.46778 2017.167 180.00   0.20437         10.78615
## 14 Metzger     Four-Seam 89.91555 2264.522  15.00  11.96264         19.99501
## 15 Metzger        Slider 83.51737 2090.718 176.25  -0.95079          9.59213
## 16 Metzger        Sinker 89.93878 2327.833  22.50  16.91025         17.88454
## 17 Metzger        Slider 79.18659 2039.107 161.25  -5.19961          7.83276
## 18 Metzger        Slider 83.90115 2051.639 176.25  -0.54622          8.79422
## 19 Metzger        Sinker 89.41048 2225.617  26.25  16.10253         12.83048
## 20 Metzger        Slider 83.19999 1869.887 168.75  -3.91685         12.93875
## 21 Metzger        Slider 84.48611 1934.903 180.00  -0.29559         12.51524
## 22 Metzger     Four-Seam 90.02789 2161.959  22.50  12.95442         15.20091
## 23 Metzger      Changeup 76.26034 1264.802 172.50  -5.05256         22.39938
## 24 Metzger        Slider 83.90470 1998.073 165.00  -4.46697          8.06079
## 25 Metzger        Sinker 90.04292 2250.659  26.25  17.87548         13.89304
## 26 Metzger        Sinker 90.24715 2236.248  22.50  14.89406         14.40170
## 27 Metzger      Changeup 78.64067 1535.304  26.25   8.87048          9.27666
## 28 Metzger        Sinker 87.82415 2091.742  26.25  15.36099         13.65576
## 29 Metzger        Sinker 87.18454 2110.847  33.75  16.82895          9.41367
## 30 Metzger        Slider 83.43809 2052.760 180.00  -0.40583          8.30217
## 31 Metzger        Slider 83.12355 2111.692 168.75  -3.89295         10.44182
## 32 Metzger        Slider 82.55421 1997.326 176.25  -1.34827         10.11339
## 33 Metzger        Sinker 87.98544 2120.017  26.25  18.71194         14.04202
## 34 Metzger        Sinker 89.72568 2062.526  22.50  13.87280         15.14481
## 35 Metzger     Curveball 76.75616 2062.269 146.25  -8.87367          5.81922
## 36 Metzger     Curveball 75.64967 1850.135 168.75  -4.73201         13.31363
## 37 Metzger        Slider 83.20950 1970.970 165.00  -4.92260         10.55091
## 38 Metzger     Curveball 73.99308 1945.440 146.25  -6.77867          5.24351
## 39 Metzger     Curveball 75.68866 1825.036 165.00  -6.19748         12.06827
## 40 Metzger        Slider 83.04901 2071.815 172.50  -2.61933         10.83957
## 41 Metzger        Slider 83.86841 2045.469 172.50  -2.14433          9.59193
## 42 Metzger        Sinker 88.67480 2155.025  30.00  18.14277         11.70560
## 43 Metzger        Slider 83.69844 2049.971 172.50  -2.65921         10.36095
## 44 Metzger     Curveball 75.52326 2084.924 153.75  -8.55867          8.37437
## 45 Metzger     Curveball 77.25415 1929.091 153.75  -7.69213          7.94752
## 46 Metzger      Changeup 75.35346 1387.829 191.25   5.09607         13.56611
## 47 Metzger        Sinker 88.24402 2095.103  26.25  14.22237         12.60981
## 48 Metzger        Slider 83.42684 1966.116 180.00  -0.73701         12.60914
## 49 Metzger        Slider 83.21013 2043.402 165.00  -3.05591          7.56315
## 50 Metzger     Curveball 76.32097 1973.820 150.00 -15.70221         10.23312
## 51 Metzger        Sinker 88.04613 2100.121  26.25  18.17611         13.59902
## 52 Metzger        Sinker 88.56936 2073.242  26.25  17.74340         13.47434
## 53 Metzger        Sinker 90.06359 2194.394  22.50  13.49650         13.87717
## 54 Metzger        Sinker 88.28827 2051.272  26.25  13.48477         11.13032
Metz_OState <- x %>%
   filter(BatterTeam == "OCE_STA6") %>%
  select(Pitcher, AutoPitchType, RelSpeed, SpinRate, Tilt, HorzBreak, InducedVertBreak)
Metz_OState
##    Pitcher AutoPitchType RelSpeed SpinRate   Tilt HorzBreak InducedVertBreak
## 1  Metzger        Slider 80.65472 1869.063 172.50  -0.92354          5.30453
## 2  Metzger        Slider 82.02982 1933.945 172.50  -1.35532          5.79071
## 3  Metzger        Slider 81.00062 1960.454  15.00   1.58980          4.27591
## 4  Metzger        Slider 80.55970 1990.478 172.50  -1.89256          7.70808
## 5  Metzger        Sinker 87.56445 2189.908  33.75  18.31529          8.37351
## 6  Metzger     Curveball 73.75142 1984.104 153.75  -6.14268          7.16993
## 7  Metzger        Slider 80.91329 1889.108 165.00  -2.96945          6.05772
## 8  Metzger     Curveball 74.54588 1986.514 138.75 -14.85143          4.10866
## 9  Metzger        Sinker 89.14135 2209.456  33.75  18.68690          8.83489
## 10 Metzger        Slider 80.83152 1876.282 168.75  -1.80988          5.70583
## 11 Metzger        Sinker 88.24953 2228.571  33.75  18.89123          8.40016
## 12 Metzger     Curveball 75.21680 2041.320 135.00 -17.93442          3.26823
## 13 Metzger        Sinker 90.06469 2168.865  33.75  19.01068         10.39642
## 14 Metzger     Curveball 74.74502 1964.149 146.25 -13.13851          6.15008
## 15 Metzger     Curveball 74.35982 1977.644 138.75 -12.44099          4.31540
## 16 Metzger        Sinker 90.11184 2216.700  30.00  17.14304         10.43914
## 17 Metzger     Curveball 72.12962 1861.919 123.75 -13.45064         -3.01575
## 18 Metzger        Slider 81.45292 1947.831 168.75  -2.74559          7.47780
## 19 Metzger     Four-Seam 86.85809 2162.610 187.50   5.38603         17.46410
## 20 Metzger        Slider 81.06553 1930.806 176.25  -0.89039          9.02989
## 21 Metzger        Slider 80.12523 1935.785 168.75  -2.63701          6.82402
## 22 Metzger     Curveball 73.81738 2000.464 135.00 -10.74808          2.41500
## 23 Metzger        Slider 79.37628 1957.078 176.25  -1.31000          8.67461
## 24 Metzger        Sinker 88.40534 2035.944  30.00  17.38332          9.93315
## 25 Metzger        Sinker 88.39804 2165.536  30.00  14.03103         10.43603
## 26 Metzger        Slider 80.87978 1857.865 161.25  -1.70272          3.35193
## 27 Metzger        Slider 80.70737 1857.456 180.00  -0.02528          4.93189
## 28 Metzger     Curveball 76.01761 2071.379 153.75  -7.48115          7.26115
## 29 Metzger        Sinker 90.46114 2166.170  30.00  16.66469         11.16603
## 30 Metzger        Sinker 91.28271 2208.097  33.75  17.89871          9.71678
## 31 Metzger        Slider 81.92261 1937.098 165.00  -2.71579          5.38418
## 32 Metzger        Sinker 89.71744 2167.130  33.75  18.45812          8.90977
## 33 Metzger     Curveball 72.94515 1965.817 135.00  -9.36599          1.86142
## 34 Metzger     Curveball 72.07952 1995.160 142.50 -12.48056          5.23981
## 35 Metzger        Slider 78.82340 1901.988 168.75  -2.45201          7.08441
## 36 Metzger        Slider 78.78558 1955.663 172.50  -1.34252          8.21264
## 37 Metzger        Sinker 87.79458 2126.718  30.00  16.23166          9.72721
## 38 Metzger        Slider 81.34835 1868.987 157.50  -3.99666          5.31386
## 39 Metzger        Slider 80.00535 1915.141 176.25  -0.65461          8.04422
## 40 Metzger        Slider 77.95804 1876.850 161.25  -3.11378          5.41382
## 41 Metzger      Changeup 85.42693 2030.625  30.00  16.89402          9.89819
## 42 Metzger        Sinker 88.38436 2109.095  30.00  16.66875          9.82276
## 43 Metzger        Sinker 87.80881 2048.086  33.75  16.02843          8.25957
## 44 Metzger      Changeup 72.45345 1095.150  41.25  12.08107          3.64544
## 45 Metzger      Changeup 74.94640 1125.057  45.00  12.81485          1.18331
## 46 Metzger        Slider 82.53963 1868.110 180.00   0.04543          6.01567
## 47 Metzger        Slider 80.59842 1891.605 172.50  -1.00843          4.78953
## 48 Metzger     Curveball 73.12493 1869.097 142.50 -11.16745          5.32079
## 49 Metzger     Curveball 75.11113 2020.565 131.25 -12.74009          0.61421
## 50 Metzger        Sinker 87.59240 2141.920  33.75  17.63572          8.86225
## 51 Metzger        Slider 81.39708 2002.382 180.00  -0.03079          7.94166
## 52 Metzger        Slider 81.23002 1946.597 168.75  -1.92996          5.60126
## 53 Metzger        Slider 82.34871 1956.363 191.25   3.07492          8.30796
## 54 Metzger      Changeup 82.27800 1984.364  22.50   5.95500          6.90457
## 55 Metzger        Slider 81.66283 1965.453 176.25  -0.62575          7.08914
## 56 Metzger     Curveball 75.98217 1999.040 161.25  -4.66225          8.08107
## 57 Metzger        Slider 80.83484 1912.094 180.00  -0.00083          8.17083
## 58 Metzger        Slider 80.43580 1897.119 165.00  -3.08563          5.95504
## 59 Metzger     Curveball 75.39528 2069.904 138.75 -12.03560          3.70457
## 60 Metzger        Sinker 88.60360 2130.084  30.00  15.57544         11.03993
## 61 Metzger        Slider 82.08555 1892.296 180.00   0.17953          4.58516
## 62 Metzger     Curveball 73.27563 1944.012 138.75 -10.59130          3.44193
## 63 Metzger        Slider 82.08881 2002.203 180.00   0.37035         10.79910
## 64 Metzger        Slider 81.44489 2042.598 180.00  -0.45587         10.24300
## 65 Metzger        Sinker 90.07218 2265.987  30.00  20.36273         13.08426
## 66 Metzger     Curveball 72.86551 1941.286 142.50  -9.72327          3.85366
## 67 Metzger        Slider 80.27135 1952.010 183.75   0.74591          5.58642
## 68 Metzger      Changeup 71.96347 1146.877  37.50  16.32237          6.99363
## 69 Metzger      Changeup 72.79053 1124.757  48.75  16.05399         -1.09449
Metz_Vineyard <- x %>%
  filter(BatterTeam == "MAR_VIN") %>%
  select(Pitcher, AutoPitchType, RelSpeed, SpinRate, Tilt, HorzBreak, InducedVertBreak) 
Metz_Vineyard
##    Pitcher AutoPitchType RelSpeed SpinRate   Tilt HorzBreak InducedVertBreak
## 1  Metzger        Slider 81.63463 2018.434 168.75  -1.55563          5.77638
## 2  Metzger        Slider 81.05206 1975.502 161.25  -4.47256          6.70571
## 3  Metzger        Sinker 89.10082 2229.389  33.75  22.51836         11.68225
## 4  Metzger        Slider 82.68485 1966.690 172.50  -1.73134          9.81654
## 5  Metzger     Curveball 73.73828 2016.820 142.50 -12.49835          4.64008
## 6  Metzger      Changeup 76.39591 1082.209  52.50  19.20836         -2.45169
## 7  Metzger        Slider 83.81596 1983.494 183.75   1.11012          7.79985
## 8  Metzger      Changeup 77.98224 1199.375  45.00  17.48556          1.30917
## 9  Metzger        Sinker 90.14635 2279.214  30.00  17.44792         10.92312
## 10 Metzger     Curveball 75.00105 2051.662 153.75  -7.08681          6.76264
## 11 Metzger        Slider 84.06309 2074.148 168.75  -2.57969          8.10524
## 12 Metzger        Sinker 89.55652 2222.170  22.50  15.89371         17.75918
## 13 Metzger     Curveball 75.38247 2120.970 153.75  -8.02434          7.98599
## 14 Metzger      Changeup 76.71882 1204.114  33.75  10.90505          5.71410
## 15 Metzger        Sinker 89.00172 2158.877  37.50  21.40269          7.41516
## 16 Metzger        Sinker 90.18264 2151.246  33.75  19.53564          8.17819
## 17 Metzger      Changeup 77.58831 1281.846  45.00  16.06513          2.46677
## 18 Metzger        Slider 84.31320 2050.861 172.50  -1.97106          8.29579
## 19 Metzger        Sinker 88.17956 2077.772  37.50  19.72718          6.99792
## 20 Metzger        Slider 82.23830 1933.545 161.25  -5.61595          8.49532
## 21 Metzger        Slider 82.51538 1959.452 153.75  -4.31457          4.66390
## 22 Metzger        Slider 81.73209 1904.988 165.00  -3.79831          8.97040
## 23 Metzger        Slider 81.26144 1913.294 180.00  -0.41669          7.99185
## 24 Metzger        Sinker 87.62033 2110.097  33.75  19.03056          7.96335
## 25 Metzger        Slider 80.02001 1906.243 153.75  -5.38331          5.62418
## 26 Metzger        Sinker 86.81506 2058.101  22.50  14.01477         14.64272
## 27 Metzger        Sinker 87.79375 2117.498  26.25  15.39056         12.37166
## 28 Metzger      Changeup 78.38361 1107.414  45.00  12.30705          1.02244
## 29 Metzger        Sinker 89.74742 2196.379  30.00  19.51548         12.12072
## 30 Metzger        Slider 81.57054 1869.201 153.75  -2.15205          3.10815
## 31 Metzger        Slider 79.17696 1858.709 161.25  -5.63693          9.67725
## 32 Metzger        Slider 81.39225 1882.235 176.25  -0.62425          5.94512
## 33 Metzger        Slider 81.44431 1922.100 172.50  -3.17410         11.64142
## 34 Metzger      Changeup 74.65241 1066.577  33.75  13.49737          7.02485
## 35 Metzger        Sinker 87.69149 2133.497  30.00  18.33099         11.94056
## 36 Metzger        Sinker 89.20335 2111.017  33.75  20.40895          9.60745
## 37 Metzger        Slider 80.69325 1839.452 176.25  -0.53980          7.65422
## 38 Metzger        Sinker 88.50305 2150.922  30.00  20.52348         13.22576
## 39 Metzger        Sinker 88.73560 2081.578  33.75  19.20623          9.52831
## 40 Metzger        Slider 82.45028 1963.021 180.00   0.06492          6.34181
## 41 Metzger        Sinker 87.83240 1977.849  30.00  18.38584         11.57760
## 42 Metzger        Slider 82.36413 1894.323 187.50   0.99583          6.12303
## 43 Metzger        Sinker 87.85776 2085.327  33.75  19.73662         10.96060
## 44 Metzger        Sinker 87.85479 2086.548  33.75  16.74776          7.27961
## 45 Metzger        Sinker 87.33762 2101.979  30.00  16.25548         11.86638
## 46 Metzger        Slider 81.59751 1920.850 168.75  -2.90571          9.60910
## 47 Metzger        Sinker 87.33349 2043.716  30.00  13.95103         10.58564
## 48 Metzger        Slider 82.73623 1926.765 161.25  -2.13567          4.15221
## 49 Metzger        Sinker 88.49602 2208.125  26.25  14.12615         11.13556
## 50 Metzger        Slider 81.76615 1917.901 180.00   0.53488         11.00335
## 51 Metzger        Sinker 87.87723 2135.532  30.00  17.03717         11.59190
## 52 Metzger        Sinker 87.78523 2144.837  30.00  19.47832         13.89150
## 53 Metzger        Slider 81.79800 1864.671 161.25  -5.49835          7.93725
## 54 Metzger      Changeup 78.99202 1334.190  41.25  14.93280          3.51941
## 55 Metzger        Slider 82.55949 1910.121 172.50  -1.98831          7.57225
## 56 Metzger        Sinker 88.63623 2255.471  33.75  18.43281          9.93308
## 57 Metzger     Curveball 71.77261 1781.106 165.00  -4.37288         10.75560
## 58 Metzger        Slider 81.89217 1875.941 176.25  -0.34382          5.74611
## 59 Metzger        Sinker 87.77632 2137.028  26.25  15.30485         14.14595
## 60 Metzger        Slider 81.87395 1948.878 172.50  -2.52516          9.15422
## 61 Metzger        Sinker 87.61795 2157.748  30.00  16.62025         10.83048
## 62 Metzger        Slider 82.72216 1933.528 180.00  -0.22398          8.66020
## 63 Metzger        Sinker 89.22413 2114.479  30.00  20.15245         12.96103
## 64 Metzger        Slider 82.83589 1964.386 176.25  -1.43831         11.75320
## Warning: Removed 5 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")