Basic Pitch Stats

Pitcher

Pitch

N

Balls

Strikes

Strike_Percentage

Ball_Percentage

Adams

Changeup

161

51

110

68.32%

31.68%

Adams

Curveball

36

21

15

41.67%

58.33%

Adams

Four-Seam

5

4

1

20.00%

80.00%

Adams

Sinker

25

8

17

68.00%

32.00%

Pitcher

Pitch

N

Balls

Strikes

Velo

Spin Rate

Vert Break

Horizontal Break

Tilt

Strike_Percentage

Ball_Percentage

Adams

Changeup

161

51

110

82.12329

1,910.117

9.660806

-14.166056

149.67391

68.32%

31.68%

Adams

Curveball

36

21

15

75.20307

1,654.972

-9.000418

8.479254

74.47917

41.67%

58.33%

Adams

Four-Seam

5

4

1

85.74350

2,019.944

19.553734

-4.684066

135.00000

20.00%

80.00%

Adams

Sinker

25

8

17

86.62545

2,040.690

14.568236

-14.444116

156.45000

68.00%

32.00%

Adams_Sanford <- x %>%
   filter(BatterTeam == "SAN_MAI") %>%
  select(Pitcher, AutoPitchType, RelSpeed, SpinRate, Tilt, HorzBreak, InducedVertBreak)
Adams_Sanford
##    Pitcher AutoPitchType RelSpeed SpinRate   Tilt HorzBreak InducedVertBreak
## 1    Adams      Changeup 79.28889 1915.108 142.50 -18.93036          6.11658
## 2    Adams        Sinker 89.46999 2171.316 153.75 -19.68430         16.08154
## 3    Adams      Changeup 81.21876 1955.987 138.75 -18.04737          4.39268
## 4    Adams        Sinker 89.34297 2014.009 157.50 -12.90772         12.76009
## 5    Adams     Curveball 79.32548 1784.839  75.00   2.26799         -2.46374
## 6    Adams        Sinker 88.58990 1974.868 157.50 -14.49800         16.90210
## 7    Adams      Changeup 80.74037 1893.316 146.25 -18.29351          9.57867
## 8    Adams      Changeup 81.48632 1836.950 135.00 -13.49497          2.13595
## 9    Adams        Sinker 86.69319 2027.813 150.00 -13.76516         10.37379
## 10   Adams      Changeup 80.99698 1866.288 153.75  -6.13788          5.95863
## 11   Adams        Sinker 87.43740 2063.750 150.00 -12.39012          9.21563
## 12   Adams      Changeup 86.31834 2045.127 153.75 -15.97879         14.24851
## 13   Adams      Changeup 85.09804 2001.597 153.75 -14.04257         11.07906
## 14   Adams      Changeup 79.37201 1833.277 146.25 -10.59312          6.42091
## 15   Adams      Changeup 80.25632 1901.371 146.25  -9.51473          5.69457
## 16   Adams      Changeup 78.00860 1806.583 157.50 -11.01457         12.65961
## 17   Adams        Sinker 86.57299 2002.768 157.50 -12.64579         13.25847
## 18   Adams      Changeup 86.49949 2079.948 135.00 -26.91931          1.98020
## 19   Adams      Changeup 80.06597 1918.504 142.50 -22.85300          7.06957
## 20   Adams      Changeup 78.87798 1942.712 157.50 -11.82922         13.33871
## 21   Adams      Changeup 85.48135 1959.548 131.25 -21.53537         -0.94075
Adams_UVAL <- x %>%
   filter(BatterTeam == "UPP_VAL", Date == "2023-07-03") %>%
  select(Pitcher, AutoPitchType, RelSpeed, SpinRate, Tilt, HorzBreak, InducedVertBreak)
Adams_UVAL
##    Pitcher AutoPitchType RelSpeed SpinRate   Tilt HorzBreak InducedVertBreak
## 1    Adams        Sinker 86.23093 1964.879 161.25 -13.74686         19.28966
## 2    Adams      Changeup 85.25669 1992.656 157.50 -14.33076         14.70324
## 3    Adams      Changeup 85.58595 2016.278 153.75 -14.88587         13.96556
## 4    Adams        Sinker 86.30138 2091.830 161.25 -14.69800         18.21434
## 5    Adams      Changeup 85.00884 2056.120 157.50 -17.42036         16.71233
## 6    Adams        Sinker 86.12775 1898.019 157.50 -11.89005         13.71371
## 7    Adams      Changeup 81.40349 1780.683 150.00 -13.09292          8.92229
## 8    Adams        Sinker 86.53520 2049.699 157.50 -14.72410         17.47509
## 9    Adams      Changeup 79.92778 1815.366 150.00 -13.91351          8.67894
## 10   Adams      Changeup 85.83554 1927.360 157.50 -13.47209         14.10229
## 11   Adams      Changeup 78.68227 1754.374 150.00 -13.65166         10.25008
## 12   Adams      Changeup 81.55184 1796.981 153.75 -15.93304         12.48761
## 13   Adams      Changeup 79.61721 1882.181 153.75 -17.00930         13.44938
## 14   Adams      Changeup 81.43204 1718.833 150.00 -11.75386          8.58851
## 15   Adams      Changeup 79.79778 1870.929 150.00 -18.02843         11.31461
## 16   Adams      Changeup 84.45216 1890.776 153.75 -12.34178         10.87772
## 17   Adams      Changeup 80.81936 1762.601 150.00 -13.93194          9.44441
Adams_Keene <- x %>%
  filter(BatterTeam == "KEE_SWA")%>%
  select(Pitcher, AutoPitchType, RelSpeed, SpinRate, Tilt, HorzBreak, InducedVertBreak)
Adams_Keene
##    Pitcher AutoPitchType RelSpeed SpinRate   Tilt HorzBreak InducedVertBreak
## 1    Adams      Changeup 85.35011 1991.785 157.50 -13.96024         16.22158
## 2    Adams        Sinker 86.19366 1980.558 161.25 -13.57430         16.72887
## 3    Adams      Changeup 84.72191 1895.402 157.50 -14.17331         15.33335
## 4    Adams      Changeup 78.82543 1866.334 146.25 -14.68643          6.67575
## 5    Adams      Changeup 80.47613 1854.603 146.25 -17.40280          8.56205
## 6    Adams     Curveball 75.25579 1618.971  67.50   8.52363         -6.87823
## 7    Adams      Changeup 80.56268 1700.346 150.00 -11.78890          8.35378
## 8    Adams     Curveball 74.40765 1718.712  63.75  11.28520         -7.86969
## 9    Adams      Changeup 85.64228 1781.626 157.50 -14.10331         14.25894
## 10   Adams        Sinker 85.60231 2021.399 157.50 -14.69745         16.26851
## 11   Adams        Sinker 85.93120 1898.885 157.50 -13.90784         14.07095
## 12   Adams      Changeup 77.89203 1755.242 146.25 -15.50343          6.90465
## 13   Adams      Changeup 84.91992 2032.413 150.00 -20.16253         13.23091
## 14   Adams      Changeup 79.93105 1705.425 146.25 -13.97851          7.13815
## 15   Adams      Changeup 80.25937 1793.355 146.25 -13.00560          7.69004
## 16   Adams     Curveball 75.47177 1572.817  67.50   7.51682         -5.70134
## 17   Adams      Changeup 85.26552 1859.681 146.25 -14.21394          8.04378
## 18   Adams      Changeup 78.17481 1771.495 146.25 -12.42753          6.04989
## 19   Adams        Sinker 86.37142 2119.086 153.75 -16.49867         12.85509
## 20   Adams      Changeup 78.32995 1720.865 150.00  -9.87020          7.88520
## 21   Adams      Changeup 78.63127 1752.100 142.50  -9.61725          4.00032
## 22   Adams      Changeup 78.65892 1780.214 138.75 -15.59706          2.59036
## 23   Adams     Curveball 75.41767 1609.701  63.75  12.38560         -9.26674
## 24   Adams      Changeup 78.92898 1714.044 142.50 -16.13552          5.11870
## 25   Adams      Changeup 85.07103 1972.538 153.75 -15.38107         12.72831
## 26   Adams      Changeup 78.70939 1745.399 161.25  -6.87225          9.69678
## 27   Adams      Changeup 86.03910 1998.774 150.00 -13.93544         10.37020
## 28   Adams      Changeup 79.47447 1689.286 138.75 -12.28205          3.52543
## 29   Adams      Changeup 84.98552 1977.453 157.50 -13.56032         13.28871
## 30   Adams      Changeup 78.82381 1752.451 161.25  -6.96788          9.56756
## 31   Adams      Changeup 79.42405 1801.217 146.25 -13.98068          7.66965
## 32   Adams      Changeup 84.99662 2025.860 153.75 -15.42804         14.42469
## 33   Adams      Changeup 86.92940 2034.649 150.00 -18.64887         12.12410
## 34   Adams      Changeup 85.92158 2007.060 153.75 -16.43320         13.42556
## 35   Adams      Changeup 85.81188 2069.675 157.50 -15.41792         15.13603
## 36   Adams      Changeup 79.90528 1906.205 153.75 -12.28835         10.16004
## 37   Adams      Changeup 80.60245 1926.816 150.00 -14.99194          9.30489
## 38   Adams      Changeup 81.02238 1837.287 138.75 -17.29737          4.86764
## 39   Adams      Changeup 85.56051 2062.712 157.50 -14.50603         14.76087
## 40   Adams      Changeup 79.89935 1859.811 150.00 -14.03146         10.80028
## 41   Adams      Changeup 79.83321 1924.332 150.00 -13.89040          8.57705
## 42   Adams        Sinker 86.97841 2061.700 150.00 -17.13308         12.31690
Adams_UVAL2 <- x %>%
   filter(BatterTeam == "UPP_VAL", Date == "2023-07-13") %>%
  select(Pitcher, AutoPitchType, RelSpeed, SpinRate, Tilt, HorzBreak, InducedVertBreak)
Adams_UVAL2
##    Pitcher AutoPitchType RelSpeed SpinRate   Tilt HorzBreak InducedVertBreak
## 1    Adams      Changeup 80.37788 1914.226 165.00  -8.80292         16.90233
## 2    Adams      Changeup 85.92123 2053.303 161.25 -13.86418         19.39056
## 3    Adams      Changeup 85.31511 2018.386 161.25 -12.81918         19.33017
## 4    Adams      Changeup 79.97398 2031.211 150.00 -13.77875         10.16229
## 5    Adams     Curveball 75.50844 1522.004  60.00  10.65091         -5.30626
## 6    Adams      Changeup 86.29925 2024.070 153.75 -15.65946         13.83032
## 7    Adams      Changeup 79.02563 1909.373 157.50  -9.95615         11.32469
## 8    Adams     Curveball 74.33180 1555.114  67.50  11.76784        -10.08859
## 9    Adams      Changeup 78.76196 1944.876 146.25 -15.12757          7.82248
## 10   Adams      Changeup 79.31614 1811.799 150.00 -12.47922         10.00839
## 11   Adams      Changeup 83.20761 1885.170 161.25 -10.57130         15.30312
## 12   Adams      Changeup 85.30606 1929.474 165.00  -9.67689         18.98761
## 13   Adams     Four-Seam 85.11414 1996.664 165.00  -9.61831         19.03076
## 14   Adams      Changeup 78.50586 1890.575 150.00 -13.83820         10.44831
Adams_North_Adams <- x %>%
  filter(BatterTeam == "NOR_ADA")%>%
  select(Pitcher, AutoPitchType, RelSpeed, SpinRate, Tilt, HorzBreak, InducedVertBreak)
Adams_North_Adams
##    Pitcher AutoPitchType RelSpeed SpinRate   Tilt HorzBreak InducedVertBreak
## 1    Adams      Changeup 82.02296 1958.027 146.25 -13.44780          7.83894
## 2    Adams      Changeup 84.37217 2005.631 153.75 -14.15457         11.83694
## 3    Adams      Changeup 84.45710 1943.420 150.00 -13.08040          7.70111
## 4    Adams      Changeup 83.91128 2048.630 153.75 -12.07784         10.04591
## 5    Adams      Changeup 84.27021 2005.958 150.00 -17.14414         10.11280
## 6    Adams      Changeup 84.64477 2012.433 150.00 -14.94835          9.48363
## 7    Adams      Changeup 78.20628 1874.825 138.75 -12.19430          3.95670
## 8    Adams      Changeup 79.12076 1858.632 138.75 -16.64627          3.57622
## 9    Adams      Changeup 79.88206 1830.344 142.50 -15.51902          5.03418
## 10   Adams     Curveball 75.12040 1696.007  75.00   7.93516        -10.82276
## 11   Adams      Changeup 78.98714 1779.393 142.50 -12.75170          4.45689
## 12   Adams      Changeup 85.58148 2009.560 157.50 -12.50898         12.59320
## 13   Adams     Curveball 74.76478 1597.313  71.25   7.41536         -8.18209
## 14   Adams      Changeup 83.63882 1897.030 157.50 -12.45418         12.55402
## 15   Adams      Changeup 79.95555 1771.744 142.50 -14.56709          6.23268
## 16   Adams     Curveball 78.10520 1859.728 146.25  -6.86559          4.01473
## 17   Adams      Changeup 85.35182 2006.599 146.25 -12.42788          7.15709
## 18   Adams      Changeup 79.42353 1781.574 146.25 -13.77186          6.56961
## 19   Adams      Changeup 83.76260 2023.765 146.25 -15.25182          6.90737
## 20   Adams      Changeup 78.33639 1764.541 146.25 -13.93241          7.56103
## 21   Adams      Changeup 84.96724 2068.608 150.00 -15.11851         10.09182
## 22   Adams     Curveball 74.99006 1568.506  60.00  11.73973         -6.25772
## 23   Adams     Curveball 75.43407 1776.917  63.75   9.54583         -6.75870
## 24   Adams      Changeup 79.34538 1733.488 150.00 -11.05107          7.13587
## 25   Adams      Changeup 84.78452 1923.734 157.50 -11.87323         11.82056
## 26   Adams      Changeup 84.22828 1957.602 153.75 -12.63284         11.82949
## 27   Adams      Changeup 85.41974 1960.305 153.75 -14.12182         10.87375
## 28   Adams      Changeup 84.86816 1842.085 153.75 -10.91823          9.40997
## 29   Adams      Changeup 83.18887 1757.319 153.75 -10.60331          8.32217
## 30   Adams     Curveball 78.19386 1722.049 142.50  -7.21847          3.04937
## 31   Adams      Changeup 84.91978 2055.013 153.75 -14.83883         12.61245
## 32   Adams      Changeup 78.57680 1845.523 146.25 -13.25579          7.19839
## 33   Adams      Changeup 78.98223 1713.869 146.25 -10.38103          5.84508
## 34   Adams      Changeup 85.15217 2049.686 157.50 -10.98800         13.62536
## 35   Adams      Changeup 77.81832 1869.063 142.50 -12.65068          5.00229
## 36   Adams      Changeup 77.45381 1832.942 146.25  -7.70548          4.88453
## 37   Adams     Curveball 75.52550 1676.092  75.00   7.75622        -11.30284
## 38   Adams      Changeup 77.96211 1805.897 138.75 -11.99863          3.70221
## 39   Adams      Changeup 84.09830 1928.372 150.00 -14.99241         11.01528
## 40   Adams     Curveball 76.06817 1597.591  67.50  10.02438         -9.84934
## 41   Adams      Changeup 84.22101 2045.099 153.75 -15.75363         12.12583
## 42   Adams     Curveball 74.59083 1778.267  75.00   7.95898        -13.40024
## 43   Adams      Changeup 78.52521 1954.303 135.00  -8.93835          2.05150
Adams_ValleyBlueSox <- x %>%
   filter(BatterTeam == "VAL_BLU") %>%
  select(Pitcher, AutoPitchType, RelSpeed, SpinRate, Tilt, HorzBreak, InducedVertBreak)
Adams_ValleyBlueSox
##    Pitcher AutoPitchType RelSpeed SpinRate   Tilt HorzBreak InducedVertBreak
## 1    Adams      Changeup 82.58488 1932.439 157.50 -14.84257         14.49599
## 2    Adams      Changeup 84.73593 1995.495 150.00 -16.25784         11.87831
## 3    Adams      Changeup 83.71827 1984.321 161.25 -12.87398         15.97694
## 4    Adams     Four-Seam 86.05699 2044.586 161.25 -11.30414         16.40182
## 5    Adams        Sinker 86.13006 1966.377 153.75 -15.58595         12.13426
## 6    Adams      Changeup 78.62209 1765.305 138.75 -15.83135          2.83162
## 7    Adams      Changeup 78.33601 1790.194 131.25 -13.61355          0.62587
## 8    Adams      Changeup 83.81586 2026.878 157.50 -13.58379         13.90087
## 9    Adams      Changeup 78.59006 1816.962 157.50  -6.83229          8.25406
## 10   Adams        Sinker 85.61743 2092.120 161.25 -12.64516         16.34245
## 11   Adams      Changeup 77.33947 1852.980 146.25  -9.27048          5.85303
## 12   Adams      Changeup 80.95198 1914.146 146.25 -17.81375          8.00993
## 13   Adams      Changeup 84.37183 2030.879 157.50 -11.84280         11.87516
## 14   Adams      Changeup 79.35104 1819.219 150.00 -11.81768          7.80697
## 15   Adams     Curveball 74.12423 1612.431  78.75   6.78709        -16.08450
## 16   Adams      Changeup 85.12487 2064.725 142.50 -19.08544          6.32910
## 17   Adams      Changeup 85.22115 1993.935 153.75 -15.30021         14.24017
## 18   Adams      Changeup 84.54312 2050.709 146.25 -17.88190          8.39894
## 19   Adams     Curveball 74.20295 1681.523  75.00  10.82560        -15.55883
## 20   Adams     Curveball 74.84213 1802.430  75.00   9.33764        -12.60544
## 21   Adams      Changeup 85.15145 2077.110 146.25 -18.62095         10.34107
## 22   Adams     Curveball 74.84868 1537.209  67.50  10.85040         -8.16607
## 23   Adams      Changeup 83.63182 2037.204 157.50 -15.25820         15.67418
## 24   Adams      Changeup 85.54389 2081.826 153.75 -16.79442         12.64528
## 25   Adams      Changeup 78.98810 1858.629 135.00 -13.46831          2.26740
## 26   Adams      Changeup 85.54934 2131.621 153.75 -15.76800         12.01457
## 27   Adams      Changeup 78.61790 1769.904 146.25 -14.53950          8.01355
## 28   Adams     Curveball 74.71788 1602.226  71.25   8.73245        -10.38638
## 29   Adams      Changeup 85.59452 2140.751 146.25 -17.27162          9.15418
## 30   Adams     Curveball 73.57226 1569.754  63.75  14.43359         -7.92052
## 31   Adams     Four-Seam 85.96413 2066.313 161.25 -12.42453         17.79729
## 32   Adams      Changeup 79.28193 1801.664 142.50 -16.23402          4.85355
## 33   Adams      Changeup 79.27856 1927.156 142.50 -14.99749          5.92248
## 34   Adams      Changeup 79.61148 1909.517 150.00 -10.78044          8.44221
## 35   Adams     Curveball 76.75921 1749.552  63.75  13.89524         -8.94630
## 36   Adams      Changeup 86.47788 2068.479 150.00 -16.90387         11.91257
## 37   Adams      Changeup 79.72532 1782.395 142.50 -13.59335          6.15233
## 38   Adams      Changeup 79.98993 1773.121 138.75 -16.11115          3.31827
## 39   Adams     Curveball 74.29380 1581.633  86.25   1.14626         -6.70717
## 40   Adams      Changeup 79.17926 1821.102 150.00 -10.81363          7.69815
## 41   Adams        Sinker 85.75164 2075.383 161.25  -9.14666         13.59414
## 42   Adams      Changeup 85.19418 2090.981 146.25 -18.43733          9.30225
## 43   Adams      Changeup 86.31844 2179.082 150.00 -16.63690         10.95355
## 44   Adams     Curveball 74.88675 1719.884  78.75   4.27181         -9.20949
## 45   Adams      Changeup 86.08779 2052.780 150.00 -15.59233          8.96839
## 46   Adams      Changeup 78.96024 1800.044 138.75 -12.14406          3.69201
## 47   Adams      Changeup 78.84972 1692.715 138.75 -10.34938          2.96421
## 48   Adams     Curveball 76.03982 1787.538  71.25   7.22327         -7.96414
## 49   Adams     Four-Seam 86.33630 2091.740 172.50  -4.42292         19.30623
## 50   Adams      Changeup 85.42782 2015.011 150.00 -16.10375         10.36442
## 51   Adams      Changeup 79.59357 1659.824 135.00  -8.78205          1.09535
## 52   Adams        Sinker 85.69815 2115.511 157.50 -14.63528         14.90914
## 53   Adams     Curveball 75.73499 1654.801  71.25   4.76036         -5.18622
## 54   Adams        Sinker 85.48813 2077.834 157.50 -12.71509         14.86241
## 55   Adams      Changeup 84.52213 2069.859 153.75 -14.15304         12.92438
## 56   Adams     Curveball 75.92770 1606.898  67.50  12.82268        -10.39339
## 57   Adams     Curveball 76.00873 1625.153  67.50  11.90701        -10.67044
## 58   Adams     Four-Seam 85.24595 1900.420  15.00  14.34957         25.23257
## 59   Adams      Changeup 84.70373 1967.877 150.00 -16.37509         11.11087
## 60   Adams      Changeup 79.22938 1809.322 150.00 -15.37339         10.72060
## 61   Adams      Changeup 84.25460 2042.919 153.75 -17.16009         15.70371
## 62   Adams      Changeup 84.23081 1913.037 153.75 -18.10147         14.41796
## 63   Adams      Changeup 84.50852 1992.890 153.75 -16.05930         13.84072
## 64   Adams      Changeup 79.33885 1747.946 146.25 -10.86367          5.33733
## 65   Adams     Curveball 73.50702 1682.141  75.00   6.16414         -9.65906
## 66   Adams      Changeup 84.72439 2065.312 157.50 -13.10190         16.31528
## 67   Adams     Curveball 74.30374 1707.994  71.25   9.82481        -11.05855
## 68   Adams      Changeup 83.28268 2025.523 153.75 -17.12721         15.43127
## 69   Adams      Changeup 85.34969 2061.190 153.75 -10.82473          9.31906
## 70   Adams      Changeup 78.56193 1835.786 142.50 -15.38615          5.64725
## 71   Adams      Changeup 82.45088 2047.118 150.00 -19.70186         12.27879
Adams_Danbury <- x %>%
   filter(BatterTeam == "DAN_WES") %>%
  select(Pitcher, AutoPitchType, RelSpeed, SpinRate, Tilt, HorzBreak, InducedVertBreak)
Adams_Danbury
##    Pitcher AutoPitchType RelSpeed SpinRate   Tilt HorzBreak InducedVertBreak
## 1    Adams      Changeup 78.54486 1621.633 146.25 -12.20166          6.48402
## 2    Adams     Curveball 74.87076 1563.459  67.50  13.37225        -10.90162
## 3    Adams        Sinker 85.60429 2107.771 157.50 -12.05327         13.12883
## 4    Adams        Sinker 86.17586 2156.172 157.50 -15.23316         16.06713
## 5    Adams      Changeup 85.29551 2063.671 157.50 -13.36520         14.05812
## 6    Adams     Curveball 74.44265 1579.581  78.75   8.94174        -17.03202
## 7    Adams      Changeup 78.45906 1670.669 150.00 -16.72962         11.26808
## 8    Adams      Changeup 86.13255 2058.997 150.00 -14.71749         10.43434
## 9    Adams     Curveball 72.66477 1629.323  71.25  11.34922        -13.81457
## 10   Adams      Changeup 85.27469 1960.878 150.00 -18.48332         13.10186
## 11   Adams      Changeup 84.25043 1947.933 153.75 -16.43564         15.41450
## 12   Adams        Sinker 87.08843 2056.191 150.00 -18.58592         12.40028
## 13   Adams     Curveball 73.56248 1613.939  71.25  14.20103        -15.06253
## 14   Adams        Sinker 85.95516 2003.056 157.50 -15.64288         16.63776
## 15   Adams      Changeup 85.03103 2020.848 157.50 -16.11989         16.72584
## 16   Adams        Sinker 87.74838 2026.269 153.75 -18.09808         14.60477
## 17   Adams      Changeup 84.62469 2058.033 157.50 -15.20308         16.28056
## 18   Adams     Curveball 75.48846 1616.898  67.50  11.71697         -9.60363
## 19   Adams      Changeup 79.61100 1722.874 142.50 -14.43851          5.95803
## Warning: Removed 15 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) 
## Warning: Removed 2 rows containing missing values (`geom_point()`).