오늘 등록현황

require(RODBC)
## Loading required package: RODBC
## Warning: package 'RODBC' was built under R version 3.5.2
conn_mssql=odbcDriverConnect("DSN=test; uid=OPT; pwd=sports@i%pt2012!!@^")
all_pts_2019=sqlQuery(conn_mssql,[1991 chars quoted with '"'])

## DB에서 날짜별 데이터 불러오기
pts2019=sqlQuery(conn_mssql,[2274 chars quoted with '"']
)

all_pts_2019$gu1=all_pts_2019$DEFLECTION_BREAK_MAGNITUDE_KOR/all_pts_2019$VY0_KOR
all_pts_2019$gu2=all_pts_2019$SPIN_RATE/all_pts_2019$VY0_KOR
all_pts_2019$gu3=all_pts_2019$PITCH_START_SPEED_KOR/all_pts_2019$VY0_KOR
all_pts_2019$gu4=all_pts_2019$ARC_BREAK_MAGNITUDE_KOR/all_pts_2019$VY0_KOR

pts2019$gu1=pts2019$DEFLECTION_BREAK_MAGNITUDE_KOR/pts2019$VY0_KOR
pts2019$gu2=pts2019$SPIN_RATE/pts2019$VY0_KOR
pts2019$gu3=pts2019$PITCH_START_SPEED_KOR/pts2019$VY0_KOR
pts2019$gu4=pts2019$ARC_BREAK_MAGNITUDE_KOR/pts2019$VY0_KOR

pre=NULL ## 저장할 테이블 생성
pit_pcode=unique(pts2019$PCODE) ## 반복문을 위한 선수 PCODE 저장(당일 경기 출전한 투수만)

## 선수별 구종분류
require(MASS) ## 필요 패키지 : MASS
## Loading required package: MASS
## Warning: package 'MASS' was built under R version 3.5.3
for(i in 1:length(pit_pcode)){

  game1=all_pts_2019[all_pts_2019$PCODE==as.character(pit_pcode[i]),]
  game=pts2019[pts2019$PCODE==as.character(pit_pcode[i]),]

  if(nrow(game1)==0)  ## 이전 투구가 없는 선수의 경우 전체모형으로 이동, 아닐 경우 개인모형으로 이동
  {
    ## 전체 PTS 데이터중 투구유형이 같은 투수들의 PTS 데이터만 가지고 모형 생성
    gg=lda(stuff ~
             SPIN_ANGLE +
             VX0_KOR +
             VY0_KOR +
             VZ0_KOR +
             PITCH_START_SPEED_KOR +
             SPIN_RATE +
             gu4 +
             gu2 +
             gu1 +
             gu3
           , data=all_pts_2019[as.character(all_pts_2019$투타)==unique(as.character(game$투타)) &
                                 abs(all_pts_2019$Z0_KOR - game$Z0_KOR) <= 10, ])
  pre_stuff=predict(gg, game)$class
  z=cbind(game, pre_stuff)
  pre=rbind(pre,z)
}
else
{
  ## 개인별 모형 만들기
  gg=lda(stuff ~
           SPIN_ANGLE +
           VX0_KOR +
           VY0_KOR +
           VZ0_KOR +
           PITCH_START_SPEED_KOR +
           SPIN_RATE +
           gu4 +
           gu2 +
           gu1 +
           gu3
           , data=game1)
  pre_stuff=predict(gg, game)$class
  z=cbind(game, pre_stuff)
  pre=rbind(pre,z)
}
}
## Warning in lda.default(x, grouping, ...): groups 너클 체인 커터 투심 are
## empty
## Warning in lda.default(x, grouping, ...): groups 너클 커터 포크 are empty
## Warning in lda.default(x, grouping, ...): groups 너클 체인 커터 투심 are
## empty
## Warning in lda.default(x, grouping, ...): groups 너클 커브 커터 are empty
## Warning in lda.default(x, grouping, ...): groups 너클 커터 투심 포크 are
## empty
## Warning in lda.default(x, grouping, ...): groups 너클 투심 포크 are empty
## Warning in lda.default(x, grouping, ...): groups 너클 슬라 커터 are empty
## Warning in all_pts_2019$Z0_KOR - game$Z0_KOR: 두 객체의 길이가 서로 배수관
## 계에 있지 않습니다
## Warning in lda.default(x, grouping, ...): groups 너클 체인 커터 투심 are
## empty
## Warning in lda.default(x, grouping, ...): groups 너클 커터 포크 are empty
## Warning in lda.default(x, grouping, ...): groups 너클 체인 커터 are empty
## Warning in lda.default(x, grouping, ...): groups 너클 커터 포크 are empty
## Warning in lda.default(x, grouping, ...): groups 너클 체인 커터 are empty
## Warning in lda.default(x, grouping, ...): groups 너클 커브 커터 투심 are
## empty
## Warning in lda.default(x, grouping, ...): groups 너클 커터 투심 포크 are
## empty
## Warning in lda.default(x, grouping, ...): groups 너클 슬라 커터 포크 are
## empty
## Warning in lda.default(x, grouping, ...): groups 너클 체인 커터 are empty
## Warning in lda.default(x, grouping, ...): groups 너클 커터 포크 are empty
## Warning in lda.default(x, grouping, ...): groups 너클 커터 are empty
## Warning in lda.default(x, grouping, ...): groups 너클 체인 투심 are empty
## Warning in lda.default(x, grouping, ...): groups 너클 커터 투심 포크 are
## empty
## Warning in lda.default(x, grouping, ...): groups 너클 커터 투심 are empty
## Warning in lda.default(x, grouping, ...): groups 너클 포크 are empty
## Warning in lda.default(x, grouping, ...): groups 너클 체인 커터 투심 포크
## are empty
## Warning in lda.default(x, grouping, ...): groups 너클 커터 투심 포크 are
## empty
## Warning in lda.default(x, grouping, ...): groups 너클 체인 커터 포크 are
## empty
## Warning in lda.default(x, grouping, ...): groups 너클 커터 투심 are empty
## Warning in lda.default(x, grouping, ...): groups 너클 체인 커터 투심 are
## empty
## Warning in lda.default(x, grouping, ...): groups 너클 커터 투심 포크 are
## empty
## Warning in lda.default(x, grouping, ...): groups 너클 체인 커터 are empty
## Warning in lda.default(x, grouping, ...): groups 너클 커터 포크 are empty

## Warning in lda.default(x, grouping, ...): groups 너클 커터 포크 are empty
## Warning in lda.default(x, grouping, ...): groups 너클 체인 커터 포크 are
## empty
## Warning in lda.default(x, grouping, ...): groups 너클 체인 커터 투심 are
## empty
## Warning in lda.default(x, grouping, ...): groups 너클 체인 are empty
## DB에 입력된 구종과 예측항 구종의 일치확인 - 일치 : TRUE, 불일치 : FALSE
pre$match = factor(pre$stuff) == factor(pre$pre_stuff)
print(pre[pre$match=="FALSE",])
##        name PCODE 투타        GAMEID GYEAR  diff SPIN_ANGLE X0_KOR Z0_KOR
## 45   구창모 65933 좌투 20190627HHNC0  2019  9.13  129.96218  0.657  1.731
## 128  구창모 65933 좌투 20190627HHNC0  2019  9.57  128.81922  0.731  1.735
## 168  구창모 65933 좌투 20190627HHNC0  2019 10.03  144.51205  0.719  1.696
## 196  구창모 65933 좌투 20190627HHNC0  2019  9.72  121.08404  0.730  1.743
## 22   채드벨 69748 좌투 20190627HHNC0  2019 10.98  124.55944  0.560  1.862
## 23   채드벨 69748 좌투 20190627HHNC0  2019 12.63  112.07818  0.539  1.872
## 25   채드벨 69748 좌투 20190627HHNC0  2019 12.14  129.93135  0.455  1.891
## 37   채드벨 69748 좌투 20190627HHNC0  2019 13.03  156.45546  0.461  1.816
## 58   채드벨 69748 좌투 20190627HHNC0  2019  9.36  136.69741  0.518  1.926
## 59   채드벨 69748 좌투 20190627HHNC0  2019  8.38  119.11659  0.598  1.825
## 60   채드벨 69748 좌투 20190627HHNC0  2019 11.02  137.83084  0.508  1.871
## 68   채드벨 69748 좌투 20190627HHNC0  2019 11.77  123.89048  0.522  1.785
## 72   채드벨 69748 좌투 20190627HHNC0  2019 10.99  161.15378  0.404  1.830
## 74   채드벨 69748 좌투 20190627HHNC0  2019 10.66  144.74130  0.464  1.836
## 76   채드벨 69748 좌투 20190627HHNC0  2019 10.40  119.67145  0.478  1.843
## 77   채드벨 69748 좌투 20190627HHNC0  2019 10.27  114.43629  0.494  1.850
## 96   채드벨 69748 좌투 20190627HHNC0  2019 12.02  150.71059  0.513  1.888
## 102  채드벨 69748 좌투 20190627HHNC0  2019 12.75  148.25487  0.470  1.886
## 104  채드벨 69748 좌투 20190627HHNC0  2019 11.56  131.63246  0.549  1.845
## 107  채드벨 69748 좌투 20190627HHNC0  2019 11.54  143.83374  0.436  1.782
## 112  채드벨 69748 좌투 20190627HHNC0  2019 10.53  140.56774  0.461  1.830
## 114  채드벨 69748 좌투 20190627HHNC0  2019 10.68  145.33617  0.526  1.851
## 118  채드벨 69748 좌투 20190627HHNC0  2019 11.46  137.40059  0.399  1.852
## 141  채드벨 69748 좌투 20190627HHNC0  2019 13.06  154.38378  0.445  1.860
## 143  이태양 60768 우투 20190627HHNC0  2019  9.30  182.46803 -0.190  1.956
## 148  이태양 60768 우투 20190627HHNC0  2019  8.93  229.92661 -0.189  1.907
## 149  이태양 60768 우투 20190627HHNC0  2019  8.50  177.09790 -0.194  1.897
## 241  강윤구 79358 좌투 20190627HHNC0  2019 10.76  144.79048  0.523  1.754
## 244  강윤구 79358 좌투 20190627HHNC0  2019  9.58  161.00275  0.516  1.688
## 248  강윤구 79358 좌투 20190627HHNC0  2019 10.57  144.48810  0.514  1.704
## 263  윤규진 73750 우투 20190627HHNC0  2019 10.00  233.03442 -0.743  1.813
## 265  윤규진 73750 우투 20190627HHNC0  2019  9.81  229.69272 -0.757  1.843
## 266  윤규진 73750 우투 20190627HHNC0  2019  8.61  341.27866 -0.617  1.882
## 320  임준섭 62611 좌투 20190627HHNC0  2019  9.88  189.63940  0.346  1.817
## 324  임준섭 62611 좌투 20190627HHNC0  2019  9.78  192.73283  0.384  1.868
## 333  임준섭 62611 좌투 20190627HHNC0  2019  9.32  330.77359  0.356  1.994
## 372  요키시 69343 좌투 20190627HTWO0  2019 13.77  122.77779  0.708  1.790
## 373  요키시 69343 좌투 20190627HTWO0  2019 14.68  134.48531  0.714  1.658
## 382    터너 69640 우투 20190627HTWO0  2019 12.93  194.47430 -0.540  1.793
## 383    터너 69640 우투 20190627HTWO0  2019 13.76  218.96617 -0.496  1.705
## 384    터너 69640 우투 20190627HTWO0  2019 14.52  207.89269 -0.523  1.774
## 387    터너 69640 우투 20190627HTWO0  2019 15.05  223.27298 -0.631  1.771
## 389    터너 69640 우투 20190627HTWO0  2019 13.81  220.61406 -0.488  1.717
## 390    터너 69640 우투 20190627HTWO0  2019 13.81  188.89859 -0.513  1.769
## 404    터너 69640 우투 20190627HTWO0  2019 14.28  218.86177 -0.527  1.732
## 415    터너 69640 우투 20190627HTWO0  2019 12.82  208.66222 -0.472  1.763
## 446    터너 69640 우투 20190627HTWO0  2019 13.72  218.08754 -0.446  1.663
## 450    터너 69640 우투 20190627HTWO0  2019 13.17  196.92223 -0.500  1.688
## 453    터너 69640 우투 20190627HTWO0  2019 15.36  202.41702 -0.537  1.677
## 457    터너 69640 우투 20190627HTWO0  2019 14.84  220.05609 -0.525  1.686
## 458    터너 69640 우투 20190627HTWO0  2019 15.06  222.31015 -0.509  1.684
## 459    터너 69640 우투 20190627HTWO0  2019 15.81  213.72390 -0.524  1.741
## 473    터너 69640 우투 20190627HTWO0  2019 12.09  208.08681 -0.551  1.719
## 477    터너 69640 우투 20190627HTWO0  2019 14.57  198.54295 -0.557  1.688
## 478    터너 69640 우투 20190627HTWO0  2019 14.44  205.87189 -0.502  1.687
## 480    터너 69640 우투 20190627HTWO0  2019 15.10  214.25587 -0.578  1.711
## 481    터너 69640 우투 20190627HTWO0  2019 14.51  215.60406 -0.530  1.738
## 482    터너 69640 우투 20190627HTWO0  2019 15.28  225.28418 -0.522  1.742
## 500    터너 69640 우투 20190627HTWO0  2019 15.96  208.94508 -0.575  1.766
## 501    터너 69640 우투 20190627HTWO0  2019 15.17  213.57756 -0.527  1.707
## 503    터너 69640 우투 20190627HTWO0  2019 13.69  216.25204 -0.523  1.709
## 504    터너 69640 우투 20190627HTWO0  2019 14.74  215.89146 -0.498  1.674
## 505    터너 69640 우투 20190627HTWO0  2019 13.41  218.29439 -0.580  1.722
## 526    터너 69640 우투 20190627HTWO0  2019 15.08  227.47086 -0.449  1.692
## 527    터너 69640 우투 20190627HTWO0  2019 14.50  214.79531 -0.480  1.696
## 530    터너 69640 우투 20190627HTWO0  2019 14.42  222.12305 -0.517  1.704
## 531    터너 69640 우투 20190627HTWO0  2019 15.32  210.81210 -0.475  1.678
## 534    터너 69640 우투 20190627HTWO0  2019 14.67  211.11430 -0.551  1.681
## 535    터너 69640 우투 20190627HTWO0  2019 15.16  203.09773 -0.529  1.692
## 591  박준표 63638 우언 20190627HTWO0  2019 13.64  241.53406 -0.498  1.335
## 598  박준표 63638 우언 20190627HTWO0  2019 13.04  247.93030 -0.537  1.379
## 577  김상수 76430 우투 20190627HTWO0  2019 10.30  181.28038 -0.459  1.676
## 606  이준영 65665 좌투 20190627HTWO0  2019 13.02  131.12418  0.603  1.752
## 622  오주원 74359 좌투 20190627HTWO0  2019 12.15  119.80634  0.854  1.662
## 627  오주원 74359 좌투 20190627HTWO0  2019 11.87  127.40906  0.859  1.612
## 760  김원중 62528 우투 20190627KTLT0  2019 10.73  209.92384 -0.535  1.855
## 805  김원중 62528 우투 20190627KTLT0  2019 11.43  226.28101 -0.490  1.927
## 920  김대유 60337 좌투 20190627KTLT0  2019 10.23  116.32565  0.780  1.539
## 945  조현우 64047 좌투 20190627KTLT0  2019 11.49  153.68870  0.513  1.682
## 946  조현우 64047 좌투 20190627KTLT0  2019  8.18  345.89380  0.476  1.795
## 951  조현우 64047 좌투 20190627KTLT0  2019  7.97  334.93477  0.405  1.738
## 952  조현우 64047 좌투 20190627KTLT0  2019  6.80  330.85513  0.504  1.681
## 957  조현우 64047 좌투 20190627KTLT0  2019  8.35  328.87347  0.508  1.707
## 966  신정락 60140 우언 20190627SKLG0  2019  9.06   71.64523 -0.617  1.487
## 968  신정락 60140 우언 20190627SKLG0  2019  9.31   82.80472 -0.682  1.469
## 970  신정락 60140 우언 20190627SKLG0  2019  9.30   79.05783 -0.596  1.402
## 1013 신정락 60140 우언 20190627SKLG0  2019 10.09   72.74304 -0.596  1.474
## 1014 신정락 60140 우언 20190627SKLG0  2019 10.11   74.84628 -0.622  1.472
## 1018 신정락 60140 우언 20190627SKLG0  2019  9.67   75.19211 -0.565  1.413
## 1020 신정락 60140 우언 20190627SKLG0  2019  8.84   68.85608 -0.544  1.434
## 1021 신정락 60140 우언 20190627SKLG0  2019  9.46   87.31128 -0.557  1.428
## 1022 신정락 60140 우언 20190627SKLG0  2019 10.27   75.01776 -0.597  1.553
## 1026 신정락 60140 우언 20190627SKLG0  2019  9.86   71.41409 -0.562  1.463
## 1028 신정락 60140 우언 20190627SKLG0  2019 10.63   96.37111 -0.689  1.435
## 1029 신정락 60140 우언 20190627SKLG0  2019  9.56   94.94672 -0.587  1.447
## 1059 신정락 60140 우언 20190627SKLG0  2019  8.68   75.43793 -0.569  1.443
## 1066 신정락 60140 우언 20190627SKLG0  2019  8.01   81.99548 -0.599  1.454
## 1072 신정락 60140 우언 20190627SKLG0  2019  9.39   67.44888 -0.525  1.471
## 983    소사 62698 우투 20190627SKLG0  2019 10.16  196.50231 -0.165  1.907
## 984    소사 62698 우투 20190627SKLG0  2019  9.51  198.48398 -0.141  1.877
## 985    소사 62698 우투 20190627SKLG0  2019 11.04  197.29784 -0.156  1.863
## 988    소사 62698 우투 20190627SKLG0  2019 11.31  153.21021 -0.135  1.910
## 992    소사 62698 우투 20190627SKLG0  2019 11.45  197.65230 -0.241  1.893
## 1003   소사 62698 우투 20190627SKLG0  2019 11.38  200.40724 -0.124  1.910
## 1035   소사 62698 우투 20190627SKLG0  2019 10.98  178.45230 -0.162  1.937
## 1036   소사 62698 우투 20190627SKLG0  2019  9.48  179.48177 -0.209  1.866
## 1046   소사 62698 우투 20190627SKLG0  2019 12.33  192.72425 -0.159  1.836
## 1049   소사 62698 우투 20190627SKLG0  2019 10.19  122.53137 -0.299  1.835
## 1050   소사 62698 우투 20190627SKLG0  2019 10.96  187.94668 -0.349  1.794
## 1093   소사 62698 우투 20190627SKLG0  2019  9.63  203.70493 -0.197  1.862
## 1099   소사 62698 우투 20190627SKLG0  2019 11.83  154.07198 -0.168  1.870
## 1122   소사 62698 우투 20190627SKLG0  2019 10.08  165.09335 -0.228  1.920
## 1149   소사 62698 우투 20190627SKLG0  2019 11.15  176.80879 -0.158  1.927
## 1154   소사 62698 우투 20190627SKLG0  2019 11.19  124.09933 -0.398  1.776
## 1167   소사 62698 우투 20190627SKLG0  2019 10.87  178.62202 -0.163  1.966
## 1170   소사 62698 우투 20190627SKLG0  2019 10.73  177.09755 -0.199  1.946
## 1171   소사 62698 우투 20190627SKLG0  2019 10.15  123.74162 -0.460  1.882
## 1173   소사 62698 우투 20190627SKLG0  2019 10.64  203.82657 -0.222  1.926
## 1174   소사 62698 우투 20190627SKLG0  2019  9.84  135.19169 -0.477  1.789
## 1175   소사 62698 우투 20190627SKLG0  2019 10.71  125.58700 -0.348  1.795
## 1177   소사 62698 우투 20190627SKLG0  2019 11.44  184.32130 -0.241  1.840
## 1195 박민호 64893 우언 20190627SKLG0  2019 10.24   39.19577 -0.741  1.289
## 1198 박민호 64893 우언 20190627SKLG0  2019 10.37   32.88644 -0.704  1.251
## 1201 박민호 64893 우언 20190627SKLG0  2019  9.63   61.54865 -0.702  1.227
## 1204 박민호 64893 우언 20190627SKLG0  2019 10.42   49.19760 -0.761  1.298
## 1230 고우석 67119 우투 20190627SKLG0  2019 13.90  208.72872 -0.504  1.743
##      VX0_KOR VZ0_KOR VY0_KOR DEFLECTION_BREAK_X_KOR DEFLECTION_BREAK_Z_KOR
## 45    -2.360  -0.882 -36.808                   13.0                   10.9
## 128   -2.142  -0.433 -37.198                   12.3                    9.9
## 168   -1.644  -0.910 -37.421                    9.5                   13.4
## 196   -1.709   0.023 -36.639                   14.5                    8.7
## 22    -1.327  -1.235 -37.882                   18.4                   12.7
## 23    -0.923  -0.469 -37.527                   21.2                    8.6
## 25    -2.447  -0.826 -40.999                   19.9                   16.6
## 37    -1.561  -2.276 -41.334                   10.8                   24.8
## 58    -1.105  -0.657 -39.720                   13.6                   14.4
## 59    -0.083  -1.376 -37.186                   14.0                    7.8
## 60    -1.324  -1.888 -40.241                   17.6                   19.4
## 68    -1.772  -2.254 -38.124                   15.1                   10.2
## 72    -2.546  -2.548 -40.359                    8.9                   26.2
## 74    -2.160  -1.974 -40.999                   15.0                   21.2
## 76    -1.822  -1.565 -38.081                   19.1                   10.9
## 77    -1.011  -1.269 -38.165                   14.8                    6.7
## 96    -1.446  -1.866 -40.106                   14.7                   26.2
## 102   -1.530  -1.908 -40.169                   16.0                   25.8
## 104   -0.127  -1.099 -37.693                   13.5                   12.0
## 107   -2.551  -2.366 -38.247                   13.6                   18.6
## 112   -1.905  -2.333 -40.092                   15.9                   19.4
## 114   -1.418  -1.310 -37.655                   11.8                   17.1
## 118   -2.358  -2.453 -40.308                   19.2                   20.8
## 141   -2.047  -1.590 -39.858                   13.2                   27.5
## 143    0.674  -0.349 -35.071                   -0.4                    8.3
## 148    0.484  -0.589 -34.399                   -3.0                    2.5
## 149    0.643  -0.700 -35.013                    0.2                    4.7
## 241   -0.128   0.429 -36.517                   11.9                   16.9
## 244   -0.527  -1.629 -36.938                    7.5                   21.8
## 248   -0.974  -0.746 -36.661                   11.2                   15.6
## 263    2.069  -0.526 -36.354                   -9.2                    6.9
## 265    1.490  -0.019 -35.654                   -9.0                    7.6
## 266    2.290  -0.062 -32.503                   -4.0                  -11.7
## 320   -0.242  -2.595 -39.436                   -3.6                   21.5
## 324    0.611  -1.316 -38.910                   -5.4                   23.9
## 333   -0.226   0.606 -35.080                   -6.6                  -11.9
## 372   -3.020  -0.446 -36.278                   30.5                   19.6
## 373   -4.100  -2.664 -39.890                   26.8                   26.3
## 382    0.635  -1.746 -40.061                   -8.0                   31.0
## 383    2.545  -3.528 -40.183                  -20.1                   24.9
## 384    2.011  -1.602 -40.786                  -15.0                   28.3
## 387    0.634  -0.888 -40.809                  -20.6                   21.8
## 389    1.933  -2.359 -41.768                  -21.4                   25.0
## 390    1.211  -2.153 -40.953                   -5.8                   37.3
## 404    1.844  -1.547 -41.368                  -19.2                   23.9
## 415    1.443  -1.724 -40.271                  -13.9                   25.3
## 446    3.028  -2.316 -41.526                  -18.8                   24.0
## 450    2.277  -2.363 -41.854                   -9.2                   30.4
## 453    1.756  -2.604 -41.856                  -11.7                   28.5
## 457    2.181  -1.711 -41.292                  -23.6                   28.0
## 458    2.298  -2.674 -41.443                  -24.3                   26.7
## 459    2.152  -1.630 -41.338                  -20.5                   30.7
## 473    2.244  -2.014 -41.277                  -16.4                   30.7
## 477    1.826  -1.626 -41.654                   -9.3                   27.8
## 478    2.602  -2.721 -41.867                  -12.9                   26.6
## 480    1.717  -1.708 -41.652                  -15.9                   23.3
## 481    2.273  -1.603 -41.050                  -21.7                   30.3
## 482    2.068  -1.306 -40.873                  -24.0                   23.8
## 500    0.997  -1.039 -40.779                  -15.5                   28.0
## 501    2.018  -2.290 -41.531                  -18.7                   28.2
## 503    2.644  -2.173 -41.623                  -20.8                   28.4
## 504    2.392  -2.634 -42.404                  -20.1                   27.8
## 505    1.711  -1.928 -41.794                  -20.5                   25.9
## 526    2.503  -2.037 -42.484                  -24.6                   22.6
## 527    2.082  -2.024 -41.641                  -16.6                   23.9
## 530    2.176  -1.511 -41.305                  -21.0                   23.2
## 531    2.787  -2.271 -42.513                  -18.2                   30.5
## 534    1.308  -1.925 -42.089                  -16.5                   27.4
## 535    1.740  -1.649 -41.692                  -11.6                   27.2
## 591    1.794  -0.104 -38.280                  -21.9                   11.9
## 598    1.785   0.234 -37.906                  -18.6                    7.5
## 577    0.450  -0.972 -35.719                   -0.2                    9.5
## 606   -1.823  -2.362 -36.940                   29.6                   25.9
## 622   -2.752  -0.933 -36.077                   31.0                   17.8
## 627   -3.153  -1.650 -36.180                   27.4                   21.0
## 760    1.036  -1.930 -38.836                  -13.9                   24.1
## 805    1.631  -1.183 -38.187                  -21.4                   20.5
## 920   -2.908  -0.681 -35.068                   25.6                   12.7
## 945   -0.824  -1.090 -39.040                   13.9                   28.2
## 946   -0.833   1.447 -33.513                   -2.7                  -10.6
## 951   -1.553   0.406 -33.467                   -5.2                  -11.1
## 952   -0.736  -0.453 -33.127                   -3.7                   -6.7
## 957   -0.541   0.169 -34.110                   -4.1                   -6.9
## 966    0.605   1.130 -34.872                   24.5                   -8.1
## 968    0.200   1.001 -34.719                   30.6                   -3.9
## 970    1.213   0.185 -34.834                   22.7                   -4.4
## 1013   1.431   0.641 -34.795                   22.2                   -6.9
## 1014   0.813   1.179 -34.661                   24.8                   -6.7
## 1018   1.174  -0.034 -34.702                   22.8                   -6.0
## 1020   1.603   0.302 -35.453                   20.7                   -8.0
## 1021   1.887  -0.127 -35.481                   15.7                   -0.7
## 1022   0.558   1.491 -34.966                   22.0                   -5.9
## 1026   1.484   0.743 -35.391                   18.3                   -6.2
## 1028  -0.469   0.878 -34.707                   28.7                    3.2
## 1029   0.879   0.069 -35.068                   22.9                    2.0
## 1059   0.969   0.239 -34.570                   19.3                   -5.0
## 1066   1.212   0.385 -35.296                   21.8                   -3.1
## 1072   1.451   0.424 -34.469                   21.9                   -9.1
## 983    0.897  -1.455 -37.938                   -3.6                   12.1
## 984    1.215  -1.582 -37.374                   -4.6                   13.7
## 985    0.972  -1.944 -38.416                   -5.1                   16.3
## 988    0.537  -1.063 -38.752                    4.6                    9.2
## 992   -0.316  -1.145 -39.096                   -5.7                   17.9
## 1003   1.014  -1.443 -37.042                   -5.4                   14.5
## 1035   0.295  -1.322 -37.046                    0.3                   12.2
## 1036   1.275  -1.062 -35.813                    0.1                   10.7
## 1046   0.864  -1.894 -38.038                   -4.5                   19.9
## 1049   0.621  -1.049 -38.755                   10.9                    7.0
## 1050   1.104  -1.921 -38.795                   -1.3                    9.1
## 1093   0.727  -1.298 -37.623                   -4.5                   10.1
## 1099   0.939  -1.035 -36.937                    5.1                   10.5
## 1122   0.658  -0.776 -36.617                    2.4                    9.1
## 1149   1.228  -1.112 -35.591                    0.8                   15.0
## 1154   0.010  -1.332 -37.266                   15.1                   10.2
## 1167   1.166  -0.954 -35.434                    0.3                   11.0
## 1170   1.023  -0.964 -36.588                    0.3                    5.1
## 1171   1.003   0.144 -34.141                    8.6                    5.8
## 1173   1.187  -0.096 -35.421                   -6.5                   14.8
## 1174   0.288  -0.464 -35.506                    9.2                    9.3
## 1175   1.097  -0.839 -36.003                   11.4                    8.2
## 1177   0.251  -1.099 -36.130                   -1.4                   19.1
## 1195   0.913   2.063 -34.277                    6.2                   -7.6
## 1198   1.623   0.932 -34.879                    2.0                   -3.0
## 1201   1.556   1.267 -34.313                    9.1                   -4.9
## 1204   0.956   1.209 -34.136                    7.8                   -6.7
## 1230   1.921  -0.644 -42.578                  -12.9                   23.5
##      DEFLECTION_BREAK_MAGNITUDE_KOR SPIN_RATE PITCH_START_SPEED_KOR
## 45                             17.0      1204                132.82
## 128                            15.8      1130                134.14
## 168                            16.4      1176                134.89
## 196                            16.9      1185                132.04
## 22                             22.4      1605                136.53
## 23                             22.9      1600                135.15
## 25                             25.9      2016                147.89
## 37                             27.1      2108                149.13
## 58                             19.8      1525                143.07
## 59                             16.0      1149                133.96
## 60                             26.2      2012                145.10
## 68                             18.2      1303                137.64
## 72                             27.7      2135                145.87
## 74                             25.9      2042                147.97
## 76                             22.0      1591                137.37
## 77                             16.3      1180                137.52
## 96                             30.0      2280                144.63
## 102                            30.4      2295                144.88
## 104                            18.0      1280                135.75
## 107                            23.1      1665                138.26
## 112                            25.1      1925                144.74
## 114                            20.8      1488                135.74
## 118                            28.3      2168                145.62
## 141                            30.5      2281                143.79
## 143                             8.3       561                126.28
## 148                             3.9       260                123.87
## 149                             4.8       326                126.09
## 241                            20.6      1432                131.47
## 244                            23.0      1630                133.12
## 248                            19.2      1337                132.05
## 263                            11.5       797                131.10
## 265                            11.8       801                128.47
## 266                            12.4       746                117.30
## 320                            21.8      1650                142.28
## 324                            24.5      1836                140.17
## 333                            13.6       895                126.31
## 372                            36.2      2421                131.06
## 373                            37.6      2773                144.68
## 382                            32.1      2414                144.37
## 383                            32.0      2393                145.50
## 384                            32.0      2427                147.12
## 387                            30.0      2259                146.96
## 389                            32.9      2576                150.77
## 390                            37.7      2893                147.70
## 404                            30.7      2365                149.18
## 415                            28.9      2188                145.20
## 446                            30.5      2374                150.12
## 450                            31.7      2505                151.14
## 453                            30.8      2386                151.11
## 457                            36.6      2807                148.98
## 458                            36.1      2767                149.73
## 459                            36.9      2810                149.13
## 473                            34.8      2729                148.99
## 477                            29.3      2272                150.21
## 478                            29.6      2310                151.33
## 480                            28.2      2174                150.20
## 481                            37.3      2848                148.12
## 482                            33.8      2551                147.41
## 500                            32.0      2393                146.90
## 501                            33.9      2603                149.91
## 503                            35.2      2748                150.35
## 504                            34.3      2711                153.19
## 505                            33.0      2593                150.74
## 526                            33.4      2633                153.38
## 527                            29.1      2258                150.27
## 530                            31.2      2402                149.00
## 531                            35.5      2801                153.59
## 534                            32.0      2509                151.75
## 535                            29.6      2285                150.34
## 591                            25.0      1771                137.96
## 598                            20.0      1413                136.61
## 577                             9.5       646                128.65
## 606                            39.3      2689                133.42
## 622                            35.8      2407                130.30
## 627                            34.5      2337                130.88
## 760                            27.9      2063                140.03
## 805                            29.7      2143                137.67
## 920                            28.6      1896                126.70
## 945                            31.4      2327                140.63
## 946                            11.0       694                120.80
## 951                            12.2       772                120.62
## 952                             7.6       477                119.30
## 957                             8.0       512                122.81
## 966                            25.8      1707                125.63
## 968                            30.8      2026                125.04
## 970                            23.1      1515                125.48
## 1013                           23.2      1511                125.39
## 1014                           25.7      1672                124.89
## 1018                           23.6      1534                125.00
## 1020                           22.2      1490                127.76
## 1021                           15.7      1051                127.91
## 1022                           22.8      1499                126.01
## 1026                           19.3      1286                127.55
## 1028                           28.9      1880                125.00
## 1029                           23.0      1523                126.28
## 1059                           19.9      1306                124.50
## 1066                           22.0      1487                127.15
## 1072                           23.7      1532                124.21
## 983                            12.7       919                136.72
## 984                            14.5      1039                134.74
## 985                            17.1      1246                138.52
## 988                            10.3       757                139.57
## 992                            18.8      1396                140.81
## 1003                           15.5      1081                133.50
## 1035                           12.3       861                133.45
## 1036                           10.7       734                129.07
## 1046                           20.4      1453                137.14
## 1049                           12.9       956                139.59
## 1050                            9.2       682                139.89
## 1093                           11.1       801                135.55
## 1099                           11.7       813                133.07
## 1122                            9.4       659                131.87
## 1149                           15.1      1009                128.27
## 1154                           18.2      1277                134.24
## 1167                           11.0       740                127.68
## 1170                            5.1       361                131.82
## 1171                           10.4       671                122.96
## 1173                           16.2      1089                127.59
## 1174                           13.1       883                127.84
## 1175                           14.1       953                129.71
## 1177                           19.1      1300                130.13
## 1195                            9.9       631                123.66
## 1198                            3.6       229                125.74
## 1201                           10.4       668                123.74
## 1204                           10.3       654                123.02
## 1230                           26.8      2143                153.45
##       AZ_KOR ARC_BREAK_MAGNITUDE_KOR BREAK_ANGLE inn tb ilsun
## 45    -7.830                    19.7    39.96220   2  T     0
## 128   -7.975                    19.5    38.81920   4  T     0
## 168   -7.327                    17.9    54.51200   5  T     0
## 196   -8.244                    20.8    31.08400   6  T     0
## 22    -7.414                    19.2    34.55940   1  B     0
## 23    -8.232                    21.9    22.07820   1  B     0
## 25    -6.136                    14.5    39.93140   1  B     0
## 37    -4.295                    10.2    66.45550   1  B     0
## 58    -6.756                    15.1    46.69740   2  B     0
## 59    -8.356                    20.9    29.11660   2  B     0
## 60    -5.660                    14.1    47.83080   2  B     0
## 68    -7.882                    20.1    33.89050   2  B     0
## 72    -4.183                     9.9    71.15380   2  B     0
## 74    -5.085                    12.0    54.74130   2  B     0
## 76    -7.721                    19.7    29.67140   2  B     0
## 77    -8.503                    20.6    24.43630   2  B     0
## 96    -4.304                    11.3    60.71060   3  B     0
## 102   -4.395                    11.8    58.25490   3  B     0
## 104   -7.585                    19.3    41.63250   3  B     0
## 107   -6.254                    16.1    53.83370   3  B     0
## 112   -5.687                    13.9    50.56770   3  B     0
## 114   -6.621                    16.6    55.33620   3  B     0
## 118   -5.362                    14.0    47.40060   3  B     0
## 141   -4.151                    10.7    64.38380   4  B     0
## 143   -8.451                    22.7    92.46800   4  B     0
## 148   -9.396                    26.4   139.92700   4  B     0
## 149   -9.019                    24.3    87.09790   4  B     0
## 241   -6.853                    17.6    54.79050   7  T     0
## 244   -5.878                    15.1    71.00280   7  T     0
## 248   -7.049                    18.2    54.48810   7  T     0
## 263   -8.591                    21.9   143.03400   7  B     0
## 265   -8.520                    22.3   139.69300   7  B     0
## 266  -11.387                    35.8   251.27900   7  B     0
## 320   -5.383                    12.4    99.63940   8  B     0
## 324   -5.002                    11.4   102.73300   8  B     0
## 333  -11.691                    31.2   240.77400   8  B     0
## 372   -6.512                    20.7    32.77780   1  T     0
## 373   -4.452                    14.5    44.48530   1  T     0
## 382   -3.350                     8.5   104.47400   1  B     0
## 383   -4.644                    13.7   128.96600   1  B     0
## 384   -3.770                    10.1   117.89300   1  B     0
## 387   -5.168                    14.1   133.27300   1  B     0
## 389   -4.166                    12.4   130.61400   1  B     0
## 390   -1.737                     4.9    98.89860   1  B     0
## 404   -4.546                    12.3   128.86200   1  B     0
## 415   -4.471                    11.4   118.66200   2  B     0
## 446   -4.448                    11.9   128.08800   3  B     0
## 450   -2.890                     7.2   106.92200   3  B     0
## 453   -3.439                     9.1   112.41700   3  B     0
## 457   -3.681                    12.3   130.05600   3  B     0
## 458   -3.950                    13.2   132.31000   3  B     0
## 459   -3.140                    10.6   123.72400   3  B     0
## 473   -2.951                     9.0   118.08700   4  B     0
## 477   -3.618                     8.5   108.54300   4  B     0
## 478   -3.804                     9.7   115.87200   4  B     0
## 480   -4.640                    11.7   124.25600   4  B     0
## 481   -3.246                    11.1   125.60400   4  B     0
## 482   -4.738                    14.0   135.28400   4  B     0
## 500   -3.915                    10.7   118.94500   5  B     0
## 501   -3.591                    10.9   123.57800   5  B     0
## 503   -3.439                    10.9   126.25200   5  B     0
## 504   -3.380                    10.8   125.89100   5  B     0
## 505   -3.935                    11.7   128.29400   5  B     0
## 526   -4.581                    13.5   137.47100   6  B     0
## 527   -4.476                    11.6   124.79500   6  B     0
## 530   -4.722                    12.9   132.12300   6  B     0
## 531   -2.750                     9.1   120.81200   6  B     0
## 534   -3.567                    10.2   121.11400   6  B     0
## 535   -3.762                     9.2   113.09800   6  B     0
## 591   -7.561                    19.6   151.53400   8  B     0
## 598   -8.399                    20.9   157.93000   8  B     0
## 577   -8.216                    21.9    91.28040   8  T     0
## 606   -5.290                    18.8    41.12420   8  B     0
## 622   -6.814                    21.8    29.80630   9  T     0
## 627   -6.252                    19.8    37.40910   9  T     0
## 760   -5.015                    13.0   119.92400   4  T     0
## 805   -5.896                    16.4   136.28100   6  T     0
## 920   -7.755                    23.3    26.32570   8  B     0
## 945   -4.187                    11.1    63.68870   9  B     0
## 946  -11.361                    32.3   255.89400   9  B     0
## 951  -11.417                    33.2   244.93500   9  B     0
## 952  -10.753                    31.8   240.85500   9  B     0
## 957  -10.831                    30.4   238.87300   9  B     0
## 966  -11.078                    31.3   341.64500   1  T     0
## 968  -10.392                    30.9   352.80500   1  T     0
## 970  -10.476                    30.3   349.05800   1  T     0
## 1013 -10.861                    31.3   342.74300   2  T     0
## 1014 -10.830                    31.4   344.84600   2  T     0
## 1018 -10.724                    31.4   345.19200   2  T     0
## 1020 -11.100                    30.4   338.85600   2  T     0
## 1021  -9.905                    27.1   357.31100   2  T     0
## 1022 -10.720                    30.0   345.01800   2  T     0
## 1026 -10.787                    29.5   341.41400   2  T     0
## 1028  -9.285                    28.1     6.37111   2  T     0
## 1029  -9.467                    27.4     4.94672   2  T     0
## 1059 -10.568                    30.2   345.43800   3  T     0
## 1066 -10.288                    28.3   351.99500   3  T     0
## 1072 -11.183                    32.6   337.44900   3  T     0
## 983   -7.499                    17.8   106.50200   1  B     0
## 984   -7.265                    17.7   108.48400   1  B     0
## 985   -6.654                    15.9   107.29800   1  B     0
## 988   -7.995                    18.3    63.21020   1  B     0
## 992   -6.218                    14.2   107.65200   1  B     0
## 1003  -7.215                    18.4   110.40700   1  B     0
## 1035  -7.608                    19.1    88.45230   2  B     0
## 1036  -7.994                    21.0    89.48180   2  B     0
## 1046  -6.089                    15.2   102.72400   2  B     0
## 1049  -8.416                    19.5    32.53140   2  B     0
## 1050  -7.999                    18.4    97.94670   2  B     0
## 1093  -7.899                    18.9   113.70500   3  B     0
## 1099  -7.939                    20.3    64.07200   3  B     0
## 1122  -8.196                    20.6    75.09340   4  B     0
## 1149  -7.334                    20.1    86.80880   5  B     0
## 1154  -7.952                    20.8    34.09930   5  B     0
## 1167  -7.997                    21.9    88.62200   6  B     0
## 1170  -8.897                    22.6    87.09750   6  B     0
## 1171  -8.914                    25.8    33.74160   6  B     0
## 1173  -7.370                    19.7   113.82700   6  B     0
## 1174  -8.261                    22.2    45.19170   6  B     0
## 1175  -8.415                    22.8    35.58700   6  B     0
## 1177  -6.577                    17.5    94.32130   6  B     0
## 1195 -10.954                    30.0   309.19600   7  B     0
## 1198 -10.263                    27.7   302.88600   7  B     0
## 1201 -10.542                    29.3   331.54900   7  B     0
## 1204 -10.800                    30.6   319.19800   7  B     0
## 1230  -4.286                     9.5   118.72900   8  T     0
##      batstartorder batorder ballcount seqno SC_ID stuff        gu1
## 45               5        6         3    45        포크 -0.4618561
## 128              4        6         4   128        포크 -0.4247540
## 168              8        9         6   168        포크 -0.4382566
## 196              6        6         1   196        포크 -0.4612571
## 22               1        2         1    22        체인 -0.5913099
## 23               1        2         2    23        체인 -0.6102273
## 25               1        2         4    25        포심 -0.6317227
## 37               1        5         6    37        포심 -0.6556346
## 58               6        6         1    58        투심 -0.4984894
## 59               6        6         2    59        체인 -0.4302695
## 60               6        6         3    60        포심 -0.6510773
## 68               6        8         4    68        체인 -0.4773896
## 72               6        1         2    72        투심 -0.6863401
## 74               6        1         4    74        포심 -0.6317227
## 76               6        2         1    76        체인 -0.5777159
## 77               6        2         2    77        체인 -0.4270929
## 96               4        4         1    96        포심 -0.7480178
## 102              4        5         1   102        포심 -0.7568025
## 104              4        5         3   104        체인 -0.4775422
## 107              4        5         6   107        체인 -0.6039689
## 112              4        7         1   112        포심 -0.6260601
## 114              4        8         1   114        체인 -0.5523835
## 118              4        9         4   118        포심 -0.7020939
## 141              1        1         7   141        포심 -0.7652165
## 143              1        2         1   143        슬라 -0.2366628
## 148              1        4         1   148        슬라 -0.1133754
## 149              1        4         2   149        슬라 -0.1370919
## 241              2        2         6   241        체인 -0.5641208
## 244              2        3         3   244        체인 -0.6226650
## 248              2        4         2   248        체인 -0.5237173
## 263              7        7         3   263        슬라 -0.3163338
## 265              7        8         2   265        슬라 -0.3309587
## 266              7        9         1   266        커브 -0.3815032
## 320              4        6         2   320        포심 -0.5527944
## 324              4        6         6   324        포심 -0.6296582
## 333              4        8         5   333        슬라 -0.3876853
## 372              1        5         1    28        슬라 -0.9978499
## 373              1        5         2    29        체인 -0.9425921
## 382              1        1         1    38        투심 -0.8012781
## 383              1        1         2    39        투심 -0.7963567
## 384              1        1         3    40        투심 -0.7845829
## 387              1        3         1    43        투심 -0.7351320
## 389              1        3         3    45        투심 -0.7876844
## 390              1        4         1    46        투심 -0.9205675
## 404              1        7         1    60        투심 -0.7421195
## 415              8        8         1    71        투심 -0.7176380
## 446              2        2         3   102        투심 -0.7344796
## 450              2        3         3   106        투심 -0.7573948
## 453              2        3         6   109        투심 -0.7358563
## 457              2        4         4   113        투심 -0.8863702
## 458              2        5         1   114        투심 -0.8710759
## 459              2        5         2   115        투심 -0.8926412
## 473              6        6         1   129        투심 -0.8430845
## 477              6        6         5   133        투심 -0.7034138
## 478              6        7         1   134        투심 -0.7070007
## 480              6        7         3   136        투심 -0.6770383
## 481              6        8         1   137        투심 -0.9086480
## 482              6        8         2   138        투심 -0.8269518
## 500              1        1         1   156        투심 -0.7847176
## 501              1        1         2   157        투심 -0.8162577
## 503              1        2         2   159        투심 -0.8456863
## 504              1        2         3   160        투심 -0.8088860
## 505              1        3         1   161        투심 -0.7895870
## 526              4        4         4   182        투심 -0.7861783
## 527              4        5         1   183        투심 -0.6988305
## 530              4        5         4   186        투심 -0.7553565
## 531              4        5         5   187        투심 -0.8350387
## 534              4        6         3   190        투심 -0.7602937
## 535              4        6         4   191        투심 -0.7099683
## 591              4        4         1   247        투심 -0.6530825
## 598              4        6         1   254        투심 -0.5276210
## 577              9        1         3   233        포크 -0.2659649
## 606              4        8         1   262        투심 -1.0638874
## 622              4        5         3   278        체인 -0.9923220
## 627              4        6         5   283        체인 -0.9535655
## 760              9        2         1   133        투심 -0.7184056
## 805              6        6         1   178        투심 -0.7777516
## 920              2        6         3   293        체인 -0.8155583
## 945              7        7         6   318        포심 -0.8043033
## 946              7        8         1   319        슬라 -0.3282308
## 951              7        9         1   324        슬라 -0.3645382
## 952              7        9         2   325        슬라 -0.2294201
## 957              7        1         1   330        슬라 -0.2345353
## 966              1        2         2     3        커브 -0.7398486
## 968              1        2         4     5        커브 -0.8871223
## 970              1        4         1     7        커브 -0.6631452
## 1013             6        7         2    50        커브 -0.6667625
## 1014             6        7         3    51        커브 -0.7414674
## 1018             6        8         2    55        커브 -0.6800761
## 1020             6        8         4    57        커브 -0.6261811
## 1021             6        8         5    58        커브 -0.4424903
## 1022             6        9         1    59        커브 -0.6520620
## 1026             6        9         5    63        커브 -0.5453364
## 1028             6        1         1    65        커브 -0.8326850
## 1029             6        1         2    66        커브 -0.6558686
## 1059             2        2         2    96        커브 -0.5756436
## 1066             2        3         2   103        커브 -0.6233001
## 1072             2        4         4   109        커브 -0.6875743
## 983              1        2         2    20        포크 -0.3347567
## 984              1        3         1    21        포크 -0.3879702
## 985              1        3         2    22        포크 -0.4451270
## 988              1        3         5    25        포크 -0.2657927
## 992              1        4         3    29        포크 -0.4808676
## 1003             1        6         4    40        포크 -0.4184439
## 1035             8        9         3    72        포크 -0.3320197
## 1036             8        1         1    73        포크 -0.2987742
## 1046             8        2         5    83        포크 -0.5363058
## 1049             8        3         3    86        슬라 -0.3328603
## 1050             8        3         4    87        포크 -0.2371440
## 1093             5        7         2   130        포크 -0.2950323
## 1099             5        8         5   136        포크 -0.3167556
## 1122             1        1         5   159        포크 -0.2567114
## 1149             4        6         2   186        포크 -0.4242646
## 1154             4        7         4   191        슬라 -0.4883808
## 1167             8        8         1   205        포크 -0.3104363
## 1170             8        8         4   208        포크 -0.1393900
## 1171             8        9         1   209        슬라 -0.3046191
## 1173             8        1         2   211        포크 -0.4573558
## 1174             8        1         3   212        슬라 -0.3689517
## 1175             8        1         4   213        슬라 -0.3916340
## 1177             8        1         6   215        포크 -0.5286466
## 1195             3        3         1   233        슬라 -0.2888234
## 1198             3        3         4   236        슬라 -0.1032140
## 1201             3        4         3   239        슬라 -0.3030921
## 1204             3        6         1   242        슬라 -0.3017342
## 1230             8        1         1   268        투심 -0.6294330
##             gu2       gu3        gu4 pre_stuff match
## 45   -32.710280 -3.608455 -0.5352097      슬라 FALSE
## 128  -30.377977 -3.606108 -0.5242217      슬라 FALSE
## 168  -31.426205 -3.604660 -0.4783410      슬라 FALSE
## 196  -32.342586 -3.603810 -0.5677011      슬라 FALSE
## 22   -42.368407 -3.604086 -0.5068370      슬라 FALSE
## 23   -42.635969 -3.601407 -0.5835798      슬라 FALSE
## 25   -49.171931 -3.607161 -0.3536672      투심 FALSE
## 37   -50.999177 -3.607926 -0.2467702      투심 FALSE
## 58   -38.393756 -3.601964 -0.3801611      슬라 FALSE
## 59   -30.898725 -3.602431 -0.5620395      슬라 FALSE
## 60   -49.998757 -3.605775 -0.3503889      투심 FALSE
## 68   -34.177946 -3.610324 -0.5272269      슬라 FALSE
## 72   -52.900221 -3.614312 -0.2452984      포심 FALSE
## 74   -49.806093 -3.609112 -0.2926901      투심 FALSE
## 76   -41.779365 -3.607311 -0.5173183      슬라 FALSE
## 77   -30.918381 -3.603301 -0.5397616      슬라 FALSE
## 96   -56.849349 -3.606194 -0.2817534      투심 FALSE
## 102  -57.133610 -3.606761 -0.2937589      투심 FALSE
## 104  -33.958560 -3.601464 -0.5120314      슬라 FALSE
## 107  -43.532826 -3.614924 -0.4209480      슬라 FALSE
## 112  -48.014566 -3.610197 -0.3467026      투심 FALSE
## 114  -39.516664 -3.604833 -0.4408445      슬라 FALSE
## 118  -53.785849 -3.612682 -0.3473256      투심 FALSE
## 141  -57.228160 -3.607557 -0.2684530      투심 FALSE
## 143  -15.996122 -3.600696 -0.6472584      포크 FALSE
## 148   -7.558359 -3.600977 -0.7674642      포크 FALSE
## 149   -9.310827 -3.601234 -0.6940279      포크 FALSE
## 241  -39.214612 -3.600241 -0.4819673      슬라 FALSE
## 244  -44.127998 -3.603877 -0.4087931      슬라 FALSE
## 248  -36.469273 -3.601920 -0.4964404      슬라 FALSE
## 263  -21.923310 -3.606206 -0.6024096      포크 FALSE
## 265  -22.465922 -3.603242 -0.6254558      포크 FALSE
## 266  -22.951728 -3.608898 -1.1014368      포크 FALSE
## 320  -41.839943 -3.607871 -0.3144335      투심 FALSE
## 324  -47.185813 -3.602416 -0.2929838      투심 FALSE
## 333  -25.513113 -3.600627 -0.8893957      커브 FALSE
## 372  -66.734660 -3.612658 -0.5705937      체인 FALSE
## 373  -69.516169 -3.626974 -0.3634996      투심 FALSE
## 382  -60.258106 -3.603754 -0.2121764      포심 FALSE
## 383  -59.552547 -3.620934 -0.3409402      포심 FALSE
## 384  -59.505713 -3.607120 -0.2476340      포심 FALSE
## 387  -55.355436 -3.601166 -0.3455120      포심 FALSE
## 389  -61.674009 -3.609701 -0.2968780      포심 FALSE
## 390  -70.641955 -3.606573 -0.1196494      포심 FALSE
## 404  -57.169793 -3.606169 -0.2973313      포심 FALSE
## 415  -54.331901 -3.605572 -0.2830821      포심 FALSE
## 446  -57.169003 -3.615085 -0.2865675      포심 FALSE
## 450  -59.850910 -3.611124 -0.1720266      포심 FALSE
## 453  -57.004969 -3.610235 -0.2174121      포심 FALSE
## 457  -67.979270 -3.607963 -0.2978785      포심 FALSE
## 458  -66.766402 -3.612914 -0.3185098      포심 FALSE
## 459  -67.976196 -3.607577 -0.2564227      포심 FALSE
## 473  -66.114301 -3.609516 -0.2180391      포심 FALSE
## 477  -54.544582 -3.606136 -0.2040620      포심 FALSE
## 478  -55.174720 -3.614541 -0.2316861      포심 FALSE
## 480  -52.194372 -3.606069 -0.2808989      포심 FALSE
## 481  -69.378806 -3.608283 -0.2704019      포심 FALSE
## 482  -62.412840 -3.606537 -0.3425244      포심 FALSE
## 500  -58.682165 -3.602344 -0.2623900      포심 FALSE
## 501  -62.676073 -3.609593 -0.2624546      포심 FALSE
## 503  -66.021190 -3.612186 -0.2618744      포심 FALSE
## 504  -63.932648 -3.612631 -0.2546930      포심 FALSE
## 505  -62.042398 -3.606738 -0.2799445      포심 FALSE
## 526  -61.976273 -3.610300 -0.3177667      포심 FALSE
## 527  -54.225403 -3.608703 -0.2785716      포심 FALSE
## 530  -58.152766 -3.607311 -0.3123109      포심 FALSE
## 531  -65.885729 -3.612777 -0.2140522      포심 FALSE
## 534  -59.611775 -3.605455 -0.2423436      포심 FALSE
## 535  -54.806678 -3.605968 -0.2206658      포심 FALSE
## 591  -46.264368 -3.603971 -0.5120167      포심 FALSE
## 598  -37.276421 -3.603915 -0.5513639      포심 FALSE
## 577  -18.085613 -3.601725 -0.6131191      슬라 FALSE
## 606  -72.793720 -3.611803 -0.5089334      체인 FALSE
## 622  -66.718408 -3.611719 -0.6042631      포크 FALSE
## 627  -64.593698 -3.617468 -0.5472637      포크 FALSE
## 760  -53.120816 -3.605675 -0.3347410      포심 FALSE
## 805  -56.118574 -3.605154 -0.4294655      포심 FALSE
## 920  -54.066385 -3.612980 -0.6644234      슬라 FALSE
## 945  -59.605533 -3.602203 -0.2843238      투심 FALSE
## 946  -20.708382 -3.604571 -0.9638051      커브 FALSE
## 951  -23.067499 -3.604147 -0.9920220      커브 FALSE
## 952  -14.399131 -3.601292 -0.9599420      커브 FALSE
## 957  -15.010261 -3.600410 -0.8912342      커브 FALSE
## 966  -48.950447 -3.602604 -0.8975682      슬라 FALSE
## 968  -58.354215 -3.601486 -0.8900026      슬라 FALSE
## 970  -43.491991 -3.602228 -0.8698398      슬라 FALSE
## 1013 -43.425780 -3.603679 -0.8995545      슬라 FALSE
## 1014 -48.238654 -3.603185 -0.9059173      슬라 FALSE
## 1018 -44.204945 -3.602098 -0.9048470      슬라 FALSE
## 1020 -42.027473 -3.603644 -0.8574733      슬라 FALSE
## 1021 -29.621488 -3.605028 -0.7637891      슬라 FALSE
## 1022 -42.870217 -3.603787 -0.8579763      슬라 FALSE
## 1026 -36.336922 -3.604024 -0.8335453      슬라 FALSE
## 1028 -54.167747 -3.601579 -0.8096349      슬라 FALSE
## 1029 -43.429908 -3.601004 -0.7813391      슬라 FALSE
## 1059 -37.778421 -3.601388 -0.8735898      슬라 FALSE
## 1066 -42.129420 -3.602391 -0.8017906      슬라 FALSE
## 1072 -44.445734 -3.603528 -0.9457774      슬라 FALSE
## 983  -24.223733 -3.603775 -0.4691866      슬라 FALSE
## 984  -27.800075 -3.605180 -0.4735913      슬라 FALSE
## 985  -32.434402 -3.605789 -0.4138900      슬라 FALSE
## 988  -19.534476 -3.601621 -0.4722337      슬라 FALSE
## 992  -35.706978 -3.601647 -0.3632085      슬라 FALSE
## 1003 -29.183089 -3.604017 -0.4967334      슬라 FALSE
## 1035 -23.241376 -3.602278 -0.5155752      슬라 FALSE
## 1036 -20.495351 -3.603999 -0.5863792      슬라 FALSE
## 1046 -38.198643 -3.605342 -0.3996004      슬라 FALSE
## 1049 -24.667785 -3.601858 -0.5031609      커브 FALSE
## 1050 -17.579585 -3.605877 -0.4742879      슬라 FALSE
## 1093 -21.290168 -3.602849 -0.5023523      슬라 FALSE
## 1099 -22.010450 -3.602621 -0.5495844      슬라 FALSE
## 1122 -17.997105 -3.601333 -0.5625802      슬라 FALSE
## 1149 -28.349864 -3.604001 -0.5647495      슬라 FALSE
## 1154 -34.267160 -3.602211 -0.5581495      커브 FALSE
## 1167 -20.883897 -3.603319 -0.6180505      슬라 FALSE
## 1170  -9.866623 -3.602821 -0.6176889      슬라 FALSE
## 1171 -19.653789 -3.601535 -0.7556896      커브 FALSE
## 1173 -30.744474 -3.602100 -0.5561672      슬라 FALSE
## 1174 -24.869036 -3.600518 -0.6252464      커브 FALSE
## 1175 -26.470016 -3.602755 -0.6332806      커브 FALSE
## 1177 -35.981179 -3.601716 -0.4843620      슬라 FALSE
## 1195 -18.408846 -3.607667 -0.8752225      커브 FALSE
## 1198  -6.565555 -3.605035 -0.7941741      커브 FALSE
## 1201 -19.467840 -3.606213 -0.8539038      커브 FALSE
## 1204 -19.158659 -3.603820 -0.8964143      커브 FALSE
## 1230 -50.331157 -3.603974 -0.2231199      포심 FALSE
require(RODBC)
conn_mssql=odbcDriverConnect("DSN=test; uid=OPT; pwd=sports@i%pt2012!!@^")
output=sqlQuery(conn_mssql,"
select team = case when team='t' then substring(gmkey,9,2) else substring(gmkey,11,2) end,
* from baseball_new.dbo.entry
where gday = '20190627'")

print(table(output$team))
## 
## HH HT KT LG LT NC OB SK SS WO 
## 24 19 20 16 20 20 19 20 18 16
'''