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RK Player Name Team Position G AB R H 2B 3B HR BB SB CS RBI SO AVG OBP SLG OPS 1 Anderson, T CWS

RK Player Name Team Position G AB R H 2B 3B HR BB SB CS RBI SO AVG OBP SLG OPS
1 Anderson, T CWS SS 118 482 78 161 32 0 18 13 17 5 56 105 0.334 0.354 0.512 0.866
2 LeMahieu, D NYY 2B 140 583 108 192 31 2 26 45 5 2 99 88 0.329 0.377 0.523 0.9
3 Yelich, C MIL RF 130 489 100 161 29 3 44 80 30 2 97 118 0.329 0.429 0.671 1.1
4 Marte, K ARI CF 144 569 97 187 36 9 32 53 10 2 92 86 0.329 0.389 0.592 0.981
5 Rendon, A WSH 3B 140 530 114 172 43 3 34 70 4 1 120 81 0.325 0.41 0.609 1.02
6 Reynolds, B PIT LF 132 485 83 154 37 4 16 46 3 2 67 121 0.318 0.381 0.509 0.891
7 Blackmon, C COL RF 135 561 109 178 42 7 30 36 2 5 82 100 0.317 0.364 0.578 0.941
8 McNeil, J NYM LF 130 498 82 158 37 1 23 35 5 6 73 75 0.317 0.385 0.534 0.919
9 Moncada, Y CWS 3B 126 490 79 155 33 5 24 40 10 3 77 149 0.316 0.369 0.551 0.92
10 Arenado, N COL 3B 151 571 99 180 31 2 41 59 3 2 118 88 0.315 0.379 0.592 0.97
11 Brantley, M HOU LF 144 559 87 176 39 2 21 51 3 2 86 65 0.315 0.377 0.504 0.881
12 Newman, K PIT SS 124 467 57 145 20 5 10 26 15 8 59 58 0.31 0.355 0.439 0.794
13 Alberto, H BAL 2B 135 506 60 157 21 2 12 16 4 4 50 48 0.31 0.333 0.431 0.764
14 Devers, R BOS 3B 150 619 123 190 50 4 31 47 8 8 112 114 0.307 0.359 0.551 0.91
15 Gurriel, Y HOU 1B 139 545 84 166 40 2 30 36 4 3 102 62 0.305 0.35 0.55 0.9
16 Bogaerts, X BOS SS 149 595 106 181 51 0 32 73 4 2 110 120 0.304 0.38 0.551 0.931
17 Cruz, N MIN DH 116 439 79 133 24 0 40 55 0 1 105 129 0.303 0.387 0.631 1.018
18 Bellinger, C LAD RF 151 543 118 164 33 3 46 93 14 5 114 106 0.302 0.404 0.628 1.032
19 Martinez, J BOS LF 140 550 95 166 33 2 35 69 1 0 99 130 0.302 0.381 0.56 0.941
20 Merrifield, W KC 2B 157 663 102 200 40 9 16 45 19 10 74 123 0.302 0.349 0.462 0.81
21 Altuve, J HOU 2B 119 480 88 144 25 3 30 41 6 5 70 80 0.3 0.357 0.552 0.909
22 Polanco, J MIN SS 149 616 106 184 40 6 22 60 4 3 78 114 0.299 0.362 0.49 0.852
23 Story, T COL SS 141 570 107 169 36 5 33 54 21 8 83 164 0.296 0.363 0.551 0.914
24 Freeman, F ATL 1B 155 587 112 174 34 2 38 86 6 3 121 123 0.296 0.391 0.555 0.946
25 Albies, O ATL 2B 155 619 98 183 42 8 23 52 15 4 82 108 0.296 0.352 0.501 0.852
26 Marte, S PIT CF 132 539 97 159 31 6 23 25 25 6 82 94 0.295 0.342 0.503 0.845
27 Rizzo, A CHC 1B 144 506 89 149 29 3 27 71 5 2 94 85 0.294 0.407 0.524 0.931
28 Castellanos, N CHC RF 149 606 100 178 58 3 27 41 2 2 73 142 0.294 0.342 0.533 0.875
29 Bregman, A HOU 3B 150 535 117 157 35 2 39 112 5 1 108 81 0.293 0.419 0.585 1.004
30 Betts, M BOS RF 146 583 132 170 40 5 28 95 15 3 78 100 0.292 0.388 0.521 0.91
31 Springer, G HOU RF 116 463 91 135 19 3 38 61 5 2 94 111 0.292 0.378 0.592 0.97
32 Trout, M LAA CF 134 470 110 137 27 2 45 110 11 2 104 120 0.291 0.438 0.645 1.083
33 Turner, T WSH SS 115 491 88 143 33 5 16 42 34 5 50 105 0.291 0.349 0.477 0.826
34 Lindor, F CLE SS 137 575 99 167 39 2 31 46 22 5 72 90 0.29 0.343 0.527 0.87
35 Fletcher, D LAA 3B 148 572 82 166 30 4 6 52 8 3 48 60 0.29 0.349 0.388 0.737
36 Ramos, W NYM C 137 462 52 134 19 0 14 43 1 0 72 69 0.29 0.354 0.422 0.776
37 Turner, J LAD 3B 134 476 80 138 24 0 27 50 2 0 67 88 0.29 0.369 0.511 0.88
38 Meadows, A TB RF 133 512 80 148 29 7 32 50 12 6 88 127 0.289 0.36 0.561 0.921
39 Santana, C CLE 1B 153 556 109 160 30 1 34 106 4 0 93 101 0.288 0.403 0.529 0.932
40 Soto, J WSH LF 143 522 107 150 30 5 34 101 12 1 107 126 0.287 0.403 0.559 0.962
41 Semien, M OAK SS 156 638 120 183 42 7 32 82 10 8 91 101 0.287 0.369 0.525 0.894
42 Iglesias, J CIN SS 141 485 60 139 19 3 11 17 6 6 55 68 0.287 0.314 0.406 0.72
43 Rosario, A NYM SS 150 590 72 169 29 7 14 31 18 8 66 121 0.286 0.323 0.431 0.753
44 Mancini, T BAL RF 148 577 101 165 36 2 34 57 1 0 93 137 0.286 0.356 0.532 0.889
45 Wong, K STL 2B 148 478 61 136 25 4 11 47 24 4 59 83 0.285 0.361 0.423 0.784
45 Cabrera, M DET 1B 132 478 38 136 21 0 10 48 0 0 56 104 0.285 0.35 0.391 0.741
47 Torres, G NYY SS 140 529 96 150 25 0 38 48 5 2 90 123 0.284 0.343 0.546 0.889
48 Santana, D TEX 2B 124 455 74 129 22 6 26 21 18 6 73 146 0.284 0.318 0.53 0.848
49 Rojas, M MIA SS 126 456 48 129 29 1 5 32 8 5 45 59 0.283 0.332 0.384 0.716
50 Hernandez, C PHI 2B 153 578 71 163 28 3 12 42 9 2 68 92 0.282 0.335 0.403 0.738
51 Bryant, K CHC 3B 147 543 108 153 35 1 31 74 4 0 77 145 0.282 0.382 0.521 0.903
52 Segura, J PHI SS 139 558 78 157 37 4 12 30 10 2 59 72 0.281 0.326 0.427 0.752
53 Dozier, H KC 3B 134 505 73 142 28 9 26 54 2 2 83 142 0.281 0.352 0.527 0.878
54 Abreu, J CWS 1B 153 612 81 172 35 0 33 35 2 2 121 148 0.281 0.326 0.5 0.826
55 Baez, J CHC SS 136 531 89 149 38 4 29 28 11 7 85 156 0.281 0.316 0.531 0.847
56 Braun, R MIL LF 141 453 67 127 31 2 20 33 11 1 69 104 0.28 0.337 0.49 0.827
57 Acuna Jr., R ATL LF 155 625 127 175 22 2 41 76 37 9 101 188 0.28 0.366 0.518 0.884
58 Eaton, A WSH RF 144 543 97 152 24 7 14 61 14 3 47 101 0.28 0.363 0.427 0.791
59 Garcia, A TB RF 121 476 59 133 23 2 19 31 10 4 69 123 0.279 0.331 0.456 0.787
60 Frazier, A PIT 2B 146 530 76 148 31 7 10 39 4 4 48 72 0.279 0.337 0.421 0.758
61 Garcia, L CWS CF 136 564 92 157 26 3 7 20 15 5 38 135 0.278 0.309 0.372 0.681
62 Rosario, E MIN LF 133 547 90 152 27 1 31 21 3 1 104 84 0.278 0.301 0.501 0.802
63 Moran, C PIT 3B 148 462 45 128 30 1 13 30 0 1 79 116 0.277 0.323 0.431 0.753
64 Bell, J PIT 1B 143 527 94 146 37 3 37 74 0 1 116 118 0.277 0.367 0.569 0.936
65 Pham, T TB LF 140 547 75 151 32 2 20 79 23 3 66 117 0.276 0.372 0.452 0.823
66 Guerrero Jr., V TOR 3B 119 446 51 123 26 2 15 46 0 1 68 87 0.276 0.345 0.444 0.789
67 Realmuto, J PHI C 145 538 92 148 36 3 25 41 9 1 83 123 0.275 0.328 0.493 0.82
68 Vazquez, C BOS C 133 471 63 129 26 1 22 31 4 2 69 99 0.274 0.317 0.473 0.79
69 Villar, J BAL 2B 156 610 106 167 32 5 23 60 38 9 69 168 0.274 0.341 0.456 0.796
70 Seager, C LAD SS 129 473 79 129 41 1 18 43 1 0 82 96 0.273 0.336 0.478 0.814
71 Hosmer, E SD 1B 154 598 71 163 29 2 21 40 0 3 97 153 0.273 0.319 0.433 0.752
72 Suarez, E CIN 3B 153 559 86 152 21 2 48 62 3 2 102 184 0.272 0.353 0.574 0.927
73 Reddick, J HOU RF 138 487 56 132 18 3 13 36 4 2 52 62 0.271 0.316 0.4 0.716
74 Castro, S MIA 2B 155 609 65 165 29 4 21 27 2 2 83 107 0.271 0.3 0.435 0.735
75 Escobar, E ARI 3B 153 613 94 166 29 10 35 47 5 1 117 125 0.271 0.321 0.522 0.843
76 Andrus, E TEX SS 141 577 75 156 26 4 12 31 28 8 70 93 0.27 0.308 0.392 0.7
77 Voit, L NYY 1B 114 418 71 113 21 1 21 69 0 0 62 137 0.27 0.383 0.476 0.859
78 Jimenez, E CWS LF 118 453 66 122 17 2 30 29 0 0 77 130 0.269 0.318 0.514 0.832
79 Benintendi, A BOS LF 135 530 69 142 40 5 13 58 10 3 68 138 0.268 0.345 0.436 0.781
80 Olson, M OAK 1B 122 463 72 124 26 0 35 49 0 0 88 131 0.268 0.352 0.551 0.903
81 Puig, Y CLE RF 145 543 74 145 28 2 24 42 18 7 84 131 0.267 0.327 0.459 0.785
82 Votto, J CIN 1B 137 506 78 135 31 1 15 75 5 0 47 115 0.267 0.364 0.421 0.785
83 Gordon, A KC LF 145 542 76 144 31 1 13 49 5 3 74 97 0.266 0.342 0.399 0.741
84 Choo, S TEX LF 146 546 87 145 29 2 23 71 13 1 59 158 0.266 0.368 0.452 0.82
85 Alonso, P NYM 1B 154 568 98 150 30 2 50 70 1 0 115 169 0.264 0.364 0.588 0.952
86 Jones, A ARI RF 132 472 65 124 25 1 16 27 2 1 65 98 0.263 0.312 0.422 0.733
87 Anderson, B MIA 3B 126 459 57 120 33 1 20 44 5 1 66 114 0.261 0.342 0.468 0.811
88 Galvis, F CIN SS 147 557 67 145 28 1 23 28 4 2 70 145 0.26 0.296 0.438 0.734
89 Soler, J KC RF 157 573 91 149 32 1 45 70 3 1 112 174 0.26 0.349 0.555 0.904
90 Pillar, K SF CF 155 589 81 153 37 2 21 17 13 5 85 86 0.26 0.287 0.436 0.723
91 Kingery, S PHI CF 121 441 64 114 33 4 19 33 13 4 55 141 0.259 0.316 0.481 0.797
92 Goldschmidt, P STL 1B 155 570 91 147 25 1 31 76 2 1 92 157 0.258 0.346 0.468 0.814
93 Ahmed, N ARI SS 152 529 76 136 31 6 18 51 8 2 80 107 0.257 0.32 0.44 0.761
94 Walker, C ARI 1B 146 510 81 131 25 1 26 62 8 1 66 149 0.257 0.344 0.463 0.806
95 Harper, B PHI RF 149 542 93 139 34 0 33 98 14 3 108 170 0.256 0.373 0.502 0.875
96 Moustakas, M MIL 2B 138 511 79 131 28 1 35 50 3 0 87 96 0.256 0.329 0.521 0.849
97 Robles, V WSH CF 149 525 83 134 32 3 17 34 26 9 64 132 0.255 0.327 0.425 0.752
98 Cabrera, A WSH 3B 125 431 62 110 23 1 17 53 4 0 85 101 0.255 0.337 0.432 0.768
99 Donaldson, J ATL 3B 151 533 94 136 30 0 37 98 4 2 89 154 0.255 0.377 0.52 0.896
100 Longoria, E SF 3B 124 436 58 111 19 2 19 40 2 1 67 107 0.255 0.323 0.438 0.761
101 Heyward, J CHC RF 145 507 77 129 20 4 21 67 8 3 62 109 0.254 0.344 0.434 0.778
102 Sanchez, Y CWS 2B 143 472 56 120 19 4 2 44 5 4 41 111 0.254 0.323 0.324 0.647
103 Ramirez, J CLE 3B 126 473 65 120 33 3 20 51 24 4 75 73 0.254 0.325 0.463 0.788
104 Gardner, B NYY CF 136 477 84 121 26 7 27 51 10 2 72 103 0.254 0.33 0.507 0.837
105 Adames, W TB SS 147 517 68 131 25 1 19 45 4 2 49 148 0.253 0.316 0.416 0.732
106 Cron, C MIN 1B 121 446 49 113 24 0 24 29 0 0 76 105 0.253 0.312 0.469 0.781
106 Santana, D SEA LF 118 446 63 113 20 1 21 49 8 3 69 161 0.253 0.329 0.444 0.773
108 Cain, L MIL CF 143 547 73 138 28 0 10 49 18 7 47 104 0.252 0.318 0.358 0.677
109 Kepler, M MIN RF 134 524 98 132 32 0 36 60 1 5 90 99 0.252 0.336 0.519 0.855
110 Conforto, M NYM RF 144 528 85 133 27 1 31 79 7 2 87 142 0.252 0.357 0.483 0.84
111 McMahon, R COL 2B 135 457 69 115 22 1 23 55 5 1 81 153 0.252 0.333 0.455 0.788
112 Machado, M SD SS 151 569 79 143 20 2 30 63 5 3 82 125 0.251 0.331 0.452 0.782
113 Grandal, Y MIL C 147 494 75 123 24 2 27 104 5 1 73 134 0.249 0.382 0.47 0.851
114 Pujols, A LAA 1B 125 471 54 117 22 0 23 42 3 0 92 66 0.248 0.31 0.442 0.751
115 Muncy, M LAD 1B 135 467 95 116 21 1 33 84 4 1 92 144 0.248 0.368 0.51 0.878
116 Nunez, R BAL 3B 145 520 69 128 23 0 29 44 1 1 83 135 0.246 0.315 0.458 0.773
117 Chapman, M OAK 3B 151 562 98 138 36 3 34 72 1 1 87 145 0.246 0.34 0.502 0.842
118 Kipnis, J CLE 2B 121 458 52 112 23 1 17 40 7 2 65 88 0.245 0.304 0.41 0.715
119 Pederson, J LAD LF 143 434 77 106 16 3 32 48 1 1 68 109 0.244 0.335 0.516 0.851
120 Schwarber, K CHC LF 150 512 80 125 26 3 37 67 2 3 91 151 0.244 0.334 0.523 0.857
121 Fowler, D STL RF 144 463 65 113 24 1 17 69 8 5 64 129 0.244 0.349 0.41 0.76
122 Swanson, D ATL SS 122 459 72 112 24 3 17 50 8 5 63 116 0.244 0.322 0.42 0.742
123 Reyes, F CLE RF 145 477 64 116 17 0 36 47 0 0 79 152 0.243 0.307 0.505 0.812
124 Panik, J NYM 2B 137 432 48 105 21 2 4 41 4 2 38 47 0.243 0.312 0.329 0.641
125 Ozuna, M STL LF 125 463 78 112 21 1 29 56 12 2 88 110 0.242 0.324 0.479 0.804
126 DeJong, P STL SS 154 563 96 134 31 1 29 58 9 5 77 141 0.238 0.319 0.451 0.77
127 Calhoun, K LAA RF 146 532 90 126 28 1 33 67 4 1 74 155 0.237 0.328 0.479 0.807
128 Belt, B SF 1B 150 511 75 121 31 3 17 79 4 3 57 124 0.237 0.34 0.409 0.749
129 Grichuk, R TOR CF 146 566 72 133 29 4 30 35 2 1 76 158 0.235 0.283 0.459 0.743
130 Crawford, B SF SS 143 487 58 113 24 2 11 51 3 2 58 114 0.232 0.307 0.357 0.664
131 Hoskins, R PHI 1B 153 544 84 126 33 5 29 112 2 2 83 164 0.232 0.37 0.471 0.84
132 Smith, M SEA CF 129 498 69 114 19 9 6 42 45 8 37 138 0.229 0.303 0.339 0.642
133 Bradley Jr., J BOS CF 140 467 64 103 25 3 20 55 7 4 56 147 0.221 0.316 0.415 0.731
134 Davis, K OAK LF 129 469 60 102 11 0 22 45 0 0 71 143 0.217 0.289 0.382 0.671
135 Arcia, O MIL SS 146 472 49 102 14 1 15 43 8 4 52 107 0.216 0.278 0.345 0.624
136 Profar, J OAK 2B 134 447 65 96 23 2 20 45 8 1 67 74 0.215 0.296 0.462 0.736
137 Vogelbach, D SEA 1B 140 451 73 95 17 0 27 91 0 0 76 143 0.211 0.344 0.472 0.842
138 Smoak, J TOR 1B 119 407 54 83 14 0 22 79 0 0 58 104 0.204 0.339 0.47 0.84
139 Odor, R TEX 2B 139 501 71 101 28 1 27 47 10 8 75 168 0.202 0.276 0.423 0.699
RK Player Name Team Position G AB R H 2B 3B HR BB SB CS RBI SO AVG OBP SLG OPS
Here is the scenario for the following questions. "Our team needs to scout a slugger, but we do not afford to scout a high-ranking player. So, we decide to find the highly correlate factors of SLG (Slugging Percentage) and OPS (On-Base Plus Slugging) to find our best option among ranking 130 or under players (130-139 RK)." Q5. Please analyze the data to find the top 3 highly and positively correlated factors with SLG and OPS but ignore OBP (On-Base Percentage) because OBP is considered in OPS. (Note. Input the correlation table and show the top 3 factors byhighlighting those as yellow.)
insert table
Q6. According to your correlation analysis, who will you recommend to scout among ranking 130 or under players (130-139 RK)?Why?

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