BMI
id
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
Age
30.24
19.85
23.44
22.50
26.54
25.22
30.38
29.99
32.67
22.44
22.83
29.48
25.89
20.55
25.43
22.57
24.97
20.13
27.36
21.16
21.98
24.67
22.17
22.37
22.15
30.71
23.57
23.07
21.43
33.86
28.33
35.88
20.73
32.31
23.45
26.69
28.51
33.59
23.58
21.38
27.38
22.09
27.79
18.34
28.43
32.55
Work Out Work
44
42
33
26
38
39
55
41
51
43
53
48
37
28
39
33
33
36
41
41
33
43
38
38
43
45
34
48
40
51
49
46
32
45
36
44
43
45
39
37
38
29
37
38
45
53
5
5
0
0
3
7
0
6
7
4
8
14
4
3
10
4
9
5
4
12
8
11
7
7
10
2
12
0
9
0
8
0
8
3
7
8
5
2
10
4
0
4
8
15
4
0
Sick
55
35
40
46
34
39
48
42
43
34
39
42
33
31
38
41
38
28
50
22
31
33
25
41
28
45
35
32
16
50
51
52
28
51
42
49
38
41
43
21
42
15
36
19
52
49
2
5
3
6
8
10
15
17
15
4
3
14
5
2
12
-1
12
10
5
1
8
9
5
2
8
17
10
3
3
14
10
21
2
11
11
8
11
14
8
6
10
5
7
6
12
16
47
48
49
50
51
52
53
22.19
23.84
24.14
22.39
34.97
29.37
20.32
34
47
47
28
51
50
35
8
7
14
0
2
5
10
28
34
45
37
55
50
28
6
6
6
4
16
14
4
id
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
Player
Tracy, Chad
Buscher, Brian
Bautista, Jose A.
Roberts, Ryan
Matsui, Hideki
Kotsay, Mark
Rasmus, Colby
Chavez, Endy
Cabrera, Asdrubal
Rios, Alex
Cust, Jack
Young, Dmitri
Lee, Carlos
Flores, Jesus
Jeter, Derek
Ausmus, Brad
Crawford, Carl
Quintanilla, Omar
Helms, Wes
Scott, Luke
Johnson, Reed
Howard, Ryan
Ellis, Mark
Ojeda, Augie
Suzuki, Kurt
Kinsler, Ian
Jacobs, Mike
Drew, Stephen
Votto, Joey
Church, Ryan
Punto, Nick
Markakis, Nick
Hairston, Scott
Bruntlett, Eric
Gardner, Brett
Cabrera, Orlando
Jackson, Conor
Byrd, Marlon
Ishikawa, Travis
Teixeira, Mark
Pagan, Angel
Thurston , Joe
Kendall, Jason
Experience
4
0
3
0
6
11
0
4
1
4
2
12
10
2
12
15
6
0
8
3
5
3
6
3
1
3
3
2
1
3
7
3
2
4
0
10
3
4
0
6
2
1
13
Salary
$5,000,000
$412,500
$2,400,000
$400,000
$13,000,000
$1,500,000
$400,000
$2,050,000
$416,700
$6,400,000
$2,800,000
$5,000,000
$19,000,000
$415,500
$21,600,000
$1,000,000
$8,250,000
$408,000
$950,000
$2,400,000
$3,000,000
$15,000,000
$5,000,000
$712,500
$410,000
$3,200,000
$3,275,000
$1,500,000
$437,500
$2,800,000
$4,000,000
$3,350,000
$1,250,000
$800,000
$414,000
$4,000,000
$3,050,000
$3,060,000
$401,000
$20,625,000
$575,000
$475,000
$5,000,000
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
Pierre, Juan
Reyes, Jose
Blanco, Henry
Pedroia, Dustin
Lind, Adam
Francoeur, Jeff
Polanco, Placido
Larish, Jeff
Ross, Cody
McLouth, Nate
Delgado, Carlos
Lopez, Felipe
Dellucci, David
Anderson, Garret
Berkman, Lance
Young, Delmon
Headley, Chase
Smith, Seth
Johnson, Nick
Pena Jr., Tony (Francisco)
Fields, Josh
Cabrera, Miguel
Giles, Brian
Iannetta, Chris
Hunter, Torii
McDonald, Darnell
Cabrera, Everth
Cruz, Luis A.
Tuiasosopo, Matt
Duncan, Chris
Granderson, Curtis
Fowler, Dexter
Baker, John D.
Ethier, Andre
Loney, James
Cora, Alex
Peralta, Jhonny
Hudson, Orlando
Fontenot, Mike
Teagarden, Taylor
Ramirez, Manny
Bonifacio, Emilio
Zaun, Gregg
Scutaro, Marco
8
5
11
2
0
3
9
0
3
3
14
6
9
14
9
2
2
0
8
2
0
5
12
2
10
0
0
0
0
2
3
0
0
2
1
8
4
6
1
0
15
0
13
5
$10,000,000
$6,125,000
$750,000
$1,750,000
$411,800
$3,375,000
$4,600,000
$403,000
$2,225,000
$2,500,000
$12,000,000
$3,500,000
$4,000,000
$2,500,000
$14,500,000
$1,152,000
$411,500
$403,000
$5,500,000
$425,000
$410,000
$14,383,049
$9,000,000
$415,000
$18,000,000
$410,000
$400,000
$401,500
$400,000
$825,000
$3,500,000
$401,000
$400,000
$3,100,000
$465,000
$2,000,000
$3,650,000
$3,364,877
$430,000
$401,000
$23,854,494
$400,000
$1,500,000
$1,100,000
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
Bloomquist, Willie
Abreu, Bobby
Werth, Jayson
Buck, Travis
Olivo, Miguel
Hermida, Jeremy
Doumit, Ryan
Butler, Billy
Napoli, Mike
Gonzalez, Alex Luis
Janish, Paul
Molina, Jose
Matsui, Kazuo
Gonzalez, Andy
Maybin, Cameron
Paulino, Ronny
Bradley, Milton
Ramirez, Aramis
Wells, Vernon
Wilson, Jack
Fontenot, Mike
Lee, Derrek
Griffey Jr., Ken
Sizemore, Grady
Prado, Martin
Miller, Corky
Beltre, Adrian
Greene, Khalil
Milledge, Lastings
Cabrera, Melky
Carroll, Brett
Hawpe, Brad
Hundley, Nick
Infante, Omar
Hanigan, Ryan
Ross, David
Crowe, Trevor
Lowell, Mike
Gonzalez, Alberto
Escobar, Yunel
Michaels, Jason
Thome, Jim
Davis, Rajai
Hafner, Travis
6
12
6
2
6
3
3
1
2
10
0
8
5
0
0
2
8
9
8
8
1
10
20
4
1
3
10
5
2
2
1
3
0
6
0
5
0
10
0
1
6
16
1
6
$1,400,000
$5,000,000
$2,500,000
$410,000
$2,700,000
$2,250,000
$2,150,000
$421,000
$2,000,000
$5,375,000
$400,000
$2,125,000
$5,500,000
$420,000
$400,000
$440,000
$7,000,000
$16,650,000
$4,687,500
$7,400,000
$430,000
$13,250,000
$2,000,000
$4,766,666
$415,000
$450,000
$13,400,000
$6,500,000
$452,000
$1,400,000
$400,000
$5,500,000
$404,400
$1,850,000
$400,000
$1,400,000
$400,000
$12,500,000
$400,000
$425,000
$750,000
$13,000,000
$410,000
$11,500,000
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
Boone, Aaron
Anderson, Brian Nikoli
Mathis, Jeff
Uribe, Juan
Molina, Yadier
Coste, Chris
Lewis, Fred
Overbay, Lyle
Bay, Jason
Blalock, Hank
Barfield, Josh
Taveras, Willy
Nix, Jayson
Vazquez, Ramon
Buck, John
McCann, Brian
Encarnacion, Edwin
Rivera, Mike
Crosby, Bobby
Velez, Eugenio
Pierzynski, A.J.
Victorino, Shane
Torrealba, Yorvit
Soriano, Alfonso
Wright, David
Bruce, Jay
Dickerson, Chris
Utley, Chase
Lillibridge, Brent
Cedeno, Ronny
Miles, Aaron
Fukudome, Kosuke
Morgan, Nyjer
Quentin, Carlos
10
3
2
7
4
2
1
6
5
7
2
4
1
6
4
3
3
2
5
1
8
4
7
8
4
0
0
5
0
3
5
1
1
2
$750,000
$440,000
$450,000
$1,000,000
$3,312,500
$460,000
$440,000
$7,950,000
$7,800,000
$6,200,000
$416,100
$2,250,000
$400,000
$1,875,000
$2,900,000
$3,700,000
$2,425,000
$415,000
$5,300,000
$404,000
$6,250,000
$3,125,000
$3,750,000
$17,000,000
$7,750,000
$417,500
$400,000
$11,285,714
$402,500
$822,500
$2,200,000
$12,500,000
$411,500
$550,000
x1
y1
1
2
3
5
6
7
8
8
5
3
4
7
10
9
12
9
x2
y2
3
4
6
9
9
10
11
12
36
30
17
16
24
12
20
15
3.7
As a human resource manager for Comcel, you have been assigned the task of
evaluating a new employee training program. You have the following production
data (units during the month of January) for 25 employees who were participants in
the
program
910 950 960
990 1,030 1,050 1,070 1,080 1,090
1,170 1,180 1,190 1,280 1,290 1,300 1,380 1,390
760
1,110
850
1,130
870
1,140
890
1,160
25
25
25
Exi
= 27,220, Xx} = 30,304,800, (x; – 5)2 = 667,664
i=1
i=1
i=1
a. Compute the summary statistic that best measures the central tendency or norm
in these data.
b. Compute the summary statistic(s) that best measures the variation in these data.
c. Show whether there are any outliers in these data.
E3.4 JOpen the file scatter.xls. For each of the four data sets listed, create and print a
scatter plot. Then comment on the strength and direction of the linear relationship
between the two variables.
E3.5 Calculate the covariance and the correlation coefficient for the following sets of
numbers.
у
Orb.x
. x
a. X
X
C.
х
1
2
3
5
6
7
5
3
4.
7
10
9
12
9
3
4
6
9
9
10
11
12
у
36
30
17
16
24
12
20
15
3
4
6
7
9
10
11
12
y
3
2
2
2
1
3
3
2
E3.6
Consider the economic development data in the file P02_06.xls.
a. Create a scatterplot for each variable versus the size of the household's monthly
home mortgage or rent payment. Print the graphs.
b. Which of the variables have a positive linear relationship with the size of the
household's monthly home mortgage or rent payment?
c. Which of the variables have a negative linear relationship with the size of the
household's monthly home mortgage or rent payment?
d. Which of the variables have essentially no linear relationship with the size of the
household's monthly home mortgage or rent payment?
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