Simple linear regression and multiple regression model


Simple linear regression and Multiple Regression model.

Identify the independent and dependent variables. Perform a regression analysis on the data.

X1

X2

X3

X4

X5

 

X6

X7

X8

X9

X10

X11

X12

X13

Team

League

Built

Size

Surface

Salary

Salary -mil

Wins

Attendance

Batting

ERA

HR

Error

SB

Boston

1

1912

33871

0

123505125

123.5

95

2,847,798

0.281

4.74

199

109

45

New York Yankees

1

1923

57746

0

208306817

208.3

95

4,090,440

0.276

4.52

229

95

84

Oakland

1

1966

43662

0

55425762

55.4

88

2,108,818

0.262

3.69

155

88

31

Baltimore

1

1992

48262

0

73914333

73.9

74

2,623,904

0.269

4.56

189

107

83

Los Angles Angels

1

1966

45050

0

97725322

97.7

95

3,404,636

0.270

3.68

147

87

161

Cleveland

1

1994

43368

0

41502500

41.5

93

2,014,220

0.271

3.61

207

106

62

Chicago White Sox

1

1991

44321

0

75178000

75.2

99

2,342,804

0.262

3.61

200

94

137

Toronto

1

1989

50516

1

45719500

45.7

80

2,014,995

0.265

4.06

136

95

72

Minnesota

1

1982

48678

1

56186000

56.2

83

2,034,243

0.259

3.71

134

102

102

Tampa Bay

1

1990

44027

1

29679067

29.7

67

1,141,915

0.274

5.39

157

124

151

Texas

1

1994

52000

0

55849000

55.8

79

2,525,259

0.267

4.96

260

108

67

Detroit

1

2000

40000

0

69092000

69.1

71

2,024,505

0.272

4.51

168

110

66

Seattle

1

1999

45611

0

87754334

87.8

69

2,724,859

0.256

4.49

130

86

102

Kansas City

1

1973

40529

0

36881000

36.9

56

1,371,181

0.263

5.49

126

125

53

Atlanta

0

1993

50062

0

86457302

86.5

90

2,520,904

0.265

3.98

184

86

92

Arizona

0

1998

49075

0

62329166

62.3

77

2,059,327

0.256

4.84

191

94

67

Houston

0

2000

42000

0

76799000

76.8

89

2,805,060

0.256

3.51

161

89

115

Cincinnati

0

2003

42,059

0

61892583

61.9

73

1,923,254

0.261

5.15

222

104

72

New York Mets

0

1964

55775

0

101305821

101.3

83

2,827,549

0.258

3.76

175

106

153

Pittsburgh

0

2001

38127

0

38133000

38.1

67

1,817,245

0.259

4.42

139

117

73

Los Angeles Dodgers

0

1962

56000

0

83039000

83.0

71

3,603,680

0.253

4.38

149

106

58

San Diego

0

2004

42,445

0

63290833

63.3

82

2,869,787

0.257

4.13

130

109

99

Washington

0

1961

56000

0

48581500

48.6

81

2,730,352

0.252

3.87

117

92

45

San Francisco

0

2000

40800

0

90199500

90.2

75

3,181,020

0.261

4.33

128

90

71

St Louis

0

1966

49625

0

92106833

92.1

100

3,542,271

0.270

3.49

170

100

83

Florida

0

1987

42531

0

60408834

60.4

83

1,852,608

0.272

4.16

128

103

96

Philadelphia

0

2004

43500

0

95522000

95.5

88

2,665,304

0.270

4.21

167

90

116

Milwaukee

0

2001

42400

0

39934833

39.9

81

2,211,323

0.259

3.97

175

119

79

Chicago Cubs

0

1914

38957

0

87032933

87.0

79

3,100,092

0.270

4.19

194

101

65

Colorado

0

1995

50381

0

48155000

48.2

67

1,914,385

0.267

5.13

150

118

65

 

 

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Basic Statistics: Simple linear regression and multiple regression model
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