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QID: #109986
Solution for QID #109986: A popular travel magazine ranks global cities for the health | StudyHelpMe
A popular travel magazine ranks global cities for the healthiest lifestyles every year. Cities want to achieve better ranking to increase tourism levels. Keep in mind that cities that are rated lower (1, 2, 3...) are considered better than cities that are rated higher (...42, 43, 44). Take a look at the City data tab.
1. Examine the impact of all the variables available on a city's ranking.
a) Report the regression equation, interpret the p-value of F-test, and interpret the R-squared value.
b) Which explanatory variables are statistically significant at the 5% level?
c) Interpret the slope coefficient for variables "sunshine hours" and "US cities."
2. Remove all variables that are insignificant at the 5% level and rerun your regression. You can perform this analysis two ways - either using the stepwise procedure or by manually unchecking the insignificant variables.
d) Report the regression equation, interpret the p-value of F-test, and interpret the R-squared value
City
Rank
US City (yes)
Sunshine hours
Cost of a bottle of water (in Euros)
Pollution score
Annual avg. hours worked
Outdoor activities
Amsterdam
1
0
1858
1.92
30.93
1434
422
Sydney
2
0
2636
1.48
26.86
1712
406
Vienna
3
0
1884
1.94
17.33
1501
132
Stockholm
4
0
1821
1.72
19.63
1452
129
Copenhagen
5
0
1630
2.19
21.24
1380
154
Helsinki
6
0
1662
1.6
13.08
1540
113
Fukuoka
7
0
2769
0.78
62.67
1644
35
Berlin
8
0
1626
1.55
39.41
1386
254
Barcelona
9
0
2591
1.19
65.19
1686
585
Vancouver
10
0
1938
1.08
24.26
1670
218
Melbourne
11
0
2363
1.57
25.9
1712
243
Beijing
12
0
2671
0.26
85.43
1137
223
Bangkok
13
0
2624
0.22
76.64
1386
377
Buenos Aires
14
0
2525
0.57
52.64
1295
246
Toronto
15
0
2066
1.09
37.83
1670
174
Madrid
16
0
2769
1.3
52.68
1686
216
Jakarta
17
0
2983
0.21
84.39
1376
114
Seoul
18
0
2066
0.59
57.82
1967
144
Frankfurt
19
0
1662
1.95
37.78
1386
23
Geneva
20
0
1662
2.62
27.25
1557
44
Tel Aviv
21
0
3311
1.63
47.28
1898
139
Istanbul
22
0
2218
0.15
69.49
1832
419
Cairo
23
0
3542
0.16
91.74
1194
323
Taipei
24
0
1405
0.57
49.32
1311
134
Los Angeles
25
1
3254
1.52
66.07
1779
223
Mumbai
26
0
2584
0.15
82.84
1612
187
Boston
27
1
2634
1.39
27.03
1779
88
Dublin
28
0
1453
1.4
40.07
1772
159
Tokyo
29
0
1877
0.76
42.84
1644
387
Chicago
30
1
2508
1.2
43.33
1779
171
Hong Kong
31
0
1836
0.75
67.46
1014
277
Shanghai
32
0
1776
0.29
77.4
1343
108
Brussels
33
0
1546
2.11
62.67
1583
55
San Francisco
34
1
3062
1.6
47.36
1779
242
Paris
35
0
1662
1.95
65.1
1505
331
Sao Paulo
36
0
2003
0.44
79.78
1588
158
Zurich
37
0
1566
3.2
17.31
1557
69
London
38
0
1633
1.16
58.91
1538
433
Johannesburg
39
0
3124
0.59
61.83
2054
194
Milan
40
0
1915
1.15
67.19
1718
110
Washington, D.C.
41
1
2528
1.45
39.18
1779
83
New York
42
1
2535
1.32
57.36
1779
359
Moscow
43
0
1901
0.41
57.63
1965
322
Mexico City
44
0
2555
0.45
82.78
2137
192
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