Question
Please answer questions and provide SPSS steps. Thanks in advance! 1) Compute a Pearson Correlation and linear regression to investigate the relationship between a diamond's
Please answer questions and provide SPSS steps. Thanks in advance!
1) Compute a Pearson Correlation and linear regression to investigate the relationship between a diamond's weight and its price. From the output, identify the following:
a) What is the slope associated with the predictor variable
b) What is the constant for the regression equation
c) What is the mean weight and price of the diamond
d) What is the correlation between weight and diamond. Is the correlation significant?
e) What is an example of a regression equation
2) Develop a scatterplot. Plot the line of best fit (regression line) on the graph. What does the scatterplot indicate regarding the predictability of the dependent variable (price)?
3) Is the price significantly related to the diamond's weight?
a) Interpret the results of the regression analysis to answer the question.
Data given:
DNO | WEIGHT | COLOR | CLARITY | RATER | PRICE |
1 | 0.3 | D | VS2 | GIA | 1302 |
2 | 0.3 | E | VS1 | GIA | 1510 |
3 | 0.3 | G | VVS1 | GIA | 1510 |
4 | 0.3 | G | VS1 | GIA | 1260 |
5 | 0.31 | D | VS1 | GIA | 1641 |
6 | 0.31 | E | VS1 | GIA | 1555 |
7 | 0.31 | F | VS1 | GIA | 1427 |
8 | 0.31 | G | VVS2 | GIA | 1427 |
9 | 0.31 | H | VS2 | GIA | 1126 |
10 | 0.31 | I | VS1 | GIA | 1126 |
11 | 0.32 | F | VS1 | GIA | 1468 |
12 | 0.32 | G | VS2 | GIA | 1202 |
13 | 0.33 | E | VS2 | GIA | 1327 |
14 | 0.33 | I | VS2 | GIA | 1098 |
15 | 0.34 | E | VS1 | GIA | 1693 |
16 | 0.34 | F | VS1 | GIA | 1551 |
17 | 0.34 | G | VS1 | GIA | 1410 |
18 | 0.34 | G | VS2 | GIA | 1269 |
19 | 0.34 | H | VS1 | GIA | 1316 |
20 | 0.34 | H | VS2 | GIA | 1222 |
21 | 0.35 | E | VS1 | GIA | 1738 |
22 | 0.35 | F | VS1 | GIA | 1593 |
23 | 0.35 | G | VS1 | GIA | 1447 |
24 | 0.35 | H | VS2 | GIA | 1255 |
25 | 0.36 | F | VS1 | GIA | 1635 |
26 | 0.36 | H | VVS2 | GIA | 1485 |
27 | 0.37 | F | VS2 | GIA | 1420 |
28 | 0.37 | H | VS1 | GIA | 1420 |
29 | 0.4 | F | VS1 | GIA | 1911 |
30 | 0.4 | H | VS1 | GIA | 1525 |
31 | 0.41 | F | VS1 | GIA | 1956 |
32 | 0.43 | H | VVS2 | GIA | 1747 |
33 | 0.45 | I | VS1 | GIA | 1572 |
34 | 0.46 | E | VVS2 | GIA | 2942 |
35 | 0.48 | G | VVS2 | GIA | 2532 |
36 | 0.5 | E | VS1 | GIA | 3501 |
37 | 0.5 | E | VS1 | GIA | 3501 |
38 | 0.5 | F | VVS2 | GIA | 3501 |
39 | 0.5 | F | VS1 | GIA | 3293 |
40 | 0.5 | G | VS1 | GIA | 3016 |
41 | 0.51 | F | VVS2 | GIA | 3567 |
42 | 0.51 | G | VS1 | GIA | 3205 |
43 | 0.52 | D | VS2 | GIA | 3490 |
44 | 0.52 | E | VS1 | GIA | 3635 |
45 | 0.52 | F | VVS2 | GIA | 3635 |
46 | 0.52 | F | VS1 | GIA | 3418 |
47 | 0.53 | D | VS1 | GIA | 3921 |
48 | 0.53 | F | VVS2 | GIA | 3701 |
49 | 0.53 | F | VS1 | GIA | 3480 |
50 | 0.53 | G | VVS2 | GIA | 3407 |
51 | 0.54 | E | VS1 | GIA | 3767 |
52 | 0.54 | F | VVS1 | GIA | 4066 |
53 | 0.55 | E | VVS2 | GIA | 4138 |
54 | 0.55 | F | VS1 | GIA | 3605 |
55 | 0.55 | G | VVS2 | GIA | 3529 |
56 | 0.56 | F | VS1 | GIA | 3667 |
57 | 0.56 | I | VVS2 | GIA | 2892 |
58 | 0.57 | G | VVS2 | GIA | 3651 |
59 | 0.59 | G | VVS2 | GIA | 3773 |
60 | 0.6 | F | VS1 | GIA | 4291 |
61 | 0.62 | E | VVS1 | GIA | 5845 |
62 | 0.63 | G | VVS2 | GIA | 4401 |
63 | 0.64 | G | VVS1 | GIA | 4759 |
64 | 0.66 | H | VVS1 | GIA | 4300 |
65 | 0.7 | F | VS1 | GIA | 5510 |
66 | 0.7 | G | VS1 | GIA | 5122 |
67 | 0.7 | H | VVS2 | GIA | 5122 |
68 | 0.7 | I | VS2 | GIA | 3861 |
69 | 0.71 | F | VVS2 | GIA | 5881 |
70 | 0.71 | F | VS1 | GIA | 5586 |
71 | 0.71 | F | VS2 | GIA | 5193 |
72 | 0.71 | H | VVS2 | GIA | 5193 |
73 | 0.72 | F | VS2 | GIA | 5263 |
74 | 0.8 | I | VVS2 | GIA | 5441 |
75 | 0.82 | I | VS2 | GIA | 4948 |
76 | 0.84 | H | VS2 | GIA | 5705 |
77 | 0.85 | F | VS2 | GIA | 6805 |
78 | 0.86 | H | VVS2 | GIA | 6882 |
79 | 0.89 | H | VS1 | GIA | 6709 |
80 | 0.9 | I | VVS2 | GIA | 6682 |
81 | 0.5 | E | VS1 | GIA | 3501 |
82 | 0.5 | G | VVS1 | GIA | 3432 |
83 | 0.51 | F | VVS1 | GIA | 3851 |
84 | 0.55 | H | IF | GIA | 3605 |
85 | 0.56 | E | VS1 | GIA | 3900 |
86 | 0.57 | H | VVS1 | GIA | 3415 |
87 | 0.6 | H | IF | GIA | 4291 |
88 | 0.63 | E | IF | GIA | 6512 |
89 | 0.7 | E | VS1 | GIA | 5800 |
90 | 0.7 | F | VVS1 | GIA | 6285 |
91 | 0.7 | F | VS2 | GIA | 5122 |
92 | 0.7 | F | VS2 | GIA | 5122 |
93 | 0.7 | G | VS1 | GIA | 5122 |
94 | 0.7 | H | VVS2 | GIA | 5122 |
95 | 0.71 | D | VS1 | GIA | 6372 |
96 | 0.71 | E | VS1 | GIA | 5881 |
97 | 0.71 | H | VVS2 | GIA | 5193 |
98 | 0.72 | E | VS1 | GIA | 5961 |
99 | 0.72 | H | VVS1 | GIA | 5662 |
100 | 0.73 | E | VS2 | GIA | 5738 |
101 | 0.73 | H | VS1 | GIA | 5030 |
102 | 0.73 | H | VS1 | GIA | 5030 |
103 | 0.73 | I | VVS1 | GIA | 4727 |
104 | 0.73 | I | VS1 | GIA | 4221 |
105 | 0.74 | G | VVS2 | GIA | 5815 |
106 | 0.74 | H | VS2 | GIA | 4585 |
107 | 0.75 | D | VVS2 | GIA | 7368 |
108 | 0.75 | I | VVS2 | GIA | 4667 |
109 | 0.75 | I | VS1 | GIA | 4355 |
110 | 0.76 | D | IF | GIA | 9885 |
111 | 0.77 | F | VVS1 | GIA | 6919 |
112 | 0.78 | H | VS1 | GIA | 5386 |
113 | 0.8 | I | VS2 | GIA | 4832 |
114 | 0.83 | E | VS2 | GIA | 7156 |
115 | 0.9 | F | VS1 | GIA | 7680 |
116 | 1 | D | VVS1 | GIA | 15582 |
117 | 1 | D | VS1 | GIA | 11419 |
118 | 1 | E | VS1 | GIA | 10588 |
119 | 1 | E | VS2 | GIA | 9757 |
120 | 1 | F | IF | GIA | 13913 |
121 | 1 | F | VVS2 | GIA | 10588 |
122 | 1 | F | VS1 | GIA | 10713 |
123 | 1 | F | VS2 | GIA | 9480 |
124 | 1 | G | VVS2 | GIA | 9896 |
125 | 1 | G | VS1 | GIA | 9619 |
126 | 1 | G | VS2 | GIA | 9169 |
127 | 1 | G | VS2 | GIA | 9203 |
128 | 1 | H | VS2 | GIA | 8788 |
129 | 1 | I | VS1 | GIA | 8095 |
130 | 1 | I | VS2 | GIA | 7818 |
131 | 1.01 | D | VVS1 | GIA | 16008 |
132 | 1.01 | E | VS1 | GIA | 10692 |
133 | 1.01 | E | VS2 | GIA | 9853 |
134 | 1.01 | F | VS1 | GIA | 10272 |
135 | 1.01 | F | VS2 | GIA | 9573 |
136 | 1.01 | H | VS1 | GIA | 9153 |
137 | 1.01 | H | VS2 | GIA | 8873 |
138 | 1.01 | I | VVS1 | GIA | 8873 |
139 | 1.01 | I | VVS2 | GIA | 8455 |
140 | 1.01 | I | VS2 | GIA | 7895 |
141 | 1.02 | F | VS1 | GIA | 10372 |
142 | 1.02 | F | VS2 | GIA | 9666 |
143 | 1.02 | G | VVS2 | GIA | 10090 |
144 | 1.03 | E | VS1 | GIA | 10900 |
145 | 1.04 | F | VS1 | GIA | 10571 |
146 | 1.04 | I | IF | GIA | 9563 |
147 | 1.05 | I | VVS2 | GIA | 8781 |
148 | 1.06 | G | VS2 | GIA | 9743 |
149 | 1.06 | H | VS2 | GIA | 9302 |
150 | 1.07 | I | VVS2 | GIA | 8945 |
151 | 1.1 | H | VS2 | GIA | 9646 |
152 | 0.18 | F | VVS1 | IGI | 823 |
153 | 0.18 | F | VVS2 | IGI | 765 |
154 | 0.18 | G | IF | IGI | 803 |
155 | 0.18 | G | IF | IGI | 803 |
156 | 0.18 | G | VVS2 | IGI | 705 |
157 | 0.18 | H | IF | IGI | 725 |
158 | 0.19 | D | VVS2 | IGI | 967 |
159 | 0.19 | E | IF | IGI | 1050 |
160 | 0.19 | F | IF | IGI | 967 |
161 | 0.19 | F | VVS1 | IGI | 863 |
162 | 0.19 | F | VVS2 | IGI | 800 |
163 | 0.19 | G | IF | IGI | 842 |
164 | 0.19 | G | VVS1 | IGI | 800 |
165 | 0.19 | H | IF | IGI | 758 |
166 | 0.2 | D | VS1 | IGI | 880 |
167 | 0.2 | G | IF | IGI | 880 |
168 | 0.2 | G | VS1 | IGI | 705 |
169 | 0.2 | G | VS2 | IGI | 638 |
170 | 0.21 | D | VS1 | IGI | 919 |
171 | 0.21 | E | IF | IGI | 1149 |
172 | 0.21 | F | IF | IGI | 1057 |
173 | 0.21 | G | IF | IGI | 919 |
174 | 0.22 | E | IF | IGI | 1198 |
175 | 0.23 | E | IF | IGI | 1248 |
176 | 0.23 | F | IF | IGI | 1147 |
177 | 0.23 | G | IF | IGI | 995 |
178 | 0.24 | H | IF | IGI | 1108 |
179 | 0.25 | F | IF | IGI | 1485 |
180 | 0.25 | G | IF | IGI | 1283 |
181 | 0.25 | H | IF | IGI | 1149 |
182 | 0.25 | I | IF | IGI | 1082 |
183 | 0.26 | F | IF | IGI | 1539 |
184 | 0.26 | F | VVS1 | IGI | 1365 |
185 | 0.26 | F | VVS2 | IGI | 1260 |
186 | 0.26 | I | IF | IGI | 1121 |
187 | 0.27 | F | IF | IGI | 1595 |
188 | 0.27 | H | IF | IGI | 1233 |
189 | 0.28 | I | IF | IGI | 1199 |
190 | 0.29 | G | IF | IGI | 1471 |
191 | 0.29 | I | IF | IGI | 1238 |
192 | 0.3 | E | VVS2 | IGI | 1580 |
193 | 0.3 | F | VVS2 | IGI | 1459 |
194 | 0.3 | G | VVS1 | IGI | 1459 |
195 | 0.3 | H | VVS2 | IGI | 1218 |
196 | 0.3 | I | IF | IGI | 1299 |
197 | 0.31 | E | VVS2 | IGI | 1628 |
198 | 0.31 | F | VVS1 | IGI | 1628 |
199 | 0.31 | I | IF | IGI | 1337 |
200 | 0.32 | H | IF | IGI | 1462 |
201 | 0.33 | H | IF | IGI | 1503 |
202 | 0.34 | F | VVS1 | IGI | 1773 |
203 | 0.34 | F | VVS2 | IGI | 1636 |
204 | 0.35 | F | VVS1 | IGI | 1821 |
205 | 0.35 | G | VVS2 | IGI | 1540 |
206 | 0.4 | G | IF | IGI | 2276 |
207 | 0.41 | I | VVS1 | IGI | 1616 |
208 | 0.41 | I | VVS2 | IGI | 1506 |
209 | 0.47 | F | VVS2 | IGI | 2651 |
210 | 0.48 | F | VS1 | IGI | 2383 |
211 | 0.5 | G | IF | IGI | 3652 |
212 | 0.51 | E | VVS2 | IGI | 3722 |
213 | 0.51 | F | VVS1 | IGI | 3722 |
214 | 0.52 | I | IF | IGI | 3095 |
215 | 0.55 | F | VVS2 | IGI | 3706 |
216 | 0.56 | E | VVS2 | IGI | 4070 |
217 | 0.56 | G | VVS2 | IGI | 3470 |
218 | 0.58 | E | VVS1 | IGI | 4831 |
219 | 0.58 | F | VVS1 | IGI | 4209 |
220 | 0.58 | G | VVS1 | IGI | 3821 |
221 | 0.7 | G | VVS1 | IGI | 5607 |
222 | 0.7 | G | VVS2 | IGI | 5326 |
223 | 0.71 | D | VS1 | IGI | 6160 |
224 | 0.76 | F | VVS2 | IGI | 6095 |
225 | 0.78 | G | VVS2 | IGI | 5937 |
226 | 1 | H | VVS2 | IGI | 9342 |
227 | 1.01 | G | VS1 | IGI | 9713 |
228 | 1.01 | H | VS2 | IGI | 8873 |
229 | 1.01 | I | VS1 | IGI | 8175 |
230 | 0.5 | F | VVS1 | HRD | 3778 |
231 | 0.5 | G | VVS1 | HRD | 3432 |
232 | 0.51 | F | VVS1 | HRD | 3851 |
233 | 0.52 | E | VS2 | HRD | 3346 |
234 | 0.52 | H | VVS1 | HRD | 3130 |
235 | 0.53 | F | VVS1 | HRD | 3995 |
236 | 0.53 | F | VVS2 | HRD | 3701 |
237 | 0.55 | G | VVS2 | HRD | 3529 |
238 | 0.56 | F | VS1 | HRD | 3667 |
239 | 0.56 | F | VS2 | HRD | 3202 |
240 | 0.57 | F | VS2 | HRD | 3256 |
241 | 0.57 | H | VVS1 | HRD | 3415 |
242 | 0.58 | H | IF | HRD | 3792 |
243 | 0.6 | G | VS1 | HRD | 3925 |
244 | 0.6 | G | VS2 | HRD | 3421 |
245 | 0.6 | H | VVS1 | HRD | 3925 |
246 | 0.61 | H | VVS2 | HRD | 3616 |
247 | 0.62 | I | VVS2 | HRD | 3615 |
248 | 0.64 | H | VVS2 | HRD | 3785 |
249 | 0.65 | I | VVS2 | HRD | 3643 |
250 | 0.66 | H | VVS1 | HRD | 4300 |
251 | 0.7 | E | VVS1 | HRD | 6867 |
252 | 0.7 | E | VVS2 | HRD | 6285 |
253 | 0.7 | G | VVS1 | HRD | 5800 |
254 | 0.7 | G | VVS2 | HRD | 5510 |
255 | 0.7 | H | VS2 | HRD | 4346 |
256 | 0.71 | G | IF | HRD | 6372 |
257 | 0.71 | H | VVS2 | HRD | 5193 |
258 | 0.72 | H | VVS1 | HRD | 5662 |
259 | 0.73 | F | VS2 | HRD | 5333 |
260 | 0.73 | G | VVS1 | HRD | 6041 |
261 | 0.74 | H | VVS1 | HRD | 5815 |
262 | 0.8 | F | IF | HRD | 8611 |
263 | 0.8 | F | VS1 | HRD | 6905 |
264 | 0.8 | G | VVS2 | HRD | 6905 |
265 | 0.8 | H | VVS2 | HRD | 6416 |
266 | 0.8 | H | VS1 | HRD | 6051 |
267 | 0.81 | E | VVS1 | HRD | 8715 |
268 | 0.81 | E | VS2 | HRD | 6988 |
269 | 0.81 | F | VS1 | HRD | 6988 |
270 | 0.81 | G | VS1 | HRD | 6495 |
271 | 0.81 | H | IF | HRD | 7358 |
272 | 0.82 | F | VS2 | HRD | 6572 |
273 | 0.82 | G | VVS2 | HRD | 7072 |
274 | 0.85 | F | VVS1 | HRD | 8359 |
275 | 0.85 | F | VS2 | HRD | 6805 |
276 | 0.85 | G | VVS1 | HRD | 7711 |
277 | 0.86 | H | VS2 | HRD | 5835 |
278 | 1 | D | VVS2 | HRD | 13775 |
279 | 1 | E | VVS1 | HRD | 14051 |
280 | 1 | E | VVS2 | HRD | 11419 |
281 | 1 | E | VS1 | HRD | 10588 |
282 | 1 | F | VVS1 | HRD | 11696 |
283 | 1 | F | VVS2 | HRD | 10588 |
284 | 1 | G | VVS1 | HRD | 10450 |
285 | 1 | G | VVS2 | HRD | 9896 |
286 | 1 | G | VS2 | HRD | 9203 |
287 | 1 | H | VVS1 | HRD | 9480 |
288 | 1 | H | VS1 | HRD | 9065 |
289 | 1 | H | VS2 | HRD | 8788 |
290 | 1 | I | VVS1 | HRD | 8788 |
291 | 1 | I | VVS2 | HRD | 8372 |
292 | 1 | I | VS1 | HRD | 8095 |
293 | 1 | I | VS2 | HRD | 7818 |
294 | 1.01 | D | VVS2 | HRD | 13909 |
295 | 1.01 | E | VVS2 | HRD | 11531 |
296 | 1.01 | E | VS1 | HRD | 10692 |
297 | 1.01 | F | VVS1 | HRD | 11811 |
298 | 1.01 | F | VS1 | HRD | 10272 |
299 | 1.01 | G | VVS2 | HRD | 9993 |
300 | 1.01 | G | VS2 | HRD | 9293 |
301 | 1.01 | H | VVS2 | HRD | 9433 |
302 | 1.01 | H | VS1 | HRD | 9153 |
303 | 1.01 | I | VVS1 | HRD | 8873 |
304 | 1.01 | I | VS1 | HRD | 8175 |
305 | 1.02 | F | VVS2 | HRD | 10796 |
306 | 1.06 | H | VVS2 | HRD | 9890 |
307 | 1.02 | H | VS2 | HRD | 8959 |
308 | 1.09 | I | VVS2 | HRD | 9107 |
Legend:
Data are for 308 round-cut diamonds, taken from a newspaper adData were obtained from the Journal of Statistics Education data archive IDNO - an identification number for each data point WEIGHT - weight of the diamond, in carats COLOR - degree of color purity in the diamond"D" represents top color purity gradeLesser grades are "E", "F", and so on, through the alphabet CLARITY - diamond clarity (presence or absence of minute flaws)"IF" means "internally flawless" - the top grade. No flaws visible under 10-power magnification other grades in descending order:"VVS1" and "VVS2" for "very very slightly imperfect""VS1" and "VS2" for "very slightly imperfect" RATER - the diamond was evaluated by one of three independent rating agencies"GIA" - Gemmological Institute of America (based in New York)"IGI" - International Gemmological Institute (Antwerp)"HRD" - Hoge Raad Voor Diamant (Antwerp) PRICE - in Singapore dollars
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