FREE Trial
Answered step by step
Verified Expert Solution
Link Copied!

Question

1 Approved Answer

Is BMI associated with eating out in restaurants frequently (more than five times per week on average) after adjusting for GENDER and AGE? Use SPSS

Is BMI associated with eating out in restaurants frequently (more than five times per week on average) after adjusting for GENDER and AGE?

Use SPSS

1) Perform various exploratory analyses (graphical/numerical) to assess: the distribution of BMI by GENDER, AGE, and RESTAURANT.

2) Fit a multiple linear with BMI as your dependent variable and GENDER, AGE, and RESTAURANT as the independent variables.

3) Perform residual analysis and see if the residuals are more normal when the BMI is transformed using natural logarithm. In other words, perform the multiple linear regression in part (2) using ln (BMI) and see if the residuals behave better in terms of normality (e.g., obtain the Q-Q plot and the boxplot of residuals). Interpret all results including the R-square.

4) Make a prediction (of ln BMI) for one participant of your choice with a specified GENDER, AGE, and RESTAURANT.

Patient_ID Gender Age Race BMI Cholesterol Resturante
100243 0 25 19.47 158 0
100270 1 76 4 38.46 180 0
100597 0 29 1 34.07 234 1
102981 1 40 4 28.29 147 0
103523 1 33 4 23.37 142 0
107153 1 34 4 23.24 183 0
108449 0 46 4 32.23 211 0
108968 0 48 1 23.69 115 0
109245 1 29 3 18.19 172 1
109274 0 21 1 17.81 114 0
112539 1 34 4 35.56 214 0
112835 1 33 4 20.91 161 0
114251 0 28 4 28.68 191 0
116697 0 52 1 28.3 195 1
116756 0 38 2 22.81 172 0
118772 0 21 1 26.58 240 0
120325 0 26 1 26.95 1
121326 0 34 2 28.94 185 0
121554 1 51 2 26.17 291 0
121915 0 48 1 23.5 0
122264 1 41 2 27.53 183 0
122744 0 24 1 21.85 159 0
122843 0 45 1 26.99 218 1
123331 1 28 1 21.66 169 1
123662 0 25 4 26.66 256 0
123695 0 50 4 19.28 199 0
124882 1 21 1 22.06 191 0
124931 1 35 3 20.4 207 1
125280 0 63 3 25.68 220 0
125334 1 30 3 23.39 293 0
125586 1 29 1 28.06 1
126172 0 68 3 29.64 208 0
126689 0 29 3 18.42 175 1
131094 0 32 2 24.82 158 0
135069 1 48 1 25.19 221 0
138390 1 24 4 21.17 171 0
139360 1 80 1 30.58 230 0
139621 0 29 1 36.55 297 0
143120 1 30 4 35.03 172 0
143382 1 62 1 31.59 194 1
143422 1 41 4 27.22 221 0
144812 0 26 2 25.31 170 0
147353 1 58 2 59.43 177 0
151102 1 37 1 19.2 177 1
151664 0 54 3 36.27 143 0
152400 1 56 3 27.04 154 0
157727 0 22 1 26.21 143 0
159278 1 36 3 20.9 241 0
163367 0 38 4 25.79 260 1
166093 1 25 4 21.2 158 0
166455 1 27 4 20.76 233 0
167579 0 29 4 37.95 173 0
167862 1 44 4 30.23 152 0
168841 1 31 3 24.57 229 1
171039 1 40 4 27.53 239 0
172272 1 47 1 26.79 197 0
173316 1 53 4 25.79 178 0
173346 1 69 1 41.88 0
173773 1 35 3 24.91 250 0
181987 1 26 4 17.48 158 1
185204 1 36 2 22.37 174 0
188622 0 30 4 27.01 192 0
192312 1 53 2 37.37 201 0
194736 0 29 1 21.25 201 0
199547 1 62 4 31.21 132 0
199678 1 27 1 19.04 189 0
201857 1 35 4 24.73 210 0
202501 1 50 4 28.29 225 0
202933 0 37 2 26.48 1
205400 0 65 1 34.03 0
205410 1 35 2 29.97 159 0
207772 1 22 1 28.39 203 0
208756 1 62 4 29.52 227 0
212183 1 63 1 23.24 0
213329 0 51 2 30.08 204 1
215118 0 51 2 20.63 270 0
217059 0 48 1 26.57 275 1
220077 1 26 4 22.65 152 0
220970 0 48 2 25.08 244 0
222085 1 74 3 27.69 162 0
223338 0 49 4 32.48 186 1
224683 0 58 2 18.41 258 0
230361 0 48 4 36 202 0
230892 1 26 4 34.81 234 0
231374 1 86 1 22.58 0
231767 1 50 3 28.83 235 0
233415 0 74 1 31.77 198 0
235626 1 55 1 23.73 228 0
236173 1 30 2 29.03 163 0
237157 0 22 4 20.67 190 1
237429 1 51 1 20.27 186 1
247802 0 43 1 26.43 187 0
248820 0 56 2 23.31 225 0
249540 1 24 1 21.92 157 1
249987 0 68 3 22.82 133 0
253568 1 22 4 28.4 171 0
254353 0 56 4 21.58 172 0
257398 1 44 1 31.37 257 0
258212 1 33 2 35.32 176 0
260515 0 22 3 25.45 157 1
261561 1 44 22.44 256 0
263232 0 34 4 28.21 304 0
264674 1 49 4 36.36 177 0
265679 1 85 1 39.76 182 0
266404 1 36 4 29.57 210 0
268812 1 26 3 23.37 293 0
274983 0 45 4 24.1 1
279513 1 29 1 22.6 139 0
279731 1 33 4 28.18 188 0
284790 0 33 1 18.82 191 0
285127 1 63 3 22.63 211 0
287351 1 26 4 34.35 0
289028 1 24 2 33.29 163 0
290963 1 38 3 22.56 205 0
291575 1 21 3 34.9 158 0
293882 0 23 22.77 138 0
294575 1 55 2 33.46 172 0
295157 0 80 2 43.6 185 0
295580 0 36 4 30.36 154 1
296041 1 44 2 29.14 223 0
296541 1 62 1 28.59 0
296662 0 46 2 15.73 144 0
298574 0 37 1 28.72 220 1
300298 1 23 3 35.61 142 0
304310 1 29 1 19.96 0
304314 1 40 3 24.87 168 0
304760 1 26 4 27.22 197 0
308403 1 43 4 35.52 208 0
309473 0 42 4 29.66 163 1
310485 0 36 2 30.81 182 1
310539 0 66 4 20.15 175 0
311274 1 73 2 25.58 186 0
313027 0 59 1 24.71 246 0
313286 1 61 2 27.6 129 0
318563 1 28 2 24.48 160
322484 0 33 2 20.48 221 0
322843 0 36 2 26.12 270 0
329308 1 27 4 25.84 176 0
329656 1 70 2 27.91 181 0
332817 1 27 4 37.38 0
333059 0 50 4 30.8 223 1
336422 1 31 4 21.45 152 0
339120 0 56 1 22.74 206 0
340059 0 26 3 24.92 201 1
342285 0 54 1 28.09 0
343744 1 40 2 16.43 0
345670 1 40 4 26.43 171 0
346770 0 20 4 33.31 184 1
348420 0 36 2 41.05 205 0
348490 1 34 2 37.58 0
348820 0 62 1 26.42 238 0
348923 0 25 1 25.11 168 1
349455 0 24 1 32.62 0
350397 1 67 2 54.72 179 0
352326 0 28 2 20.71 175 0
353319 0 32 2 23.82 182 0
353470 1 39 4 28.38 232 0
355620 0 43 2 29.7 232 1
356574 0 57 3 31.97 180 0
358051 0 29 3 20.75 198 0
360948 1 36 4 24.62 248 0
363403 0 29 4 26.75 193 1
365909 1 39 3 21.79 176 0
366565 1 24 1 24.93 183 0
366830 0 79 1 33.04 261 0
369705 1 28 4 24.07 153 0
371603 1 27 1 18.18 238 1
371664 0 46 1 28.12 187 0
371677 0 46 1 26.51 171 1
372175 1 24 1 19.75 229 0
377791 0 29 1 27.15 179 1
378697 1 46 4 25.35 188 0
380888 1 21 1 24.19 0
381799 0 58 4 30.81 178 0
388393 1 48 1 31.13 244 0
389390 1 44 2 43.05 260 0
389608 1 21 1 21.97 132 1
393680 1 23 4 22.48 173 1
396153 0 59 2 24.49 226 0
406526 1 48 4 27.47 235 0
409178 0 47 1 20.45 161 1
412698 1 29 4 27.41 119 0
414747 0 26 4 27.55 181 1
416994 0 23 4 23.53 154 0
418976 0 25 4 20.28 151 1
423054 0 78 1 26.63 0
426913 0 62 1 22.91 206 0
428405 1 40 2 32.47 193 1
429782 1 69 2 26.68 0
432586 1 27 4 21.3 178 0
432888 1 33 4 41.02 241 0
433040 1 26 4 32.32 212 0
433562 1 51 1 31.09 0
434746 1 46 3 22.91 182 0
436721 1 25 2 27.06 156 1
438284 1 61 1 33.31 225 0
439624 0 39 3 22.44 203
440185 0 42 4 24.39 194 1
440814 1 55 4 27.99 200
441575 1 42 1 33.83 243 1
443110 0 22 4 23.7 166 1
448368 1 22 4 35.92 242 0
454566 0 49 4 41.98 209 1
465921 0 51 1 32.04 295 1
466360 0 73 1 31.79 151 0
469572 1 74 4 24.49 161 0
471540 1 51 4 31.24 240 0
473018 1 70 39.31 257 0
480298 0 73 2 21.04 171 0
481860 0 23 4 34.8 206 0
482865 1 39 4 23.95 171 0
485308 1 25 2 32.66 153 0
486433 0 39 2 28.43 185 0
486978 1 40 2 30.08 179 0
487046 1 42 4 40.7 148 0
487748 0 33 1 26.27 212 0
488314 0 71 1 25.69 198 0
488996 1 30 4 23.83 132 0
489699 1 40 4 29.17 175 0
497335 0 35 1 25.28 209 1
497944 1 44 4 42.74 251 0
498003 0 29 1 29.41 1
504797 0 76 2 27.13 0
508876 0 56 3 24.07 209 0
512798 1 42 3 27.2 160 1
513117 1 24 2 21.69 1
513661 1 52 1 20 197 0
513937 0 34 1 24.36 313 1
514947 1 56 3 19.19 237 0
516516 0 87 1 177 0
518030 1 56 4 26.93 0
522842 0 22 4 29.47 0
523377 1 27 4 28.08 190 0
523483 1 40 2 30.34 0
524167 1 58 1 35.65 228 0
525108 0 36 4 28.55 160 0
526751 1 70 1 38.91 0
526818 1 25 4 34.62 170 0
528063 1 33 3 18.6 241 1
528395 0 26 3 20.86 140 1
528677 0 61 1 29.01 0
529215 0 55 1 22.63 135 0
530265 0 31 4 28.37 200 0
531059 1 65 4 34.7 198 0
534888 1 54 1 19.58 227 0
535328 1 21 4 23.91 125 0
535735 1 44 4 27.61 191 0
537500 0 44 2 32.77 152 0
541314 1 46 1 25.74 185 1
542455 0 26 1 22.79 136 0
543698 1 51 3 30.69 259 0
544973 1 59 1 21.82 163 0
545649 1 82 1 18.72 134 0
546192 1 42 1 39.65 258 0
547692 0 37 4 34.38 229 0
549991 1 25 4 22.48 151 1
550804 0 41 4 25.39 214 0
552550 1 49 3 27.84 251 0
554990 0 39 2 25.3 211 0
559444 1 27 4 22.33 291 1
564510 0 50 4 42.33 198 1
565209 1 64 1 24.47 222 0
565226 0 41 4 30.6 218 0
570712 1 20 4 25.83 193 1
572590 1 30 4 29.32 170 0
578894 1 53 2 27.37 198 0
582199 0 52 1 22.16 241 0
582587 0 48 1 33.01 249 1
582633 1 52 1 22.29 197 0
582925 1 43 2 44.71 0
583013 0 35 4 35.09 154 1
583730 1 69 1 24.87 213 0
585093 1 26 4 22.96 185 0
585194 0 26 1 22.81 162 0
588612 1 33 3 20.74 0
589628 0 66 2 27.1 172 0
596204 1 47 1 21.88 170 0
598356 1 45 3 21.83 158 0
598546 0 44 4 29.65 239 1
599253 0 36 4 23.98 245 1
600300 1 44 4 158 1
600457 0 52 2 40.07 111 0
601696 1 50 2 25.13 243 0
603341 1 46 1 25.39 186 1
605989 1 47 4 23.39 0
610943 0 26 2 22.33 165 0
611256 1 73 1 42.1 139 0
611747 1 33 4 29.38 0
611894 1 51 1 27.83 167 0
612244 0 31 4 25.37 160 1
613976 0 54 3 33.18 230 0
616485 0 46 1 25.92 228 1
618039 0 46 2 34.69 236 0
618264 1 79 1 34.34 0
621557 1 52 3 21.22 136 0
622209 1 77 1 41.76 274 0
622344 1 52 4 34.8 226 0
625466 1 56 2 36.3 165 0
626542 1 72 2 32.72 0
627033 0 29 1 27.73 160 0
627347 1 28 4 27.16 179 0
629860 1 27 2 25.02 142 0
631442 0 35 1 16.61 143 0
632007 1 28 3 25.21 222 0
634639 1 46 4 27.37 196 0
634943 1 39 4 27.34 216 0
636637 1 61 4 21.25 182 0
638014 1 34 4 31.26 131 0
639888 1 75 2 38.38 148 0
642475 1 66 2 37.21 0
643054 1 85 1 20.88 205 0
650262 0 44 4 26.35 146 1
654339 1 45 2 36.19 217 0
659676 1 52 2 27.32 0
663409 1 43 3 19.74 186 0
664102 1 37 3 23.1 222 0
664519 0 38 2 30.85 150 0
665480 0 41 1 28.47 251 0
667748 0 29 4 18.55 144 1
669690 1 61 4 26.02 180 0
675379 0 44 2 28.67 233 0
675389 1 39 4 23.5 129 0
677696 1 29 3 21.35 216 0
677895 1 54 2 38.41 224 0
678293 1 26 1 17.53 158 0
678871 0 42 1 32.74 197 0
682792 1 74 4 26.01 209 0
689637 1 48 1 20.86 161 0
690179 0 52 2 21.45 211 1
690322 1 22 3 22.77 182 0
694653 1 40 4 21.44 173 0
698489 1 27 1 22.83 196 0
707196 1 52 1 29.09 253 0
707953 0 89 2 25.59 180 1
709557 0 27 1 26.14 200 0
713005 1 48 1 25.09 168 0
713601 1 27 1 48.32 167 0
713674 0 61 4 28.58 192 1
715964 1 42 3 35.32 214 0
717862 1 70 2 38.75 274 0
719106 0 34 4 30.81 203 1
719585 1 77 4 31.87 137 0
719921 1 48 1 23.85 310 0
721430 0 22 1 31.32 229 0
722936 1 66 4 30.91 256 0
723421 1 44 1 22.53 208 0
728349 0 40 4 29.24 237 0
730917 1 35 4 26.56 250 0
733490 1 30 1 39.86 171 1
735652 1 23 1 27.38 222 1
741534 1 50 3 26.08 230 0
741665 1 67 2 25.85 217 0
741964 1 20 4 23.68 115 0
743072 0 61 2 33.42 196 0
743144 1 38 4 24.93 154 0
743892 1 44 25.85 229
744106 1 36 4 19.99 206 0
744799 1 49 1 24.52 172 1
745775 1 44 4 32.99 181 0
746069 1 51 2 24.41 0
749723 1 24 2 30.52 166 0
750553 0 29 3 25.91 198 1
752534 1 40 4 24.47 174 0
760905 0 21 1 25.68 0
764222 1 75 1 26.62 204 1
768134 0 24 4 23.99 150 1
769950 1 37 2 31.8 161 0
774444 0 62 1 21.44 137 1
776508 1 43 1 22.02 0
778198 1 23 1 24.76 170 0
781787 1 41 1 28.56 171 1
781977 0 76 4 26.88 0
785952 0 36 4 27.65 172 1
789516 1 49 4 31.25 175 0
794051 0 48 1 28.52 177 1
794996 1 46 3 24.16 210 0
798554 0 52 4 20.57 98 0
799493 1 50 1 29.52 235 1
799853 0 61 1 27.93 254 1
800402 1 38 4 26.83 197 0
803020 0 46 4 30.21 242 1
804218 1 49 1 34.74 1
804908 1 40 29.02 171 0
806918 0 28 4 32.87 181 0
807603 1 29 1 22.19 149 0
808182 1 35 3 22.65 174 0
809596 1 23 2 25.94 165 1
809644 1 30 1 28.77 216 0
811059 0 22 3 22.28 218 1
811076 0 55 2 26.16 173 0
812799 1 43 4 27.72 211 0
814257 1 39 4 27.36 0
814764 1 23 1 18.62 0
816672 0 32 1 32.95 1
816879 0 51 4 26.87 0
823239 0 35 2 36.59 170 0
823511 0 45 3 24.18 184 0
824919 1 42 4 22.71 195 1
826084 1 21 4 32.06 241 0
826327 1 46 4 36.96 170 0
827244 1 42 4 29.75 191 0
829076 1 25 1 21.2 210 1
832817 1 63 2 22.93 217 0
833076 0 65 1 28.19 270 0
834293 0 43 1 30.72 264 1
834890 0 21 3 22.68 200 0
835958 0 30 4 28.96 323 0
838487 1 47 1 34.44 190 0
845708 1 40 2 25.19 0
845761 0 29 1 24.92 156 1
847334 1 59 1 24.14 0
847431 1 43 2 26.49 133 0
851729 0 43 4 22.37 192 0
852780 0 43 2 22.47 161 0
854094 1 37 3 19.7 214 1
855773 1 33 3 23.21 226 0
859608 1 69 2 39.78 253 0
860322 1 23 4 29.23 156 0
861198 0 75 1 32.76 177 0
861380 0 20 2 19.96 157 0
863750 0 68 3 28.71 214 0
872284 0 84 1 26.72 245 0
874641 0 41 3 22.85 185 0
876025 1 21 4 29.32 183 0
876507 1 52 4 26.72 205 0
878364 1 48 3 30.51 1
878618 0 34 4 31.5 225 0
883492 1 58 4 24.6 242 0
884312 0 46 1 28.11 0
884906 0 24 4 35.07 170 1
885213 0 48 4 30.19 0
893946 1 40 1 20.6 181 0
897707 1 31 3 22.75 160 0
900415 1 48 3 26.63 279 0
901555 1 40 4 21.09 205 0
904794 0 47 1 32.38 206 0
905749 0 66 1 23.33 0
909195 0 61 3 21.11 189 0
909565 0 52 4 24.27 203 1
914348 1 35 4 30.08 161 0
918302 1 62 1 33.33 1
918946 0 43 1 18.55 216 0
921086 1 41 2 27.99 158 0
924275 1 52 3 20.22 195 0
925274 1 48 1 30.79 259 0
933712 1 63 4 29.39 351 0
936048 1 55 4 23.96 187 0
936364 0 51 27.44 0
937072 0 29 4 21.8 190 0
937268 0 34 4 21.82 174 1
943664 1 42 4 38.32 198 0
944331 1 38 4 28.03 165 0
946100 0 53 3 29.18 169 0
949787 0 72 1 28.92 180 0
950094 1 36 2 41.99 143 0
951538 1 38 4 24.71 175 1
952600 1 54 4 22.41 161 0
954597 0 33 2 43.37 0
956025 1 28 2 27.82 0
958557 1 46 4 31.62 199 0
958930 0 35 1 28.44 1
959158 1 59 1 44.33 223 0
960289 0 42 2 23.58 241 0
962454 1 39 4 19.39 200 1
970555 1 23 3 20.65 124 1
971261 0 44 1 24.36 269 1
972625 1 43 4 24.57 191 0
972735 1 23 4 24.89 134 0
976435 1 62 4 36.65 0
979133 0 37 2 24.71 1
979313 1 43 4 24.45 152 0
979431 1 26 4 19.7 152 0
979998 1 46 4 34.94 201 0
980709 1 55 1 27.87 194 0
982864 0 24 3 30.83 193 0
985047 0 25 1 21.51 0
987400 1 20 4 21.27 148 0
987703 1 35 4 35.75 0
989565 1 30 2 30.75 177 0
989911 1 38 4 30.12 185 0
991436 1 49 3 29.62 252 0
991451 1 35 1 20.9 171 1
992251 0 45 3 24.4 199 0
992920 1 30 4 30.2 140 0
993818 1 41 4 26.54 202 0
995246 1 35 1 24.03 137 0
995822 0 20 4 17.63 159 0
999478 1 51 1 24.69 223 0
999718 0 29 1 26.19 214 1

Step by Step Solution

There are 3 Steps involved in it

Step: 1

blur-text-image

Get Instant Access with AI-Powered Solutions

See step-by-step solutions with expert insights and AI powered tools for academic success

Step: 2

blur-text-image

Step: 3

blur-text-image

Ace Your Homework with AI

Get the answers you need in no time with our AI-driven, step-by-step assistance

Get Started

Recommended Textbook for

College Physics

College Physics

Authors: Jerry D. Wilson, Anthony J. Buffa, Bo Lou

7th edition

9780321571113, 321601831, 978-0321601834

Students also viewed these Mathematics questions

Question

★★★★★
One kmol of ethane (C2H6) is burned with an unknown amount of air during a combustion process. An analysis of the combustion products reveals that the combustion is complete, and there are 3 kmol of...

Answered: 1 week ago

Question

★★★★★
Why are small ????-values taken as evidence against the null hypothesis?

Answered: 1 week ago

Question

★★★★★
Bella Floral Designs is a wholesale shop that sells flowers, plants, and plant supplies. The transactions shown below took place during January. DATE TRANSACTIONS Jan. 3 Sold a floral arrangement to...

Answered: 1 week ago

Question

★★★★★
Consider a stock futures contract with a term of 24 months. The current price of the stock is 40 yuan. Assume that the risk-free interest rate (continuous compound interest) is 12% per year for all...

Answered: 1 week ago

Question

★★★★★
The public policy goal of Intellectual Property legislation is _______. Multiple choice question. to grant monopolies to stimulate the economy. to reward companies for research and development costs....

Answered: 1 week ago

Question

★★★★★
Gary was driving back to the office from his off-site construction job on Friday. He had put in a long week and just wanted to go home. But a text from William back in the office reminded him to...

Answered: 1 week ago

Question

★★★★★
The next exercise is designed to use an interactive visualization tool. The file LaptopSales.csv is a comma-separated file with nearly 300,000 rows. It has been provided by ENBIS (the European...

Answered: 1 week ago

Question

★★★★★
Dr. Guest discussed the concept of "resource recovery" as a potential solution to sanitation challenges faced by developing communities. Using the information provided in the video and your own...

Answered: 1 week ago

Question

★★★★★
Problem 2-20 (Algo) Plantwide versus Multiple Predetermined Overhead Rates: Service Industry (LO2-1, LO2-2, LO2-3, LO2-4] McCullough Hospital uses a job-order costing system to assign costs to its...

Answered: 1 week ago

Question

★★★★★
Year end is 31 December. XYZ decided to change the method of valuation of raw materials from the weighted average cost method to FIFO. Change In accounting policy has been accounted for during the...

Answered: 1 week ago

Question

★★★★★
How can you reduce overtime in a manufacturing industry where staff are required to work 6 days a week for 8 hours a day.

Answered: 1 week ago

Previous Question Next Question