Mathematics
Bradley University Nutrition Multiple Regression Model Report

econometrics

### Question Description

(a) Build a multiple regression model for the purposes of predicting calories, using all the other variables as the predictors.

(b) Which of the predictors probably does not belong in the model? Explain how you know this. What might be your next step after viewing these results? (Hint: use t-test.)

(c) Suppose we omit cholesterol from the model and rerun the regression. Explain what will happen to the value of R^2.

(d) Which predictor is negatively associated with the response? Explain how you know this. (Hint: Plot and calculate correlation coefficients)

(e) Build a multiple regression model for the purposes of predicting calories, using the forward selection method.

(f) Build a multiple regression model for the purposes of predicting calories, using the backward elimination method.

(g) Build a multiple regression model for the purposes of predicting calories, using the stepwise variable selection procedure.

(h) Apply the best subsets procedure, and compare against the previous methods. (15 points)

(i) Perform all possible regressions. Did the variable selection algorithms find the best regression? (15 points)

### Unformatted Attachment Preview

FOOD WT_GRAMS PC_WATER CALORIES PROTEIN FAT SAT_FAT MONUNSAT POLUNSAT CHOLEST CARBO CALCIUM PHOSPHOR IRON POTASS SODIUM VIT_A_IU VIT_A_RE THIAMIN RIBOFLAV NIACIN ASCORBIC CAL_GRAM IRN_GRAM PRO_GRAM FAT_GRAM "GELATIN; DRY 1 ENVELP" 7 13 25 6 0 0 0 0 0 0 1 0 0 2 6 0 0 0 0 0 0 3.57142857142857 0 .857142857142857 0 "SEAWEED; SPIRULINA; DRIED 1 OZ " 28.35 5 80 16 2 .8 .2 .6 0 7 34 33 8.1 386 297 160 16 .67 1.04 3.6 3 2.82186948853616 .285714285714286 .564373897707231 .0705467372134039 "YEAST; BAKERS; DRY; ACTIVE 1 PKG " 7 5 20 3 0 0 .1 0 0 3 3 90 1.1 140 4 0 0 .16 .38 2.6 0 2.85714285714286 .157142857142857 .428571428571429 0 "PARMESAN CHEESE; GRATED 1 OZ " 28.35 18 130 12 9 5.4 2.5 .2 22 1 390 229 .3 30 528 200 49 .01 .11 .1 0 4.58553791887125 .0105820105820106 .423280423280423 .317460317460317 "PARMESAN CHEESE; GRATED 1 CUP " 100 18 455 42 30 19.1 8.7 .7 79 4 1376 807 1 107 1861 700 173 .05 .39 .3 0 4.55 .01 .42 .3 "PARMESAN CHEESE; GRATED 1 TBSP " 5 18 25 2 2 1 .4 0 4 0 69 40 0 5 93 40 9 0 .02 0 0 5 0 .4 .4 "YEAST; BREWERS; DRY 1 TBSP " 8 5 25 3 0 0 0 0 0 3 17 140 1.4 152 10 0 0 1.25 .34 3 0 3.125 .175 .375 0 "LAMB;CHOPS;ARM;BRAISED;LEAN 1.7 OZ " 48 49 135 17 7 2.9 2.6 .4 59 0 12 111 1.3 162 36 0 0 .03 .13 3 0 2.8125 .0270833333333333 .354166666666667 .145833333333333 "TUNA; CANND; DRND;WATR; WHITE 3 OZ " 85 63 135 30 1 .3 .2 .3 48 0 17 202 .6 255 468 110 32 .03 .1 13.4 0 1.58823529411765 .00705882352941176 .352941176470588 .0117647058823529 "NONFAT DRY MILK; INSTANTIZED 1 CUP " 68 4 245 24 0 .3 .1 0 12 35 837 670 .2 1160 373 1610 483 .28 1.19 .6 4 3.60294117647059 .00294117647058824 .352941176470588 0 "NONFAT DRY MILK; INSTANTIZED 1 ENVLPE" 91 4 325 32 1 .4 .2 0 17 47 1120 896 .3 1552 499 2160 646 .38 1.59 .8 5 3.57142857142857 .0032967032967033 .351648351648352 .010989010989011 "BUTTERMILK; DRIED 1 CUP " 120 3 465 41 7 4.3 2 .3 83 59 1421 1119 .4 1910 621 260 65 .47 1.89 1.1 7 3.875 .00333333333333333 .341666666666667 .0583333333333333 "BEEF; DRIED; CHIPPED 2.5 OZ " 72 48 145 24 4 1.8 2 .2 46 0 14 287 2.3 142 3053 0 0 .05 .23 2.7 0 2.01388888888889 .0319444444444444 .333333333333333 .0555555555555556 "PORK SHOULDER; BRAISD; LEAN 2.4 OZ " 67 54 165 22 8 2.8 3.7 1 76 0 5 151 1.3 271 68 10 1 .4 .24 4 0 2.46268656716418 .0194029850746269 .328358208955224 .119402985074627 "BEEF; CKD;BTTM ROUND;LEAN ONLY2.8 OZ " 78 57 175 25 8 2.7 3.4 .3 75 0 4 212 2.7 240 40 0 0 .06 .2 3 0 2.24358974358974 .0346153846153846 .320512820512821 .102564102564103 "PORK CHOP; LOIN; BROIL; LEAN 2.5 OZ " 72 57 165 23 8 2.6 3.4 .9 71 0 4 176 .7 302 56 10 1 .83 .22 4 0 2.29166666666667 .00972222222222222 .319444444444444 .111111111111111 "LAMB;CHOPS;ARM;BRAISED;LEAN+FT2.2 OZ " 63 44 220 20 15 6.9 6 .9 77 0 16 132 1.5 195 46 0 0 .04 .16 4.4 0 3.49206349206349 .0238095238095238 .317460317460317 .238095238095238 "CHICKEN; FRIED; FLOUR; BREAST 3.5 OZ " 98 57 220 31 9 2.4 3.4 1.9 87 2 16 228 1.2 254 74 50 15 .08 .13 13.5 0 2.24489795918367 .0122448979591837 .316326530612245 .0918367346938776 "PORK; CURED; BACON; REGUL;CKED3 SLICE " 19 13 110 6 9 3.3 4.5 1.1 16 0 2 64 .3 92 303 0 0 .13 .05 1.4 6 5.78947368421053 .0157894736842105 .315789473684211 .473684210526316 "CHICKEN; ROASTED; BREAST 3.0 OZ " 86 65 140 27 3 .9 1.1 .7 73 0 13 196 .9 220 64 20 5 .06 .1 11.8 0 1.62790697674419 .0104651162790698 .313953488372093 .0348837209302326 "PEANUT BUTTER 1 TBSP " 16 1 95 5 8 1.4 4 2.5 0 3 5 60 .3 110 75 0 0 .02 .02 2.2 0 5.9375 .01875 .3125 .5 "BEEF; CKD;CHUCK BLADE;LEANONLY2.2 OZ " 62 53 170 19 9 3.9 4.2 .3 66 0 8 146 2.3 163 44 0 0 .05 .17 1.7 0 2.74193548387097 .0370967741935484 .306451612903226 .145161290322581 "BEEF STEAK;SIRLOIN;BROIL;LEAN 2.5 OZ " 72 59 150 22 6 2.6 2.8 .3 64 0 8 176 2.4 290 48 0 0 .09 .22 3.1 0 2.08333333333333 .0333333333333333 .305555555555556 .0833333333333333 "LAMB;CHOPS;LOIN;BROIL;LEAN 2.3 OZ " 64 61 140 19 6 2.6 2.4 .4 60 0 12 145 1.3 241 54 0 0 .08 .18 4.4 0 2.1875 .0203125 .296875 .09375 "BEEF; CKD;BTTM ROUND;LEAN+ FAT3 OZ " 85 54 220 25 13 4.8 5.7 .5 81 0 5 217 2.8 248 43 0 0 .06 .21 3.3 0 2.58823529411765 .0329411764705882 .294117647058824 .152941176470588 "TURKEY; ROASTED; LIGHT + DARK 3 PIECES" 85 65 145 25 4 1.4 .9 1.2 65 0 21 181 1.5 253 60 0 0 .05 .15 4.6 0 1.70588235294118 .0176470588235294 .294117647058824 .0470588235294118 "TURKEY; ROASTED; LIGHT MEAT 2 PIECES" 85 66 135 25 3 .9 .5 .7 59 0 16 186 1.1 259 54 0 0 .05 .11 5.8 0 1.58823529411765 .0129411764705882 .294117647058824 .0352941176470588 "BEEF ROAST; EYE O RND; LEAN 2.6 OZ " 75 63 135 22 5 1.9 2.1 .2 52 0 3 170 1.5 297 46 0 0 .07 .13 2.8 0 1.8 .02 .293333333333333 .0666666666666667 "TURKEY; ROASTED; LIGHT + DARK 1 CUP " 140 65 240 41 7 2.3 1.4 2 106 0 35 298 2.5 417 98 0 0 .09 .25 7.6 0 1.71428571428571 .0178571428571429 .292857142857143 .05 "PORK CHOP; LOIN;PANFRY; LEAN 2.4 OZ " 67 54 180 19 11 3.7 4.8 1.3 72 0 3 178 .7 305 57 10 1 .84 .22 4 0 2.6865671641791 .0104477611940298 .283582089552239 .164179104477612 "BEEF HEART; BRAISED 3 OZ " 85 65 150 24 5 1.2 .8 1.6 164 0 5 213 6.4 198 54 0 0 .12 1.31 3.4 5 1.76470588235294 .0752941176470588 .282352941176471 .0588235294117647 "TURKEY; ROASTED; DARK MEAT 4 PIECES" 85 63 160 24 6 2.1 1.4 1.8 72 0 27 173 2 246 67 0 0 .05 .21 3.1 0 1.88235294117647 .0235294117647059 .282352941176471 .0705882352941176 "TUNA; CANND; DRND;OIL;CHK;LGHT3 OZ " 85 61 165 24 7 1.4 1.9 3.1 55 0 7 199 1.6 298 303 70 20 .04 .09 10.1 0 1.94117647058824 .0188235294117647 .282352941176471 .0823529411764706 "PEANUTS; OIL ROASTED; SALTED 1 OZ " 28.35 2 165 8 14 1.9 6.9 4.4 0 5 24 143 .5 199 122 0 0 .08 .03 4.2 0 5.82010582010582 .017636684303351 .282186948853616 .493827160493827 "PEANUTS; OIL ROASTED; UNSALTED1 OZ " 28.35 2 165 8 14 1.9 6.9 4.4 0 5 24 143 .5 199 4 0 0 .08 .03 4.2 0 5.82010582010582 .017636684303351 .282186948853616 .493827160493827 "MOZZARELLA CHESE;SKIM; LOMOIST1 OZ " 28.35 49 80 8 5 3.1 1.4 .1 15 1 207 149 .1 27 150 180 54 .01 .1 0 0 2.82186948853616 .00352733686067019 .282186948853616 .17636684303351 "SWISS CHEESE 1 OZ " 28.35 37 105 8 8 5 2.1 .3 26 1 272 171 0 31 74 240 72 .01 .1 0 0 3.7037037037037 0 .282186948853616 .282186948853616 "PORK FRESH RIB; ROASTD; LEAN 2.5 OZ " 71 57 175 20 10 3.4 4.4 1.2 56 0 8 182 .7 300 33 10 2 .45 .22 3.8 0 2.46478873239437 .00985915492957746 .28169014084507 .140845070422535 "BEEF ROAST; RIB; LEAN ONLY 2.2 OZ " 61 57 150 17 9 3.6 3.7 .3 49 0 5 127 1.7 218 45 0 0 .05 .13 2.7 0 2.45901639344262 .0278688524590164 .278688524590164 .147540983606557 "PORK FRESH HAM; ROASTD; LEAN 2.5 OZ " 72 60 160 20 8 2.7 3.6 1 68 0 5 202 .8 269 46 10 1 .5 .25 3.6 0 2.22222222222222 .0111111111111111 .277777777777778 .111111111111111 "PORK CHOP; LOIN; BROIL; LEN+FT3.1 OZ " 87 50 275 24 19 7 8.8 2.2 84 0 3 184 .7 312 61 10 3 .87 .24 4.3 0 3.16091954022989 .00804597701149425 .275862068965517 .218390804597701 "LAMB;CHOPS;LOIN;BROIL;LEAN+FAT2.8 OZ " 80 54 235 22 16 7.3 6.4 1 78 0 16 162 1.4 272 62 0 0 .09 .21 5.5 0 2.9375 .0175 .275 .2 "LAMB;LEG;ROASTED; LEAN ONLY 2.6 OZ " 73 64 140 20 6 2.4 2.2 .4 65 0 6 150 1.5 247 50 0 0 .08 .2 4.6 0 1.91780821917808 .0205479452054795 .273972602739726 .0821917808219178 "CHICKEN; ROASTED; DRUMSTICK 1.6 OZ " 44 67 75 12 2 .7 .8 .6 41 0 5 81 .6 108 42 30 8 .03 .1 2.7 0 1.70454545454545 .0136363636363636 .272727272727273 .0454545454545455 "CHICKEN; STEWED; LIGHT + DARK 1 CUP " 140 67 250 38 9 2.6 3.3 2.2 116 0 20 210 1.6 252 98 70 21 .07 .23 8.6 0 1.78571428571429 .0114285714285714 .271428571428571 .0642857142857143 "BEEF LIVER; FRIED 3 OZ " 85 56 185 23 7 2.5 3.6 1.3 410 7 9 392 5.3 309 90 30690 9120 .18 3.52 12.3 23 2.17647058823529 .0623529411764706 .270588235294118 .0823529411764706 "BEEF STEAK;SIRLOIN;BROIL;LN+FT3 OZ " 85 53 240 23 15 6.4 6.9 .6 77 0 9 186 2.6 306 53 0 0 .1 .23 3.3 0 2.82352941176471 .0305882352941176 .270588235294118 .176470588235294 "BEEF ROAST; EYE O RND;LEAN+FAT3 OZ " 85 57 205 23 12 4.9 5.4 .5 62 0 5 177 1.6 308 50 0 0 .07 .14 3 0 2.41176470588235 .0188235294117647 .270588235294118 .141176470588235 "PORK SHOULDER; BRAISD;LEAN+FAT3 OZ " 85 47 295 23 22 7.9 10 2.4 93 0 6 162 1.4 286 75 10 3 .46 .26 4.4 0 3.47058823529412 .0164705882352941 .270588235294118 .258823529411765 "VEAL CUTLET; MED FAT;BRSD;BRLD3 OZ " 85 60 185 23 9 4.1 4.1 .6 86 0 9 196 .8 258 56 0 0 .06 .21 4.6 0 2.17647058823529 .00941176470588235 .270588235294118 .105882352941176 "VEAL RIB; MED FAT; ROASTED 3 OZ " 85 55 230 23 14 6 6 1 109 0 10 211 .7 259 57 0 0 .11 .26 6.6 0 2.70588235294118 .00823529411764706 .270588235294118 .164705882352941 "PEANUTS; OIL ROASTED; SALTED 1 CUP " 145 2 840 39 71 9.9 35.5 22.6 0 27 125 734 2.8 1019 626 0 0 .42 .15 21.5 0 5.79310344827586 .0193103448275862 .268965517241379 .489655172413793 "PEANUTS; OIL ROASTED; UNSALTED1 CUP " 145 2 840 39 71 9.9 35.5 22.6 0 27 125 734 2.8 1019 22 0 0 .42 .15 21.5 0 5.79310344827586 .0193103448275862 .268965517241379 .489655172413793 "CHICKEN; FRIED; FLOUR; DRMSTCK1.7 OZ " 49 57 120 13 7 1.8 2.7 1.6 44 1 6 86 .7 112 44 40 12 .04 .11 3 0 2.44897959183673 .0142857142857143 .26530612244898 .142857142857143 "LAMB; RIB; ROASTED; LEAN ONLY 2 OZ " 57 60 130 15 7 3.2 3 .5 50 0 12 111 1 179 46 0 0 .05 .13 3.5 0 2.28070175438596 .0175438596491228 .263157894736842 .12280701754386 "BEEF; CANNED; CORNED 3 OZ " 85 59 185 22 10 4.2 4.9 .4 80 0 17 90 3.7 51 802 0 0 .02 .2 2.9 0 2.17647058823529 .0435294117647059 .258823529411765 .117647058823529 "BEEF; CKD;CHUCK BLADE;LEAN+FAT3 OZ " 85 43 325 22 26 10.8 11.7 .9 87 0 11 163 2.5 163 53 0 0 .06 .19 2 0 3.82352941176471 .0294117647058824 .258823529411765 .305882352941176 "LAMB;LEG;ROASTED; LEAN+ FAT 3 OZ " 85 59 205 22 13 5.6 4.9 .8 78 0 8 162 1.7 273 57 0 0 .09 .24 5.5 0 2.41176470588235 .02 .258823529411765 .152941176470588 "CHICKEN LIVER; COOKED 1 LIVER " 20 68 30 5 1 .4 .3 .2 126 0 3 62 1.7 28 10 3270 983 .03 .35 .9 3 1.5 .085 .25 .05 "SESAME SEEDS 1 TBSP " 8 5 45 2 4 .6 1.7 1.9 0 1 11 62 .6 33 3 10 1 .06 .01 .4 0 5.625 .075 .25 .5 "SALAMI; DRY TYPE 2 SLICES" 20 35 85 5 7 2.4 3.4 .6 16 1 2 28 .3 76 372 0 0 .12 .06 1 5 4.25 .015 .25 .35 "CHICKEN; FRIED; BATTER; BREAST4.9 OZ " 140 52 365 35 18 4.9 7.6 4.3 119 13 28 259 1.8 281 385 90 28 .16 .2 14.7 0 2.60714285714286 .0128571428571429 .25 .128571428571429 "PORK; CURED; HAM; ROSTED;LEAN 2.4 OZ " 68 66 105 17 4 1.3 1.7 .4 37 0 5 154 .6 215 902 0 0 .46 .17 3.4 0 1.54411764705882 .00882352941176471 .25 .0588235294117647 "CHEDDDAR CHEESE; SHREDDED 1 CUP " 113 37 455 28 37 23.8 10.6 1.1 119 1 815 579 .8 111 701 1200 342 .03 .42 .1 0 4.02654867256637 .00707964601769912 .247787610619469 .327433628318584 "GROUND BEEF; BROILED; LEAN 3 OZ " 85 56 230 21 16 6.2 6.9 .6 74 0 9 134 1.8 236 65 0 0 .04 .18 4.4 0 2.70588235294118 .0211764705882353 .247058823529412 .188235294117647 "SHRIMP; CANNED; DRAINED 3 OZ " 85 70 100 21 1 .2 .2 .4 128 1 98 224 1.4 104 1955 50 15 .01 .03 1.5 0 1.17647058823529 .0164705882352941 .247058823529412 .0117647058823529 "TROUT; BROILED; W/ BUTTR;LEMJU3 OZ " 85 63 175 21 9 4.1 2.9 1.6 71 0 26 259 1 297 122 230 60 .07 .07 2.3 1 2.05882352941176 .0117647058823529 .247058823529412 .105882352941176 "PORK FRESH HAM; ROASTD;LEAN+FT3 OZ " 85 53 250 21 18 6.4 8.1 2 79 0 5 210 .9 280 50 10 2 .54 .27 3.9 0 2.94117647058824 .0105882352941176 .247058823529412 .211764705882353 "PORK FRESH RIB; ROASTD;LEAN+FT3 OZ " 85 51 270 21 20 7.2 9.2 2.3 69 0 9 190 .8 313 37 10 3 .5 .24 4.2 0 3.17647058823529 .00941176470588235 .247058823529412 .235294117647059 "SALMON; BAKED; RED 3 OZ " 85 67 140 21 5 1.2 2.4 1.4 60 0 26 269 .5 305 55 290 87 .18 .14 5.5 0 1.64705882352941 .00588235294117647 .247058823529412 .0588235294117647 "PUMPKIN AND SQUASH KERNELS 1 OZ " 28.35 7 155 7 13 2.5 4 5.9 0 5 12 333 4.2 229 5 110 11 .06 .09 .5 0 5.4673721340388 .148148148148148 .246913580246914 .458553791887125 "WALNUTS; BLACK; CHOPPED 1 OZ " 28.35 4 170 7 16 1 3.6 10.6 0 3 16 132 .9 149 0 80 8 .06 .03 .2 0 5.99647266313933 .0317460317460317 .246913580246914 .564373897707231 "CHEDDAR CHEESE 1 OZ " 28.35 37 115 7 9 6 2.7 .3 30 0 204 145 .2 28 176 300 86 .01 .11 0 0 4.05643738977072 .00705467372134039 .246913580246914 .317460317460317 "PASTERZD PROCES CHEESE; SWISS 1 OZ " 28.35 42 95 7 7 4.5 2 .2 24 1 219 216 .2 61 388 230 65 0 .08 0 0 3.35097001763668 .00705467372134039 .246913580246914 .246913580246914 "MUENSTER CHEESE 1 OZ " 28.35 42 105 7 9 5.4 2.5 .2 27 0 203 133 .1 38 178 320 90 0 .09 0 0 3.7037037037037 .00352733686067019 .246913580246914 .317460317460317 "PROVOLONE CHEESE 1 OZ " 28.35 41 100 7 8 4.8 2.1 .2 20 1 214 141 .1 39 248 230 75 .01 .09 0 0 3.52733686067019 .00352733686067019 .246913580246914 .282186948853616 "WALNUTS; BLACK; CHOPPED 1 CUP " 125 4 760 30 71 4.5 15.9 46.9 0 15 73 580 3.8 655 1 370 37 .27 .14 .9 0 6.08 .0304 .24 .568 "PORK; CURED; BACON;CANADN;CKED2 SLICE " 46 62 85 11 4 1.3 1.9 .4 27 1 5 136 .4 179 711 0 0 .38 .09 3.2 10 1.84782608695652 .00869565217391304 .239130434782609 .0869565217391304 "TURKEY LOAF; BREAST MEAT W/O C2 SLICES" 42 72 45 10 1 .2 .2 .1 17 0 3 97 .2 118 608 0 0 .02 .05 3.5 0 1.07142857142857 .00476190476190476 .238095238095238 .0238095238095238 "TURKEY LOAF; BREAST MEAT; W/ C2 SLICES" 42 72 45 10 1 .2 .2 .1 17 0 3 97 .2 118 608 0 0 .02 .05 3.5 11 1.07142857142857 .00476190476190476 .238095238095238 .0238095238095238 "PORK CHOP; LOIN;PANFRY;LEAN+FT3.1 OZ " 89 45 335 21 27 9.8 12.5 3.1 92 0 4 190 .7 323 64 10 3 .91 .24 4.6 0 3.76404494382022 .00786516853932584 .235955056179775 .303370786516854 "SARDINES; ATLNTC;CNNED;OIL;DRN3 OZ " 85 62 175 20 9 2.1 3.7 2.9 85 0 371 424 2.6 349 425 190 56 .03 .17 4.6 0 2.05882352941176 .0305882352941176 .235294117647059 .105882352941176 "DUCK; ROASTED; FLESH ONLY 1/2 DUCK" 221 64 445 52 25 9.2 8.2 3.2 197 0 27 449 6 557 144 170 51 .57 1.04 11.3 0 2.01357466063348 .0271493212669683 .235294117647059 .113122171945701 "GROUND BEEF; BROILED; REGULAR 3 OZ " 85 54 245 20 18 6.9 7.7 .7 76 0 9 144 2.1 248 70 0 0 .03 .16 4.9 0 2.88235294117647 .0247058823529412 .235294117647059 .211764705882353 "HALIBUT; BROILED; BUTTER;LEMJU3 OZ " 85 67 140 20 6 3.3 1.6 .7 62 0 14 206 .7 441 103 610 174 .06 .07 7.7 1 1.64705882352941 .00823529411764706 .235294117647059 .0705882352941176 "CHEDDAR CHEESE 1 CU IN " 17 37 70 4 6 3.6 1.6 .2 18 0 123 87 .1 17 105 180 52 0 .06 0 0 4.11764705882353 .00588235294117647 .235294117647059 .352941176470588 "PORK; LINK; COOKED 1 LINK " 13 45 50 3 4 1.4 1.8 .5 11 0 4 24 .2 47 168 0 0 .1 .03 .6 0 3.84615384615385 .0153846153846154 .230769230769231 .307692307692308 "BEEF ROAST; RIB; LEAN + FAT 3 OZ " 85 46 315 19 26 10.8 11.4 .9 72 0 8 145 2 246 54 0 0 .06 .16 3.1 0 3.70588235294118 .0235294117647059 .223529411764706 .305882352941176 "CHICKEN; FRIED; BATTER;DRMSTCK2.5 OZ " 72 53 195 16 11 3 4.6 2.7 62 6 12 106 1 134 194 60 19 .08 .15 3.7 0 2.70833333333333 .0138888888888889 .222222222222222 .152777777777778 "CHICKEN; CANNED; BONELESS 5 OZ " 142 69 235 31 11 3.1 4.5 2.5 88 0 20 158 2.2 196 714 170 48 .02 .18 9 3 1.65492957746479 .0154929577464789 .21830985915493 .0774647887323944 "FISH STICKS; FROZEN; REHEATED 1 STICK " 28 52 70 6 3 .8 1.4 .8 26 4 11 58 .3 94 53 20 5 .03 .05 .6 0 2.5 .0107142857142857 .214285714285714 .107142857142857 "LAMB; RIB; ROASTED; LEAN + FAT3 OZ " 85 47 315 18 26 12.1 10.6 1.5 77 0 19 139 1.4 224 60 0 0 .08 .18 5.5 0 3.70588235294118 .0164705882352941 .211764705882353 .305882352941176 "TURKEY ROAST; FRZN;LGHT+DRK;CK3 OZ " 85 68 130 18 5 1.6 1 1.4 45 3 4 207 1.4 253 578 0 0 .04 .14 5.3 0 1.52941176470588 .0164705882352941 .211764705882353 .0588235294117647 "PORK; CURED; HAM; CANNED;ROAST3 OZ " 85 67 140 18 7 2.4 3.5 .8 35 0 6 188 .9 298 908 0 0 .82 .21 4.3 19 1.64705882352941 .0105882352941176 .211764705882353 .0823529411764706 "SALMON; SMOKED 3 OZ " 85 59 150 18 8 2.6 3.9 .7 51 0 12 208 .8 327 1700 260 77 .17 .17 6.8 0 1.76470588235294 .00941176470588235 .211764705882353 .0941176470588235 "PORK; CURED; HAM; ROSTED;LN+FT3 OZ " 85 58 205 18 14 5.1 6.7 1.5 53 0 6 182 .7 243 1009 0 0 .51 .19 3.8 0 2.41176470588235 .00823529411764706 .211764705882353 .164705882352941 "SPECIAL K CEREAL 1 OZ " 28.35 2 110 6 0 0 0 0 0 21 8 55 4.5 49 265 1250 375 .37 .43 5 15 3.88007054673721 .158730158730159 .211640211640212 0 "PISTACHIO NUTS 1 OZ " 28.35 4 165 6 14 1.7 9.3 2.1 0 7 38 143 1.9 310 2 70 7 .23 .05 .3 0 5.82010582010582 .0670194003527337 .211640211640212 .493827160493827 "SUNFLOWER SEEDS 1 OZ " 28.35 5 160 6 14 1.5 2.7 9.3 0 5 33 200 1.9 195 1 10 1 .65 .07 1.3 0 5.64373897707231 .0670194003527337 .211640211640212 .493827160493827 "ALMONDS; WHOLE 1 OZ " 28.35 4 165 6 15 1.4 9.6 3.1 0 6 75 147 1 208 3 0 0 .06 .22 1 0 5.82010582010582 .0352733686067019 .211640211640212 .529100529100529 "PASTERZD PROCES CHESE FOOD;AMR1 OZ " 28.35 43 95 6 7 4.4 2 .2 18 2 163 130 .2 79 337 260 62 .01 .13 0 0 3.35097001763668 .00705467372134039 .211640211640212 .246913580246914 "PASTERZD PROCES CHEESE;AMERICN1 OZ " 28.35 39 105 6 9 5.6 2.5 .3 27 0 174 211 .1 46 406 340 82 .01 .1 0 0 3.7037037037037 .00352733686067019 .211640211640212 .317460317460317 "BLUE CHEESE 1 OZ " 28.35 42 100 6 8 5.3 2.2 .2 21 1 150 110 .1 73 396 200 65 .01 .11 .3 0 3.52733686067019 .00352733686067019 .211640211640212 .282186948853616 "MOZZARELLA CHEESE; WHOLE MILK 1 OZ " 28.35 54 80 6 6 3.7 1.9 .2 22 1 147 105 .1 19 106 220 68 0 .07 0 0 2.82186948853616 .00352733686067019 .211640211640212 .211640211640212 "CAMEMBERT CHEESE 1 WEDGE " 38 52 115 8 9 5.8 2.7 .3 27 0 147 132 .1 71 320 350 96 .01 .19 .2 0 3.02631578947368 .00263157894736842 .210526315789474 .236842105263158 "TAHINI 1 TBSP " 15 3 90 3 8 1.1 3 3.5 0 3 21 119 .7 69 5 10 1 .24 .02 .8 1 6 .0466666666666667 .2 .533333333333333 "ALMONDS; SLIVERED 1 CUP " 135 4 795 27 70 6.7 45.8 14.8 0 28 359 702 4.9 988 15 0 0 .28 1.05 4.5 1 5.88888888888889 .0362962962962963 .2 .518518518518518 "MELBA TOAST; PLAIN 1 PIECE " 5 4 20 1 0 .1 .1 .1 0 4 6 10 .1 11 44 0 0 .01 .01 .1 0 4 .02 .2 0 "HADDOCK; BREADED; FRIED 3 OZ " 85 61 175 17 9 2.4 3.9 2.4 75 7 34 183 1 270 123 70 20 .06 .1 2.9 0 2.05882352941176 .0117647058823529 .2 .105882352941176 "HERRING; PICKLED 3 OZ " 85 59 190 17 13 4.3 4.6 3.1 85 0 29 128 .9 85 850 110 33 .04 .18 2.8 0 2.23529411764706 .0105882352941176 .2 .152941176470588 "SALMON; CANNED; PINK; W/ BONES3 OZ " 85 71 120 17 5 .9 1.5 2.1 34 0 167 243 .7 307 443 60 18 .03 .15 6.8 0 1.41176470588235 .00823529411764706 .2 .0588235294117647 "FLOUNDER OR SOLE; BAKED;W/OFAT3 OZ " 85 78 80 17 1 .3 .2 .4 59 0 13 197 .3 286 101 30 10 .05 .08 1.7 1 .941176470588235 .00352941176470588 .2 .0117647058823529 "TURKEY HAM; CURED TURKEY THIGH2 SLICES" 57 71 75 11 3 1 .7 .9 32 0 6 108 1.6 184 565 0 0 .03 .14 2 0 1.31578947368421 .0280701754385965 .192982456140351 .0526315789473684 "CHICKEN ROLL; LIGHT 2 SLICES" 57 69 90 11 4 1.1 1.7 .9 28 1 24 89 .6 129 331 50 14 .04 .07 3 0 1.57894736842105 .0105263157894737 .192982456140351 .0701754385964912 "PORK; LUNCHEON MEAT;CKD HAM;LN2 SLICES" 57 71 75 11 3 .9 1.3 .3 27 1 4 124 .4 200 815 0 0 .53 .13 2.8 15 1.31578947368421 .00701754385964912 .192982456140351 .0526315789473684 "SHRIMP; FRENCH FRIED 3 OZ " 85 55 200 16 10 2.5 4.1 2.6 168 11 61 154 2 189 384 90 26 .06 .09 2.8 0 2.35294117647059 .0235294117647059 .188235294117647 .117647058823529 "OCEAN PERCH; BREADED; FRIED 1 FILLET" 85 59 185 16 11 2.6 4.6 2.8 66 7 31 191 1.2 241 138 70 20 .1 .11 2 0 2.17647058823529 .0141176470588235 .188235294117647 .129411764705882 "FLOUNDER OR SOLE; BAKED; BUTTR3 OZ " 85 73 120 16 6 3.2 1.5 .5 68 0 13 187 .3 272 145 210 54 .05 .08 1.6 1 1.41176470588235 .00352941176470588 .188235294117647 .0705882352941176 "FLOUNDER OR SOLE; BAKED;MARGRN3 OZ " 85 73 120 16 6 1.2 2.3 1.9 55 0 14 187 .3 273 151 230 69 .05 .08 1.6 1 1.41176470588235 .00352941176470588 .188235294117647 .0705882352941176 "EGGS; RAW; YOLK 1 YOLK " 17 49 60 3 5 1.6 1.9 .7 213 0 23 81 .6 16 7 320 97 .03 .11 0 0 3.52941176470588 .0352941176470588 .176470588235294 .294117647058824 "CASHEW NUTS; OIL ROASTD;SALTED1 OZ " 28.35 4 165 5 14 2.7 8.1 2.3 0 8 12 121 1.2 150 177 0 0 .12 .05 .5 0 5.82010582010582 .042328 ...
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