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Nutrition Studies: raw_anonymized_data.csv

This directory contains data and code behind the story You Can’t Trust What You Read About Nutrition.

Many studies of diet and nutrition include multiple variables with vast amounts of data, making it easy to p-hack your way to sexy (and false) results. We learned this firsthand when we invited readers to take a survey about their eating habits known as the food frequency questionnaire and answer a few other questions about themselves. We ended up with 54 complete responses and looked for associations much as researchers look for links between foods and dreaded diseases. It was easy to find them.

Warning: This is evil (statistical) work. Do not go to the dark side. Do not try this at home.

This directory contains three files:

File Description
raw_anonymized_data.csv The FFQ and survey data from 54 respondents
p_hacking.R An R script that performs 27,716 regressions
p_values_analysis.csv The output data file listing the p-values

Note: This is an intentionally shady regression analysis, both because of the "p-hacking" or "data mining" behind running more than 27,000 regressions and because the statistics reported were the p-values of the characteristics (the independent variables).

IN OTHER WORDS: THIS IS NOT AN EXAMPLE OF SOUND DATA ANALYSIS.

Data license: CC Attribution 4.0 License · Data source: fivethirtyeight/data on GitHub

54 rows

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GROUP_MUSTARD_BBQ_SAUCE_SOY_SAUCE_ETC_TOTAL_GRAMS, GROUP_GRAVY_RICH_SAUCE_PEANUT_SAUCE_MOLE_TOTAL_GRAMS, GROUP_JAM_JELLY_MARMALADE_TOTAL_GRAMS, GROUP_PICKLES_SAUERKRAUT_KIMCHI_TOTAL_GRAMS, GROUP_TABLE_SALT_TOTAL_GRAMS, GROUP_CHOCOLATE_MILK_COCOA_HOT_CHOCOLATE_TOTAL_GRAMS, GROUP_WHOLE_MILK_4_PCT_FAT_TOTAL_GRAMS, GROUP_REDUCED_FAT_2_PCT_MILK_TOTAL_GRAMS, GROUP_LOW_FAT_1_PCT_MILK_TOTAL_GRAMS, GROUP_NON_FAT_SKIM_MILK_TOTAL_GRAMS, GROUP_SOY_MILK_TOTAL_GRAMS, GROUP_OTHER_MILK_ALMOND_TOTAL_GRAMS, GROUP_HIGH_PROTEIN_DRINKS_REGULAR_TOTAL_GRAMS, GROUP_HIGH_PROTEIN_DRINKS_LOW_CARB_TOTAL_GRAMS, GROUP_TOMATO_VEGETABLE_JUICE_TOTAL_GRAMS, GROUP_OJ_CALCIUM_FORTIFIED_TOTAL_GRAMS, GROUP_OJ_GRAPEFRUIT_JUICE_NOT_CALCIUM_FORTIFIED_TOTAL_GRAMS, GROUP_OTHER_100_PCT_JUICE_AND_BLENDS_TOTAL_GRAMS, GROUP_HI_C_CRANBERRY_JUICE_TANG_TOTAL_GRAMS, GROUP_DRINKS_WITH_SOME_JUICE_TOTAL_GRAMS, GROUP_ICE_TEA_HOME_NO_SUGAR_TOTAL_GRAMS, GROUP_ICE_TEA_HOME_SUGAR_TOTAL_GRAMS, GROUP_ICE_TEA_BOTTLE_NO_SUGAR_TOTAL_GRAMS, GROUP_ICE_TEA_BOTTLE_SUGAR_TOTAL_GRAMS, GROUP_GATORADE_POWERADE_TOTAL_GRAMS, GROUP_ENERGY_DRINKS_LOW_SUGAR_TOTAL_GRAMS, GROUP_ENERGY_DRINKS_SUGAR_TOTAL_GRAMS, GROUP_LOW_CAL_KOOLAID_TOTAL_GRAMS, GROUP_REGULAR_KOOLAID_TOTAL_GRAMS, GROUP_SODA_DIET_NO_CAFFEINE_TOTAL_GRAMS, GROUP_SODA_DIET_CAFFEINE_TOTAL_GRAMS, GROUP_SODA_SUGAR_NO_CAFFEINE_TOTAL_GRAMS, GROUP_SODA_SUGAR_CAFFEINE_TOTAL_GRAMS, GROUP_BEER_REGULAR_TOTAL_GRAMS, GROUP_BEER_LIGHT_LOW_CARB_TOTAL_GRAMS, GROUP_BEER_NON_ALCOHOLIC_TOTAL_GRAMS, GROUP_WINE_RED_TOTAL_GRAMS, GROUP_WINE_WHITE_TOTAL_GRAMS, GROUP_BOTH_RED_AND_WHITE_WINE_TOTAL_GRAMS, GROUP_LIQUOR_COCKTAILS_TOTAL_GRAMS, GROUP_WATER_BOTTLED_OR_TAP_TOTAL_GRAMS, GROUP_MILKY_COFFEE_DRINK_ANY_KIND_TOTAL_GRAMS, GROUP_LATTE_CAPPUCCINO_1_PCT_OR_2_PCT_MILK_TOTAL_GRAMS, GROUP_LATTE_CAPPUCCINO_WHOLE_MILK_TOTAL_GRAMS, GROUP_LATTE_CAPPUCCINO_NON_FAT_MILK_TOTAL_GRAMS, GROUP_LATTE_CAPPUCCINO_SOY_MILK_TOTAL_GRAMS, GROUP_MOCHA_NON_FAT_MILK_TOTAL_GRAMS, GROUP_FRAPPUCCINO_1_PCT_OR_2_PCT_MILK_TOTAL_GRAMS, GROUP_COFFEE_DECAF_TOTAL_GRAMS, GROUP_COFFEE_CAFFEINE_TOTAL_GRAMS, GROUP_COFFEE_BOTH_KINDS_TOTAL_GRAMS, GROUP_HOT_TEA_DECAF_TOTAL_GRAMS, GROUP_HOT_TEA_CAFFEINE_TOTAL_GRAMS, GROUP_HOT_TEA_BOTH_KINDS_TOTAL_GRAMS, GROUP_COOK_FAT_BUTTER_OR_GHEE_TOTAL_GRAMS, GROUP_COOK_FAT_BUTTER_MARGARINE_BLEND_TOTAL_GRAMS, GROUP_COOK_FAT_MARGARINE_STICK_TOTAL_GRAMS, GROUP_COOK_FAT_MARGARINE_TUB_TOTAL_GRAMS, GROUP_COOK_FAT_MARGARINE_LOW_FAT_TOTAL_GRAMS, GROUP_COOK_FAT_OLIVE_OIL_TOTAL_GRAMS, GROUP_COOK_FAT_CANOLA_SAFFLOWER_OILS_TOTAL_GRAMS, GROUP_COOK_FAT_CORN_VEGETABLE_OIL_BLENDS_TOTAL_GRAMS, GROUP_COOK_FAT_ANIMAL_FAT_TOTAL_GRAMS, GROUP_COOK_FAT_OTHER_OIL_COCONUT_VARIOUS_NFS_VEGETABLE_OILS_TOTAL_GRAMS

Link rowid ID cancer diabetes heart_disease belly ever_smoked currently_smoke smoke_often smoke_rarely never_smoked quit_smoking left_hand right_hand readingMath mathReading favCable unfavCable neutralCable noCrash yesCrash uhCrash rash cat dog Dems atheist Jewish BREAKFASTSANDWICHFREQ BREAKFASTSANDWICHQUAN EGGSFREQ EGGSQUAN YOGURTFREQ YOGURTQUAN COTTAGECHEESEFREQ COTTAGECHEESEQUAN CREAMCHEESEFREQ CREAMCHEESEQUAN SLICEDCHEESEFREQ SLICEDCHEESEQUAN COLDCEREALFREQ COLDCEREALQUAN WHOLEGRAINCEREALFREQ WHOLEGRAINCEREALQUAN GRITSFREQ GRITSQUAN MILKONCEREALFREQ MILKONCEREALQUAN BROWNRICEFREQ BROWNRICEQUAN WHITERICEFREQ WHITERICEQUAN PANCAKEFREQ PANCAKEQUAN PASTRIESFREQ PASTRIESQUAN BISCUITFREQ BISCUITQUAN CORNBREADFREQ CORNBREADQUAN BUNSFREQ BUNSQUAN BAGELFREQ BAGELQUAN TORTILLASFREQ TORTILLASQUAN OTHERBREADSFREQ OTHERBREADSQUAN BROCCOLIFREQ BROCCOLIQUAN CARROTSFREQ CARROTSQUAN CORNFREQ CORNQUAN GREENBEANSFREQ GREENBEANSQUAN COOKEDGREENSFREQ COOKEDGREENSQUAN CABBAGEFREQ CABBAGEQUAN GREENSALADFREQ GREENSALADQUAN RAWTOMATOESFREQ RAWTOMATOESQUAN SALADDRESSINGSFREQ SALADDRESSINGSQUAN AVOCADOFREQ AVOCADOQUAN SWEETPOTATOESFREQ SWEETPOTATOESQUAN FRIESFREQ FRIESQUAN POTATOESFREQ POTATOESQUAN OTHERVEGGIESFREQ OTHERVEGGIESQUAN MELONSFREQ MELONSQUAN BERRIESFREQ BERRIESQUAN BANANASFREQ BANANASQUAN APPLESFREQ APPLESQUAN ORANGESFREQ ORANGESQUAN PEACHESFREQ PEACHESQUAN OTHERFRESHFRUITFREQ OTHERFRESHFRUITQUAN DRIEDFRUITFREQ DRIEDFRUITQUAN CANNEDFRUITFREQ CANNEDFRUITQUAN REFRIEDBEANSFREQ REFRIEDBEANSQUAN BEANSFREQ BEANSQUAN TOFUFREQ TOFUQUAN MEATSUBSTITUTESFREQ MEATSUBSTITUTESQUAN LENTILSOUPFREQ LENTILSOUPQUAN VEGETABLESOUPFREQ VEGETABLESOUPQUAN OTHERSOUPFREQ OTHERSOUPQUAN PIZZAFREQ PIZZAQUAN MACANDCHEESEFREQ MACANDCHEESEQUAN SPAGHETTIFREQ SPAGHETTIQUAN OTHERNOODLESFREQ OTHERNOODLESQUAN EGGROLLFREQ EGGROLLQUAN EATMEAT HAMBURGERFREQ HAMBURGERQUAN HOTDOGFREQ HOTDOGQUAN BACONSAUSAGEFREQ BACONSAUSAGEQUAN LUNCHMEATFREQ LUNCHMEATQUAN MEATBALLSFREQ MEATBALLSQUAN STEAKFREQ STEAKQUAN TACOFREQ TACOQUAN RIBSFREQ RIBSQUAN PORKCHOPSFREQ PORKCHOPSQUAN BEEFPORKDISHFREQ BEEFPORKDISHQUAN LIVERFREQ LIVERQUAN VARIETYMEATFREQ VARIETYMEATQUAN VEALLAMBGAMEFREQ VEALLAMBGAMEQUAN FRIEDORBREADEDCHICKENFREQ FRIEDORBREADEDCHICKENQUAN ROASTCHICKENFREQ ROASTCHICKENQUAN OTHERCHICKENDISHFREQ OTHERCHICKENDISHQUAN EATFISH OYSTERSFREQ OYSTERSQUAN SHELLFISHFREQ SHELLFISHQUAN TUNAFREQ TUNAQUAN SALMONFREQ SALMONQUAN FRIEDORBREADEDFISHFREQ FRIEDORBREADEDFISHQUAN OTHERFISHFREQ OTHERFISHQUAN PEANUTBUTTERFREQ PEANUTBUTTERQUAN WALNUTSFREQ WALNUTSQUAN OTHERNUTSFREQ OTHERNUTSQUAN PROTEINBARSFREQ PROTEINBARSQUAN CEREALBARSFREQ CEREALBARSQUAN POPCORNFREQ POPCORNQUAN WHOLEGRAINCRACKERSFREQ WHOLEGRAINCRACKERSQUAN OTHERCRACKERSFREQ OTHERCRACKERSQUAN CORNCHIPSFREQ CORNCHIPSQUAN OTHERCHIPSFREQ OTHERCHIPSQUAN DONUTSFREQ DONUTSQUAN CAKESFREQ CAKESQUAN COOKIESFREQ COOKIESQUAN PUMPKINPIEFREQ PUMPKINPIEQUAN OTHERPIESFREQ OTHERPIESQUAN ICECREAMFREQ ICECREAMQUAN PUDDINGFREQ PUDDINGQUAN SAUCEICECREAMFREQ SAUCEICECREAMQUAN POPSICLESFREQ POPSICLESQUAN CHOCOLATECANDYFREQ CHOCOLATECANDYQUAN OTHERCANDIESFREQ OTHERCANDIESQUAN MARGARINEFREQ MARGARINEQUAN BUTTERFREQ BUTTERQUAN MAYOFREQ MAYOQUAN SALSAFREQ SALSAQUAN BARBECUESAUCEFREQ BARBECUESAUCEQUAN OTHERRICHSAUCESFREQ OTHERRICHSAUCESQUAN JAMFREQ JAMQUAN PICKLESFREQ PICKLESQUAN SALTFREQ SALTQUAN COCOAFREQ COCOAQUAN MILKFREQ MILKQUAN MEALREPLACEMENTDRINKSFREQ MEALREPLACEMENTDRINKSQUAN TOMATOJUICEFREQ TOMATOJUICEQUAN ORANGEJUICEFREQ ORANGEJUICEQUAN OTHERFRUITJUICESFREQ OTHERFRUITJUICESQUAN HICFREQ HICQUAN SOMEJUICEFREQ SOMEJUICEQUAN ICEDTEAFREQ ICEDTEAQUAN SPORTSDRINKSFREQ SPORTSDRINKSQUAN ENERGYDRINKSFREQ ENERGYDRINKSQUAN LEMONADEFREQ LEMONADEQUAN SODAFREQ SODAQUAN BEERFREQ BEERQUAN WINEFREQ WINEQUAN COCKTAILSFREQ COCKTAILSQUAN WATERFREQ WATERQUAN COFFEEDRINKSFREQ COFFEEDRINKSQUAN COFFEEFREQ COFFEEQUAN HOTTEAFREQ HOTTEAQUAN COFFEEDRINKSKIND COFFEEDRINKSTYPE DECAFCOFFEETYPE REGULARCOFFEETYPE BOTHKINDSCOFFEETYPE DONTDRINKCOFFEETYPE CREAMINCOFFEE SUGARINCOFFEE COFFEESUGARTEASPOONS DECAFHOTTEATYPE REGULARHOTTEATYPE BOTHKINDSHOTTEATYPE DONTDRINKHOTTEATYPE CREAMINTEA SUGARINTEA TEASUGARTEASPOONS MILKTYPE MEALREPLACEMENTDRINKSTYPE ORANGEJUICETYPE ICEDTEATYPE LEMONADETYPE ENERGYDRINKSTYPE SODATYPE SODACAFFEINE BEERTYPE WINETYPE SLICEDCHEESETYPE YOGURTKIND YOGURTTYPE SALADDRESSINGSTYPE SPAGHETTITYPE OTHERNOODLESTYPE HAMBURGERTYPE FATONMEATTYPE CHICKENSKINTYPE HOTDOGTYPE LUNCHMEATTYPE CAKESTYPE COOKIESTYPE ICECREAMTYPE PROTEINBARSTYPE BAGELTYPE BUNSTYPE OTHERBREADSTYPE TORTILLASTYPE POPCORNTYPE CRACKERSTYPE MAYOTYPE ALLBRANORIGTYPE ALLBRANCOMPTYPE APPLEJACKSTYPE BRANFLAKESTYPE CAPNCRUNCHTYPE CHEERIOSPLAINTYPE CHEERIOSHONNUTTYPE CHEXWHEATTYPE CHEXOTHERTYPE CINNTOASTCRTYPE COCOAKRISPIESTYPE CORNFLAKESTYPE CORNPOPSTYPE FIBERONETYPE FROOTLOOPSTYPE FROSTEDFLAKESTYPE FROSTEDMINIWHEATSTYPE GRANOLATYPE GRAPENUTSTYPE HONBUNCHOATSTYPE KASHIGOLNORHR2HRTYPE LIFETYPE LUCKYCHARMSTYPE OATSQUARESTYPE RAISINBRANTYPE RICEKRISPIESTYPE SHREDDEDWHEATTYPE SPECIALKPLAINTYPE SPECIALKFLAVSTYPE TOTALTYPE WHEATIESTYPE OTHERSWEETCEREALTYPE OTHERUNSWEETCEREALTYPE OTHERWHOLEGRAINCEREALTYPE OTHERFIBERCEREALTYPE DONTEATORDONTKNOWCEREALTYPE COOKINGFATPAMORNONE COOKINGFATBUTTER COOKINGFATHALF COOKINGFATSTICKMARG COOKINGFATSOFTTUBMARG COOKINGFATLOWFATMARG COOKINGFATOLIVE COOKINGFATCANOLA COOKINGFATCORN COOKINGFATPEANUT COOKINGFATLARD COOKINGFATCRISCO COOKINGFATOTHER COOKINGFATDONTKNOW USEVITSREGULARLY PRENATALVITSAMOUNT PRENATALVITSYEARS ONEADAYAMOUNT ONEADAYYEARS BCOMPLEXTYPEVITSAMOUNT BCOMPLEXTYPEVITSYEARS ANTIOXIDANTCOMBOAMOUNT ANTIOXIDANTCOMBOYEARS VITAMINAAMOUNT VITAMINAYEARS VITAMINB6AMOUNT VITAMINB6YEARS VITAMINB12AMOUNT VITAMINB12YEARS VITAMINCAMOUNT VITAMINCYEARS VITAMINDAMOUNT VITAMINDYEARS VITAMINEAMOUNT VITAMINEYEARS FOLICACIDAMOUNT FOLICACIDYEARS CALCIUMAMOUNT CALCIUMYEARS IRONAMOUNT IRONYEARS ZINCAMOUNT ZINCYEARS OMEGASUPPFREQ OMEGASUPPYEARS FIBERSUPPAMOUNT FIBERSUPPYEARS MINERALSYESORNO VITAMINCQUAN VITAMINEQUAN CALCIUMQUAN VITAMINDQUAN FISHOILTYPE FLAXHEMPSEEDOILTYPE KRILLOILTYPE ALGAEOILTYPE OMEGA3DONTKNOWTYPE VEGGIESFREQ FRUITSFREQ FATOILFREQ MEALS SNACKS LIGHTHOUSEFREQ LIGHTHOUSETIME SLOWWALKFREQ SLOWWALKTIME JOBSTANDFREQ JOBSTANDTIME CHILDCAREFREQ CHILDCARETIME WEEDYARDFREQ WEEDYARDTIME BRISKWALKFREQ BRISKWALKTIME JOBWALKFREQ JOBWALKTIME HEAVYWORKFREQ HEAVYWORKTIME JOBLIFTFREQ JOBLIFTTIME EXERGYMFREQ EXERGYMTIME BIKESWIMFREQ BIKESWIMTIME LATINO WHITE BLACK ASIAN NATIVEAMER HAWAIIAN NOTPROVIDED GROUP_SOLID_COUNT GROUP_SOLID_TOTAL_FREQUENCY GROUP_SOLID_TOTAL_GRAMS GROUP_ALCOHOLICBEVERAGES_TOTAL_KCAL GROUP_ALCOHOLICBEVERAGES_TOTAL_GRAMS GROUP_ALCOHOLICBEVERAGES_TOTAL_FREQUENCY GROUP_SUGARYBEVG_TOTAL_KCAL GROUP_SUGARYBEVG_TOTAL_GRAMS GROUP_SUGARYBEVG_TOTAL_FREQUENCY GROUP_A_SUGBEV_TOTAL_KCAL GROUP_A_SUGBEV_TOTAL_FREQUENCY GROUP_SWEETS_TOTAL_KCAL GROUP_SWEETS_TOTAL_GRAMS GROUP_SWEETS_TOTAL_FREQUENCY DT_KCAL DT_PROT DT_CARB DT_TFAT DT_ALCO DT_SUG_T DT_FIBE DT_MOIS DT_SFAT DT_MFAT DT_PFAT DT_CHOL DT_S040 DT_S060 DT_S080 DT_S100 DT_S120 DT_S140 DT_S160 DT_S180 DT_M161 DT_M181 DT_M201 DT_M221 DT_P182 DT_P183 DT_P184 DT_P204 DT_P205 DT_P225 DT_P226 DT_VARAE DT_RET DT_ACARO DT_BCARO DT_CRYPT DT_LYCO DT_LUTZE DT_ATOC DT_ATAD DT_VITD DT_VITK DT_VITC DT_THIA DT_RIBO DT_NIAC DT_VITB6 DT_TFOL FOL_DFE DT_FOLAC DT_FOLFD DT_VB12 DT_B12AD DT_CHLN DT_CALC DT_IRON DT_MAGN DT_PHOS DT_POTA DT_SODI DT_ZINC DT_COPP DT_SEL DT_CAFFN DT_THEO CYAD DELPH MALVIDIN PELARGDIN PEONIDIN PETUNIDIN EPICATEC EPICATECG3 EPICATEGC EPICATEGC3G CATECHIN GALCATEGC THEAFLAVIN THEAFLV33D THEAFLV3PG THEAFLV3G THEARBIGN ERIODICTYL HESPT NARING APIGEN LUTEOL ISORHMNTN KAEMF MYRIC QUERCE DDZEIN GNSTEIN GLYCTEIN T_ANTHOCYADNS T_FLAVAN3OLS T_FLAVANONES T_FLAVONES T_FLAVONOLS T_ISOFLAVONES T_FLAVONOIDS GI GL F_TOTAL F_CITMLB F_OTHER F_JUICE F_WHOLE V_TOTAL V_DRKGR V_REDOR_TOTAL V_REDOR_TOMATO V_REDOR_OTHER V_STARCHY_TOTAL V_STARCHY_POTATO V_STARCHY_OTHER V_OTHER V_LEGUMES G_TOTAL G_WHOLE G_REFINED PF_TOTAL PF_MPS_TOTAL PF_MEAT PF_CUREDMEAT PF_ORGAN PF_POULT PF_SEAFD_HI PF_SEAFD_LOW PF_EGGS PF_SOY PF_NUTSDS PF_LEGUMES D_TOTAL D_MILK D_YOGURT D_CHEESE OILS SOLID_FATS ADD_SUGARS A_DRINKS D_SOY M_SOY_ND ADSUG_NA OILS_M SOLID_FATS_M A_BEV_KC AA_BEV AV_TOT_S AF_TOT_S GROUP_A_SUGBEV_TOTAL_GRAMS R_MEAT_S A_NUT_S A_BEAN_S DHA_EPA ADJ_PUFA DT_TRFAT PCTALCH PSGTOT PSGWHL PSVEGNBP PSVEGDKG PSVEGORN PSVEGOTH PSVEGPOT PSFRUIT PSDAIRY PSMFP PSNUTSD PSEGGS PSLEGSOY PSOILS SUP_VITA SUP_LZ SUP_VITD SUP_VITE SUP_VK SUP_B1 SUP_B2 SUP_NIAC SUP_B6 SUP_FOL SUP_B12 SUP_VITC SUP_CA SUP_CU SUP_IRON SUP_MG SUP_SE SUP_ZINC SUP_ALA SUP_OLEIC SUP_OM_3 SUP_OM_6 SUP_EPA SUP_DHA SUP_FIBER KCAL_EXPENDITURE_ALL KCAL_EXPENDITURE_RECR LOWMINS MODMINS VIGMINS RECRMINS METMINS METMINRECR GROUP_BREAKFAST_SANDWICH_WITH_EGG_OR_MEAT_TOTAL_GRAMS GROUP_OTHER_EGGS_OR_OMELETS_TOTAL_GRAMS GROUP_YOGURT_TOTAL_GRAMS GROUP_YOGURT_PLAIN_LOW_FAT_TOTAL_GRAMS GROUP_YOGURT_PLAIN_NON_FAT_TOTAL_GRAMS GROUP_YOGURT_PLAIN_FULL_FAT_TOTAL_GRAMS GROUP_YOGURT_SWEET_LOW_FAT_TOTAL_GRAMS GROUP_YOGURT_SWEET_NON_FAT_TOTAL_GRAMS GROUP_YOGURT_SWEET_FULL_FAT_TOTAL_GRAMS GROUP_COTTAGE_CHEESE_RICOTTA_TOTAL_GRAMS GROUP_CREAM_CHEESE_SOUR_CREAM_DIP_TOTAL_GRAMS GROUP_CHEESE_TOTAL_GRAMS GROUP_CHEESE_LOW_FAT_TOTAL_GRAMS GROUP_CHEESE_FULL_FAT_TOTAL_GRAMS GROUP_ALL_BRAN_ORIGINAL_TOTAL_GRAMS GROUP_ALL_BRAN_COMPLETE_COMPLETE_TOTAL_GRAMS GROUP_APPLE_JACKS_COOKIE_CRISP_TOTAL_GRAMS GROUP_BRAN_FLAKES_TOTAL_GRAMS GROUP_CAP_N_CRUNCH_TOTAL_GRAMS GROUP_CHEERIOS_PLAIN_OR_MULTI_GRAIN_TOTAL_GRAMS GROUP_CHEERIOS_HONEY_NUT_FLAVORS_TOTAL_GRAMS GROUP_CHEX_WHEAT_TOTAL_GRAMS GROUP_CHEX_OTHER_TOTAL_GRAMS GROUP_CINNAMON_TOAST_CRUNCH_TOTAL_GRAMS GROUP_COCOA_KRISPIES_PEBBLES_PUFFS_TOTAL_GRAMS GROUP_CORN_FLAKES_CORN_PUFFS_TOTAL_GRAMS GROUP_CORN_POPS_TOTAL_GRAMS GROUP_FIBER_ONE_BRAN_BUDS_TOTAL_GRAMS GROUP_FROOT_LOOPS_TOTAL_GRAMS GROUP_FROSTED_FLAKES_TOTAL_GRAMS GROUP_FROSTED_MINI_WHEATS_TOTAL_GRAMS GROUP_GRANOLA_TOTAL_GRAMS GROUP_GRAPE_NUTS_TOTAL_GRAMS GROUP_HONEY_BUNCHES_OF_OATS_TOTAL_GRAMS GROUP_KASHI_GOLEAN_HEART_2_HEART_TOTAL_GRAMS GROUP_LIFE_TOTAL_GRAMS GROUP_LUCKY_CHARMS_FRUITY_PEBBLES_TOTAL_GRAMS GROUP_OATMEAL_SQUARES_OAT_BRAN_TOTAL_GRAMS GROUP_RAISIN_BRAN_TOTAL_GRAMS GROUP_RICE_KRISPIES_PUFFED_RICE_TOTAL_GRAMS GROUP_SHREDDED_WHEAT_TOTAL_GRAMS GROUP_SPECIAL_K_PLAIN_TOTAL_GRAMS GROUP_SPECIAL_K_FLAVORS_TOTAL_GRAMS GROUP_TOTAL_PRODUCT_19_TOTAL_GRAMS GROUP_WHEATIES_TOTAL_GRAMS GROUP_OTHER_NOT_WHOLEGRAIN_SWEET_CEREAL_TOTAL_GRAMS GROUP_OTHER_NOT_WHOLEGRAIN_UNSWEETENED_CEREAL_TOTAL_GRAMS GROUP_OTHER_WHOLE_GRAIN_CEREAL_TOTAL_GRAMS GROUP_OTHER_FIBER_CEREAL_TOTAL_GRAMS GROUP_DONT_EAT_CEREAL_TOTAL_GRAMS GROUP_OATMEAL_WHOLEGRAIN_COOKED_CEREAL_TOTAL_GRAMS GROUP_GRITS_CREAM_OF_WHEAT_MUSH_TOTAL_GRAMS GROUP_BROWN_RICE_DISHES_WITH_TOTAL_GRAMS GROUP_WHITE_RICE_DISHES_WITH_TOTAL_GRAMS GROUP_PANCAKES_WAFFLES_FRENCH_TOAST_CREPES_WITH_SYRUP_TOTAL_GRAMS GROUP_BREAKFAST_PASTRY_MUFFINS_QUICK_BREAD_TOTAL_GRAMS GROUP_BISCUITS_SCONES_CROISSANTS_TOTAL_GRAMS GROUP_CORN_BREAD_HUSH_PUPPIES_TOTAL_GRAMS GROUP_SANDWICH_BUNS_TOTAL_GRAMS GROUP_SANDWICH_BUNS_WHITE_TOTAL_GRAMS GROUP_SANDWICH_BUNS_MULTIGRAIN_TOTAL_GRAMS GROUP_SANDWICH_BUNS_WHOLEGRAIN_TOTAL_GRAMS GROUP_SANDWICH_BUNS_MIX_TOTAL_GRAMS GROUP_BAGELS_ENG_MUFFIN_PITA_TOTAL_GRAMS GROUP_BAGELS_WHITE_TOTAL_GRAMS GROUP_BAGELS_MULTIGRAIN_TOTAL_GRAMS GROUP_BAGELS_WHOLEGRAIN_TOTAL_GRAMS GROUP_BAGELS_MIX_TOTAL_GRAMS GROUP_TORTILLAS_TOTAL_GRAMS GROUP_TORTILLAS_CORN_TOTAL_GRAMS GROUP_TORTILLAS_FLOUR_WHEAT_TOTAL_GRAMS GROUP_TORTILLA_MIX_TOTAL_GRAMS GROUP_BREAD_DINNER_ROLLS_TOTAL_GRAMS GROUP_BREAD_WHITE_TOTAL_GRAMS GROUP_BREAD_MULTI_GRAIN_TOTAL_GRAMS GROUP_BREAD_WHOLE_GRAIN_TOTAL_GRAMS GROUP_BREAD_MIX_TOTAL_GRAMS GROUP_BROCCOLI_BRUSSEL_SPROUTS_CHINESE_BROCCOLI_TOTAL_GRAMS GROUP_CARROTS_CARROT_MIXES_TOTAL_GRAMS GROUP_CORN_TOTAL_GRAMS GROUP_GREEN_BEANS_PEAS_TOTAL_GRAMS GROUP_GREENS_SPINACH_COOKED_TOTAL_GRAMS GROUP_CABBAGE_SLAW_CHINESE_CABBAGES_TOTAL_GRAMS 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PAC_2 PAC_3 PAC_4 PAC_7 PAC10 BETN_C CHOLNFR CHOLNGPC CHOLNPC CHOLNPTC CHOLNSM DT_FIBER_INSOL DT_FIBER_SOL DT_PROT_ANIMAL DT_PROT_VEGETABLE DT_NITROGEN PHYTIC_ACID OXALIC_ACID COUMESTROL BIOCHANIN_A FORMONONETIN
1 1003 Yes No No Innie Yes Yes Yes No No No No Yes Yes No Yes No No Yes No No Yes No No Yes Yes No 5 1 7 3 1 3 1 2 7 3 8 3 1 3 1 2 1 2 1 2 2 3 1 2 1 1 1 1 2 2 2 2 2 2 3 3 1 1 1 1 5 3 1 2 1 2 3 2 6 3 4 2 7 3 4 3 5 4 3 3 1 2 2 2 2 2 4 2 1 2 2 2 1 2 1 2 1 2 1 2 1 2 1 1 1 2 2 1 1 2 1 2 1 2 1 3 2 3 1 3 3 2 2 2 2 3 1 2 2 1 1 4 2 5 3 7 4 7 3 2 2 6 4 2 3 2 2 5 2 4 4 2 2 1 2 3 3 1 2 2 3 2 3 1 2 2 2 3 2 2 3 3 1 2 1 2 1 2 5 2 9 2 1 1 1 1 1 1 1 1 1 1 1 3 1 3 1 2 1 1 2 1 1 2 1 2 1 2 1 2 1 1 1 1 1 2 1 1 1 1 7 4 2 2 5 3 5 2 2 2 1 1 6 2 1 1 1 2 1 1 1 1 2 3 2 2 1 1 1 1 1 2 1 2 1 1 3 3 1 1 7 3 2 4 3 4 7 4 9 2 2 3 9 4 3 2 3 1 0 1 0 0 1 1 0 0 1 0 0 5 1 0 1 0 3 0 0 1 1 1 1 3 2 0 0 3 2 0 2 3 3 1 1 0 1 0 0 1 1 0 0 0 4 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 9 9 5 9 0 0 0 0 0 7 1 2 3 1 6 2 6 1 1 1 1 1 3 1 6 2 1 1 2 1 1 1 1 1 1 1 2 1 0 0 0 0 0 47 6.38 667.04 327.13 413.05 0.483 0.0 0.0 0.0 1.96 0.0165 1.15 0.247 0.0165 1866.0 87.15 62.1 111.88 40.57 25.5 8.9 2595.21 42.23 42.26 17.31 507.92 1.22 0.6559999999999999 0.436 0.9309999999999999 1.01 4.36 22.0 10.11 2.27 38.93 0.39799999999999996 0.0397 14.89 1.6 0.0108 0.226 0.0275 0.0175 0.0685 833.57 487.45 148.4 4035.14 37.42 2811.78 6228.39 9.53 0.00479 4.04 331.3 50.62 2.34 1.08 19.66 1.58 260.58 276.78 22.42 238.08 6.02 0.359 427.51 895.33 10.16 264.71 1421.07 2333.02 3627.81 14.07 1.33 104.12 434.63 0.499 1.29 0.49200000000000005 1.63 0.187 0.213 0.303 1.51 1.2 2.54 2.86 1.7 0.235 0.21600000000000003 0.239 0.205 0.171 11.07 0.428 2.75 0.9 0.192 0.653 1.13 4.81 0.799 6.43 0.0279 0.0306 0.0007610000000000001 4.12 21.86 4.08 0.843 13.09 0.0632 44.1 34.74 18.48 0.115 0.00807 0.0147 0.0916 0.0235 1.64 0.631 0.179 0.151 0.0262 0.0604 0.0404 0.0191 0.759 0.00577 1.05 0.04 1.01 10.2 6.41 3.06 2.88 0.0268 0.135 0.175 0.1 1.13 0.00227 2.65 0.0255 1.69 0.0931 0.00035 1.61 22.22 61.19 3.02 2.91 0.0 0.00227 1.17 22.22 61.19 327.13 2.95 1.59 0.0474 4.09 2.71 1.33 0.0129 0.0961 17.22 2.37 17.53 1.05 0.04 1.58 0.631 0.179 0.772 0.0404 0.115 1.69 6.41 2.65 1.13 0.0278 4.94 0.0 0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0 0.0 0.0 0.0 0.0 0.0 0.0 617.0 292.91 64.8 49.16 1.98 45.0 379.16 180.0 20.71 64.99 0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 37.69 0 0.0 57.19 0.0 0 0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0 0 0 0.0 0.0 0.0 0.0 0.0 0 0.0 0 0.0 0.0 0 0.0 0.0 0.0 0 0 0 0.0 0.0 0.0 0 0.0 0.0 3.21 0.0 0.0 0.0 0.841 1.13 0 0.857 0.0 0.0 0.0 0 3.5 0.0 0.0 0.0 0 0.0 0.0 0.0 0 0.0 0.0 0.0 0.0 23.0 0.0 0.0 2.63 45.0 5.96 64.55 9.46 0 0.0 0.0 8.91 0.0 3.35 0.0 0.94 1.62 4.62 0.0 1.19 0.0 0.0 0.0 0.0 0.0 0.0 0.0 1.04 0.0 0.0 0.0 0.0 4.19 0.0 5.84 2.0 0 0.0 5.37 0 0.0 0.0 0.0 1.05 0 0.0 6.78 0.0 0 24.43 0.0 21.66 0 36.39 0.0 1.15 0.0 0.0 68.57 3.73 1.4 0.0 0.0 12.0 38.77 1.25 0.0 6.7 0.0 0.0 0.0 0 0.0 0.0 2.23 0 3.74 1.05 2.26 1.71 5.3 0.0 0.0 0.0 2.29 36.5 0.0 0 0.0 0.0 0.0 0.0 0.0 0.0 0 0 0.0 0.0 0 0.0 0.0 0.0 0.0 0.0 0 0.0 0.0 0.0 0 0.247 0.0 0.0 0.0 0.0 0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 8.19 0 0.0 0.22699999999999998 4.49 2.14 0.96 0.0 20.29 0.0 0.0 0 0.0 0.0 0.0 0.0 0.0 0 0.0 0 0 0 0.0 0.0 7.98 0 0.0 4.09 0.0 0.0 0.0 0 0.0 0.0 0.0 0.0 0.0 0 19.33 0.0 0 0.0 0.0 0 0 322.35 0.0 0.0 0 0 0 0 0 29.67 0.0 0.0 0 0.0 0.0 17.7 365.68 480.0 0.0 0.0 9.15 0.0 0.0 0 0 0 0 0 0 0 0 0.0 0 0 0.0 0 0 0 0 0.0 948.0 0 0 0.0 15.8 0.0 0 0 0 0 0 0 0 2.92 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0 0.0 0 0.0 20.63 3.62 8.71 7.65 2.94 0.915 0.131 18.88 2.34 1549.9 35.98 6.69 4131.26 8504.56 0.22699999999999998 7.32 1.07 0.303 0.0935 0.0755 0.0237 0.303 10.14 161.62 14.94 2.53 16.19 0.013999999999999999 0.28800000000000003 0.292 0.28300000000000003 0.307 0.11599999999999999 0.14400000000000002 0.00268 0.9540000000000001 0.14300000000000002 26.88 0.0408 0.0043 12.72 0.441 0.07400000000000001 0.6709999999999999 0.0257 0.0011 0.147 0.0653 0.0113 0.063 0 0 0.0303 0.0908 1.8 0.14 0.18 0.0138 0.122 2.19 0.17 110.27 1.38 2.89 48.87 0.978 3.53 4.06 7.04 6.49 2.12 1.11 3.91 3.23 4.67 5.41 2.63 4.49 7.93 15.39 4.14 5.28 4.07 0.46799999999999997 5.98 5.05 2.34 6.52 4.11 11.1 58.9 56.99 32.91 8.43 281.33 28.86 7.38 1.25 75.46 16.0 14.89 365.7 318.11 0.0117 0.0658 0.00324
2 1053 No Yes Yes Outie Yes Yes No Yes No No No Yes No Yes No Yes No No No Yes Yes No No Yes Yes No 1 1 4 4 2 3 1 2 2 2 8 3 2 4 1 2 1 2 2 2 3 3 7 4 1 1 1 1 1 1 1 2 2 2 1 2 2 1 2 2 4 3 2 2 6 3 6 3 1 2 3 3 5 3 4 3 4 2 6 3 2 3 5 4 2 3 7 3 3 3 2 2 2 2 1 2 4 3 1 2 5 3 5 2 1 2 3 2 3 2 2 1 1 2 1 3 2 3 3 4 4 3 2 3 4 3 2 3 1 1 1 6 4 3 2 5 3 2 3 1 2 3 3 6 4 1 2 3 2 3 3 1 2 1 2 1 2 2 2 2 3 4 4 1 1 2 3 2 2 1 3 2 1 2 2 2 2 2 1 1 4 2 2 1 2 2 2 1 1 1 1 1 3 3 4 3 1 2 1 1 1 1 1 2 1 2 3 2 1 2 1 1 2 2 2 3 5 1 1 1 3 1 1 2 5 2 4 1 3 2 1 1 1 1 5 1 1 2 1 1 4 2 1 1 2 2 3 2 1 1 1 2 2 2 4 3 2 2 1 1 7 4 3 4 5 3 5 3 9 3 3 2 8 3 1 1 3 1 0 1 0 0 2 1 0 0 0 0 0 5 1 0 1 3 1 4 0 2 2 1 1 3 2 2 3 3 1 1 2 3 3 1 1 0 0 3 3 0 1 1 1 3 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 9 9 5 9 0 0 0 0 0 5 2 2 2 1 6 2 6 2 1 1 1 1 1 1 5 2 1 1 1 1 1 1 2 3 2 2 2 1 0 0 0 0 0 62 4.78 801.63 141.42 200.99 0.319 207.81 569.86 0.5429999999999999 215.72 0.593 232.44 578.3 0.785 1937.52 79.06 197.57 81.48 16.66 86.3 13.41 2651.28 30.12 31.69 13.01 269.81 0.8220000000000001 0.40399999999999997 0.28300000000000003 0.5770000000000001 0.6659999999999999 3.21 16.04 6.92 1.82 28.82 0.24 0.0139 11.44 1.17 0.00987 0.11900000000000001 0.0249 0.0187 0.0441 483.45 339.97 197.61 1564.91 90.26 4157.26 1493.64 6.58 0.568 2.94 93.55 56.5 1.63 1.07 19.79 1.61 324.19 420.87 136.32 187.61 5.05 0.569 275.86 987.24 11.5 238.84 1284.3 2235.13 3228.08 13.3 1.02 86.02 262.04 2.26 1.29 1.58 4.93 0.272 3.12 0.647 2.61 0.514 1.06 1.33 3.21 0.152 0.0848 0.0941 0.0794 0.0677 4.64 0.153 3.92 2.79 0.196 0.664 0.795 1.99 0.64 6.91 0.259 0.35700000000000004 0.0336 11.84 13.78 6.86 0.847 10.27 0.649 44.3 54.55 100.46 0.324 0.10099999999999999 0.14800000000000002 0.0706 0.253 1.94 0.136 0.306 0.248 0.0526 0.556 0.268 0.28800000000000003 0.946 0.11 4.07 0.172 3.9 5.18 4.56 3.0 0.375 0.00161 0.8959999999999999 0.11800000000000001 0.158 0.307 0.059000000000000004 0.245 0.469 2.07 0.0902 0.0152 1.95 22.06 40.76 15.0 1.2 0.0 0.059000000000000004 14.49 22.06 40.76 141.42 1.29 1.68 0.507 584.46 1.01 0.131 0.267 0.0713 12.94 2.2 7.3 4.07 0.172 1.67 0.136 0.306 1.23 0.268 0.324 2.07 4.56 0.245 0.307 0.528 4.9 0.0 0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0 0.0 0.0 0.0 0.0 0.0 0.0 614.14 301.77 90.0 35.1 13.5 48.6 468.9 230.4 0.0 15.38 0 0.0 0.0 0.0 0.0 0.0 4.04 0.0 0.956 0 0.0 57.19 0.0 0 0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0 0 0 0.0 0.0 1.52 0.0 0.0 0 0.0 0 0.0 0.0 0 0.0 0.0 0.0 0 0 0 0.342 0.0 0.0 0 0.0 0.0 6.5 155.33 0.0 0.0 0.0 0.0 0 0.857 0.0 0.0 0.0 0 0.0 0.0 0.0 0.0 0 0.546 0.0 0.0 0 0.857 0.0 0.0 0.0 10.25 1.06 33.93 31.92 0.0 4.44 21.28 7.83 0 0.0 0.0 2.38 0.0 28.71 2.99 25.0 3.38 40.07 2.7 0.6759999999999999 1.11 0.0 11.48 0.0 12.29 5.25 0.0 4.22 4.23 1.02 0.0 0.0 4.19 16.06 20.88 3.5 0 25.04 0.0 0 3.05 0.0 0.0 0.0 0 0.0 77.73 0.0 0 3.8 0.0 4.64 0 1.38 0.0 0.0 0.0 0.0 5.67 89.14 0.0 0.0 0.0 2.8 8.5 0.0 0.0 0.0 0.0 0.0 1.81 0 0.0 0.0 2.23 0 37.54 0.0 2.83 0.857 3.4 0.0 1.68 0.264 0.0 2.81 0.5770000000000001 0 0.0 1.22 0.0 0.0 0.0 0.363 0 0 0.0 0.0 0 0.0 0.0 1.92 4.46 0.0 0 0.0 0.0 0.0 0 0.0 0.0 0.0 0.0 0.0 0 0.0 0.0 2.13 0.0 0.0 2.0 0.7909999999999999 1.71