Supermarket Project 2023_A DDI-KEN-APHRC-SUPERMARKET-A-2023-V1.0 African Population and Health Research Center 2025-06-23 Nesstar Publisher Version 1.1 (June 2025) Analysis of Supermarket Grocery Data for Prediction of Nutritional and Health Outcomes at the Population Level - Supermarket A Supermarket A Project DDI-KEN-APHRC-SUPERMARKET-A-2023-V1.0 Agnes Kiragga

Bonface Ingumba

Shem Mambe

Steve Cygu Maureen Ng’etich Lindsey English Reinpeter Momanyi Elizabeth Kimani Gershim Asiki Copyright © APHRC, 2025 Nesstar Publisher African Populattion and Health Research Center Demographic and Health Survey [hh/dhs] Not Applicable Supermarkets Ultra-Processed Foods Processed Foods Non-communicable Chronic Diseases Kenya National coverage: Nairobi, Nakuru, Kajiado, Machakos and Kirinyaga. Individuals and supermarket transaction records. The survey covers transaction records of individuals who made purchases in supermarkets. Not Applicable Other [oth] Not Applicable Not Applicable Not Applicable Not Applicable Not Applicable African Population and Health Research Center The user of the data acknowledges that the original collector of the data, the authorized distributor of the data, and the relevant funding agency bear no responsibility for use of the data or for interpretations or inferences based upon such uses. clean_analysis_supermarket_a_sample.NSDstat 473890 56 Nesstar 200801 Study abstraction Food categories and groups NOVA classification Kenya food composition tables 2018 Shopper id Individuals and supermarket transaction records. N/A Customer ID N/A N/A Individuals and supermarket transaction records. 163317 0 This question seeks to get the anonymized individual customer identification number created with unique identifiers County acronym Individuals and supermarket transaction records. N/A County N/A N/A Individuals and supermarket transaction records. 473890 0 This question seeks to get the country name where the shopper is in KAJ 163141 KIR 55083 MAC 35722 NAK 41475 NRB 178469 Gender Individuals and supermarket transaction records. N/A Gender N/A N/A Individuals and supermarket transaction records. 163029 0 This question seeks to get the gender of the shopper Female 86446 Male 76583 Product name description Individuals and supermarket transaction records. N/A Product name N/A N/A Individuals and supermarket transaction records. 473890 0 This question seeks to get the name of the product purchased by the shopper Unit price of product Individuals and supermarket transaction records. N/A The unit price per item N/A N/A Individuals and supermarket transaction records. 473890 0 4 6875 120.157 148.757 This question seeks to get the unit price of the product purchased by the shopper Quantity of product purchased Individuals and supermarket transaction records. N/A Number of items purchased by customer N/A N/A Individuals and supermarket transaction records. 473890 0 0.0037 480 1.498 2.127 This question seeks to get the quantity of the product purchased by the shopper Sales invoice total price Individuals and supermarket transaction records. N/A Total price including tax N/A N/A Individuals and supermarket transaction records. 473890 0 1 238547.8 1187.594 2067.251 This question seeks to get the total price of the product purchased by the shopper Transaction id Individuals and supermarket transaction records. N/A Transaction id N/A N/A Individuals and supermarket transaction records. 473890 0 42 19606573 9492413.859 5607792.118 This question seeks to get the transaction id of the product purchased by the shopper Transaction date Individuals and supermarket transaction records. N/A Date and Time of purchase N/A N/A Individuals and supermarket transaction records. 473890 2020-11-07 2023-12-31 This question seeks to get the date and time of purchase for the product purchased by the shopper Payment mode Individuals and supermarket transaction records. N/A Payment method used by customer for purchase N/A N/A Individuals and supermarket transaction records. 473890 0 This question seeks to get the mode of payment for the product purchased by the shopper Cash 267810 Cheque 52 Credit Card 8275 Credit Note 347 Direct Banking 4 EFT 11260 LIPA NA MPESA 171 Loyalty Redemption 2040 MPESA 183236 Store Account 158 Voucher 532 Withholding Tax 5 Branch id of supermarket Individuals and supermarket transaction records. N/A Supermarket branch ID N/A N/A Individuals and supermarket transaction records. 473890 0 This question seeks to get the supermarket branch ID for the product purchased by the shopper 001_003 41475 001_004 102364 001_005 82554 001_006 60777 001_007 32768 001_008 49733 001_009 26927 001_010 19255 001_011 35722 001_012 22315 Supermarket branch transaction id Individuals and supermarket transaction records. N/A Invoice ID N/A N/A Individuals and supermarket transaction records. 473890 0 This question seeks to get the invoice ID for the product purchased by the shopper Date of birth of shopper Individuals and supermarket transaction records. N/A Age N/A N/A Individuals and supermarket transaction records. 162419 1900-07-07 2005-03-11 This question seeks to get the age of the shopper Supermarket name Individuals and supermarket transaction records. N/A Supermarket ID N/A N/A Individuals and supermarket transaction records. 473890 0 This question seeks to get the supermarket name for the product purchased by the shopper A 473890 Branch name of supermarket Individuals and supermarket transaction records. N/A Supermarket branch ID N/A N/A Individuals and supermarket transaction records. 473890 0 This question seeks to get the supermarket branch name for the product purchased by the shopper A1 41475 A10 35722 A2 49733 A3 26927 A4 22315 A5 32768 A6 102364 A7 82554 A8 60777 A9 19255 Location Individuals and supermarket transaction records. N/A County N/A N/A Individuals and supermarket transaction records. 473890 0 This question seeks to get the county name where the supermarket is located Kajiado 163141 Kirinyaga 55083 Machakos 35722 Nairobi 178469 Nakuru 41475 Sub-county Individuals and supermarket transaction records. N/A Sub-county N/A N/A Individuals and supermarket transaction records. 473890 0 This question seeks to get the sub-county name where the supermarket is located Gilgil 41475 Isinya 102364 Kajiado Central 60777 Kamukunji 19255 Kirinyaga Central 32768 Matungulu 35722 Mwea East 22315 Starehe 159214 Month date Individuals and supermarket transaction records. N/A Date and Time of purchase N/A N/A Individuals and supermarket transaction records. 473890 2020-11-01 2023-12-01 This question seeks to get the month and date for the product purchased by the shopper 2020-11-01 663 2020-12-01 1071 2021-01-01 852 2021-02-01 700 2021-03-01 850 2021-04-01 773 2021-05-01 886 2021-06-01 874 2021-07-01 893 2021-08-01 987 2021-09-01 863 2021-10-01 2504 2021-11-01 15249 2021-12-01 19329 2022-01-01 16385 2022-02-01 15438 2022-03-01 18695 2022-04-01 18107 2022-05-01 17746 2022-06-01 16764 2022-07-01 18877 2022-08-01 17754 2022-09-01 18182 2022-10-01 17964 2022-11-01 17213 2022-12-01 20468 2023-01-01 18036 2023-02-01 16244 2023-03-01 18265 2023-04-01 17515 2023-05-01 17833 2023-06-01 17127 2023-07-01 16622 2023-08-01 19069 2023-09-01 16803 2023-10-01 18430 2023-11-01 17019 2023-12-01 20840 Total product price Individuals and supermarket transaction records. N/A The unit price per item N/A N/A Individuals and supermarket transaction records. 473890 0 1 35760 152.273 223.219 This question seeks to get the product price for the product purchased by the shopper Shopper type recorded as loyalty and non-loyalty Individuals and supermarket transaction records. N/A Type of customer N/A N/A Individuals and supermarket transaction records. 473890 0 This question seeks to get the type of customer the shopper was Loyalty card 163527 No-Loyalty card 310363 Year Individuals and supermarket transaction records. N/A Year N/A N/A Individuals and supermarket transaction records. 473890 0 This question seeks to get the year the purchase was done 2020 1734 2021 44760 2022 213593 2023 213803 Quarter date Individuals and supermarket transaction records. N/A Quarter date N/A N/A Individuals and supermarket transaction records. 473890 0 This question seeks to get the quarter the purchase was done 1 2020.4 1734 2 2021.1 2402 3 2021.2 2533 4 2021.3 2743 5 2021.4 37082 6 2022.1 50518 7 2022.2 52617 8 2022.3 54813 9 2022.4 55645 10 2023.1 52545 11 2023.2 52475 12 2023.3 52494 13 2023.4 56289 Age (years) Individuals and supermarket transaction records. N/A Age (years) N/A N/A Individuals and supermarket transaction records. 162419 311471 18 121 41.758 10.873 This question seeks to get the computed age of the shopper Product type recorded as food item and non-food item Individuals and supermarket transaction records. N/A Category N/A N/A Individuals and supermarket transaction records. 473890 0 This question seeks to know if the item purchased was a food or non food item Food Item 473890 Food category Individuals and supermarket transaction records. N/A Food category N/A N/A Individuals and supermarket transaction records. 473890 0 This question seeks to know the Food category of the item purchased BABY FOODS - CEREALS 533 BABY FOODS - PORRIDGE FLOUR 862 BACON/HAM 117 BAKING ADDITIVES 1049 BREAD CRUMBS 61 BREADS 60298 BREAKFAST CEREALS 2224 BUNS/ROLLS 8641 BUTTER 161 CAKE MIXES 18 CAKES 5256 CANDY AND CONFECTIONERY 9990 CANNED CORN KERNEL 6 CANNED PULSES - PEAS, LENTILS, BEANS 36 CANNED VEGETABLES 2 CASSAVA FLOUR 2 CEREAL GRAINS 5576 CHEESE 54 CHOCOLATE 5843 CHOCOLATE SPREADS 195 COCOA - SWEETENED 4102 COCOA - UNSWEETENED 825 COFFEE - SWEETENED 300 COFFEE - UNSWEETENED 3457 COOKIES, BISCUITS AND WAFERS 15168 COOKING FAT 2491 COOKING OIL 9098 COOKING SAUCES 554 CUPCAKES/MUFFINS/QUEENCAKES 11156 DESSERT CREAMS 9 DESSERT MIXES 12 DILUTING JUICE 3991 DRIED FRUITS 288 DRIED FRUITS AND NUTS 61 EDIBLE SEEDS 25 EGGS 1607 ENERGY DRINKS 4190 FAST FOODS 16087 FISH 213 FLAVOURED FERMENTED MILK 1467 FLAVOURED/FRUIT YOGHURT 24833 FOOD COLOUR ADDITIVES 316 FOOD FLAVOUR ADDITIVES 200 FRESH/FRUIT JUICES - NO ADDED SUGAR 3276 FRUIT DRINKS/SWEETENED JUICES & BOTTLED TEAS 12964 FRUITS 2851 GELATIN/JELLY DESSERT 19 GHEE 51 GRAM FLOUR 51 HERBAL INFUSIONS 260 HERBS AND SPICES 4511 HONEY 528 ICE CREAM 3617 INFANT FORMULA 100 INSTANT SOUPS 24 ISOTONIC DRINKS 77 JAM/OTHER SPREADS 1716 MAIZE/CORN FLOUR 20958 MAPLE SYRUP 2 MARBLE CAKES 5111 MARGARINE 7676 MILK DRINKS 4187 MILK POWDER 228 NATURAL/PLAIN FERMENTED MILK 7375 NATURAL/PLAIN YOGHURT 682 NON-ALCOHOLIC MALT DRINKS 428 NOODLES 3301 NUT BUTTER 968 NUT POWDER 30 ORGAN MEAT 157 PASTAS 3052 PASTRIES 11415 PLANT MILK 342 POPCORN KERNELS 324 PORRIDGE FLOUR 188 POULTRY 791 POULTRY GIBLETS 129 PROCESSED FISH 19 PROCESSED MEAT 4443 PROCESSED POULTRY 811 PULSES - PEAS, LENTILS, BEANS 940 RAW NUTS 32 READY TO HEAT DISHES 9 RED MEAT 1892 RED MILLET FLOUR 2187 ROOT VEGETABLES 409 SALT 6567 SALTED/SUGARED NUTS 2139 SAVOURY SNACKS 17991 SODAS AND CARBONATED DRINKS 17303 SOUP FLAVOUR CUBES & MIXES 1822 SOYA CHUNKS/MINCE 487 SUGAR 25178 SUGAR - MOLASSES 10 SUGAR - POWDERED 678 TABLE SAUCES 3318 TEA - SWEETENED 81 TEA - UNSWEETENED 9719 TOMATO PASTE 1142 VEGETABLES 2105 WATER 9416 WHEAT FLOUR 15251 WHOLE/SKIMMED MILK 51178 Food category sub-groups Individuals and supermarket transaction records. N/A Food category sub-groups N/A N/A Individuals and supermarket transaction records. 473890 0 This question seeks to know the Food sub-groups of the item purchased APPLES 944 ARROWROOTS 198 ASSORTED PASTA 1 AVOCADO 94 BABY/INFANT PORRIDGE FLOUR 862 BABY/INFANT WHEAT CEREALS 533 BACON 101 BAKED MULTIGRAIN WAVY CHIPS 45 BAKED MULTIGRAIN WITH CHOCOLATE 22 BAKED POTATO CHIPSTICKS 74 BAKING POWDER 589 BAKING SODA 271 BAOBAB POWDER 2 BAOBAB SEED CANDY/MABUYU 630 BARBECUE SAUCE 2 BEEF 656 BEEF BONES 230 BEEF BRAWN 418 BEEF MINCE 945 BEEF SAUSAGES/SMOKIES/VIENNA 3128 BEETROOTS 62 BHUSU MIX 4 BISCUITS - CHOCOLATE 666 BISCUITS - CREAM 1020 BISCUITS - DIGESTIVE 701 BISCUITS - DIGESTIVE WITH OATS 47 BISCUITS - GINGERNUT 433 BISCUITS - SWEET 8076 BLACK BEANS (NJAHI) 6 BOTTLED ICE TEAS 4 BREAD CRUMBS 61 BRIOCHE BREAD 1 BROCCOLI 63 BROWN BREAD 18232 BROWN RICE 91 BROWN SUGAR 19968 BUTTERNUT 70 CABBAGE 80 CAKE MIXES 18 CAKES 5256 CANNED BEANS 36 CANNED MUSHROOMS 2 CANNED SARDINES 5 CANNED SWEET CORN 5 CANNED SWEET KERNEL 1 CANNED TUNA 12 CANOLA OIL 2 CARROTS 130 CASSAVA FLOUR 2 CAULIFLOWER 25 CHAMOMILE TEA 3 CHEDDER CHEESE 43 CHEVDA/BOMBAY MIX 719 CHEWING GUMS 4646 CHICK PEAS 4 CHICK PEAS SPLIT 14 CHICK PEAS SPLIT & PEELED 5 CHICKEN 791 CHICKEN BRAWN 189 CHICKEN GIBLETS 129 CHICKEN SAUSAGES/VIENNAS 622 CHILLI OIL 4 CHILLI PASTE 1 CHILLI/HOT SAUCE 1070 CHOCOLATE 551 CHOCOLATE BAR 5292 CHOCOLATE SPREADS 195 CHOMA SAUCE 60 COCOA - SWEETENED WITH MILK 758 COCOA - SWEETENED WITHOUT MILK 3301 COCOA - UNSWEETENED WITHOUT MILK 825 COCOA AND MALT - SWEETENED WITH MILK 43 COCONUT 644 COCONUT CREAM 135 COCONUT MILK 76 COCONUT OIL 25 COFFEE - SWEETENED WITH MILK 296 COFFEE - SWEETENED WITHOUT MILK 4 COFFEE - UNSWEETENED WITH MILK 22 COFFEE - UNSWEETENED WITHOUT MILK 3435 COOKIES 960 COOKING CREAM 12 CORDIALS 2938 CORGETTES 61 CORN CURLS 218 CORN FLAKE CEREALS 346 CORN FLOUR 71 CORN OIL 212 CORN PUFFS 3628 CORN RINGS 339 COW PEAS 7 CUCUMBER 89 CUPCAKES 4743 CUSTARD POWDER 12 DATES 32 DESICCATED COCONUT 69 DRIED CRANBERRIES 1 DRIED DATES 130 DRIED FIGS 1 DRIED MIXED FRUITS AND NUTS 57 DRIED OMENA 2 DRY PEAS 3 DUDHI/BOTTLE GOURD 1 EGGPLANTS 47 EGGS 1607 ENERGY DRINKS 4190 EVERYDAY CHEESE 9 FENUGREEK SEEDS 1 FISH - NILE PERCH 25 FISH - OMENA 144 FISH - TILAPIA 44 FLAVOURED FERMENTED MILK 1467 FLAVOURED MILK 4187 FLAVOURED WATER 118 FLAVOURED/FRUIT YOGHURT 24833 FLAX/ LINSEEDS 7 FOOD COLOUR ADDITIVES 316 FOOD FLAVOUR ADDITIVES 200 FRENCH BEANS 24 FRESH/FRUIT JUICES - NO ADDED SUGAR 3276 FRIED PEAS 25 FROZEN BEANS 6 FRUIT DRINKS/SWEETENED JUICE 12960 FRUIT JAM 1600 FRYUMS/FAR FAR 2108 GANTHIA SNACKS 227 GELATIN/JELLY DESSERT 19 GHEE 51 GLUCOSE 587 GOAT LIVER 9 GOAT MEAT 61 GRAIN/SEEDED BREAD 6 GRAM FLOUR 51 GRANOLA 4 GRAPES 258 GRAVY BROWNING 2 GREEN BANANAS 55 GREEN GRAMS 602 GREEN GRAMS SPLIT 5 GREEN PEAS 9 GREEN TEA 132 HALVA/HALWA 2 HAM 16 HARICOT BEANS 10 HERBAL SALT 34 HERBS - AJWAIN SEEDS 1 HERBS - BASIL 4 HERBS - BAY LEAVES 8 HERBS - BLACK MACA 1 HERBS - CHIA SEEDS 36 HERBS - CORIANDER/DHANIA 75 HERBS - FENNEL SEEDS 1 HERBS - MINT 32 HERBS - MIXED HERBS 13 HERBS - MORINGA 9 HERBS - OREGANO 12 HERBS - ROSEMARY 58 HERBS - STING NETTLE 1 HERBS - THYME 8 HIBISCUS TEA 11 HONEY 528 ICE CREAM - CARAMEL 151 ICE CREAM - CHOCOLATE 246 ICE CREAM - OTHER FLAVOURS 1594 ICE CREAM - STRAWBERRY 171 ICE CREAM - VANILLA 1197 ICE CREAM - VANILLA/STRAWBERRY 258 ICE CUBES 13 ICING SUGAR 91 INFANT FORMULA 100 INSTANT SOUP - BEEF 5 INSTANT SOUP - CHICKEN 4 INSTANT SOUP - MINESTRONE 1 INSTANT SOUP - TOMATO 4 INSTANT SOUP - VEGETABLE 10 ISOTONIC DRINKS 77 JAGGERY 10 KACHUMBARI SAUCE 1 KANCELLA 17 KARELA/BITTER GOURD 10 KIDNEY BEANS 58 KIWI FRUIT 21 KUNDE/COWPEAS LEAVES 10 LACTOSE FREE MILK 244 LEEK 76 LEMON TEA 114 LEMONS 200 LENTILS 197 LETTUCE 38 LIMA (BUTTER) BEANS 3 LIME 83 LOLLIPOPS 2325 LONG LIFE SKIMMED MILK 4 LONG LIFE/UHT WHOLE MILK 12196 MACADAMIA OIL 2 MAIZE FLOUR 20887 MANAGU/BLACK NIGHT SHADE 52 MANGO 36 MAPLE SYRUP 2 MARBLE CAKES 5111 MARGARINE 7676 MARMALADE 116 MAYONNAISE 57 MINERAL WATER 8846 MIXED SEEDS 1 MIXED VEGETABLES 124 MOZZARELLA CHEESE 2 MRENDA/JUTE MALLOW 1 MUFFINS 3694 MUSHROOM SAUCE 9 MUSTARD SAUCE 12 MUSTARD SEEDS 2 NATURAL/PLAIN FERMENTED MILK 7375 NATURAL/PLAIN YOGHURT 682 NON-ALCOHOLIC MALT DRINKS 428 NOODLES 3301 NYAMABITE 368 NYOTA IRON BEANS 2 OAT & WHEAT CEREALS 22 OAT PORRIDGE 7 OATS 77 OKRA 108 OLIVE OIL 141 ONIONS 343 ORANGES 218 OX KIDNEY 9 OX LIVER 110 OX TAIL 6 OYSTER SAUCE 2 PARBOILED RICE 782 PASSION FRUITS 98 PASTA - GRANDI 19 PASTA - MACARONI 205 PASTA - SPAGHETTI 2827 PASTRIES - CHOCOLATE BALLS 195 PASTRIES - CROISSANT 127 PASTRIES - DOUGHNUT 481 PASTRIES - GALLETTE 85 PASTRIES - MANDAZI 6113 PASTRIES - PUFF 18 PASTRIES - ROCK BUN 359 PASTRIES - SCONES 4037 PAW PAWS 71 PEANUT BUTTER 968 PEANUT POWDER 30 PEARS 15 PEPINO MELON 1 PIGEON PEAS 4 PINEAPPLES 5 PINTO BEANS 5 PLAIN BUNS 4976 PLAIN ROLLS 800 POPCORN 1620 POPCORN KERNELS 324 PORK BRAWN 196 PORK SAUSAGES/SMOKIES/VIENNA 333 2 1 PORRIDGE FLOUR - MILLET 63 PORRIDGE FLOUR - RED MILLET & MAIZE 60 PORRIDGE FLOUR - SORGHUM 61 PORRIDGE FLOUR - WHEAT 1 POTATO CRISPS 8852 POTATO FINGERS 24 POTATO STICKS 86 POTATOES 53 PRE-PREPARED ARROW ROOT 74 PRE-PREPARED BEEF 137 PRE-PREPARED BEEF BURGER 61 PRE-PREPARED BEEF PIZZA 82 PRE-PREPARED BEEF SAMOSA 974 PRE-PREPARED BEEF SAUSAGE 1341 PRE-PREPARED BEEF SMOKIE 928 PRE-PREPARED BHAJIA 58 PRE-PREPARED BHAJIA & SMOKIE 2 PRE-PREPARED BOILED EGGS 29 PRE-PREPARED CHAPATI 3236 PRE-PREPARED CHICKEN 285 PRE-PREPARED CHICKEN BURGER 40 PRE-PREPARED CHICKEN DRUMSTICKS 26 PRE-PREPARED CHICKEN PIZZA 13 PRE-PREPARED CHICKEN SAUSAGE 191 PRE-PREPARED CHIPS 519 PRE-PREPARED CHIPS & CHICKEN 139 PRE-PREPARED CHIPS & KEBAB 18 PRE-PREPARED CHIPS & SAUSAGE 73 PRE-PREPARED CHIPS & SMOKIE 342 PRE-PREPARED CHIPS & SODA 2 PRE-PREPARED CHIPS, SMOKIE & KEBAB 259 PRE-PREPARED CHIPS, SMOKIE & SODA 1 PRE-PREPARED FRENCH TOAST 40 PRE-PREPARED GITHERI 53 PRE-PREPARED HOT DOG 716 PRE-PREPARED HOT DOG & SODA 20 PRE-PREPARED MANDAZI 4385 PRE-PREPARED MASHED POTATOES 17 PRE-PREPARED MEAT PIE 28 PRE-PREPARED MIXED VEGETABLES 16 PRE-PREPARED OMENA 2 PRE-PREPARED PAN CAKE 175 PRE-PREPARED PILAU 504 PRE-PREPARED RICE 27 PRE-PREPARED RICE & CHICKEN 323 PRE-PREPARED ROAST POTATOES 103 PRE-PREPARED SAUSAGE 327 PRE-PREPARED SAUSAGE ROLL 58 PRE-PREPARED SMOKIE, TOAST & BOILED EGG 33 PRE-PREPARED SPAGHETTI 46 PRE-PREPARED SPANISH OMELETTE 10 PRE-PREPARED SWEET POTATO 72 PRE-PREPARED TILAPIA FISH 242 PRE-PREPARED TILAPIA FISH & CHIPS 13 PRE-PREPARED TRIPE (MATUMBO) 12 PRE-PREPARED UGALI & MANAGU 28 PRE-PREPARED VEGETABLES 7 PRUNES/DRIED PLUMS 1 PUFFED CORN CEREALS 8 PUFFED WHEAT CEREALS 8 PUMPKIN 18 PUMPKIN LEAVES 13 PUMPKIN SEEDS 8 QUEENCAKES 2719 RAISINS 19 RAW ALMONDS 21 RAW BRAZIL NUTS 3 RAW CASHEW NUTS 5 RAW HAZELNUTS 1 RAW MACADEMIA NUTS 1 RAW PEANUTS 1 READY TO HEAT GITHERI 4 READY TO HEAT GREEN GRAMS 5 RED MILLET FLOUR 2187 RICE FLAKE CEREALS 62 RIPE BANANAS 96 ROCK SALT 8 ROSECOCO (CRANBERRY) BEANS 9 SAGAA/SAGET/SPIDER PLANT 26 SALAD CREAM 4 SALTED BUTTER 95 SALTED CASHEW NUTS 209 SALTED GROUNDNUTS 13 SALTED MACADAMIA NUTS 70 SALTED MIXED NUTS 47 SALTED PEANUTS 1540 SALTED PEELED GROUNDNUTS 2 SALTED PEELED PEANUTS 18 SALTED PISTACHIO NUTS 1 SALTED SKINNED PEANUTS 194 SEA SALT 184 SESAME BUNS 209 SESAME SEEDS 3 SESAME/SIMSIM BAR 126 SKIMMED MILK POWDER 75 SODAS 17292 SOUP FLAVOUR BEEF CUBES 737 SOUP FLAVOUR BEEF MIXES 516 SOUP FLAVOUR CHICKEN CUBES 132 SOUP FLAVOUR CHICKEN MIXES 241 SOUP FLAVOUR CUBES 22 SOUP FLAVOUR HERBAL MIXES 4 SOUP FLAVOUR MIXES 150 SOUP FLAVOUR TOMATO GINGER & GARLIC MIXES 20 SOY SAUCE 331 SOYA CHUNKS 342 SOYA MILK 3 SOYA MILK POWDER 263 SOYA MINCE 145 SPARKLING NON-ALCOHOLIC WINE 11 SPICES - BEEF MASALA 93 SPICES - BELL PEPPERS/HOHO 245 SPICES - BLACK PEPPER 162 SPICES - BLACK SEEDS 2 SPICES - CARDAMON 84 SPICES - CAYENNE PEPPER 45 SPICES - CHICKEN MASALA 76 SPICES - CHILLIES 190 SPICES - CINNAMON 164 SPICES - CITRIC ACID 73 SPICES - CLOVES 58 SPICES - CUMIN 91 SPICES - CURRY POWDER 169 SPICES - DHANA JEERA 27 SPICES - FISH MASALA 14 SPICES - GARAM MASALA 101 SPICES - GARLIC 440 SPICES - GINGER 482 SPICES - MEAT TENDERIZER 23 SPICES - MIXED SPICES 100 SPICES - NUTMEG 10 SPICES - PAPRIKA 150 SPICES - PILAU MASALA 683 SPICES - PILAU MIX 110 SPICES - SALAD SEASONING 5 SPICES - TANDOORI MASALA 8 SPICES - TEA MASALA 339 SPICES - TURMERIC 293 SPICES - WHITE PEPPER 15 SPINACH 155 SPRING WATER 439 SQUASHES 1053 SUGARED CASHEW NUTS 2 SUGARED GROUNDNUTS & SESAME SEED BAR 2 SUGARED MACADAMIA NUTS 1 SUGARED MIXED NUTS 1 SUGARED PEANUTS 39 SUKUMA WIKI/COLLARD GREEN 125 SULTANAS 33 SUNFLOWER OIL 64 SUNFLOWER SEEDS 3 SWEET BUNS 1353 SWEET POTATO 96 SWEET ROLLS 1303 SWEETS/CANDY 2261 TABLE SALT 6341 TANGERINES 17 TEA - SWEETENED WITHOUT MILK 81 TEA - UNSWEETENED WITH MILK 24 TEA - UNSWEETENED WITHOUT MILK 9695 TERERE/MCHICHA/AMARANTHUS 48 THORN MELONS 27 TOMATO KETCHUP 322 TOMATO PASTE 1142 TOMATO SAUCE 1577 TOMATOES 287 TRIPE (MATUMBO) 23 UNSALTED BUTTER 66 VEGETABLE FAT 2491 VEGETABLE OIL 8652 VINEGAR 271 WAFERS 3265 WATER MELONS 23 WHEAT BISCUIT CEREALS 1687 WHEAT CEREALS 10 WHEAT FLOUR 14098 WHEAT FLOUR - ATTA 1153 WHIPPED CREAM 9 WHITE BREAD 42059 WHITE RICE 4619 WHITE SUGAR 5210 WHOLE FRESH MILK 38734 WHOLE GRAIN CEREALS 29 WHOLE GRAIN OATS CEREALS 52 WHOLE MILK POWDER 153 YEAST 189 Developed food groups classification Individuals and supermarket transaction records. N/A Developed food groups classification N/A N/A Individuals and supermarket transaction records. 473890 0 This question seeks to know the Developed food groups classification of the item purchased Baby Foods 1495 Beverages - Sweetened 43436 Beverages - Unsweetened 26953 Cereals and Grain products 113456 Condiments, Spices and Herbs 17914 Confectionery (Candy, Gums, Chocolates) 15833 Fish and Sea Food 232 Food Colour/Flavour and Baking Additivies 1565 Fruits and Vegetables 5246 Legumes and Pulses 1514 Meat, Poultry and Eggs 9947 Milk and Dairy Products 94184 Mixed Dishes and Fast Foods 16120 Nuts and Seeds 3255 Oils and Fat 19265 Savoury snacks 17991 Starchy Roots and Tubers 411 Sugar and Sweetened Products 28307 Sweet Snacks and Desserts 56766 Nova food classification Individuals and supermarket transaction records. N/A Nova food classification N/A N/A Individuals and supermarket transaction records. 473890 0 This question seeks to know the Nova food classification of the item purchased Processed Culinary Ingredients 44764 Processed foods 3943 Ultra-processed foods 274710 Unprocessed/Minimally processed foods 150473 Energy (kj) Individuals and supermarket transaction records. N/A Energy (kj) N/A N/A Individuals and supermarket transaction records. 448634 25256 1 3700 963.624 794.748 This question seeks to know the amount of kilojoule contained in the purchased product per 100grams/ml Energy (kcal) Individuals and supermarket transaction records. N/A Energy (kcal) N/A N/A Individuals and supermarket transaction records. 448634 25256 2 3082 492.071 540.349 This question seeks to know the amount of calories contained in the purchased product per 100grams/ml Water (g) Individuals and supermarket transaction records. N/A Water (g) N/A N/A Individuals and supermarket transaction records. 428188 45702 0.2 99.95 43.115 33.827 This question seeks to know the amount of water contained in the purchased product per 100 grams/ml Protein (g) Individuals and supermarket transaction records. N/A Protein (g) N/A N/A Individuals and supermarket transaction records. 421029 52861 0.1 84.4 6.394 5.489 This question seeks to know the amount of protains contained in the purchased product per 100 grams/ml Fat (g) Individuals and supermarket transaction records. N/A Fat (g) N/A N/A Individuals and supermarket transaction records. 364876 109014 0.1 100 12.727 20.879 This question seeks to know the amount of fats contained in the purchased product per 100 grams/ml Carbohydrate available (g) Individuals and supermarket transaction records. N/A Carbohydrate available (g) N/A N/A Individuals and supermarket transaction records. 426403 47487 0.1 101.3 42.539 28.609 This question seeks to know the amount of Carbohydrates contained in the purchased product per 100 grams/ml Fibre (g) Individuals and supermarket transaction records. N/A Fibre (g) N/A N/A Individuals and supermarket transaction records. 236004 237886 0.1 52.3 4.752 4.661 This question seeks to know the amount of fibre contained in the purchased product per 100 grams/ml Ash (g) Individuals and supermarket transaction records. N/A Ash (g) N/A N/A Individuals and supermarket transaction records. 314217 159673 0.05 99.8 4.187 14.434 This question seeks to know the amount of ash contained in the purchased product per 100 grams/ml Calcium (mg) Individuals and supermarket transaction records. N/A Calcium (mg) N/A N/A Individuals and supermarket transaction records. 452724 21166 1 4280 75.14 180.604 This question seeks to know the amount of calcium contained in the purchased product per 100 grams/ml Iron (mg) Individuals and supermarket transaction records. N/A Iron (mg) N/A N/A Individuals and supermarket transaction records. 387751 86139 0.01 123.6 2.007 3.932 This question seeks to know the amount of iron contained in the purchased product per 100 grams/ml Magnesium (mg) Individuals and supermarket transaction records. N/A Magnesium (mg) N/A N/A Individuals and supermarket transaction records. 441432 32458 1 420 39.135 60.388 This question seeks to know the amount of magnesium contained in the purchased product per 100 grams/ml Phosphorus (mg) Individuals and supermarket transaction records. N/A Phosphorus (mg) N/A N/A Individuals and supermarket transaction records. 427822 46068 1 8410 152.533 330.627 This question seeks to know the amount of Phosphorus contained in the purchased product per 100 grams/ml Potassium (mg) Individuals and supermarket transaction records. N/A Potassium (mg) N/A N/A Individuals and supermarket transaction records. 453645 20245 1 10200 368.454 995.762 This question seeks to know the amount of Potassium contained in the purchased product per 100 grams/ml Sodium (mg) Individuals and supermarket transaction records. N/A Sodium (mg) N/A N/A Individuals and supermarket transaction records. 454910 18980 1 38500 817.645 4673.855 This question seeks to know the amount of Sodium contained in the purchased product per 100 grams/ml Zinc (mg) Individuals and supermarket transaction records. N/A Zinc (mg) N/A N/A Individuals and supermarket transaction records. 388377 85513 0.01 16 0.912 0.831 This question seeks to know the amount of Zinc contained in the purchased product per 100 grams/ml Selenium (mcg) Individuals and supermarket transaction records. N/A Selenium (mcg) N/A N/A Individuals and supermarket transaction records. 340319 133571 0.2 254 7.761 11.898 This question seeks to know the amount of Selenium contained in the purchased product per 100 grams/ml Vitamin a-rae (mcg) Individuals and supermarket transaction records. N/A Vitamin a-rae (mcg) N/A N/A Individuals and supermarket transaction records. 172369 301521 1 19534 109.195 533.764 This question seeks to know the amount of Vitamin a-rae contained in the purchased product per 100 grams/ml Vitamin a-re (mcg) Individuals and supermarket transaction records. N/A Vitamin a-re (mcg) N/A N/A Individuals and supermarket transaction records. 221860 252030 1 19601 106.015 511.038 This question seeks to know the amount of Vitamin a-re contained in the purchased product per 100 grams/ml Retinol (mcg) Individuals and supermarket transaction records. N/A Retinol (mcg) N/A N/A Individuals and supermarket transaction records. 191149 282741 1 19466 97.667 498.664 B-carotene equivalent (mcg) Individuals and supermarket transaction records. N/A B-carotene equivalent (mcg) N/A N/A Individuals and supermarket transaction records. 162317 311573 1 65800 175.592 1410.194 This question seeks to know the amount of B-carotene equivalent contained in the purchased product per 100 grams/ml Thiamin (mg) Individuals and supermarket transaction records. N/A Thiamin (mg) N/A N/A Individuals and supermarket transaction records. 270612 203278 0.01 3.78 0.208 0.255 Riboflavin (mg) Individuals and supermarket transaction records. N/A Riboflavin (mg) N/A N/A Individuals and supermarket transaction records. 348010 125880 0.01 272 0.482 8.52 This question seeks to know the amount of Riboflavin contained in the purchased product per 100 grams/ml Niacin (mg) Individuals and supermarket transaction records. N/A Niacin (mg) N/A N/A Individuals and supermarket transaction records. 317485 156405 0.1 42.9 2.999 5.294 This question seeks to know the amount of Niacin contained in the purchased product per 100 grams/ml Dietary folate equivalent (mcg) Individuals and supermarket transaction records. N/A Dietary folate equivalent (mcg) N/A N/A Individuals and supermarket transaction records. 349921 123969 1 4000 55.768 149.745 This question seeks to know the amount of Dietary folate equivalent contained in the purchased product per 100 grams/ml Food folate (mcg) Individuals and supermarket transaction records. N/A Food folate (mcg) N/A N/A Individuals and supermarket transaction records. 348455 125435 1 4000 28.452 99.234 This question seeks to know the amount of Food folate contained in the purchased product per 100 grams/ml Vitamin b12 (mcg) Individuals and supermarket transaction records. N/A Vitamin b12 (mcg) N/A N/A Individuals and supermarket transaction records. 240494 233396 0.05 112.84 0.576 2.883 This question seeks to know the amount of Vitamin b12 contained in the purchased product per 100 grams/ml Vitamin c (mg) Individuals and supermarket transaction records. N/A Vitamin c (mg) N/A N/A Individuals and supermarket transaction records. 89383 384507 0.15 156 6.325 13.442 This question seeks to know the amount of Vitamin c contained in the purchased product per 100 grams/ml Cholesterol (mg) Individuals and supermarket transaction records. N/A Cholesterol (mg) N/A N/A Individuals and supermarket transaction records. 121296 352594 0.2 977 32.598 63.723