Supermarket Project 2023_C_D
DDI-KEN-APHRC-SUPERMARKET-CD-2023-V1.0
African Population and Health Research Center
2025-07-14
Nesstar Publisher
Version 1.0 (July 2025)
Analysis of Supermarket Grocery Data for Prediction of Nutritional and Health Outcomes at the Population Level - Supermarket C & D
Not Applicable
DDI-KEN-APHRC-SUPERMARKET-CD-2023-V1.0
Agnes Kiragga
Bonface Ingumba
Mambe Shem
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
COVID-19
SARS-CoV-2
Micronutrient
Kenya
County coverage: Nairobi
Supermarket transaction records.
The survey covers transaction records of individuals who made purchases in supermarkets.
- Transaction Level Data: Food Item Details (Specific products purchased), Quantity, Price, Date of Purchase, Location of Purchase, Payment Method( Cash, credit card, digital payment, etc. ), Basket Composition
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_c_d_sample.NSDstat
444238
59
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.
0
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.
444238
0
This question seeks to get the country name where the shopper is in
NAIROBI
444238
Gender
Individuals and supermarket transaction records.
N/A
Gender
N/A
N/A
Individuals and supermarket transaction records.
0
0
This question seeks to get the gender of the shopper
Product name description
Individuals and supermarket transaction records.
N/A
Product name description
N/A
N/A
Individuals and supermarket transaction records.
444238
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
Unit price of product
N/A
N/A
Individuals and supermarket transaction records.
444238
0
4
7000
129.081
173.714
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
Quantity of product purchased
N/A
N/A
Individuals and supermarket transaction records.
444238
0
0.06
1600
1.755
3.946
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
Sales invoice total price
N/A
N/A
Individuals and supermarket transaction records.
444238
0
4
169655
898.579
1637.819
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.
444238
0
100085
6360092
3121227.72
1751452.455
This question seeks to get the transaction id of the product purchased by the shopper
Transaction date
Individuals and supermarket transaction records.
N/A
Transaction date
N/A
N/A
Individuals and supermarket transaction records.
444238
2018-01-12
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 mode
N/A
N/A
Individuals and supermarket transaction records.
0
0
This question seeks to get the mode of payment for the product purchased by the shopper
Branch id of supermarket
Individuals and supermarket transaction records.
N/A
Branch id of supermarket
N/A
N/A
Individuals and supermarket transaction records.
444238
0
This question seeks to get the supermarket branch ID for the product purchased by the shopper
003_001
318279
004_001
125959
Supermarket branch transaction id
Individuals and supermarket transaction records.
N/A
Supermarket branch transaction id
N/A
N/A
Individuals and supermarket transaction records.
444238
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
Date of birth of shopper
N/A
N/A
Individuals and supermarket transaction records.
0
0
This question seeks to get the age of the shopper
Supermarket name
Individuals and supermarket transaction records.
N/A
Supermarket name
N/A
N/A
Individuals and supermarket transaction records.
444238
0
This question seeks to get the supermarket name for the product purchased by the shopper
C
318279
D
125959
Branch name of supermarket
Individuals and supermarket transaction records.
N/A
Branch name of supermarket
N/A
N/A
Individuals and supermarket transaction records.
444238
0
This question seeks to get the supermarket branch name for the product purchased by the shopper
C1
318279
D1
125959
Location
Individuals and supermarket transaction records.
N/A
Location
N/A
N/A
Individuals and supermarket transaction records.
444238
0
This question seeks to get the county name where the supermarket is located
Nairobi
444238
Sub-county
Individuals and supermarket transaction records.
N/A
Sub-county
N/A
N/A
Individuals and supermarket transaction records.
444238
0
This question seeks to get the sub-county name where the supermarket is located
Kamukunji
444238
Month date
Individuals and supermarket transaction records.
N/A
Month date
N/A
N/A
Individuals and supermarket transaction records.
444238
2018-01-01
2023-12-01
This question seeks to get the month and date for the product purchased by the shopper
2018-01-01
1779
2018-02-01
2816
2018-03-01
3226
2018-04-01
3179
2018-05-01
2782
2018-06-01
3117
2018-07-01
3573
2018-08-01
3392
2018-09-01
3155
2018-10-01
3266
2018-11-01
3509
2018-12-01
4528
2019-01-01
4415
2019-02-01
4174
2019-03-01
4725
2019-04-01
4609
2019-05-01
4357
2019-06-01
4800
2019-07-01
5405
2019-08-01
5303
2019-09-01
4948
2019-10-01
5056
2019-11-01
4835
2019-12-01
5141
2020-01-01
5186
2020-02-01
4915
2020-03-01
5328
2020-04-01
4550
2020-05-01
4750
2020-06-01
4644
2020-07-01
5509
2020-08-01
5165
2020-09-01
5188
2020-10-01
5304
2020-11-01
5974
2020-12-01
6594
2021-01-01
6482
2021-02-01
5852
2021-03-01
7093
2021-04-01
6535
2021-05-01
7049
2021-06-01
6637
2021-07-01
7245
2021-08-01
7104
2021-09-01
6781
2021-10-01
6937
2021-11-01
6941
2021-12-01
7509
2022-01-01
7628
2022-02-01
7136
2022-03-01
8364
2022-04-01
7529
2022-05-01
8115
2022-06-01
8257
2022-07-01
8698
2022-08-01
8670
2022-09-01
8535
2022-10-01
8554
2022-11-01
8002
2022-12-01
8916
2023-01-01
8907
2023-02-01
7945
2023-03-01
8727
2023-04-01
8554
2023-05-01
8628
2023-06-01
8689
2023-07-01
8899
2023-08-01
9108
2023-09-01
8482
2023-10-01
9073
2023-11-01
8388
2023-12-01
9072
Week date
Individuals and supermarket transaction records.
N/A
Week date
N/A
N/A
Individuals and supermarket transaction records.
444238
2018-01-08
2023-12-25
This question seeks to get the week and date for the product purchased by the shopper
2018-01-08
265
2018-01-15
627
2018-01-22
620
2018-01-29
697
2018-02-05
668
2018-02-12
694
2018-02-19
708
2018-02-26
777
2018-03-05
726
2018-03-12
685
2018-03-19
704
2018-03-26
782
2018-04-02
730
2018-04-09
717
2018-04-16
718
2018-04-23
769
2018-04-30
792
2018-05-07
674
2018-05-14
627
2018-05-21
500
2018-05-28
614
2018-06-04
670
2018-06-11
784
2018-06-18
684
2018-06-25
789
2018-07-02
842
2018-07-09
827
2018-07-16
743
2018-07-23
794
2018-07-30
819
2018-08-06
779
2018-08-13
798
2018-08-20
701
2018-08-27
787
2018-09-03
789
2018-09-10
715
2018-09-17
706
2018-09-24
698
2018-10-01
801
2018-10-08
721
2018-10-15
715
2018-10-22
672
2018-10-29
868
2018-11-05
772
2018-11-12
776
2018-11-19
851
2018-11-26
924
2018-12-03
1012
2018-12-10
1012
2018-12-17
1005
2018-12-24
1040
2018-12-31
1038
2019-01-07
1009
2019-01-14
950
2019-01-21
967
2019-01-28
1061
2019-02-04
1074
2019-02-11
1049
2019-02-18
1006
2019-02-25
1060
2019-03-04
1080
2019-03-11
1053
2019-03-18
976
2019-03-25
1125
2019-04-01
1142
2019-04-08
1078
2019-04-15
1013
2019-04-22
1084
2019-04-29
1232
2019-05-06
822
2019-05-13
904
2019-05-20
982
2019-05-27
1071
2019-06-03
1149
2019-06-10
994
2019-06-17
1061
2019-06-24
1234
2019-07-01
1272
2019-07-08
1165
2019-07-15
1264
2019-07-22
1173
2019-07-29
1351
2019-08-05
1315
2019-08-12
1097
2019-08-19
1066
2019-08-26
1187
2019-09-02
1200
2019-09-09
1168
2019-09-16
1137
2019-09-23
1102
2019-09-30
1235
2019-10-07
1101
2019-10-14
1069
2019-10-21
1167
2019-10-28
1174
2019-11-04
1204
2019-11-11
1057
2019-11-18
1094
2019-11-25
1118
2019-12-02
1168
2019-12-09
1133
2019-12-16
1106
2019-12-23
1184
2019-12-30
1325
2020-01-06
1111
2020-01-13
1130
2020-01-20
1206
2020-01-27
1121
2020-02-03
1256
2020-02-10
1204
2020-02-17
1185
2020-02-24
1177
2020-03-02
1289
2020-03-09
1230
2020-03-16
1128
2020-03-23
1141
2020-03-30
1188
2020-04-06
1035
2020-04-13
1032
2020-04-20
1076
2020-04-27
945
2020-05-04
847
2020-05-11
991
2020-05-18
1371
2020-05-25
1122
2020-06-01
1186
2020-06-08
1078
2020-06-15
1109
2020-06-22
981
2020-06-29
1208
2020-07-06
1134
2020-07-13
1202
2020-07-20
1198
2020-07-27
1418
2020-08-03
1208
2020-08-10
1142
2020-08-17
1126
2020-08-24
1129
2020-08-31
1247
2020-09-07
1162
2020-09-14
1203
2020-09-21
1233
2020-09-28
1368
2020-10-05
1110
2020-10-12
1153
2020-10-19
1186
2020-10-26
1269
2020-11-02
1478
2020-11-09
1312
2020-11-16
1381
2020-11-23
1317
2020-11-30
1564
2020-12-07
1424
2020-12-14
1546
2020-12-21
1519
2020-12-28
1515
2021-01-04
1417
2021-01-11
1472
2021-01-18
1362
2021-01-25
1503
2021-02-01
1501
2021-02-08
1372
2021-02-15
1468
2021-02-22
1511
2021-03-01
1698
2021-03-08
1607
2021-03-15
1608
2021-03-22
1486
2021-03-29
1676
2021-04-05
1693
2021-04-12
1517
2021-04-19
1352
2021-04-26
1510
2021-05-03
1587
2021-05-10
1831
2021-05-17
1441
2021-05-24
1474
2021-05-31
1582
2021-06-07
1575
2021-06-14
1470
2021-06-21
1564
2021-06-28
1616
2021-07-05
1580
2021-07-12
1707
2021-07-19
1651
2021-07-26
1578
2021-08-02
1727
2021-08-09
1512
2021-08-16
1542
2021-08-23
1577
2021-08-30
1754
2021-09-06
1585
2021-09-13
1537
2021-09-20
1542
2021-09-27
1643
2021-10-04
1600
2021-10-11
1468
2021-10-18
1536
2021-10-25
1555
2021-11-01
1650
2021-11-08
1642
2021-11-15
1542
2021-11-22
1698
2021-11-29
1750
2021-12-06
1716
2021-12-13
1647
2021-12-20
1616
2021-12-27
1692
2022-01-03
1756
2022-01-10
1697
2022-01-17
1672
2022-01-24
1737
2022-01-31
1871
2022-02-07
1764
2022-02-14
1710
2022-02-21
1811
2022-02-28
2064
2022-03-07
1828
2022-03-14
1798
2022-03-21
1775
2022-03-28
2089
2022-04-04
1522
2022-04-11
1607
2022-04-18
1784
2022-04-25
2090
2022-05-02
1901
2022-05-09
1763
2022-05-16
1698
2022-05-23
1815
2022-05-30
1974
2022-06-06
1909
2022-06-13
1863
2022-06-20
1899
2022-06-27
2003
2022-07-04
2143
2022-07-11
1855
2022-07-18
1860
2022-07-25
1966
2022-08-01
2229
2022-08-08
1764
2022-08-15
1954
2022-08-22
1908
2022-08-29
2157
2022-09-05
2012
2022-09-12
1898
2022-09-19
1912
2022-09-26
2018
2022-10-03
1965
2022-10-10
1891
2022-10-17
1827
2022-10-24
1967
2022-10-31
1705
2022-11-07
1859
2022-11-14
1890
2022-11-21
2008
2022-11-28
2044
2022-12-05
2058
2022-12-12
1903
2022-12-19
1948
2022-12-26
2044
2023-01-02
2017
2023-01-09
1983
2023-01-16
2056
2023-01-23
1960
2023-01-30
2242
2023-02-06
1991
2023-02-13
1924
2023-02-20
1838
2023-02-27
2207
2023-03-06
2064
2023-03-13
2029
2023-03-20
1892
2023-03-27
1733
2023-04-03
1850
2023-04-10
1991
2023-04-17
2230
2023-04-24
1842
2023-05-01
2086
2023-05-08
1988
2023-05-15
1836
2023-05-22
1934
2023-05-29
1986
2023-06-05
1984
2023-06-12
2067
2023-06-19
2016
2023-06-26
2085
2023-07-03
2035
2023-07-10
2009
2023-07-17
1859
2023-07-24
2011
2023-07-31
2202
2023-08-07
2061
2023-08-14
2007
2023-08-21
1997
2023-08-28
2100
2023-09-04
2005
2023-09-11
1970
2023-09-18
1946
2023-09-25
1987
2023-10-02
2151
2023-10-09
1924
2023-10-16
2025
2023-10-23
2048
2023-10-30
2090
2023-11-06
1963
2023-11-13
1855
2023-11-20
1873
2023-11-27
2090
2023-12-04
1987
2023-12-11
2060
2023-12-18
2028
2023-12-25
2074
Week number from 1st january
Individuals and supermarket transaction records.
N/A
Week number from 1st january
N/A
N/A
Individuals and supermarket transaction records.
444238
0
1
53
27.205
15.061
This question seeks to get the week number in the calender year for the product purchased by the shopper
Day of the year
Individuals and supermarket transaction records.
N/A
Day of the year
N/A
N/A
Individuals and supermarket transaction records.
444238
0
1
366
187.419
105.423
This question seeks to get the day in the calender year for the product purchased by the shopper
Total product price
Individuals and supermarket transaction records.
N/A
Total product price
N/A
N/A
Individuals and supermarket transaction records.
444238
0
4
152000
177.119
352.247
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
Shopper type recorded as loyalty and non-loyalty
N/A
N/A
Individuals and supermarket transaction records.
444238
0
This question seeks to get the type of customer the shopper was
No-Loyalty card
444238
Year
Individuals and supermarket transaction records.
N/A
Year
N/A
N/A
Individuals and supermarket transaction records.
444238
0
This question seeks to get the year the purchase was done
2018
38322
2019
57768
2020
63107
2021
82165
2022
98404
2023
104472
Quarter of year
Individuals and supermarket transaction records.
N/A
Quarter of year
N/A
N/A
Individuals and supermarket transaction records.
444238
0
This question seeks to get the quarter the purchase was done
1
Q1
104698
2
Q2
106781
3
Q3
115160
4
Q4
117599
Covid period groups
Individuals and supermarket transaction records.
N/A
Covid period groups
N/A
N/A
Individuals and supermarket transaction records.
444238
0
This question seeks to get the Covid period group
1
Pre-Covid
110730
2
Covid
113533
3
Post-Covid
219975
Product type recorded as food item and non-food item
Individuals and supermarket transaction records.
N/A
Product type recorded as food item and non-food item
N/A
N/A
Individuals and supermarket transaction records.
444238
0
This question seeks to know if the item purchased was a food or non food item
Food Item
444238
Food category
Individuals and supermarket transaction records.
N/A
Food category
N/A
N/A
Individuals and supermarket transaction records.
444238
0
This question seeks to know the Food category of the item purchased
ALMOND FLOUR
1
ARTIFICIAL SWEETENERS
587
BABY FOODS - CEREALS
456
BABY FOODS - PORRIDGE FLOUR
135
BABY FOODS - PUREE
181
BAKING ADDITIVES
1891
BREAD CRUMBS
269
BREADS
10945
BREAKFAST CEREALS
2882
BUNS/ROLLS
102435
BUTTER
516
CAKES
19242
CANDY AND CONFECTIONERY
24365
CANNED CORN KERNEL
163
CANNED FRUITS
403
CANNED MEAT
8
CANNED POULTRY
1
CANNED PULSES - PEAS, LENTILS, BEANS
655
CANNED SPICES
3
CANNED VEGETABLES
60
CASSAVA FLOUR
24
CEREAL BARS
896
CEREAL GRAINS
1883
CHEESE
5389
CHOCOLATE
24040
CHOCOLATE SPREADS
1193
COCOA - SWEETENED
858
COCOA - UNSWEETENED
165
COFFEE - SWEETENED
1135
COFFEE - UNSWEETENED
1914
COOKIES, BISCUITS AND WAFERS
19329
COOKING FAT
304
COOKING OIL
1609
COOKING SAUCES
1346
CREAM
208
CUPCAKES/MUFFINS/QUEENCAKES
14720
DESSERT CREAM POWDER
127
DESSERT CREAMS
525
DESSERT PUDDING
131
DESSERT SAUCES
880
DILUTING JUICE
620
DRIED FRUITS
2558
DRIED FRUITS AND NUTS
191
DRIED MANGO STRIPS
2004
EDIBLE SEEDS
459
EGGS
2923
ENERGY DRINKS
2416
FAST FOODS
5
FISH
181
FLAVOURED FERMENTED MILK
558
FLAVOURED/FRUIT YOGHURT
19004
FOOD ADDITIVES
8
FOOD COLOUR ADDITIVES
429
FOOD FLAVOUR ADDITIVES
1707
FRESH/FRUIT JUICES - NO ADDED SUGAR
2339
FRUIT DRINKS/SWEETENED JUICES & BOTTLED TEAS
12279
FRUITS
992
GHEE
189
GRAM FLOUR
120
HERBAL INFUSIONS
844
HERBS AND SPICES
8450
HONEY
2132
ICE CREAM
17206
ICE FRUIT
161
INFANT FORMULA
138
INSTANT CEREAL
11
INSTANT SOUPS
14
ISOTONIC DRINKS
180
JAM/OTHER SPREADS
1773
MAIZE/CORN FLOUR
1035
MAPLE SYRUP
2
MARBLE CAKES
211
MARGARINE
1799
MEAL REPLACEMENT SHAKES
2
MILK DRINKS
2502
MILK POWDER
103
NATURAL/PLAIN FERMENTED MILK
1357
NATURAL/PLAIN YOGHURT
2680
NON-ALCOHOLIC MALT DRINKS
30
NOODLES
1569
NUT BUTTER
1383
NUT POWDER
188
ORGANIC DRINKS
4
PASTAS
1641
PASTRIES
7231
PLANT MILK
587
POPCORN KERNELS
187
PORRIDGE FLOUR
175
POULTRY
2283
POULTRY GIBLETS
38
PROCESSED FISH
1755
PROCESSED MEAT
736
PROCESSED POULTRY
592
PULSES - PEAS, LENTILS, BEANS
633
RAW NUTS
473
READY TO HEAT DISHES
116
RED MILLET FLOUR
400
RICE FLOUR
4
ROOT VEGETABLES
2
SALT
365
SALTED/SUGARED NUTS
1786
SAVOURY SNACKS
23240
SODAS AND CARBONATED DRINKS
9626
SOUP FLAVOUR CUBES & MIXES
375
SUGAR
843
SUGAR - MOLASSES
5
SUGAR - POWDERED
678
SWEET POTATO FLOUR
3
TABLE SAUCES
6115
TEA - SWEETENED
13
TEA - UNSWEETENED
1270
TOMATO PASTE
188
VEGETABLES
3
WATER
13490
WHEAT FLOUR
2381
WHOLE/SKIMMED CONDENSED MILK
1173
WHOLE/SKIMMED EVAPORATED MILK
146
WHOLE/SKIMMED MILK
31055
Food category sub-groups
Individuals and supermarket transaction records.
N/A
Food category sub-groups
N/A
N/A
Individuals and supermarket transaction records.
444238
0
This question seeks to know the Food sub-groups of the item purchased
ACHARI
2004
ALKALINE WATER
179
ALMOND FLAKES
11
ALMOND FLOUR
1
ALMOND MILK
101
ALMOND MILK - LACTOSE FREE
4
APPLES
397
ARTIFICIAL SWEETENERS
587
BABY FOODS - PUREE
181
BABY/INFANT PORRIDGE FLOUR
135
BABY/INFANT WHEAT CEREALS
456
BAKED MULTIGRAIN WAVY CHIPS
5
BAKED POTATO BITES
2
BAKED POTATO CHIPSTICKS
9
BAKED POTATO CRACKERS
2
BAKING POWDER
554
BAKING SODA
715
BAOBAB SEED CANDY/MABUYU
476
BARBECUE SAUCE
82
BEEF BRAWN
6
BEEF SAUSAGES/SMOKIES/VIENNA
730
BISCUIT SPREAD
190
BISCUITS - CHOCOLATE
1091
BISCUITS - CREAM
1484
BISCUITS - CREAM CRACKERS
89
BISCUITS - DIGESTIVE
829
BISCUITS - DIGESTIVE WITH OATS
21
BISCUITS - GINGERNUT
233
BISCUITS - RUSKS
1
BISCUITS - SHORTBREAD
6
BISCUITS - SWEET
8118
BLACK BEANS (NJAHI)
2
BLUE BERRIES
6
BOTTLED ICE COFFEE
6
BOTTLED ICE TEAS
41
BRAN FLAKE CEREALS
42
BREAD CRUMBS
269
BRIOCHE BREAD
1103
BROWN BREAD
1715
BROWN RICE
319
BROWN SAUCE
4
BROWN SUGAR
35
CAKE MIXES
124
CAKES
19239
CANDY BAR - CHOCOLATE
3
CANDY BAR - NON CHOCOLATE
4
CANNED BEANS
516
CANNED CHICKEN
1
CANNED CHICKPEAS
93
CANNED CHILLI
3
CANNED FRUIT COCKTAIL
18
CANNED GITHERI
13
CANNED LYCHEES
7
CANNED MUSHROOMS
27
CANNED OLIVES
89
CANNED ORANGES
16
CANNED PEACH
13
CANNED PEAR
1
CANNED PEAS
46
CANNED PINEAPPLE
254
CANNED SARDINES
60
CANNED SWEET CORN
127
CANNED SWEET KERNEL
36
CANNED TOMATOES
12
CANNED TUNA
1695
CARAMEL SYRUP
40
CASHEWNUT MILK
3
CASSAVA FLOUR
24
CEREAL BARS
886
CEREAL STRAWS
1
CHAMOMILE TEA
32
CHAMOY SAUCE
5
CHEDDER CHEESE
381
CHEESE CAKE
3
CHEESE SPREAD
291
CHEVDA/BOMBAY MIX
338
CHEWING GUMS
7071
CHICK PEAS
8
CHICK PEAS SPLIT
1
CHICKEN
2283
CHICKEN BRAWN
71
CHICKEN BURGER
349
CHICKEN GIBLETS
38
CHICKEN PATE
7
CHICKEN SAUSAGES/VIENNAS
165
CHILLI/HOT SAUCE
1737
CHOCOLATE
4010
CHOCOLATE BAR
20030
CHOCOLATE SAUCE
230
CHOCOLATE SPREADS
1193
CHOCOLATE SYRUP
127
CHOMA SAUCE
12
COCOA - SWEETENED WITH MILK
75
COCOA - SWEETENED WITHOUT MILK
783
COCOA - UNSWEETENED WITHOUT MILK
165
COCONUT BURFI/KASHATA
252
COCONUT CREAM
407
COCONUT CREAM POWDER
74
COCONUT MILK
334
COCONUT OIL
550
COCONUT WATER
14
COFFEE - SWEETENED WITH MILK
934
COFFEE - SWEETENED WITHOUT MILK
201
COFFEE - UNSWEETENED WITH MILK
39
COFFEE - UNSWEETENED WITHOUT MILK
1875
COOKIES
3590
COOKING CREAM
360
CORDIALS
399
CORDIALS POWDER
7
CORN BALLS
2
CORN CHIPS
1017
CORN CURLS
728
CORN FLAKE CEREALS
958
CORN FLOUR
401
CORN OIL
106
CORN PUFFS
1511
CORN RINGS
190
COUS COUS
15
CREAM CARAMEL
130
CREAM PUDDING
1
CUPCAKES
189
CUSTARD
27
CUSTARD POWDER
218
DESICCATED COCONUT
636
DIET SHAKES
2
DRIED DATES
1584
DRIED FIGS
35
DRIED GRATED COCONUT
269
DRIED MIXED FRUITS AND NUTS
66
EGGS
2923
ENERGY DRINKS
2416
FENUGREEK SEEDS
18
FETA CHEESE
206
FISH - TILAPIA
181
FLAVOURED FERMENTED MILK
558
FLAVOURED MILK
2502
FLAVOURED WATER
389
FLAVOURED/FRUIT YOGHURT
19004
FLAX/ LINSEEDS
216
FOOD COLOUR ADDITIVES
429
FOOD FLAVOUR ADDITIVES
1707
FRENCH BREAD
549
FRESH CREAM
208
FRESH/FRUIT JUICES - NO ADDED SUGAR
2339
FRIED LENTILS
1
FROZEN RAW POTATO CHIPS
2
FRUIT CEREAL BARS
10
FRUIT DRINKS/SWEETENED JUICE
12232
FRUIT FLAVOURED CEREALS
23
FRUIT JAM
1560
FRUIT SYRUP
41
GANTHIA SNACKS
6
GELATIN/JELLY POWDER
67
GHEE
189
GHERKINS PICKLE
6
GLUCOSE
340
GOLDEN SYRUP
3
GOUDA CHEESE
56
GRAM FLOUR
120
GRANOLA
49
GRANOLA CEREALS
3
GRAPES
256
GREEN GRAMS
407
GREEN GRAMS SPLIT
7
GREEN PEAS
1
GREEN TEA
613
GREEN TEA DRINK
5
GUMMY CANDY
1019
HALVA/HALWA
139
HAZELNUT BUTTER
37
HAZELNUT MILK
6
HERBAL SALT
2
HERBAL TEA
45
HERBS - BASIL
13
HERBS - BAY LEAVES
26
HERBS - BLACK MACA
1
HERBS - CHIA SEEDS
706
HERBS - CORIANDER/DHANIA
219
HERBS - DILL SEEDS
3
HERBS - FENNEL POWDER
2
HERBS - FENNEL SEEDS
27
HERBS - MINT
13
HERBS - MIXED HERBS
17
HERBS - MORINGA
43
HERBS - OREGANO
73
HERBS - PARSLEY
18
HERBS - PSYLLUIM
1
HERBS - ROSEMARY
43
HERBS - SAGE
2
HERBS - THYME
14
HIBISCUS TEA
26
HONEY
2132
ICE CREAM - CARAMEL
2650
ICE CREAM - CHOCOLATE
2542
ICE CREAM - OTHER FLAVOURS
5319
ICE CREAM - STRAWBERRY
928
ICE CREAM - VANILLA
2464
ICE CREAM - VANILLA/STRAWBERRY
3303
ICE CREAM POWDER
8
ICING SUGAR
338
INFANT FORMULA
138
INSTANT CEREAL
11
INSTANT SOUP - CHICKEN
9
INSTANT SOUP - MUSHROOM
3
INSTANT SOUP - TOMATO
1
INSTANT SOUP - VEGETABLE
1
ISOTONIC DRINKS
180
JAGGERY
5
JHAL MURI
1
KIDNEY BEANS
86
KIWI FRUIT
1
LABANIA/PEANUT BRITTLE
11
LACTOSE FREE MILK
386
LEMON TEA
123
LENTILS
121
LIMA (BUTTER) BEANS
1
LOLLIPOPS
1081
LONG LIFE SKIMMED MILK
44
LONG LIFE/UHT WHOLE MILK
1556
LUNCHEON MEAT
8
MAIZE FLOUR
634
MANGO
5
MANGO CHUTNEY
1
MANGO PICKLE
5
MAPLE SYRUP
2
MARBLE CAKES
211
MARGARINE
1799
MARMALADE
23
MARSHMALLOW
94
MAYONNAISE
986
MINERAL WATER
12555
MIX PICKLE
2
MIXED FRUIT CHUTNEY
17
MIXED VEGETABLES
2
MOZZARELLA CHEESE
2040
MUESLI
74
MUESLI CEREALS
2
MUFFINS
2355
MUSTARD SAUCE
142
MUSTARD SEED OIL
2
NATURAL/PLAIN FERMENTED MILK
1357
NATURAL/PLAIN YOGHURT
2680
NON-ALCOHOLIC MALT DRINKS
30
NON-DAIRY ICE FRUIT
161
NOODLES
1569
OAT & WHEAT CEREAL BISCUITS
27
OAT & WHEAT CEREALS
14
OAT BRAN
27
OAT MILK
24
OAT MILK - LACTOSE FREE
4
OATS
784
OLIVE CHUTNEY
1
OLIVE OIL
451
ORANGES
219
ORGANIC DRINKS
4
OYSTER SAUCE
11
PANEER CHEESE
66
PARMESAN CHEESE
10
PASTA - GRANDI
23
PASTA - LASAGNE
127
PASTA - MACARONI
666
PASTA - SPAGHETTI
810
PASTA SAUCE
41
PASTRIES - CHOCOLATE BALLS
6
PASTRIES - CROISSANT
2
PASTRIES - CUSTARD TART
1354
PASTRIES - DOUGHNUT
488
PASTRIES - GALETTE
1
PASTRIES - PUFF
22
PASTRIES - SCONES
5358
PEANUT BUTTER
1346
PEANUT POWDER
188
PIZZA SAUCE
14
PLAIN BUNS
90702
PLAIN ROLLS
11054
POPCORN
1127
POPCORN KERNELS
187
2
PORRIDGE FLOUR - MAIZE & SOYA
8
PORRIDGE FLOUR - MILLET
147
PORRIDGE FLOUR - SORGHUM
12
PORRIDGE FLOUR - WHEAT
6
POTATO CRISPS
18134
POTATO STICKS
161
PRE-PREPARED CHICKEN SAUSAGE
3
PRE-PREPARED VEGETABLE BURGER
2
PROCESSED CHEESE
1423
PROCESSED CHEESE SLICES
916
PRUNES/DRIED PLUMS
9
PUDDING POWDER
60
PUFFED CORN CEREALS
149
PUFFED WHEAT CEREALS
17
PUMPKIN SEEDS
84
QUEENCAKES
12176
QUINOA
4
QUINOA SEEDS
1
RAISINS
25
RASPBERRY
3
RAW ALMONDS
366
RAW BRAZIL NUTS
3
RAW CASHEW NUTS
12
RAW HAZELNUTS
12
RAW PEANUTS
2
RAW PECAN NUTS
1
RAW PISTACHIO NUTS
3
RAW WALNUTS
63
READY TO HEAT BEEF SAMOSA
2
READY TO HEAT CHICKEN SAMOSA
3
READY TO HEAT FLAKY PARATHAS
5
READY TO HEAT LASAGNA
93
READY TO HEAT MUTTON SAMOSA
1
READY TO HEAT SHRIMPS
2
READY TO HEAT SPRING ROLLS
3
READY TO HEAT VEGETABLE SAMOSA
3
READY TO HEAT VEGGIE FINGERS
2
READY TO VEGETABLE SPRING ROLLS
2
RED MILLET FLOUR
400
RED RICE
1
RICE CAKE
6
RICE FLAKE CEREALS
619
RICE FLOUR
4
RIPE BANANAS
7
ROCK SALT
54
ROSE SYRUP
88
SALAD CREAM
220
SALTED BUTTER
236
SALTED CASHEW NUTS
286
SALTED HAZELNUTS
2
SALTED MACADAMIA NUTS
52
SALTED MIXED NUTS
461
SALTED PEANUTS
787
SALTED PEELED PEANUTS
10
SALTED PISTACHIO NUTS
5
SALTED SKINNED PEANUTS
17
SANDWICH SPREAD
4
SEA SALT
34
SEMI-SKIMMED FRESH MILK
169
SESAME BUNS
3
SESAME OIL
2
SESAME SEEDS
106
SESAME/SIMSIM BAR
37
SKIMMED FRESH MILK
359
SKIMMED MILK POWDER
2
SMARTIES
25
SODAS
9620
SOUP FLAVOUR BEEF CUBES
160
SOUP FLAVOUR BEEF MIXES
88
SOUP FLAVOUR CHICKEN CUBES
29
SOUP FLAVOUR CHICKEN MIXES
68
SOUP FLAVOUR CUBES
26
SOUP FLAVOUR MIXES
3
SOUP FLAVOUR TOMATO GINGER & GARLIC MIXES
1
SOY SAUCE
342
SOYA MILK
106
SOYA MILK - LACTOSE FREE
5
SPARKLING NON-ALCOHOLIC WINE
6
SPICES - BEEF MASALA
280
SPICES - BLACK PEPPER
509
SPICES - CARDAMON
127
SPICES - CAYENNE PEPPER
96
SPICES - CHICKEN MASALA
622
SPICES - CHILLIES
313
SPICES - CHIPS MASALA SEASONING
1
SPICES - CINNAMON
331
SPICES - CITRIC ACID
174
SPICES - CLOVES
69
SPICES - CUMIN
289
SPICES - CURRY POWDER
378
SPICES - DHANA JEERA
129
SPICES - FISH MASALA
307
SPICES - FOOD SEASONING
84
SPICES - GARAM MASALA
267
SPICES - GARLIC
379
SPICES - GINGER
333
SPICES - GINGER & GARLIC
2
SPICES - GITHERI MASALA
2
SPICES - MEAT SEASONING
2
SPICES - MEAT TENDERIZER
16
SPICES - MIXED SPICES
164
SPICES - MUSTARD POWDER
1
SPICES - NUTMEG
32
SPICES - ONION POWDER
29
SPICES - PAPRIKA
720
SPICES - PILAU MASALA
670
SPICES - PILAU MIX
29
SPICES - PIZZA SEASONING
1
SPICES - SALAD SEASONING
4
SPICES - TANDOORI MASALA
67
SPICES - TEA MASALA
248
SPICES - TURMERIC
535
SPICES - WHITE PEPPER
19
SPRING WATER
353
SQUASHES
214
STRAWBERRIES
98
SUGARED CASHEW NUTS
34
SUGARED MACADAMIA NUTS
29
SUGARED MIXED NUTS
7
SUGARED PEANUTS
96
SUNFLOWER OIL
54
SUNFLOWER SEEDS
26
SWEET POTATO FLOUR
3
SWEET ROLLS
676
SWEETS/CANDY
12896
SWEETS/CANDY - CHOCOLATE
1227
TABLE SALT
275
TABLE SYRUP
102
TAHINA
60
TAMARID SAUCE
3
TARMARIND CHUTNEY
1
TEA - SWEETENED WITH MILK
13
TEA - UNSWEETENED WITHOUT MILK
1270
TOMATO KETCHUP
887
TOMATO PASTE
188
TOMATO SAUCE
872
TOPPING SAUCES
220
TORTILLA WRAPS
317
UNSALTED BUTTER
280
VANILLA SYRUP
2
VEGAN CREAMS
3
VEGETABLE FAT
304
VEGETABLE OIL
444
VERMICELLI/SPRINKLES
30
VINEGAR
1170
WAFERS
2577
WAFERS - CHOCOLATE
1290
WHEAT
154
WHEAT - BULGUR
135
WHEAT -WHOLE
49
WHEAT BISCUIT CEREALS
809
WHEAT CEREALS
133
WHEAT FLAKE CEREALS
2
WHEAT FLOUR
1179
WHEAT FLOUR - ATTA
1202
WHEAT GRASS
4
WHIPPED CREAM
522
WHIPPED CREAM POWDER
127
WHITE BREAD
7261
WHITE RICE
414
WHITE SUGAR
808
WHOLE EVAPORATED UNSWEETENED MILK
146
WHOLE FRESH CAMEL MILK
276
WHOLE FRESH MILK
28265
WHOLE GRAIN CEREALS
72
WHOLE GRAIN OATS CEREALS
3
WHOLE GRAIN WHEAT CEREALS
10
WHOLE MILK POWDER
101
WHOLE SWEETENED CONDENSED MILK
1173
WORCESTERSHIRE SAUCE
8
YEAST
153
Developed food groups classification
Individuals and supermarket transaction records.
N/A
Developed food groups classification
N/A
N/A
Individuals and supermarket transaction records.
444238
0
This question seeks to know the Developed food groups classification of the item purchased
Baby Foods
910
Beverages - Sweetened
27163
Beverages - Unsweetened
20022
Cereals and Grain products
24441
Condiments, Spices and Herbs
16856
Confectionery (Candy, Gums, Chocolates)
50409
Fish and Sea Food
1936
Food Colour/Flavour and Baking Additivies
4035
Fruits and Vegetables
4016
Legumes and Pulses
1408
Meat, Poultry and Eggs
6581
Milk and Dairy Products
83456
Mixed Dishes and Fast Foods
121
Nuts and Seeds
4481
Oils and Fat
3712
Savoury snacks
23240
Starchy Roots and Tubers
29
Sugar and Sweetened Products
8096
Sweet Snacks/Baked Foods
163326
Nova food classification
Individuals and supermarket transaction records.
N/A
Nova food classification
N/A
N/A
Individuals and supermarket transaction records.
444238
0
This question seeks to know the Nova food classification of the item purchased
Processed Culinary Ingredients
6643
Processed foods
12445
Ultra-processed foods
340711
Unprocessed/Minimally processed foods
84439
Energy (kJ)
Individuals and supermarket transaction records.
N/A
Energy (kJ)
N/A
N/A
Individuals and supermarket transaction records.
415194
29044
1
3700
904.275
624.432
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.
415194
29044
2
3692
624.267
662.58
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.
427049
17189
0.1
99.95
37.6
31.863
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.
401763
42475
0.1
84.4
6.074
4.301
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.
365836
78402
0.1
100
12.054
13.092
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.
408623
35615
0.1
101.3
44.523
24.782
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.
232996
211242
0.1
52.3
4.015
5.168
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.
279849
164389
0.05
99.8
1.94
4.772
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.
424282
19956
1
4280
96.216
186.355
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.
382000
62238
0.01
123.6
2.116
4.368
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.
419981
24257
1
430
34.598
51.962
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.
395315
48923
1
8410
140.333
325.976
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.
423833
20405
1
10200
299.847
620.724
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.
413752
30486
1
38500
285.551
1687.061
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.
359474
84764
0.01
8
0.778
0.672
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.
357164
87074
0.2
254
6.537
7.872
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.
134303
309935
1
5490
95.692
364.799
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.
204302
239936
1
11000
125.073
657.223
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.
170443
273795
1
5930
72.831
108.101
b-carotene equivalent (mcg)
Individuals and supermarket transaction records.
N/A
b-carotene equivalent (mcg)
N/A
N/A
Individuals and supermarket transaction records.
266730
177508
1
65800
293.454
3423.675
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.
306182
138056
0.01
3.78
0.169
0.187
Riboflavin (mg)
Individuals and supermarket transaction records.
N/A
Riboflavin (mg)
N/A
N/A
Individuals and supermarket transaction records.
352770
91468
0.01
272
0.25
4.805
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.
332230
112008
0.05
42.9
2.252
4.695
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.
336652
107586
0.4
4000
23.739
99.043
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.
335450
108788
0.4
4000
19.695
89.494
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.
157101
287137
0.05
12
0.538
0.654
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.
80732
363506
0.1
295
7.002
12.608
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.
247734
196504
0.1
418
22.71
50.602