|
--- |
|
dataset_info: |
|
features: |
|
- name: FOOD_RECORD_ID |
|
dtype: string |
|
- name: FOOD_ID |
|
dtype: string |
|
- name: FOOD_NAME |
|
dtype: string |
|
- name: FOOD_SERVING_SIZE |
|
dtype: string |
|
- name: FOOD_INGREDIENTS |
|
dtype: string |
|
- name: ACETIC ACID (MG) |
|
dtype: float64 |
|
- name: ALANINE (G) |
|
dtype: float64 |
|
- name: ALCOHOL, ETHYL (G) |
|
dtype: float64 |
|
- name: ARGININE (G) |
|
dtype: float64 |
|
- name: ASH (G) |
|
dtype: float64 |
|
- name: ASPARTIC ACID (G) |
|
dtype: float64 |
|
- name: BETA-GLUCANS (G) |
|
dtype: float64 |
|
- name: BIOTIN (UG) |
|
dtype: float64 |
|
- name: CAFFEINE (MG) |
|
dtype: float64 |
|
- name: CALCIUM, CA (MG) |
|
dtype: float64 |
|
- name: CARBOHYDRATE, BY DIFFERENCE (G) |
|
dtype: float64 |
|
- name: CARBOHYDRATE, OTHER (G) |
|
dtype: float64 |
|
- name: CAROTENE, BETA (UG) |
|
dtype: float64 |
|
- name: CHLORINE, CL (MG) |
|
dtype: float64 |
|
- name: CHOLESTEROL (MG) |
|
dtype: float64 |
|
- name: CHOLINE, FROM PHOSPHOTIDYL CHOLINE (MG) |
|
dtype: float64 |
|
- name: CHOLINE, TOTAL (MG) |
|
dtype: float64 |
|
- name: CHROMIUM, CR (UG) |
|
dtype: float64 |
|
- name: COPPER, CU (MG) |
|
dtype: float64 |
|
- name: CYSTEINE (G) |
|
dtype: float64 |
|
- name: CYSTINE (G) |
|
dtype: float64 |
|
- name: ENERGY (KCAL) |
|
dtype: float64 |
|
- name: ENERGY (KJ) |
|
dtype: float64 |
|
- name: EPIGALLOCATECHIN-3-GALLATE (MG) |
|
dtype: float64 |
|
- name: FATTY ACIDS, TOTAL MONOUNSATURATED (G) |
|
dtype: float64 |
|
- name: FATTY ACIDS, TOTAL POLYUNSATURATED (G) |
|
dtype: float64 |
|
- name: FATTY ACIDS, TOTAL SATURATED (G) |
|
dtype: float64 |
|
- name: FATTY ACIDS, TOTAL TRANS (G) |
|
dtype: float64 |
|
- name: FIBER, INSOLUBLE (G) |
|
dtype: float64 |
|
- name: FIBER, SOLUBLE (G) |
|
dtype: float64 |
|
- name: FIBER, TOTAL DIETARY (G) |
|
dtype: float64 |
|
- name: FLUORIDE, F (UG) |
|
dtype: float64 |
|
- name: FOLATE, DFE (UG) |
|
dtype: float64 |
|
- name: FOLATE, FOOD (UG) |
|
dtype: float64 |
|
- name: FOLATE, TOTAL (UG) |
|
dtype: float64 |
|
- name: FOLIC ACID (UG) |
|
dtype: float64 |
|
- name: FRUCTOSE (G) |
|
dtype: float64 |
|
- name: GLUCOSE (G) |
|
dtype: float64 |
|
- name: GLUTAMIC ACID (G) |
|
dtype: float64 |
|
- name: GLUTAMINE (G) |
|
dtype: float64 |
|
- name: GLYCINE (G) |
|
dtype: float64 |
|
- name: HISTIDINE (G) |
|
dtype: float64 |
|
- name: INOSITOL (MG) |
|
dtype: float64 |
|
- name: INULIN (G) |
|
dtype: float64 |
|
- name: IODINE, I (UG) |
|
dtype: float64 |
|
- name: IRON, FE (MG) |
|
dtype: float64 |
|
- name: ISOLEUCINE (G) |
|
dtype: float64 |
|
- name: LACTIC ACID (MG) |
|
dtype: float64 |
|
- name: LACTOSE (G) |
|
dtype: float64 |
|
- name: LEUCINE (G) |
|
dtype: float64 |
|
- name: LIGNIN (G) |
|
dtype: float64 |
|
- name: LUTEIN + ZEAXANTHIN (UG) |
|
dtype: float64 |
|
- name: LYSINE (G) |
|
dtype: float64 |
|
- name: MAGNESIUM, MG (MG) |
|
dtype: float64 |
|
- name: MANGANESE, MN (MG) |
|
dtype: float64 |
|
- name: METHIONINE (G) |
|
dtype: float64 |
|
- name: MOLYBDENUM, MO (UG) |
|
dtype: float64 |
|
- name: NIACIN (MG) |
|
dtype: float64 |
|
- name: PANTOTHENIC ACID (MG) |
|
dtype: float64 |
|
- name: PHENYLALANINE (G) |
|
dtype: float64 |
|
- name: PHOSPHORUS, P (MG) |
|
dtype: float64 |
|
- name: POTASSIUM, K (MG) |
|
dtype: float64 |
|
- name: PROLINE (G) |
|
dtype: float64 |
|
- name: PROTEIN (G) |
|
dtype: float64 |
|
- name: PUFA 18:2 (G) |
|
dtype: float64 |
|
- name: PUFA 18:2 N-6 C,C (G) |
|
dtype: float64 |
|
- name: PUFA 18:3 N-3 C,C,C (ALA) (G) |
|
dtype: float64 |
|
- name: RETINOL (UG) |
|
dtype: float64 |
|
- name: RIBOFLAVIN (MG) |
|
dtype: float64 |
|
- name: RIBOSE (G) |
|
dtype: float64 |
|
- name: SALT, NACL (MG) |
|
dtype: float64 |
|
- name: SELENIUM, SE (UG) |
|
dtype: float64 |
|
- name: SERINE (G) |
|
dtype: float64 |
|
- name: SFA 10:0 (G) |
|
dtype: float64 |
|
- name: SFA 12:0 (G) |
|
dtype: float64 |
|
- name: SFA 8:0 (G) |
|
dtype: float64 |
|
- name: SODIUM, NA (MG) |
|
dtype: float64 |
|
- name: SORBITOL (G) |
|
dtype: float64 |
|
- name: STARCH (G) |
|
dtype: float64 |
|
- name: SUGARS, ADDED (G) |
|
dtype: float64 |
|
- name: SUGARS, INTRINSIC (G) |
|
dtype: float64 |
|
- name: SUGARS, TOTAL (G) |
|
dtype: float64 |
|
- name: TAURINE (G) |
|
dtype: float64 |
|
- name: THIAMIN (MG) |
|
dtype: float64 |
|
- name: THREONINE (G) |
|
dtype: float64 |
|
- name: TOTAL FAT (NLEA) (G) |
|
dtype: float64 |
|
- name: TOTAL LIPID (FAT) (G) |
|
dtype: float64 |
|
- name: TOTAL SUGAR ALCOHOLS (G) |
|
dtype: float64 |
|
- name: TOTAL SUGARS (G) |
|
dtype: float64 |
|
- name: TRYPTOPHAN (G) |
|
dtype: float64 |
|
- name: TYROSINE (G) |
|
dtype: float64 |
|
- name: VALINE (G) |
|
dtype: float64 |
|
- name: VITAMIN A (UG) |
|
dtype: float64 |
|
- name: VITAMIN A, IU (IU) |
|
dtype: float64 |
|
- name: VITAMIN A, RAE (UG) |
|
dtype: float64 |
|
- name: VITAMIN B-12 (UG) |
|
dtype: float64 |
|
- name: VITAMIN B-6 (MG) |
|
dtype: float64 |
|
- name: VITAMIN C, TOTAL ASCORBIC ACID (MG) |
|
dtype: float64 |
|
- name: VITAMIN D (D2 + D3) (UG) |
|
dtype: float64 |
|
- name: VITAMIN D (D2 + D3), INTERNATIONAL UNITS (IU) |
|
dtype: float64 |
|
- name: VITAMIN D2 (ERGOCALCIFEROL) (UG) |
|
dtype: float64 |
|
- name: VITAMIN D3 (CHOLECALCIFEROL) (UG) |
|
dtype: float64 |
|
- name: VITAMIN E (ALPHA-TOCOPHEROL) (MG) |
|
dtype: float64 |
|
- name: VITAMIN E (LABEL ENTRY PRIMARILY) (IU) |
|
dtype: float64 |
|
- name: VITAMIN E (MG) |
|
dtype: float64 |
|
- name: VITAMIN E (MG_ATE) |
|
dtype: float64 |
|
- name: VITAMIN K (PHYLLOQUINONE) (UG) |
|
dtype: float64 |
|
- name: WATER (G) |
|
dtype: float64 |
|
- name: XYLITOL (G) |
|
dtype: float64 |
|
- name: ZINC, ZN (MG) |
|
dtype: float64 |
|
splits: |
|
- name: train |
|
num_bytes: 577742681 |
|
num_examples: 456453 |
|
download_size: 89946518 |
|
dataset_size: 577742681 |
|
configs: |
|
- config_name: default |
|
data_files: |
|
- split: train |
|
path: data/train-* |
|
--- |
|
|
|
# USDA Branded Food Dataset |
|
|
|
The USDA Branded Food Dataset is a cleaned and structured dataset created from USDA FoodData Central (FDC) data. This dataset consolidates extensive information on branded food items available in the U.S., providing a valuable resource for nutrition analysis, machine learning, and consumer research. |
|
|
|
## Overview |
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|
|
The USDA Branded Food Dataset compiles data on over 456,000 branded food items, including: |
|
- **Nutrient Profiles**: Detailed nutrient content for each item. |
|
- **Ingredient Lists**: Comprehensive ingredient information. |
|
- **Serving Sizes**: Standardized serving size information for analysis and comparison. |
|
|
|
By transforming and standardizing multiple data files from USDA FoodData Central, this dataset offers an accessible, machine-learning-ready resource for various food and nutrition applications. |
|
|
|
For more information on how this data pipeline was developed, please refer to the detailed blog post [here](https://jacktol.net/posts/building_a_data_pipeline_for_usda_fooddata_central/). |
|
|
|
## Try the USDA Food Assistant |
|
|
|
You can interact with the USDA Branded Food Dataset using the USDA Food Assistant, an application that allows for conversational exploration of food data. Try it on HuggingFace Spaces [here](https://huggingface.co/spaces/jacktol/usda-food-assistant). |
|
|
|
## See the Code |
|
|
|
The code for the data pipeline that created this dataset, as well as the USDA Food Assistant, is available on GitHub [here](https://github.com/jack-tol/usda-food-data-pipeline). |
|
|
|
## License |
|
|
|
This dataset is shared under the MIT License. |
