| 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 | |
| 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. |