Waffle, chocolate: fast food restaurant vs frozen USDA FDC 2708321 vs 2708316
Per 100 g, fast food restaurant reports 480 calories, while frozen reports 320 calories.
The comparison uses two cited USDA records. Their complete source names, household portions, nutrient values, and FoodData Central links remain visible below.
Record A · FDC 2708321
Waffle, chocolate, fast food / restaurant
Check this record in FoodData Central ↗Highlighted difference
Calories at the same 100-gram weight
Bar length shows the two cited values on one shared denominator. It does not rank either food or establish why they differ.
-
480 kcal - Waffle, chocolate, frozen 320 kcal
320 kcal
Shared basis: 100 g · kcal
Equal-weight evidence
Nutrition per 100 grams
Both columns use the same mass, which compares nutrient concentration without allowing the two representative source amounts to change the denominator. “A +” or “B +” reports the arithmetic difference between the cited values; it is not a quality score.
On smaller screens, focus a comparison table and scroll horizontally to read every column.
| Nutrient | A · Waffle, chocolate, fast food / restaurant | B · Waffle, chocolate, frozen | Difference |
|---|---|---|---|
| CaloriesMaterial difference | 480 kcal | 320 kcal | A +160 kcal |
| Protein | 8.6 g | 7.4 g | A +1.2 g |
| Total fatMaterial difference | 28.9 g | 10.5 g | A +18.4 g |
| Carbohydrate | 46.1 g | 48.9 g | B +2.8 g |
| Dietary fiber | 2.7 g | 2.6 g | A +0.1 g |
| Total sugarsMaterial difference | 18 g | 6.8 g | A +11.2 g |
| Sodium | 541 mg | 441 mg | A +100 mg |
| Saturated fatMaterial difference | 8.4 g | 3.1 g | A +5.3 g |
| Potassium | 245 mg | 150 mg | A +95 mg |
| Calcium | 234 mg | 294 mg | B +60 mg |
| Iron | 1.9 mg | 6.4 mg | B +4.5 mg |
Values come from the two cited USDA FoodData Central Survey Foods records. Feast does not average records, impute missing values, or infer a nutrient from the food name.
Read the table by question
Every material primary-nutrient difference on this page is numerically higher in A (3 of 3).
These answers describe concentration per 100 grams. “More” and “less” identify the arithmetic direction only; they do not decide which record is a better match or which food is better for a person.
Which reports fewer calories?
Record B
Record B reports 320 kcal, compared with 480 kcal in the other record—a difference of 160 kcal.
Which reports more protein?
Record A
Record A reports 8.6 g, compared with 7.4 g in the other record—a difference of 1.2 g.
Which reports more fiber?
Record A
Record A reports 2.7 g, compared with 2.6 g in the other record—a difference of 0.1 g.
Which reports less sodium?
Record B
Record B reports 441 mg, compared with 541 mg in the other record—a difference of 100 mg.
What differs in the source descriptions
The exact names carry information the numbers cannot.
USDA assigns both records to “Pancakes, waffles, French toast,” but the topic label is broad. Record A is “Waffle, chocolate, fast food / restaurant.” Record B is “Waffle, chocolate, frozen.” Feast paired them because their contrast-neutral food identities are an exact match, not merely because they share a generic category.
The controlled name parser found 2 interpretable distinctions. These labels organize wording already present in the names; they do not establish that a distinction caused a nutrient difference.
| Description dimension | Record A | Record B |
|---|---|---|
| Source form | No matching controlled term in the source name | frozen |
| Source context | restaurant or fast food | No matching controlled term in the source name |
Even a clean name contrast can carry hidden companions. A fried record may also include coating; a restaurant record can use a different recipe; a reduced-sodium description can differ in more than salt; and a source amount can reflect a different reporting convention. That is why this page reports the complete pair rather than treating one word as an intervention.
Portion context
A representative source amount is not a shared “serving.”
Record A uses USDA reference amount at 75 g. Record B uses USDA reference amount at 80 g. Those labels and gram weights come from their respective records. They are useful for scaling the chosen profile, but they are not recommendations and need not describe equal amounts.
The representative amounts do not cross Feast’s material portion-difference threshold of both 15 grams and 20%. They are still separate source measures, so the 100-gram table remains the appropriate place for an equal-weight comparison.
A cup, piece, slice, sandwich, fillet, or fluid ounce can have different gram weights across records. A matching label is not enough: check the listed grams. If accuracy matters more than convenience, weighing the food or using a current package label can be more specific than a generic survey-food measure.
Record A measures
- 1 miniature/bite size waffle10 g
- 1 small waffle40 g
- 1 medium waffle75 g
- 1 large waffle125 g
- 1 thick / Belgian waffle135 g
- 1 surface inch3 g
- 1 surface inch, Belgian waffle4 g
- USDA reference amount75 g
Record B measures
- 1 miniature/bite size waffle10 g
- 1 waffle40 g
- 1 thick / Belgian waffle55 g
- 1 pouch65 g
- 1 stick35 g
- USDA reference amount80 g
One shared household label
1 miniature/bite size waffle: 10 g in A vs 10 g in B
Here the household label and listed gram weight match at displayed precision, so this particular table is also an equal-mass comparison. The values remain specific to these two source records, not a universal weight for every 1 miniature/bite size waffle.
| Nutrient | A · 10 g | B · 10 g |
|---|---|---|
| Calories | 48 kcal | 32 kcal |
| Protein | 0.9 g | 0.7 g |
| Dietary fiber | 0.3 g | 0.3 g |
| Sodium | 54 mg | 44 mg |
USDA source formulation evidence
The listed inputs provide another way to audit the match.
FNDDS includes input-food rows behind each standardized survey-food record. Record A’s leading listed inputs include Milk, NFS, Pancakes, plain, dry mix, incomplete (includes buttermilk), Candies, milk chocolate, Vegetable oil, NFS. Record B’s include Waffle, buttermilk, frozen, ready-to-heat, toasted, Candies, milk chocolate. Ingredient-code overlap is 11%, and normalized listed-input-weight variation is 95%.
Record A · 8 coded inputs
Waffle, chocolate, fast food / restaurant
- Milk, NFSIngredient code 11100000 · open source index33.1% of listed input weight
- Pancakes, plain, dry mix, incomplete (includes buttermilk)Ingredient code 18291 · open source index25.7% of listed input weight
- Candies, milk chocolateIngredient code 19120 · open source index15.6% of listed input weight
- Vegetable oil, NFSIngredient code 82101000 · open source index10.3% of listed input weight
- Eggs, Grade A, Large, egg wholeIngredient code 1123 · open source index9.2% of listed input weight
- Oil or table fat, NFSIngredient code 81200100 · open source index3.7% of listed input weight
- Sugars, granulatedIngredient code 19335 · open source index2.4% of listed input weight
- Salt, tableIngredient code 2047 · open source index0.1% of listed input weight
Record B · 2 coded inputs
Waffle, chocolate, frozen
- Waffle, buttermilk, frozen, ready-to-heat, toastedIngredient code 18933 · open source index95% of listed input weight
- Candies, milk chocolateIngredient code 19120 · open source index5% of listed input weight
1 shared coded input
The largest shared entries include Candies, milk chocolate. Shared codes can still carry different listed weights.
7 A-only and 1 B-only coded inputs
A-only entries include Milk, NFS, Pancakes, plain, dry mix, incomplete (includes buttermilk), Vegetable oil, NFS, Eggs, Grade A, Large, egg whole. B-only entries include Waffle, buttermilk, frozen, ready-to-heat, toasted.
Important: repeated rows carrying the same ingredient code are combined before the shares and overlap are calculated. These weights belong to USDA’s source formulation: they are not a reconstructed plate, final cooked yield, visitor serving, ingredient declaration, or estimate of what is visible in a photo. USDA’s FNDDS documentation explains that these calculation recipes can represent multiple variants, may include retention or moisture adjustments, and are not product-label ingredient lists.
- NFS means “not further specified.” The record intentionally leaves the exact subtype, size, or preparation unresolved.
Choosing the closer record
Match context first; scale second.
- 01
Read both names literally
Compare cooking method, coating, edible skin or peel, sauce, additions, venue, source form, and food subtype. For this pair, the full A and B descriptions above are the evidence—not shortened search labels.
- 02
Use listed inputs as a check
If the name still leaves ambiguity, compare the leading and unique source inputs. They can reveal that two near names refer to meaningfully different standardized formulations, but they do not reconstruct your dish.
- 03
Choose an amount for that record
After choosing A or B, use its own named measure and gram weight. Do not transfer a cup, slice, or “typical amount” from the other record as if the measures were interchangeable.
- 04
Account for missing details
Brand, current restaurant recipe, cooking oil, drained weight, toppings, substitutions, and unfinished portions may not be captured. A label or weighed recipe can supersede a generic reference when it better matches the actual food.
Limits and responsible interpretation
This is a comparison of records, not a causal study.
The two records come from 2021–2023 FoodData Central Survey Foods data. The nutrient table faithfully compares their published values on the same weight basis. It does not measure two plates prepared at the same time, isolate one ingredient, or estimate the uncertainty around either value.
For this pair, the source names differ across 2 documented description dimensions, while the listed formulations show 11% ingredient-code overlap and 95% normalized listed-weight variation. Moisture, ingredient proportions, preparation, and record construction can therefore move together. The page can describe the combined record difference; it cannot isolate the effect of one word.
A higher or lower number is not an overall verdict. Protein, fiber, sodium, energy, fat, micronutrients, preferences, allergies, budget, portion, and an individual’s goals answer different questions. Feast therefore reports directions and magnitudes without applying a universal “healthier” label.
This page is educational and does not diagnose a condition, prescribe a target, or replace advice from a qualified professional. For an allergy, medically directed diet, or strict ingredient limit, use verified ingredient information and guidance appropriate to that situation.
How this page qualified
A page is published only when the pair clears materiality and diversity gates.
Both records must occupy the same USDA survey-food topic and share a close food identity after a controlled vocabulary separates preparation, edible-part, source, claim, crust, and sauce wording. Exact contrast-neutral identities receive priority. Close ingredient or form substitutions can qualify when name overlap remains high and the numerical evidence is material.
For primary nutrients, Feast requires both an absolute and relative difference: at least 20 kcal and 12% for energy; 2 g and 18% for protein or fat; 5 g and 15% for carbohydrate; 1 g and 20% for fiber; 4 g and 20% for sugars; or 100 mg and 20% for sodium. A focused one-nutrient pair also needs a material representative-amount or formulation distinction. Rounding-only pairs are not published.
Unordered FDC IDs define a canonical pair, so reversing A and B cannot create another page. Each source record can appear twice at most, each USDA topic contributes no more than 40 pages, and closely repeated identity families are capped. Those rules produced a selective comparison library rather than every mathematical combination in the corpus.
Read the complete nutrition-page methodology for import, nutrient mapping, portion scaling, Daily Value, and uncertainty rules.
Decision support from the exact records on this page
Turn source data into a better next decision
These conclusions and reading paths are computed from 2 exact records behind Waffle, chocolate, fast food / restaurant versus Waffle, chocolate, frozen. Links are chosen by record identity, controlled contrast, formulation input, nutrient spread, or serving context—not by loose keyword similarity.
Equal-weight result
Waffle, chocolate, fast food / restaurant is higher in calories per 100 g
Waffle, chocolate, fast food / restaurant reports 480 kcal versus 320 kcal for Waffle, chocolate, frozen: a 160 kcal difference when both are normalized to 100 g.
Inspect the underlying evidenceThe denominator changes the answer
Waffle, chocolate, fast food / restaurant is denser; Waffle, chocolate, frozen is higher in its source amount
Waffle, chocolate, fast food / restaurant reports 2.7 g per 100 g and 2 g in USDA source amount (75 g). Waffle, chocolate, frozen reports a lower 2.6 g per 100 g but a higher 2.1 g in USDA source amount (80 g).
Record identity is part of the estimate
Distinguish “Waffle, chocolate, fast food / restaurant” from “Waffle, chocolate, frozen”
These are separate USDA records with separate formulations or survey descriptions. Match preparation, additions, and the named household amount before borrowing either record’s nutrients.
Inspect the underlying evidenceContextual knowledge graph
Follow the relationship that matches your question
For Waffle, chocolate, fast food / restaurant versus Waffle, chocolate, frozen, each path states why the destination belongs here, so you can distinguish a true evidentiary connection from a merely similar label.
Waffle, chocolate, fast food / restaurant and Waffle, chocolate, frozen are explicitly linked in this guide, which separates direct name matches from contextual variants.
Follow this evidence path Put the observed spread in corpus context Calories: density and serving contextIn this page’s records, calories runs from 320 kcal in Waffle, chocolate, frozen to 480 kcal in Waffle, chocolate, fast food / restaurant, all per 100 g.
Follow this evidence path 2 exact records carried forward WaffleWaffle, chocolate, fast food / restaurant and Waffle, chocolate, frozen are explicitly linked in this guide, which separates direct name matches from contextual variants.
Follow this evidence path A formulation detail that separates records Eggs, Grade A, Large, egg wholeUSDA input 1123 appears in 1 of 2 context records; its summed listed input weight spans 50–50 g across those source formulations. These are source-formulation input weights, not plated or serving weights. Follow the code to inspect every represented occurrence.
Follow this evidence path A formulation detail that separates records Milk, NFSUSDA input 11100000 appears in 1 of 2 context records; its summed listed input weight spans 180–180 g across those source formulations. These are source-formulation input weights, not plated or serving weights. Follow the code to inspect every represented occurrence.
Follow this evidence path Test a nearby record choice Waffle, chocolate vs Waffle, chocolate, frozenWaffle, chocolate, frozen is held as one side of the comparison. The explicit record-description contrast is Source form: No matching controlled term in the source name versus frozen; it is a selection cue, not evidence of cause.
Follow this evidence path Put the observed spread in corpus context Vitamin D: density and serving contextIn this page’s records, vitamin D runs from 0 µg in Waffle, chocolate, frozen to 0.9 µg in Waffle, chocolate, fast food / restaurant, all per 100 g.
Follow this evidence path