Land O Lakes Fat-Free Half and Half · Nutrisiq

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Land O Lakes Fat-Free Half and Half packshot

Nutrition snapshot

Land O Lakes Fat-Free Half and Half

Name: Land O Lakes Fat-Free Half and Half
Brand: Land O Lakes
SKU: 0034500632102

The nutrient profile is mixed or moderate based on the available evidence.

Nutrition score

/100

Nutrition interpretation

Moderate signal

The nutrient profile is mixed or moderate based on the available evidence.

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Signal classes

What would improve the assessment

Part of this signal relies on inferred values, so direct declared data would improve reliability.

Need attention

Declared NOVA group 4 anchors the processing indicator.
Isolated or heavily fractionated ingredients (1 markers) support a more processed classification.
Formulation markers such as karageenaan support a more processed classification.
A long ingredient list (20 ingredients) supports a more processed classification.

Supporting factors

Mandatory field coverage is strong (88%).

What would improve the assessment

Part of this signal relies on inferred values, so direct declared data would improve reliability.

Structured source data

Facts used for scoring

Design

CategoryDairies

Label information quality83/100

Data confidence

Ownership

Processing

Very highly processed

Formulation complexity

Environmental signal

NOVA groupNOVA 4

Performance

Energy / 100g

83.3 kcal

Protein / 100g

3.33 g

Sugar / 100g

6.67 g

Nutrition score67/100 · Grade C

Ingredient-level explanation

Skim milk, corn syrup, cream*, contains 0.5% or less of: carrageenan, sodium citrate, dipotassium phosphate, mono and diglycerides*, vitamin a palmitate, color added**.

Food score panel

Five-layer evaluation

Each dimension stays separate so the product can score well in one area and weakly in another without hiding trade-offs.

Nutrition score

/100

Nutrition profile

Nutrition score 67/100

Quite good

label quality is the strongest signal right now, while processing needs the most caution.

Strongest area

Label quality

Weakest area

Processing

Data confidence

high

Data confidence

Data confidence 78/100

High reliability

The data is strong and the assessment carries high confidence.

Confidence layer

Category breakdown

How the separate signals line up

The overall assessment is good, but some areas warrant further review.

Nutrition profile

Quite good

67/100

Nutrition score is available, but some inputs were inferred.

Processing

Very highly processed

Processing indicator kept separate from the nutrition score.

Environmental signal

Mixed

54/100

Estimated environmental signal with limited precision.

Label quality

Strong

83/100

Label quality reflects completeness and consistency of the record, not nutrition quality.

How is the score built?

Open the methodology note

Nutrition score measures nutrient profile only. Processing, environment, label quality, and data confidence stay separate so missing data or formulation signals do not silently change nutrition quality.

The data is broad and consistent. The interpretation is likely to remain stable.

Score drivers

What shaped the separate signals

Supports the assessment

Mandatory field coverage is strong (88%).
Impact: medium

Pulls the score down

Declared NOVA group 4 anchors the processing indicator.
Impact: high
Isolated or heavily fractionated ingredients (1 markers) support a more processed classification.
Impact: medium
Formulation markers such as karageenaan support a more processed classification.
Impact: low

Uncertain area

Record completeness is 67%.
Impact: medium

Some source data is incomplete for this product: saturated fat per 100g, fiber per 100g, and quantity. Scores stay visible, but weaker evidence is reflected in the confidence dimension.

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Open Food Facts Bouchons Apéros Natures

Dairies. Ingredients: _lait_ cru de vache, sel, ferments lactiques, présure.. Evidence quality: high. Nutrition score is currently hidden

—

nutrition score

Well-documented labelStrong evidence coverage

Score summary

—

Nutrition score

No reliable assessment

label quality is the strongest signal right now, while processing needs the most caution.

Strongest: Label qualityWeakest: Processing

Data confidence

84/100

high reliability

Nutrition profile

No reliable assessment

—

Nutrition profile

Affected by energy, sugars, saturated fat, sodium, fiber, limited protein support, and cautious fruit/vegetable/legume/nut credit.

Processing

Highly processed

Processing

Affected by ingredient complexity and degree of processing.

Environmental signal

Mixed

48/100

Environmental signal

Affected by packaging, origin, and estimate coverage.

Label quality

Strong

93/100

Label quality

Affected by field completeness and record consistency, not by nutrition quality.

high confidence from label, nutrition, and source coverage

View product

Abbaye Notre-Dame des Dombes Régal de Sans-Souci

Dairies. Evidence quality: high

45/100

nutrition score

Strong evidence coverageDairies

Score summary

Nutrition score

Mixed

label quality is the strongest signal right now, while nutrition profile needs the most caution.

Strongest: Label qualityWeakest: Nutrition profile

Data confidence

77/100

high reliability

Nutrition profile

Mixed

45/100

Nutrition profile

Affected by energy, sugars, saturated fat, sodium, fiber, limited protein support, and cautious fruit/vegetable/legume/nut credit.

Processing

Processing unknown

Insufficient evidence

—

Processing

Affected by ingredient complexity and degree of processing.

Environmental signal

Mixed

54/100

Environmental signal

Affected by packaging, origin, and estimate coverage.

Label quality

Quite good

74/100

Label quality

Affected by field completeness and record consistency, not by nutrition quality.

Open Food Facts Bouchons apero

Dairies. Evidence quality: medium

49/100

nutrition score

Dairies

Score summary

Nutrition score

Mixed

label quality is the strongest signal right now, while nutrition profile needs the most caution.

Strongest: Label qualityWeakest: Nutrition profile

Data confidence

72/100

medium reliability

Nutrition profile

Mixed

49/100

Nutrition profile

Affected by energy, sugars, saturated fat, sodium, fiber, limited protein support, and cautious fruit/vegetable/legume/nut credit.

Processing

Processing unknown

Insufficient evidence

—

Processing

Affected by ingredient complexity and degree of processing.

Environmental signal

Mixed

54/100

Environmental signal

Affected by packaging, origin, and estimate coverage.

Label quality

Quite good

74/100

Label quality

Affected by field completeness and record consistency, not by nutrition quality.

Open Food Facts Fromage frais fermier

Dairies. Evidence quality: medium

65/100

nutrition score

Dairies

Score summary

Nutrition score

Quite good

label quality is the strongest signal right now, while environmental signal needs the most caution.

Strongest: Label qualityWeakest: Environmental signal

Data confidence

72/100

medium reliability

Nutrition profile

Quite good

65/100

Nutrition profile

Affected by energy, sugars, saturated fat, sodium, fiber, limited protein support, and cautious fruit/vegetable/legume/nut credit.

Processing

Processing unknown

Insufficient evidence

—

Processing

Affected by ingredient complexity and degree of processing.

Environmental signal

Mixed

54/100

Environmental signal

Affected by packaging, origin, and estimate coverage.

Label quality

Quite good

74/100

Label quality

Affected by field completeness and record consistency, not by nutrition quality.

Signal classes

What would improve the assessment

Part of this signal relies on inferred values, so direct declared data would improve reliability.

Need attention

Declared NOVA group 4 anchors the processing indicator.
Isolated or heavily fractionated ingredients (1 markers) support a more processed classification.
Formulation markers such as karageenaan support a more processed classification.
A long ingredient list (20 ingredients) supports a more processed classification.

Supporting factors

Mandatory field coverage is strong (88%).

What would improve the assessment

Part of this signal relies on inferred values, so direct declared data would improve reliability.

Structured source data

Facts used for scoring

Design

CategoryDairies

Label information quality83/100

Data confidence

Ownership

Processing

Very highly processed

Formulation complexity

Environmental signal

NOVA groupNOVA 4

Performance

Energy / 100g

83.3 kcal

Protein / 100g

3.33 g

Sugar / 100g

6.67 g

Nutrition score67/100 · Grade C

Ingredient-level explanation

Skim milk, corn syrup, cream*, contains 0.5% or less of: carrageenan, sodium citrate, dipotassium phosphate, mono and diglycerides*, vitamin a palmitate, color added**.

Food score panel

Five-layer evaluation

Each dimension stays separate so the product can score well in one area and weakly in another without hiding trade-offs.

Nutrition score

/100

Nutrition profile

Nutrition score 67/100

Quite good

label quality is the strongest signal right now, while processing needs the most caution.

Strongest area

Label quality

Weakest area

Processing

Data confidence

high

Data confidence

Data confidence 78/100

High reliability

The data is strong and the assessment carries high confidence.

Confidence layer

Category breakdown

How the separate signals line up

The overall assessment is good, but some areas warrant further review.

Nutrition profile

Quite good

67/100

Nutrition score is available, but some inputs were inferred.

Processing

Very highly processed

Processing indicator kept separate from the nutrition score.

Environmental signal

Mixed

54/100

Estimated environmental signal with limited precision.

Label quality

Strong

83/100

Label quality reflects completeness and consistency of the record, not nutrition quality.

How is the score built?

Open the methodology note

The data is broad and consistent. The interpretation is likely to remain stable.

Score drivers

What shaped the separate signals

Supports the assessment

Mandatory field coverage is strong (88%).
Impact: medium

Pulls the score down

Declared NOVA group 4 anchors the processing indicator.
Impact: high
Isolated or heavily fractionated ingredients (1 markers) support a more processed classification.
Impact: medium
Formulation markers such as karageenaan support a more processed classification.
Impact: low

Uncertain area

Record completeness is 67%.
Impact: medium

Some source data is incomplete for this product: saturated fat per 100g, fiber per 100g, and quantity. Scores stay visible, but weaker evidence is reflected in the confidence dimension.

Similar options worth comparing

Open Food Facts Bouchons Apéros Natures

Dairies. Ingredients: _lait_ cru de vache, sel, ferments lactiques, présure.. Evidence quality: high. Nutrition score is currently hidden

—

nutrition score

Well-documented labelStrong evidence coverage

Score summary

—

Nutrition score

No reliable assessment

label quality is the strongest signal right now, while processing needs the most caution.

Strongest: Label qualityWeakest: Processing

Data confidence

84/100

high reliability

Nutrition profile

No reliable assessment

—

Nutrition profile

Affected by energy, sugars, saturated fat, sodium, fiber, limited protein support, and cautious fruit/vegetable/legume/nut credit.

Processing

Highly processed

Processing

Affected by ingredient complexity and degree of processing.

Environmental signal

Mixed

48/100

Environmental signal

Affected by packaging, origin, and estimate coverage.

Label quality

Strong

93/100

Label quality

Affected by field completeness and record consistency, not by nutrition quality.

high confidence from label, nutrition, and source coverage

View product

Abbaye Notre-Dame des Dombes Régal de Sans-Souci

Dairies. Evidence quality: high

45/100

nutrition score

Strong evidence coverageDairies

Score summary

Nutrition score

Mixed

label quality is the strongest signal right now, while nutrition profile needs the most caution.

Strongest: Label qualityWeakest: Nutrition profile

Data confidence

77/100

high reliability

Nutrition profile

Mixed

45/100

Nutrition profile

Affected by energy, sugars, saturated fat, sodium, fiber, limited protein support, and cautious fruit/vegetable/legume/nut credit.

Processing

Processing unknown

Insufficient evidence

—

Processing

Affected by ingredient complexity and degree of processing.

Environmental signal

Mixed

54/100

Environmental signal

Affected by packaging, origin, and estimate coverage.

Label quality

Quite good

74/100

Label quality

Affected by field completeness and record consistency, not by nutrition quality.

Open Food Facts Bouchons apero

Dairies. Evidence quality: medium

49/100

nutrition score

Dairies

Score summary

Nutrition score

Mixed

label quality is the strongest signal right now, while nutrition profile needs the most caution.

Strongest: Label qualityWeakest: Nutrition profile

Data confidence

72/100

medium reliability

Nutrition profile

Mixed

49/100

Nutrition profile

Affected by energy, sugars, saturated fat, sodium, fiber, limited protein support, and cautious fruit/vegetable/legume/nut credit.

Processing

Processing unknown

Insufficient evidence

—

Processing

Affected by ingredient complexity and degree of processing.

Environmental signal

Mixed

54/100

Environmental signal

Affected by packaging, origin, and estimate coverage.

Label quality

Quite good

74/100

Label quality

Affected by field completeness and record consistency, not by nutrition quality.

Open Food Facts Fromage frais fermier

Dairies. Evidence quality: medium

65/100

nutrition score

Dairies

Score summary

Nutrition score

Quite good

label quality is the strongest signal right now, while environmental signal needs the most caution.

Strongest: Label qualityWeakest: Environmental signal

Data confidence

72/100

medium reliability

Nutrition profile

Quite good

65/100

Nutrition profile

Affected by energy, sugars, saturated fat, sodium, fiber, limited protein support, and cautious fruit/vegetable/legume/nut credit.

Processing

Processing unknown

Insufficient evidence

—

Processing

Affected by ingredient complexity and degree of processing.

Environmental signal

Mixed

54/100

Environmental signal

Affected by packaging, origin, and estimate coverage.

Label quality

Quite good

74/100

Label quality

Affected by field completeness and record consistency, not by nutrition quality.

Land O Lakes Fat-Free Half and Half

Nutrient profile

What would improve the assessment

Processing level

Need attention

Label quality

Supporting factors

Environmental signal

What would improve the assessment

Facts used for scoring

Design

Ownership

Performance

Five-layer evaluation

Nutrition score 67/100

How the separate signals line up

What shaped the separate signals

Similar options worth comparing

Open Food Facts Bouchons Apéros Natures

Abbaye Notre-Dame des Dombes Régal de Sans-Souci

Open Food Facts Bouchons apero

Open Food Facts Fromage frais fermier

Land O Lakes Fat-Free Half and Half

Nutrient profile

What would improve the assessment

Processing level

Need attention

Label quality

Supporting factors

Environmental signal

What would improve the assessment

Facts used for scoring

Design

Ownership

Performance

Five-layer evaluation

Nutrition score 67/100

How the separate signals line up

What shaped the separate signals

Similar options worth comparing

Open Food Facts Bouchons Apéros Natures

Abbaye Notre-Dame des Dombes Régal de Sans-Souci

Open Food Facts Bouchons apero

Open Food Facts Fromage frais fermier

What lowers the rating

Ultra-töödeldud toit (NOVA 4)

Lapse vaate riskisignaalid

Ultra-töödeldud profiil (NOVA 4) lapse menüüs