saturn

/home/coolhand/html/datavis/data_trove/cache/quirky/openfoodfacts_cheese_20260121.parquet 77,145 rows sample n=77,145 seed 42 2026-05-01T18:38:27+00:00

Overview

Source/home/coolhand/html/datavis/data_trove/cache/quirky/openfoodfacts_cheese_20260121.parquet
Total rows77,145
Profiled sample77,145
Columns10
Generated2026-05-01T18:38:27+00:00

Insights opt-in

Model-generated narrative. These are opinions, not facts — the stats below are what saturn measured. Generated by: anthropic:claude-opus-4-7.

Errors during insight pass (11)
  • dataset:__global__:anthropic:claude-opus-4-7: BadRequestError — Error code: 400 - {'type': 'error', 'error': {'type': 'invalid_request_error', 'message': 'Your credit balance is too low to access the Anthropic API. Please go to Plans & Billing to upgrade or purchase credits.'}, 'request_id': 'req_011CacLQs2ohtT2dfcRHcwkB'}
  • column:brands_tags:anthropic:claude-opus-4-7: BadRequestError — Error code: 400 - {'type': 'error', 'error': {'type': 'invalid_request_error', 'message': 'Your credit balance is too low to access the Anthropic API. Please go to Plans & Billing to upgrade or purchase credits.'}, 'request_id': 'req_011CacLQsXpkCmEwAJG5WBoe'}
  • column:categories_tags:anthropic:claude-opus-4-7: BadRequestError — Error code: 400 - {'type': 'error', 'error': {'type': 'invalid_request_error', 'message': 'Your credit balance is too low to access the Anthropic API. Please go to Plans & Billing to upgrade or purchase credits.'}, 'request_id': 'req_011CacLQtB24wD7FELqcnPqf'}
  • column:countries_tags:anthropic:claude-opus-4-7: BadRequestError — Error code: 400 - {'type': 'error', 'error': {'type': 'invalid_request_error', 'message': 'Your credit balance is too low to access the Anthropic API. Please go to Plans & Billing to upgrade or purchase credits.'}, 'request_id': 'req_011CacLQtgHDTw1nGSDPTR9W'}
  • column:image_url:anthropic:claude-opus-4-7: BadRequestError — Error code: 400 - {'type': 'error', 'error': {'type': 'invalid_request_error', 'message': 'Your credit balance is too low to access the Anthropic API. Please go to Plans & Billing to upgrade or purchase credits.'}, 'request_id': 'req_011CacLQuAYq5iT84kwcVxCb'}
  • column:ingredients_text:anthropic:claude-opus-4-7: BadRequestError — Error code: 400 - {'type': 'error', 'error': {'type': 'invalid_request_error', 'message': 'Your credit balance is too low to access the Anthropic API. Please go to Plans & Billing to upgrade or purchase credits.'}, 'request_id': 'req_011CacLQud5fLUoQSzD3tyfU'}
  • column:labels_tags:anthropic:claude-opus-4-7: BadRequestError — Error code: 400 - {'type': 'error', 'error': {'type': 'invalid_request_error', 'message': 'Your credit balance is too low to access the Anthropic API. Please go to Plans & Billing to upgrade or purchase credits.'}, 'request_id': 'req_011CacLQv4NjJJP4DTLTDw6D'}
  • column:nutrition_grades_tags:anthropic:claude-opus-4-7: BadRequestError — Error code: 400 - {'type': 'error', 'error': {'type': 'invalid_request_error', 'message': 'Your credit balance is too low to access the Anthropic API. Please go to Plans & Billing to upgrade or purchase credits.'}, 'request_id': 'req_011CacLQvShKRb3AxaxWFoRU'}
  • column:origins_tags:anthropic:claude-opus-4-7: BadRequestError — Error code: 400 - {'type': 'error', 'error': {'type': 'invalid_request_error', 'message': 'Your credit balance is too low to access the Anthropic API. Please go to Plans & Billing to upgrade or purchase credits.'}, 'request_id': 'req_011CacLQvtUxfGV3tUWYn8AB'}
  • column:product_name:anthropic:claude-opus-4-7: BadRequestError — Error code: 400 - {'type': 'error', 'error': {'type': 'invalid_request_error', 'message': 'Your credit balance is too low to access the Anthropic API. Please go to Plans & Billing to upgrade or purchase credits.'}, 'request_id': 'req_011CacLQwMko5RgSbAuad8y4'}
  • column:quantity:anthropic:claude-opus-4-7: BadRequestError — Error code: 400 - {'type': 'error', 'error': {'type': 'invalid_request_error', 'message': 'Your credit balance is too low to access the Anthropic API. Please go to Plans & Billing to upgrade or purchase credits.'}, 'request_id': 'req_011CacLQwnojW3U9BNYudX2b'}

Languages detected

Per-string language detection across text columns (sampled).

brands_tags unknown

no profiler for kind=unknown
rows77,145
null0 (0.0%)

categories_tags unknown

no profiler for kind=unknown
rows77,145
null0 (0.0%)

countries_tags unknown

no profiler for kind=unknown
rows77,145
null0 (0.0%)

image_url text

100.0% of rows are unique strings 100.0% rows are a single word 100.0% rows contain a URL 39.0% null
rows77,145
null30,109 (39.0%)
unique47,035
len_min75
len_max96
len_mean84.243
len_median84.000
len_p9585.000
word_mean1.000
word_median1.000
n_empty0
n_duplicates1
duplicate_rate2.13e-05
vocab_size19,999
readability_flesch_mean-811.918
emoji_rate0.000
url_rate1.000
one_word_rate1.000
allcaps_rate0.000
boilerplate_rate0.000
Sample values (first 10)
  1. https://images.openfoodfacts.org/images/products/323/624/007/0405/front_fr.115.400.jpg
  2. https://images.openfoodfacts.org/images/products/007/739/787/8017/front_en.3.400.jpg
  3. https://images.openfoodfacts.org/images/products/359/671/053/7884/front_fr.40.400.jpg
  4. https://images.openfoodfacts.org/images/products/085/004/234/2022/front_en.3.400.jpg
  5. https://images.openfoodfacts.org/images/products/942/101/808/0418/front_en.8.400.jpg
  6. https://images.openfoodfacts.org/images/products/734/000/540/7118/front_en.3.400.jpg
  7. https://images.openfoodfacts.org/images/products/004/126/814/0336/front_en.6.400.jpg
  8. https://images.openfoodfacts.org/images/products/348/130/033/4021/front_en.3.400.jpg
  9. https://images.openfoodfacts.org/images/products/002/795/814/3481/front_en.3.400.jpg
  10. https://images.openfoodfacts.org/images/products/408/860/045/7420/front_en.15.400.jpg

ingredients_text text

31 languages detected in sample 41.9% null 31.0% duplicate strings
rows77,145
null32,334 (41.9%)
unique30,902
len_min0
len_max5,283
len_mean238.222
len_median126.000
len_p95842.000
word_mean31.639
word_median16.000
n_empty4,981
n_duplicates13,909
duplicate_rate0.310
vocab_size35,093
readability_flesch_mean16.006
emoji_rate2.23e-04
url_rate2.30e-03
one_word_rate0.173
allcaps_rate0.086
boilerplate_rate0.000
Sample values (first 10)
  1. LAIT 67% issu d'animaux nourris sans OGM (< 0,9%) et CRÈME 26% pasteurisés (Origine : France), ferments LACTIQUES, ail et fines herbes (1.9%), sel, poivre, conservateur : sorbate de potassium. Peut contenir des traces de fruits à coque.
  2. Corn meal, vegetable oil (contains one or more of the following: corn, cottonseed, palm, sunflower), cheese blend (maltodextrin, whey, sunflower oil, cheddar cheese [pasteurized milk, cheese culture, salt, enzymes], salt, monosodium glutamate, sodium phosphate, butter [cream, sal…
  3. provolone piccante cheese (milk) (64%), smoked prosciutto (36%) [pork, salt, spices and herbs, sugar, dextrose, preservative (sodium nitrite), antioxidant (sodium ascorbate)]. *made with 103g of pork per 100g of finished product. allergy advice! for allergens, see ingredients in …
  5. ROMANO CHEESE MADE FROM SHEEP'S MILK, CHEESE CULTURE, SALT, ENZYMES, POWDERED CELLULOSE ADDED TO PREVENT CAKING.
  6. Cheddar Cheese (Pasteurized Milk, Cheese Culture, Salt, Enzymes), Whey, Milk Protein Concentrate, Milkfat, Whey Protein Concentrate, Sodium Phosphate, Contains Less Than 2% Of Calcium Phosphate, Salt, Sodium Alginate, Lactic Acid, Sorbic Acid As A Preservative, Apocarotenal (Colo…
  7. Pasteurized reduced fat milk, cheese culture, salt, enzymes, annatto (vegetable color), vitamin a palmitate.
  8. undefined
  9. cheese whey, water, vegetable oil (canola oil and/or soybean oil and/or sunflower oil), modified corn starch, natural flavours, salt, malto - dextrin, jalapeno peppers, white vinegar, monoso - dium glutamate, cheddar cheese (pasteurized milk, cheese cultures, salt, enzymes), diso…
  10. _Leite_ pasteurizado, _nata_ pasteurizada, reguladores de acidez (fosfato dissódico, citrato trissódico e ácido cítrico), amido modificado, estabilizadores (pectina, ágar-ágar, carragenina, farinha de sementes de alfarroba e goma de tara), antiaglomerantes (fosfato tricálcico e f…

labels_tags unknown

no profiler for kind=unknown
rows77,145
null0 (0.0%)

nutrition_grades_tags unknown

no profiler for kind=unknown
rows77,145
null0 (0.0%)

origins_tags unknown

no profiler for kind=unknown
rows77,145
null0 (0.0%)

product_name text

31 languages detected in sample 30.9% duplicate strings
rows77,145
null805 (1.0%)
unique52,776
len_min0
len_max254
len_mean27.749
len_median24.000
len_p9558.000
word_mean4.269
word_median4.000
n_empty349
n_duplicates23,564
duplicate_rate0.309
vocab_size8,852
readability_flesch_mean63.625
emoji_rate3.54e-04
url_rate0.000
one_word_rate0.059
allcaps_rate0.013
boilerplate_rate0.000
Sample values (first 10)
  1. Cream Cheese
  2. Queso Cottage proteico
  3. Tim Hortons, Bacon, Egg White & Cheese On Maple Flatbread
  4. Butter Cream Cheese Danish
  5. Macaroni & cheese dinner
  6. Parmesan And Breadcrumb Topped Macaroni And Cheese
  7. Mazdamer
  8. Cheddar Cheese w/ Scotch Bonnet Chili and Red Peppers
  9. Old-fashioned cheese & onion potato chips
  10. doritos tangy cheese

quantity text

29.7% rows are a single word 57.7% null 95th-percentile length under 20 chars 90.5% duplicate strings
rows77,145
null44,503 (57.7%)
unique3,102
len_min0
len_max58
len_mean4.740
len_median5.000
len_p9512.000
word_mean1.791
word_median2.000
n_empty4,252
n_duplicates29,540
duplicate_rate0.905
vocab_size1,802
readability_flesch_mean102.593
emoji_rate0.000
url_rate0.000
one_word_rate0.297
allcaps_rate0.010
boilerplate_rate0.000
Sample values (first 10)
  1. 165g
  2. Fully Loaded MAC & CHEESE 100g
  3. 1 serving(s)
  4. 150 g
  5. 110 g
  6. 8 oz
  8. 1 serving(s)
  9. 5kg
  10. 125 g