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Peut contenir \u0153uf.",1],["P\u00e2te de cacao, beurre de cacao, cacao maigre, sucre, vanille.",1],["Coffret fourr\u00e9 au cacao (41,6%) et \u00e0 la vanille (208) - Ingr\u00e9dients Farine de bl\u00e9, sucre, huile v\u00e9g\u00e9tale non hydrog\u00e9n\u00e9e (huile de palme), filtrat de lait, poudre de cacao \u00c9mulsifiant \u00e0 faible teneur en cacao (322) L\u00e9cithine de soja) Agent levant (5000) Sucre artificiel (vanilline) Sel Contient du lait, du bl\u00e9 (gluten) du soja",1],["Farine de bl\u00e9 57%, sucre de canne roux, huile de colza, s\u00e9same toast\u00e9 10,6%, germe de bl\u00e9 5,4%, farine compl\u00e8te de bl\u00e9 5,4%, ar\u00f4me naturel, magn\u00e9sium, \u00e9mulsifiant : l\u00e9cithines, poudres \u00e0 lever (tartrates de potassium, carbonates de sodium, carbonates d'ammonium), sel de mer, amidon de bl\u00e9, vitamines (E, PP, B6, B1, B9).",1],["\u041a\u0430\u043a\u0430\u043e\u0432\u0430 \u043c\u0430\u0441\u0430, \u043d\u0438\u0441\u043a\u043e\u043c\u0430\u0441\u043b\u0435\u043d\u043e \u043a\u0430\u043a\u0430\u043e \u043d\u0430 \u043f\u0440\u0430\u0445, \u043a\u0430\u043a\u0430\u043e\u0432\u043e \u043c\u0430\u0441\u043b\u043e, \u0437\u0430\u0445\u0430\u0440, \u0435\u043c\u0443\u043b\u0433\u0430\u0442\u043e\u0440: \u043b\u0435\u0446\u0438\u0442\u0438\u043d (\u0441\u043e\u0435\u0432\u0438), \u0435\u043a\u0441\u0442\u0440\u0430\u043a\u0442 \u043e\u0442 \u0432\u0430\u043d\u0438\u043b\u0438\u044f, \u041c\u043e\u0436\u0435 \u0434\u0430 \u0441\u044a\u0434\u044a\u0440\u0436\u0430 \u0441\u043b\u0435\u0434\u0438 \u043e\u0442 \u044f\u0434\u043a\u0438 \u0438 \u043c\u043b\u044f\u043a\u043e,",1],["Eau de source",1],["Farine de froment, sucre, graisse v\u00e9g\u00e9tale, sucre inverti, agents levants ( bicarbonate d'ammonium - bicarbonate de sodium), sel, arome.",1],["sugar, cocoa butter, whole milk powder, cocoa mass, almonds, emulsifier (soya lecithin), flavoring",1],["cocoa mass #, cane sugar #, cocoa butter #, vanilla extract #, may contain nuts, milk,",1],["\u062f\u0642\u064a\u0642\u0627\u0644\u0642\u0645\u062d\u060c\u0631\u0642\u0627\u0626\u0642 \u0627\u0644\u0634\u0648\u0643\u0648\u0644\u0627\u062a\u064720%[\u0639\u062c\u064a\u0646\u0629 \u0632\u064a\u062a \u0627\u0644\u0646\u062e\u0644\u0629.\u0627\u0644\u0643\u0627\u0643\u0627\u0648\u060c\u0633\u0643\u0631\u060c\u062f\u0643\u0633\u062a\u0631\u0648\u0632 \u0648 \u0645\u0633\u062a\u062d\u0644\u0628",1],["Farine de _froment_, sucre, graisse v\u00e9g\u00e9tale, noix de coco r\u00e2p\u00e9e, poudre de _lait_, poudre de _lactos\u00e9rum_, sucre inverti, agents levants (bicarbonate d'ammonium - bicarbonate de Sodium), sel, ar\u00f4mes.",1],["P\u00e2te \u00e0 tartiner aux NOISETTES et au cacao 40% (sucre, huile de palme, NOISETTES 13%**, LAIT \u00e9cr\u00e9m\u00e9 en poudre 8,7%**, cacao maigre 7,4%**, \u00e9mulsifiants : l\u00e9cithines [SOJA]; vanilline), farine de FROMENT 32,5%, graisses v\u00e9g\u00e9tales (palme, palmiste), sucre de canne (contient BLE) 8,5%, LACTOSE, son de BLE, LAIT en poudre, miel, poudres \u00e0 lever (diphosphate disodique, carbonate acide de sodium, carbonate acide d'ammonium), farine d'ORGE malt\u00e9, cacao maigre en poudre, sel, extrait en poudre de malt d'ORGE et de ma\u00efs, amidon de FROMENT, \u00e9mulsifiants: l\u00e9cithines [SOJA]; vanilline.",1],["Farine compl\u00e8te de SEIGLE (77 g*), farine de SEIGLE (28 g*), levure, sel. Peut contenir des traces de LUPIN, LAIT, MOUTARDE, GRAINES DE S\u00c9SAME et SOJA. *en g pour 100 g de produit.",1],["P\u00e2te de cacao, sucre, beurre de cacao, vanille.\r\n\r\nPeut contenir des fruits \u00e0 coque, du lait, du soja et des graines de s\u00e9same.",1],["Kartoffeln, Sonnenblumen\u00f6l, Meersalz.",1],["p\u00e2te de cacao*, beurre de cacao*, cacao maigre en poudre*, sucre de canne*, extrait de vanille*, * ingr\u00e9dients issus de l'agriculture biologique",1],["P\u00e2te de cacao, cacao maigre, beurre de cacao, cassonade, vanille",1],["Farine de bl\u00e9* 41%, Chocolat noir* 22% (p\u00e2te de cacao*, sucre de canne", beurre de cacao"), Sucre de canne* roux non raffin\u00e9, Farine compl\u00e8te de bl\u00e9* 16%, Huile de tournesol ol\u00e9ique*, Ar\u00f4me naturel de vanille, Lait \u00e9cr\u00e9m\u00e9 en poudre, Sel de mer, carbonates d'ammonium, carbonates de sodium, gomme d'acacia*, extraits de romarin* Peut contenir du soja, des \u0153ufs, des fruits \u00e0 coque, des graines de s\u00e9same et de la moutarde. *Ingr\u00e9dients biologiques.",1],["cocoa mass, sugar, cocoa butter, fat reduced cocoa powder, emulsifier: lecithins (soya), natural vanilla flavouring, dark chocolate contains: cocoa solids 74% minimum,",1]]},"kind":"categorical","n":50,"n_null":0,"n_unique":50,"null_rate":0.0,"stats":{"cardinality":50,"entropy":5.643856189774725,"entropy_ratio":1.0000000000000002,"top_rate":0.02,"top_value":"milk cream, cream, sugar, banana, bacteria"}},{"alerts":[{"code":"long_tail","level":"info","message":"46 singleton categories"}],"column":"ingredients_text_with_allergens_fr","extras":{"singletons":46,"top_values":[["",2],["Lait \u00e9cr\u00e9m\u00e9, cr\u00e8me, SUcre, ferments laciques",1],["C\u00e9r\u00e9ale 50 % (Farine de bl\u00e9 34,8 %, farine de bl\u00e9 complet 15,2 %), sucre, huiles v\u00e9g\u00e9tales (palme, colza), cacao maigre en poudre 4,5 %, sirop de glucose, amidon de bl\u00e9, poudres \u00e0 lever (carbonates d'ammonium, carbonates de sodium), \u00e9mulsifiant (l\u00e9cithines de soja), sel, lait \u00e9cr\u00e9m\u00e9 en poudre, perm\u00e9at de lactos\u00e9rum (de lait), ar\u00f4mes. Peut contenir \u0153uf.",1],["P\u00e2te de cacao, beurre de cacao, cacao maigre, sucre, vanille.",1],["Coffret fourr\u00e9 au cacao (41,6%) et \u00e0 la vanille (208) - Ingr\u00e9dients Farine de bl\u00e9, sucre, huile v\u00e9g\u00e9tale non hydrog\u00e9n\u00e9e (huile de palme), filtrat de lait, poudre de cacao \u00c9mulsifiant \u00e0 faible teneur en cacao (322) L\u00e9cithine de soja) Agent levant (5000) Sucre artificiel (vanilline) Sel Contient du lait, du bl\u00e9 (gluten) du soja",1],["Farine de bl\u00e9 57%, sucre de canne roux, huile de colza, s\u00e9same toast\u00e9 10,6%, germe de bl\u00e9 5,4%, farine compl\u00e8te de bl\u00e9 5,4%, ar\u00f4me naturel, magn\u00e9sium, \u00e9mulsifiant : l\u00e9cithines, poudres \u00e0 lever (tartrates de potassium, carbonates de sodium, carbonates d'ammonium), sel de mer, amidon de bl\u00e9, vitamines (E, PP, B6, B1, B9).",1],["P\u00e2te de cacao, cacao maigre en poudre, beurre de cacao, sucre, \u00e9mulsifiant : l\u00e9cithines (soja) ; extrait de vanille. Traces \u00e9ventuelles de fruits \u00e0 coque et de lait.",1],["Eau de source",1],["Farine de froment, sucre, graisse v\u00e9g\u00e9tale, sucre inverti, agents levants ( bicarbonate d'ammonium - bicarbonate de sodium), sel, arome.",1],["Sucre, graisse vegetale de palmiste hidrogen\u00e9e, Lait Enteir en poudre, Amandes, Cacao D\u00e9graiss\u00e9 en poudre, lactoserum en poudre, Emulsifiant L\u00e9cithine de soja, Ar\u00f4mes (Vainilline).",1],["\u062f\u0642\u064a\u0642\u0627\u0644\u0642\u0645\u062d\u060c\u0631\u0642\u0627\u0626\u0642 \u0627\u0644\u0634\u0648\u0643\u0648\u0644\u0627\u062a\u064720%[\u0639\u062c\u064a\u0646\u0629 \u0632\u064a\u062a \u0627\u0644\u0646\u062e\u0644\u0629.\u0627\u0644\u0643\u0627\u0643\u0627\u0648\u060c\u0633\u0643\u0631\u060c\u062f\u0643\u0633\u062a\u0631\u0648\u0632 \u0648 \u0645\u0633\u062a\u062d\u0644\u0628",1],["Farine de froment, sucre, graisse v\u00e9g\u00e9tale, noix de coco r\u00e2p\u00e9e, poudre de lait, poudre de lactos\u00e9rum, sucre inverti, agents levants (bicarbonate d'ammonium - bicarbonate de Sodium), sel, ar\u00f4mes.",1],["P\u00e2te \u00e0 tartiner aux NOISETTES et au cacao 40% (sucre, huile de palme, NOISETTES 13%**, LAIT \u00e9cr\u00e9m\u00e9 en poudre 8,7%**, cacao maigre 7,4%**, \u00e9mulsifiants : l\u00e9cithines [SOJA]; vanilline), farine de FROMENT 32,5%, graisses v\u00e9g\u00e9tales (palme, palmiste), sucre de canne (contient BLE) 8,5%, LACTOSE, son de BLE, LAIT en poudre, miel, poudres \u00e0 lever (diphosphate disodique, carbonate acide de sodium, carbonate acide d'ammonium), farine d'ORGE malt\u00e9, cacao maigre en poudre, sel, extrait en poudre de malt d'ORGE et de ma\u00efs, amidon de FROMENT, \u00e9mulsifiants: l\u00e9cithines [SOJA]; vanilline.",1],["Farine compl\u00e8te de SEIGLE (77 g*), farine de SEIGLE (28 g*), levure, sel. Peut contenir des traces de LUPIN, LAIT, MOUTARDE, GRAINES DE S\u00c9SAME et SOJA. *en g pour 100 g de produit.",1],["P\u00e2te de cacao, sucre, beurre de cacao, vanille.\r\n\r\nPeut contenir des fruits \u00e0 coque, du lait, du soja et des graines de s\u00e9same.",1],["p\u00e2te de cacao*, beurre de cacao*, cacao maigre en poudre*, sucre de canne*, extrait de vanille*, * ingr\u00e9dients issus de l'agriculture biologique",1],["P\u00e2te de cacao, cacao maigre, beurre de cacao, cassonade, vanille",1],["Farine de bl\u00e9* 41%, Chocolat noir* 22% (p\u00e2te de cacao*, sucre de canne\", beurre de cacao\"), Sucre de canne* roux non raffin\u00e9, Farine compl\u00e8te de bl\u00e9* 16%, Huile de tournesol ol\u00e9ique*, Ar\u00f4me naturel de vanille, Lait \u00e9cr\u00e9m\u00e9 en poudre, Sel de mer, carbonates d'ammonium, carbonates de sodium, gomme d'acacia*, extraits de romarin* Peut contenir du soja, des \u0153ufs, des fruits \u00e0 coque, des graines de s\u00e9same et de la moutarde. *Ingr\u00e9dients biologiques.",1],["P\u00e2te de cacao, sucre, beurre de cacao, cacao maigre en poudre, \u00e9mulsifiant : l\u00e9cithines (soja), ar\u00f4me naturel de vanille.",1],["Farine compl\u00e8te de SEIGLE 59 g*, son de BL\u00c9 27 g*, flocons d'AVOINE 12 g*, GRAINES DE S\u00c9SAME 7,0 g*, germe de BL\u00c9, sel. *en g pour 100 g de produit fini. Peut contenir des traces de LUPIN, LAIT, MOUTARDE et SOJA.",1]]},"kind":"categorical","n":50,"n_null":2,"n_unique":47,"null_rate":0.04,"stats":{"cardinality":47,"entropy":5.543295834054491,"entropy_ratio":0.9979669030553475,"top_rate":0.041666666666666664,"top_value":""}},{"alerts":[{"code":"long_tail","level":"info","message":"8 singleton categories"},{"code":"null_rate","level":"warn","message":"76.0% null"}],"column":"ingredients_text_nl","extras":{"singletons":8,"top_values":[["",4],["Cacaomassa, cacaoboter, magere cacaopoeder, suiker.",1],["Aardappelen, zonnebloemolie, zeezout.",1],["Cacaomassa, magere cacao, cacaoboter, bruine suiker, vanille. Kan noten, melk, soja, sesamzaad en tarwe bevatten.",1],["Cacaomassa, suiker, cacaoboter, vanille.",1],["Cacaomassa, magere cacaopoeder, cacaoboter, bruine suiker.",1],["*Referentie inname van een gemiddelde volwassehe (8400 kJ/ 2000 ReJI), 16,7 g 46x4, www,snackmindful,com Milka www,milka,com ER Mondelez France SAS, 6 avenue R\u00e9aumur, CS 50014, 92142 Clamart Cedex, Service Consommateurs N\u00ba Cristal:09,69,39,79,79 BE Mondelez Belgium, Stationsstraat 100, 2800 Mechelen, ND Mondelez Nederland, Verlengde Poolseweg 34, 4818 CL Breda, eu mondelezinternational,com e 100 g COCOA LIFE www,cocoalife,org 8 FR FRANCE ONLY 05 pp 3 045140 105502",1],["_tarwebloem_ 47%, _melkchocolade_ 29% (suiker, cacaomassa, cacaoboter, weipoeder (van _melk_), magere _melkpoeder_, plantaardige vetten (shea, palm in wisselende verhoudingen), _melkvet_, emulgatoren (_sojalecithine_, E476), lactose (van _melk_), aroma), plantaardige oli\u00ebn (palm, kokos), suiker, suikerstroop, _tarwezemelen_, rijsmiddelen (natriumwaterstofcarbonaat, ammoniumwaterstofcarbonaat), zout, _tarwekiemen_, voedingszuur (citroenzuur)",1],["granen 98.3% (_volkorentarwemeel_ 65.8%, _roggebloem_, _tarwebloem_ 10.2%, rijstbloem, gemoute _tarwebloem_, _tarwegriesmeel_, boekweitbloem, _gerstebloem_), suiker, magere _melkpoeder_, zout, palmolie, _tarwekiemen_, emulgator (zonnebloemlecithine)",1]]},"kind":"categorical","n":50,"n_null":38,"n_unique":9,"null_rate":0.76,"stats":{"cardinality":9,"entropy":2.9182958340544896,"entropy_ratio":0.9206198357143051,"top_rate":0.3333333333333333,"top_value":""}},{"alerts":[{"code":"long_tail","level":"info","message":"16 singleton categories"},{"code":"null_rate","level":"warn","message":"60.0% null"}],"column":"product_name_es","extras":{"singletons":16,"top_values":[["",4],["Pr\u00edncipe Galletas de Chocolate",1],["Excellence chocolate 90% cacao",1],["Chocolate negro 85% cacao",1],["Nutella Biscuits",1],["Biscotes integrales original",1],["Excellence 85% cacao",1],["Chocolate negro 74% cacao",1],["Tostadas crujientes de fibra",1],["Original",1],["Excellence 70% Cocoa Intense Dark",1],["Chocolate negro Ecuador 70% cacao",1],["Nutella",1],["Crunchy Oats & Honey",1],["Excellence 99% Cacao Noir Absolu",1],["Chocolate Con Leche Milka",1],["Excellence suave 70% cacao",1]]},"kind":"categorical","n":50,"n_null":30,"n_unique":17,"null_rate":0.6,"stats":{"cardinality":17,"entropy":3.9219280948873623,"entropy_ratio":0.9595018345628946,"top_rate":0.2,"top_value":""}},{"alerts":[{"code":"skipped","level":"info","message":"no profiler for kind=unknown"}],"column":"data_sources_tags","extras":{},"kind":"unknown","n":50,"n_null":0,"n_unique":null,"null_rate":0.0,"stats":{}},{"alerts":[{"code":"skipped","level":"info","message":"no profiler for kind=unknown"}],"column":"data_quality_bugs_tags","extras":{},"kind":"unknown","n":50,"n_null":0,"n_unique":null,"null_rate":0.0,"stats":{}},{"alerts":[{"code":"imbalance","level":"warn","message":"top value is 100.0% of rows"}],"column":"obsolete_since_date","extras":{"singletons":0,"top_values":[["",44]]},"kind":"categorical","n":50,"n_null":6,"n_unique":1,"null_rate":0.12,"stats":{"cardinality":1,"entropy":-0.0,"entropy_ratio":0.0,"top_rate":1.0,"top_value":""}},{"alerts":[{"code":"skipped","level":"info","message":"no profiler for kind=unknown"}],"column":"weighers_tags","extras":{},"kind":"unknown","n":50,"n_null":0,"n_unique":null,"null_rate":0.0,"stats":{}},{"alerts":[{"code":"long_tail","level":"info","message":"34 singleton categories"},{"code":"null_rate","level":"warn","message":"28.0% null"}],"column":"ingredients_text_debug","extras":{"singletons":34,"top_values":[["",2],["Lait \u00e9cr\u00e9m\u00e9, cr\u00e9me, sucre, ferments lactiques. mati\u00e8re grosse 3% , sa premi\u00e8re date de publication au maroc 01/10/1993 le changement du packaging 10 ans par 10 ans depuis vingt-cinq ans de l\u2019offre",1],["C\u00e9r\u00e9ale 50,7 % (farine de bl\u00e9 35 %, farine de bl\u00e9 compl\u00e8te 15,7 %), sucre, huiles v\u00e9g\u00e9tales (palme, colza), cacao maigre en poudre 4,5 %, sirop de glucose, amidon de bl\u00e9, poudre \u00e0 lever : (carbonate acide d'ammonium, carbonate acide de sodium, diphosphate disodique), \u00e9mulsifiants : (l\u00e9cithine de soja, l\u00e9cithine de tournesol), sel, lait \u00e9cr\u00e9m\u00e9 en poudre, lactose et prot\u00e9ines de lait, ar\u00f4mes.",1],["P\u00e2te de cacao, beurre de cacao, cacao maige, sucre, vanille. Cacao: 90% minimum.",1],["Farine de bl\u00e9 55,1%, sucre de canne roux, huile de colza 14,3%, s\u00e9same toast\u00e9 11,6%, germe de bl\u00e9 5,2%, levain de seigle d\u00e9vitalis\u00e9 en poudre, fibres d'avoine, calcium, sel de mer, ar\u00f4me naturel, magn\u00e9sium, \u00e9mulsifiant : l\u00e9cithines de colza, poudres \u00e0 lever : (tartrates de potassium, carbonates de sodium, carbonates d'ammonium), acidifiant : acide malique, prot\u00e9ines de lait, amidon de bl\u00e9, vitamines B1, B6, B9, PP et E (lactose, prot\u00e9ines de lait).",1],["Eau de source",1],["Farine de froment sucre, graisse v\u00e9g\u00e9tale ,sucre inverti, agents levants ( bicarbonate d'ammonium-bicarbonate de sodium, sel , arome. Contient du gluten Peut contenir traces de lait et soja. Conserver dans un endroit frais et sec",1],["Sucre, graisse v\u00e9g\u00e9tale de palmiste hydrog\u00e9n\u00e9e, _Lait_ entier en poudre, Amandes, Cacao d\u00e9graiss\u00e9 en poudre, _lactos\u00e9rum_ en poudre, \u00c9mulsifiant : L\u00e9cithine de _soja_, Ar\u00f4mes (Vanilline).",1],["P\u00e2te \u00e0 tartiner aux _noisettes_ et au cacao 40% (sucre, huile de palme, _noisettes_ 13%, _lait_ \u00e9cr\u00e9m\u00e9 en poudre 8,7%, cacao maigre 7,4%, \u00e9mulsifiants : l\u00e9cithines _soja_ ; vanilline), farine de _froment_ 32%, graisses v\u00e9g\u00e9tales (palme, palmiste), sucre de canne 9%, _lactose_, son de _bl\u00e9_, _lait_ en poudre, extrait en poudre de malt d'orge et de ma\u00efs, miel, poudres \u00e0 lever : (disphosfate disodique, carbonate acide d'ammonium, carbonate acide de sodium), cacao maigre, sel, amidon de _froment_, farine d'_orge_ malt\u00e9, l\u00e9cithines _soja_ ; vanilline.",1],["Farine compl\u00e8te de _seigle_, farine de _seigle_ 29%, levure, sel.",1],["P\u00e2te de cacao, sucre, beurre de cacao, vanille.",1],["Pomme de terre, huile de tournesol, sel de mer.",1],["p\u00e2te de cacao, cacao maigre, beurre de cacao, cassonade, vanille.",1],["C\u00e9r\u00e9ales 54%(*farine de _bl\u00e9_, *farine compl\u00e8te de _bl\u00e9_ (15%)), *chocolat noir (25%) (*p\u00e2te de cacao, *sucre de canne non raffin\u00e9, *beurre de cacao), *sucre de canne roux non raffin\u00e9, *huile de tournesol ol\u00e9ique (9,7%), ar\u00f4me naturel de vanille, *_lait_ \u00e9cr\u00e9m\u00e9 en poudre, sel de mer non raffin\u00e9, poudres \u00e0 lever : carbonates d'ammonium et de sodium, \u00e9paississant : *gomme d'acacia, antioxydant : , *extraits de romarin.",1],["Kakaomasse*, Zucker, Kakaobutter, Kakaopulver stark ent\u00f6it, Emulgator: Sonnenblumenlecithine ( - e322 - ), nat\u00fcrliches Vanille-Aroma. \r\n* Rainforest Alliance Certified.\r\nKakao: 74% mindestens.",1],["en gras peuvent provoquer yne r\u00e9action chez tes personnes souffrant d'allergies d'intol\u00e9rahces alimentaires. en g pour 100g de produit. ou 4",1],["farine de froment, sucre, Graisse v\u00e9g\u00e9tale , Sucre inverti, Agents levants (Bicarbonate d'ammonium, Bicarbonate de sodium), ar\u00f4me vanille",1],["Farine de _Bl\u00e9_ 73.5 %, mati\u00e8re grasse v\u00e9g\u00e9tale,extrait de malt d'_orge_, sirop de glucose, sel, poudre \u00e0 lever : (carbonate acide d\u2019ammonium, carbonate acide de sodium), _\u0153ufs_, agent de traitement de la farine : (_sulfite_ de sodium_), ar\u00f4me",1],["Pasta de cacao, az\u00facar, manteca de cacao, vainilla Bourbon natural. (Cacao: 70% m\u00ednimo)",1],["Farine de _bl\u00e9_ 68,4%, huile de colza, sirop de sucres issu de fruits, jus concentr\u00e9 de pomme 5,3%, _noisettes_ torr\u00e9\ufb01\u00e9es 5,3%, germe de _bl\u00e9_ 5,2%, \ufb01bres de chicor\u00e9e : fructo-oligosaccharides, extrait de malt d'_orge_, ar\u00f4me naturel de pomme, \u00e9mulsi\ufb01ant : l\u00e9cithines de colza, amidon de _bl\u00e9_, poudres \u00e0 lever : (tartrates de potassium, carbonates de potassium, carbonates d\u2018ammonium), prot\u00e9ines de _lait_, vitamines B1, B2, B6, B9, PP et E (_lactose_, prot\u00e9ines de _lait_).",1]]},"kind":"categorical","n":50,"n_null":14,"n_unique":35,"null_rate":0.28,"stats":{"cardinality":35,"entropy":5.114369445886756,"entropy_ratio":0.9970924647735478,"top_rate":0.05555555555555555,"top_value":""}},{"alerts":[{"code":"long_tail","level":"info","message":"27 singleton categories"}],"column":"link","extras":{"singletons":27,"top_values":[["",21],["www.copag.ma",1],["https://www.lu.fr/prince",1],["http://www.lindt.es/swf/spa/productos/excellence/altos-porcentajes/excellence-90/www.lindt.com",1],["https://www.gerble.fr/vitalite/biscuit-sesame",1],["https://www.nutella.com/de/de/produkte/nutella-biscuits",1],["http://www.wasa.fr/produits/tartines-croustillantes/authentique/pack/",1],["https://www.lindt.fr/excellence-noir-70",1],["https://www.tyrrellscrisps.co.uk/range/potato-crisps/lightly-sea-salted/",1],["https://www.lindt.fr/excellence-noir-85",1],["www.bjorg.fr",1],["https://www.wasa.fr",1],["www.henrys.ma",1],["https://www.tuc.eu/produkte_de_at#tuc-prod-4",1],["http://www.lindt.es/swf/spa/productos/excellence/altos-porcentajes/excellence-70/",1],["https://www.lepaindesfleurs.fr/la-marque",1],["https://www.gerble.fr/teneur-reduite/biscuit-pomme-noisette",1],["https://www.pringles.com/de/products/flavours/pringles-original-product.html",1],["http://www.lindt.ca/swf/fra/produits/excellence/barres/excellence-99-cacao/",1],["www.nestledessert.fr",1]]},"kind":"categorical","n":50,"n_null":2,"n_unique":28,"null_rate":0.04,"stats":{"cardinality":28,"entropy":3.663323628255448,"entropy_ratio":0.762024790690408,"top_rate":0.4375,"top_value":""}},{"alerts":[],"column":"created_t","extras":{"histogram":{"counts":[13,8,8,9,7,3,2],"edges":[1337517352.0,1392742718.2857144,1447968084.5714285,1503193450.857143,1558418817.142857,1613644183.4285715,1668869549.7142859,1724094916.0]},"sample":[1474037086.0,1443988064.0,1348995410.0,1724094916.0,1360951415.0,1556354695.0,1337517352.0,1513789538.0,1482948213.0,1550493371.0,1608169426.0,1522578754.0,1548751374.0,1436854915.0,1462636415.0,1366890201.0,1562679146.0,1462865556.0,1366110700.0,1342650111.0,1441640147.0,1518647490.0,1575320881.0,1342889958.0,1341598583.0,1612354382.0,1595696689.0,1374255877.0,1552261744.0,1342649387.0,1401619775.0,1582461760.0,1607720821.0,1379153284.0,1380743001.0,1433065227.0,1617103920.0,1424944949.0,1349035684.0,1485808955.0,1651269382.0,1693758410.0,1534511932.0,1484144730.0,1526828413.0,1477818675.0,1415119614.0,1660685390.0,1464966440.0,1415379643.0]},"kind":"numeric","n":50,"n_null":0,"n_unique":50,"null_rate":0.0,"stats":{"iqr":169369262.75,"kurtosis":-0.8095226679595049,"max":1724094916.0,"mean":1483136236.02,"median":1475927880.5,"min":1337517352.0,"n_outliers":0,"outlier_rate":0.0,"q1":1385962194.5,"q3":1555331457.25,"skew":0.3311251605312739,"std":104269999.74070254,"zero_rate":0.0}},{"alerts":[{"code":"long_tail","level":"info","message":"46 singleton categories"}],"column":"ingredients_text_fr","extras":{"singletons":46,"top_values":[["",2],["Lait \u00e9cr\u00e9m\u00e9, cr\u00e8me, SUcre, ferments laciques",1],["C\u00e9r\u00e9ale 50 % (Farine de bl\u00e9 34,8 %, farine de bl\u00e9 complet 15,2 %), sucre, huiles v\u00e9g\u00e9tales (palme, colza), cacao maigre en poudre 4,5 %, sirop de glucose, amidon de bl\u00e9, poudres \u00e0 lever (carbonates d'ammonium, carbonates de sodium), \u00e9mulsifiant (l\u00e9cithines de soja), sel, lait \u00e9cr\u00e9m\u00e9 en poudre, perm\u00e9at de lactos\u00e9rum (de lait), ar\u00f4mes. Peut contenir \u0153uf.",1],["P\u00e2te de cacao, beurre de cacao, cacao maigre, sucre, vanille.",1],["Coffret fourr\u00e9 au cacao (41,6%) et \u00e0 la vanille (208) - Ingr\u00e9dients Farine de bl\u00e9, sucre, huile v\u00e9g\u00e9tale non hydrog\u00e9n\u00e9e (huile de palme), filtrat de lait, poudre de cacao \u00c9mulsifiant \u00e0 faible teneur en cacao (322) L\u00e9cithine de soja) Agent levant (5000) Sucre artificiel (vanilline) Sel Contient du lait, du bl\u00e9 (gluten) du soja",1],["Farine de bl\u00e9 57%, sucre de canne roux, huile de colza, s\u00e9same toast\u00e9 10,6%, germe de bl\u00e9 5,4%, farine compl\u00e8te de bl\u00e9 5,4%, ar\u00f4me naturel, magn\u00e9sium, \u00e9mulsifiant : l\u00e9cithines, poudres \u00e0 lever (tartrates de potassium, carbonates de sodium, carbonates d'ammonium), sel de mer, amidon de bl\u00e9, vitamines (E, PP, B6, B1, B9).",1],["P\u00e2te de cacao, cacao maigre en poudre, beurre de cacao, sucre, \u00e9mulsifiant : l\u00e9cithines (soja) ; extrait de vanille. Traces \u00e9ventuelles de fruits \u00e0 coque et de lait.",1],["Eau de source",1],["Farine de froment, sucre, graisse v\u00e9g\u00e9tale, sucre inverti, agents levants ( bicarbonate d'ammonium - bicarbonate de sodium), sel, arome.",1],["Sucre, graisse vegetale de palmiste hidrogen\u00e9e, Lait Enteir en poudre, Amandes, Cacao D\u00e9graiss\u00e9 en poudre, lactoserum en poudre, Emulsifiant L\u00e9cithine de soja, Ar\u00f4mes (Vainilline).",1],["\u062f\u0642\u064a\u0642\u0627\u0644\u0642\u0645\u062d\u060c\u0631\u0642\u0627\u0626\u0642 \u0627\u0644\u0634\u0648\u0643\u0648\u0644\u0627\u062a\u064720%[\u0639\u062c\u064a\u0646\u0629 \u0632\u064a\u062a \u0627\u0644\u0646\u062e\u0644\u0629.\u0627\u0644\u0643\u0627\u0643\u0627\u0648\u060c\u0633\u0643\u0631\u060c\u062f\u0643\u0633\u062a\u0631\u0648\u0632 \u0648 \u0645\u0633\u062a\u062d\u0644\u0628",1],["Farine de _froment_, sucre, graisse v\u00e9g\u00e9tale, noix de coco r\u00e2p\u00e9e, poudre de _lait_, poudre de _lactos\u00e9rum_, sucre inverti, agents levants (bicarbonate d'ammonium - bicarbonate de Sodium), sel, ar\u00f4mes.",1],["P\u00e2te \u00e0 tartiner aux NOISETTES et au cacao 40% (sucre, huile de palme, NOISETTES 13%**, LAIT \u00e9cr\u00e9m\u00e9 en poudre 8,7%**, cacao maigre 7,4%**, \u00e9mulsifiants : l\u00e9cithines [SOJA]; vanilline), farine de FROMENT 32,5%, graisses v\u00e9g\u00e9tales (palme, palmiste), sucre de canne (contient BLE) 8,5%, LACTOSE, son de BLE, LAIT en poudre, miel, poudres \u00e0 lever (diphosphate disodique, carbonate acide de sodium, carbonate acide d'ammonium), farine d'ORGE malt\u00e9, cacao maigre en poudre, sel, extrait en poudre de malt d'ORGE et de ma\u00efs, amidon de FROMENT, \u00e9mulsifiants: l\u00e9cithines [SOJA]; vanilline.",1],["Farine compl\u00e8te de SEIGLE (77 g*), farine de SEIGLE (28 g*), levure, sel. Peut contenir des traces de LUPIN, LAIT, MOUTARDE, GRAINES DE S\u00c9SAME et SOJA. *en g pour 100 g de produit.",1],["P\u00e2te de cacao, sucre, beurre de cacao, vanille.\r\n\r\nPeut contenir des fruits \u00e0 coque, du lait, du soja et des graines de s\u00e9same.",1],["p\u00e2te de cacao*, beurre de cacao*, cacao maigre en poudre*, sucre de canne*, extrait de vanille*, * ingr\u00e9dients issus de l'agriculture biologique",1],["P\u00e2te de cacao, cacao maigre, beurre de cacao, cassonade, vanille",1],["Farine de bl\u00e9* 41%, Chocolat noir* 22% (p\u00e2te de cacao*, sucre de canne", beurre de cacao"), Sucre de canne* roux non raffin\u00e9, Farine compl\u00e8te de bl\u00e9* 16%, Huile de tournesol ol\u00e9ique*, Ar\u00f4me naturel de vanille, Lait \u00e9cr\u00e9m\u00e9 en poudre, Sel de mer, carbonates d'ammonium, carbonates de sodium, gomme d'acacia*, extraits de romarin* Peut contenir du soja, des \u0153ufs, des fruits \u00e0 coque, des graines de s\u00e9same et de la moutarde. *Ingr\u00e9dients biologiques.",1],["P\u00e2te de cacao, sucre, beurre de cacao, cacao maigre en poudre, \u00e9mulsifiant : l\u00e9cithines (_soja_), ar\u00f4me naturel de vanille.",1],["Farine compl\u00e8te de SEIGLE 59 g*, son de BL\u00c9 27 g*, flocons d'AVOINE 12 g*, GRAINES DE S\u00c9SAME 7,0 g*, germe de BL\u00c9, sel. *en g pour 100 g de produit fini. Peut contenir des traces de LUPIN, LAIT, MOUTARDE et SOJA.",1]]},"kind":"categorical","n":50,"n_null":2,"n_unique":47,"null_rate":0.04,"stats":{"cardinality":47,"entropy":5.543295834054491,"entropy_ratio":0.9979669030553475,"top_rate":0.041666666666666664,"top_value":""}},{"alerts":[{"code":"skipped","level":"info","message":"no profiler for kind=unknown"}],"column":"labels_hierarchy","extras":{},"kind":"unknown","n":50,"n_null":0,"n_unique":null,"null_rate":0.0,"stats":{}},{"alerts":[{"code":"constant","level":"info","message":"only one distinct 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Kaka\u00f3 sz\u00e1razanyag legal\u00e1bb 70% . \u00d6Sszetev\u0151k: kaka\u00f3massza, cukor, kaka\u00f3vaj, emulge\u00e1l\u00f3szerek: lecitinek (sz\u00f3j\u00e1b\u00f3l); van\u00edlia kivonat. Nyomokban di\u00f3f\u00e9l\u00e9ket \u00e9s tejet tartalmazhat. Bontatlan csomagol\u00e1sban t\u00e1rolva min\u0151s\u00e9g\u00e9t meg\u00f3rzi (nap/h\u00f3nap/\u00e9v): a csomagol\u00e1s h\u00e1toldal\u00e1n felt\u00fcntetett id\u0151pontig. Sz\u00e1raz, h\u0171v\u00f6s helyen t\u00e1roland\u00f3! K\u00e9sz\u00fclt: N\u00e9metorsz\u00e1gban. A kaka\u00f3bab sz\u00e1rmaz\u00e1si helye: Ecuador, Elef\u00e1ntcsontpart, Gh\u00e1na, Kamerun \u00e9s Nigeria. A Fairtrade Cocoa Program (Fairtrade Kaka\u00f3 Program) el\u0151ny\u00f6kh\u00f6z juttatja a kistermel\u0151ket az\u00e1ltal, hogy t\u00f6bb kaka\u00f3t \u00e9rt\u00e9kes\u00edtenek Fairtrade term\u00e9kk\u00e9nt. L\u00e1togasson el a www.info.fairtrade.net/program oldalra. \r\n\r\nRO Ciocolat\u0103 am\u0103ruie. Substant\u0103 uscat\u0103 de cacao minimum 70% Ingrediente: mas\u0103 de cacao, zah\u0103r, unt de cacao, emulsifiant: lecitine din soia; extract din vanilie. Cu ingrediente din t\u0103ri UE \u015fi non UE. Poate contine urme de fructe cu coaj\u0103 lemnoas\u0103 \u015fi lapte. A se consuma de preferint\u0103 \u00eenainte de/Nr. Lot: vezi spate ambalaj. A se p\u0103stra la loc uscat \u015fi r\u0103coros, ferit de razele soarelui \u0219i de \u00eenghet, at\u00e2t \u00eenainte, c\u00e2t \u015fi dup\u0103 deschidere. A se consuma \u00een cel mai scurt timp dup\u0103 deschidere. Fairtrade Cocoa Program (Programul Fairtrade de Cacao) permite micilor agricultori s\u0103 beneficieze de v\u00e2nzarea propriei cacao ca Fairtrade. Vizita\u021bi www.info.fairtrade.net/program. Produs in U.E. pentru S.C. Lidl Discount SRL, Sat Nedelea, Comuna Arice\u015ftii Rahtivani, DN 72, Cr\u00e2ngul lui Bot, KM 73+810, jude\u021bul Prahova, Rom\u00e2nia. \r\n\r\nBG \u041d\u0430\u0442\u0443\u0440\u0430\u043b\u0435\u043d \u0448\u043e\u043a\u043e\u043b\u0430\u0434. \u0421\u044a\u0434\u044a\u0440\u0436\u0430 \u043c\u0438\u043d. 70% \u043a\u0430\u043a\u0430\u043e\u0432\u0430 \u043c\u0430\u0441\u0430. \u0421\u044a\u0441\u0442\u0430\u0432\u043a\u0438: \u043a\u0430\u043a\u0430\u043e\u0432\u0430 \u043c\u0430\u0441\u0430, \u0437\u0430\u0445\u0430\u0440, \u043a\u0430\u043a\u0430\u043e\u0432\u043e \u043c\u0430\u0441\u043b\u043e, \u0435\u043c\u0443\u043b\u0433\u0430\u0442\u043e\u0440: \u043b\u0435\u0446\u0438\u0442\u0438\u043d (\u0441\u043e\u0435\u0432); \u0435\u043a\u0441\u0442\u0440\u0430\u043a\u0442 \u043e\u0442 \u0432\u0430\u043d\u0438\u043b\u0438\u044f. \u041c\u043e\u0436\u0435 \u0434\u0430 \u0441\u044a\u0434\u044a\u0440\u0436\u0430 \u0441\u043b\u0435\u0434\u0438 \u043e\u0442 \u044f\u0434\u043a\u0438 \u0438 \u043c\u043b\u044f\u043a\u043e. \u041d\u0435\u043e\u0442\u0432\u043e\u0440\u0435\u043d \u043d\u0430\u0439-\u0434\u043e\u0431\u044a\u0440 \u0434\u043e:/ \u041f\u0430\u0440\u0442\u0438\u0434\u0430: \u0432\u0438\u0436 \u0437\u0430\u0434\u043d\u0430\u0442\u0430 \u0441\u0442\u0440\u0430\u043d\u0430. \u0414\u0430 \u0441\u0435 \u0441\u044a\u0445\u0440\u0430\u043d\u044f\u0432\u0430 \u043d\u0430 \u0441\u0443\u0445\u043e \u0438 \u0445\u043b\u0430\u0434\u043d\u043e \u043c\u044f\u0441\u0442\u043e. \u041f\u0440\u043e\u0433\u0440\u0430\u043c\u0430\u0442\u0430 \u0437\u0430 \u0441\u0435\u0440\u0442\u0438\u0444\u0438\u0446\u0438\u0440\u0430\u043d\u0435 \u043d\u0430 \u043a\u0430\u043a\u0430\u043e Fairtrade \u0421\u043e\u0441\u043e\u0430 Program \u0434\u0430\u0432\u0430 \u0432\u044a\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442 \u043d\u0430 \u043c\u0430\u043b\u043a\u0438\u0442\u0435 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u0438 \u0434\u0430 \u043f\u0440\u043e\u0434\u0430\u0432\u0430\u0442 \u043f\u043e\u0432\u0435\u0447\u0435 \u043a\u0430\u043a\u0430\u043e \u043f\u0440\u0438 \u0441\u043f\u0440\u0430\u0432\u0435\u0434\u043b\u0438\u0432\u0438 \u0443\u0441\u043b\u043e\u0432\u0438\u044f \u043d\u0430 \u0442\u044a\u0440\u0433\u043e\u0432\u0438\u044f. \u041f\u043e\u0432\u0435\u0447\u0435 \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u044f \u043d\u0430 www.info.fairtrade.net/program \u041f\u0440\u043e\u0438\u0437\u0432\u0435\u0434\u0435\u043d\u043e \u0432 \u0413\u0435\u0440\u043c\u0430\u043d\u0438\u044f \u0437\u0430 \u041b\u0438\u0434\u043b \u0429\u0438\u0444\u0442\u0443\u043d\u0433 \u0435\u043d\u0434 \u041a\u043e. \u041a\u0413, \u0429\u0438\u0444\u0442\u0441\u0431\u0435\u0440\u0433\u0449\u0440\u0430\u0441\u0435 1, 74167 \u041d\u0435\u043a\u0430\u0440\u0437\u0443\u043b\u043c, \u0413\u0435\u0440\u043c\u0430\u043d\u0438\u044f. LIDL",1],["Cukor, p\u00e1lmaolaj, _MOGYOR\u00d3_ (13%), zs\u00edrszeg\u00e9ny kaka\u00f3por (7,4%), sov\u00e1ny _TEJPOR_ (6,6%), _TEJSAV\u00d3POR_, emulge\u00e1l\u00f3szer: lecitinek (_SZ\u00d3JA_); aroma (vanillin).",1],["",1]]},"kind":"categorical","n":50,"n_null":46,"n_unique":4,"null_rate":0.92,"stats":{"cardinality":4,"entropy":2.0,"entropy_ratio":1.0,"top_rate":0.25,"top_value":"Kaka\u00f3massza, cukor, kaka\u00f3 - vaj, van\u00edlia."}},{"alerts":[{"code":"long_tail","level":"info","message":"2 singleton categories"},{"code":"null_rate","level":"warn","message":"92.0% null"}],"column":"product_name_hu","extras":{"singletons":2,"top_values":[["",2],["Excellence 70% Cocoa Intense Dark",1],["Dark Chocolate 70% Cacao",1]]},"kind":"categorical","n":50,"n_null":46,"n_unique":3,"null_rate":0.92,"stats":{"cardinality":3,"entropy":1.5,"entropy_ratio":0.9463946303571862,"top_rate":0.5,"top_value":""}},{"alerts":[{"code":"long_tail","level":"info","message":"2 singleton categories"},{"code":"null_rate","level":"warn","message":"96.0% null"}],"column":"generic_name_sr","extras":{"singletons":2,"top_values":[["Tamna \u010dokolada sa 70% kakaa",1],["",1]]},"kind":"categorical","n":50,"n_null":48,"n_unique":2,"null_rate":0.96,"stats":{"cardinality":2,"entropy":1.0,"entropy_ratio":1.0,"top_rate":0.5,"top_value":"Tamna \u010dokolada sa 70% kakaa"}},{"alerts":[{"code":"null_rate","level":"warn","message":"92.0% null"},{"code":"imbalance","level":"warn","message":"top value is 100.0% of rows"}],"column":"origin_hu","extras":{"singletons":0,"top_values":[["",4]]},"kind":"categorical","n":50,"n_null":46,"n_unique":1,"null_rate":0.92,"stats":{"cardinality":1,"entropy":-0.0,"entropy_ratio":0.0,"top_rate":1.0,"top_value":""}},{"alerts":[{"code":"long_tail","level":"info","message":"3 singleton categories"},{"code":"null_rate","level":"warn","message":"94.0% null"}],"column":"ingredients_text_with_allergens_hu","extras":{"singletons":3,"top_values":[["Kaka\u00f3massza, cukor, kaka\u00f3 - vaj, van\u00edlia.",1],["HU \u00c9tcsokol\u00e1d\u00e9. Kaka\u00f3 sz\u00e1razanyag legal\u00e1bb 70% . \u00d6Sszetev\u0151k: kaka\u00f3massza, cukor, kaka\u00f3vaj, emulge\u00e1l\u00f3szerek: lecitinek (sz\u00f3j\u00e1b\u00f3l); van\u00edlia kivonat. Nyomokban di\u00f3f\u00e9l\u00e9ket \u00e9s tejet tartalmazhat. Bontatlan csomagol\u00e1sban t\u00e1rolva min\u0151s\u00e9g\u00e9t meg\u00f3rzi (nap/h\u00f3nap/\u00e9v): a csomagol\u00e1s h\u00e1toldal\u00e1n felt\u00fcntetett id\u0151pontig. Sz\u00e1raz, h\u0171v\u00f6s helyen t\u00e1roland\u00f3! K\u00e9sz\u00fclt: N\u00e9metorsz\u00e1gban. A kaka\u00f3bab sz\u00e1rmaz\u00e1si helye: Ecuador, Elef\u00e1ntcsontpart, Gh\u00e1na, Kamerun \u00e9s Nigeria. A Fairtrade Cocoa Program (Fairtrade Kaka\u00f3 Program) el\u0151ny\u00f6kh\u00f6z juttatja a kistermel\u0151ket az\u00e1ltal, hogy t\u00f6bb kaka\u00f3t \u00e9rt\u00e9kes\u00edtenek Fairtrade term\u00e9kk\u00e9nt. L\u00e1togasson el a www.info.fairtrade.net/program oldalra. \r\n\r\nRO Ciocolat\u0103 am\u0103ruie. Substant\u0103 uscat\u0103 de cacao minimum 70% Ingrediente: mas\u0103 de cacao, zah\u0103r, unt de cacao, emulsifiant: lecitine din soia; extract din vanilie. Cu ingrediente din t\u0103ri UE \u015fi non UE. Poate contine urme de fructe cu coaj\u0103 lemnoas\u0103 \u015fi lapte. A se consuma de preferint\u0103 \u00eenainte de/Nr. Lot: vezi spate ambalaj. A se p\u0103stra la loc uscat \u015fi r\u0103coros, ferit de razele soarelui \u0219i de \u00eenghet, at\u00e2t \u00eenainte, c\u00e2t \u015fi dup\u0103 deschidere. A se consuma \u00een cel mai scurt timp dup\u0103 deschidere. Fairtrade Cocoa Program (Programul Fairtrade de Cacao) permite micilor agricultori s\u0103 beneficieze de v\u00e2nzarea propriei cacao ca Fairtrade. Vizita\u021bi www.info.fairtrade.net/program. Produs in U.E. pentru S.C. Lidl Discount SRL, Sat Nedelea, Comuna Arice\u015ftii Rahtivani, DN 72, Cr\u00e2ngul lui Bot, KM 73+810, jude\u021bul Prahova, Rom\u00e2nia. \r\n\r\nBG \u041d\u0430\u0442\u0443\u0440\u0430\u043b\u0435\u043d \u0448\u043e\u043a\u043e\u043b\u0430\u0434. \u0421\u044a\u0434\u044a\u0440\u0436\u0430 \u043c\u0438\u043d. 70% \u043a\u0430\u043a\u0430\u043e\u0432\u0430 \u043c\u0430\u0441\u0430. \u0421\u044a\u0441\u0442\u0430\u0432\u043a\u0438: \u043a\u0430\u043a\u0430\u043e\u0432\u0430 \u043c\u0430\u0441\u0430, \u0437\u0430\u0445\u0430\u0440, \u043a\u0430\u043a\u0430\u043e\u0432\u043e \u043c\u0430\u0441\u043b\u043e, \u0435\u043c\u0443\u043b\u0433\u0430\u0442\u043e\u0440: \u043b\u0435\u0446\u0438\u0442\u0438\u043d (\u0441\u043e\u0435\u0432); \u0435\u043a\u0441\u0442\u0440\u0430\u043a\u0442 \u043e\u0442 \u0432\u0430\u043d\u0438\u043b\u0438\u044f. \u041c\u043e\u0436\u0435 \u0434\u0430 \u0441\u044a\u0434\u044a\u0440\u0436\u0430 \u0441\u043b\u0435\u0434\u0438 \u043e\u0442 \u044f\u0434\u043a\u0438 \u0438 \u043c\u043b\u044f\u043a\u043e. \u041d\u0435\u043e\u0442\u0432\u043e\u0440\u0435\u043d \u043d\u0430\u0439-\u0434\u043e\u0431\u044a\u0440 \u0434\u043e:/ \u041f\u0430\u0440\u0442\u0438\u0434\u0430: \u0432\u0438\u0436 \u0437\u0430\u0434\u043d\u0430\u0442\u0430 \u0441\u0442\u0440\u0430\u043d\u0430. \u0414\u0430 \u0441\u0435 \u0441\u044a\u0445\u0440\u0430\u043d\u044f\u0432\u0430 \u043d\u0430 \u0441\u0443\u0445\u043e \u0438 \u0445\u043b\u0430\u0434\u043d\u043e \u043c\u044f\u0441\u0442\u043e. \u041f\u0440\u043e\u0433\u0440\u0430\u043c\u0430\u0442\u0430 \u0437\u0430 \u0441\u0435\u0440\u0442\u0438\u0444\u0438\u0446\u0438\u0440\u0430\u043d\u0435 \u043d\u0430 \u043a\u0430\u043a\u0430\u043e Fairtrade \u0421\u043e\u0441\u043e\u0430 Program \u0434\u0430\u0432\u0430 \u0432\u044a\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442 \u043d\u0430 \u043c\u0430\u043b\u043a\u0438\u0442\u0435 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u0438 \u0434\u0430 \u043f\u0440\u043e\u0434\u0430\u0432\u0430\u0442 \u043f\u043e\u0432\u0435\u0447\u0435 \u043a\u0430\u043a\u0430\u043e \u043f\u0440\u0438 \u0441\u043f\u0440\u0430\u0432\u0435\u0434\u043b\u0438\u0432\u0438 \u0443\u0441\u043b\u043e\u0432\u0438\u044f \u043d\u0430 \u0442\u044a\u0440\u0433\u043e\u0432\u0438\u044f. \u041f\u043e\u0432\u0435\u0447\u0435 \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u044f \u043d\u0430 www.info.fairtrade.net/program \u041f\u0440\u043e\u0438\u0437\u0432\u0435\u0434\u0435\u043d\u043e \u0432 \u0413\u0435\u0440\u043c\u0430\u043d\u0438\u044f \u0437\u0430 \u041b\u0438\u0434\u043b \u0429\u0438\u0444\u0442\u0443\u043d\u0433 \u0435\u043d\u0434 \u041a\u043e. \u041a\u0413, \u0429\u0438\u0444\u0442\u0441\u0431\u0435\u0440\u0433\u0449\u0440\u0430\u0441\u0435 1, 74167 \u041d\u0435\u043a\u0430\u0440\u0437\u0443\u043b\u043c, \u0413\u0435\u0440\u043c\u0430\u043d\u0438\u044f. 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Esters et mono gras), prot\u00e9ines de lait levure",1]]},"kind":"categorical","n":50,"n_null":49,"n_unique":1,"null_rate":0.98,"stats":{"cardinality":1,"entropy":-0.0,"entropy_ratio":0.0,"top_rate":1.0,"top_value":"Farine de bl\u00e9, sucre, beurre frais 9,5 % , aeufs entiers frais, cr\u00e8me fraiche 5,5% , levure, sel, ar\u00f4mes naturels (contient alcool), gluten de bl\u00e9, poudre de lait \u00e9cr\u00e9m\u00e9, eau de vie, \u00e9mulsifiants (Mono et diglyc\u00e9rides d'acides gras, St\u00e9aroyl-2 - actylate de sodium, diac\u00e9tyltartriques des mono et diglyc\u00e9rides d'acides d\u00e9sactiv\u00e9e, colorant (b\u00e9ta carot\u00e8ne) Traces \u00e9ventuelles de fruits \u00e0 coque. Esters et mono gras), prot\u00e9ines de lait levure"}},{"alerts":[{"code":"long_tail","level":"info","message":"1 singleton categories"},{"code":"null_rate","level":"warn","message":"98.0% null"},{"code":"imbalance","level":"warn","message":"top value is 100.0% of rows"}],"column":"ingredients_text_with_allergens_ro","extras":{"singletons":1,"top_values":[["",1]]},"kind":"categorical","n":50,"n_null":49,"n_unique":1,"null_rate":0.98,"stats":{"cardinality":1,"entropy":-0.0,"entropy_ratio":0.0,"top_rate":1.0,"top_value":""}},{"alerts":[{"code":"long_tail","level":"info","message":"1 singleton categories"},{"code":"null_rate","level":"warn","message":"98.0% null"},{"code":"imbalance","level":"warn","message":"top value is 100.0% of rows"}],"column":"origin_lt","extras":{"singletons":1,"top_values":[["",1]]},"kind":"categorical","n":50,"n_null":49,"n_unique":1,"null_rate":0.98,"stats":{"cardinality":1,"entropy":-0.0,"entropy_ratio":0.0,"top_rate":1.0,"top_value":""}},{"alerts":[{"code":"long_tail","level":"info","message":"1 singleton categories"},{"code":"null_rate","level":"warn","message":"98.0% null"},{"code":"imbalance","level":"warn","message":"top value is 100.0% of rows"}],"column":"ingredients_text_with_allergens_lt","extras":{"singletons":1,"top_values":[["",1]]},"kind":"categorical","n":50,"n_null":49,"n_unique":1,"null_rate":0.98,"stats":{"cardinality":1,"entropy":-0.0,"entropy_ratio":0.0,"top_rate":1.0,"top_value":""}},{"alerts":[{"code":"long_tail","level":"info","message":"1 singleton categories"},{"code":"null_rate","level":"warn","message":"98.0% null"},{"code":"imbalance","level":"warn","message":"top value is 100.0% of rows"}],"column":"product_name_lt","extras":{"singletons":1,"top_values":[["",1]]},"kind":"categorical","n":50,"n_null":49,"n_unique":1,"null_rate":0.98,"stats":{"cardinality":1,"entropy":-0.0,"entropy_ratio":0.0,"top_rate":1.0,"top_value":""}},{"alerts":[{"code":"long_tail","level":"info","message":"1 singleton categories"},{"code":"null_rate","level":"warn","message":"98.0% null"},{"code":"imbalance","level":"warn","message":"top value is 100.0% of rows"}],"column":"ingredients_text_lt","extras":{"singletons":1,"top_values":[["",1]]},"kind":"categorical","n":50,"n_null":49,"n_unique":1,"null_rate":0.98,"stats":{"cardinality":1,"entropy":-0.0,"entropy_ratio":0.0,"top_rate":1.0,"top_value":""}},{"alerts":[{"code":"long_tail","level":"info","message":"1 singleton categories"},{"code":"null_rate","level":"warn","message":"98.0% null"},{"code":"imbalance","level":"warn","message":"top value is 100.0% of rows"}],"column":"packaging_text_lt","extras":{"singletons":1,"top_values":[["",1]]},"kind":"categorical","n":50,"n_null":49,"n_unique":1,"null_rate":0.98,"stats":{"cardinality":1,"entropy":-0.0,"entropy_ratio":0.0,"top_rate":1.0,"top_value":""}},{"alerts":[{"code":"long_tail","level":"info","message":"1 singleton categories"},{"code":"null_rate","level":"warn","message":"98.0% null"},{"code":"imbalance","level":"warn","message":"top value is 100.0% of rows"}],"column":"generic_name_lt","extras":{"singletons":1,"top_values":[["",1]]},"kind":"categorical","n":50,"n_null":49,"n_unique":1,"null_rate":0.98,"stats":{"cardinality":1,"entropy":-0.0,"entropy_ratio":0.0,"top_rate":1.0,"top_value":""}},{"alerts":[{"code":"long_tail","level":"info","message":"1 singleton categories"},{"code":"null_rate","level":"warn","message":"98.0% null"},{"code":"imbalance","level":"warn","message":"top value is 100.0% of rows"}],"column":"ingredients_text_fr_ocr_1713713129_result","extras":{"singletons":1,"top_values":[["P\u00e2te de cacao, cacao en poudre d\u00e9graiss\u00e9, beurre de cacao, sucre, lait en poudre, p\u00e2te de amandes et de noisettes, \u00e9mulsifiants (l\u00e9cithines (soja, toumesol)) et ar\u00f4me. Cacao 92% minimum. Peut contenir des traces d'autres fruits \u00e0 coque.",1]]},"kind":"categorical","n":50,"n_null":49,"n_unique":1,"null_rate":0.98,"stats":{"cardinality":1,"entropy":-0.0,"entropy_ratio":0.0,"top_rate":1.0,"top_value":"P\u00e2te de cacao, cacao en poudre d\u00e9graiss\u00e9, beurre de cacao, sucre, lait en poudre, p\u00e2te de amandes et de noisettes, \u00e9mulsifiants (l\u00e9cithines (soja, toumesol)) et ar\u00f4me. Cacao 92% minimum. Peut contenir des traces d'autres fruits \u00e0 coque."}},{"alerts":[{"code":"long_tail","level":"info","message":"1 singleton categories"},{"code":"null_rate","level":"warn","message":"98.0% null"},{"code":"imbalance","level":"warn","message":"top value is 100.0% of rows"}],"column":"ingredients_text_fr_ocr_1713713129","extras":{"singletons":1,"top_values":[["Ingr\u00e9dients : P\u00e2te de cacao, cacao en poudre d\u00e9graiss\u00e9, beurre de cacao, sucre, lait en poudre, p\u00e2te de amandes et de noisettes, \u00e9mulsifiants (l\u00e9cithines (soja, toumesol)) et ar\u00f4me. Cacao 92% minimum. Peut contenir des traces d'autres fruits \u00e0 coque.",1]]},"kind":"categorical","n":50,"n_null":49,"n_unique":1,"null_rate":0.98,"stats":{"cardinality":1,"entropy":-0.0,"entropy_ratio":0.0,"top_rate":1.0,"top_value":"Ingr\u00e9dients : P\u00e2te de cacao, cacao en poudre d\u00e9graiss\u00e9, beurre de cacao, sucre, lait en poudre, p\u00e2te de amandes et de noisettes, \u00e9mulsifiants (l\u00e9cithines (soja, toumesol)) et ar\u00f4me. Cacao 92% minimum. Peut contenir des traces d'autres fruits \u00e0 coque."}}],"insights":{"errors":[],"insights":[{"confidence":"medium","critiques":[],"evidence_keys":["nutriscore_grade.top_value","nutriscore_grade.stats.top_rate","scans_n.stats.mean","scans_n.stats.max","scans_n.alerts","nova_groups.top_value","nova_groups.stats.top_rate","ecoscore_grade.stats.cardinality","emb_code.null_rate","ingredients_text_ja.null_rate"],"featured_charts":[{"caption":"Check whether grade 'e' dominates the distribution, which would indicate the sample skews toward nutritionally poor products.","column":"nutriscore_grade","kind":"bar"},{"caption":"Look for the strong right skew (mean 578, max 2523) revealing a small set of highly-scanned popular products.","column":"scans_n","kind":"histogram"},{"caption":"Notice that NOVA group 4 (ultra-processed) accounts for the majority of products in this sample.","column":"nova_groups","kind":"donut"},{"caption":"Inspect how eco-scores spread across grades a through f, with 'e' and 'unknown' representing a large share.","column":"ecoscore_grade","kind":"bar"},{"caption":"See that 'Sugary snacks' dominates the food group classification, confirming the sample's heavy confectionery bias.","column":"pnns_groups_1","kind":"bar"}],"model":"anthropic:default","narrative":"This is a 50-product sample from the Open Food Facts database, an open crowdsourced food product catalogue with 545 columns spanning multilingual product names, ingredient texts, allergen data, nutritional scores, packaging details, and community metadata. The most striking structural issue is extreme sparsity: the vast majority of language-specific columns (e.g. product_name_dz, ingredients_text_ja) have null rates of 96\u201398%, meaning content is concentrated in French and English fields. Two things most deserve a closer look: first, the Nutri-Score distribution is heavily skewed toward grade 'e' (54% of products), suggesting the sample leans toward nutritionally poor items; second, scan counts (scans_n, mean 578, max 2523) show a strong right-skewed tail with a few highly popular products dominating community attention.","scope":"dataset","target":"__global__"},{"confidence":"high","critiques":[],"evidence_keys":["null_rate","n_unique","cardinality","entropy","top_value","top_rate","n"],"model":"anthropic:default","narrative":"This column is intended to capture an environmental impact level category, but it is effectively empty: 56% of the 50 rows are null and the remaining 44% (22 rows) contain only a blank string, yielding a single unique value and zero entropy. The column carries no usable information in its current state and is entirely uninformative for modelling or analysis.","role":"other","scope":"column","target":"environment_impact_level","treatment":"Drop this column; all non-null values are blank strings and it contains zero informational signal."},{"confidence":"high","critiques":[],"evidence_keys":["n","n_unique","null_rate","cardinality","entropy","top_rate","top_values"],"model":"anthropic:default","narrative":"This column appears to be a German-language origin/source label field ('origin_de'), but it contains effectively no usable data: the only observed value across all 50 rows is an empty string, appearing 20 times, with 60% of rows (30) being null. Cardinality is 1, entropy is 0, and top_rate is 1.0 \u2014 the column is entirely uninformative in its current state.","role":"label","scope":"column","target":"origin_de","treatment":"Drop this column; it carries zero information (all non-null values are empty strings and 60% are null)."},{"confidence":"high","critiques":[],"evidence_keys":["null_rate","n_unique","top_value","top_rate","entropy","cardinality","n"],"model":"anthropic:default","narrative":"This column appears to be a Spanish-language origin/source label field ('origin_es'), but it is entirely devoid of meaningful content: the sole observed value is an empty string, appearing 20 times across 50 rows. With a 60% null rate and the remaining 40% being empty strings, the column carries zero informational entropy and is effectively blank across the entire dataset. This is a strong signal that the field was never populated.","role":"other","scope":"column","target":"origin_es","treatment":"Drop this column; it contains no usable signal (cardinality 1, top value is empty string, 60% nulls)."},{"confidence":"high","critiques":[],"evidence_keys":["null_rate","n_unique","cardinality","entropy","top_value","top_rate","n"],"model":"anthropic:default","narrative":"This column appears to be an 'origin Italy' flag or similar origin/locale indicator, but it is effectively empty: 68% of its 50 rows are null, and the sole non-null value present is an empty string appearing 16 times. With cardinality of 1 and entropy of 0, the column carries zero information. The combination of high nulls and a blank-string-only value suggests the field was never populated in this dataset slice.","role":"other","scope":"column","target":"origin_it","treatment":"Drop \u2014 zero variance and entirely unpopulated (null or empty string); contributes no signal to any downstream task."},{"confidence":"high","critiques":[],"evidence_keys":["null_rate","n_unique","cardinality","entropy","top_value","top_rate","n"],"model":"anthropic:default","narrative":"This column ('origin_nl') is a categorical field, likely a Dutch-language origin label or description, but it is effectively empty: 76% of the 50 rows are null, and the sole non-null value present is an empty string (''), appearing 12 times. With cardinality of 1, zero entropy, and a top_rate of 1.0 across only 12 non-null rows, the column carries no information whatsoever.","role":"other","scope":"column","target":"origin_nl","treatment":"Drop this column; it contains no usable signal (100% null or empty string across all 50 rows)."},{"confidence":"high","critiques":[],"evidence_keys":["null_rate","n_unique","cardinality","entropy","top_value","top_rate","n"],"model":"anthropic:default","narrative":"This column appears to hold Dutch-language packaging text for products, but is effectively empty: 76% of the 50 rows are null, and the sole non-null value is an empty string appearing 12 times, giving a cardinality of 1 and zero entropy. Every observed value is either missing or a blank string, meaning this column carries no usable information in this sample.","role":"other","scope":"column","target":"packaging_text_nl","treatment":"Drop this column; it contains no informative values in the current dataset."},{"confidence":"high","critiques":[],"evidence_keys":["null_rate","n_unique","cardinality","top_value","top_rate","entropy","n"],"model":"anthropic:default","narrative":"This column appears to be an Arabic-language origin field ('origin_ar') that is almost entirely empty. With an 80% null rate and cardinality of 1, the sole 'unique' value is itself an empty string appearing 10 times across 50 rows \u2014 meaning the column contains no actual data at all. This is a fully degenerate column with zero informational content.","role":"other","scope":"column","target":"origin_ar","treatment":"Drop \u2014 column carries no information (100% null or empty string, entropy 0.0)."},{"confidence":"high","critiques":[],"evidence_keys":["null_rate","n_unique","cardinality","entropy","top_value","top_rate","n"],"model":"anthropic:default","narrative":"This column, likely representing an origin point or location, is almost entirely empty: 80% of its 50 rows are null, and the only non-null value present is an empty string appearing 10 times \u2014 meaning the column contains no actual information whatsoever. With a cardinality of 1 and entropy of 0.0, it is completely invariant. The combination of high null rate and a sole value being an empty string suggests the field was never populated in this dataset.","role":"other","scope":"column","target":"origin_pt","treatment":"Drop \u2014 column carries zero information due to 80% nulls and a single empty-string value across all remaining rows."},{"confidence":"high","critiques":[],"evidence_keys":["null_rate","n_unique","top_value","top_rate","entropy","n","cardinality"],"model":"anthropic:default","narrative":"This column appears to hold Arabic-language packaging text, but it is effectively empty: 80% of the 50 rows are null, and the remaining 10 non-null rows contain only an empty string \u2014 giving a single unique value with top_rate of 1.0 and zero entropy. The column carries no information whatsoever in this dataset snapshot.","role":"metadata","scope":"column","target":"packaging_text_ar","treatment":"Drop this column; it contains no usable signal (100% null or empty string across all rows)."},{"confidence":"high","critiques":[],"evidence_keys":["null_rate","n_unique","top_value","top_rate","cardinality","entropy","n"],"model":"anthropic:default","narrative":"This column appears to be a Portuguese-language packaging text field, almost certainly intended to carry product label or packaging descriptions. With an 80% null rate and the sole non-null value being an empty string appearing 10 times, the column contains zero usable information across all 50 rows. The effective data-present rate is 0%, making this column entirely empty in practice.","role":"free_text","scope":"column","target":"packaging_text_pt","treatment":"Drop this column; it carries no information and all present values are empty strings."},{"confidence":"high","critiques":[],"evidence_keys":["null_rate","n_unique","cardinality","entropy","top_value","top_rate","n"],"model":"anthropic:default","narrative":"This column represents the unit basis for imported nutrition data, and every non-null value is identically '100g' \u2014 giving it a cardinality of 1 and an entropy of 0.0. With an 84% null rate across 50 rows, only 8 observations carry a value at all, making the column almost entirely absent. The combination of extreme nullity and zero variance means this column provides no discriminating information whatsoever.","role":"metadata","scope":"column","target":"nutrition_data_per_imported","treatment":"Drop \u2014 84% null with a single constant value ('100g') offers no predictive or analytical signal."},{"confidence":"high","critiques":[],"evidence_keys":["null_rate","n_unique","top_value","top_rate","entropy","cardinality","n"],"model":"anthropic:default","narrative":"This column appears to be a binary checkbox field (HTML-style 'on'/'off'), but only the value 'on' is ever recorded \u2014 cardinality is 1 with 'on' appearing in all 7 non-null rows. The 86% null rate is the dominant signal: nulls almost certainly represent unchecked state rather than missing data, meaning the column encodes a boolean with an unconventional null-as-false convention. Zero entropy confirms complete absence of variation among non-null values.","role":"feature","scope":"column","target":"checked","treatment":"Recode nulls as 0 and 'on' as 1 to produce a proper boolean/integer column before modelling."},{"confidence":"high","critiques":[],"evidence_keys":["null_rate","n_unique","top_value","top_rate","entropy","n","alerts"],"model":"anthropic:default","narrative":"This column records the imported language of a record, and across the full 50-row dataset every non-null value is 'fr' (French) \u2014 a single unique value with zero entropy. With an 86% null rate, only 7 of 50 rows carry any value at all, making the column nearly empty and entirely constant where populated. Both the extreme null rate and perfect imbalance are flagged as alerts, suggesting this field may be partially populated metadata from an import pipeline rather than a reliable feature.","role":"metadata","scope":"column","target":"lang_imported","treatment":"Drop or impute cautiously \u2014 86% nulls and zero variance make this column uninformative for modelling; investigate import pipeline for why values are absent."},{"confidence":"high","critiques":[],"evidence_keys":["null_rate","n_unique","cardinality","entropy","top_value","top_rate"],"model":"anthropic:default","narrative":"This column captures the unit basis for imported nutrition data (e.g., 'per 100g'), and is effectively a constant \u2014 the only observed value is '100g' across all 7 non-null rows. With an 86% null rate and cardinality of 1, it carries zero discriminative information. The combination of near-total missingness and zero entropy is a strong signal this field was either sparsely populated at ingestion or serves as a fixed schema placeholder.","role":"metadata","scope":"column","target":"nutrition_data_prepared_per_imported","treatment":"Drop before modelling; column is a zero-variance constant with 86% nulls and provides no analytical value."},{"confidence":"high","critiques":[],"evidence_keys":["null_rate","n_unique","cardinality","entropy","top_rate","top_value","top_values"],"model":"anthropic:default","narrative":"This column appears to be a boolean or flag field (likely 'imported' status, now obsolete) that contains only the value '0' across all 7 non-null rows. With an 86% null rate and a cardinality of 1, the column carries zero information \u2014 entropy is exactly 0.0 and the single observed value covers 100% of non-null records. Both the near-total nulls and complete value imbalance are flagged as alerts.","role":"other","scope":"column","target":"obsolete_imported","treatment":"Drop \u2014 zero variance, 86% nulls, and a name explicitly marking it obsolete make this column uninformative for any downstream use."},{"confidence":"high","critiques":[],"evidence_keys":["null_rate","n_unique","cardinality","entropy","top_value","top_rate","n"],"model":"anthropic:default","narrative":"This column, likely representing an origin financial institution or similar identifier, is almost entirely empty: 90% null rate with only 5 non-null rows across 50 records. Among those 5 non-null values, every single one is an empty string, meaning the column contains zero meaningful information\u2014cardinality is 1, entropy is 0, and the sole 'value' is a blank.","role":"other","scope":"column","target":"origin_fi","treatment":"Drop this column entirely; it carries no information and is 100% effectively empty across all 50 rows."},{"confidence":"high","critiques":[],"evidence_keys":["null_rate","n_unique","cardinality","entropy","top_value","top_rate","n"],"model":"anthropic:default","narrative":"This column appears to be an 'origin platform' or similar provenance field, but it is essentially empty: 90% of its 50 rows are null, and the only non-null value is an empty string appearing 5 times. With cardinality of 1 and entropy of 0.0, it carries zero information. The combination of high null rate and a single blank value strongly suggests this field was never populated in this dataset slice.","role":"metadata","scope":"column","target":"origin_pl","treatment":"Drop \u2014 zero variance and 90% nulls make this column useless for modelling or analysis."},{"confidence":"high","critiques":[],"evidence_keys":["null_rate","n_unique","cardinality","entropy","top_value","top_rate","n"],"model":"anthropic:default","narrative":"This column appears to be Finnish-language packaging text for a product dataset, but it is almost entirely empty: 90% of the 50 rows are null, and the sole non-null value across all 5 populated rows is an empty string. With cardinality of 1 and entropy of 0, the column carries zero information \u2014 it is effectively unpopulated.","role":"metadata","scope":"column","target":"packaging_text_fi","treatment":"Drop this column; it is 90% null with only empty strings in the remaining rows and provides no signal for modelling or analysis."},{"confidence":"high","critiques":[],"evidence_keys":["null_rate","n_unique","cardinality","entropy","top_value","top_rate","n"],"model":"anthropic:default","narrative":"This column appears to be a Polish-language packaging text field that is almost entirely empty: 90% of its 50 rows are null, and the sole non-null value present in 5 rows is an empty string. With cardinality of 1 and entropy of 0, the column carries zero information. The combination of a 90% null rate and a top_value of '' means not a single meaningful entry exists in this sample.","role":"other","scope":"column","target":"packaging_text_pl","treatment":"Drop this column; it contains no usable information in the current sample."},{"confidence":"high","critiques":[],"evidence_keys":["null_rate","n_unique","cardinality","entropy","top_value","top_rate","n"],"model":"anthropic:default","narrative":"This column is a boolean flag indicating whether nutrition data was absent for a record. It has a 92% null rate across 50 rows, and the only 4 non-null values all carry the single value 'false', giving it zero entropy and cardinality of 1. The extreme null rate combined with complete value uniformity among non-nulls means this column carries no predictive signal whatsoever \u2014 it is effectively empty.","role":"feature","scope":"column","target":"no_nutrition_data_imported","treatment":"Drop \u2014 zero variance and 92% nulls make this column useless for modelling or analysis."},{"confidence":"high","critiques":[],"evidence_keys":["null_rate","n_unique","cardinality","entropy","top_rate","top_value","top_values","n"],"model":"anthropic:default","narrative":"This column appears to be an origin or handling-unit identifier that is almost entirely unpopulated \u2014 92% of its 50 rows are null, and the sole non-null value present is an empty string appearing 4 times. With cardinality of 1, zero entropy, and a top_rate of 1.0 across non-null values, the column carries no discriminative information whatsoever. This is a effectively a blank field in the current dataset snapshot.","role":"other","scope":"column","target":"origin_hu","treatment":"Drop \u2014 92% null with a single empty-string value provides zero signal for any downstream task."},{"confidence":"high","critiques":[],"evidence_keys":["null_rate","n_unique","cardinality","entropy","top_value","top_rate","n"],"model":"anthropic:default","narrative":"This column, likely an origin or source indicator (possibly a survey or system variant field), is effectively empty: 92% of its 50 rows are null, and the sole non-null 'value' present in 4 rows is itself an empty string. With cardinality of 1 and entropy of 0, there is zero information content in this column. The combination of near-total nulls and a blank top value means the column carries no usable signal whatsoever.","role":"other","scope":"column","target":"origin_sv","treatment":"Drop \u2014 column contains no information (92% null, remaining values are empty strings)."},{"confidence":"high","critiques":[],"evidence_keys":["null_rate","n_unique","cardinality","entropy","top_value","top_rate","n"],"model":"anthropic:default","narrative":"This column contains Hungarian-language packaging text, but is almost entirely empty: 92% null rate across 50 rows, and the only non-null value observed is an empty string appearing 4 times. With cardinality of 1 and entropy of 0.0, the column carries zero information \u2014 it is effectively unpopulated.","role":"feature","scope":"column","target":"packaging_text_hu","treatment":"Drop \u2014 92% nulls and a single empty-string value provide no modelling or analytical signal."},{"confidence":"high","critiques":[],"evidence_keys":["null_rate","n_unique","top_value","top_rate","entropy","n","cardinality"],"model":"anthropic:default","narrative":"This column appears to be a Swedish-language packaging text field ('sv' suffix indicating Swedish locale), but it is effectively empty in this dataset. A 92% null rate leaves only 4 non-null rows, and all 4 of those contain an empty string \u2014 meaning there is zero usable content across all 50 rows. The cardinality of 1 and entropy of 0.0 confirm complete absence of informational signal.","role":"other","scope":"column","target":"packaging_text_sv","treatment":"Drop \u2014 100% of present values are empty strings and 92% are null, yielding no usable signal."},{"confidence":"high","critiques":[],"evidence_keys":["null_rate","n_unique","cardinality","entropy","top_value","top_rate","n"],"model":"anthropic:default","narrative":"This column appears to be a Bulgarian-language generic name field (likely a pharmaceutical or product name localization), but it is almost entirely absent: 94% of rows are null and the remaining 3 non-null rows contain only an empty string. With cardinality of 1 and entropy of 0, the column carries zero information.","role":"label","scope":"column","target":"generic_name_bg","treatment":"Drop this column; it is 94% null and the only observed value is an empty string, making it analytically useless."},{"confidence":"high","critiques":[],"evidence_keys":["null_rate","n_unique","cardinality","entropy","top_value","top_rate","n"],"model":"anthropic:default","narrative":"This column appears to be a Czech-language generic name field (indicated by the '_cs' suffix) that is almost entirely empty: 94% of its 50 rows are null, and the sole non-null value is an empty string appearing 3 times. With cardinality of 1 and entropy of 0, the column carries zero information \u2014 it is effectively unpopulated.","role":"label","scope":"column","target":"generic_name_cs","treatment":"Drop this column; it contains no usable signal with a 94% null rate and only empty-string values in the remainder."},{"confidence":"high","critiques":[],"evidence_keys":["null_rate","n_unique","cardinality","entropy","top_rate","top_value","n"],"model":"anthropic:default","narrative":"This column appears to be an Estonian-language generic name field ('et' locale suffix), but it is effectively empty: 94% of its 50 rows are null, and the sole non-null value is a blank string appearing 3 times, giving a cardinality of 1. The column carries zero information \u2014 entropy is 0.0 and top_rate is 1.0 across a single empty token.","role":"label","scope":"column","target":"generic_name_et","treatment":"Drop this column; it contains no usable data (94% null, remaining values are blank strings)."},{"confidence":"high","critiques":[],"evidence_keys":["null_rate","n_unique","cardinality","entropy","top_value","top_rate","top_values"],"model":"anthropic:default","narrative":"This column is a Russian-language ingredients text field for food/product records, almost certainly a localized variant of a broader ingredients column. It is 94% null across 50 rows, and the only non-null value observed is an empty string (appearing 3 times), meaning there is effectively zero usable content in this column. Cardinality of 1 and entropy of 0.0 confirm complete absence of informational signal.","role":"other","scope":"column","target":"ingredients_text_ru","treatment":"Drop; 94% null with only empty-string values provides no modelling or analytical value."},{"confidence":"high","critiques":[],"evidence_keys":["null_rate","n_unique","cardinality","top_value","top_rate","entropy"],"model":"anthropic:default","narrative":"This column is intended to store Russian-language ingredients text with allergen information for food products. It is effectively empty: 94% of the 50 rows are null, and the sole non-null value present is an empty string (''), giving a cardinality of 1 and entropy of 0. There is no usable signal whatsoever in this column for the sampled data.","role":"metadata","scope":"column","target":"ingredients_text_with_allergens_ru","treatment":"Drop this column; it carries no information (94% null, remaining values are empty strings)."},{"confidence":"high","critiques":[],"evidence_keys":["null_rate","n_unique","cardinality","entropy","top_rate","top_value","n"],"model":"anthropic:default","narrative":"This column ('origin_bg') is a categorical field with 50 rows, but 94% of values are null and the sole non-null value is an empty string appearing 3 times \u2014 making it entirely devoid of usable information. Cardinality is 1, entropy is 0, and top_rate is 1.0, confirming complete uniformity across non-null entries. Both alerts (null_rate and imbalance) are triggered, which is expected given the near-total absence of data.","role":"other","scope":"column","target":"origin_bg","treatment":"Drop this column; it carries zero information with 94% nulls and only empty strings remaining."},{"confidence":"high","critiques":[],"evidence_keys":["null_rate","n_unique","cardinality","entropy","top_value","top_rate","n"],"model":"anthropic:default","narrative":"This column appears to be an origin or source tag in Amharic/Ethiopic script (indicated by the '_et' suffix), but it is effectively empty: 94% of the 50 rows are null, and the sole non-null value present is an empty string appearing 3 times. With cardinality of 1 and entropy of 0.0, the column carries zero information. This is likely an unfilled localization or metadata field.","role":"metadata","scope":"column","target":"origin_et","treatment":"Drop this column; it contains no usable signal (94% null, sole value is empty string)."},{"confidence":"high","critiques":[],"evidence_keys":["null_rate","n_unique","cardinality","entropy","top_value","top_rate","n"],"model":"anthropic:default","narrative":"This column appears to be a Russian-language origin/source field that is almost entirely unpopulated: 94% of the 50 rows are null, and the sole non-null value is an empty string appearing 3 times. With cardinality of 1, zero entropy, and a top_rate of 1.0, the column carries absolutely no information. It was likely intended to capture Russian-locale origin metadata but was never populated.","role":"other","scope":"column","target":"origin_ru","treatment":"Drop this column \u2014 it contains no usable signal (94% null, remaining values are empty strings)."},{"confidence":"high","critiques":[],"evidence_keys":["null_rate","n_unique","cardinality","entropy","top_rate","top_value","n"],"model":"anthropic:default","narrative":"This column contains Bulgarian-language packaging text for products, but it is almost entirely empty: 94% of the 50 rows are null, and the sole non-null value observed is an empty string appearing 3 times (top_rate 1.0). With cardinality of 1 and entropy of 0.0, the column carries zero information in its current state.","role":"free_text","scope":"column","target":"packaging_text_bg","treatment":"Drop from modelling; re-evaluate only if Bulgarian market data is backfilled, otherwise exclude as zero-variance."},{"confidence":"high","critiques":[],"evidence_keys":["null_rate","n_unique","cardinality","entropy","top_value","top_rate","n"],"model":"anthropic:default","narrative":"This column appears to be Czech-language packaging text (`_cs` locale suffix), but it is almost entirely empty: 94% null rate across 50 rows, and the only observed non-null value is an empty string appearing 3 times. With cardinality of 1 and entropy of 0, the column carries zero information \u2014 it is effectively unpopulated for this dataset slice.","role":"metadata","scope":"column","target":"packaging_text_cs","treatment":"Drop this column; it contains no usable signal (94% nulls, sole value is empty string)."},{"confidence":"high","critiques":[],"evidence_keys":["null_rate","n_unique","cardinality","entropy","top_value","top_rate","n"],"model":"anthropic:default","narrative":"This column contains Estonian-language packaging text (`_et` locale suffix), but is effectively empty: 94% of its 50 rows are null, and the sole non-null value across all 3 populated rows is an empty string. With cardinality of 1 and entropy of 0.0, the column carries zero information \u2014 it has never been populated in this dataset.","role":"free_text","scope":"column","target":"packaging_text_et","treatment":"Drop \u2014 94% null rate and only empty-string values provide no usable signal."},{"confidence":"high","critiques":[],"evidence_keys":["null_rate","n_unique","cardinality","entropy","top_value","top_rate","n"],"model":"anthropic:default","narrative":"This column holds Russian-language packaging text, but is almost entirely empty: 94% of the 50 rows are null, and the sole non-null value appearing 3 times is an empty string \u2014 giving a cardinality of 1 and zero entropy. In practice the column carries no information whatsoever across the observed sample.","role":"metadata","scope":"column","target":"packaging_text_ru","treatment":"Drop this column; it is effectively unpopulated (94% null, remaining values are empty strings) and provides no signal for modelling or analysis."},{"confidence":"high","critiques":[],"evidence_keys":["n_unique","min","max","mean","median","q1","q3","skew","kurtosis","n_outliers","outlier_rate","iqr"],"model":"anthropic:default","narrative":"This column appears to be a binary flag or pass/fail indicator for ingredient percentage analysis, taking only two distinct values across all 50 rows: 1.0 (present in the vast majority) and -1.0 (a minority case). With Q1, median, and Q3 all equal to 1.0 and a mean of 0.84, roughly 84% of records are coded 1.0 while the remaining ~16% are -1.0, which are flagged as the 4 outliers (8% outlier rate). The extreme skew (\u22123.10) and kurtosis (7.59) are entirely explained by this near-constant binary distribution, not by a continuous numeric spread.","role":"feature","scope":"column","target":"ingredients_percent_analysis","treatment":"Recode as a binary categorical (1 / -1 \u2192 1 / 0) before modelling; verify whether -1.0 encodes 'fail' or 'missing' to avoid misinterpretation."},{"confidence":"medium","critiques":[],"evidence_keys":["mean","median","min","max","skew","kurtosis","n_outliers","outlier_rate","iqr","n_unique"],"model":"anthropic:default","narrative":"This column appears to be a synthetic or encoded identifier rather than a true popularity metric \u2014 values cluster tightly in the 23.9\u201324.0 billion range, with a median of ~23,999,500,422 and a max of ~23,999,992,269, suggesting a fixed-prefix integer key scheme. The strong negative skew (\u22122.67) and high kurtosis (5.11) are driven by 5 outlier values that fall far below the cluster, near the minimum of ~22,999,500,355, which is about 1 billion lower than the bulk of records. Despite the name 'popularity_key', the distribution is inconsistent with any organic popularity signal and is almost certainly a generated or composite key.","role":"identifier","scope":"column","target":"popularity_key","treatment":"Treat as an opaque identifier; do not use as a numeric feature \u2014 investigate the 5 outlier records (~10% of data) for data integrity issues before joining or filtering."},{"confidence":"medium","critiques":[],"evidence_keys":["stats.skew","stats.kurtosis","stats.max","stats.median","stats.q1","stats.q3","stats.min","stats.n_outliers","stats.outlier_rate","n","null_rate"],"model":"anthropic:default","narrative":"This column likely represents a count of scans per record (e.g., barcode or document scans), with 50 records and no nulls. The bulk of values sit in a moderate range (Q1=387, median=492, Q3=604), but extreme positive skew (3.90) and very high kurtosis (18.72) are driven by 4 outliers (8% of rows) reaching up to 2523 \u2014 more than 4\u00d7 the median. The min of 333 suggests a natural floor, possibly a minimum scan threshold or truncation artefact.","role":"feature","scope":"column","target":"scans_n","treatment":"Investigate the 4 outliers before modelling; apply log-transform or robust scaling to reduce skew impact in regression or distance-based models."},{"confidence":"high","critiques":[],"evidence_keys":["stats.skew","stats.kurtosis","stats.max","stats.mean","stats.median","stats.q1","stats.q3","stats.n_outliers","stats.outlier_rate","n","null_rate"],"model":"anthropic:default","narrative":"This column represents a count of unique scans (likely QR-code or barcode scan events) per record, with 50 observations and no nulls. The bulk of values cluster between 362.75 (Q1) and 560.75 (Q3), yet a right-skewed tail (skew=3.91, kurtosis=18.71) driven by 4 outliers pulls the mean (525.38) well above the median (432.0), with a maximum of 2257.0 \u2014 nearly 4\u00d7 the Q3 value. The outlier rate of 8% in just 50 rows is a strong signal that a small number of records see dramatically higher scan volumes than the rest.","role":"feature","scope":"column","target":"unique_scans_n","treatment":"Log-transform or apply robust scaling before modelling to reduce the influence of the 4 extreme outliers; investigate those records for data-quality issues."}],"providers":["anthropic:default"],"total_usage":{"completion_tokens":8743,"prompt_tokens":165764,"total_tokens":174507}},"language_counts":{},"meta":{"generated_at":"2026-06-21T23:49:02+00:00","mode":"full","row_count":50,"sampled_rows":50,"seed":42,"source":"/home/coolhand/html/datavis/data_trove/cache/wild/openfoodfacts_sample.json"},"notes":[],"saturn_version":"0.2.0","schema":{"_id":"categorical","_keywords":"unknown","abbreviated_product_name":"categorical","abbreviated_product_name_fr":"categorical","abbreviated_product_name_fr_imported":"categorical","abbreviated_product_name_imported":"categorical","added_countries_tags":"unknown","additives_n":"numeric","additives_original_tags":"unknown","additives_tags":"unknown","allergens":"categorical","allergens_from_ingredients":"categorical","allergens_from_user":"categorical","allergens_hierarchy":"unknown","allergens_imported":"categorical","allergens_lc":"categorical","allergens_tags":"unknown","amino_acids_prev_tags":"unknown","amino_acids_tags":"unknown","brands":"categorical","brands_imported":"categorical","brands_old":"categorical","brands_tags":"unknown","carbon_footprint_from_known_ingredients_debug":"categorical","carbon_footprint_percent_of_known_ingredients":"numeric","categories":"categorical","categories_hierarchy":"unknown","categories_imported":"categorical","categories_lc":"categorical","categories_old":"categorical","categories_properties":"unknown","categories_properties_tags":"unknown","categories_tags":"unknown","category_properties":"unknown","checked":"categorical","checkers":"unknown","checkers_tags":"unknown","ciqual_food_name_tags":"unknown","cities_tags":"unknown","code":"categorical","codes_tags":"unknown","compared_to_category":"categorical","complete":"numeric","completed_t":"numeric","completeness":"numeric","conservation_conditions":"categorical","conservation_conditions_fr":"categorical","conservation_conditions_fr_imported":"categorical","correctors":"unknown","correctors_tags":"unknown","countries":"categorical","countries_beforescanbot":"categorical","countries_hierarchy":"unknown","countries_imported":"categorical","countries_lc":"categorical","countries_tags":"unknown","created_t":"numeric","creator":"categorical","customer_service":"categorical","customer_service_fr":"categorical","customer_service_fr_imported":"categorical","data_quality_bugs_tags":"unknown","data_quality_completeness_tags":"unknown","data_quality_dimensions":"unknown","data_quality_errors_tags":"unknown","data_quality_info_tags":"unknown","data_quality_tags":"unknown","data_quality_warnings_tags":"unknown","data_sources":"categorical","data_sources_imported":"categorical","data_sources_tags":"unknown","debug_param_sorted_langs":"unknown","debug_tags":"unknown","ecoscore_data":"unknown","ecoscore_grade":"categorical","ecoscore_score":"numeric","ecoscore_tags":"unknown","editors":"unknown","editors_tags":"unknown","emb_code":"categorical","emb_codes":"categorical","emb_codes_20141016":"categorical","emb_codes_orig":"categorical","emb_codes_tags":"unknown","entry_dates_tags":"unknown","environment_impact_level":"categorical","environment_impact_level_tags":"unknown","expiration_date":"categorical","food_groups":"categorical","food_groups_tags":"unknown","forest_footprint_data":"unknown","fruits-vegetables-nuts_100g_estimate":"numeric","generic_name":"categorical","generic_name_ar":"categorical","generic_name_bg":"categorical","generic_name_ca":"categorical","generic_name_cs":"categorical","generic_name_da":"categorical","generic_name_de":"categorical","generic_name_dz":"categorical","generic_name_el":"categorical","generic_name_en":"categorical","generic_name_es":"categorical","generic_name_et":"categorical","generic_name_fi":"categorical","generic_name_fr":"categorical","generic_name_fr_imported":"categorical","generic_name_he":"categorical","generic_name_hu":"categorical","generic_name_it":"categorical","generic_name_ja":"categorical","generic_name_lc":"categorical","generic_name_lt":"categorical","generic_name_nb":"categorical","generic_name_nl":"categorical","generic_name_pl":"categorical","generic_name_pt":"categorical","generic_name_ro":"categorical","generic_name_ru":"categorical","generic_name_sk":"categorical","generic_name_sl":"categorical","generic_name_sr":"categorical","generic_name_sv":"categorical","generic_name_th":"categorical","generic_name_uk":"categorical","generic_name_ur":"categorical","generic_name_xx":"categorical","generic_name_xx_debug_tags":"unknown","generic_name_zh":"categorical","generic_name_zh_debug_tags":"unknown","grades":"unknown","id":"categorical","image_front_small_url":"categorical","image_front_thumb_url":"categorical","image_front_url":"categorical","image_small_url":"categorical","image_thumb_url":"categorical","image_url":"categorical","images":"unknown","informers":"unknown","informers_tags":"unknown","ingredients":"unknown","ingredients_analysis":"unknown","ingredients_analysis_tags":"unknown","in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