{ "cells": [ { "cell_type": "markdown", "id": "5f7c9658-c285-4854-96c0-e899fc55421b", "metadata": {}, "source": [ "# DM project: cheese" ] }, { "cell_type": "code", "execution_count": 1, "id": "7f4f2b89-8257-468c-9f5e-a77e11b8b8ff", "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "from IPython.display import display, HTML\n", "from mlxtend.preprocessing import TransactionEncoder\n", "from mlxtend.frequent_patterns import apriori, association_rules\n", "from geopy.geocoders import Nominatim\n", "import matplotlib.pyplot as plt\n", "import time\n", "import tqdm.notebook as tqdm\n", "import random\n", "import json\n", "import os" ] }, { "cell_type": "code", "execution_count": 2, "id": "1a0afba8-692b-4377-a2ce-5114983e3bbb", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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cheeseurlmilkcountryregionfamilytypefat_contentcalcium_contenttexturerindcolorflavoraromavegetarianvegansynonymsalt_spellingsproducers
0Aarewasserhttps://www.cheese.com/aarewasser/cowSwitzerlandNaNNaNsemi-softNaNNaNbutterywashedyellowsweetbutteryFalseFalseNaNNaNJumi
1Abbaye de Bellochttps://www.cheese.com/abbaye-de-belloc/sheepFrancePays BasqueNaNsemi-hard, artisanNaNNaNcreamy, dense, firmnaturalyellowburnt caramellanolineTrueFalseAbbaye Notre-Dame de BellocNaNNaN
2Abbaye de Belvalhttps://www.cheese.com/abbaye-de-belval/cowFranceNaNNaNsemi-hard40-46%NaNelasticwashedivoryNaNaromaticFalseFalseNaNNaNNaN
3Abbaye de Citeauxhttps://www.cheese.com/abbaye-de-citeaux/cowFranceBurgundyNaNsemi-soft, artisan, brinedNaNNaNcreamy, dense, smoothwashedwhiteacidic, milky, smoothbarnyardy, earthyFalseFalseNaNNaNNaN
4Abbaye de Tamiéhttps://www.cheese.com/tamie/cowFranceSavoieNaNsoft, artisanNaNNaNcreamy, open, smoothwashedwhitefruity, nuttyperfumed, pungentFalseFalseNaNTamié, Trappiste de Tamie, Abbey of TamieNaN
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1182Sveciaosthttps://www.cheese.com/sveciaost/cowSwedenLow-laying regionsNaNsemi-hard, brined45%NaNcreamy, supplerindlesspale yellowacidicNaNFalseFalseNaNNaNNaN
1183Swaghttps://www.cheese.com/swag/goatAustraliaSouth AustraliaNaNfresh firm, artisanNaNNaNcreamy, crumblyash coatedwhiteacidic, creamyfreshTrueFalseNaNNaNWoodside Cheese Wrights
1184Swaledalehttps://www.cheese.com/swaledale/sheepEnglandSwaledale, North YorkshireNaNhardNaNNaNsemi firmNaNyellowsmooth, sweetfloralTrueFalseSwaledale Sheep CheeseNaNNaN
1185Sweet Style Swisshttps://www.cheese.com/sweet-style-swiss/NaNSwitzerlandNaNNaNsemi-hard, artisanNaNNaNfirm, supplewaxedNaNnuttynutty, sweetFalseFalseNaNNaNNaN
1186Swiss cheesehttps://www.cheese.com/swiss/cowUnited StatesNaNSwiss Cheesehard, artisan, processed7.8 g/100gNaNfirmrindlesspale yellownutty, sweetNaNTrueFalseAmerican Swiss CheeseNaNVarious
\n", "

1187 rows × 19 columns

\n", "
" ], "text/plain": [ " cheese url milk \\\n", "0 Aarewasser https://www.cheese.com/aarewasser/ cow \n", "1 Abbaye de Belloc https://www.cheese.com/abbaye-de-belloc/ sheep \n", "2 Abbaye de Belval https://www.cheese.com/abbaye-de-belval/ cow \n", "3 Abbaye de Citeaux https://www.cheese.com/abbaye-de-citeaux/ cow \n", "4 Abbaye de Tamié https://www.cheese.com/tamie/ cow \n", "... ... ... ... \n", "1182 Sveciaost https://www.cheese.com/sveciaost/ cow \n", "1183 Swag https://www.cheese.com/swag/ goat \n", "1184 Swaledale https://www.cheese.com/swaledale/ sheep \n", "1185 Sweet Style Swiss https://www.cheese.com/sweet-style-swiss/ NaN \n", "1186 Swiss cheese https://www.cheese.com/swiss/ cow \n", "\n", " country region family \\\n", "0 Switzerland NaN NaN \n", "1 France Pays Basque NaN \n", "2 France NaN NaN \n", "3 France Burgundy NaN \n", "4 France Savoie NaN \n", "... ... ... ... \n", "1182 Sweden Low-laying regions NaN \n", "1183 Australia South Australia NaN \n", "1184 England Swaledale, North Yorkshire NaN \n", "1185 Switzerland NaN NaN \n", "1186 United States NaN Swiss Cheese \n", "\n", " type fat_content calcium_content \\\n", "0 semi-soft NaN NaN \n", "1 semi-hard, artisan NaN NaN \n", "2 semi-hard 40-46% NaN \n", "3 semi-soft, artisan, brined NaN NaN \n", "4 soft, artisan NaN NaN \n", "... ... ... ... \n", "1182 semi-hard, brined 45% NaN \n", "1183 fresh firm, artisan NaN NaN \n", "1184 hard NaN NaN \n", "1185 semi-hard, artisan NaN NaN \n", "1186 hard, artisan, processed 7.8 g/100g NaN \n", "\n", " texture rind color flavor \\\n", "0 buttery washed yellow sweet \n", "1 creamy, dense, firm natural yellow burnt caramel \n", "2 elastic washed ivory NaN \n", "3 creamy, dense, smooth washed white acidic, milky, smooth \n", "4 creamy, open, smooth washed white fruity, nutty \n", "... ... ... ... ... \n", "1182 creamy, supple rindless pale yellow acidic \n", "1183 creamy, crumbly ash coated white acidic, creamy \n", "1184 semi firm NaN yellow smooth, sweet \n", "1185 firm, supple waxed NaN nutty \n", "1186 firm rindless pale yellow nutty, sweet \n", "\n", " aroma vegetarian vegan synonyms \\\n", "0 buttery False False NaN \n", "1 lanoline True False Abbaye Notre-Dame de Belloc \n", "2 aromatic False False NaN \n", "3 barnyardy, earthy False False NaN \n", "4 perfumed, pungent False False NaN \n", "... ... ... ... ... \n", "1182 NaN False False NaN \n", "1183 fresh True False NaN \n", "1184 floral True False Swaledale Sheep Cheese \n", "1185 nutty, sweet False False NaN \n", "1186 NaN True False American Swiss Cheese \n", "\n", " alt_spellings producers \n", "0 NaN Jumi \n", "1 NaN NaN \n", "2 NaN NaN \n", "3 NaN NaN \n", "4 Tamié, Trappiste de Tamie, Abbey of Tamie NaN \n", "... ... ... \n", "1182 NaN NaN \n", "1183 NaN Woodside Cheese Wrights \n", "1184 NaN NaN \n", "1185 NaN NaN \n", "1186 NaN Various \n", "\n", "[1187 rows x 19 columns]" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data=pd.read_csv(\"cheeses.csv\")\n", "data" ] }, { "cell_type": "markdown", "id": "bf3b548c-5ac4-4126-9ae9-5578ad158015", "metadata": {}, "source": [ "## Cleaning and pre-processing" ] }, { "cell_type": "code", "execution_count": 3, "id": "2018aac2-6f3d-489a-b5d0-90b7c7793076", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'blue-grey', 'pale yellow', 'brownish yellow', 'golden orange', 'golden yellow', 'pink and white', 'brown', 'yellow', nan, 'pale white', 'blue', 'straw', 'red', 'ivory', 'green', 'orange', 'white', 'cream'}\n" ] }, { "data": { "text/html": [ "
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cheeseurlmilkcountryregionfamilytypefat_contentcalcium_contenttexturerindcolorflavoraromavegetarianvegansynonymsalt_spellingsproducers
10Acapellahttps://www.cheese.com/acapella/goatUnited StatesCaliforniaNaNsoft, soft-ripenedNaNNaNNaNNaNNaNbutteryfresh, herbalFalseFalseNaNNaNNaN
13Acornhttps://www.cheese.com/acorn/sheepUnited KingdomBethaniaNaNhard, artisan52%NaNcrumbly, firmNaNNaNburnt caramel, citrusy, herbaceousfruityTrueFalseNaNNaNNaN
19Afuega'l Pituhttps://www.cheese.com/afuegal-pitu/cowSpainAsturiasNaNsoft, artisanNaNNaNsmoothcloth wrappedNaNspicy, strongNaNFalseFalseNaNNaNNaN
48Alpe di Frabosahttps://www.cheese.com/alpe-di-frabosa/cowItalyNaNNaNsemi-softNaNNaNNaNNaNNaNbittermilky, mushroomFalseFalseNaNNaNNaN
50Alpicrèmehttps://www.cheese.com/alpicreme/goatFranceNaNNaNsoftNaNNaNNaNNaNNaNNaNNaNFalseFalseNaNNaNNaN
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1172Strathdon Bluehttps://www.cheese.com/strathdon-blue/cowScotlandTainBluesemi-softNaNNaNcreamyNaNNaNcreamy, spicyaromatic, richTrueFalseNaNNaNHighland Fine Cheeses Limited
1175String Cheesehttps://www.cheese.com/string/NaNNaNNaNNaNsemi-hardNaNNaNchewy, firm, stringyNaNNaNNaNNaNNaNNaNNaNNaNNaN
1177Sulgunihttps://www.cheese.com/sulguni/buffalo, cowGeorgiaSvaneti, SamegreloNaNsemi-firmNaNNaNdense, elasticNaNNaNsalty, smokey , sourNaNNaNNaNGeorgian Pickle CheeseMegruli Sulguni, Shebolili Megruli SulguniNaN
1181Sussex Slipcotehttps://www.cheese.com/sussex-slipcote/sheepEnglandNaNNaNsoftNaNNaNNaNNaNNaNsharpNaNTrueFalseNaNNaNHigh Weald Dairy
1185Sweet Style Swisshttps://www.cheese.com/sweet-style-swiss/NaNSwitzerlandNaNNaNsemi-hard, artisanNaNNaNfirm, supplewaxedNaNnuttynutty, sweetFalseFalseNaNNaNNaN
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142 rows × 19 columns

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" ], "text/plain": [ " cheese url \\\n", "10 Acapella https://www.cheese.com/acapella/ \n", "13 Acorn https://www.cheese.com/acorn/ \n", "19 Afuega'l Pitu https://www.cheese.com/afuegal-pitu/ \n", "48 Alpe di Frabosa https://www.cheese.com/alpe-di-frabosa/ \n", "50 Alpicrème https://www.cheese.com/alpicreme/ \n", "... ... ... \n", "1172 Strathdon Blue https://www.cheese.com/strathdon-blue/ \n", "1175 String Cheese https://www.cheese.com/string/ \n", "1177 Sulguni https://www.cheese.com/sulguni/ \n", "1181 Sussex Slipcote https://www.cheese.com/sussex-slipcote/ \n", "1185 Sweet Style Swiss https://www.cheese.com/sweet-style-swiss/ \n", "\n", " milk country region family \\\n", "10 goat United States California NaN \n", "13 sheep United Kingdom Bethania NaN \n", "19 cow Spain Asturias NaN \n", "48 cow Italy NaN NaN \n", "50 goat France NaN NaN \n", "... ... ... ... ... \n", "1172 cow Scotland Tain Blue \n", "1175 NaN NaN NaN NaN \n", "1177 buffalo, cow Georgia Svaneti, Samegrelo NaN \n", "1181 sheep England NaN NaN \n", "1185 NaN Switzerland NaN NaN \n", "\n", " type fat_content calcium_content texture \\\n", "10 soft, soft-ripened NaN NaN NaN \n", "13 hard, artisan 52% NaN crumbly, firm \n", "19 soft, artisan NaN NaN smooth \n", "48 semi-soft NaN NaN NaN \n", "50 soft NaN NaN NaN \n", "... ... ... ... ... \n", "1172 semi-soft NaN NaN creamy \n", "1175 semi-hard NaN NaN chewy, firm, stringy \n", "1177 semi-firm NaN NaN dense, elastic \n", "1181 soft NaN NaN NaN \n", "1185 semi-hard, artisan NaN NaN firm, supple \n", "\n", " rind color flavor \\\n", "10 NaN NaN buttery \n", "13 NaN NaN burnt caramel, citrusy, herbaceous \n", "19 cloth wrapped NaN spicy, strong \n", "48 NaN NaN bitter \n", "50 NaN NaN NaN \n", "... ... ... ... \n", "1172 NaN NaN creamy, spicy \n", "1175 NaN NaN NaN \n", "1177 NaN NaN salty, smokey , sour \n", "1181 NaN NaN sharp \n", "1185 waxed NaN nutty \n", "\n", " aroma vegetarian vegan synonyms \\\n", "10 fresh, herbal False False NaN \n", "13 fruity True False NaN \n", "19 NaN False False NaN \n", "48 milky, mushroom False False NaN \n", "50 NaN False False NaN \n", "... ... ... ... ... \n", "1172 aromatic, rich True False NaN \n", "1175 NaN NaN NaN NaN \n", "1177 NaN NaN NaN Georgian Pickle Cheese \n", "1181 NaN True False NaN \n", "1185 nutty, sweet False False NaN \n", "\n", " alt_spellings \\\n", "10 NaN \n", "13 NaN \n", "19 NaN \n", "48 NaN \n", "50 NaN \n", "... ... \n", "1172 NaN \n", "1175 NaN \n", "1177 Megruli Sulguni, Shebolili Megruli Sulguni \n", "1181 NaN \n", "1185 NaN \n", "\n", " producers \n", "10 NaN \n", "13 NaN \n", "19 NaN \n", "48 NaN \n", "50 NaN \n", "... ... \n", "1172 Highland Fine Cheeses Limited \n", "1175 NaN \n", "1177 NaN \n", "1181 High Weald Dairy \n", "1185 NaN \n", "\n", "[142 rows x 19 columns]" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "print(set(data[\"color\"]))\n", "data[pd.isnull(data[\"color\"])]" ] }, { "cell_type": "code", "execution_count": 4, "id": "a0a77563-518e-4808-b744-9fc0c76763fe", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1162\n", "939\n" ] } ], "source": [ "print(len(data[pd.isnull(data[\"calcium_content\"])]))\n", "print(len(data[pd.isnull(data[\"fat_content\"])]))" ] }, { "cell_type": "code", "execution_count": 5, "id": "c8489ffa-1067-4eb7-b65a-2fa18fdb4b04", "metadata": {}, "outputs": [], "source": [ "del data[\"alt_spellings\"]\n", "del data[\"producers\"]\n", "del data[\"calcium_content\"]\n", "del data[\"url\"]\n", "del data[\"fat_content\"]\n", "del data[\"synonyms\"]" ] }, { "cell_type": "code", "execution_count": 6, "id": "5379265a-cd49-41fa-845c-bfae33bb8f5a", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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cheesemilkcountryregionfamilytypetexturerindcolorflavoraromavegetarianvegan
0AarewassercowSwitzerlandNaNNaNsemi-softbutterywashedyellowsweetbutteryFalseFalse
1Abbaye de BellocsheepFrancePays BasqueNaNsemi-hard, artisancreamy, dense, firmnaturalyellowburnt caramellanolineTrueFalse
2Abbaye de BelvalcowFranceNaNNaNsemi-hardelasticwashedivoryNaNaromaticFalseFalse
3Abbaye de CiteauxcowFranceBurgundyNaNsemi-soft, artisan, brinedcreamy, dense, smoothwashedwhiteacidic, milky, smoothbarnyardy, earthyFalseFalse
4Abbaye de TamiécowFranceSavoieNaNsoft, artisancreamy, open, smoothwashedwhitefruity, nuttyperfumed, pungentFalseFalse
..........................................
1182SveciaostcowSwedenLow-laying regionsNaNsemi-hard, brinedcreamy, supplerindlesspale yellowacidicNaNFalseFalse
1183SwaggoatAustraliaSouth AustraliaNaNfresh firm, artisancreamy, crumblyash coatedwhiteacidic, creamyfreshTrueFalse
1184SwaledalesheepEnglandSwaledale, North YorkshireNaNhardsemi firmNaNyellowsmooth, sweetfloralTrueFalse
1185Sweet Style SwissNaNSwitzerlandNaNNaNsemi-hard, artisanfirm, supplewaxedNaNnuttynutty, sweetFalseFalse
1186Swiss cheesecowUnited StatesNaNSwiss Cheesehard, artisan, processedfirmrindlesspale yellownutty, sweetNaNTrueFalse
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1187 rows × 13 columns

\n", "
" ], "text/plain": [ " cheese milk country region \\\n", "0 Aarewasser cow Switzerland NaN \n", "1 Abbaye de Belloc sheep France Pays Basque \n", "2 Abbaye de Belval cow France NaN \n", "3 Abbaye de Citeaux cow France Burgundy \n", "4 Abbaye de Tamié cow France Savoie \n", "... ... ... ... ... \n", "1182 Sveciaost cow Sweden Low-laying regions \n", "1183 Swag goat Australia South Australia \n", "1184 Swaledale sheep England Swaledale, North Yorkshire \n", "1185 Sweet Style Swiss NaN Switzerland NaN \n", "1186 Swiss cheese cow United States NaN \n", "\n", " family type texture \\\n", "0 NaN semi-soft buttery \n", "1 NaN semi-hard, artisan creamy, dense, firm \n", "2 NaN semi-hard elastic \n", "3 NaN semi-soft, artisan, brined creamy, dense, smooth \n", "4 NaN soft, artisan creamy, open, smooth \n", "... ... ... ... \n", "1182 NaN semi-hard, brined creamy, supple \n", "1183 NaN fresh firm, artisan creamy, crumbly \n", "1184 NaN hard semi firm \n", "1185 NaN semi-hard, artisan firm, supple \n", "1186 Swiss Cheese hard, artisan, processed firm \n", "\n", " rind color flavor aroma \\\n", "0 washed yellow sweet buttery \n", "1 natural yellow burnt caramel lanoline \n", "2 washed ivory NaN aromatic \n", "3 washed white acidic, milky, smooth barnyardy, earthy \n", "4 washed white fruity, nutty perfumed, pungent \n", "... ... ... ... ... \n", "1182 rindless pale yellow acidic NaN \n", "1183 ash coated white acidic, creamy fresh \n", "1184 NaN yellow smooth, sweet floral \n", "1185 waxed NaN nutty nutty, sweet \n", "1186 rindless pale yellow nutty, sweet NaN \n", "\n", " vegetarian vegan \n", "0 False False \n", "1 True False \n", "2 False False \n", "3 False False \n", "4 False False \n", "... ... ... \n", "1182 False False \n", "1183 True False \n", "1184 True False \n", "1185 False False \n", "1186 True False \n", "\n", "[1187 rows x 13 columns]" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data" ] }, { "cell_type": "code", "execution_count": 7, "id": "633ed80e-e416-41f6-ae58-b86ce4c132af", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1181 rows remaining\n" ] } ], "source": [ "data=data.dropna(subset=[\"country\",\"region\"], how=\"all\")\n", "data=data.fillna(value={\"country\":\"\"})\n", "data=data.fillna(value={\"region\":\"\"})\n", "print(f\"{len(data)} rows remaining\")" ] }, { "cell_type": "markdown", "id": "fd66568f-78d4-4e1a-a91c-8ec483b4b03c", "metadata": {}, "source": [ "We removed 6 rows for which we could not find a suitable location. " ] }, { "cell_type": "code", "execution_count": 8, "id": "5a4c0e30-8535-498b-9a9e-0d7d232d4eb7", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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cheesemilkcountryregionfamilytypetexturerindcolorflavoraromavegetarianvegan
0AarewassercowSwitzerlandNaNsemi-softbutterywashedyellowsweetbutteryFalseFalse
1Abbaye de BellocsheepFrancePays BasqueNaNsemi-hard, artisancreamy, dense, firmnaturalyellowburnt caramellanolineTrueFalse
2Abbaye de BelvalcowFranceNaNsemi-hardelasticwashedivoryNaNaromaticFalseFalse
3Abbaye de CiteauxcowFranceBurgundyNaNsemi-soft, artisan, brinedcreamy, dense, smoothwashedwhiteacidic, milky, smoothbarnyardy, earthyFalseFalse
4Abbaye de TamiécowFranceSavoieNaNsoft, artisancreamy, open, smoothwashedwhitefruity, nuttyperfumed, pungentFalseFalse
..........................................
1182SveciaostcowSwedenLow-laying regionsNaNsemi-hard, brinedcreamy, supplerindlesspale yellowacidicNaNFalseFalse
1183SwaggoatAustraliaSouth AustraliaNaNfresh firm, artisancreamy, crumblyash coatedwhiteacidic, creamyfreshTrueFalse
1184SwaledalesheepEnglandSwaledale, North YorkshireNaNhardsemi firmNaNyellowsmooth, sweetfloralTrueFalse
1185Sweet Style SwissNaNSwitzerlandNaNsemi-hard, artisanfirm, supplewaxedNaNnuttynutty, sweetFalseFalse
1186Swiss cheesecowUnited StatesSwiss Cheesehard, artisan, processedfirmrindlesspale yellownutty, sweetNaNTrueFalse
\n", "

1181 rows × 13 columns

\n", "
" ], "text/plain": [ " cheese milk country region \\\n", "0 Aarewasser cow Switzerland \n", "1 Abbaye de Belloc sheep France Pays Basque \n", "2 Abbaye de Belval cow France \n", "3 Abbaye de Citeaux cow France Burgundy \n", "4 Abbaye de Tamié cow France Savoie \n", "... ... ... ... ... \n", "1182 Sveciaost cow Sweden Low-laying regions \n", "1183 Swag goat Australia South Australia \n", "1184 Swaledale sheep England Swaledale, North Yorkshire \n", "1185 Sweet Style Swiss NaN Switzerland \n", "1186 Swiss cheese cow United States \n", "\n", " family type texture \\\n", "0 NaN semi-soft buttery \n", "1 NaN semi-hard, artisan creamy, dense, firm \n", "2 NaN semi-hard elastic \n", "3 NaN semi-soft, artisan, brined creamy, dense, smooth \n", "4 NaN soft, artisan creamy, open, smooth \n", "... ... ... ... \n", "1182 NaN semi-hard, brined creamy, supple \n", "1183 NaN fresh firm, artisan creamy, crumbly \n", "1184 NaN hard semi firm \n", "1185 NaN semi-hard, artisan firm, supple \n", "1186 Swiss Cheese hard, artisan, processed firm \n", "\n", " rind color flavor aroma \\\n", "0 washed yellow sweet buttery \n", "1 natural yellow burnt caramel lanoline \n", "2 washed ivory NaN aromatic \n", "3 washed white acidic, milky, smooth barnyardy, earthy \n", "4 washed white fruity, nutty perfumed, pungent \n", "... ... ... ... ... \n", "1182 rindless pale yellow acidic NaN \n", "1183 ash coated white acidic, creamy fresh \n", "1184 NaN yellow smooth, sweet floral \n", "1185 waxed NaN nutty nutty, sweet \n", "1186 rindless pale yellow nutty, sweet NaN \n", "\n", " vegetarian vegan \n", "0 False False \n", "1 True False \n", "2 False False \n", "3 False False \n", "4 False False \n", "... ... ... \n", "1182 False False \n", "1183 True False \n", "1184 True False \n", "1185 False False \n", "1186 True False \n", "\n", "[1181 rows x 13 columns]" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data" ] }, { "cell_type": "code", "execution_count": 9, "id": "7ef7494b-ff08-40a5-890f-e0f718cf2842", "metadata": {}, "outputs": [], "source": [ "data.loc[data.country.str.contains(\"England, Great Britain, United Kingdom\")|data.country.str.contains(\"England, United Kingdom\"),\"country\"]=\"England\"\n", "data.loc[data.country.str.contains(\"Scotland\"),\"country\"]=\"Scotland\"\n", "data.loc[data.country.str.contains(\"Great Britain, United Kingdom, Wales\")|data.country.str.contains(\"United Kingdom, Wales\"),\"country\"]=\"Wales\"\n" ] }, { "cell_type": "code", "execution_count": 10, "id": "fb044984-c33c-492c-91a2-4e9fff29ceb3", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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indexcheesemilkcountryregionfamilytypetexturerindcolorflavoraromavegetarianvegan
00AarewassercowSwitzerlandNaNsemi-softbutterywashedyellowsweetbutteryFalseFalse
11Abbaye de BellocsheepFrancePays BasqueNaNsemi-hard, artisancreamy, dense, firmnaturalyellowburnt caramellanolineTrueFalse
22Abbaye de BelvalcowFranceNaNsemi-hardelasticwashedivoryNaNaromaticFalseFalse
33Abbaye de CiteauxcowFranceBurgundyNaNsemi-soft, artisan, brinedcreamy, dense, smoothwashedwhiteacidic, milky, smoothbarnyardy, earthyFalseFalse
44Abbaye de TamiécowFranceSavoieNaNsoft, artisancreamy, open, smoothwashedwhitefruity, nuttyperfumed, pungentFalseFalse
.............................................
11351182SveciaostcowSwedenLow-laying regionsNaNsemi-hard, brinedcreamy, supplerindlesspale yellowacidicNaNFalseFalse
11361183SwaggoatAustraliaSouth AustraliaNaNfresh firm, artisancreamy, crumblyash coatedwhiteacidic, creamyfreshTrueFalse
11371184SwaledalesheepEnglandSwaledale, North YorkshireNaNhardsemi firmNaNyellowsmooth, sweetfloralTrueFalse
11381185Sweet Style SwissNaNSwitzerlandNaNsemi-hard, artisanfirm, supplewaxedNaNnuttynutty, sweetFalseFalse
11391186Swiss cheesecowUnited StatesSwiss Cheesehard, artisan, processedfirmrindlesspale yellownutty, sweetNaNTrueFalse
\n", "

1140 rows × 14 columns

\n", "
" ], "text/plain": [ " index cheese milk country \\\n", "0 0 Aarewasser cow Switzerland \n", "1 1 Abbaye de Belloc sheep France \n", "2 2 Abbaye de Belval cow France \n", "3 3 Abbaye de Citeaux cow France \n", "4 4 Abbaye de Tamié cow France \n", "... ... ... ... ... \n", "1135 1182 Sveciaost cow Sweden \n", "1136 1183 Swag goat Australia \n", "1137 1184 Swaledale sheep England \n", "1138 1185 Sweet Style Swiss NaN Switzerland \n", "1139 1186 Swiss cheese cow United States \n", "\n", " region family type \\\n", "0 NaN semi-soft \n", "1 Pays Basque NaN semi-hard, artisan \n", "2 NaN semi-hard \n", "3 Burgundy NaN semi-soft, artisan, brined \n", "4 Savoie NaN soft, artisan \n", "... ... ... ... \n", "1135 Low-laying regions NaN semi-hard, brined \n", "1136 South Australia NaN fresh firm, artisan \n", "1137 Swaledale, North Yorkshire NaN hard \n", "1138 NaN semi-hard, artisan \n", "1139 Swiss Cheese hard, artisan, processed \n", "\n", " texture rind color flavor \\\n", "0 buttery washed yellow sweet \n", "1 creamy, dense, firm natural yellow burnt caramel \n", "2 elastic washed ivory NaN \n", "3 creamy, dense, smooth washed white acidic, milky, smooth \n", "4 creamy, open, smooth washed white fruity, nutty \n", "... ... ... ... ... \n", "1135 creamy, supple rindless pale yellow acidic \n", "1136 creamy, crumbly ash coated white acidic, creamy \n", "1137 semi firm NaN yellow smooth, sweet \n", "1138 firm, supple waxed NaN nutty \n", "1139 firm rindless pale yellow nutty, sweet \n", "\n", " aroma vegetarian vegan \n", "0 buttery False False \n", "1 lanoline True False \n", "2 aromatic False False \n", "3 barnyardy, earthy False False \n", "4 perfumed, pungent False False \n", "... ... ... ... \n", "1135 NaN False False \n", "1136 fresh True False \n", "1137 floral True False \n", "1138 nutty, sweet False False \n", "1139 NaN True False \n", "\n", "[1140 rows x 14 columns]" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data=data.drop(index=data[data[\"country\"].str.contains(\",\")].index)\n", "data=data.drop(index=data[data[\"country\"].str.contains(\" and \")].index)\n", "data.reset_index()" ] }, { "cell_type": "markdown", "id": "2f42c973-247a-4f51-947e-fbd76f8f12fc", "metadata": {}, "source": [ "We removed 41 cheeses because they can come froms several countries. " ] }, { "cell_type": "code", "execution_count": 11, "id": "59c4e6e7-d624-45a5-a9ea-eb375102b771", "metadata": {}, "outputs": [], "source": [ "data[\"location\"]=data[\"region\"]+\", \"+data[\"country\"]" ] }, { "cell_type": "code", "execution_count": 12, "id": "0dee0f25-4699-4e46-97d0-21bb36d9c603", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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cheesemilkcountryregionfamilytypetexturerindcolorflavoraromavegetarianveganlocation
0AarewassercowSwitzerlandNaNsemi-softbutterywashedyellowsweetbutteryFalseFalse, Switzerland
1Abbaye de BellocsheepFrancePays BasqueNaNsemi-hard, artisancreamy, dense, firmnaturalyellowburnt caramellanolineTrueFalsePays Basque, France
2Abbaye de BelvalcowFranceNaNsemi-hardelasticwashedivoryNaNaromaticFalseFalse, France
3Abbaye de CiteauxcowFranceBurgundyNaNsemi-soft, artisan, brinedcreamy, dense, smoothwashedwhiteacidic, milky, smoothbarnyardy, earthyFalseFalseBurgundy, France
4Abbaye de TamiécowFranceSavoieNaNsoft, artisancreamy, open, smoothwashedwhitefruity, nuttyperfumed, pungentFalseFalseSavoie, France
.............................................
1182SveciaostcowSwedenLow-laying regionsNaNsemi-hard, brinedcreamy, supplerindlesspale yellowacidicNaNFalseFalseLow-laying regions, Sweden
1183SwaggoatAustraliaSouth AustraliaNaNfresh firm, artisancreamy, crumblyash coatedwhiteacidic, creamyfreshTrueFalseSouth Australia, Australia
1184SwaledalesheepEnglandSwaledale, North YorkshireNaNhardsemi firmNaNyellowsmooth, sweetfloralTrueFalseSwaledale, North Yorkshire, England
1185Sweet Style SwissNaNSwitzerlandNaNsemi-hard, artisanfirm, supplewaxedNaNnuttynutty, sweetFalseFalse, Switzerland
1186Swiss cheesecowUnited StatesSwiss Cheesehard, artisan, processedfirmrindlesspale yellownutty, sweetNaNTrueFalse, United States
\n", "

1140 rows × 14 columns

\n", "
" ], "text/plain": [ " cheese milk country region \\\n", "0 Aarewasser cow Switzerland \n", "1 Abbaye de Belloc sheep France Pays Basque \n", "2 Abbaye de Belval cow France \n", "3 Abbaye de Citeaux cow France Burgundy \n", "4 Abbaye de Tamié cow France Savoie \n", "... ... ... ... ... \n", "1182 Sveciaost cow Sweden Low-laying regions \n", "1183 Swag goat Australia South Australia \n", "1184 Swaledale sheep England Swaledale, North Yorkshire \n", "1185 Sweet Style Swiss NaN Switzerland \n", "1186 Swiss cheese cow United States \n", "\n", " family type texture \\\n", "0 NaN semi-soft buttery \n", "1 NaN semi-hard, artisan creamy, dense, firm \n", "2 NaN semi-hard elastic \n", "3 NaN semi-soft, artisan, brined creamy, dense, smooth \n", "4 NaN soft, artisan creamy, open, smooth \n", "... ... ... ... \n", "1182 NaN semi-hard, brined creamy, supple \n", "1183 NaN fresh firm, artisan creamy, crumbly \n", "1184 NaN hard semi firm \n", "1185 NaN semi-hard, artisan firm, supple \n", "1186 Swiss Cheese hard, artisan, processed firm \n", "\n", " rind color flavor aroma \\\n", "0 washed yellow sweet buttery \n", "1 natural yellow burnt caramel lanoline \n", "2 washed ivory NaN aromatic \n", "3 washed white acidic, milky, smooth barnyardy, earthy \n", "4 washed white fruity, nutty perfumed, pungent \n", "... ... ... ... ... \n", "1182 rindless pale yellow acidic NaN \n", "1183 ash coated white acidic, creamy fresh \n", "1184 NaN yellow smooth, sweet floral \n", "1185 waxed NaN nutty nutty, sweet \n", "1186 rindless pale yellow nutty, sweet NaN \n", "\n", " vegetarian vegan location \n", "0 False False , Switzerland \n", "1 True False Pays Basque, France \n", "2 False False , France \n", "3 False False Burgundy, France \n", "4 False False Savoie, France \n", "... ... ... ... \n", "1182 False False Low-laying regions, Sweden \n", "1183 True False South Australia, Australia \n", "1184 True False Swaledale, North Yorkshire, England \n", "1185 False False , Switzerland \n", "1186 True False , United States \n", "\n", "[1140 rows x 14 columns]" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data" ] }, { "cell_type": "code", "execution_count": 13, "id": "e2e868d4-33a1-4602-af97-afb1d29e612f", "metadata": { "scrolled": true }, "outputs": [], "source": [ "locs=set(data[\"location\"])" ] }, { "cell_type": "code", "execution_count": 14, "id": "debb780e-ec13-4502-ac44-6001335e507d", "metadata": {}, "outputs": [], "source": [ "def str_to_gps(loc):\n", " l=loc.split(\",\")\n", " loc=\",\".join([l[0],l[-1]])# removing details gives less errors while fetching the GPS coordinates\n", " try:\n", " res=Nominatim(user_agent=\"dmProject\").geocode(loc) \n", " return (res.latitude, res.longitude)\n", " except AttributeError:\n", " loc=l[-1]\n", " res=Nominatim(user_agent=\"dmProject\").geocode(loc) \n", " return (res.latitude, res.longitude)" ] }, { "cell_type": "code", "execution_count": 15, "id": "eed3ac7b-5283-4d8e-bc26-61e1d821ccaf", "metadata": {}, "outputs": [], "source": [ "if not os.path.isfile(\"locations_to_gps.json\"):\n", " locations_to_gps={}\n", " errors=set()\n", " for loc in tqdm.tqdm(locs):\n", " time.sleep(1)\n", " try:\n", " locations_to_gps[loc]=str_to_gps(loc)\n", " print(loc, locations_to_gps[loc])\n", " except AttributeError:\n", " print(loc, \"ERROR\")\n", " errors.add(loc)\n", " with open(\"locations_to_gps.json\", \"w\") as f:\n", " json.dump(locations_to_gps, f)\n", "else: \n", " with open(\"locations_to_gps.json\") as f:\n", " locations_to_gps=json.load(f)\n", " errors=set()" ] }, { "cell_type": "code", "execution_count": 16, "id": "a6966ac7-7a69-4829-8588-d10f85ea98a4", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'Galax, Virginia, United States': [36.6612387, -80.9239671], 'Northeastern Brazil, Brazil': [-10.3333333, -53.2], 'Tieton, Washington, United States': [46.7020686, -120.75535], 'Central Balkan Mountains, Bulgaria': [42.6073975, 25.4856617], 'Postel, Belgium': [51.2874865, 5.1897863], ', Netherlands': [52.2434979, 5.6343227], 'Äänekoski, Finland': [62.6032186, 25.7301361], 'New Hampshire, United States': [43.4849133, -71.6553992], 'Friuli Venezia Giulia and Veneto, Italy': [42.6384261, 12.674297], 'County Cavan, Ireland': [54.03497495, -7.2937022825583675], 'Charentes-Poitou, France': [45.4039367, 0.3756199], 'Veneto, ': [45.6476663, 11.8665254], 'Lazio, Sardinia, Italy': [41.9808038, 12.7662312], 'Fairview, United States': [40.6333724, -90.1637318], 'County Wexford, Ireland': [52.46018745, -6.606515459159162], 'Southwestern Wisconsin, United States': [42.53116075, -90.43762550236468], 'Co. Carlow, Ireland': [52.69078865, -6.825145150844913], 'West Pawlet, VT, United States': [43.356893, -73.24966776033015], 'Passendale, Belgium': [50.9003015, 3.0203891], 'Serra da Estrela, Portugal': [40.4358994, -7.516865473467464], 'Centre-Val de Loire, France': [47.5490251, 1.7324062], \"Lucerne, Schwyz, Unterwald, and Zoug, and the following additional places: Muri district in d'Argovi, Switzerland\": [47.0505452, 8.3054682], 'Bjurholm, Sweden': [63.966667, 19.0], 'Po valley region, Italy': [42.6384261, 12.674297], 'Wales, Great Britain': [53.28236125, -3.8286207326666837], ', Denmark': [55.670249, 10.3333283], 'Asiago, Italy': [45.8753771, 11.5106998], 'Flanders, Belgium': [51.096246199999996, 4.178629103169916], 'Languedoc, France': [43.65420305, 3.674669940206605], 'Brickhill, Co. Clare, Ireland': [52.70642975, -8.751786760846851], 'Ontario, Canada': [50.000678, -86.000977], ', Armenia': [4.491976149999999, -75.74135085294314], 'Mornington Peninsula, Melbourne, Australia': [-38.3312575, 145.08106868543985], 'Bergues, France': [50.9683886, 2.4325247], 'Pesaro-Urbino, Italy': [43.694112700000005, 12.701443660480004], 'Cheshire, England': [53.2141028, -2.471770086071205], 'Indiana, United States': [40.3270127, -86.1746933], 'Rhone-Alps, France': [45.2968119, 4.6604809], 'Stranraer, Scotland': [54.9044332, -5.026204], 'Seattle, Washington, United States': [47.6038321, -122.330062], 'St. Gallen (canton), Tufertschwil, Switzerland': [47.1561047, 9.338323], 'South East England, United Kingdom': [51.45115235, -0.9935673736185868], 'Lombardy, Italy': [45.5703694, 9.7732524], 'Utah, United States': [39.4225192, -111.714358], 'Illinois, United States': [40.0796606, -89.4337288], ', Wales': [52.2928116, -3.73893], 'Low-laying regions, Sweden': [59.6749712, 14.5208584], 'Avesnes, France': [50.5495906, 1.9721295], ', Middle East': [39.3014159, -76.5888477], 'Midi-Pyrenees, France': [43.8099068, 1.4344926056549236], 'Southern California, United States': [34.169262950000004, -116.787448181486], 'Piedmont, Italy': [45.060735, 7.923549], 'California, United States': [36.7014631, -118.755997], 'Gloucestershire, England': [51.7643786, -2.1880661838719386], 'North Wootton, England': [52.7923213, 0.4278194], 'Severn Valley, England': [52.454530899999995, -2.3755702502240226], 'Extremadura, Spain': [39.1748426, -6.1529891], 'Cumbrian, United Kingdom': [54.478530449999994, -3.06553306667584], 'Lebanon, CT, United States': [40.375713, -76.4626118], 'Lodi, Italy': [45.2613104, 9.491678060021837], 'Websterville, VT, United States': [44.162985, -72.47576806895253], 'Swabia, Germany': [48.15313125, 10.47129100603846], 'Stewarton, Scotland': [55.680265, -4.5153023], 'Oxfordshire, Great Britain': [51.7412674, -1.2245951], 'Ballarat, Victoria, Australia': [-37.5623013, 143.8605645], 'old Liburnia (Dalmatia), Croatia': [45.3658443, 15.6575209], 'Orkney Isles, Scotland': [56.7861112, -4.1140518], 'Puimichel in Provence Alpes, France': [46.603354, 1.8883335], ', Israel': [30.8124247, 34.8594762], 'Port Townsend, United States': [48.1179702, -122.769544], ', Iraq': [33.0955793, 44.1749775], ', Greece': [38.9953683, 21.9877132], 'Greensboro, VT, United States': [36.0726355, -79.7919754], 'Cornwall, England': [50.443348900000004, -4.62465658489158], 'South West England, England': [51.50076785, -2.5503106339491204], 'Pembrokeshire, United Kingdom': [51.8339209, -4.916667], 'Northern Holland, Netherlands': [52.2434979, 5.6343227], 'Prince Edward Island, Canada': [46.3355508, -63.1466676], 'Central and Western Macedonia, Thessalia, Greece': [38.9953683, 21.9877132], 'Richfield, Wisconsin, United States': [44.8766431, -93.2877877], 'Burgundy, France': [47.27808725, 4.222486304306048], 'Pokolbin, Hunter Valley, Australia': [-32.7792106, 151.2978747], 'Cotswolds, England': [51.7489422, -0.2303579], 'Beara Peninsula, Co. Cork, Ireland': [51.7280451, -9.767906428362338], 'County Tipperary, Clogheen, Ireland': [52.68482145, -7.898147186112796], 'Ceredigion, United Kingdom': [52.2945764, -3.9527809990291427], 'Dorset, England': [50.79683685, -2.34473226124306], 'Maine, United States': [45.709097, -68.8590201], ', Switzerland': [46.7985624, 8.2319736], 'Bethania, United Kingdom': [52.2509586, -4.0888576], 'Laruns, France': [42.9882368, -0.4266324], ', Sweden': [59.6749712, 14.5208584], 'St. Louis, Missouri, United States': [38.6280278, -90.1910154], 'Moliterno, Italy': [40.2423024, 15.868903], 'Minas Gerais, Brazil': [-18.5264844, -44.1588654], 'Troyes , Aube, France': [48.2971626, 4.0746257], 'Veneto, Trentino, Italy': [45.6476663, 11.8665254], 'Lincolnshire, England': [53.1823034, -0.2031208542548153], 'Co. Offaly, Ireland': [53.13617215, -7.810340751784169], 'Quebec, Canada': [52.4760892, -71.8258668], 'Allgau, Germany': [47.8241593, 11.6822424], ', Hungary': [47.1817585, 19.5060937], 'Marathon, NY, United States': [44.8914036, -89.7748098], 'Timsbury, Somerset, Scotland': [56.7861112, -4.1140518], 'Petaluma, California, United States': [38.2325829, -122.636465], 'Landford, England': [50.9700788, -1.6363792], 'Piora Valley, Switzerland': [46.7985624, 8.2319736], 'Burgund, France': [47.27808725, 4.222486304306048], 'Wigtownshire, Scotland': [54.9042579, -5.0248893], 'Macedonia, Thrace, Thessalia, Peloponissos, Ionian Islands, Aegean islands, Crete Island and Epirus, Greece': [40.6186482, 22.91795361795959], ', Australia': [-24.7761086, 134.755], 'Staffordshire, England': [52.824694199999996, -2.0074546723348115], 'Haute Vienne, France': [45.91901925, 1.203176771876291], 'Alba, Italy': [44.7007236, 8.0357786], 'Campania, Italy': [40.860672, 14.843984], 'Taxco, Mexico': [18.5565446, -99.6052838], 'New York, United States': [40.7127281, -74.0060152], 'Svaneti, Samegrelo, Georgia': [42.63545205, 42.24871384619953], 'East Midlands, England': [53.1188177, -1.2597068974971675], 'Fornells de la Selva, Gironès, Spain': [41.9319675, 2.8090343], 'North Cornwall, England': [51.7561518, 0.4645198], 'Colorado, United States': [38.7251776, -105.607716], 'Nicasio, United States': [38.0615885, -122.6985975], ', Brazil': [-10.3333333, -53.2], 'Pyrenees, France': [48.8738565, 2.3852638], 'Derbyshire, Leicestershire, Nottinghamshire, England': [53.1185033, -1.5566179305872214], 'Québec, Canada': [52.4760892, -71.8258668], 'Manitoba, Canada': [55.001251, -97.001038], 'Auvergne, Salers, France': [45.2968119, 4.6604809], 'Upper Corsica, France': [46.603354, 1.8883335], 'Setubal, Palmela and Sesimbra, Portugal': [38.5241783, -8.8932341], 'Roncq, France': [50.7531232, 3.1209016], 'Oregon Coast Range, United States': [39.7837304, -100.445882], ', Mexico': [23.6585116, -102.0077097], 'Roxburghshire, Scotland': [56.7861112, -4.1140518], 'Tipperary, Ireland': [52.4734839, -8.1614446], 'Wisconsin, United States': [44.4308975, -89.6884637], 'Mankato, MN, United States': [44.1634663, -93.9993505], 'Devon, England': [50.724140500000004, -3.6607788161410735], 'Kimball, United States': [41.1881305, -103.6997645], 'Brooklyn NY, United States': [40.6526006, -73.9497211], 'Northern Wisconsin, United States': [44.94725995, -91.39373410986752], 'All Holland, Netherlands': [52.4601118, 4.6056526], 'Tuscany, Italy': [43.4586541, 11.1389204], 'Avila, Spain': [40.656478, -4.7002172], 'Belvederis, Lithuania': [55.0820118, 23.3897023], 'Naples, Italy': [40.8358846, 14.2487679], 'Galicia, Spain': [42.61946, -7.863112], 'Castelo Branco, Fundão and Idanha-a-Nova, Portugal': [39.97675825, -7.446059929966704], 'Pullman, Washington, United States': [46.7304268, -117.173895], 'Aveyron, France': [44.315857449999996, 2.5065697302419823], 'Ann Arbor, Michigan, United States': [42.2813722, -83.7484616], 'Oregon, United States': [43.9792797, -120.737257], ', Austria': [47.59397, 14.12456], 'Bregenzerwald, Kleinwalsertal, Großwalsertal, Laiblachtal (Pfänderstock) and Rheintal, Austria': [47.387028799999996, 9.95606355528393], 'Airedale farming district, New Zealand': [-41.5000831, 172.8344077], 'Cevenes, France': [44.3509309, 3.8584812791602983], 'massif des Causses, France': [46.603354, 1.8883335], 'Stawley, near Wellington, Somerset, England': [50.9961449, -3.3382702], 'Canary Islands, Spain': [28.286398900000002, -16.796011808910734], 'Timsbury, Somerset, England': [51.3271927, -2.4755923], 'Anjou, France': [45.3462, 4.88149], 'Co Limerick, Ireland': [52.518831649999996, -8.795834650292788], 'Coquet, England': [54.88091196980861, -1.5495607774216265], 'Modena, Italy': [44.5384728, 10.935960870530739], 'Herefordshire, West Midlands, United Kingdom': [52.083333, -2.75], 'Dalmatia, Croatia': [43.538796500000004, 16.175235566874342], 'Gloucestershire County, England': [51.9425914, -2.100154122305389], 'Prince Edward County, Ontario, Canada': [44.031827, -77.246933], 'Karlovy Vary, Czech Republic': [50.2306216, 12.8701437], ', Canada': [61.0666922, -107.991707], ', Afghanistan': [33.7680065, 66.2385139], ', Portugal': [39.6621648, -8.1353519], 'Chirac, France': [45.9140138, 0.6548543], 'Allgäu, Germany': [47.5926009, 10.209156], 'Ile de France, France': [48.6443057, 2.7537863], 'French Basque Country, Midi-Pyrénées, France': [46.603354, 1.8883335], 'St Antoine, France': [44.0361186, 0.8397552], ', Spain': [39.3260685, -4.8379791], 'Charentes, France': [45.4039367, 0.3756199], 'Béarnaise in Pyrénées-Atlantique, France': [46.603354, 1.8883335], 'Emilia-Romagna, Italy': [44.525696, 11.039437], 'Kinfauns, Perthshire, Scotland': [56.3822607, -3.36565], 'Bas-Languedoc, Comtat Venaissin, France': [43.687621, 4.2691037], 'Piave Valley, Italy, Italy': [45.735099578237005, 7.320173335891282], 'North East Victoria, Australia': [-37.8633951, 145.0100994], 'Brittany, France': [48.2640845, -2.9202408], 'Fethard, Co Tipperary, Ireland': [52.467222, -7.691111], 'Castilla Leon, Spain': [40.4598868, -3.4720773], 'Carneros, Sonoma, California, United States': [33.223027, -111.70568456233669], 'Loire Valley, France': [47.44927715, -0.34954901296919916], 'Bermondsey, London, England': [51.4970125, -0.063268], 'Bursa, Turkey': [39.9895878, 28.8944669], 'Centre , the department of Loiret, France': [47.5490251, 1.7324062], ', Argentina': [-34.9964963, -64.9672817], 'Pays Basque, France': [47.6867895, 7.3927627], 'Vermont, United States': [44.5990718, -72.5002608], 'Carmarthenshire, Wales': [51.893669849999995, -4.217282721429928], 'Island of Pag, Croatia': [45.3658443, 15.6575209], 'Sebastopol, California, United States': [38.4021038, -122.824222], 'Friuli-Venezia Giulia, Italy': [46.151042, 13.055904], ', Turkey': [39.294076, 35.2316631], 'Schoonrewoerd, Leerdam, Netherlands': [51.920458, 5.1156505], 'Asturias, Spain': [43.3133868, -5.94192], 'Ile-de-France/Champagne, France': [48.5499833, 7.7510775], 'island wide, Cyprus': [34.9174159, 32.889902651331866], 'Rhône-Alpes, France': [45.3175313, 5.721294352585611], 'Aberdeenshire, Scotland': [57.166667, -2.666667], 'Co. Cork, Ireland': [51.917535900000004, -8.58597726870895], 'Oristano, Italy': [40.02656765, 8.679641647435716], 'Zasavica, Serbia': [44.9454307, 19.4987239], 'North Yorkshire, England': [54.13453275, -1.498628491239545], ', Italy': [42.6384261, 12.674297], 'Orkney Islands, Scotland': [58.94182309999999, -3.129694439563327], 'Croisy-sur-Eure, France': [49.0291802, 1.346505], 'Swaledale, North Yorkshire, England': [54.38299324007608, -1.9841360652878535], 'Canton of Glarus, Switzerland': [46.7985624, 8.2319736], 'Pyrenees-Atlantiques, France': [43.18718655, -0.728247400084667], 'Pyrénées, France': [48.8738565, 2.3852638], 'Valencia, Spain': [39.4697065, -0.3763353], 'East Sussex, United Kingdom': [50.9404266, 0.3699977891068864], ', Serbia': [44.024322850000004, 21.07657433209902], 'Oviken, Sweden': [62.9974877, 14.3928671], 'Aquitaine, France': [44.24620635, -0.18399787392367906], 'Dumfriesshire, Scotland': [55.166667, -3.5], 'Huizen, Netherlands': [52.2958122, 5.2567209], 'Leiden, Netherlands': [52.1594747, 4.4908843], 'Gevrey-Chambertin, Burgundy, France': [47.2261857, 4.9705666], 'Azores, Portugal': [37.80855645, -25.473137391245295], 'Dumfries, Scotland': [55.0691397, -3.6107936], 'Rhone Valley, France': [46.603354, 1.8883335], 'Blarney, Ireland': [51.9325233, -8.5678665], 'British Columbia, Canada': [55.001251, -125.002441], 'Castile-Leon, Spain': [41.55005, -5.1387401], 'Illoud (Haute-Marne), France': [48.2089823, 5.5615126], 'Pienza, Italy': [43.0765485, 11.6789076], 'Averyon, France': [46.603354, 1.8883335], 'Banks Peninsular in Canterbury, New Zealand': [-41.5000831, 172.8344077], 'Pyrénées-Atlantiques, France': [43.18718655, -0.728247400084667], 'Hamilton, New Zealand': [-37.7878809, 175.281788], 'New South Wales, Australia': [-31.8759835, 147.2869493], 'Savoie, France': [45.494895150000005, 6.384660381375652], 'Tomales, California, United States': [38.2468075, -122.90630461024097], 'Wallonia, Belgium': [50.154540049999994, 5.399359762971196], 'Aveyron, Laguiole, France': [44.315857449999996, 2.5065697302419823], ', United States': [39.7837304, -100.445882], 'Banon, France': [44.0381752, 5.6296701], 'Emilia Romagna, Italy': [44.525696, 11.039437], 'Wales, London, Wales': [52.41446365, -4.0685073132923], 'New York, France': [44.8705067, -0.5504343], 'Veneto, Italy': [45.6476663, 11.8665254], 'Pays d’Auge, Normandy, France': [49.0356178, 0.1573083324015645], 'Gâtinais, France': [48.15497515, 2.811419156673292], 'Co Clare, Ireland': [52.857257450000006, -8.937435925994537], 'Gravina in Puglia, Murgia, Italy': [40.819725, 16.422779], 'Gippsland, Victoria, Australia': [-37.87448275, 146.9111788341666], 'Monterey, California, United States': [36.2231079, -121.387742], ', Germany': [51.1638175, 10.4478313], ', Mongolia': [46.8250388, 103.8499736], 'Serra da Canastra, Minas Gerais state, Brazil': [-20.1615, -46.76365461658604], 'Pinconning, Michigan, United States': [43.853633, -83.964987], 'Co. Mayo, Ireland': [53.9087056, -9.298304863654256], 'Västra Götaland, Sweden': [58.215850200000006, 12.651820794914073], 'Somerset, England': [51.161750850000004, -3.0753867062227487], 'Carrigtwohill, ': [51.9094617, -8.2611809], 'Calabria, Italy': [39.0565974, 16.5249864], 'Bavaria, Germany': [48.9467562, 11.4038717], ', United Kingdom': [54.7023545, -3.2765753], ', Poland': [52.215933, 19.134422], 'Sulzberg, Austria': [47.52121792021591, 9.91273065974192], ', Mauritania': [20.2540382, -9.2399263], 'Piemonte, Italy': [45.060735, 7.923549], 'Franche Comté, France': [48.68347355, 2.1776625116070027], 'Beira Baixa Province, Portugal': [39.6621648, -8.1353519], 'Valpadana, Italy': [39.60288591417616, 16.626802703803317], 'Carrigtwohill, Ireland': [51.9094617, -8.2611809], 'Maribo, Denmark': [54.7758018, 11.5054333], 'South West England, United Kingdom': [51.0339991, -2.949011916021195], 'Basque, Pyrenees Mountains, France': [45.359277750000004, -1.1480053453043046], 'Crotone, Italy': [39.1873894, 16.87828188895307], 'Provence, France': [44.0580563, 6.0638506], 'province of Brittany, France': [46.603354, 1.8883335], 'Campania, Paestum, Foggia, Italy': [40.860672, 14.843984], 'Shelburne Farms, United States': [34.89046225, -82.24340593189123], 'Treviso, Veneto, Italy': [45.806691349999994, 12.206315763116372], 'Missouri, United States': [38.7604815, -92.5617875], 'Georgia, United States': [32.3293809, -83.1137366], 'North East Victoria, ': [54.699881, -1.6031519], 'Tasmania, Australia': [-42.035067, 146.6366887], 'Amou, Gascony, France': [43.59266, -0.7475291], 'Normandy, France': [49.0677708, 0.3138532], 'County Carlow, Ireland': [52.69078865, -6.825145150844913], 'Berry, France': [44.5760186, 0.3095833], 'Inagh, Co Clare, Ireland': [52.9071704, -9.2345138], 'Mols, Denmark': [56.187042, 10.460782482125193], 'Odell, Bedfordshire, England': [52.21843025, -0.5921260787763352], 'Pembrokeshire, Wales': [51.8339209, -4.916667], 'Comox Valley, Vancouver Island, Canada': [49.670981, -125.0353253], 'Provencale, France': [43.7899311033635, 7.524017533510311], 'Milford, NJ, United States': [41.2222218, -73.0570603], 'Carnia, Italy': [46.3738716, 13.1339829], 'Northwest, United States': [34.3129464, -78.1611077], 'Auvergne, France': [45.2968119, 4.6604809], 'Friuli-Venezia Giulia and the Veneto, Italy': [42.6384261, 12.674297], ', New Zealand': [-41.5000831, 172.8344077], 'Adamstown, Co Wexford, Ireland': [53.3360017, -6.4692321], 'Castille-Leon, Spain': [41.55005, -5.1387401], 'Murazzano, Italy': [44.4746494, 8.0213361], 'Massachusetts, United States': [42.3788774, -72.032366], 'Haute-Savoie / Upper Savoy, France': [46.06904065, 6.344532137164], ', Belgium': [50.6402809, 4.6667145], 'Kent, United Kingdom': [51.20707485, 0.7210361813401444], 'Landshut, Germany': [48.536217, 12.1516551], 'Brisbane, Australia': [-27.4689682, 153.0234991], 'Allgaeu Alps, Germany': [51.1638175, 10.4478313], 'Aconcagua, Chile': [-33.030515957094444, -71.5177984276482], 'Rio Grande do Sul, Brazil': [-29.8425284, -53.7680577], 'Menorca, Balearic Islands, Spain': [39.949257200000005, 4.0499641751186415], 'Isere, France': [45.28979315, 5.634382477386232], 'Stoneyford, Ireland': [52.5362671, -7.2278963], 'Loire, France': [45.75385355, 4.045473682551104], 'Cotherstone, England': [54.570244, -1.9804176], ', England': [52.5310214, -1.2649062], 'Jura, Switzerland': [47.3566699, 7.1598893], 'Charm, Ohio, United States': [40.5067308, -81.7848553], 'Chelmarsh, Bridgnorth, Shropshire, England': [52.4875359, -2.4124407], 'West Bengal, India': [22.9964948, 87.6855882], 'County Antrim, Ireland': [54.864725500000006, -6.143637910742768], ', France': [46.603354, 1.8883335], 'Pennsylvania, United States': [40.9699889, -77.7278831], 'Stonegate, East Sussex, England': [53.960910892985034, -1.0833748506182423], 'Gujarat, India': [22.3850051, 71.745261], ', Cyprus': [34.9174159, 32.889902651331866], 'Vorarlberg, Austria': [47.25, 9.9166667], 'Poitou-Charentes, France': [46.13244785, -0.15455354898441043], 'Larzac, France': [44.74693, 1.0075], 'Sonoma, California, United States': [38.5110803, -122.8473388], 'Midi-Pyrénées, France': [43.8099068, 1.4344926056549236], 'Corsica, France': [42.188089649999995, 9.068413771427695], 'Coast of Oregon, United States': [39.7837304, -100.445882], 'Kilmallock County Limerick, Ireland': [52.400645600000004, -8.571161660434711], 'Greenville, Indiana, United States': [34.851354, -82.3984882], 'Romanian Carpathians, Romania': [46.4046483, 22.9894841933513], 'Basilicata, Italy': [40.500571, 16.081953], 'Lower Normandy, France': [48.953684499999994, -0.573365358805311], 'Lapland, Finland': [67.69291045, 26.728214183162986], 'Normandy, Auvilliers, France': [49.0677708, 0.3138532], 'Languedoc-Roussillon, France': [43.65420305, 3.674669940206605], 'Allagau, Bavarian Alps, Germany': [51.1638175, 10.4478313], 'Buxton, Derbyshire, England': [53.2593422, -1.9100768], 'Bornholm, Denmark': [55.143122399999996, 14.922629658767558], 'Bloomdale, United States': [33.2473378, -96.6794382], 'Cornwall, ': [50.416667, -4.75], 'Barcelona, Spain': [41.3828939, 2.1774322], 'Hunter Valley, Australia': [-32.5421803, 151.2185641], 'North Carolina, United States': [35.6729639, -79.0392919], 'Laqueuille, France': [45.6507627, 2.7320917], 'Minnesota, United States': [45.9896587, -94.6113288], 'Sardinia & Campania, Italy': [42.6384261, 12.674297], 'South Australia, Australia': [-30.5343665, 135.6301212], 'Central and Western Macedonia, Thessaly, Greece': [38.9953683, 21.9877132], ', Ireland': [52.865196, -7.9794599], 'NY, United States': [43.1561681, -75.8449946], 'Bourgogne, France': [47.27808725, 4.222486304306048], 'Virginia, United States': [37.1232245, -78.4927721], 'Póvoa de Lanhoso, Portugal': [41.5759516, -8.2699521], 'Colby, Wisconsin, United States': [44.5684775, -69.66002565150262], 'Lanarkshire, Scotland': [55.5752966, -3.833333], 'Herault, France': [43.591422, 3.3553309364095925], ', Scotland': [56.7861112, -4.1140518], 'Murcia, Spain': [37.9923795, -1.1305431], 'La Velle, Wisconsin, United States': [45.1699553, -109.88428658948227], 'Ann Arbor, MI, United States': [42.2813722, -83.7484616], 'New Jersey, United States': [40.0757384, -74.4041622], 'Duhallow, Ireland': [52.1837912, -9.00609563330653], ', Iceland': [64.9841821, -18.1059013], 'Iowa, United States': [41.9216734, -93.3122705], 'Queenstown, New Zealand': [-45.0321923, 168.661], 'Tain, Scotland': [57.8119372, -4.0550663], 'Sardegna, Italy': [40.0912813, 9.0305773], 'Nottinghamshire, England': [53.1459288, -1.0214971168122484], 'Peekskill, United States': [41.289811, -73.9204922], 'Fife, Scotland': [56.3333331, -3.0000001], 'Umbria, Lazio, Italy': [42.965916, 12.490236], 'Nord-Pas-de-Calais, France': [50.5289634, 2.454515765955904], 'Victoria, Australia': [-36.5986096, 144.6780052], 'Het Groene Hart, Netherlands': [51.5246, 4.280818038775446], 'Inagh, Co Clare, ': [52.9071704, -9.2345138], ', Holland': [52.2434979, 5.6343227]}\n" ] } ], "source": [ "print(locations_to_gps)" ] }, { "cell_type": "code", "execution_count": 17, "id": "204d1446-e58f-4585-8ac0-7466930e4291", "metadata": {}, "outputs": [], "source": [ "latitudes, longitudes=[],[]\n", "for i,value in enumerate(data.location):\n", " latitudes.append(locations_to_gps[value][0])\n", " longitudes.append(locations_to_gps[value][1])\n", "data[\"latitude\"]=latitudes\n", "data[\"longitude\"]=longitudes" ] }, { "cell_type": "code", "execution_count": 18, "id": "0e10c205-7492-489d-8404-da10c8a6a487", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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cheesemilkcountryregionfamilytypetexturerindcolorflavoraromavegetarianveganlocationlatitudelongitude
0AarewassercowSwitzerlandNaNsemi-softbutterywashedyellowsweetbutteryFalseFalse, Switzerland46.7985628.231974
1Abbaye de BellocsheepFrancePays BasqueNaNsemi-hard, artisancreamy, dense, firmnaturalyellowburnt caramellanolineTrueFalsePays Basque, France47.6867907.392763
2Abbaye de BelvalcowFranceNaNsemi-hardelasticwashedivoryNaNaromaticFalseFalse, France46.6033541.888334
3Abbaye de CiteauxcowFranceBurgundyNaNsemi-soft, artisan, brinedcreamy, dense, smoothwashedwhiteacidic, milky, smoothbarnyardy, earthyFalseFalseBurgundy, France47.2780874.222486
4Abbaye de TamiécowFranceSavoieNaNsoft, artisancreamy, open, smoothwashedwhitefruity, nuttyperfumed, pungentFalseFalseSavoie, France45.4948956.384660
...................................................
1182SveciaostcowSwedenLow-laying regionsNaNsemi-hard, brinedcreamy, supplerindlesspale yellowacidicNaNFalseFalseLow-laying regions, Sweden59.67497114.520858
1183SwaggoatAustraliaSouth AustraliaNaNfresh firm, artisancreamy, crumblyash coatedwhiteacidic, creamyfreshTrueFalseSouth Australia, Australia-30.534367135.630121
1184SwaledalesheepEnglandSwaledale, North YorkshireNaNhardsemi firmNaNyellowsmooth, sweetfloralTrueFalseSwaledale, North Yorkshire, England54.382993-1.984136
1185Sweet Style SwissNaNSwitzerlandNaNsemi-hard, artisanfirm, supplewaxedNaNnuttynutty, sweetFalseFalse, Switzerland46.7985628.231974
1186Swiss cheesecowUnited StatesSwiss Cheesehard, artisan, processedfirmrindlesspale yellownutty, sweetNaNTrueFalse, United States39.783730-100.445882
\n", "

1140 rows × 16 columns

\n", "
" ], "text/plain": [ " cheese milk country region \\\n", "0 Aarewasser cow Switzerland \n", "1 Abbaye de Belloc sheep France Pays Basque \n", "2 Abbaye de Belval cow France \n", "3 Abbaye de Citeaux cow France Burgundy \n", "4 Abbaye de Tamié cow France Savoie \n", "... ... ... ... ... \n", "1182 Sveciaost cow Sweden Low-laying regions \n", "1183 Swag goat Australia South Australia \n", "1184 Swaledale sheep England Swaledale, North Yorkshire \n", "1185 Sweet Style Swiss NaN Switzerland \n", "1186 Swiss cheese cow United States \n", "\n", " family type texture \\\n", "0 NaN semi-soft buttery \n", "1 NaN semi-hard, artisan creamy, dense, firm \n", "2 NaN semi-hard elastic \n", "3 NaN semi-soft, artisan, brined creamy, dense, smooth \n", "4 NaN soft, artisan creamy, open, smooth \n", "... ... ... ... \n", "1182 NaN semi-hard, brined creamy, supple \n", "1183 NaN fresh firm, artisan creamy, crumbly \n", "1184 NaN hard semi firm \n", "1185 NaN semi-hard, artisan firm, supple \n", "1186 Swiss Cheese hard, artisan, processed firm \n", "\n", " rind color flavor aroma \\\n", "0 washed yellow sweet buttery \n", "1 natural yellow burnt caramel lanoline \n", "2 washed ivory NaN aromatic \n", "3 washed white acidic, milky, smooth barnyardy, earthy \n", "4 washed white fruity, nutty perfumed, pungent \n", "... ... ... ... ... \n", "1182 rindless pale yellow acidic NaN \n", "1183 ash coated white acidic, creamy fresh \n", "1184 NaN yellow smooth, sweet floral \n", "1185 waxed NaN nutty nutty, sweet \n", "1186 rindless pale yellow nutty, sweet NaN \n", "\n", " vegetarian vegan location latitude \\\n", "0 False False , Switzerland 46.798562 \n", "1 True False Pays Basque, France 47.686790 \n", "2 False False , France 46.603354 \n", "3 False False Burgundy, France 47.278087 \n", "4 False False Savoie, France 45.494895 \n", "... ... ... ... ... \n", "1182 False False Low-laying regions, Sweden 59.674971 \n", "1183 True False South Australia, Australia -30.534367 \n", "1184 True False Swaledale, North Yorkshire, England 54.382993 \n", "1185 False False , Switzerland 46.798562 \n", "1186 True False , United States 39.783730 \n", "\n", " longitude \n", "0 8.231974 \n", "1 7.392763 \n", "2 1.888334 \n", "3 4.222486 \n", "4 6.384660 \n", "... ... \n", "1182 14.520858 \n", "1183 135.630121 \n", "1184 -1.984136 \n", "1185 8.231974 \n", "1186 -100.445882 \n", "\n", "[1140 rows x 16 columns]" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data" ] }, { "cell_type": "code", "execution_count": 19, "id": "d41b1dc8-90df-44b8-9d83-d218f82a3637", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x=data[\"longitude\"]\n", "y=data[\"latitude\"]\n", "plt.plot(x,y,\".\");" ] }, { "cell_type": "code", "execution_count": 45, "id": "66ce4e4a-7006-411f-abd0-ee94d7cf99b3", "metadata": {}, "outputs": [], "source": [ "def filter_df(df, cols=None):\n", " if cols is None:\n", " cols = [\"milk\", \n", " # \"country\",\n", " \"color\",\n", " \"type\", \"texture\", \"flavor\", \"aroma\", \"family\", \"rind\"]\n", "\n", " df = df.copy()\n", " attributes = set() # Get all the possible attributes (some are mixed in different columns)\n", " for col in cols:\n", " values = set()\n", " for val in set(df[col]):\n", " if type(val) == float: # skip NaN values\n", " continue\n", " values = values.union([x.strip() for x in set(val.split(\",\"))])\n", " attributes = attributes.union(values)\n", " row_attrs = [set() for _ in range(len(df))] # get the attributes specific to each row\n", " for col in cols:\n", " for i, row in enumerate(df[col]):\n", " if type(row) != float:\n", " row_attrs[i] = row_attrs[i].union([x.strip() for x in row.split(\",\")])\n", " for attr in attributes: # Add attributes rows\n", " df[attr] = list(attr in row_attrs[i] for i in range(len(df[col])))\n", " df=df.copy()\n", " for col in cols:\n", " del df[col]\n", "\n", " return df.copy()" ] }, { "cell_type": "code", "execution_count": 46, "id": "fda6aaad-7b1e-4daa-8d28-cd049df9cec2", "metadata": {}, "outputs": [], "source": [ "data_features=filter_df(data)" ] }, { "cell_type": "code", "execution_count": 47, "id": "99d028a8-326d-4fbd-ba01-19a8ab4b4557", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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0AarewasserSwitzerlandFalseFalse, Switzerland46.7985628.231974TrueFalse...FalseTrueFalseFalseFalseFalseFalseFalseFalseFalse
1Abbaye de BellocFrancePays BasqueTrueFalsePays Basque, France47.6867907.392763FalseFalse...FalseFalseFalseFalseFalseFalseFalseFalseFalseFalse
2Abbaye de BelvalFranceFalseFalse, France46.6033541.888334TrueFalse...FalseFalseFalseFalseFalseFalseFalseFalseFalseFalse
3Abbaye de CiteauxFranceBurgundyFalseFalseBurgundy, France47.2780874.222486TrueFalse...FalseTrueFalseFalseFalseFalseFalseFalseFalseFalse
4Abbaye de TamiéFranceSavoieFalseFalseSavoie, France45.4948956.384660TrueFalse...FalseFalseFalseFalseFalseFalseFalseFalseFalseFalse
..................................................................
1182SveciaostSwedenLow-laying regionsFalseFalseLow-laying regions, Sweden59.67497114.520858FalseFalse...FalseFalseFalseFalseFalseFalseTrueFalseFalseFalse
1183SwagAustraliaSouth AustraliaTrueFalseSouth Australia, Australia-30.534367135.630121FalseFalse...FalseFalseFalseFalseFalseFalseFalseFalseFalseFalse
1184SwaledaleEnglandSwaledale, North YorkshireTrueFalseSwaledale, North Yorkshire, England54.382993-1.984136FalseTrue...FalseFalseFalseFalseFalseFalseFalseFalseFalseFalse
1185Sweet Style SwissSwitzerlandFalseFalse, Switzerland46.7985628.231974FalseFalse...FalseFalseFalseFalseFalseFalseTrueFalseFalseFalse
1186Swiss cheeseUnited StatesTrueFalse, United States39.783730-100.445882FalseFalse...FalseFalseFalseFalseFalseFalseFalseFalseFalseFalse
\n", "

1140 rows × 172 columns

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" ], "text/plain": [ " cheese country region vegetarian \\\n", "0 Aarewasser Switzerland False \n", "1 Abbaye de Belloc France Pays Basque True \n", "2 Abbaye de Belval France False \n", "3 Abbaye de Citeaux France Burgundy False \n", "4 Abbaye de Tamié France Savoie False \n", "... ... ... ... ... \n", "1182 Sveciaost Sweden Low-laying regions False \n", "1183 Swag Australia South Australia True \n", "1184 Swaledale England Swaledale, North Yorkshire True \n", "1185 Sweet Style Swiss Switzerland False \n", "1186 Swiss cheese United States True \n", "\n", " vegan location latitude longitude \\\n", "0 False , Switzerland 46.798562 8.231974 \n", "1 False Pays Basque, France 47.686790 7.392763 \n", "2 False , France 46.603354 1.888334 \n", "3 False Burgundy, France 47.278087 4.222486 \n", "4 False Savoie, France 45.494895 6.384660 \n", "... ... ... ... ... \n", "1182 False Low-laying regions, Sweden 59.674971 14.520858 \n", "1183 False South Australia, Australia -30.534367 135.630121 \n", "1184 False Swaledale, North Yorkshire, England 54.382993 -1.984136 \n", "1185 False , Switzerland 46.798562 8.231974 \n", "1186 False , United States 39.783730 -100.445882 \n", "\n", " washed semi firm ... blue semi-soft fermented Gorgonzola \\\n", "0 True False ... False True False False \n", "1 False False ... False False False False \n", "2 True False ... False False False False \n", "3 True False ... False True False False \n", "4 True False ... False False False False \n", "... ... ... ... ... ... ... ... \n", "1182 False False ... False False False False \n", "1183 False False ... False False False False \n", "1184 False True ... False False False False \n", "1185 False False ... False False False False \n", "1186 False False ... False False False False \n", "\n", " Cornish gooey supple woody Saint-Paulin Caciotta \n", "0 False False False False False False \n", "1 False False False False False False \n", "2 False False False False False False \n", "3 False False False False False False \n", "4 False False False False False False \n", "... ... ... ... ... ... ... \n", "1182 False False True False False False \n", "1183 False False False False False False \n", "1184 False False False False False False \n", "1185 False False True False False False \n", "1186 False False False False False False \n", "\n", "[1140 rows x 172 columns]" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data_features" ] }, { "cell_type": "markdown", "id": "a1b022a3-a2f9-4e39-9e79-48ae9f6adca5", "metadata": {}, "source": [ "## Classification" ] }, { "cell_type": "code", "execution_count": 48, "id": "94bcde38-784b-41d9-89b0-3e2e17aa2979", "metadata": {}, "outputs": [], "source": [ "from sklearn import tree\n", "from sklearn.model_selection import train_test_split\n", "from sklearn.preprocessing import LabelEncoder" ] }, { "cell_type": "markdown", "id": "100a7c2e-2d24-4814-bd68-4b9f6433ce4d", "metadata": {}, "source": [ "Transformer: la couleur en RGB; la localisation en GPS\n", "1ère question: est-ce que la couleur suffit à savoir d'où ça vient ? \n", "2ème question: est-ce que si on ajoute le type ça marche ? \n", "3ème question: et les caractéristiques gustatives ?\n" ] }, { "cell_type": "code", "execution_count": 50, "id": "24e7ff6e-c308-4cc8-aeac-eeb372f4c479", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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cheesecountryregionvegetarianveganlocationlatitudelongitudewashedsemi firm...bluesemi-softfermentedGorgonzolaCornishgooeysupplewoodySaint-PaulinCaciotta
0AarewasserSwitzerlandFalseFalse, Switzerland46.7985628.231974TrueFalse...FalseTrueFalseFalseFalseFalseFalseFalseFalseFalse
1Abbaye de BellocFrancePays BasqueTrueFalsePays Basque, France47.6867907.392763FalseFalse...FalseFalseFalseFalseFalseFalseFalseFalseFalseFalse
2Abbaye de BelvalFranceFalseFalse, France46.6033541.888334TrueFalse...FalseFalseFalseFalseFalseFalseFalseFalseFalseFalse
3Abbaye de CiteauxFranceBurgundyFalseFalseBurgundy, France47.2780874.222486TrueFalse...FalseTrueFalseFalseFalseFalseFalseFalseFalseFalse
4Abbaye de TamiéFranceSavoieFalseFalseSavoie, France45.4948956.384660TrueFalse...FalseFalseFalseFalseFalseFalseFalseFalseFalseFalse
..................................................................
1182SveciaostSwedenLow-laying regionsFalseFalseLow-laying regions, Sweden59.67497114.520858FalseFalse...FalseFalseFalseFalseFalseFalseTrueFalseFalseFalse
1183SwagAustraliaSouth AustraliaTrueFalseSouth Australia, Australia-30.534367135.630121FalseFalse...FalseFalseFalseFalseFalseFalseFalseFalseFalseFalse
1184SwaledaleEnglandSwaledale, North YorkshireTrueFalseSwaledale, North Yorkshire, England54.382993-1.984136FalseTrue...FalseFalseFalseFalseFalseFalseFalseFalseFalseFalse
1185Sweet Style SwissSwitzerlandFalseFalse, Switzerland46.7985628.231974FalseFalse...FalseFalseFalseFalseFalseFalseTrueFalseFalseFalse
1186Swiss cheeseUnited StatesTrueFalse, United States39.783730-100.445882FalseFalse...FalseFalseFalseFalseFalseFalseFalseFalseFalseFalse
\n", "

1140 rows × 172 columns

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" ], "text/plain": [ " cheese country region vegetarian \\\n", "0 Aarewasser Switzerland False \n", "1 Abbaye de Belloc France Pays Basque True \n", "2 Abbaye de Belval France False \n", "3 Abbaye de Citeaux France Burgundy False \n", "4 Abbaye de Tamié France Savoie False \n", "... ... ... ... ... \n", "1182 Sveciaost Sweden Low-laying regions False \n", "1183 Swag Australia South Australia True \n", "1184 Swaledale England Swaledale, North Yorkshire True \n", "1185 Sweet Style Swiss Switzerland False \n", "1186 Swiss cheese United States True \n", "\n", " vegan location latitude longitude \\\n", "0 False , Switzerland 46.798562 8.231974 \n", "1 False Pays Basque, France 47.686790 7.392763 \n", "2 False , France 46.603354 1.888334 \n", "3 False Burgundy, France 47.278087 4.222486 \n", "4 False Savoie, France 45.494895 6.384660 \n", "... ... ... ... ... \n", "1182 False Low-laying regions, Sweden 59.674971 14.520858 \n", "1183 False South Australia, Australia -30.534367 135.630121 \n", "1184 False Swaledale, North Yorkshire, England 54.382993 -1.984136 \n", "1185 False , Switzerland 46.798562 8.231974 \n", "1186 False , United States 39.783730 -100.445882 \n", "\n", " washed semi firm ... blue semi-soft fermented Gorgonzola \\\n", "0 True False ... False True False False \n", "1 False False ... False False False False \n", "2 True False ... False False False False \n", "3 True False ... False True False False \n", "4 True False ... False False False False \n", "... ... ... ... ... ... ... ... \n", "1182 False False ... False False False False \n", "1183 False False ... False False False False \n", "1184 False True ... False False False False \n", "1185 False False ... False False False False \n", "1186 False False ... False False False False \n", "\n", " Cornish gooey supple woody Saint-Paulin Caciotta \n", "0 False False False False False False \n", "1 False False False False False False \n", "2 False False False False False False \n", "3 False False False False False False \n", "4 False False False False False False \n", "... ... ... ... ... ... ... \n", "1182 False False True False False False \n", "1183 False False False False False False \n", "1184 False False False False False False \n", "1185 False False True False False False \n", "1186 False False False False False False \n", "\n", "[1140 rows x 172 columns]" ] }, "execution_count": 50, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data_features.drop(columns=[\"region\"])\n", "data_features" ] }, { "cell_type": "code", "execution_count": 51, "id": "ca969d41-a88a-47d9-b94b-8b633d3d3348", "metadata": {}, "outputs": [], "source": [ "Y=LabelEncoder().fit_transform(data_features[\"country\"])" ] }, { "cell_type": "code", "execution_count": 52, "id": "a8d0848f-b844-4a08-976d-4d1370070f73", "metadata": {}, "outputs": [], "source": [ "X=data_features.drop(columns=[\"cheese\",\"country\",\"region\",\"vegetarian\",\"location\",\"latitude\",\"longitude\"])" ] }, { "cell_type": "code", "execution_count": 55, "id": "43a62595-36f6-48f1-8c5f-7e4eb04916f4", "metadata": {}, "outputs": [], "source": [ "data_train, data_test, target_train, target_test = train_test_split(\n", " X, Y)" ] }, { "cell_type": "code", "execution_count": 68, "id": "9146fe82-eb70-4c66-b844-fdb405a8712b", "metadata": {}, "outputs": [], "source": [ "c=tree.DecisionTreeClassifier(max_depth=4)" ] }, { "cell_type": "code", "execution_count": 69, "id": "ac1d325e-8bad-48a4-ac33-9cf055ef25b2", "metadata": {}, "outputs": [], "source": [ "c=c.fit(data_train,target_train)" ] }, { "cell_type": "code", "execution_count": 76, "id": "e2c9b84f-b899-4c99-abb7-37a9deeafbb5", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(100,150))\n", "ax=plt.subplot()\n", "\n", "tree.plot_tree(c,ax=ax,filled=True,feature_names=X.columns);\n" ] }, { "cell_type": "code", "execution_count": null, "id": "d41c1cfc-1564-4131-8391-c8a8971b9d13", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "42a1e4ed-9a1e-41f8-a322-b5d2de68d24a", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "id": "038cd38e-3890-4f73-91a7-c30294b3bc5b", "metadata": {}, "source": [ "## Pattern Mining" ] }, { "cell_type": "code", "execution_count": 27, "id": "2e6b0dc1-030c-4239-803f-52736a41bcb5", "metadata": {}, "outputs": [], "source": [ "data_features_only=data_features.drop(columns=[\"vegetarian\",\"vegan\",\"cheese\",\"region\",\"color\",\"location\",\"latitude\",\"longitude\"])" ] }, { "cell_type": "code", "execution_count": 28, "id": "23b75579-95bb-4889-928f-9c3c1309a18a", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "196" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data_features_only.shape[1]" ] }, { "cell_type": "markdown", "id": "b76e8b2f-2efc-43f7-9aa7-fffb960313ad", "metadata": {}, "source": [ "We have $196$ features in our data, that is very big compared to the number of rows of our data. So, we choose a min_support of $0.1$ during the apriori algorithm for pattern mining. " ] }, { "cell_type": "code", "execution_count": 29, "id": "e7113235-7546-4c71-9b34-181472466d20", "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
supportitemsets
00.123684(Italy)
10.108772(washed)
20.188596(hard)
30.203509(nutty)
40.224561(goat)
50.198246(mild)
60.560526(creamy)
70.371053(natural)
80.100877(milky)
90.541228(artisan)
100.135088(spicy)
110.203509(buttery)
120.298246(smooth)
130.136842(strong)
140.254386(sweet)
150.267544(United States)
160.108772(soft-ripened)
170.188596(crumbly)
180.135088(rich)
190.135965(tangy)
200.328947(soft)
210.126316(fresh)
220.221053(firm)
230.195614(semi-hard)
240.160526(sheep)
250.655263(cow)
260.228947(semi-soft)
270.148246(France)
280.103509(hard, natural)
290.110526(artisan, hard)
300.142982(cow, hard)
310.100000(nutty, creamy)
320.121053(artisan, nutty)
330.142105(cow, nutty)
340.133333(goat, creamy)
350.128070(artisan, goat)
360.100877(goat, soft)
370.130702(mild, creamy)
380.106140(artisan, mild)
390.126316(mild, cow)
400.184211(natural, creamy)
410.306140(artisan, creamy)
420.131579(buttery, creamy)
430.193860(smooth, creamy)
440.140351(sweet, creamy)
450.169298(United States, creamy)
460.228070(soft, creamy)
470.378070(cow, creamy)
480.151754(semi-soft, creamy)
490.238596(artisan, natural)
500.103509(smooth, natural)
510.100877(sweet, natural)
520.108772(United States, natural)
530.101754(crumbly, natural)
540.110526(semi-hard, natural)
550.250000(cow, natural)
560.103509(artisan, buttery)
570.169298(artisan, smooth)
580.151754(artisan, sweet)
590.184211(artisan, United States)
600.122807(artisan, crumbly)
610.153509(artisan, soft)
620.135965(artisan, firm)
630.122807(semi-hard, artisan)
640.104386(artisan, sheep)
650.331579(artisan, cow)
660.126316(artisan, semi-soft)
670.103509(spicy, cow)
680.163158(buttery, cow)
690.124561(smooth, soft)
700.187719(smooth, cow)
710.160526(sweet, cow)
720.176316(United States, cow)
730.124561(crumbly, cow)
740.109649(cow, rich)
750.200000(cow, soft)
760.143860(firm, cow)
770.143860(semi-hard, cow)
780.153509(cow, semi-soft)
790.121053(artisan, natural, creamy)
800.135088(natural, cow, creamy)
810.108772(artisan, smooth, creamy)
820.113158(artisan, United States, creamy)
830.106140(artisan, soft, creamy)
840.192982(artisan, cow, creamy)
850.107895(buttery, cow, creamy)
860.130702(smooth, cow, creamy)
870.107018(United States, cow, creamy)
880.145614(soft, cow, creamy)
890.104386(semi-soft, cow, creamy)
900.151754(artisan, cow, natural)
910.120175(artisan, United States, cow)
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antecedentsconsequentsantecedent supportconsequent supportsupportconfidenceliftrepresentativityleverageconvictionzhangs_metricjaccardcertaintykulczynski
0(hard)(cow)0.1885960.6552630.1429820.7581401.1570001.00.0194021.4253540.1672360.2040050.2984200.488173
1(hard)(natural)0.1885960.3710530.1035090.5488371.4791361.00.0335301.3940590.3992210.2269230.2826700.413899
2(hard)(artisan)0.1885960.5412280.1105260.5860471.0828091.00.0084531.1082690.0942510.1784700.0976920.395130
3(bloomy)(soft)0.0798250.3289470.0675440.8461542.5723081.00.0412864.3618420.6642690.1979430.7707390.525744
4(soft-ripened)(soft)0.1087720.3289470.0885960.8145162.4761291.00.0528163.6178490.6689020.2537690.7235930.541925
5(soft)(cow)0.3289470.6552630.2000000.6080000.9278711.0-0.0155470.879431-0.1038150.255034-0.1370990.456610
6(soft)(creamy)0.3289470.5605260.2280700.6933331.2369331.00.0436871.4330660.2854450.3448280.3021960.550110
7(France)(soft)0.1482460.3289470.0929820.6272191.9067461.00.0442171.8001250.5583140.2420090.4444830.454943
8(washed)(cow)0.1087720.6552630.0842110.7741941.1815001.00.0129361.5266920.1723670.1238710.3449890.451354
9(washed)(creamy)0.1087720.5605260.0605260.5564520.9927311.0-0.0004430.990813-0.0081490.099424-0.0092720.332216
10(smooth)(cow)0.2982460.6552630.1877190.6294120.9605481.0-0.0077100.930242-0.0552920.245132-0.0749890.457946
11(smooth)(creamy)0.2982460.5605260.1938600.6500001.1596241.00.0266851.2556390.1961540.2915570.2035930.497926
12(smooth)(artisan)0.2982460.5412280.1692980.5676471.0488131.00.0078791.0611050.0663210.2526180.0575860.440225
13(firm)(cow)0.2210530.6552630.1438600.6507940.9931791.0-0.0009880.987201-0.0087400.196407-0.0129650.435169
14(firm)(artisan)0.2210530.5412280.1359650.6150791.1364511.00.0163251.1918610.1541410.2170870.1609760.433147
15(spicy)(cow)0.1350880.6552630.1035090.7662341.1693531.00.0149911.4747080.1674460.1507020.3218990.462099
16(spicy)(creamy)0.1350880.5605260.0692980.5129870.9151881.0-0.0064220.902386-0.0967760.110644-0.1081730.318309
17(spicy)(natural)0.1350880.3710530.0728070.5389611.4525191.00.0226821.3641960.3601990.1680160.2669670.367589
18(spicy)(artisan)0.1350880.5412280.0833330.6168831.1397841.00.0102201.1974720.1417960.1405330.1649080.385427
19(Cheddar)(cow)0.0754390.6552630.0710530.9418601.4373771.00.0216205.9294740.3291170.1077130.8313510.525147
20(Cheddar)(artisan)0.0754390.5412280.0508770.6744191.2460891.00.0100481.4090850.2136030.0899220.2903200.384211
21(salty)(cow)0.0973680.6552630.0666670.6846851.0449001.00.0028651.0933080.0476060.0971870.0853450.393212
22(salty)(artisan)0.0973680.5412280.0526320.5405410.9987301.0-0.0000670.998504-0.0014070.089820-0.0014990.318893
23(bloomy)(soft-ripened)0.0798250.1087720.0578950.7252756.6678481.00.0492123.2440700.9237660.4429530.6917450.628766
24(soft-ripened)(bloomy)0.1087720.0798250.0578950.5322586.6678481.00.0492121.9672720.9537700.4429530.4916820.628766
25(bloomy)(cow)0.0798250.6552630.0578950.7252751.1068451.00.0055891.2548420.1049050.0854920.2030870.406814
26(bloomy)(creamy)0.0798250.5605260.0666670.8351651.4899651.00.0219232.6661400.3573700.1162080.6249260.477050
27(soft-ripened)(cow)0.1087720.6552630.0754390.6935481.0584271.00.0041641.1249310.0619390.1095540.1110560.404338
28(soft-ripened)(creamy)0.1087720.5605260.0842110.7741941.3811901.00.0232411.9462410.3096700.1439280.4861890.462214
29(semi-hard)(cow)0.1956140.6552630.1438600.7354261.1223371.00.0156811.3029880.1355090.2034740.2325330.477485
30(semi-hard)(natural)0.1956140.3710530.1105260.5650221.5227551.00.0379431.4459310.4267800.2423080.3084040.431447
31(semi-hard)(artisan)0.1956140.5412280.1228070.6278031.1599601.00.0169351.2326040.1714360.2000000.1887090.427354
32(creamy)(cow)0.5605260.6552630.3780700.6744911.0293441.00.0107781.0590710.0648680.4513090.0557770.625733
33(cow)(creamy)0.6552630.5605260.3780700.5769751.0293441.00.0107781.0388820.0826940.4513090.0374270.625733
34(earthy)(cow)0.0885960.6552630.0596490.6732671.0274761.00.0015951.0551040.0293410.0871790.0522260.382149
35(France)(cow)0.1482460.6552630.0868420.5857990.8939901.0-0.0102980.832293-0.1222060.121175-0.2015000.359164
36(Blue)(cow)0.0780700.6552630.0631580.8089891.2346011.00.0120011.8047990.2061130.0942410.4459220.452687
37(aromatic)(cow)0.0982460.6552630.0631580.6428570.9810671.0-0.0012190.965263-0.0209520.091487-0.0359870.369621
38(dense)(cow)0.0798250.6552630.0517540.6483520.9894521.0-0.0005520.980345-0.0114520.075738-0.0200490.363667
39(England)(cow)0.0728070.6552630.0570180.7831331.1951421.00.0093101.5896200.1761010.0849670.3709190.435074
40(blue-veined)(cow)0.0701750.6552630.0578950.8250001.2590361.00.0119111.9699250.2212690.0867280.4923660.456677
41(sweet)(cow)0.2543860.6552630.1605260.6310340.9630251.0-0.0061630.934333-0.0489730.214286-0.0702820.438007
42(natural)(cow)0.3710530.6552630.2500000.6737591.0282261.00.0068631.0566930.0436470.3220340.0536520.527642
43(strong)(cow)0.1368420.6552630.0938600.6858971.0467511.00.0041921.0975300.0517440.1344220.0888630.414569
44(rich)(cow)0.1350880.6552630.1096490.8116881.2387211.00.0211311.8306720.2228150.1610820.4537520.489512
45(fruity)(cow)0.0877190.6552630.0701750.8000001.2208841.00.0126961.7236840.1983170.1043020.4198470.453548
46(tangy)(cow)0.1359650.6552630.0807020.5935480.9058171.0-0.0083910.848162-0.1074120.113580-0.1790200.358354
47(mild)(cow)0.1982460.6552630.1263160.6371680.9723851.0-0.0035870.950128-0.0342090.173703-0.0524890.414970
48(sharp)(cow)0.0780700.6552630.0578950.7415731.1317181.00.0067381.3339820.1262430.0857140.2503650.414963
49(United States)(cow)0.2675440.6552630.1763160.6590161.0057281.00.0010041.0110070.0077750.2361930.0108870.464046
50(crumbly)(cow)0.1885960.6552630.1245610.6604651.0079391.00.0009811.0153210.0097070.1731710.0150900.425279
51(nutty)(cow)0.2035090.6552630.1421050.6982761.0656421.00.0087531.1425560.0773370.1982860.1247700.457572
52(open)(cow)0.0692980.6552630.0526320.7594941.1590671.00.0072231.4333800.1474550.0783290.3023480.419907
53(Italy)(cow)0.1236840.6552630.0631580.5106380.7792871.0-0.0178880.704462-0.2442550.088235-0.4195220.303512
54(milky)(cow)0.1008770.6552630.0640350.6347830.9687451.0-0.0020660.943922-0.0346410.092522-0.0594090.366253
55(semi-soft)(cow)0.2289470.6552630.1535090.6704981.0232501.00.0034881.0462360.0294690.2100840.0441930.452384
56(buttery)(cow)0.2035090.6552630.1631580.8017241.2235151.00.0298061.7386730.2293590.2345520.4248490.525360
57(cow)(artisan)0.6552630.5412280.3315790.5060240.9349551.0-0.0230680.928733-0.1679190.383367-0.0767350.559333
58(artisan)(cow)0.5412280.6552630.3315790.6126420.9349551.0-0.0230680.889969-0.1316760.383367-0.1236340.559333
59(fresh)(cow)0.1263160.6552630.0631580.5000000.7630521.0-0.0196120.689474-0.2622220.087912-0.4503820.298193
60(rindless)(cow)0.0894740.6552630.0570180.6372550.9725181.0-0.0016110.950356-0.0301020.082908-0.0522380.362135
61(earthy)(creamy)0.0885960.5605260.0526320.5940591.0598241.00.0029711.0826060.0619350.0882350.0763030.343978
62(France)(creamy)0.1482460.5605260.0850880.5739641.0239741.00.0019921.0315420.0274880.1364280.0305780.362882
63(goat)(creamy)0.2245610.5605260.1333330.5937501.0592721.00.0074611.0817810.0721600.2045760.0755990.415811
64(Blue)(creamy)0.0780700.5605260.0605260.7752811.3831301.00.0167661.9556580.3004590.1047040.4886630.441631
65(aromatic)(creamy)0.0982460.5605260.0570180.5803571.0353791.00.0019481.0472560.0378930.0947520.0451240.341039
66(England)(creamy)0.0728070.5605260.0508770.6987951.2466771.00.0100671.4590530.2134050.0873490.3146240.394781
67(blue-veined)(creamy)0.0701750.5605260.0561400.8000001.4272301.00.0168052.1973680.3219340.0977100.5449100.450078
68(sweet)(creamy)0.2543860.5605260.1403510.5517240.9842971.0-0.0022390.980364-0.0209490.208062-0.0200290.401058
69(rich)(creamy)0.1350880.5605260.0894740.6623381.1816351.00.0137531.3015180.1777230.1476120.2316670.410981
70(mild)(creamy)0.1982460.5605260.1307020.6592921.1762021.00.0195801.2898840.1868470.2081010.2247360.446234
71(United States)(creamy)0.2675440.5605260.1692980.6327871.1289161.00.0193331.1967810.1559060.2569910.1644250.467411
72(milky)(creamy)0.1008770.5605260.0657890.6521741.1635031.00.0092451.2634870.1562930.1104570.2085390.384772
73(semi-soft)(creamy)0.2289470.5605260.1517540.6628351.1825231.00.0234231.3034390.2001810.2379640.2327990.466785
74(buttery)(creamy)0.2035090.5605260.1315790.6465521.1534731.00.0175071.2433890.1670480.2080440.1957460.440647
75(creamy)(artisan)0.5605260.5412280.3061400.5461661.0091231.00.0027681.0108800.0205720.3847850.0107630.555903
76(artisan)(creamy)0.5412280.5605260.3061400.5656401.0091231.00.0027681.0117730.0197070.3847850.0116360.555903
77(fresh)(creamy)0.1263160.5605260.0912280.7222221.2884721.00.0204251.5821050.2562560.1531660.3679310.442488
78(rindless)(creamy)0.0894740.5605260.0561400.6274511.1193961.00.0059881.1796400.1171420.0945350.1522840.363804
79(goat)(artisan)0.2245610.5412280.1280700.5703121.0537381.00.0065311.0676870.0657660.2008250.0633960.403471
80(Blue)(blue-veined)0.0780700.0701750.0605260.77528111.0477531.00.0550484.1377190.9865000.6900000.7583210.818890
81(blue-veined)(Blue)0.0701750.0780700.0605260.86250011.0477531.00.0550486.7049440.9781240.6900000.8508560.818890
82(aromatic)(artisan)0.0982460.5412280.0578950.5892861.0887941.00.0047211.1170100.0904370.0995480.1047530.348127
83(dense)(artisan)0.0798250.5412280.0508770.6373631.1776231.00.0076741.2650980.1639160.0892310.2095480.365683
84(sweet)(artisan)0.2543860.5412280.1517540.5965521.1022191.00.0140741.1371270.1243790.2356950.1205910.438470
85(crumbly)(natural)0.1885960.3710530.1017540.5395351.4540661.00.0317751.3658960.3848560.2222220.2678800.406883
86(Italy)(natural)0.1236840.3710530.0728070.5886521.5864391.00.0269141.5289930.4218310.1725570.3459750.392435
87(natural)(artisan)0.3710530.5412280.2385960.6430261.1880871.00.0377721.2851690.2517070.3541670.2218920.541934
88(strong)(artisan)0.1368420.5412280.0789470.5769231.0659521.00.0048851.0843700.0716800.1317720.0778060.361395
89(rich)(artisan)0.1350880.5412280.0798250.5909091.0917931.00.0067111.1214420.0972070.1338240.1082910.369198
90(fruity)(artisan)0.0877190.5412280.0535090.6100001.1270661.00.0060331.1763380.1235810.0929880.1499040.354433
91(tangy)(artisan)0.1359650.5412280.0859650.6322581.1681921.00.0123771.2475380.1666320.1454010.1984210.395546
92(mild)(artisan)0.1982460.5412280.1061400.5353980.9892281.0-0.0011560.987452-0.0133990.167590-0.0127070.365754
93(United States)(artisan)0.2675440.5412280.1842110.6885251.2721521.00.0394081.4728990.2920730.2949440.3210670.514441
94(crumbly)(artisan)0.1885960.5412280.1228070.6511631.2031211.00.0207331.3151460.2080690.2023120.2396280.439034
95(nutty)(artisan)0.2035090.5412280.1210530.5948281.0990331.00.0109081.1322880.1131330.1940930.1168330.409245
96(Italy)(artisan)0.1236840.5412280.0815790.6595741.2186631.00.0146381.3476430.2047530.1398500.2579630.405152
97(sheep)(artisan)0.1605260.5412280.1043860.6502731.2014771.00.0175051.3118010.1997580.1747430.2376890.421571
98(milky)(artisan)0.1008770.5412280.0543860.5391300.9961241.0-0.0002120.995449-0.0043090.092537-0.0045720.319808
99(semi-soft)(artisan)0.2289470.5412280.1263160.5517241.0193931.00.0024031.0234140.0246730.1961850.0228790.392556
100(buttery)(artisan)0.2035090.5412280.1035090.5086210.9397531.0-0.0066360.933641-0.0744940.161423-0.0710750.349934
101(fresh)(artisan)0.1263160.5412280.0719300.5694441.0521341.00.0035641.0655350.0567150.1207660.0615040.351173
102(hard, creamy)(cow)0.0605260.6552630.0526320.8695651.3270471.00.0129712.6429820.2623250.0793650.6216400.474943
103(hard, natural)(cow)0.1035090.6552630.0789470.7627121.1639781.00.0111221.4528200.1571430.1161290.3116830.441597
104(hard, cow)(natural)0.1429820.3710530.0789470.5521471.4880561.00.0258931.4043620.3827020.1814520.2879330.382457
105(hard, crumbly)(cow)0.0842110.6552630.0657890.7812501.1922691.00.0106091.5759400.1760920.0976560.3654580.440826
106(crumbly, cow)(hard)0.1245610.1885960.0657890.5281692.8005241.00.0422981.7196910.7344020.2659570.4185000.438503
107(hard, nutty)(cow)0.0728070.6552630.0552630.7590361.1583681.00.0075551.4306580.1474520.0821380.3010210.421687
108(hard, cow)(artisan)0.1429820.5412280.0824560.5766871.0655161.00.0050701.0837660.0717460.1370260.0772910.364519
109(hard, artisan)(cow)0.1105260.6552630.0824560.7460321.1385221.00.0100321.3574010.1367870.1206680.2632980.435934
110(hard, natural)(crumbly)0.1035090.1885960.0517540.5000002.6511631.00.0322331.6228070.6947160.2153280.3837840.387209
111(hard, crumbly)(natural)0.0842110.3710530.0517540.6145831.6563241.00.0205081.6318630.4326900.1282610.3872040.377032
112(natural, crumbly)(hard)0.1017540.1885960.0517540.5086212.6968721.00.0325641.6512770.7004770.2169120.3944080.391520
113(hard, natural)(artisan)0.1035090.5412280.0692980.6694921.2369861.00.0132761.3880790.2137040.1204270.2795800.398765
114(hard, artisan)(natural)0.1105260.3710530.0692980.6269841.6897441.00.0282871.6861140.4589170.1680850.4069200.406873
115(smooth, soft)(cow)0.1245610.6552630.0763160.6126760.9350081.0-0.0053050.890048-0.0735600.108479-0.1235350.364571
116(smooth, soft)(creamy)0.1245610.5605260.0868420.6971831.2438011.00.0170221.4512850.2239020.1451610.3109560.426056
117(smooth, soft)(artisan)0.1245610.5412280.0692980.5563381.0279181.00.0018821.0340570.0310240.1161760.0329360.342188
118(bloomy, soft)(cow)0.0675440.6552630.0543860.8051951.2288111.00.0101271.7696490.1996940.0813650.4349160.444097
119(bloomy, cow)(soft)0.0578950.3289470.0543860.9393942.8557581.00.03534211.0723680.6897640.1635880.9096850.552364
120(bloomy)(soft, cow)0.0798250.2000000.0543860.6813193.4065931.00.0384212.5103450.7677360.2412450.6016480.476624
121(bloomy, soft)(creamy)0.0675440.5605260.0570180.8441561.5060061.00.0191572.8199560.3603300.0998460.6453850.472939
122(bloomy, creamy)(soft)0.0666670.3289470.0570180.8552632.6000001.00.0350884.6363640.6593410.1683940.7843140.514298
123(bloomy)(soft, creamy)0.0798250.2280700.0570180.7142863.1318681.00.0388122.7017540.7397520.2272730.6298700.482143
124(soft, soft-ripened)(cow)0.0885960.6552630.0666670.7524751.1483561.00.0086131.3927370.1417480.0984460.2819890.427108
125(cow, soft-ripened)(soft)0.0754390.3289470.0666670.8837212.6865121.00.0418515.7710530.6789920.1974030.8267210.543194
126(soft-ripened)(soft, cow)0.1087720.2000000.0666670.6129033.0645161.00.0449122.0666670.7559060.2753620.5161290.473118
127(soft, soft-ripened)(creamy)0.0885960.5605260.0701750.7920791.4130991.00.0205152.1136590.3207530.1212120.5268870.458637
128(creamy, soft-ripened)(soft)0.0842110.3289470.0701750.8333332.5333331.00.0424754.0263160.6609200.2046040.7516340.523333
129(soft-ripened)(soft, creamy)0.1087720.2280700.0701750.6451612.8287841.00.0453682.1754390.7253940.2631580.5403230.476427
130(soft, creamy)(cow)0.2280700.6552630.1456140.6384620.9743591.0-0.0038320.953527-0.0329670.197384-0.0487380.430342
131(soft, cow)(creamy)0.2000000.5605260.1456140.7280701.2989051.00.0335091.6161290.2876510.2368050.3812380.493926
132(buttery, soft)(cow)0.0850880.6552630.0684210.8041241.2271771.00.0126661.7599720.2023380.1018280.4318090.454271
133(soft, artisan)(cow)0.1535090.6552630.0850880.5542860.8458981.0-0.0155010.773448-0.1770990.117576-0.2929120.342069
134(soft, France)(creamy)0.0929820.5605260.0552630.5943401.0603241.00.0031441.0833540.0627250.0923750.0769400.346466
135(creamy, France)(soft)0.0850880.3289470.0552630.6494851.9744331.00.0272741.9144740.5394240.1540340.4776630.408742
136(goat, soft)(creamy)0.1008770.5605260.0649120.6434781.1479891.00.0083681.2326700.1433750.1088240.1887530.379642
137(mild, soft)(creamy)0.0710530.5605260.0517540.7283951.2994841.00.0119281.6180620.2480910.0892590.3819770.410363
138(United States, soft)(creamy)0.0684210.5605260.0500000.7307691.3037201.00.0116481.6323310.2500740.0863640.3873790.409986
139(buttery, soft)(creamy)0.0850880.5605260.0684210.8041241.4345871.00.0207272.2436290.3311080.1185410.5542930.463095
140(buttery, creamy)(soft)0.1315790.3289470.0684210.5200001.5808001.00.0251391.3980260.4230770.1744970.2847060.364000
141(soft, artisan)(creamy)0.1535090.5605260.1061400.6914291.2335351.00.0200951.4242200.2236540.1746030.2978610.440393
142(goat, soft)(artisan)0.1008770.5412280.0535090.5304350.9800581.0-0.0010890.977014-0.0221300.090909-0.0235260.314650
143(smooth, creamy)(cow)0.1938600.6552630.1307020.6742081.0289121.00.0036731.0581510.0348570.1819290.0549550.436836
144(smooth, cow)(creamy)0.1877190.5605260.1307020.6962621.2421571.00.0254801.4468830.2400020.2116480.3088590.464719
145(sweet, smooth)(cow)0.0868420.6552630.0517540.5959600.9094971.0-0.0051500.853224-0.0982650.074968-0.1720260.337471
146(natural, smooth)(cow)0.1035090.6552630.0640350.6186440.9441151.0-0.0037900.903977-0.0619370.092172-0.1062230.358184
147(smooth, semi-soft)(cow)0.0807020.6552630.0552630.6847831.0450501.00.0023821.0936480.0468920.0811860.0856290.384560
148(buttery, smooth)(cow)0.0649120.6552630.0526320.8108111.2373821.00.0100971.8221800.2051590.0788440.4512070.445566
149(smooth, cow)(artisan)0.1877190.5412280.0991230.5280370.9756281.0-0.0024760.972051-0.0298360.157382-0.0287520.355591
150(smooth, artisan)(cow)0.1692980.6552630.0991230.5854920.8935221.0-0.0118120.831678-0.1254560.136638-0.2023890.368382
151(sweet, smooth)(creamy)0.0868420.5605260.0578950.6666671.1893581.00.0092171.3184210.1743520.0982140.2415170.384977
152(natural, smooth)(creamy)0.1035090.5605260.0596490.5762711.0280891.00.0016301.0371580.0304770.0986940.0358270.341344
153(mild, smooth)(creamy)0.0692980.5605260.0508770.7341771.3098001.00.0120341.6532580.2541360.0878790.3951340.412472
154(United States, smooth)(creamy)0.0675440.5605260.0517540.7662341.3669901.00.0138941.8799710.2879120.0898020.4680770.429283
155(smooth, semi-soft)(creamy)0.0807020.5605260.0570180.7065221.2604611.00.0117821.4974660.2247800.0975980.3322050.404122
156(smooth, creamy)(artisan)0.1938600.5412280.1087720.5610861.0366901.00.0038501.0452430.0439030.1736690.0432850.381029
157(smooth, artisan)(creamy)0.1692980.5605260.1087720.6424871.1462211.00.0138761.2292520.1535660.1751410.1864970.418270
158(sweet, smooth)(artisan)0.0868420.5412280.0543860.6262631.1571141.00.0073851.2275250.1486940.0948010.1853530.363374
159(natural, smooth)(artisan)0.1035090.5412280.0736840.7118641.3152761.00.0176621.5922080.2673800.1290320.3719420.424004
160(semi-hard, firm)(cow)0.0692980.6552630.0526320.7594941.1590671.00.0072231.4333800.1474550.0783290.3023480.419907
161(natural, firm)(cow)0.0947370.6552630.0675440.7129631.0880561.00.0054661.2010190.0893990.0989720.1673730.408021
162(firm, cow)(artisan)0.1438600.5412280.0771930.5365850.9914221.0-0.0006680.989982-0.0100050.126984-0.0101200.339605
163(firm, artisan)(cow)0.1359650.6552630.0771930.5677420.8664331.0-0.0119000.797526-0.1514020.108108-0.2538780.342773
164(firm, creamy)(artisan)0.0745610.5412280.0526320.7058821.3042231.00.0122771.5598250.2520540.0934580.3589020.401564
165(natural, firm)(artisan)0.0947370.5412280.0587720.6203701.1462271.00.0074981.2084720.1409230.1018240.1725090.364480
166(United States, firm)(artisan)0.0736840.5412280.0552630.7500001.3857371.00.0153831.8350880.3005050.0987460.4550670.426053
167(spicy, cow)(creamy)0.1035090.5605260.0526320.5084750.9071381.0-0.0053880.894102-0.1024850.086083-0.1184410.301186
168(creamy, spicy)(cow)0.0692980.6552630.0526320.7594941.1590671.00.0072231.4333800.1474550.0783290.3023480.419907
169(spicy, cow)(natural)0.1035090.3710530.0570180.5508471.4845531.00.0186101.4002980.3640820.1365550.2858660.352256
170(natural, spicy)(cow)0.0728070.6552630.0570180.7831331.1951421.00.0093101.5896200.1761010.0849670.3709190.435074
171(spicy, cow)(artisan)0.1035090.5412280.0596490.5762711.0647471.00.0036271.0827020.0678310.1019490.0763850.343241
172(spicy, artisan)(cow)0.0833330.6552630.0596490.7157891.0923691.00.0050441.2129630.0922460.0878550.1755730.403410
173(natural, spicy)(artisan)0.0728070.5412280.0500000.6867471.2688681.00.0105951.4645410.2285350.0886470.3171920.389565
174(spicy, artisan)(natural)0.0833330.3710530.0500000.6000001.6170211.00.0190791.5723680.4162680.1236440.3640170.367376
175(bloomy, creamy)(cow)0.0666670.6552630.0508770.7631581.1646591.00.0071931.4555560.1514780.0758170.3129770.420401
176(bloomy, cow)(creamy)0.0578950.5605260.0508770.8787881.5677911.00.0184263.6256580.3844150.0896450.7241880.484777
177(bloomy)(creamy, cow)0.0798250.3780700.0508770.6373631.6858321.00.0206981.7150190.4421120.1250000.4169160.385967
178(creamy, soft-ripened)(cow)0.0842110.6552630.0622810.7395831.1286811.00.0071011.3237890.1244940.0919690.2445930.417315
179(cow, soft-ripened)(creamy)0.0754390.5605260.0622810.8255811.4728681.00.0199952.5196490.3472490.1085630.6031190.468346
180(soft-ripened)(creamy, cow)0.1087720.3780700.0622810.5725811.5144821.00.0211571.4550810.3811690.1466940.3127530.368657
181(semi-hard, creamy)(cow)0.0929820.6552630.0736840.7924531.2093661.00.0127561.6610050.1908680.1092330.3979550.452451
182(semi-hard, cow)(creamy)0.1438600.5605260.0736840.5121950.9137751.0-0.0069530.900921-0.0992750.116829-0.1099750.321825
183(semi-hard, natural)(cow)0.1105260.6552630.0798250.7222221.1021871.00.0074011.2410530.1042330.1163680.1942320.422021
184(semi-hard, cow)(natural)0.1438600.3710530.0798250.5548781.4954161.00.0264451.4129780.3869570.1834680.2922750.385004
185(semi-hard, United States)(cow)0.0666670.6552630.0500000.7500001.1445781.00.0063161.3789470.1353380.0744130.2748090.413153
186(semi-hard, cow)(artisan)0.1438600.5412280.0850880.5914631.0928171.00.0072271.1229640.0992060.1418130.1095000.374338
187(semi-hard, artisan)(cow)0.1228070.6552630.0850880.6928571.0573721.00.0046171.1223990.0618560.1227850.1090510.411355
188(semi-hard, natural)(creamy)0.1105260.5605260.0614040.5555560.9911321.0-0.0005490.988816-0.0099590.100719-0.0113110.332551
189(semi-hard, creamy)(natural)0.0929820.3710530.0614040.6603771.7797401.00.0269021.8519010.4830340.1525050.4600140.412931
190(semi-hard, creamy)(artisan)0.0929820.5412280.0640350.6886791.2724381.00.0137101.4736310.2360560.1123080.3214040.403497
191(semi-hard, artisan)(creamy)0.1228070.5605260.0640350.5214290.9302481.0-0.0048010.918303-0.0787480.103399-0.0889650.317835
192(semi-hard, natural)(artisan)0.1105260.5412280.0771930.6984131.2904221.00.0173731.5211910.2530260.1343510.3426200.420519
193(semi-hard, artisan)(natural)0.1228070.3710530.0771930.6285711.6940221.00.0316251.6933200.4670450.1852630.4094440.418305
194(creamy, France)(cow)0.0850880.6552630.0526320.6185570.9439821.0-0.0031230.903770-0.0609100.076531-0.1064770.349439
195(cow, France)(creamy)0.0868420.5605260.0526320.6060611.0812351.00.0039541.1155870.0822770.0884960.1036110.349979
196(Blue, creamy)(cow)0.0605260.6552630.0508770.8405801.2828121.00.0112172.1624400.2346660.0765170.5375590.459112
197(Blue, cow)(creamy)0.0631580.5605260.0508770.8055561.4371411.00.0154762.2601500.3246800.0888210.5575520.448161
198(Blue)(creamy, cow)0.0780700.3780700.0508770.6516851.7237151.00.0213611.7855400.4554120.1255410.4399450.393128
199(sweet, creamy)(cow)0.1403510.6552630.0912280.6500000.9919681.0-0.0007390.984962-0.0093310.129514-0.0152670.394612
200(sweet, cow)(creamy)0.1605260.5605260.0912280.5683061.0138791.00.0012491.0180210.0163070.1448470.0177020.365530
201(natural, creamy)(cow)0.1842110.6552630.1350880.7333331.1191431.00.0143811.2927630.1304990.1917810.2264630.469746
202(natural, cow)(creamy)0.2500000.5605260.1350880.5403510.9640061.0-0.0050440.956107-0.0474230.200000-0.0459080.390676
203(strong, creamy)(cow)0.0675440.6552630.0543860.8051951.2288111.00.0101271.7696490.1996940.0813650.4349160.444097
204(strong, cow)(creamy)0.0938600.5605260.0543860.5794391.0337411.00.0017751.0449710.0360210.0906430.0430350.338233
205(creamy, rich)(cow)0.0894740.6552630.0692980.7745101.1819831.00.0106691.5288330.1690930.1025970.3459060.440133
206(cow, rich)(creamy)0.1096490.5605260.0692980.6320001.1275121.00.0078371.1942220.1270190.1153280.1626350.377815
207(rich)(creamy, cow)0.1350880.3780700.0692980.5129871.3568571.00.0182261.2770290.3040800.1561260.2169330.348141
208(mild, creamy)(cow)0.1307020.6552630.0815790.6241610.9525351.0-0.0040650.917246-0.0542150.115816-0.0902200.374330
209(mild, cow)(creamy)0.1263160.5605260.0815790.6458331.1521911.00.0107761.2408670.1511850.1347830.1941120.395687
210(United States, creamy)(cow)0.1692980.6552630.1070180.6321240.9646881.0-0.0039170.937102-0.0422050.149144-0.0671200.397722
211(United States, cow)(creamy)0.1763160.5605260.1070180.6069651.0828491.00.0081881.1181550.0928870.1699160.1056690.398944
212(nutty, cow)(creamy)0.1421050.5605260.0745610.5246910.9360691.0-0.0050920.924607-0.0737400.118715-0.0815410.328856
213(creamy, nutty)(cow)0.1000000.6552630.0745610.7456141.1378851.00.0090351.3551720.1346410.1095360.2620870.429701
214(creamy, semi-soft)(cow)0.1517540.6552630.1043860.6878611.0497481.00.0049471.1044350.0558690.1485640.0945590.423583
215(cow, semi-soft)(creamy)0.1535090.5605260.1043860.6800001.2131461.00.0183401.3733550.2075590.1712230.2718560.433114
216(buttery, creamy)(cow)0.1315790.6552630.1078950.8200001.2514061.00.0216761.9152050.2313380.1589150.4778630.492329
217(buttery, cow)(creamy)0.1631580.5605260.1078950.6612901.1797671.00.0164401.2974940.1820830.1752140.2292830.426889
218(buttery)(creamy, cow)0.2035090.3780700.1078950.5301721.4023121.00.0309541.3237410.3601950.2277780.2445650.407778
219(creamy, cow)(artisan)0.3780700.5412280.1929820.5104410.9431161.0-0.0116400.937112-0.0884070.265700-0.0671080.433502
220(creamy, artisan)(cow)0.3061400.6552630.1929820.6303720.9620141.0-0.0076200.932660-0.0538430.251142-0.0722020.462442
221(cow, artisan)(creamy)0.3315790.5605260.1929820.5820111.0383291.00.0071241.0513990.0552250.2760350.0488860.463149
222(Blue, blue-veined)(cow)0.0605260.6552630.0500000.8260871.2606951.00.0103391.9822370.2201090.0750990.4955190.451196
223(Blue, cow)(blue-veined)0.0631580.0701750.0500000.79166711.2812501.00.0455684.4631580.9727970.6000000.7759430.752083
224(blue-veined, cow)(Blue)0.0578950.0780700.0500000.86363611.0623081.00.0454806.7608190.9655000.5816330.8520890.752043
225(Blue)(blue-veined, cow)0.0780700.0578950.0500000.64044911.0623081.00.0454802.6202300.9866290.5816330.6183540.752043
226(blue-veined)(Blue, cow)0.0701750.0631580.0500000.71250011.2812501.00.0455683.2585810.9801390.6000000.6931180.752083
227(sweet, natural)(cow)0.1008770.6552630.0657890.6521740.9952851.0-0.0003120.991118-0.0052410.095299-0.0089610.376288
228(United States, sweet)(cow)0.0894740.6552630.0649120.7254901.1071741.00.0062831.2558270.1063120.0954840.2037120.412277
229(sweet, nutty)(cow)0.0763160.6552630.0543860.7126441.0875691.00.0043791.1996840.0871700.0803110.1664470.397821
230(sweet, cow)(artisan)0.1605260.5412280.0868420.5409840.9995481.0-0.0000390.999467-0.0005380.141227-0.0005330.350719
231(sweet, artisan)(cow)0.1517540.6552630.0868420.5722540.8733201.0-0.0125970.805939-0.1460340.120585-0.2407890.352392
232(United States, natural)(cow)0.1087720.6552630.0859650.7903231.2061151.00.0146911.6441300.1917480.1267790.3917750.460757
233(natural, crumbly)(cow)0.1017540.6552630.0692980.6810341.0393301.00.0026221.0807970.0421280.1007650.0747570.393395
234(crumbly, cow)(natural)0.1245610.3710530.0692980.5563381.4993511.00.0230791.4176270.3804320.1625510.2945960.371550
235(natural, nutty)(cow)0.0912280.6552630.0684210.7500001.1445781.00.0086431.3789470.1389960.1009060.2748090.427209
236(natural, semi-soft)(cow)0.0728070.6552630.0500000.6867471.0480481.00.0022921.1005060.0494450.0737390.0913270.381526
237(buttery, natural)(cow)0.0631580.6552630.0500000.7916671.2081661.00.0086151.6547370.1839150.0748030.3956740.433986
238(natural, cow)(artisan)0.2500000.5412280.1517540.6070181.1215561.00.0164471.1674110.1445090.2373110.1434030.443703
239(natural, artisan)(cow)0.2385960.6552630.1517540.6360290.9706471.0-0.0045890.947156-0.0381990.204492-0.0557930.433811
240(strong, cow)(artisan)0.0938600.5412280.0508770.5420561.0015301.00.0000781.0018080.0016860.0870870.0018050.318030
241(strong, artisan)(cow)0.0789470.6552630.0508770.6444440.9834901.0-0.0008540.969572-0.0179000.074454-0.0313830.361044
242(cow, rich)(artisan)0.1096490.5412280.0596490.5440001.0051221.00.0003041.0060790.0057230.1008900.0060420.327105
243(rich, artisan)(cow)0.0798250.6552630.0596490.7472531.1403861.00.0073431.3639590.1337830.0883120.2668400.419142
244(mild, artisan)(cow)0.1061400.6552630.0552630.5206610.7945831.0-0.0142870.719192-0.2243370.078261-0.3904490.302499
245(United States, nutty)(cow)0.0719300.6552630.0543860.7560981.1538841.00.0072531.4134210.1436980.0808340.2924970.419548
246(United States, buttery)(cow)0.0657890.6552630.0535090.8133331.2412321.00.0103991.8468050.2080350.0801580.4585240.447497
247(United States, cow)(artisan)0.1763160.5412280.1201750.6815921.2593431.00.0247481.4408310.2500170.2011750.3059560.451817
248(United States, artisan)(cow)0.1842110.6552630.1201750.6523810.9956011.0-0.0005310.991709-0.0053860.167073-0.0083610.417891
249(crumbly, cow)(artisan)0.1245610.5412280.0807020.6478871.1970691.00.0132861.3029120.1880500.1379310.2324890.398498
250(crumbly, artisan)(cow)0.1228070.6552630.0807020.6571431.0028691.00.0002311.0054820.0032610.1157230.0054530.390151
251(nutty, cow)(artisan)0.1421050.5412280.0815790.5740741.0606881.00.0046681.0771170.0666930.1355690.0715950.362402
252(nutty, artisan)(cow)0.1210530.6552630.0815790.6739131.0284621.00.0022581.0571930.0314850.1174240.0540990.399206
253(artisan, semi-soft)(cow)0.1263160.6552630.0728070.5763890.8796301.0-0.0099630.813805-0.1354170.102723-0.2287960.343750
254(buttery, cow)(artisan)0.1631580.5412280.0833330.5107530.9436921.0-0.0049720.937710-0.0665550.134181-0.0664280.332362
255(buttery, artisan)(cow)0.1035090.6552630.0833330.8050851.2286431.00.0155081.7686500.2075810.1233770.4345970.466130
256(United States, goat)(creamy)0.0780700.5605260.0552630.7078651.2628581.00.0115031.5043520.2257710.0947370.3352620.403228
257(goat, creamy)(artisan)0.1333330.5412280.0798250.5986841.1061591.00.0076611.1431690.1107350.1342180.1252390.373086
258(goat, artisan)(creamy)0.1280700.5605260.0798250.6232881.1119691.00.0080381.1666030.1154840.1311240.1428100.382849
259(United States, sweet)(creamy)0.0894740.5605260.0526320.5882351.0494341.00.0024791.0672930.0517340.0881060.0630500.341066
260(sweet, creamy)(artisan)0.1403510.5412280.0833330.5937501.0970421.00.0073711.1292850.1029000.1392960.1144840.373860
261(sweet, artisan)(creamy)0.1517540.5605260.0833330.5491330.9796741.0-0.0017290.974730-0.0238760.132497-0.0259250.348901
262(United States, natural)(creamy)0.1087720.5605260.0605260.5564520.9927311.0-0.0004430.990813-0.0081490.099424-0.0092720.332216
263(natural, semi-soft)(creamy)0.0728070.5605260.0508770.6987951.2466771.00.0100671.4590530.2134050.0873490.3146240.394781
264(natural, creamy)(artisan)0.1842110.5412280.1210530.6571431.2141701.00.0213531.3380850.2162230.2002900.2526630.440403
265(natural, artisan)(creamy)0.2385960.5605260.1210530.5073530.9051371.0-0.0126870.892066-0.1209930.178525-0.1209930.361658
266(creamy, rich)(artisan)0.0894740.5412280.0535090.5980391.1049671.00.0050831.1413350.1043310.0927050.1238330.348452
267(rich, artisan)(creamy)0.0798250.5605260.0535090.6703301.1958931.00.0087651.3330700.1780150.0911810.2498520.382896
268(mild, artisan)(creamy)0.1061400.5605260.0649120.6115701.0910641.00.0054181.1314110.0933750.1078720.1161480.363688
269(United States, semi-soft)(creamy)0.0657890.5605260.0500000.7600001.3558691.00.0131231.8311400.2809490.0867580.4538920.424601
270(United States, creamy)(artisan)0.1692980.5412280.1131580.6683941.2349581.00.0215291.3834840.2290300.1894270.2771870.438735
271(United States, artisan)(creamy)0.1842110.5605260.1131580.6142861.0959091.00.0099031.1393760.1072770.1791670.1223270.408082
272(creamy, nutty)(artisan)0.1000000.5412280.0605260.6052631.1183141.00.0064041.1622220.1175520.1042300.1395790.358547
273(nutty, artisan)(creamy)0.1210530.5605260.0605260.5000000.8920191.0-0.0073270.878947-0.1210530.097458-0.1377250.303991
274(creamy, semi-soft)(artisan)0.1517540.5412280.0868420.5722541.0573261.00.0047081.0725340.0639170.1432710.0676290.366354
275(artisan, semi-soft)(creamy)0.1263160.5605260.0868420.6875001.2265261.00.0160391.4063160.2113910.1447370.2889220.421215
276(buttery, creamy)(artisan)0.1315790.5412280.0666670.5066670.9361431.0-0.0045480.929943-0.0728280.109986-0.0753350.314922
277(buttery, artisan)(creamy)0.1035090.5605260.0666670.6440681.1490411.00.0086471.2347120.1446850.1116010.1900940.381502
278(sweet, natural)(artisan)0.1008770.5412280.0719300.7130431.3174551.00.0173321.5987510.2679950.1261540.3745120.422972
279(United States, sweet)(artisan)0.0894740.5412280.0596490.6666671.2317671.00.0112231.3763160.2066470.1044550.2734230.388439
280(sweet, nutty)(artisan)0.0763160.5412280.0500000.6551721.2105291.00.0086961.3304390.1882840.0880990.2483680.373777
281(mild, natural)(artisan)0.0771930.5412280.0508770.6590911.2177691.00.0090981.3457310.1937850.0896450.2569090.376547
282(United States, natural)(artisan)0.1087720.5412280.0815790.7500001.3857371.00.0227091.8350880.3123360.1435190.4550670.450365
283(natural, crumbly)(artisan)0.1017540.5412280.0692980.6810341.2583131.00.0142261.4383120.2285400.1207950.3047410.404537
284(crumbly, artisan)(natural)0.1228070.3710530.0692980.5642861.5207701.00.0237301.4434860.3903800.1632230.3072330.375523
285(natural, nutty)(artisan)0.0912280.5412280.0649120.7115381.3146741.00.0155371.5904090.2633830.1143740.3712310.415737
286(nutty, artisan)(natural)0.1210530.3710530.0649120.5362321.4451641.00.0199951.3561680.3504610.1519510.2626280.355586
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288(Italy, artisan)(natural)0.0815790.3710530.0543860.6666671.7966901.00.0241161.8868420.4828080.1365640.4700140.406619
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292(United States, nutty)(artisan)0.0719300.5412280.0543860.7560981.3970041.00.0154561.8809650.3062080.0973310.4683580.428292
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309(buttery, soft)(creamy, cow)0.0850880.3780700.0561400.6597941.7451621.00.0239711.8280970.4666980.1379310.4529830.404143
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314(smooth, cow, artisan)(creamy)0.0991230.5605260.0701750.7079651.2630351.00.0146141.5048640.2311710.1190480.3354880.416580
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336(buttery, creamy, cow)(artisan)0.1078950.5412280.0552630.5121950.9463571.0-0.0031330.940482-0.0597430.093058-0.0632840.307151
337(buttery, creamy, artisan)(cow)0.0666670.6552630.0552630.8289471.2650601.00.0115792.0153850.2244900.0828950.5038170.456642
338(buttery, cow, artisan)(creamy)0.0833330.5605260.0552630.6631581.1830991.00.0085531.3046880.1688310.0938900.2335330.380875
339(buttery, artisan)(creamy, cow)0.1035090.3780700.0552630.5338981.4121671.00.0161301.3343220.3255680.1296300.2505560.340035
340(United States, natural, cow)(artisan)0.0859650.5412280.0640350.7448981.3763111.00.0175081.7983860.2991350.1137070.4439460.431606
341(United States, natural, artisan)(cow)0.0815790.6552630.0640350.7849461.1979101.00.0105791.6030260.1798880.0951760.3761800.441335
342(United States, cow, artisan)(natural)0.1201750.3710530.0640350.5328471.4360411.00.0194441.3463400.3451150.1498970.2572460.352712
343(United States, natural)(cow, artisan)0.1087720.3315790.0640350.5887101.7754741.00.0279691.6251810.4900770.1701630.3846840.390916
344(nutty, natural, cow)(artisan)0.0684210.5412280.0500000.7307691.3502061.00.0129691.7040100.2784220.0893420.4131490.411576
345(nutty, cow, artisan)(natural)0.0815790.3710530.0500000.6129031.6517961.00.0197301.6247810.4296490.1241830.3845320.373827
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347(natural, nutty)(cow, artisan)0.0912280.3315790.0500000.5480771.6529301.00.0197511.4790590.4346680.1341180.3238950.349435
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