{ "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 os\n", "import time\n", "import json\n", "import random\n", "import pandas as pd\n", "import plotly.express as px\n", "import tqdm.notebook as tqdm\n", "import matplotlib.pyplot as plt\n", "from geopy.geocoders import Nominatim\n", "from matplotlib import colors\n", "\n", "from IPython.display import display, HTML\n", "from mlxtend.preprocessing import TransactionEncoder\n", "from mlxtend.frequent_patterns import apriori, association_rules\n", "from sklearn import tree\n", "from sklearn.model_selection import train_test_split\n", "from sklearn.preprocessing import LabelEncoder\n", "from sklearn.linear_model import LinearRegression, Ridge, LogisticRegression, Lasso, ElasticNet, Lars" ] }, { "cell_type": "markdown", "id": "ceb71784-b0bf-4015-b8e6-78007c368e49", "metadata": {}, "source": [ "We use the following dataset from Kaggle: [Cheese: 248 different types of cheese with various characteristics](https://www.kaggle.com/datasets/joebeachcapital/cheese). " ] }, { "cell_type": "code", "execution_count": 2, "id": "1a0afba8-692b-4377-a2ce-5114983e3bbb", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", " | cheese | \n", "url | \n", "milk | \n", "country | \n", "region | \n", "family | \n", "type | \n", "fat_content | \n", "calcium_content | \n", "texture | \n", "rind | \n", "color | \n", "flavor | \n", "aroma | \n", "vegetarian | \n", "vegan | \n", "synonyms | \n", "alt_spellings | \n", "producers | \n", "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | \n", "Aarewasser | \n", "https://www.cheese.com/aarewasser/ | \n", "cow | \n", "Switzerland | \n", "NaN | \n", "NaN | \n", "semi-soft | \n", "NaN | \n", "NaN | \n", "buttery | \n", "washed | \n", "yellow | \n", "sweet | \n", "buttery | \n", "False | \n", "False | \n", "NaN | \n", "NaN | \n", "Jumi | \n", "
1 | \n", "Abbaye de Belloc | \n", "https://www.cheese.com/abbaye-de-belloc/ | \n", "sheep | \n", "France | \n", "Pays Basque | \n", "NaN | \n", "semi-hard, artisan | \n", "NaN | \n", "NaN | \n", "creamy, dense, firm | \n", "natural | \n", "yellow | \n", "burnt caramel | \n", "lanoline | \n", "True | \n", "False | \n", "Abbaye Notre-Dame de Belloc | \n", "NaN | \n", "NaN | \n", "
2 | \n", "Abbaye de Belval | \n", "https://www.cheese.com/abbaye-de-belval/ | \n", "cow | \n", "France | \n", "NaN | \n", "NaN | \n", "semi-hard | \n", "40-46% | \n", "NaN | \n", "elastic | \n", "washed | \n", "ivory | \n", "NaN | \n", "aromatic | \n", "False | \n", "False | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
3 | \n", "Abbaye de Citeaux | \n", "https://www.cheese.com/abbaye-de-citeaux/ | \n", "cow | \n", "France | \n", "Burgundy | \n", "NaN | \n", "semi-soft, artisan, brined | \n", "NaN | \n", "NaN | \n", "creamy, dense, smooth | \n", "washed | \n", "white | \n", "acidic, milky, smooth | \n", "barnyardy, earthy | \n", "False | \n", "False | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
4 | \n", "Abbaye de Tamié | \n", "https://www.cheese.com/tamie/ | \n", "cow | \n", "France | \n", "Savoie | \n", "NaN | \n", "soft, artisan | \n", "NaN | \n", "NaN | \n", "creamy, open, smooth | \n", "washed | \n", "white | \n", "fruity, nutty | \n", "perfumed, pungent | \n", "False | \n", "False | \n", "NaN | \n", "Tamié, Trappiste de Tamie, Abbey of Tamie | \n", "NaN | \n", "
... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "
1182 | \n", "Sveciaost | \n", "https://www.cheese.com/sveciaost/ | \n", "cow | \n", "Sweden | \n", "Low-laying regions | \n", "NaN | \n", "semi-hard, brined | \n", "45% | \n", "NaN | \n", "creamy, supple | \n", "rindless | \n", "pale yellow | \n", "acidic | \n", "NaN | \n", "False | \n", "False | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
1183 | \n", "Swag | \n", "https://www.cheese.com/swag/ | \n", "goat | \n", "Australia | \n", "South Australia | \n", "NaN | \n", "fresh firm, artisan | \n", "NaN | \n", "NaN | \n", "creamy, crumbly | \n", "ash coated | \n", "white | \n", "acidic, creamy | \n", "fresh | \n", "True | \n", "False | \n", "NaN | \n", "NaN | \n", "Woodside Cheese Wrights | \n", "
1184 | \n", "Swaledale | \n", "https://www.cheese.com/swaledale/ | \n", "sheep | \n", "England | \n", "Swaledale, North Yorkshire | \n", "NaN | \n", "hard | \n", "NaN | \n", "NaN | \n", "semi firm | \n", "NaN | \n", "yellow | \n", "smooth, sweet | \n", "floral | \n", "True | \n", "False | \n", "Swaledale Sheep Cheese | \n", "NaN | \n", "NaN | \n", "
1185 | \n", "Sweet Style Swiss | \n", "https://www.cheese.com/sweet-style-swiss/ | \n", "NaN | \n", "Switzerland | \n", "NaN | \n", "NaN | \n", "semi-hard, artisan | \n", "NaN | \n", "NaN | \n", "firm, supple | \n", "waxed | \n", "NaN | \n", "nutty | \n", "nutty, sweet | \n", "False | \n", "False | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
1186 | \n", "Swiss cheese | \n", "https://www.cheese.com/swiss/ | \n", "cow | \n", "United States | \n", "NaN | \n", "Swiss Cheese | \n", "hard, artisan, processed | \n", "7.8 g/100g | \n", "NaN | \n", "firm | \n", "rindless | \n", "pale yellow | \n", "nutty, sweet | \n", "NaN | \n", "True | \n", "False | \n", "American Swiss Cheese | \n", "NaN | \n", "Various | \n", "
1187 rows × 19 columns
\n", "\n", " | cheese | \n", "milk | \n", "country | \n", "region | \n", "family | \n", "type | \n", "texture | \n", "rind | \n", "color | \n", "flavor | \n", "aroma | \n", "vegetarian | \n", "vegan | \n", "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | \n", "Aarewasser | \n", "cow | \n", "Switzerland | \n", "NaN | \n", "NaN | \n", "semi-soft | \n", "buttery | \n", "washed | \n", "yellow | \n", "sweet | \n", "buttery | \n", "False | \n", "False | \n", "
1 | \n", "Abbaye de Belloc | \n", "sheep | \n", "France | \n", "Pays Basque | \n", "NaN | \n", "semi-hard, artisan | \n", "creamy, dense, firm | \n", "natural | \n", "yellow | \n", "burnt caramel | \n", "lanoline | \n", "True | \n", "False | \n", "
2 | \n", "Abbaye de Belval | \n", "cow | \n", "France | \n", "NaN | \n", "NaN | \n", "semi-hard | \n", "elastic | \n", "washed | \n", "ivory | \n", "NaN | \n", "aromatic | \n", "False | \n", "False | \n", "
3 | \n", "Abbaye de Citeaux | \n", "cow | \n", "France | \n", "Burgundy | \n", "NaN | \n", "semi-soft, artisan, brined | \n", "creamy, dense, smooth | \n", "washed | \n", "white | \n", "acidic, milky, smooth | \n", "barnyardy, earthy | \n", "False | \n", "False | \n", "
4 | \n", "Abbaye de Tamié | \n", "cow | \n", "France | \n", "Savoie | \n", "NaN | \n", "soft, artisan | \n", "creamy, open, smooth | \n", "washed | \n", "white | \n", "fruity, nutty | \n", "perfumed, pungent | \n", "False | \n", "False | \n", "
... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "
1182 | \n", "Sveciaost | \n", "cow | \n", "Sweden | \n", "Low-laying regions | \n", "NaN | \n", "semi-hard, brined | \n", "creamy, supple | \n", "rindless | \n", "pale yellow | \n", "acidic | \n", "NaN | \n", "False | \n", "False | \n", "
1183 | \n", "Swag | \n", "goat | \n", "Australia | \n", "South Australia | \n", "NaN | \n", "fresh firm, artisan | \n", "creamy, crumbly | \n", "ash coated | \n", "white | \n", "acidic, creamy | \n", "fresh | \n", "True | \n", "False | \n", "
1184 | \n", "Swaledale | \n", "sheep | \n", "England | \n", "Swaledale, North Yorkshire | \n", "NaN | \n", "hard | \n", "semi firm | \n", "NaN | \n", "yellow | \n", "smooth, sweet | \n", "floral | \n", "True | \n", "False | \n", "
1185 | \n", "Sweet Style Swiss | \n", "NaN | \n", "Switzerland | \n", "NaN | \n", "NaN | \n", "semi-hard, artisan | \n", "firm, supple | \n", "waxed | \n", "NaN | \n", "nutty | \n", "nutty, sweet | \n", "False | \n", "False | \n", "
1186 | \n", "Swiss cheese | \n", "cow | \n", "United States | \n", "NaN | \n", "Swiss Cheese | \n", "hard, artisan, processed | \n", "firm | \n", "rindless | \n", "pale yellow | \n", "nutty, sweet | \n", "NaN | \n", "True | \n", "False | \n", "
1187 rows × 13 columns
\n", "\n", " | cheese | \n", "milk | \n", "country | \n", "region | \n", "family | \n", "type | \n", "texture | \n", "rind | \n", "color | \n", "flavor | \n", "aroma | \n", "vegetarian | \n", "vegan | \n", "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | \n", "Aarewasser | \n", "cow | \n", "Switzerland | \n", "\n", " | NaN | \n", "semi-soft | \n", "buttery | \n", "washed | \n", "yellow | \n", "sweet | \n", "buttery | \n", "False | \n", "False | \n", "
1 | \n", "Abbaye de Belloc | \n", "sheep | \n", "France | \n", "Pays Basque | \n", "NaN | \n", "semi-hard, artisan | \n", "creamy, dense, firm | \n", "natural | \n", "yellow | \n", "burnt caramel | \n", "lanoline | \n", "True | \n", "False | \n", "
2 | \n", "Abbaye de Belval | \n", "cow | \n", "France | \n", "\n", " | NaN | \n", "semi-hard | \n", "elastic | \n", "washed | \n", "ivory | \n", "NaN | \n", "aromatic | \n", "False | \n", "False | \n", "
3 | \n", "Abbaye de Citeaux | \n", "cow | \n", "France | \n", "Burgundy | \n", "NaN | \n", "semi-soft, artisan, brined | \n", "creamy, dense, smooth | \n", "washed | \n", "white | \n", "acidic, milky, smooth | \n", "barnyardy, earthy | \n", "False | \n", "False | \n", "
4 | \n", "Abbaye de Tamié | \n", "cow | \n", "France | \n", "Savoie | \n", "NaN | \n", "soft, artisan | \n", "creamy, open, smooth | \n", "washed | \n", "white | \n", "fruity, nutty | \n", "perfumed, pungent | \n", "False | \n", "False | \n", "
... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "
1182 | \n", "Sveciaost | \n", "cow | \n", "Sweden | \n", "Low-laying regions | \n", "NaN | \n", "semi-hard, brined | \n", "creamy, supple | \n", "rindless | \n", "pale yellow | \n", "acidic | \n", "NaN | \n", "False | \n", "False | \n", "
1183 | \n", "Swag | \n", "goat | \n", "Australia | \n", "South Australia | \n", "NaN | \n", "fresh firm, artisan | \n", "creamy, crumbly | \n", "ash coated | \n", "white | \n", "acidic, creamy | \n", "fresh | \n", "True | \n", "False | \n", "
1184 | \n", "Swaledale | \n", "sheep | \n", "England | \n", "Swaledale, North Yorkshire | \n", "NaN | \n", "hard | \n", "semi firm | \n", "NaN | \n", "yellow | \n", "smooth, sweet | \n", "floral | \n", "True | \n", "False | \n", "
1185 | \n", "Sweet Style Swiss | \n", "NaN | \n", "Switzerland | \n", "\n", " | NaN | \n", "semi-hard, artisan | \n", "firm, supple | \n", "waxed | \n", "NaN | \n", "nutty | \n", "nutty, sweet | \n", "False | \n", "False | \n", "
1186 | \n", "Swiss cheese | \n", "cow | \n", "United States | \n", "\n", " | Swiss Cheese | \n", "hard, artisan, processed | \n", "firm | \n", "rindless | \n", "pale yellow | \n", "nutty, sweet | \n", "NaN | \n", "True | \n", "False | \n", "
1181 rows × 13 columns
\n", "\n", " | cheese | \n", "milk | \n", "country | \n", "region | \n", "family | \n", "type | \n", "texture | \n", "rind | \n", "color | \n", "flavor | \n", "aroma | \n", "vegetarian | \n", "vegan | \n", "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | \n", "Aarewasser | \n", "cow | \n", "Switzerland | \n", "\n", " | NaN | \n", "semi-soft | \n", "buttery | \n", "washed | \n", "yellow | \n", "sweet | \n", "buttery | \n", "False | \n", "False | \n", "
1 | \n", "Abbaye de Belloc | \n", "sheep | \n", "France | \n", "Pays Basque | \n", "NaN | \n", "semi-hard, artisan | \n", "creamy, dense, firm | \n", "natural | \n", "yellow | \n", "burnt caramel | \n", "lanoline | \n", "True | \n", "False | \n", "
2 | \n", "Abbaye de Belval | \n", "cow | \n", "France | \n", "\n", " | NaN | \n", "semi-hard | \n", "elastic | \n", "washed | \n", "ivory | \n", "NaN | \n", "aromatic | \n", "False | \n", "False | \n", "
3 | \n", "Abbaye de Citeaux | \n", "cow | \n", "France | \n", "Burgundy | \n", "NaN | \n", "semi-soft, artisan, brined | \n", "creamy, dense, smooth | \n", "washed | \n", "white | \n", "acidic, milky, smooth | \n", "barnyardy, earthy | \n", "False | \n", "False | \n", "
4 | \n", "Abbaye de Tamié | \n", "cow | \n", "France | \n", "Savoie | \n", "NaN | \n", "soft, artisan | \n", "creamy, open, smooth | \n", "washed | \n", "white | \n", "fruity, nutty | \n", "perfumed, pungent | \n", "False | \n", "False | \n", "
... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "
1182 | \n", "Sveciaost | \n", "cow | \n", "Sweden | \n", "Low-laying regions | \n", "NaN | \n", "semi-hard, brined | \n", "creamy, supple | \n", "rindless | \n", "pale yellow | \n", "acidic | \n", "NaN | \n", "False | \n", "False | \n", "
1183 | \n", "Swag | \n", "goat | \n", "Australia | \n", "South Australia | \n", "NaN | \n", "fresh firm, artisan | \n", "creamy, crumbly | \n", "ash coated | \n", "white | \n", "acidic, creamy | \n", "fresh | \n", "True | \n", "False | \n", "
1184 | \n", "Swaledale | \n", "sheep | \n", "England | \n", "Swaledale, North Yorkshire | \n", "NaN | \n", "hard | \n", "semi firm | \n", "NaN | \n", "yellow | \n", "smooth, sweet | \n", "floral | \n", "True | \n", "False | \n", "
1185 | \n", "Sweet Style Swiss | \n", "NaN | \n", "Switzerland | \n", "\n", " | NaN | \n", "semi-hard, artisan | \n", "firm, supple | \n", "waxed | \n", "NaN | \n", "nutty | \n", "nutty, sweet | \n", "False | \n", "False | \n", "
1186 | \n", "Swiss cheese | \n", "cow | \n", "United States | \n", "\n", " | Swiss Cheese | \n", "hard, artisan, processed | \n", "firm | \n", "rindless | \n", "pale yellow | \n", "nutty, sweet | \n", "NaN | \n", "True | \n", "False | \n", "
1140 rows × 13 columns
\n", "\n", " | cheese | \n", "milk | \n", "country | \n", "region | \n", "family | \n", "type | \n", "texture | \n", "rind | \n", "color | \n", "flavor | \n", "aroma | \n", "vegetarian | \n", "vegan | \n", "location | \n", "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | \n", "Aarewasser | \n", "cow | \n", "Switzerland | \n", "\n", " | NaN | \n", "semi-soft | \n", "buttery | \n", "washed | \n", "yellow | \n", "sweet | \n", "buttery | \n", "False | \n", "False | \n", ", Switzerland | \n", "
1 | \n", "Abbaye de Belloc | \n", "sheep | \n", "France | \n", "Pays Basque | \n", "NaN | \n", "semi-hard, artisan | \n", "creamy, dense, firm | \n", "natural | \n", "yellow | \n", "burnt caramel | \n", "lanoline | \n", "True | \n", "False | \n", "Pays Basque, France | \n", "
2 | \n", "Abbaye de Belval | \n", "cow | \n", "France | \n", "\n", " | NaN | \n", "semi-hard | \n", "elastic | \n", "washed | \n", "ivory | \n", "NaN | \n", "aromatic | \n", "False | \n", "False | \n", ", France | \n", "
3 | \n", "Abbaye de Citeaux | \n", "cow | \n", "France | \n", "Burgundy | \n", "NaN | \n", "semi-soft, artisan, brined | \n", "creamy, dense, smooth | \n", "washed | \n", "white | \n", "acidic, milky, smooth | \n", "barnyardy, earthy | \n", "False | \n", "False | \n", "Burgundy, France | \n", "
4 | \n", "Abbaye de Tamié | \n", "cow | \n", "France | \n", "Savoie | \n", "NaN | \n", "soft, artisan | \n", "creamy, open, smooth | \n", "washed | \n", "white | \n", "fruity, nutty | \n", "perfumed, pungent | \n", "False | \n", "False | \n", "Savoie, France | \n", "
... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "
1182 | \n", "Sveciaost | \n", "cow | \n", "Sweden | \n", "Low-laying regions | \n", "NaN | \n", "semi-hard, brined | \n", "creamy, supple | \n", "rindless | \n", "pale yellow | \n", "acidic | \n", "NaN | \n", "False | \n", "False | \n", "Low-laying regions, Sweden | \n", "
1183 | \n", "Swag | \n", "goat | \n", "Australia | \n", "South Australia | \n", "NaN | \n", "fresh firm, artisan | \n", "creamy, crumbly | \n", "ash coated | \n", "white | \n", "acidic, creamy | \n", "fresh | \n", "True | \n", "False | \n", "South Australia, Australia | \n", "
1184 | \n", "Swaledale | \n", "sheep | \n", "England | \n", "Swaledale, North Yorkshire | \n", "NaN | \n", "hard | \n", "semi firm | \n", "NaN | \n", "yellow | \n", "smooth, sweet | \n", "floral | \n", "True | \n", "False | \n", "Swaledale, North Yorkshire, England | \n", "
1185 | \n", "Sweet Style Swiss | \n", "NaN | \n", "Switzerland | \n", "\n", " | NaN | \n", "semi-hard, artisan | \n", "firm, supple | \n", "waxed | \n", "NaN | \n", "nutty | \n", "nutty, sweet | \n", "False | \n", "False | \n", ", Switzerland | \n", "
1186 | \n", "Swiss cheese | \n", "cow | \n", "United States | \n", "\n", " | Swiss Cheese | \n", "hard, artisan, processed | \n", "firm | \n", "rindless | \n", "pale yellow | \n", "nutty, sweet | \n", "NaN | \n", "True | \n", "False | \n", ", United States | \n", "
1140 rows × 14 columns
\n", "\n", " | cheese | \n", "country | \n", "region | \n", "vegetarian | \n", "vegan | \n", "location | \n", "latitude | \n", "longitude | \n", "floral | \n", "brown | \n", "... | \n", "dry | \n", "Pecorino | \n", "mushroom | \n", "Havarti | \n", "mellow | \n", "firm | \n", "chalky | \n", "hard | \n", "salty | \n", "caramel | \n", "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | \n", "Aarewasser | \n", "Switzerland | \n", "\n", " | False | \n", "False | \n", ", Switzerland | \n", "46.798562 | \n", "8.231974 | \n", "False | \n", "False | \n", "... | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "
1 | \n", "Abbaye de Belloc | \n", "France | \n", "Pays Basque | \n", "True | \n", "False | \n", "Pays Basque, France | \n", "47.686790 | \n", "7.392763 | \n", "False | \n", "False | \n", "... | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "True | \n", "False | \n", "False | \n", "False | \n", "False | \n", "
2 | \n", "Abbaye de Belval | \n", "France | \n", "\n", " | False | \n", "False | \n", ", France | \n", "46.603354 | \n", "1.888334 | \n", "False | \n", "False | \n", "... | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "
3 | \n", "Abbaye de Citeaux | \n", "France | \n", "Burgundy | \n", "False | \n", "False | \n", "Burgundy, France | \n", "47.278087 | \n", "4.222486 | \n", "False | \n", "False | \n", "... | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "
4 | \n", "Abbaye de Tamié | \n", "France | \n", "Savoie | \n", "False | \n", "False | \n", "Savoie, France | \n", "45.494895 | \n", "6.384660 | \n", "False | \n", "False | \n", "... | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "
... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "
1182 | \n", "Sveciaost | \n", "Sweden | \n", "Low-laying regions | \n", "False | \n", "False | \n", "Low-laying regions, Sweden | \n", "59.674971 | \n", "14.520858 | \n", "False | \n", "False | \n", "... | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "
1183 | \n", "Swag | \n", "Australia | \n", "South Australia | \n", "True | \n", "False | \n", "South Australia, Australia | \n", "-30.534367 | \n", "135.630121 | \n", "False | \n", "False | \n", "... | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "
1184 | \n", "Swaledale | \n", "England | \n", "Swaledale, North Yorkshire | \n", "True | \n", "False | \n", "Swaledale, North Yorkshire, England | \n", "54.382993 | \n", "-1.984136 | \n", "True | \n", "False | \n", "... | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "True | \n", "False | \n", "False | \n", "
1185 | \n", "Sweet Style Swiss | \n", "Switzerland | \n", "\n", " | False | \n", "False | \n", ", Switzerland | \n", "46.798562 | \n", "8.231974 | \n", "False | \n", "False | \n", "... | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "True | \n", "False | \n", "False | \n", "False | \n", "False | \n", "
1186 | \n", "Swiss cheese | \n", "United States | \n", "\n", " | True | \n", "False | \n", ", United States | \n", "39.783730 | \n", "-100.445882 | \n", "False | \n", "False | \n", "... | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "True | \n", "False | \n", "True | \n", "False | \n", "False | \n", "
1140 rows × 172 columns
\n", "\n", " | cheese | \n", "country | \n", "region | \n", "vegetarian | \n", "vegan | \n", "location | \n", "latitude | \n", "longitude | \n", "color_r | \n", "color_g | \n", "... | \n", "dry | \n", "Pecorino | \n", "mushroom | \n", "Havarti | \n", "mellow | \n", "firm | \n", "chalky | \n", "hard | \n", "salty | \n", "caramel | \n", "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | \n", "Aarewasser | \n", "Switzerland | \n", "\n", " | False | \n", "False | \n", ", Switzerland | \n", "46.798562 | \n", "8.231974 | \n", "0.921569 | \n", "0.847059 | \n", "... | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "
1 | \n", "Abbaye de Belloc | \n", "France | \n", "Pays Basque | \n", "True | \n", "False | \n", "Pays Basque, France | \n", "47.686790 | \n", "7.392763 | \n", "0.921569 | \n", "0.847059 | \n", "... | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "True | \n", "False | \n", "False | \n", "False | \n", "False | \n", "
2 | \n", "Abbaye de Belval | \n", "France | \n", "\n", " | False | \n", "False | \n", ", France | \n", "46.603354 | \n", "1.888334 | \n", "0.909804 | \n", "0.784314 | \n", "... | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "
3 | \n", "Abbaye de Citeaux | \n", "France | \n", "Burgundy | \n", "False | \n", "False | \n", "Burgundy, France | \n", "47.278087 | \n", "4.222486 | \n", "0.972549 | \n", "0.972549 | \n", "... | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "
4 | \n", "Abbaye de Tamié | \n", "France | \n", "Savoie | \n", "False | \n", "False | \n", "Savoie, France | \n", "45.494895 | \n", "6.384660 | \n", "0.972549 | \n", "0.972549 | \n", "... | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "
... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "
1182 | \n", "Sveciaost | \n", "Sweden | \n", "Low-laying regions | \n", "False | \n", "False | \n", "Low-laying regions, Sweden | \n", "59.674971 | \n", "14.520858 | \n", "0.952941 | \n", "0.843137 | \n", "... | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "
1183 | \n", "Swag | \n", "Australia | \n", "South Australia | \n", "True | \n", "False | \n", "South Australia, Australia | \n", "-30.534367 | \n", "135.630121 | \n", "0.972549 | \n", "0.972549 | \n", "... | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "
1184 | \n", "Swaledale | \n", "England | \n", "Swaledale, North Yorkshire | \n", "True | \n", "False | \n", "Swaledale, North Yorkshire, England | \n", "54.382993 | \n", "-1.984136 | \n", "0.921569 | \n", "0.847059 | \n", "... | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "True | \n", "False | \n", "False | \n", "
1185 | \n", "Sweet Style Swiss | \n", "Switzerland | \n", "\n", " | False | \n", "False | \n", ", Switzerland | \n", "46.798562 | \n", "8.231974 | \n", "0.000000 | \n", "0.000000 | \n", "... | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "True | \n", "False | \n", "False | \n", "False | \n", "False | \n", "
1186 | \n", "Swiss cheese | \n", "United States | \n", "\n", " | True | \n", "False | \n", ", United States | \n", "39.783730 | \n", "-100.445882 | \n", "0.952941 | \n", "0.843137 | \n", "... | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "True | \n", "False | \n", "True | \n", "False | \n", "False | \n", "
1140 rows × 175 columns
\n", "\n", " | cheese | \n", "country | \n", "region | \n", "vegetarian | \n", "vegan | \n", "location | \n", "latitude | \n", "longitude | \n", "color_r | \n", "color_g | \n", "... | \n", "dry | \n", "Pecorino | \n", "mushroom | \n", "Havarti | \n", "mellow | \n", "firm | \n", "chalky | \n", "hard | \n", "salty | \n", "caramel | \n", "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | \n", "Aarewasser | \n", "Switzerland | \n", "\n", " | False | \n", "False | \n", ", Switzerland | \n", "46.798562 | \n", "8.231974 | \n", "0.921569 | \n", "0.847059 | \n", "... | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "
1 | \n", "Abbaye de Belloc | \n", "France | \n", "Pays Basque | \n", "True | \n", "False | \n", "Pays Basque, France | \n", "47.686790 | \n", "7.392763 | \n", "0.921569 | \n", "0.847059 | \n", "... | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "True | \n", "False | \n", "False | \n", "False | \n", "False | \n", "
2 | \n", "Abbaye de Belval | \n", "France | \n", "\n", " | False | \n", "False | \n", ", France | \n", "46.603354 | \n", "1.888334 | \n", "0.909804 | \n", "0.784314 | \n", "... | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "
3 | \n", "Abbaye de Citeaux | \n", "France | \n", "Burgundy | \n", "False | \n", "False | \n", "Burgundy, France | \n", "47.278087 | \n", "4.222486 | \n", "0.972549 | \n", "0.972549 | \n", "... | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "
4 | \n", "Abbaye de Tamié | \n", "France | \n", "Savoie | \n", "False | \n", "False | \n", "Savoie, France | \n", "45.494895 | \n", "6.384660 | \n", "0.972549 | \n", "0.972549 | \n", "... | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "
... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "
1182 | \n", "Sveciaost | \n", "Sweden | \n", "Low-laying regions | \n", "False | \n", "False | \n", "Low-laying regions, Sweden | \n", "59.674971 | \n", "14.520858 | \n", "0.952941 | \n", "0.843137 | \n", "... | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "
1183 | \n", "Swag | \n", "Australia | \n", "South Australia | \n", "True | \n", "False | \n", "South Australia, Australia | \n", "-30.534367 | \n", "135.630121 | \n", "0.972549 | \n", "0.972549 | \n", "... | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "
1184 | \n", "Swaledale | \n", "England | \n", "Swaledale, North Yorkshire | \n", "True | \n", "False | \n", "Swaledale, North Yorkshire, England | \n", "54.382993 | \n", "-1.984136 | \n", "0.921569 | \n", "0.847059 | \n", "... | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "True | \n", "False | \n", "False | \n", "
1185 | \n", "Sweet Style Swiss | \n", "Switzerland | \n", "\n", " | False | \n", "False | \n", ", Switzerland | \n", "46.798562 | \n", "8.231974 | \n", "0.000000 | \n", "0.000000 | \n", "... | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "True | \n", "False | \n", "False | \n", "False | \n", "False | \n", "
1186 | \n", "Swiss cheese | \n", "United States | \n", "\n", " | True | \n", "False | \n", ", United States | \n", "39.783730 | \n", "-100.445882 | \n", "0.952941 | \n", "0.843137 | \n", "... | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "True | \n", "False | \n", "True | \n", "False | \n", "False | \n", "
1140 rows × 175 columns
\n", "\n", " | latitude | \n", "longitude | \n", "color_r | \n", "color_g | \n", "color_b | \n", "floral | \n", "brown | \n", "Italian Cheese | \n", "mold ripened | \n", "grainy | \n", "... | \n", "dry | \n", "Pecorino | \n", "mushroom | \n", "Havarti | \n", "mellow | \n", "firm | \n", "chalky | \n", "hard | \n", "salty | \n", "caramel | \n", "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | \n", "46.798562 | \n", "8.231974 | \n", "0.921569 | \n", "0.847059 | \n", "0.545098 | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "... | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "
1 | \n", "47.686790 | \n", "7.392763 | \n", "0.921569 | \n", "0.847059 | \n", "0.545098 | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "... | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "True | \n", "False | \n", "False | \n", "False | \n", "False | \n", "
2 | \n", "46.603354 | \n", "1.888334 | \n", "0.909804 | \n", "0.784314 | \n", "0.568627 | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "... | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "
3 | \n", "47.278087 | \n", "4.222486 | \n", "0.972549 | \n", "0.972549 | \n", "0.972549 | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "... | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "
4 | \n", "45.494895 | \n", "6.384660 | \n", "0.972549 | \n", "0.972549 | \n", "0.972549 | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "... | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "
... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "
1182 | \n", "59.674971 | \n", "14.520858 | \n", "0.952941 | \n", "0.843137 | \n", "0.694118 | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "... | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "
1183 | \n", "-30.534367 | \n", "135.630121 | \n", "0.972549 | \n", "0.972549 | \n", "0.972549 | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "... | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "
1184 | \n", "54.382993 | \n", "-1.984136 | \n", "0.921569 | \n", "0.847059 | \n", "0.545098 | \n", "True | \n", "False | \n", "False | \n", "False | \n", "False | \n", "... | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "True | \n", "False | \n", "False | \n", "
1185 | \n", "46.798562 | \n", "8.231974 | \n", "0.000000 | \n", "0.000000 | \n", "0.000000 | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "... | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "True | \n", "False | \n", "False | \n", "False | \n", "False | \n", "
1186 | \n", "39.783730 | \n", "-100.445882 | \n", "0.952941 | \n", "0.843137 | \n", "0.694118 | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "... | \n", "False | \n", "False | \n", "False | \n", "False | \n", "False | \n", "True | \n", "False | \n", "True | \n", "False | \n", "False | \n", "
1140 rows × 169 columns
\n", "