In [79]:
from yummly import Client
import json
import requests
import pandas as pd
import numpy as np
import re
In [80]:
TIMEOUT = 5.0
RETRIES = 0
headers= {'X-Yummly-App-ID':'79663a75', 'X-Yummly-App-Key':'02b233108f476f3110e0f65437c4d6dd'}
# #client = Client(api_id='79663a75', api_key='02b233108f476f3110e0f65437c4d6dd', timeout=TIMEOUT, retries=RETRIES)
# #search = client.search('green eggs and ham')
# match = search.matches[0]
# recipe = client.recipe(match.id)
In [82]:
headers= {'X-Yummly-App-ID':'79663a75', 'X-Yummly-App-Key':'02b233108f476f3110e0f65437c4d6dd'}
url='http://api.yummly.com/v1/api/recipes?'
parameters={'q': 'chicken',
'maxResult': 500}
response=requests.get(url,headers=headers, params=parameters)
In [83]:
response.status_code
Out[83]:
200
In [84]:
chicken=response.json()
type(chicken)
Out[84]:
dict
In [85]:
chicken.keys()
Out[85]:
[u'matches', u'totalMatchCount', u'attribution', u'facetCounts', u'criteria']
In [86]:
chicken['matches'][0]
Out[86]:
{u'attributes': {u'course': [u'Main Dishes'], u'cuisine': [u'Kid-Friendly']},
u'flavors': {u'bitter': 0.6666666666666666,
u'meaty': 0.3333333333333333,
u'piquant': 0.16666666666666666,
u'salty': 0.8333333333333334,
u'sour': 0.16666666666666666,
u'sweet': 0.3333333333333333},
u'id': u'Chicken-Diavolo-1710459',
u'imageUrlsBySize': {u'90': u'https://lh3.googleusercontent.com/9463IRbtZXq5ASg1YAlnzH2Zdus_mH9rFPLbEflkZ4GGUT4WJxf2P07zAs4rYyAATViqsnzHRKaHv6YzTh6t=s90-c'},
u'ingredients': [u'chicken breasts',
u'italian salad dressing',
u'spaghetti',
u'marinara sauce',
u'red pepper flakes'],
u'rating': 4,
u'recipeName': u'Chicken Diavolo',
u'smallImageUrls': [u'https://lh3.googleusercontent.com/hlJ6ah9T116_R1d5x3qXPSwSaD7jJ7LB_OOJ_JKJGxsbpO1z-F7aI7-sMZyTBI71ZPlbvjqYDct8eD2zWgST=s90'],
u'sourceDisplayName': u'Cupcake Diaries',
u'totalTimeInSeconds': 1800}
In [87]:
# all column names
chicken_matches = chicken['matches']
main=['id','rating','recipeName','sourceDisplayName','totalTimeInSeconds']
ingredients=['id', 'ingredients']
attributes=['id', 'attributes']
In [88]:
#x[0]-dictionary of one recipe
main_list = []
ingredients_list = []
attributes_list = []
for food in chicken_matches:
_d1 = {}
_d1['id'] = food['id']
_d1['rating'] = food['rating']
_d1['recipeName'] = food['recipeName']
_d1['sourceDisplayName'] = food['sourceDisplayName']
_d1['totalTimeInSeconds'] = food['totalTimeInSeconds']
main_list.append(_d1)
_d2 = {}
_d2['id'] =food['id']
for i in food['ingredients']:
i = i.lower() # additional code to conver to lowercase
i = re.sub(r'\d+%\s', '', i) # additional code to remove 1%, 2%, etc
i = re.sub(r'\xae', '', i) # remove '\xae' characters
_d2[i] = 1
ingredients_list.append(_d2)
_d3 = {}
_d3['_id'] = food['id']
for k, v in food['attributes'].items():
for i in v:
_d3[i] = 1
attributes_list.append(_d3)
from pprint import pprint
pprint(main_list[0])
pprint(ingredients_list[0])
pprint(attributes_list[4])
{'id': u'Chicken-Diavolo-1710459',
'rating': 4,
'recipeName': u'Chicken Diavolo',
'sourceDisplayName': u'Cupcake Diaries',
'totalTimeInSeconds': 1800}
{u'chicken breasts': 1,
'id': u'Chicken-Diavolo-1710459',
u'italian salad dressing': 1,
u'marinara sauce': 1,
u'red pepper flakes': 1,
u'spaghetti': 1}
{u'Kid-Friendly': 1, '_id': u'Parmesan-Chicken-Mini-Pies-685394'}
In [41]:
# read in dictionary for course and cuisine list
course_df = pd.read_csv('course_headers.csv', names=['course'])
cuisine_df = pd.read_csv('cuisine_headers.csv', names=['cuisine'])
In [78]:
course_list = course_df.course
cuisine_list= cuisine_df.cuisine
cuisine_list
Out[78]:
0 American
1 Kid-Friendly
2 Italian
3 Asian
4 Mexican
5 Southern & Soul Food
6 French
7 Southwestern
8 Barbecue
9 Indian
10 Chinese
11 Cajun & Creole
12 Mediterranean
13 Greek
14 English
15 Spanish
16 Thai
17 German
18 Moroccan
19 Irish
20 Japanese
21 Cuban
22 Hawaiian
23 Swedish
24 Hungarian
25 Portuguese
Name: cuisine, dtype: object
In [57]:
#create dictionary for course and cuisine
course_dict={}
cuisine_dict={}
for food in chicken['matches']:
course_dict[food.get('id')]= food['attributes'].get('course')
cuisine_dict[food.get('id')]= food['attributes'].get('cuisine')
In [47]:
_courses= {}
for k, v in course_dict.iteritems():
course_val = {}
for course in course_list:
try:
if course in v :
course_val[course] = 1
else:
course_val[course] = 0
except TypeError:
course_val[course] = 0
_courses[k] = course_val
_cuisines= {}
for k, v in cuisine_dict.iteritems():
cuisine_val = {}
for course in cuisine_list:
try:
if course in v :
cuisine_val[course] = 1
else:
cuisine_val[course] = 0
except TypeError:
cuisine_val[course] = 0
_cuisines[k] = cuisine_val
In [58]:
_cuisines
Out[58]:
{u'15-Minute-Healthy-Roasted-Chicken-and-Veggies-1702651': {'American': 0,
'Asian': 0,
'Barbecue': 0,
'Cajun & Creole': 0,
'Chinese': 0,
'Cuban': 0,
'English': 0,
'French': 0,
'German': 0,
'Greek': 0,
'Hawaiian': 0,
'Hungarian': 0,
'Indian': 0,
'Irish': 0,
'Italian': 0,
'Japanese': 0,
'Kid-Friendly': 0,
'Mediterranean': 0,
'Mexican': 0,
'Moroccan': 0,
'Portuguese': 0,
'Southern & Soul Food': 0,
'Southwestern': 0,
'Spanish': 0,
'Swedish': 0,
'Thai': 0},
u'15-Minute-Pesto-Chicken-Breast-1704385': {'American': 0,
'Asian': 0,
'Barbecue': 0,
'Cajun & Creole': 0,
'Chinese': 0,
'Cuban': 0,
'English': 0,
'French': 0,
'German': 0,
'Greek': 0,
'Hawaiian': 0,
'Hungarian': 0,
'Indian': 0,
'Irish': 0,
'Italian': 0,
'Japanese': 0,
'Kid-Friendly': 0,
'Mediterranean': 0,
'Mexican': 0,
'Moroccan': 0,
'Portuguese': 0,
'Southern & Soul Food': 0,
'Southwestern': 0,
'Spanish': 0,
'Swedish': 0,
'Thai': 0},
u'2-ingredient-Paprika-Chicken-1650890': {'American': 0,
'Asian': 0,
'Barbecue': 0,
'Cajun & Creole': 0,
'Chinese': 0,
'Cuban': 0,
'English': 0,
'French': 0,
'German': 0,
'Greek': 0,
'Hawaiian': 0,
'Hungarian': 0,
'Indian': 0,
'Irish': 0,
'Italian': 0,
'Japanese': 0,
'Kid-Friendly': 0,
'Mediterranean': 0,
'Mexican': 0,
'Moroccan': 0,
'Portuguese': 0,
'Southern & Soul Food': 0,
'Southwestern': 0,
'Spanish': 0,
'Swedish': 0,
'Thai': 0},
u'3-Ingredient-Brown-Sugar-Italian-Chicken-1700080': {'American': 0,
'Asian': 0,
'Barbecue': 0,
'Cajun & Creole': 0,
'Chinese': 0,
'Cuban': 0,
'English': 0,
'French': 0,
'German': 0,
'Greek': 0,
'Hawaiian': 0,
'Hungarian': 0,
'Indian': 0,
'Irish': 0,
'Italian': 0,
'Japanese': 0,
'Kid-Friendly': 1,
'Mediterranean': 0,
'Mexican': 0,
'Moroccan': 0,
'Portuguese': 0,
'Southern & Soul Food': 0,
'Southwestern': 0,
'Spanish': 0,
'Swedish': 0,
'Thai': 0},
u'5-Ingredient-Tomato-Soup-1696920': {'American': 0,
'Asian': 0,
'Barbecue': 0,
'Cajun & Creole': 0,
'Chinese': 0,
'Cuban': 0,
'English': 0,
'French': 0,
'German': 0,
'Greek': 0,
'Hawaiian': 0,
'Hungarian': 0,
'Indian': 0,
'Irish': 0,
'Italian': 0,
'Japanese': 0,
'Kid-Friendly': 0,
'Mediterranean': 0,
'Mexican': 0,
'Moroccan': 0,
'Portuguese': 0,
'Southern & Soul Food': 0,
'Southwestern': 0,
'Spanish': 0,
'Swedish': 0,
'Thai': 0},
u'5-Minute-Brown-Butter-Chicken-and-Crispy-Sage-1688454': {'American': 0,
'Asian': 0,
'Barbecue': 0,
'Cajun & Creole': 0,
'Chinese': 0,
'Cuban': 0,
'English': 0,
'French': 0,
'German': 0,
'Greek': 0,
'Hawaiian': 0,
'Hungarian': 0,
'Indian': 0,
'Irish': 0,
'Italian': 0,
'Japanese': 0,
'Kid-Friendly': 0,
'Mediterranean': 0,
'Mexican': 0,
'Moroccan': 0,
'Portuguese': 0,
'Southern & Soul Food': 0,
'Southwestern': 0,
'Spanish': 0,
'Swedish': 0,
'Thai': 0},
u'6-Ingredient-Orange-Chicken-1614114': {'American': 0,
'Asian': 0,
'Barbecue': 0,
'Cajun & Creole': 0,
'Chinese': 0,
'Cuban': 0,
'English': 0,
'French': 0,
'German': 0,
'Greek': 0,
'Hawaiian': 0,
'Hungarian': 0,
'Indian': 0,
'Irish': 0,
'Italian': 0,
'Japanese': 0,
'Kid-Friendly': 0,
'Mediterranean': 0,
'Mexican': 0,
'Moroccan': 0,
'Portuguese': 0,
'Southern & Soul Food': 0,
'Southwestern': 0,
'Spanish': 0,
'Swedish': 0,
'Thai': 0},
u'7UP-Grilled-Chicken-1680680': {'American': 0,
'Asian': 0,
'Barbecue': 1,
'Cajun & Creole': 0,
'Chinese': 0,
'Cuban': 0,
'English': 0,
'French': 0,
'German': 0,
'Greek': 0,
'Hawaiian': 0,
'Hungarian': 0,
'Indian': 0,
'Irish': 0,
'Italian': 0,
'Japanese': 0,
'Kid-Friendly': 0,
'Mediterranean': 0,
'Mexican': 0,
'Moroccan': 0,
'Portuguese': 0,
'Southern & Soul Food': 0,
'Southwestern': 0,
'Spanish': 0,
'Swedish': 0,
'Thai': 0},
u'A-Wonderful-Tasting-Chicken-Breast-1631619': {'American': 0,
'Asian': 0,
'Barbecue': 1,
'Cajun & Creole': 0,
'Chinese': 0,
'Cuban': 0,
'English': 0,
'French': 0,
'German': 0,
'Greek': 0,
'Hawaiian': 0,
'Hungarian': 0,
'Indian': 0,
'Irish': 0,
'Italian': 0,
'Japanese': 0,
'Kid-Friendly': 0,
'Mediterranean': 0,
'Mexican': 0,
'Moroccan': 0,
'Portuguese': 0,
'Southern & Soul Food': 0,
'Southwestern': 0,
'Spanish': 0,
'Swedish': 0,
'Thai': 0},
u'Almost-Famous-Fried-Chicken-1688397': {'American': 0,
'Asian': 0,
'Barbecue': 0,
'Cajun & Creole': 0,
'Chinese': 0,
'Cuban': 0,
'English': 0,
'French': 0,
'German': 0,
'Greek': 0,
'Hawaiian': 0,
'Hungarian': 0,
'Indian': 0,
'Irish': 0,
'Italian': 0,
'Japanese': 0,
'Kid-Friendly': 0,
'Mediterranean': 0,
'Mexican': 0,
'Moroccan': 0,
'Portuguese': 0,
'Southern & Soul Food': 1,
'Southwestern': 0,
'Spanish': 0,
'Swedish': 0,
'Thai': 0},
u'Apricot-Grilled-Chicken-1685625': {'American': 0,
'Asian': 0,
'Barbecue': 1,
'Cajun & Creole': 0,
'Chinese': 0,
'Cuban': 0,
'English': 0,
'French': 0,
'German': 0,
'Greek': 0,
'Hawaiian': 0,
'Hungarian': 0,
'Indian': 0,
'Irish': 0,
'Italian': 0,
'Japanese': 0,
'Kid-Friendly': 0,
'Mediterranean': 0,
'Mexican': 0,
'Moroccan': 0,
'Portuguese': 0,
'Southern & Soul Food': 0,
'Southwestern': 0,
'Spanish': 0,
'Swedish': 0,
'Thai': 0},
u'Artisan-Chicken-Sandwich-with-Peppadew-Peppers-1705385': {'American': 0,
'Asian': 0,
'Barbecue': 1,
'Cajun & Creole': 0,
'Chinese': 0,
'Cuban': 0,
'English': 0,
'French': 0,
'German': 0,
'Greek': 0,
'Hawaiian': 0,
'Hungarian': 0,
'Indian': 0,
'Irish': 0,
'Italian': 0,
'Japanese': 0,
'Kid-Friendly': 0,
'Mediterranean': 0,
'Mexican': 0,
'Moroccan': 0,
'Portuguese': 0,
'Southern & Soul Food': 0,
'Southwestern': 0,
'Spanish': 0,
'Swedish': 0,
'Thai': 0},
u'Asiago-Chicken-with-Bacon-Cream-Sauce-1700123': {'American': 0,
'Asian': 0,
'Barbecue': 0,
'Cajun & Creole': 0,
'Chinese': 0,
'Cuban': 0,
'English': 0,
'French': 0,
'German': 0,
'Greek': 0,
'Hawaiian': 0,
'Hungarian': 0,
'Indian': 0,
'Irish': 0,
'Italian': 0,
'Japanese': 0,
'Kid-Friendly': 0,
'Mediterranean': 0,
'Mexican': 0,
'Moroccan': 0,
'Portuguese': 0,
'Southern & Soul Food': 0,
'Southwestern': 0,
'Spanish': 0,
'Swedish': 0,
'Thai': 0},
u'Asian-Chicken-Salad-1705276': {'American': 0,
'Asian': 0,
'Barbecue': 0,
'Cajun & Creole': 0,
'Chinese': 0,
'Cuban': 0,
'English': 0,
'French': 0,
'German': 0,
'Greek': 0,
'Hawaiian': 0,
'Hungarian': 0,
'Indian': 0,
'Irish': 0,
'Italian': 0,
'Japanese': 0,
'Kid-Friendly': 0,
'Mediterranean': 0,
'Mexican': 0,
'Moroccan': 0,
'Portuguese': 0,
'Southern & Soul Food': 0,
'Southwestern': 0,
'Spanish': 0,
'Swedish': 0,
'Thai': 0},
u'Asian-Honey-Chicken-1634071': {'American': 0,
'Asian': 1,
'Barbecue': 0,
'Cajun & Creole': 0,
'Chinese': 0,
'Cuban': 0,
'English': 0,
'French': 0,
'German': 0,
'Greek': 0,
'Hawaiian': 0,
'Hungarian': 0,
'Indian': 0,
'Irish': 0,
'Italian': 0,
'Japanese': 0,
'Kid-Friendly': 0,
'Mediterranean': 0,
'Mexican': 0,
'Moroccan': 0,
'Portuguese': 0,
'Southern & Soul Food': 0,
'Southwestern': 0,
'Spanish': 0,
'Swedish': 0,
'Thai': 0},
u'Aussie-Chicken-1690563': {'American': 0,
'Asian': 0,
'Barbecue': 0,
'Cajun & Creole': 0,
'Chinese': 0,
'Cuban': 0,
'English': 0,
'French': 0,
'German': 0,
'Greek': 0,
'Hawaiian': 0,
'Hungarian': 0,
'Indian': 0,
'Irish': 0,
'Italian': 0,
'Japanese': 0,
'Kid-Friendly': 0,
'Mediterranean': 0,
'Mexican': 0,
'Moroccan': 0,
'Portuguese': 0,
'Southern & Soul Food': 0,
'Southwestern': 0,
'Spanish': 0,
'Swedish': 0,
'Thai': 0},
u'Avocado-Chicken-1684801': {'American': 0,
'Asian': 0,
'Barbecue': 0,
'Cajun & Creole': 0,
'Chinese': 0,
'Cuban': 0,
'English': 0,
'French': 0,
'German': 0,
'Greek': 0,
'Hawaiian': 0,
'Hungarian': 0,
'Indian': 0,
'Irish': 0,
'Italian': 0,
'Japanese': 0,
'Kid-Friendly': 0,
'Mediterranean': 0,
'Mexican': 0,
'Moroccan': 0,
'Portuguese': 0,
'Southern & Soul Food': 0,
'Southwestern': 0,
'Spanish': 0,
'Swedish': 0,
'Thai': 0},
u'BBQ-CHICKEN-BACON-PINEAPPLE-KABOBS-1641992': {'American': 0,
'Asian': 0,
'Barbecue': 1,
'Cajun & Creole': 0,
'Chinese': 0,
'Cuban': 0,
'English': 0,
'French': 0,
'German': 0,
'Greek': 0,
'Hawaiian': 0,
'Hungarian': 0,
'Indian': 0,
'Irish': 0,
'Italian': 0,
'Japanese': 0,
'Kid-Friendly': 0,
'Mediterranean': 0,
'Mexican': 0,
'Moroccan': 0,
'Portuguese': 0,
'Southern & Soul Food': 0,
'Southwestern': 0,
'Spanish': 0,
'Swedish': 0,
'Thai': 0},
u'BBQ-Chicken-1695619': {'American': 0,
'Asian': 0,
'Barbecue': 0,
'Cajun & Creole': 0,
'Chinese': 0,
'Cuban': 0,
'English': 0,
'French': 0,
'German': 0,
'Greek': 0,
'Hawaiian': 0,
'Hungarian': 0,
'Indian': 0,
'Irish': 0,
'Italian': 0,
'Japanese': 0,
'Kid-Friendly': 0,
'Mediterranean': 0,
'Mexican': 0,
'Moroccan': 0,
'Portuguese': 0,
'Southern & Soul Food': 0,
'Southwestern': 0,
'Spanish': 0,
'Swedish': 0,
'Thai': 0},
u'BBQ-Chicken-Bowls-1700415': {'American': 0,
'Asian': 0,
'Barbecue': 0,
'Cajun & Creole': 0,
'Chinese': 0,
'Cuban': 0,
'English': 0,
'French': 0,
'German': 0,
'Greek': 0,
'Hawaiian': 0,
'Hungarian': 0,
'Indian': 0,
'Irish': 0,
'Italian': 0,
'Japanese': 0,
'Kid-Friendly': 0,
'Mediterranean': 0,
'Mexican': 0,
'Moroccan': 0,
'Portuguese': 0,
'Southern & Soul Food': 0,
'Southwestern': 0,
'Spanish': 0,
'Swedish': 0,
'Thai': 0},
u'BETTER-THAN-TAKEOUT-CHICKEN-FRIED-RICE-1697417': {'American': 0,
'Asian': 0,
'Barbecue': 0,
'Cajun & Creole': 0,
'Chinese': 0,
'Cuban': 0,
'English': 0,
'French': 0,
'German': 0,
'Greek': 0,
'Hawaiian': 0,
'Hungarian': 0,
'Indian': 0,
'Irish': 0,
'Italian': 0,
'Japanese': 0,
'Kid-Friendly': 0,
'Mediterranean': 0,
'Mexican': 0,
'Moroccan': 0,
'Portuguese': 0,
'Southern & Soul Food': 0,
'Southwestern': 0,
'Spanish': 0,
'Swedish': 0,
'Thai': 0},
u'Backyard-Barbecue-Chicken-1704395': {'American': 0,
'Asian': 0,
'Barbecue': 1,
'Cajun & Creole': 0,
'Chinese': 0,
'Cuban': 0,
'English': 0,
'French': 0,
'German': 0,
'Greek': 0,
'Hawaiian': 0,
'Hungarian': 0,
'Indian': 0,
'Irish': 0,
'Italian': 0,
'Japanese': 0,
'Kid-Friendly': 1,
'Mediterranean': 0,
'Mexican': 0,
'Moroccan': 0,
'Portuguese': 0,
'Southern & Soul Food': 0,
'Southwestern': 0,
'Spanish': 0,
'Swedish': 0,
'Thai': 0},
u'Bacon-Wrapped-Chicken-Tenders-1615465': {'American': 0,
'Asian': 0,
'Barbecue': 0,
'Cajun & Creole': 0,
'Chinese': 0,
'Cuban': 0,
'English': 0,
'French': 0,
'German': 0,
'Greek': 0,
'Hawaiian': 0,
'Hungarian': 0,
'Indian': 0,
'Irish': 0,
'Italian': 0,
'Japanese': 0,
'Kid-Friendly': 1,
'Mediterranean': 0,
'Mexican': 0,
'Moroccan': 0,
'Portuguese': 0,
'Southern & Soul Food': 0,
'Southwestern': 0,
'Spanish': 0,
'Swedish': 0,
'Thai': 0},
u'Bacon-Wrapped-Cream-Cheese-Chicken-1704319': {'American': 0,
'Asian': 0,
'Barbecue': 0,
'Cajun & Creole': 0,
'Chinese': 0,
'Cuban': 0,
'English': 0,
'French': 0,
'German': 0,
'Greek': 0,
'Hawaiian': 0,
'Hungarian': 0,
'Indian': 0,
'Irish': 0,
'Italian': 0,
'Japanese': 0,
'Kid-Friendly': 0,
'Mediterranean': 0,
'Mexican': 0,
'Moroccan': 0,
'Portuguese': 0,
'Southern & Soul Food': 0,
'Southwestern': 0,
'Spanish': 0,
'Swedish': 0,
'Thai': 0},
u'Bacon-Wrapped-Cream-Cheese-Stuffed-Chicken-Breast_-1606546': {'American': 0,
'Asian': 0,
'Barbecue': 0,
'Cajun & Creole': 0,
'Chinese': 0,
'Cuban': 0,
'English': 0,
'French': 0,
'German': 0,
'Greek': 0,
'Hawaiian': 0,
'Hungarian': 0,
'Indian': 0,
'Irish': 0,
'Italian': 0,
'Japanese': 0,
'Kid-Friendly': 0,
'Mediterranean': 0,
'Mexican': 0,
'Moroccan': 0,
'Portuguese': 0,
'Southern & Soul Food': 0,
'Southwestern': 0,
'Spanish': 0,
'Swedish': 0,
'Thai': 0},
u'Bacon-Wrapped-Guacamole-Stuffed-Chicken-1642658': {'American': 0,
'Asian': 0,
'Barbecue': 1,
'Cajun & Creole': 0,
'Chinese': 0,
'Cuban': 0,
'English': 0,
'French': 0,
'German': 0,
'Greek': 0,
'Hawaiian': 0,
'Hungarian': 0,
'Indian': 0,
'Irish': 0,
'Italian': 0,
'Japanese': 0,
'Kid-Friendly': 0,
'Mediterranean': 0,
'Mexican': 0,
'Moroccan': 0,
'Portuguese': 0,
'Southern & Soul Food': 0,
'Southwestern': 0,
'Spanish': 0,
'Swedish': 0,
'Thai': 0},
u'Badami-Chicken---Almond-Milk-Curry-1702076': {'American': 0,
'Asian': 0,
'Barbecue': 0,
'Cajun & Creole': 0,
'Chinese': 0,
'Cuban': 0,
'English': 0,
'French': 0,
'German': 0,
'Greek': 0,
'Hawaiian': 0,
'Hungarian': 0,
'Indian': 1,
'Irish': 0,
'Italian': 0,
'Japanese': 0,
'Kid-Friendly': 0,
'Mediterranean': 0,
'Mexican': 0,
'Moroccan': 0,
'Portuguese': 0,
'Southern & Soul Food': 0,
'Southwestern': 0,
'Spanish': 0,
'Swedish': 0,
'Thai': 0},
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'Moroccan': 0,
'Portuguese': 0,
'Southern & Soul Food': 0,
'Southwestern': 0,
'Spanish': 0,
'Swedish': 0,
'Thai': 0},
u'quick-protein-Salad-with-chicken-and-cucumbers-1694167': {'American': 0,
'Asian': 0,
'Barbecue': 0,
'Cajun & Creole': 0,
'Chinese': 0,
'Cuban': 0,
'English': 0,
'French': 0,
'German': 0,
'Greek': 0,
'Hawaiian': 0,
'Hungarian': 0,
'Indian': 0,
'Irish': 0,
'Italian': 0,
'Japanese': 0,
'Kid-Friendly': 0,
'Mediterranean': 0,
'Mexican': 0,
'Moroccan': 0,
'Portuguese': 0,
'Southern & Soul Food': 0,
'Southwestern': 0,
'Spanish': 0,
'Swedish': 0,
'Thai': 0}}
In [59]:
#create dataframes and save as csv
df_main =pd.DataFrame(main_list)
df_main.to_csv('main.csv', encoding='utf-8')
df_ingredients =pd.DataFrame(ingredients_list)
df_ingredients.to_csv('ingredients.csv', encoding ='utf-8')
df_attributes =pd.DataFrame(attributes_list)
df_attributes.to_csv('_attributes.csv')
df_courses=pd.DataFrame(_courses).transpose()
df_cuisines=pd.DataFrame(_cuisines).transpose()
In [31]:
df_main.head(3)
Out[31]:
id
rating
recipeName
sourceDisplayName
totalTimeInSeconds
0
Pizza-Baked-Chicken-1706825
4
Pizza Baked Chicken
Get In My Belly
3000
1
Parmesan-Chicken-Mini-Pies-685394
4
Parmesan Chicken Mini Pies
None
1500
2
Chicken-and-Avocado-Burritos-1704783
4
Chicken and Avocado Burritos
Closet Cooking
1200
In [32]:
df_ingredients.head(3)
Out[32]:
Chinese rice vinegar
Pillsbury™ Refrigerated Crescent Dinner Rolls
Progresso™ Chicken Broth
Tyson® frozen popcorn chicken pieces
all-purpose flour
allspice
apple cider vinegar
avocado
bacon
barbecue sauce
...
tomato sauce
tomatoes
tortillas
unsalted butter
vegetable oil
water
white vinegar
wine
yellow summer squash
zucchini
0
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
...
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
1
NaN
NaN
NaN
1.0
NaN
NaN
NaN
NaN
NaN
NaN
...
1.0
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
2
NaN
NaN
NaN
NaN
NaN
NaN
NaN
1.0
NaN
NaN
...
NaN
NaN
1.0
NaN
NaN
NaN
NaN
NaN
NaN
NaN
3 rows × 177 columns
In [61]:
df_attributes.head(3)
Out[61]:
American
Appetizers
Asian
Barbecue
Cajun & Creole
Chinese
Condiments and Sauces
Cuban
Game Day
Greek
...
Snacks
Soups
Southern & Soul Food
Southwestern
Spanish
Summer
Sunday Lunch
Thai
Thanksgiving
_id
0
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
...
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
Pizza-Baked-Chicken-1706825
1
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
...
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
Parmesan-Chicken-Mini-Pies-685394
2
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
...
NaN
NaN
NaN
1.0
NaN
NaN
NaN
NaN
NaN
Chicken-and-Avocado-Burritos-1704783
3 rows × 33 columns
In [63]:
df_courses.head(3)
df_courses.shape
Out[63]:
(500, 13)
In [64]:
df_cuisines.head(3)
df_cuisines.shape
Out[64]:
(500, 26)
In [ ]:
Content source: babebe/Yummly
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