Below done so far:

  • access Yummly API with "Search Recipes API Call"
  • search for "chicken" recipes
  • convert JSON into dicts and lists with .json() function
  • extract data from converted JSON
    • "recipe" table
    • "course" table
    • "ingredients" table
    • "flavors" table
  • search Yummly metadata dictionary for valid search terms
  • look at an individual recipe in detail with "Get Recipe API Call"

To do:

  • identify if any info from the recipe_detail can be used
  • come up with systematic way to pull recipes from API
    • one possibility:
  • store data from API calls in SQL database / csvs

In [1]:
# imports

import requests
import json
import pandas as pd
import numpy as np

In [2]:
# ID and Key

app_id = 'e2b9bebc'
app_key = '4193215272970d956cfd5384a08580a9'

Create variables for URLs. The base_url is for the search_recipes API call. The metadata_url is for searching for valid search terms.


In [3]:
# URLs

base_url = 'http://api.yummly.com/v1/api/recipes?'
metadata_url = 'http://api.yummly.com/v1/api/metadata/'

In [4]:
# headers with yummly ID and Key

headers = {'X-Yummly-App-ID':'e2b9bebc', 'X-Yummly-App-Key':'4193215272970d956cfd5384a08580a9'}

In [5]:
# params

parameters = {'q':'fajitas', 'maxResult': 100} 

# NOTE: maxResult can be 1,000, limiting to 100 for now

In [6]:
# Call API

response = requests.get(base_url, headers=headers, params=parameters)

In [7]:
# Check status code

response.status_code


Out[7]:
200

In [8]:
# Convert JSON to python dictionaries and lists

guac = response.json()

In [9]:
# View type of object it is

type(guac)


Out[9]:
dict

In [10]:
# View top level keys

response_keys = guac.keys()
response_keys


Out[10]:
[u'matches', u'totalMatchCount', u'attribution', u'facetCounts', u'criteria']

In [11]:
guac['totalMatchCount']


Out[11]:
2876

In [12]:
# The matches key has all the data in it - view a sub dictionary

guac['matches'][11]


Out[12]:
{u'attributes': {u'course': [u'Main Dishes'], u'cuisine': [u'Mexican']},
 u'flavors': {u'bitter': 0.3333333333333333,
  u'meaty': 0.3333333333333333,
  u'piquant': 0.5,
  u'salty': 0.6666666666666666,
  u'sour': 0.8333333333333334,
  u'sweet': 0.16666666666666666},
 u'id': u'Chicken-Fajitas-1097329',
 u'imageUrlsBySize': {u'90': u'http://lh3.ggpht.com/pW0EZOeTPAYu7wiVZF8CyugmzAdcxd4Xa1KqzrtnCfOaVlEYHwUtCxpwv_37cAhiki-_O1Uoc_Xb-hhFN0GrqA=s90-c'},
 u'ingredients': [u'boneless skinless chicken breasts',
  u'salt',
  u'canola',
  u'onions',
  u'bell pepper',
  u'lime juice',
  u'olive oil',
  u'garlic cloves',
  u'ground cumin',
  u'chili powder',
  u'jalapeno chilies',
  u'chopped cilantro',
  u'flour tortillas',
  u'salsa',
  u'avocado',
  u'sour cream',
  u'cider vinegar',
  u'iceberg lettuce'],
 u'rating': 5,
 u'recipeName': u'Chicken Fajitas',
 u'smallImageUrls': [u'http://lh4.ggpht.com/LLd5R8kGSxI1CJpQQA9M_Kp77gwyNPEzlNo2ofGq1hIjqeC3a8djgiYGbTyp6IEml9BmeQSo3K2-plqnatwNcw=s90'],
 u'sourceDisplayName': u'Simply Recipes',
 u'totalTimeInSeconds': 5100}

Extracting data


In [23]:
# Create dicts to put data into

recipe_info_dict = {}
flavors_dict = {}
ingredients_dict = {}
courses_dict = {}
cuisine_dict = {}

In [24]:
# pull data in for loop
for item in guac['matches']:
    
    # Get basic recipe info and put into list
    recipe_info = []
    recipe_info.append(item.get('recipeName'))
    recipe_info.append(item.get('totalTimeInSeconds'))
    recipe_info.append(item.get('sourceDisplayName'))
    recipe_info.append(item.get('rating'))
    
    # Add to recipe_info_dict
    recipe_info_dict[item.get('id')] = recipe_info
    
    # Add data to dicts for courses, flavors and cuisines
    courses_dict[item.get('id')] = item['attributes'].get('course')
    flavors_dict[item.get('id')] = item.get('flavors')
    cuisine_dict[item.get('id')] = item['attributes'].get('cuisine')

Next few blocks contain some old code keeping in case needed:


In [1]:
# for item in guac['matches']:
#     recipe_info = [item.get('recipeName'), item['attributes'].get('cuisine'),
#                   item.get('totalTimeInSeconds'), item.get('sourceDisplayName'),
#                   item.get('rating')]
#     recipe_info.append(item.get('recipeName'))
#     recipe_info.append(item['attributes'].get('cuisine'))
#     recipe_info.append(item.get('totalTimeInSeconds'))
#     recipe_info.append(item.get('rating'))
#     recipe_info.append(item.get('sourceDisplayName'))
#     recipe_info.append(item.get('imageUrlsBySize').keys())
#     rec_id.append(item.get('id'))
#     rec_name.append(item.get('recipeName'))
#     cuisine.append(item['attributes'].get('cuisine'))
#     tot_time_sec.append(item.get('totalTimeInSeconds'))
#     rec_source.append(item.get('sourceDisplayName'))
#     image_size.append(item.get('imageUrlsBySize').keys())
#     rating.append(item.get('rating'))
#     rec_id.append(item.get('id'))
#     rating.append(item.get('rating'))
#     rec_source.append(item.get('sourceDisplayName'))    
#     recipe_info_dict[item.get('id')] = 
#     ingredients_dict[item.get('id')] = item.get('ingredients')
    
#     for ingredient in item.get('ingredients'):
#         ingredients_all_set.add(ingredient)

Deal with ingredients - below code is messy and work in progress


In [85]:
ingredients_dict_2 = {}
for pair in ingredients_dict.items():
#     for i in range(len(pair)):
#         if pair[i] in ingredients_all_set:
    ing_list = []
    
    for ing in ingredients_all_set:
        
        ing_list.append
    
    for i in range(len(pair[1])):
        if pair[1][i] in ingredients_all:
            ing_list.append(1)
        else:
            ing_list.append(0)
    
    
    ingredients_dict_2[pair[0]] = ing_list

In [ ]:
for pair in ingredients_dict.items():
    for i in range(len(ingredients_all_set)):
        for i in range(len(pair[1])):
            if pair[1][i] in ingredients_all_set
    
    ing_list = []
    if

In [108]:
for i in range (len(ingredients_dict)):
    ing_list = []
    for ingredient in ingredients_all_set:
        if ingredient in ingredients_dict.values()[i]:
            ing_list.append(1)
        else:
            ing_list.append(0)
    ingredients_dict_2[ingredients_dict.keys()[i]] = ing_list


margarine
veal breast
all-purpose flour
lemon
veal cutlets
veal cutlets
veal
ground veal
olive oil
veal chops
veal cutlets
veal
butter
butter
extra-virgin olive oil
veal scallops
olive oil
onions
veal cutlets
veal scallops
olive oil
veal cutlets
veal scallops
veal
all-purpose flour
asparagus
parsley
olive oil
veal scallops
olive oil
unsalted butter
veal cutlets
veal scallopini
olive oil
all-purpose flour
veal escalopes
veal
artichoke hearts
butter
fresh pork fat
veal cutlets
veal scallops
lard
veal cutlets
all-purpose flour
veal
italian seasoned dry bread crumbs
chicken stock
olive oil
veal cutlets

In [101]:
ingredients_dict


Out[101]:
{u'Asian-Veal-Steaks-1409004': [u'olive oil',
  u'scallions',
  u'sugar',
  u'soy sauce',
  u'lime',
  u'veal cutlets',
  u'garlic cloves'],
 u'Breaded-Veal-Cutlet-754003': [u'veal cutlets',
  u'flour',
  u'grated parmesan cheese',
  u'eggs',
  u'parsley',
  u'salt',
  u'pepper',
  u'grated nutmeg',
  u'milk',
  u'butter',
  u'lemon'],
 u'Grilled-Veal-Chops-with-Gremolata-1682075': [u'parsley',
  u'garlic',
  u'lemon',
  u'salt',
  u'pepper',
  u'veal loin chops'],
 u'Italian-Veal-Scallopini-1290381': [u'olive oil',
  u'dry white wine',
  u'veal scallopini',
  u'unsalted butter',
  u'balsamic vinegar',
  u'flat leaf parsley',
  u'flour',
  u'salt',
  u'pepper'],
 u'SALTIMBOCCA-DI-VITELLO-_Veal-Saltimbocca_-1589748': [u'veal cutlets',
  u'sage leaves',
  u'prosciutto',
  u'all-purpose flour',
  u'salt',
  u'pepper',
  u'olive oil',
  u'fontina cheese',
  u'dry white wine',
  u'veal demi-glace'],
 u'Stuffed-Veal-Breast-1582031': [u'veal breast',
  u'butter',
  u'almonds',
  u'eggs',
  u'nutmeg',
  u'lemon',
  u'salt',
  u'pepper',
  u'old bread',
  u'fresh parsley'],
 u'Veal-And-Pork-Polpetti-1251085': [u'olive oil',
  u'yellow onion',
  u'garlic',
  u'ground black pepper',
  u'salt',
  u'minced pork',
  u'veal',
  u'eggs',
  u'dried oregano',
  u'lemon',
  u'fresh breadcrumbs',
  u'grated parmesan cheese',
  u'parsley',
  u'chicken stock',
  u'tomato passata',
  u'sugar'],
 u'Veal-Angelica-Allrecipes': [u'veal cutlets',
  u'provolone cheese',
  u'asparagus spears',
  u'prosciutto',
  u'salt',
  u'garlic powder',
  u'all-purpose flour',
  u'eggs',
  u'milk',
  u'seasoned bread crumbs',
  u'olive oil',
  u'fresh mushrooms',
  u'vidalia onion',
  u'roasted red peppers',
  u'red wine',
  u'chicken broth'],
 u'Veal-Bacon-Meatloaf-1592291': [u'butter',
  u'baby portobello mushrooms',
  u'salt',
  u'freshly ground pepper',
  u'onions',
  u'yellow peppers',
  u'ground veal',
  u'bread crumbs',
  u'ketchup',
  u'thick-cut bacon',
  u'large eggs'],
 u'Veal-Bolognese-900324': [u'olive oil',
  u'white onion',
  u'carrots',
  u'celery',
  u'garlic',
  u'bay leaves',
  u'ground veal',
  u'ground pork',
  u'lean ground beef',
  u'zinfandel',
  u'red wine',
  u'juice',
  u'plum tomatoes',
  u'heavy cream',
  u'kosher salt',
  u'freshly ground pepper',
  u'parmigiano reggiano cheese',
  u'fresh basil leaves',
  u'spaghetti'],
 u'Veal-Chops-1473187': [u'veal chops', u'truffle butter', u'salt', u'pepper'],
 u'Veal-Escalopes-With-Mushrooms-My-Recipes': [u'veal escalopes',
  u'all-purpose flour',
  u'olive oil',
  u'red wine',
  u'shallots',
  u'chicken stock',
  u'shiitake',
  u'butter',
  u'fresh sage'],
 u'Veal-Forestiere-Allrecipes': [u'veal cutlets',
  u'all-purpose flour',
  u'butter',
  u'minced garlic',
  u'shallots',
  u'crimini mushrooms',
  u'marsala wine',
  u'veal stock',
  u'artichoke hearts',
  u'pepper',
  u'salt'],
 u'Veal-Fricassee-1408127': [u'onions',
  u'bay leaf',
  u'clove',
  u'veal',
  u'peppercorns',
  u'juniper berries',
  u'carrots',
  u'long-grain rice',
  u'frozen peas',
  u'butter',
  u'plain flour',
  u'low-fat milk',
  u'dry white wine',
  u'grated nutmeg',
  u'lemon',
  u'mushrooms',
  u'olive oil',
  u'chives'],
 u'Veal-Goulash-with-Sauerkraut-Simply-Recipes-200278': [u'unsalted butter',
  u'veal',
  u'onions',
  u'minced garlic',
  u'salt',
  u'black pepper',
  u'crushed tomatoes',
  u'full fat sour cream',
  u'paprika',
  u'caraway seeds',
  u'sauerkraut',
  u'fresh parsley'],
 u'Veal-Marsala-Allrecipes': [u'veal cutlets',
  u'all-purpose flour',
  u'seasoning salt',
  u'butter',
  u'olive oil',
  u'fresh mushrooms',
  u'marsala wine'],
 u'Veal-Meatballs-1412320': [u'ground veal',
  u'shallots',
  u'eggs',
  u'bread crumbs',
  u'milk',
  u'coarse ground mustard',
  u'lemon',
  u'chives',
  u'parsley',
  u'vegetable oil'],
 u'Veal-Meatballs-899076': [u'lemon',
  u'chicken stock',
  u'veal',
  u'beef',
  u'meatballs',
  u'spaghetti',
  u'sauce'],
 u'Veal-Mozzarella-Allrecipes': [u'veal',
  u'all-purpose flour',
  u'salt',
  u'ground white pepper',
  u'olive oil',
  u'mozzarella cheese',
  u'sherry wine',
  u'butter',
  u'pepper'],
 u'Veal-Mushroom-Pita-Bites-1567632': [u'olive oil',
  u'ground veal',
  u'cremini mushrooms',
  u'salt',
  u'black pepper',
  u'white wine',
  u'garlic cloves',
  u'thyme',
  u'heavy cream',
  u'ricotta cheese',
  u'goat cheese',
  u'lemon',
  u'asparagus spears',
  u'mini pita loaves'],
 u'Veal-Oscar-Allrecipes': [u'butter',
  u'milk',
  u'shredded cheddar cheese',
  u'veal cutlets',
  u'all-purpose flour',
  u'fresh asparagus',
  u'crabmeat'],
 u'Veal-Paprikash-Epicurious': [u'lard',
  u'bacon fat',
  u'olive oil',
  u'onions',
  u'shallots',
  u'veal scallops',
  u'diced tomatoes',
  u'hungarian sweet paprika',
  u'hungarian hot paprika',
  u'marjoram',
  u'sour cream'],
 u'Veal-Paprikash-My-Recipes': [u'margarine',
  u'cooking spray',
  u'veal',
  u'sliced carrots',
  u'onions',
  u'garlic cloves',
  u'all-purpose flour',
  u'paprika',
  u'salt',
  u'pepper',
  u'low salt chicken broth',
  u'fat free beef broth',
  u'dry white wine',
  u'bay leaves',
  u'low-fat sour cream',
  u'medium egg noodles',
  u'chopped parsley'],
 u'Veal-Parmesan-1170779': [u'veal cutlets',
  u'all-purpose flour',
  u'large eggs',
  u'panko breadcrumbs',
  u'kosher salt',
  u'black pepper',
  u'olive oil',
  u'tomato sauce',
  u'grated parmesan cheese',
  u'fresh mozzarella'],
 u'Veal-Piccata-1190697': [u'veal',
  u'ground black pepper',
  u'kosher salt',
  u'all-purpose flour',
  u'unsalted butter',
  u'olive oil',
  u'dry white wine',
  u'homemade chicken stock',
  u'lemon',
  u'lemon juice',
  u'capers',
  u'flat leaf parsley'],
 u'Veal-Piccata-440885': [u'veal cutlets',
  u'kosher salt',
  u'ground black pepper',
  u'flour',
  u'unsalted butter',
  u'olive oil',
  u'dry white wine',
  u'chicken stock',
  u'lemon',
  u'fresh lemon juice',
  u'capers',
  u'chopped parsley'],
 u'Veal-Piccata-471987': [u'all-purpose flour',
  u'veal scallopini',
  u'vegetable oil',
  u'unsalted butter',
  u'lemon',
  u'dry white wine',
  u'capers',
  u'flat leaf parsley'],
 u'Veal-Piccata-766854': [u'veal scallops',
  u'freshly ground pepper',
  u'salt',
  u'unsalted butter',
  u'large garlic cloves',
  u'chicken broth',
  u'dry white wine',
  u'capers',
  u'flat leaf parsley'],
 u'Veal-Piccata-963204': [u'olive oil',
  u'veal',
  u'cracked black pepper',
  u'salt',
  u'dry white wine',
  u'chicken broth',
  u'parsley leaves',
  u'capers',
  u'lemon juice'],
 u'Veal-Piccata-Epicurious-51311': [u'chicken stock',
  u'dry white wine',
  u'all-purpose flour',
  u'water',
  u'unsalted butter',
  u'fresh lemon juice',
  u'flat leaf parsley',
  u'veal cutlets',
  u'salt',
  u'black pepper',
  u'lemon'],
 u'Veal-Piccata-My-Recipes': [u'all-purpose flour',
  u'salt',
  u'black pepper',
  u'water',
  u'large egg whites',
  u'seasoned bread crumbs',
  u'veal cutlets',
  u'olive oil',
  u'fat free less sodium chicken broth',
  u'grated lemon zest',
  u'fresh lemon juice',
  u'capers',
  u'lemon wedges'],
 u'Veal-Ragu-1465286': [u'extra-virgin olive oil',
  u'onions',
  u'garlic cloves',
  u'ground veal',
  u'fine sea salt',
  u'freshly ground pepper',
  u'dry white wine',
  u'chicken stock',
  u'thyme',
  u'fresh rosemary',
  u'capers',
  u'fresh pasta',
  u'parmigiano reggiano cheese',
  u'flat leaf parsley',
  u'unsalted butter',
  u'salt'],
 u'Veal-Rolls-With-Zucchini-1211953': [u'veal scallops',
  u'zucchini',
  u'balsamic vinegar',
  u'garlic powder',
  u'olive oil',
  u'ground black pepper',
  u'sea salt'],
 u'Veal-Roulades-1212818': [u'veal scallopini',
  u'carrots',
  u'red pepper',
  u'onions',
  u'fresh spinach',
  u'salt',
  u'pepper',
  u'flour',
  u'olive oil',
  u'pasta sauce',
  u'parmesan cheese'],
 u'Veal-Saltimbocca-1001215': [u'veal scallops',
  u'fontina',
  u'sage leaves',
  u'parma ham',
  u'all-purpose flour',
  u'marsala wine',
  u'lemon juice',
  u'butter'],
 u'Veal-Saltimbocca-1258405': [u'veal scallops',
  u'fontina',
  u'sage leaves',
  u'parma ham',
  u'all-purpose flour',
  u'marsala wine',
  u'lemon juice',
  u'butter'],
 u'Veal-Saltimbocca-alla-Romana-1624762': [u'veal cutlets',
  u'prosciutto',
  u'sage leaves',
  u'flour',
  u'olive oil',
  u'unsalted butter',
  u'dry white wine',
  u'cracked black pepper',
  u'salt'],
 u'Veal-Scallopini-TasteOfHome': [u'all-purpose flour',
  u'salt',
  u'pepper',
  u'eggs',
  u'veal cutlets',
  u'olive oil',
  u'fresh mushrooms',
  u'chicken broth',
  u'marsala wine',
  u'spaghetti'],
 u'Veal-Scaloppine-1398983': [u'butter',
  u'veal cutlets',
  u'onions',
  u'button mushrooms',
  u'flour',
  u'beef stock',
  u'heavy cream',
  u'green beans',
  u'mashed potatoes'],
 u'Veal-Schnitzel-1532065': [u'veal cutlets',
  u'bread crumbs',
  u'garlic powder',
  u'flour',
  u'eggs',
  u'water',
  u'seasoning salt',
  u'salt',
  u'black pepper'],
 u'Veal-Sliders-749800': [u'fresh pork fat',
  u'veal mince',
  u'table salt',
  u'ground white pepper',
  u'parsley',
  u'lemon',
  u'mayonnaise',
  u'anchovies',
  u'capers',
  u'tuna',
  u'rolls',
  u'green beans',
  u'semi-dried tomatoes'],
 u'Veal-Spiedini-MyRecipes-281374': [u'italian seasoned dry bread crumbs',
  u'toasted pine nuts',
  u'prosciutto',
  u'veal',
  u'mozzarella cheese',
  u'olive oil',
  u'prego traditional italian sauce',
  u'grated parmesan cheese'],
 u'Veal-Steamed-Dumplings-1695666': [u'veal',
  u'wonton wrappers',
  u'shiitake',
  u'spring onions',
  u'carrots',
  u'sesame oil',
  u'salt',
  u'white pepper',
  u'red chili peppers',
  u'coriander',
  u'garlic',
  u'soy sauce',
  u'rice vinegar',
  u'brown sugar',
  u'hoisin sauce',
  u'ginger',
  u'sesame seeds'],
 u'Veal-With-Lemon-and-Mushrooms-894688': [u'veal scallops',
  u'flour',
  u'salt',
  u'pepper',
  u'olive oil',
  u'butter',
  u'sliced mushrooms',
  u'garlic',
  u'lemon zest',
  u'fresh lemon juice',
  u'rosemary',
  u'chopped parsley',
  u'dry white wine'],
 u'Veal-and-Artichoke-Involtini-460484': [u'artichoke hearts',
  u'asiago',
  u'flat leaf parsley',
  u'veal cutlets',
  u'freshly ground pepper',
  u'all-purpose flour',
  u'unsalted butter',
  u'olive oil',
  u'white wine',
  u'fresh lemon juice'],
 u'Veal-artichoke-ragout-368767': [u'olive oil',
  u'onions',
  u'minced garlic',
  u'veal for stew',
  u'flour',
  u'beef broth',
  u'white wine',
  u'tomato paste',
  u'lemon',
  u'bay leaf',
  u'fresh rosemary',
  u'thyme',
  u'ground black pepper',
  u'frozen artichoke hearts',
  u'fresh parsley'],
 u'Veal-paprikash-340517': [u'veal',
  u'fresh mushrooms',
  u'sliced carrots',
  u'onions',
  u'fresh parsley',
  u'garlic cloves',
  u'bay leaves',
  u'all-purpose flour',
  u'hungarian sweet paprika',
  u'salt',
  u'dried thyme',
  u'ground black pepper',
  u'dry white wine',
  u'reduced-fat sour cream',
  u'medium egg noodles',
  u'chopped fresh chives'],
 u'Veal-scallopine-with-asparagus-368999': [u'asparagus',
  u'olive oil',
  u'veal cutlets',
  u'salt',
  u'pepper',
  u'flour',
  u'butter',
  u'fresh mozzarella',
  u'marsala wine',
  u'lemon'],
 u'Veal-scaloppine-with-lemon-_-capers-297820': [u'all-purpose flour',
  u'salt',
  u'ground black pepper',
  u'veal',
  u"I Can't Believe It's Not Butter!\xae Spread",
  u'chicken broth',
  u'lemon juice',
  u'capers'],
 u'Vegetable-Stew-With-Veal-In-Multivarka-1640215': [u'veal',
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In [100]:
ingredients_dict_2


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In [ ]:
for pair in ingredients_dict.items():
#     for i in range(len(pair)):
#         if pair[i] in ingredients_all_set:
    ing_list = []
    counter = len
    for ing in ingredients_all_set:
        if pair
    
    for i in range(len(pair[1])):
        if pair[1][i] in ingredients_all:
            ing_list.append(1)
        else:
            ing_list.append(0)
    ingredients_dict_2[pair[0]] = ing_list

Build recipe info DataFrame


In [25]:
recipe_info_dict[recipe_info_dict.keys()[1]]


Out[25]:
[u'Seitan Fajitas', 1500, u'popsugar.com', 3]

In [27]:
recipe_info_dict.keys()[1]


Out[27]:
u'Seitan-Fajitas-1029006'

In [30]:
recipe_info_df = pd.DataFrame.from_dict(recipe_info_dict, orient='index')

In [32]:
recipe_info_df.columns = ['rec_name', 'tot_time_seconds', 'rec_source', 
                         'rating']

In [36]:
recipe_info_df.head()


Out[36]:
rec_name tot_time_seconds rec_source rating
Easy-Slow-Cooker-Chicken-Fajitas-1700982 Easy Slow Cooker Chicken Fajitas 22200.0 Chew Nibble Nosh 4
Seitan-Fajitas-1029006 Seitan Fajitas 1500.0 popsugar.com 3
Chicken-Fajita-Roll-Ups-1698150 Chicken Fajita Roll Ups 1800.0 Follow the Ruels 4
Chicken-Fajitas-1232787 Chicken Fajitas 600.0 Annabel Karmel 4
Chicken-Fajita-Pizza-485276 Chicken Fajita Pizza 2400.0 The Comfort of Cooking 5

In [40]:
# recipe_info_list = [rec_id, rec_name, cuisine, tot_time_sec, rec_source, image_size, rating]

In [42]:
for i in recipe_info_list:
    print len(i)


100
100
100
100
100
100
100

In [39]:
# create flavor_df

flavor_df = pd.DataFrame(flavors_dict).transpose()

In [42]:
# view flavor_df
flavor_df.head()


Out[42]:
bitter meaty piquant salty sour sweet
5-Ingredient-Slow-Cooker-Steak-Fajitas-1547932 0.166667 0.333333 0.833333 0.5 0.666667 0.166667
Baked-Chicken-Fajitas-1702035 0.166667 0.166667 0.5 0.166667 0.833333 0.166667
Beef-Fajitas-1198033 None None None None None None
Beef-fajitas-336296 None None None None None None
Catfish-Fajitas-My-Recipes 0.166667 0.166667 0.833333 0.333333 0.833333 0.166667

Build Courses DF


In [54]:
# Code from stackoverflow

courses_df = pd.DataFrame(dict([ (k,pd.Series(v)) for k,v in courses_dict.iteritems() ])).transpose()

In [103]:
courses_df.columns = ['course_a', 'course_b']
courses_df.head(20)


Out[103]:
course_a course_b
5-Ingredient-Slow-Cooker-Steak-Fajitas-1547932 Main Dishes NaN
Baked-Chicken-Fajitas-1702035 Main Dishes NaN
Beef-Fajitas-1198033 Main Dishes NaN
Beef-fajitas-336296 Main Dishes NaN
Catfish-Fajitas-My-Recipes Main Dishes NaN
Chicken-Fajita-1603524 Main Dishes NaN
Chicken-Fajita-Burgers-__-A-Giveaway__-1690009 Main Dishes Lunch
Chicken-Fajita-Chopped-Salad-1682643 Salads Lunch
Chicken-Fajita-Crescent-Braid-685414 Main Dishes Lunch
Chicken-Fajita-Foil-Packet-Meal-1684657 Main Dishes NaN
Chicken-Fajita-Layered-Salad-1694369 Salads NaN
Chicken-Fajita-Pasta-1057903 Main Dishes NaN
Chicken-Fajita-Pasta-1613996 Main Dishes NaN
Chicken-Fajita-Pizza-485276 Main Dishes NaN
Chicken-Fajita-Quesadilla-1315407 Lunch Main Dishes
Chicken-Fajita-Quesadillas-762588 Main Dishes Lunch
Chicken-Fajita-Queso-Fundido-1472908 Main Dishes NaN
Chicken-Fajita-Roll-Ups-1698150 Main Dishes NaN
Chicken-Fajitas-1093917 Main Dishes NaN
Chicken-Fajitas-1097329 Main Dishes NaN

Build Cuisine DF


In [68]:
cuisine_df = pd.DataFrame(dict([ (k, pd.Series(v)) for k,v in cuisine_dict.iteritems() ])).transpose()

Build Ingredients DF


In [41]:
# this is one way of doing it, but will need to change

ingredients_df = pd.DataFrame.from_dict(ingredients_dict, orient='index')

In [42]:
ingredients_df.head()


Out[42]:
0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18
Veal-Paprikash-My-Recipes margarine cooking spray veal sliced carrots onions garlic cloves all-purpose flour paprika salt pepper low salt chicken broth fat free beef broth dry white wine bay leaves low-fat sour cream medium egg noodles chopped parsley None None
Stuffed-Veal-Breast-1582031 veal breast butter almonds eggs nutmeg lemon salt pepper old bread fresh parsley None None None None None None None None None
Veal-scaloppine-with-lemon-_-capers-297820 all-purpose flour salt ground black pepper veal I Can't Believe It's Not Butter!® Spread chicken broth lemon juice capers None None None None None None None None None None None
Veal-Meatballs-899076 lemon chicken stock veal beef meatballs spaghetti sauce None None None None None None None None None None None None
SALTIMBOCCA-DI-VITELLO-_Veal-Saltimbocca_-1589748 veal cutlets sage leaves prosciutto all-purpose flour salt pepper olive oil fontina cheese dry white wine veal demi-glace None None None None None None None None None

Metadata Searches and Building Master Lists


In [5]:
# Search for valid course terms

meta_search_ingredient = requests.get('http://api.yummly.com/v1/api/metadata/ingredient?', headers=headers)

In [81]:
# Search for valid holiday terms

meta_search_course = requests.get('http://api.yummly.com/v1/api/metadata/course?', headers=headers)

In [130]:
# Search for valid cuisine terms

meta_search_cuisine = requests.get('http://api.yummly.com/v1/api/metadata/cuisine?', headers=headers)

In [ ]:


In [82]:
meta_search_course.status_code


Out[82]:
200

In [83]:
meta_search_course.text


Out[83]:
u'set_metadata(\'course\', [{"id":"course-Main Dishes","name":"Main Dishes","type":"course","description":"Main Dishes","searchValue":"course^course-Main Dishes","localesAvailableIn":["en-US"]},{"id":"course-Desserts","name":"Desserts","type":"course","description":"Desserts","searchValue":"course^course-Desserts","localesAvailableIn":["en-US"]},{"id":"course-Side Dishes","name":"Side Dishes","type":"course","description":"Side Dishes","searchValue":"course^course-Side Dishes","localesAvailableIn":["en-US"]},{"id":"course-Appetizers","name":"Appetizers","type":"course","description":"Appetizers","searchValue":"course^course-Appetizers","localesAvailableIn":["en-US"]},{"id":"course-Salads","name":"Salads","type":"course","description":"Salads","searchValue":"course^course-Salads","localesAvailableIn":["en-US"]},{"id":"course-Breakfast and Brunch","name":"Breakfast and Brunch","type":"course","description":"Breakfast and Brunch","searchValue":"course^course-Breakfast and Brunch","localesAvailableIn":["en-US"]},{"id":"course-Breads","name":"Breads","type":"course","description":"Breads","searchValue":"course^course-Breads","localesAvailableIn":["en-US"]},{"id":"course-Soups","name":"Soups","type":"course","description":"Soups","searchValue":"course^course-Soups","localesAvailableIn":["en-US"]},{"id":"course-Beverages","name":"Beverages","type":"course","description":"Beverages","searchValue":"course^course-Beverages","localesAvailableIn":["en-US"]},{"id":"course-Condiments and Sauces","name":"Condiments and Sauces","type":"course","description":"Condiments and Sauces","searchValue":"course^course-Condiments and Sauces","localesAvailableIn":["en-US"]},{"id":"course-Cocktails","name":"Cocktails","type":"course","description":"Cocktails","searchValue":"course^course-Cocktails","localesAvailableIn":["en-US"]},{"id":"course-Snacks","name":"Snacks","type":"course","description":"Snacks","searchValue":"course^course-Snacks","localesAvailableIn":["en-US"]},{"id":"course-Lunch","name":"Lunch","type":"course","description":"Lunch","searchValue":"course^course-Lunch","localesAvailableIn":["en-US"]}]);'

In [99]:
# Can't do .json() for metadata response, instead do .text

# response = meta_search_ingredient.text[26:-2]
response = meta_search_course.text[23:-2]

In [102]:
course_list = json.loads(response)

In [109]:
course_list[11]


Out[109]:
{u'description': u'Snacks',
 u'id': u'course-Snacks',
 u'localesAvailableIn': [u'en-US'],
 u'name': u'Snacks',
 u'searchValue': u'course^course-Snacks',
 u'type': u'course'}

In [110]:
master_courses = []
for course in course_list:
    master_courses.append(course['description'])

In [85]:
master_ingredients = []

In [86]:
for ingr in thing:
    master_ingredients.append(ingr['description'])

In [87]:
master_ingr_series = pd.Series(master_ingredients)

In [89]:
# master_ingr_series.to_csv('master_ingredients', encoding='utf-8')

In [48]:
ind_recipe = requests.get('http://api.yummly.com/v1/api/recipe/French-Onion-Soup-The-Pioneer-Woman-Cooks-_-Ree-Drummond-41364?_app_id=e2b9bebc&_app_key=4193215272970d956cfd5384a08580a9')

In [91]:
french_id = 'French-Onion-Soup-The-Pioneer-Woman-Cooks-_-Ree-Drummond-41364'

In [94]:
get_recipe_url = 'http://api.yummly.com/v1/api/recipe/'

In [96]:
id_and_key = '_app_id=e2b9bebc&_app_key=4193215272970d956cfd5384a08580a9'

In [97]:
get_recipe_url + french_id + '?' + id_and_key


Out[97]:
'http://api.yummly.com/v1/api/recipe/French-Onion-Soup-The-Pioneer-Woman-Cooks-_-Ree-Drummond-41364?_app_id=e2b9bebc&_app_key=4193215272970d956cfd5384a08580a9'

In [86]:
id_parameters = {'recipe_id': 'French-Onion-Soup-The-Pioneer-Woman-Cooks-_-Ree-Drummond-41364'}

In [87]:
veal_scaloppine = requests.get(get_recipe_url, headers=headers, params=id_parameters)

In [88]:
veal_scaloppine.status_code


Out[88]:
404

In [49]:
ind_recipe.status_code


Out[49]:
200

In [98]:
another_try = requests.get(get_recipe_url + french_id + '?' + id_and_key)

In [99]:
another_try.status_code


Out[99]:
200

In [148]:
guac_ids = []
for item in guac['matches']:
    guac_ids.append(item.get('id'))

In [108]:
thingy = another_try.json()

In [ ]:


In [115]:
thingy.keys()


Out[115]:
[u'totalTime',
 u'ingredientLines',
 u'attribution',
 u'name',
 u'rating',
 u'numberOfServings',
 u'yield',
 u'nutritionEstimates',
 u'source',
 u'flavors',
 u'images',
 u'attributes',
 u'id',
 u'totalTimeInSeconds']

In [116]:
thingy['numberOfServings']


Out[116]:
6

In [119]:
ids_series = pd.Series(ids)

In [149]:
guac_ids_series = pd.Series(guac_ids)

In [150]:
# guac_ids_series.to_csv('guac_ids')

In [ ]: