yelp Instructions

This task is part of project11 which is due at 23:00 EST on 2024-12-10.

You have the option to work with a partner on this task if you wish. Working with a partner requires more work to coordinate schedules, but if you work together and make sure that you are both understanding the code you write, you will make progress faster and learn more.

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Put all of your work for this task into the file yelp.py
(which is provided among the starter files)

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Background

The data we are working in this pset is actual Yelp data from different metropolitan areas. The Yelp data is stored in a JSON file as a dictionary (the provided Yelp data files are slightly modified from their original format to be simpler).

You are provided with several different Yelp dictionaries:

soloYelp and microYelp are Yelp dictionaries with 1 and 15 businesses, respectively that are helpful for testing. In the file yelp.py, the variable microYelp is already defined as this dictionary in the Testing Data section.
miniYelp and mediumYelp are Yelp dictionaries with ~300 and ~42,000 businesses, respectively, that are stored in .json files with the pset folder. You will write code to load data from a JSON file so that you can use these dictionaries for testing your code.
pizzaYelp only has 10 businesses, and they're all pizza places.

Note: You can examine soloYelp and microYelp within yelp.py using Thonny, but the miniYelp.json and mediumYelp.json files cannot be opened with Thonny on all systems. Instead, you can use TextEdit on a Mac or Notepad on Windows to open these .json files, although you won't get syntax highlighting.

You should define all the required functions in the part of yelp.py that begins

#---------------------------#
# Write your functions here #
#---------------------------#

Be sure to include a docstring for each function.

In addition to interactively testing your functions in the Python shell, you should run the file test_yelp.py to test your functions.

Data Analysis

General Overview

In the soloYelp, microYelp, miniYelp, and mediumYelp dictionaries, the keys are business IDs (unique identifiers that are long strings of mixed numbers and letters, such as "o1fTwfqN0sDFNpV1CkOPPg") and the values are business dictionaries. Each business dictionary has the following keys: "name", "stars", "review_count", "address", "city", "state", and "categories". Here is one example of a key:value pair (and a screenshot of the restaurant on Yelp):

A phone screen showing a business in the Yelp app. Visible information includes the business name ("Crazy Mocha Coffee"), the rating (3.5 stars from 19 reviews), relevant categories ("Coffee & Tea" and "Sandwiches", and more, such as the relative price, the fact that it is open now, and options for ordering takeout.

"o1fTwfqN0sDFNpV1CkOPPg": {
    "address": "4032 Butler St",
    "categories": ["Restaurants", "Sandwiches", "Coffee & Tea","Food"],
    "city": "Pittsburgh",
    "name": "Crazy Mocha Coffee",
    "review_count": 16,
    "stars": 3.5,
    "state": "PA"
}

Take a minute to get familiar with the contents of the Yelp dictionary data using this example and by looking at the contents of the microYelp dictionary in the Test Data area of yelp.py. What are the keys and values?

High Level Overview: what will you do in this problem set?

There are 6 functions you will write. Each of them is independent from the others, except the first, which loads the data into the format that the other functions will use. We have provided you with a microYelp variable containing pre-loaded data so that you are not dependent on the first function for testing the rest. The functions are:

loadData: Load data from a JSON file into a Yelp dictionary.
getBusinessCount: Given a business name and a Yelp dictionary, count the number of times the given business appears in the dictionary.
uniqueCities: Given a Yelp dictionary, build a list of unique cities in the dictionary.
findBusinesses: Find the top-rated businesses in a given category in a given city. For example, find the top restaurants in Las Vegas with 5 stars and over 500 reviews.
findCategories: Figure out the count of all the different categories in a given Yelp dictionary that are above the specified number of occurrences. For example, find all the categories in a given dictionary that have more than 1000 occurrences.
bestPizzaPlace: Which place serves the best pizza? Figure out where the best pizza is served and determine the name, address and city of the pizza joint with the maximum star rating and the highest number of reviews.

Getting started

You can print out all the names of the businesses in the provided Yelp dictionaries by filling in the blanks in the code snippet below (this code snippet uses the microYelp pre-loaded data). This is just an exercise to get you thinking about the structure of the data; this code snippet is not part of your task. If you get stuck here, go back and review the dictionary lectures and labs and then come back here. (Note: bizID stands for a business ID like 'o1fTwfqN0sDFNpV1CkOPPg' for Crazy Mocha Coffee in the above example.)

for bizID in microYelp:
    print(microYelp[______][______])

GoodLife Fitness
Retz's Laconi's II
McDonald's
Chula Taberna Mexicana
Bubbly Nails
Red Bowl
Pablo's Grill It Up
John's Refrigeration Heating and Cooling
Pep Boys
Life Springs Christian Church
Conservatory of Dance
Allure
Renee's Relaxation and Body Mechanics
Fidora Salon and Spa
KS Audio Video

Note: in the parts below, we provide examples of what correct output should look like for the soloYelp, miniYelp and mediumYelp dictionaries, but not for the microYelp dictionary. You should be able to figure out what correct results are for the microYelp on your own, and doing so will ensure that you understand the problem and the data format correctly.

`loadData`: Load data stored in a JSON file

loadData accepts a single parameter that is a string containing a file path for the file to load. It must load the contents of the given file as JSON data and must return the corresponding Python object that json.load creates. When used on one of the provided json files, this result will be a "yelp dictionary" with the format described above.

These examples demonstrate how loadData should work.

Note: When using open to open the file path, you should use the encoding="utf-8" keyword argument as a third argument to open to make sure that you will open the .json files with the correct encoding.

`getBusinessCount`: Count how many times a particular business appears in a Yelp dictionary

Define a function getBusinessCount(yelpDict, businessName) that returns an integer count of businesses with businessName in the given Yelp dictionary yelpDict. Note that the yelpDict argument will be an already-loaded Yelp dictionary, not a filename, so you do not need to call loadData. This function should ignore the case of the business name.

These examples demonstrate how getBusinessCount should work.

`uniqueCities`: Collect all the unique cities in a Yelp dictionary

Define a function uniqueCities(yelpDict) that takes a Yelp dictionary, and returns a list of all cities that appear in it, in alphabetical order, where each city appears only once in the list.

These examples demonstrate how uniqueCities should work.

Note: Given a list of strings, the sorted function returns a new list that has the strings in alphabetical order.

`findBusinesses`: Gather all the businesses in a given city and category that meet the minimum star limit and minimum number of reviews within a given dictionary.

Define a function called findBusinesses(yelpDict, category, city, starLimit, minReview, outFilename) that creates a list of business dictionaries with the given category, located in the given city, whose stars are at or exceeding the starLimit, and whose review_count is at or exceeding the minReviews.

The entries in this list of dictionaries must be sorted in ascending order by their star count, with ties broken alphabetically by business name.

The function must write this sorted list of business dictionaries to the specified output file in JSON format.

For example,

findBusinesses(loadDict('miniDict.json'), 'Restaurants', 'Las Vegas', 
                4, 30, 'output/Restaurants-LasVegas-4-30.json')

creates a sorted list of business dictionaries for Las Vegas restaurants with at least 4 stars and at least 30 reviews. This list is written in JSON format to the file 'output/Restaurants-LasVegas-4-30.json'.

These examples demonstrate how findBusinesses should work.

Notes:

When using open to open the output file path, you should use the encoding="utf-8" keyword argument as a third argument to open to make sure that you will open the .json files with the correct encoding. If the base open call is open('file', 'r') then the same call with an encoding keyword argument would be: open('file', 'r', 'encoding="utf-8").
To sort the list of businesses by star count (with business name as a tiebreaker), you must use sorted or .sort with a key=... argument, where the ... should be a helper function that you define that takes a business dictionary and returns an appropriate tuple. See slides 13-12 to 13-15 of Lecture 13 on Sorting to review how to use key=... when sorting.

`findCategories`: Find all the categories in a Yelp dictionary that occur at or above a given threshold.

Define a function findCategories(yelpDict, threshold) that returns a dictionary, where the keys are category names that appear in yelpDict and the values are the number of businesses in that category. Only categories whose total count meets or exceeds the given threshold should be included in the resulting dictionary.

Sample invocation: findCategories(loadData('miniYelp.json'), 20) returns a dictionary whose keys are all of the categories in miniYelp such that least 20 businesses have that category, and whose values are the the number of businesses that have that category.

These examples of findCategories demonstrate how it should work.

Note: It is recommended that you first build a dictionary with all categories, and then create a second dictionary that contains only the categories whose value is at least the threshold.

It is also possible to use .pop to remove categories whose value is less then the threshold, but you must be extremely careful in specifying the iteration that does this. In particular, for category in categoryDict: can behave in unexpected ways when the body of this loop removes categories via .pop. It's safer to express this loop as for category in list(categoryDict.keys()):, because this makes a list of all the keys before any are removed via .pop.

`bestPizzaPlace`: Find the best pizza place in a Yelp dictionary.

Define a function named bestPizzaPlace(yelpDict) that returns a list containing one or more business dictionaries from the given yelpDict with 'Pizza' as a category that have the highest star rating. Ties between businesses with the same highest star rating are broken by choosing those that have the most reviews. Normally, the result list will contain only one dictionary, but it can contain multiple dictionaries if they all have the same highest star rating and the same maximal number of reviews.

For example, if Andy's Pizza has 5 stars and 101 reviews and Peter's Pizza has 5 stars and 100 reviews, then Andy's Pizza is considered better than Peter's Pizza. But if Carolyn's Pizza also has 5 stars and 101 reviews, and no other 5-star pizza joint has 101 or more reviews, then the resulting list would contain the business dictionaries for both Andy's Pizza and Carolyn's Pizza.

These examples demonstrate how bestPizzaPlace should work.

Note: You are not expected to use sorting to implement this function. However, it is possible to solve it by using sorted or .sort with a key=... keyword argument.

Examples

loadData examples

These examples demonstrate how loadData works. For the mediumYelp.json file, we only show the first 50 keys and values, since there are tens of thousands of entries.

In []:loadData("soloYelp.json")

Out[]:{
 'XguKrY0dAuaK1W6HUlUQ1Q':{
  'state': 'OH',
  'address': '547 Sackett Ave',
  'review_count': 29,
  'stars': 3.5,
  'name': "Retz's Laconi's II",
  'city': 'Cuyahoga Falls',
  'categories': ['Italian', 'Restaurants', 'Pizza'],
 },
}

In []:loadData("microYelp.json")

Out[]:{
 'PMH4oUa-bWELKogdtkWewg':{
  'state': 'ON',
  'address': '100 City Centre Dr',
  'review_count': 16,
  'stars': 2.0,
  'name': 'GoodLife Fitness',
  'city': 'Mississauga',
  'categories':
   ['Fitness & Instruction', 'Sports Clubs', 'Gyms', 'Trainers', 'Active Life'],
 },
 'XguKrY0dAuaK1W6HUlUQ1Q':{
  'state': 'OH',
  'address': '547 Sackett Ave',
  'review_count': 29,
  'stars': 3.5,
  'name': "Retz's Laconi's II",
  'city': 'Cuyahoga Falls',
  'categories': ['Italian', 'Restaurants', 'Pizza'],
 },
 'Wpt0sFHcPtV5MO9He7yMKQ':{
  'state': 'NV',
  'address': '3020 E Desert Inn Rd',
  'review_count': 20,
  'stars': 2.0,
  'name': "McDonald's",
  'city': 'Las Vegas',
  'categories': ['Restaurants', 'Fast Food', 'Burgers'],
 },
 '1K4qrnfyzKzGgJPBEcJaNQ':{
  'state': 'ON',
  'address': '1058 Gerrard Street E',
  'review_count': 39,
  'stars': 3.5,
  'name': 'Chula Taberna Mexicana',
  'city': 'Toronto',
  'categories': ['Tiki Bars', 'Nightlife', 'Mexican', 'Restaurants', 'Bars'],
 },
 '7gquCdaFoHZCcLYDttpHtw':{
  'state': 'SC',
  'address': '8439 Charlotte Hwy',
  'review_count': 17,
  'stars': 4.0,
  'name': 'Bubbly Nails',
  'city': 'Fort Mill',
  'categories': ['Nail Salons', 'Beauty & Spas'],
 },
 'Mmh4w2g2bSAkdSAFd_MH_g':{
  'state': 'SC',
  'address': '845 Stockbridge Dr',
  'review_count': 77,
  'stars': 3.0,
  'name': 'Red Bowl',
  'city': 'Fort Mill',
  'categories': ['Restaurants', 'Asian Fusion'],
 },
 'vMO2vNyWLuxumso7t3rbYw':{
  'state': 'ON',
  'address': '300 Borough Drive',
  'review_count': 5,
  'stars': 4.0,
  'name': "Pablo's Grill It Up",
  'city': 'Scarborough',
  'categories': ['Food Court', 'Restaurants', 'Barbeque'],
 },
 'h2XsV6mR6c7QURhlsi0RqA':{
  'state': 'AZ',
  'address': '211 E 10th Dr, Ste 2',
  'review_count': 26,
  'stars': 4.5,
  'name': "John's Refrigeration Heating and Cooling",
  'city': 'Mesa',
  'categories':[
    'Home Services',
    'Air Duct Cleaning',
    'Local Services',
    'Heating & Air Conditioning/HVAC',
  ],
 },
 'c6Q3HP4cmWZbD9GX8kr4IA':{
  'state': 'NC',
  'address': '4837 N Tryon St',
  'review_count': 8,
  'stars': 3.5,
  'name': 'Pep Boys',
  'city': 'Charlotte',
  'categories':
   ['Auto Parts & Supplies', 'Auto Repair', 'Tires', 'Automotive'],
 },
 '1EuqKW-JC-Fm3RSWRqKdrg':{
  'state': 'NV',
  'address': '2075 E Warm Springs Rd',
  'review_count': 5,
  'stars': 5.0,
  'name': 'Life Springs Christian Church',
  'city': 'Las Vegas',
  'categories': ['Religious Organizations', 'Churches'],
 },
 'VZ37HCZVruFm-w_Mkl1aEQ':{
  'state': 'AZ',
  'address': '13637 N Tatum Blvd, Ste 8',
  'review_count': 16,
  'stars': 5.0,
  'name': 'Conservatory of Dance',
  'city': 'Phoenix',
  'categories':[
    'Education',
    'Dance Schools',
    'Arts & Entertainment',
    'Fitness & Instruction',
    'Specialty Schools',
    'Active Life',
    'Dance Studios',
    'Performing Arts',
  ],
 },
 'htKaC4cHY4wlB4Wqb8CDnQ':{
  'state': 'PA',
  'address': '4730 Liberty Ave',
  'review_count': 4,
  'stars': 4.0,
  'name': 'Allure',
  'city': 'Pittsburgh',
  'categories': ['Accessories', "Women's Clothing", 'Fashion', 'Shopping'],
 },
 '7fiIMBxbOYdAv3XMcmWivw':{
  'state': 'OH',
  'address': '850 Euclid Ave',
  'review_count': 3,
  'stars': 3.0,
  'name': "Renee's Relaxation and Body Mechanics",
  'city': 'Cleveland',
  'categories': ['Massage', 'Beauty & Spas'],
 },
 '4SBY4CHiMD8YOCEU9_fdnw':{
  'state': 'ON',
  'address': '123 Queen Street W',
  'review_count': 3,
  'stars': 4.0,
  'name': 'Fidora Salon and Spa',
  'city': 'Toronto',
  'categories': ['Day Spas', 'Hair Salons', 'Beauty & Spas'],
 },
 '6aFAEeJ3nS-iWGt7Tn7S0Q':{
  'state': 'NC',
  'address': '19925 Jetton Rd, Ste 100',
  'review_count': 5,
  'stars': 5.0,
  'name': 'KS Audio Video',
  'city': 'Cornelius',
  'categories':[
    'Home Services',
    'Television Service Providers',
    'Home Automation',
    'Home Theatre Installation',
    'Professional Services',
  ],
 },
}

In []:loadData("miniYelp.json")

Out[]:{
 'PMH4oUa-bWELKogdtkWewg':{
  'state': 'ON',
  'address': '100 City Centre Dr',
  'review_count': 16,
  'stars': 2.0,
  'name': 'GoodLife Fitness',
  'city': 'Mississauga',
  'categories':
   ['Fitness & Instruction', 'Sports Clubs', 'Gyms', 'Trainers', 'Active Life'],
 },
 'XguKrY0dAuaK1W6HUlUQ1Q':{
  'state': 'OH',
  'address': '547 Sackett Ave',
  'review_count': 29,
  'stars': 3.5,
  'name': "Retz's Laconi's II",
  'city': 'Cuyahoga Falls',
  'categories': ['Italian', 'Restaurants', 'Pizza'],
 },
 'Wpt0sFHcPtV5MO9He7yMKQ':{
  'state': 'NV',
  'address': '3020 E Desert Inn Rd',
  'review_count': 20,
  'stars': 2.0,
  'name': "McDonald's",
  'city': 'Las Vegas',
  'categories': ['Restaurants', 'Fast Food', 'Burgers'],
 },
 '1K4qrnfyzKzGgJPBEcJaNQ':{
  'state': 'ON',
  'address': '1058 Gerrard Street E',
  'review_count': 39,
  'stars': 3.5,
  'name': 'Chula Taberna Mexicana',
  'city': 'Toronto',
  'categories': ['Tiki Bars', 'Nightlife', 'Mexican', 'Restaurants', 'Bars'],
 },
 '7gquCdaFoHZCcLYDttpHtw':{
  'state': 'SC',
  'address': '8439 Charlotte Hwy',
  'review_count': 17,
  'stars': 4.0,
  'name': 'Bubbly Nails',
  'city': 'Fort Mill',
  'categories': ['Nail Salons', 'Beauty & Spas'],
 },
 'Mmh4w2g2bSAkdSAFd_MH_g':{
  'state': 'SC',
  'address': '845 Stockbridge Dr',
  'review_count': 77,
  'stars': 3.0,
  'name': 'Red Bowl',
  'city': 'Fort Mill',
  'categories': ['Restaurants', 'Asian Fusion'],
 },
 'vMO2vNyWLuxumso7t3rbYw':{
  'state': 'ON',
  'address': '300 Borough Drive',
  'review_count': 5,
  'stars': 4.0,
  'name': "Pablo's Grill It Up",
  'city': 'Scarborough',
  'categories': ['Food Court', 'Restaurants', 'Barbeque'],
 },
 'h2XsV6mR6c7QURhlsi0RqA':{
  'state': 'AZ',
  'address': '211 E 10th Dr, Ste 2',
  'review_count': 26,
  'stars': 4.5,
  'name': "John's Refrigeration Heating and Cooling",
  'city': 'Mesa',
  'categories':[
    'Home Services',
    'Air Duct Cleaning',
    'Local Services',
    'Heating & Air Conditioning/HVAC',
  ],
 },
 'c6Q3HP4cmWZbD9GX8kr4IA':{
  'state': 'NC',
  'address': '4837 N Tryon St',
  'review_count': 8,
  'stars': 3.5,
  'name': 'Pep Boys',
  'city': 'Charlotte',
  'categories':
   ['Auto Parts & Supplies', 'Auto Repair', 'Tires', 'Automotive'],
 },
 '1EuqKW-JC-Fm3RSWRqKdrg':{
  'state': 'NV',
  'address': '2075 E Warm Springs Rd',
  'review_count': 5,
  'stars': 5.0,
  'name': 'Life Springs Christian Church',
  'city': 'Las Vegas',
  'categories': ['Religious Organizations', 'Churches'],
 },
 'VZ37HCZVruFm-w_Mkl1aEQ':{
  'state': 'AZ',
  'address': '13637 N Tatum Blvd, Ste 8',
  'review_count': 16,
  'stars': 5.0,
  'name': 'Conservatory of Dance',
  'city': 'Phoenix',
  'categories':[
    'Education',
    'Dance Schools',
    'Arts & Entertainment',
    'Fitness & Instruction',
    'Specialty Schools',
    'Active Life',
    'Dance Studios',
    'Performing Arts',
  ],
 },
 'htKaC4cHY4wlB4Wqb8CDnQ':{
  'state': 'PA',
  'address': '4730 Liberty Ave',
  'review_count': 4,
  'stars': 4.0,
  'name': 'Allure',
  'city': 'Pittsburgh',
  'categories': ['Accessories', "Women's Clothing", 'Fashion', 'Shopping'],
 },
 '7fiIMBxbOYdAv3XMcmWivw':{
  'state': 'OH',
  'address': '850 Euclid Ave',
  'review_count': 3,
  'stars': 3.0,
  'name': "Renee's Relaxation and Body Mechanics",
  'city': 'Cleveland',
  'categories': ['Massage', 'Beauty & Spas'],
 },
 '4SBY4CHiMD8YOCEU9_fdnw':{
  'state': 'ON',
  'address': '123 Queen Street W',
  'review_count': 3,
  'stars': 4.0,
  'name': 'Fidora Salon and Spa',
  'city': 'Toronto',
  'categories': ['Day Spas', 'Hair Salons', 'Beauty & Spas'],
 },
 '6aFAEeJ3nS-iWGt7Tn7S0Q':{
  'state': 'NC',
  'address': '19925 Jetton Rd, Ste 100',
  'review_count': 5,
  'stars': 5.0,
  'name': 'KS Audio Video',
  'city': 'Cornelius',
  'categories':[
    'Home Services',
    'Television Service Providers',
    'Home Automation',
    'Home Theatre Installation',
    'Professional Services',
  ],
 },
 'FfI9FOaQqzUxixw6_glt3Q':{
  'state': 'AZ',
  'address': '3655 W Anthem Way, Ste C-137',
  'review_count': 6,
  'stars': 3.0,
  'name': "Affinito's Bistro",
  'city': 'Phoenix',
  'categories': ['Restaurants', 'Italian'],
 },
 'naHOPNUhSnrHmzWCQ2bWyA':{
  'state': 'NV',
  'address': '2704 N Tenaya Way',
  'review_count': 49,
  'stars': 3.0,
  'name': 'Southwest Medical Associates at Tenaya',
  'city': 'Las Vegas',
  'categories':[
    'Doctors',
    'Midwives',
    'Urgent Care',
    'Health & Medical',
    'Medical Centers',
  ],
 },
 'ok38fApaT1TBEU-IH85BvA':{
  'state': 'AZ',
  'address': '3245 W Florimond Rd',
  'review_count': 5,
  'stars': 5.0,
  'name': 'Kool Pool Care & Repair',
  'city': 'Phoenix',
  'categories':
   ['Home Services', 'Contractors', 'Pool & Hot Tub Service', 'Pool Cleaners'],
 },
 'LOeVGnlOti05f86ZZbgY7Q':{
  'state': 'PA',
  'address': '540 McNeilly Rd',
  'review_count': 3,
  'stars': 3.5,
  'name': 'Coyle Auto Body',
  'city': 'Pittsburgh',
  'categories': ['Automotive', 'Auto Repair', 'Body Shops'],
 },
 '7SBM_0TcfYTs2oMD-vgaQA':{
  'state': 'AZ',
  'address': '4424 W Peoria Ave',
  'review_count': 3,
  'stars': 3.5,
  'name': 'R-ATV',
  'city': 'Glendale',
  'categories': ['Automotive', 'Motorcycle Repair'],
 },
 'A_Ij4SwFmlRbVtRnsdSzWA':{
  'state': 'AZ',
  'address': '15041 N Airport Dr',
  'review_count': 5,
  'stars': 2.0,
  'name': 'Ciao Baby Catering',
  'city': 'Scottsdale',
  'categories': ['Event Planning & Services', 'Caterers'],
 },
 'NOHh2pgOTUBqp82IQlRQMQ':{
  'state': 'ON',
  'address': '1928 McCowan Road',
  'review_count': 110,
  'stars': 3.5,
  'name': "Panagio's All Day Grill",
  'city': 'Scarborough',
  'categories': ['Canadian (New)', 'Restaurants', 'Breakfast & Brunch'],
 },
 'd6ngz4WmMaQL8Xdfur7bwQ':{
  'state': 'AZ',
  'address': '15825 W Redfield Rd',
  'review_count': 5,
  'stars': 4.5,
  'name': 'Crazy Kleen Carpet Cleaning',
  'city': 'Surprise',
  'categories':[
    'Office Cleaning',
    'Carpet Cleaning',
    'Professional Services',
    'Home Cleaning',
    'Home Services',
    'Local Services',
  ],
 },
 'c6Shr51XcbvAeXp6hb_Exg':{
  'state': 'AZ',
  'address': '2222 E Highland Ave, Ste 300',
  'review_count': 18,
  'stars': 2.0,
  'name': 'Christopher Huston, MD - TOCA',
  'city': 'Phoenix',
  'categories': ['Orthopedists', 'Health & Medical', 'Doctors'],
 },
 'EiZYdEo9p2K6r6CnZ5gqsw':{
  'state': 'AZ',
  'address': '333 S. Nina Dr',
  'review_count': 28,
  'stars': 4.0,
  'name': 'Mr. Rooter Plumbing of Phoenix Arizona',
  'city': 'Mesa',
  'categories': ['Plumbing', 'Home Services'],
 },
 'EfYExaDrwhj0k611u5lYMg':{
  'state': 'AZ',
  'address': '4307 W Glendale Ave',
  'review_count': 12,
  'stars': 2.0,
  'name': 'G G & D Motor Vehicle Services',
  'city': 'Glendale',
  'categories':[
    'Shopping',
    'Public Services & Government',
    'Departments of Motor Vehicles',
  ],
 },
 'Sx0C2RsDgrG3RxBBUoBqTw':{
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  'city': 'Phoenix',
  'categories':
   ['Pets', 'Veterinarians', 'Pet Services', 'Pet Groomers', 'Pet Sitting'],
 },
 'VSGcuYDV3q-AAZ9ZPq4fBQ':{
  'state': 'ON',
  'address': '1430 Danforth Avenue',
  'review_count': 7,
  'stars': 2.5,
  'name': "Sportster's",
  'city': 'Toronto',
  'categories': ['Bars', 'Sports Bars', 'Nightlife'],
 },
 '2Hv5ELUYvnkZtCLZaBhTcw':{
  'state': 'NV',
  'address': '5820 S Pecos Rd, Ste 400',
  'review_count': 4,
  'stars': 5.0,
  'name': 'Thy Word Ministries',
  'city': 'Las Vegas',
  'categories': ['Churches', 'Religious Organizations'],
 },
 'VBHEsoXQb2AQ76J9l8h1uQ':{
  'state': 'NV',
  'address': '5775 S Eastern, Ste 103',
  'review_count': 23,
  'stars': 4.5,
  'name': "Alfredo's Jewelry",
  'city': 'Las Vegas',
  'categories': ['Shopping', 'Jewelry', 'Watch Repair', 'Local Services'],
 },
 'tRVx2c89coruPRwYhGTcTw':{
  'state': 'OH',
  'address': '13603 Madison Ave',
  'review_count': 78,
  'stars': 3.5,
  'name': 'Yuzu',
  'city': 'Lakewood',
  'categories':[
    'Nightlife',
    'Izakaya',
    'Comfort Food',
    'Cocktail Bars',
    'Asian Fusion',
    'Bars',
    'Japanese',
    'Restaurants',
    'Gastropubs',
    'Tapas/Small Plates',
  ],
 },
 'TGWhGNusxyMaA4kQVBNeew':{
  'state': 'NV',
  'address': '',
  'review_count': 7,
  'stars': 5.0,
  'name': 'Detailing Gone Mobile',
  'city': 'Henderson',
  'categories': ['Automotive', 'Auto Detailing'],
 },
 '2W4ib_VaQecBX5QsROf6tA':{
  'state': 'AZ',
  'address': '2401 W Van Buren St',
  'review_count': 20,
  'stars': 4.0,
  'name': 'Penny Pincher',
  'city': 'Phoenix',
  'categories': ['Auto Parts & Supplies', 'Automotive'],
 },
 'DPQnTnNw2PJj7DdENM98Cw':{
  'state': 'NV',
  'address': '5340 Boulder Hwy',
  'review_count': 25,
  'stars': 3.5,
  'name': 'Star Nursery',
  'city': 'Las Vegas',
  'categories': ['Nurseries & Gardening', 'Home & Garden', 'Shopping'],
 },
 '4srfPk1s8nlm1YusyDUbjg':{
  'state': 'NV',
  'address': '6889 S Eastern Ave, Ste 101',
  'review_count': 6,
  'stars': 2.5,
  'name': 'Subway',
  'city': 'Las Vegas',
  'categories': ['Fast Food', 'Restaurants', 'Sandwiches'],
 },
 'sJ0MYSAIVK28cMzh-s-NPA':{
  'state': 'ON',
  'address': 'Eaton Centre, 220 Yonge St',
  'review_count': 34,
  'stars': 2.5,
  'name': 'Amaya Express',
  'city': 'Toronto',
  'categories': ['Indian', 'Restaurants', 'Fast Food'],
 },
 'mtTxLi9CZNOsDqOTJH3pQw':{
  'state': 'NC',
  'address': '516 E 15th St, Ste 11D',
  'review_count': 4,
  'stars': 3.0,
  'name': 'Felicitea',
  'city': 'Charlotte',
  'categories': ['Food', 'Coffee & Tea', 'Massage', 'Beauty & Spas'],
 },
 'IQSlT5jGE6CCDhSG0zG3xg':{
  'state': 'AZ',
  'address': '8411 W Thunderbird Rd, Unit 101',
  'review_count': 20,
  'stars': 3.0,
  'name': 'T & Y Nail Spa',
  'city': 'Peoria',
  'categories': ['Beauty & Spas', 'Nail Salons'],
 },
 'Z-4KHBDbdwyC7PwA_JE5Xw':{
  'state': 'WI',
  'address': '2701 University Ave, Ste H',
  'review_count': 14,
  'stars': 4.5,
  'name': 'William Jon Salon & Spa',
  'city': 'Madison',
  'categories':
   ['Tanning', 'Day Spas', 'Spray Tanning', 'Beauty & Spas', 'Hair Salons'],
 },
 '5q6Xh-UcJa78bp6dzyaE7w':{
  'state': 'NC',
  'address': '1710 Kenilworth Ave, Ste 220',
  'review_count': 373,
  'stars': 4.5,
  'name': 'Duck Donuts',
  'city': 'Charlotte',
  'categories':
   ['Breakfast & Brunch', 'Food', 'Coffee & Tea', 'Donuts', 'Restaurants'],
 },
 'PJ-VbAtIOso1dqd2frQqqg':{
  'state': 'NV',
  'address': '4268 E Charleston Blvd',
  'review_count': 76,
  'stars': 4.5,
  'name': 'Donut Tyme',
  'city': 'Las Vegas',
  'categories': ['Donuts', 'Food'],
 },
 '8eMOA7u2tubyfd01EZJ8Rg':{
  'state': 'AZ',
  'address': '6131 W Thomas Rd Ofc',
  'review_count': 5,
  'stars': 2.5,
  'name': 'Brookside Apartments',
  'city': 'Phoenix',
  'categories': ['Real Estate', 'Home Services', 'Apartments'],
 },
 'vzx1WdVivFsaN4QYrez2rw':{
  'state': 'NV',
  'address': '5111 Boulder Hwy',
  'review_count': 3,
  'stars': 3.0,
  'name': 'Subway',
  'city': 'Las Vegas',
  'categories': ['Sandwiches', 'Restaurants', 'Fast Food'],
 },
 'WUiDaFQRZ8wKYGLvmjFjAw':{
  'state': 'NC',
  'address': '8630 University Executive Park Dr',
  'review_count': 76,
  'stars': 3.5,
  'name': 'China Buffet',
  'city': 'Charlotte',
  'categories': ['Buffets', 'Restaurants', 'Sushi Bars', 'Chinese'],
 },
 'RAUI7uwpMP6dlcHXkavwHg':{
  'state': 'AZ',
  'address': '5215 W Baseline Rd',
  'review_count': 23,
  'stars': 3.0,
  'name': 'Smashburger',
  'city': 'Laveen',
  'categories': ['Burgers', 'Restaurants'],
 },
 '5qpi5VQ_S2Itm8xvRm1k8Q':{
  'state': 'AZ',
  'address': '28212 N Tatum Blvd, Ste D4',
  'review_count': 9,
  'stars': 5.0,
  'name': 'Olsen Firearms',
  'city': 'Cave Creek',
  'categories': ['Shopping', 'Guns & Ammo'],
 },
 'VdlPZg2NAu8t8GkdbPLecg':{
  'state': 'AZ',
  'address': '8140 N Hayden Rd, Ste H115',
  'review_count': 263,
  'stars': 3.5,
  'name': 'Tandoori Times Indian Bistro',
  'city': 'Scottsdale',
  'categories': ['Restaurants', 'Gluten-Free', 'Indian', 'Seafood'],
 },
 'xiSEUnaX77EhNz-l3ag7RA':{
  'state': 'NV',
  'address': '8530 W Warm Spring Rd, Ste 105',
  'review_count': 56,
  'stars': 4.5,
  'name': 'LV Nail Lounge',
  'city': 'Las Vegas',
  'categories': ['Hair Removal', 'Beauty & Spas', 'Waxing', 'Nail Salons'],
 },
 'pR6Fy9cP3oAzM_DtloLV5w':{
  'state': 'NV',
  'address': '3340 Sunrise Ave, Ste 101',
  'review_count': 4,
  'stars': 4.0,
  'name': 'Edged Enterprises',
  'city': 'Las Vegas',
  'categories':
   ['Contractors', 'Arts & Crafts', 'Shopping', 'Flooring', 'Home Services'],
 },
 'XPZT3zLrkLkFSkBVxSsM3w':{
  'state': 'AZ',
  'address': '7000 E Mayo Blvd Building 15',
  'review_count': 21,
  'stars': 2.5,
  'name': 'Sports Authority',
  'city': 'Phoenix',
  'categories': ['Sporting Goods', 'Shopping'],
 },
 'onb5syYKz4Wf3cwQWuqv1A':{
  'state': 'NV',
  'address': '3250 Civic Center Dr',
  'review_count': 13,
  'stars': 5.0,
  'name': 'Recinos Shoe Repair',
  'city': 'North Las Vegas',
  'categories': ['Sewing & Alterations', 'Local Services', 'Shoe Repair'],
 },
 'KbSoYXHUz_Bjo-v0VWHDrw':{
  'state': 'EDH',
  'address': 'St Andrew Sq',
  'review_count': 14,
  'stars': 4.5,
  'name': 'St. Andrew Square',
  'city': 'Edinburgh',
  'categories': ['Active Life', 'Parks', 'Local Flavor'],
 },
 'LrYSnxLKarkzeNHqq50r-A':{
  'state': 'ON',
  'address': '2425 Truscott Dr',
  'review_count': 22,
  'stars': 4.0,
  'name': 'Truscott Italian Bakery & Delicatessen',
  'city': 'Mississauga',
  'categories': ['Food', 'Delis', 'Bakeries', 'Restaurants'],
 },
 'Vl9UFifPCWTGKdogF5gnvw':{
  'state': 'AZ',
  'address': '7349 Via Paseo Del Sur, Ste 515',
  'review_count': 8,
  'stars': 3.0,
  'name': 'Perfection Plus Carpet & Tile Cleaning',
  'city': 'Gilbert',
  'categories':[
    'Tiling',
    'Carpet Cleaning',
    'Home Services',
    'Refinishing Services',
    'Local Services',
  ],
 },
 'iPa__LOhse-hobC2Xmp-Kw':{
  'state': 'AZ',
  'address': '1635 E Camelback Rd',
  'review_count': 34,
  'stars': 3.0,
  'name': "McDonald's",
  'city': 'Phoenix',
  'categories': ['Restaurants', 'Burgers', 'Fast Food'],
 },
 'gSr8zPc8M4eTxwGgPb5AsA':{
  'state': 'PA',
  'address': '601 4th Ave',
  'review_count': 26,
  'stars': 4.5,
  'name': 'Coraopolis Collision and Repair Service',
  'city': 'Coraopolis',
  'categories':
   ['Smog Check Stations', 'Automotive', 'Auto Repair', 'Body Shops'],
 },
 'HyE2qiMaz7HMJWDhunHA4A':{
  'state': 'NV',
  'address': '120 E Merlayne Dr',
  'review_count': 26,
  'stars': 3.5,
  'name': 'Underground Diesel',
  'city': 'Henderson',
  'categories': ['Auto Parts & Supplies', 'Automotive', 'Auto Repair'],
 },
 'HAX1zec191t7QkT2sBZ76A':{
  'state': 'NC',
  'address': '1816 Galerea Blvd, Ste D',
  'review_count': 4,
  'stars': 3.0,
  'name': 'La Isla Cuban Restaurant',
  'city': 'Charlotte',
  'categories': ['Restaurants', 'Cuban'],
 },
 'g-DJdpZnDpZ3gGpNxitxkA':{
  'state': 'NC',
  'address': '7427 Matthews-Mint Hill Rd',
  'review_count': 4,
  'stars': 5.0,
  'name': 'Creative Home Stagers',
  'city': 'Mint Hill',
  'categories': ['Home Services', 'Real Estate'],
 },
 'nSD-uxCMb745bH3dxoko9Q':{
  'state': 'SC',
  'address': '2453 HWY 160',
  'review_count': 13,
  'stars': 4.0,
  'name': 'Taco Bell',
  'city': 'Tega Cay',
  'categories': ['Tex-Mex', 'Mexican', 'Restaurants', 'Fast Food'],
 },
}

In []:mediumYelp = loadData("mediumYelp.json")
for key in list(mediumYelp.keys())[:50]:
    value = mediumYelp[key]
    print(key, '->', value)

Prints51M2Kk903DFYI6gnB5I6SQ -> {'address': '4827 E Downing Cir', 'categories': ['Home Services', 'Plumbing', 'Electricians', 'Handyman', 'Contractors'], 'city': 'Mesa', 'name': 'USE MY GUY SERVICES LLC', 'stars': 4.5, 'review_count': 26, 'state': 'AZ'}
EosRKXIGeSWFYWwpkbhNnA -> {'address': '700 Kipling Avenue Etobicoke', 'categories': ['Martial Arts', 'Gyms', 'Fitness & Instruction', 'Active Life'], 'city': 'Toronto', 'name': 'Xtreme Couture', 'stars': 3.0, 'review_count': 16, 'state': 'ON'}
kOICO53wbOiOJcKuCgOQ3A -> {'address': '5465 Simmons St', 'categories': ['Beauty & Spas', 'Tanning'], 'city': 'North Las Vegas', 'name': 'Tan Las Vegas', 'stars': 3.5, 'review_count': 5, 'state': 'NV'}
Vwo64kNYDjKi98gUUv4-iQ -> {'address': '5229 S Power Rd', 'categories': ['Weight Loss Centers', 'Fitness & Instruction', 'Boot Camps', 'Health & Medical', 'Active Life', 'Gyms', 'Trainers', 'Interval Training Gyms'], 'city': 'Mesa', 'name': 'Gateway Fit Body Boot Camp', 'stars': 4.5, 'review_count': 16, 'state': 'AZ'}
eBEfgOPG7pvFhb2wcG9I7w -> {'address': '15480 Bayview Avenue, unit D0110', 'categories': ['Restaurants', 'Cheesesteaks', 'Poutineries'], 'city': 'Aurora', 'name': 'Philthy Phillys', 'stars': 4.5, 'review_count': 4, 'state': 'ON'}
007Dg4ESDVacWcC4Vq704Q -> {'address': '415 Horner Avenue', 'categories': ['Shopping', 'Food', 'Organic Stores', 'Specialty Food', 'Health Markets', 'Food Delivery Services', 'Grocery', 'Farmers Market'], 'city': 'Toronto', 'name': 'Front Door Organics', 'stars': 4.0, 'review_count': 8, 'state': 'ON'}
03x6ZlJ7s39DHqfTJU1Ecg -> {'address': '29600 Chagrin Blvd', 'categories': ['Event Planning & Services', 'Venues & Event Spaces', 'Golf', 'Country Clubs', 'Active Life', 'Arts & Entertainment'], 'city': 'Beachwood', 'name': 'Beechmont Country Club', 'stars': 4.5, 'review_count': 7, 'state': 'OH'}
_4Oe9V-qTpU5iemM9bphlA -> {'address': '800 Fort Duquesne Blvd, Ste 1', 'categories': ['Oil Change Stations', 'Auto Repair', 'Automotive', 'Tires'], 'city': 'Pittsburgh', 'name': 'Goodyear Auto Service Center', 'stars': 3.5, 'review_count': 12, 'state': 'PA'}
Ga2Bt7xfqoggTypWD5VpoQ -> {'address': '2602 W Southern Ave', 'categories': ['Mexican', 'Restaurants'], 'city': 'Tempe', 'name': "Amando's Bros", 'stars': 4.0, 'review_count': 9, 'state': 'AZ'}
tLpkSwdtqqoXwU0JAGnApw -> {'address': '4602 Northfield Road', 'categories': ['Restaurants', 'Fast Food', 'Burgers'], 'city': 'Cleveland', 'name': "Wendy's", 'stars': 3.5, 'review_count': 7, 'state': 'OH'}
lK-wuiq8b1TuU7bfbQZgsg -> {'address': '', 'categories': ['Shopping Centers', 'Food', 'Coffee & Tea', 'Cafes', 'Museums', 'Restaurants', 'Shopping', 'Local Flavor', 'Flowers & Gifts', 'Arts & Entertainment', 'Art Galleries', 'Florists'], 'city': 'Cleveland', 'name': 'Hingetown', 'stars': 3.0, 'review_count': 4, 'state': 'OH'}
LAoSegVNU4wx4GTA8reB6A -> {'address': '7510 S Priest Dr', 'categories': ['Restaurants', 'Egyptian', 'Food Trucks', 'Food', 'Middle Eastern'], 'city': 'Tempe', 'name': 'Tzikii Food Truck', 'stars': 3.0, 'review_count': 4, 'state': 'AZ'}
EjRyYGHUxlwxYY8N73vv2w -> {'address': '2218 E Williams Field Rd, Ste 115', 'categories': ['Mobile Phones', 'Internet Service Providers', 'Mobile Phone Repair', 'Local Services', 'Electronics', 'IT Services & Computer Repair', 'Mobile Phone Accessories', 'Shopping', 'Home Services', 'Professional Services'], 'city': 'Gilbert', 'name': 'Verizon Authorized Retailer, TCC', 'stars': 3.0, 'review_count': 7, 'state': 'AZ'}
UyZqOcWxShRRtACCkZFkpQ -> {'address': '415 Gettysburg St, Ste 1', 'categories': ['Pet Sitting', 'Pets', 'Pet Stores', 'Pet Services', 'Pet Groomers'], 'city': 'Pittsburgh', 'name': 'Local Pet', 'stars': 5.0, 'review_count': 3, 'state': 'PA'}
OT-8IUWo_2M-rHddjzz_Cg -> {'address': '510 Coronation Dr. Unit #18, Unit 18', 'categories': ['Event Planning & Services', 'Photo Booth Rentals', 'Venues & Event Spaces', 'DJs', 'Party & Event Planning', 'Party Supplies'], 'city': 'Toronto', 'name': 'Equipment Sales and Long Term Rentals - Redline Promotions', 'stars': 1.5, 'review_count': 3, 'state': 'ON'}
53Q2c9qMLEjD9r1wMn6Q8g -> {'address': '287 College Street', 'categories': ['Shopping', 'Computers'], 'city': 'Toronto', 'name': 'CJ Laptop Service Centre', 'stars': 4.0, 'review_count': 4, 'state': 'ON'}
wUG9y_Yoq7Mfxz_9OdjI8Q -> {'address': '11211 Lawyers Rd, Ste 116', 'categories': ['Beauty & Spas', 'Barbers'], 'city': 'Mint Hill', 'name': 'Mint Hill Barber Shop', 'stars': 4.5, 'review_count': 14, 'state': 'NC'}
j9bWpCRwpDVfwVT_V85qeA -> {'address': '2706 E University Dr', 'categories': ['Food', 'Ethnic Food', 'Specialty Food', 'Restaurants', 'Thai'], 'city': 'Mesa', 'name': 'Papaya Thai', 'stars': 2.5, 'review_count': 130, 'state': 'AZ'}
Ir_QIzs-4o9ElOtiGuxJrw -> {'address': '4601 Rue Notre-Dame O', 'categories': ['Mexican', 'Sandwiches', 'Restaurants', 'Breakfast & Brunch'], 'city': 'Montréal', 'name': 'Torteria Lupita', 'stars': 4.0, 'review_count': 19, 'state': 'QC'}
w-ZTkkXefxTEHlgpKA55mQ -> {'address': '3213 W Charleston Blvd, Ste 105', 'categories': ['Occupational Therapy', 'Health & Medical', 'Massage Therapy', 'Physical Therapy', 'Speech Therapists'], 'city': 'Las Vegas', 'name': 'Rehab Directives SPOT 4 TOTS', 'stars': 3.5, 'review_count': 6, 'state': 'NV'}
UFU8ONTkzEkcOk61XJ8JwQ -> {'address': '1200 Rue Peel', 'categories': ['Diners', 'American (Traditional)', 'Restaurants'], 'city': 'Montréal', 'name': 'Nickels', 'stars': 2.0, 'review_count': 5, 'state': 'QC'}
Nia-bZ6YB2zIdz8kSHTASQ -> {'address': '17060 N Thompson Peak Pkwy, Ste 125', 'categories': ['Local Services', 'Dry Cleaning & Laundry', 'Shopping Centers', 'Professional Services', 'Shopping', 'Laundry Services', 'Sewing & Alterations', 'Dry Cleaning'], 'city': 'Scottsdale', 'name': 'Viking Cleaners', 'stars': 3.0, 'review_count': 3, 'state': 'AZ'}
fu_ZwTFshqeMXvKjeOL6mA -> {'address': '1504 NW Grand Ave', 'categories': ['Arts & Entertainment', 'Shopping', 'Musical Instruments & Teachers'], 'city': 'Phoenix', 'name': 'Mods & Rockers', 'stars': 2.5, 'review_count': 3, 'state': 'AZ'}
GqgPUGiU1ybuFw4ltdWhaA -> {'address': '4131 N 24th St, Ste B-102', 'categories': ['Hospitals', 'Health & Medical', 'Doctors'], 'city': 'Phoenix', 'name': 'HonorHealth Medical Group - Indian School', 'stars': 2.5, 'review_count': 7, 'state': 'AZ'}
W-x-vxx1ebJ9NBcP8h_98A -> {'address': '7844 Rea Rd', 'categories': ['Shopping', 'Cosmetics & Beauty Supply', 'Beauty & Spas', 'Makeup Artists', 'Hair Removal', 'Hair Salons', 'Skin Care'], 'city': 'Charlotte', 'name': 'Ulta Beauty', 'stars': 2.5, 'review_count': 57, 'state': 'NC'}
OGVHlFHSXjHuioOvm1wVqg -> {'address': '918 Jackman Ave', 'categories': ['Dive Bars', 'Restaurants', 'Comfort Food', 'Bars', 'Nightlife'], 'city': 'Avalon', 'name': 'The Jackman Bar & Restaurant', 'stars': 4.0, 'review_count': 13, 'state': 'PA'}
h8WA6f0XUFQ2AsGvFNzTgw -> {'address': '3170 W Carefree Hwy', 'categories': ['Local Services', 'Shopping', 'Guns & Ammo', 'Active Life'], 'city': 'Phoenix', 'name': 'Amega Shooting Supplies', 'stars': 4.0, 'review_count': 9, 'state': 'AZ'}
PqGYodFN9vKU2v0HUMtCuA -> {'address': '9635 Southern Pine Blvd, Ste 108', 'categories': ['Drywall Installation & Repair', 'Painters', 'Home Services'], 'city': 'Charlotte', 'name': 'Fresh Coat Painters of Charlotte', 'stars': 5.0, 'review_count': 6, 'state': 'NC'}
mZqbWS6B0eV30efxsVbqPQ -> {'address': '6449 Crowchild Trail SW', 'categories': ['Flowers & Gifts', 'Shopping', 'Florists'], 'city': 'Calgary', 'name': 'Fleurish Flower Shop', 'stars': 4.5, 'review_count': 3, 'state': 'AB'}
0DnQh8SE8BSnvJltGCCiWg -> {'address': '3-1265 York Mills Road', 'categories': ['Fast Food', 'Restaurants', 'Chicken Shop'], 'city': 'Toronto', 'name': 'Chick-N-Joy', 'stars': 3.0, 'review_count': 11, 'state': 'ON'}
OIKp-6ObAd-yW-32U3c22Q -> {'address': '570 Bloor Street W', 'categories': ['Food', 'Beer', 'Wine & Spirits'], 'city': 'Toronto', 'name': 'Wine Rack', 'stars': 4.0, 'review_count': 9, 'state': 'ON'}
yJy0EFyCBKwVF8Wiwh-dpQ -> {'address': '', 'categories': ['Home Services', 'Movers', 'Professional Services', 'Local Services'], 'city': 'Cottage Grove', 'name': 'Moving Forward', 'stars': 5.0, 'review_count': 3, 'state': 'WI'}
eDuULyzAzjlii1kJGyve9w -> {'address': '5990 Av 16th', 'categories': ['Nail Salons', 'Beauty & Spas'], 'city': 'Markham', 'name': 'Daisy Nails', 'stars': 2.5, 'review_count': 9, 'state': 'ON'}
0nqQIM2PvOcTX6v0L537_Q -> {'address': '884 Kingston Road', 'categories': ['Fast Food', 'Burgers', 'Sandwiches', 'Restaurants'], 'city': 'Toronto', 'name': 'Fearless Meat', 'stars': 4.0, 'review_count': 17, 'state': 'ON'}
tdtU7pk3swBuGYBQgyLgTw -> {'address': '549 Collage Street', 'categories': ['Beer', 'Wine & Spirits', 'Food'], 'city': 'Toronto', 'name': 'LCBO', 'stars': 4.0, 'review_count': 7, 'state': 'ON'}
HPLTAEL08KAou9tZ0Yuo9g -> {'address': '5940 Boulevard des Grandes Prairies', 'categories': ['Cinema', 'Arts & Entertainment'], 'city': 'Saint-Leonard', 'name': 'Cinéma Guzzo -  Mega-Plex Lacordaire 16', 'stars': 2.0, 'review_count': 4, 'state': 'QC'}
FNtrxYca1pRcPJ80ZPQu_w -> {'address': '15605 W Roosevelt St, Ste 103', 'categories': ['Financial Services', 'Home & Rental Insurance', 'Home Services', 'Real Estate', 'Auto Insurance', 'Life Insurance', 'Automotive', 'Insurance', 'Real Estate Services'], 'city': 'Goodyear', 'name': 'Allstate Insurance: Oscar Arnold', 'stars': 5.0, 'review_count': 6, 'state': 'AZ'}
TyeLUMLGRcp3mtBlkS5jpA -> {'address': '24569 Center Ridge Rd', 'categories': ['Nail Salons', 'Beauty & Spas'], 'city': 'Westlake', 'name': '50 Shades of Polish', 'stars': 4.0, 'review_count': 14, 'state': 'OH'}
e-tRKAC-q40SqQfAOwYa-A -> {'address': '538 College Street', 'categories': ['Reflexology', 'Massage Therapy', 'Massage', 'Beauty & Spas', 'Health & Medical'], 'city': 'Toronto', 'name': 'Aum Ayurvedic & Thai Massage', 'stars': 3.0, 'review_count': 12, 'state': 'ON'}
ddoZR1DQyvKs-dchZRGiTg -> {'address': '4960 S Gilbert Rd, Ste 11', 'categories': ['Optometrists', 'Health & Medical', 'Eyewear & Opticians', 'Shopping'], 'city': 'Chandler', 'name': 'Urban Optique & Eye Care', 'stars': 3.5, 'review_count': 8, 'state': 'AZ'}
91Ca9nXEj9rBQSSziyIc3A -> {'address': '5511 Yonge Street', 'categories': ['Beauty & Spas', 'Shopping', 'Cosmetics & Beauty Supply'], 'city': 'Toronto', 'name': 'Jealousy Beauty', 'stars': 3.0, 'review_count': 7, 'state': 'ON'}
iTGHh1fS_QpeSHP1-1d7oA -> {'address': '16-30 Pennsylvania Avenue', 'categories': ['Home Services', 'Gutter Services', 'Office Cleaning', 'Home Cleaning', 'Carpet Cleaning', 'Professional Services', 'Pressure Washers', 'Window Washing', 'Local Services'], 'city': 'Vaughan', 'name': 'Gold Standard Property Care', 'stars': 1.0, 'review_count': 3, 'state': 'ON'}
xpHrwe2X-X9K81TEz_W9Cw -> {'address': '408 E Roosevelt St', 'categories': ['Food', 'Local Flavor', 'Festivals', 'Street Vendors', 'Arts & Entertainment'], 'city': 'Phoenix', 'name': 'Phoenix Food Truck Festival', 'stars': 2.0, 'review_count': 12, 'state': 'AZ'}
oqbNgOBAxsa49c2WQWHL-w -> {'address': '3768 E Russell Rd', 'categories': ['Shopping', 'Decks & Railing', 'Paint-Your-Own Pottery', 'Arts & Crafts', 'Cabinetry', 'Home Services', 'Carpenters', 'Contractors'], 'city': 'Las Vegas', 'name': 'Stand and Stair', 'stars': 3.5, 'review_count': 9, 'state': 'NV'}
G1t8_G105yWDTPiWe1oEQw -> {'address': '2845 Siena Heights Dr', 'categories': ['Doctors', 'Medical Centers', 'Health & Medical', 'Urgent Care'], 'city': 'Henderson', 'name': 'Southwest Medical Associates at Siena', 'stars': 2.5, 'review_count': 135, 'state': 'NV'}
p3nZpwx9_Kx11Eh12Ylbug -> {'address': '7980 S. Eastern Ave', 'categories': ['Elementary Schools', 'Tutoring Centers', 'Preschools', 'Child Care & Day Care', 'Local Services', 'Education'], 'city': 'Las Vegas', 'name': 'Childtime of Las Vegas', 'stars': 4.0, 'review_count': 8, 'state': 'NV'}
wUJKd2F96rWx8ydeI5C0uA -> {'address': '2322 E 22nd St, Ste 102', 'categories': ['Doctors', 'Ophthalmologists', 'Health & Medical', 'Optometrists'], 'city': 'Cleveland', 'name': 'Abrams Eye Center', 'stars': 4.5, 'review_count': 5, 'state': 'OH'}
G_eyGEwj5c0otVIF1Y_uvQ -> {'address': '1661 Denison Street, Unit 2', 'categories': ['Food', 'Grocery'], 'city': 'Markham', 'name': 'Sunfood Supermarket', 'stars': 2.5, 'review_count': 13, 'state': 'ON'}
goar7zF4G0LdsQ1Y4KS3Iw -> {'address': '1000 Banksville Rd', 'categories': ['Caterers', 'Event Planning & Services', 'Restaurants', 'Barbeque'], 'city': 'Pittsburgh', 'name': 'Pittsburgh Barbecue Company', 'stars': 4.0, 'review_count': 91, 'state': 'PA'}
MyiqKhZd8N08q9qilxRcPQ -> {'address': '20124 W Catawba', 'categories': ['Food', 'Bakeries', 'Restaurants', 'Pizza'], 'city': 'Cornelius', 'name': 'Our Daily Bread', 'stars': 4.0, 'review_count': 5, 'state': 'NC'}

getBusinessCount examples

These examples demonstrate how getBusinessCount works. Note that case doesn't matter, but exact spelling, spaces, and punctuation does.

In []:getBusinessCount(microYelp, "McDonald's")

Out[]:1

In []:getBusinessCount(loadData('miniYelp.json'), 'Pizza Hut')

Out[]:2

In []:getBusinessCount(loadData('miniYelp.json'), 'pizza hut') # case doesn't matter

Out[]:2

In []:getBusinessCount(loadData('mediumYelp.json'), 'Pizza Hut')

Out[]:70

In []:getBusinessCount(loadData('mediumYelp.json'), 'Starbucks')

Out[]:236

In []:getBusinessCount(loadData("mediumYelp.json"), "McDonald's")

Out[]:143

In []:getBusinessCount(loadData("mediumYelp.json"), "McDonalds")

Out[]:1

uniqueCities examples

These examples demonstrate how uniqueCities works. Note that the order of the cities does not matter (your orderings may differ from the ones shown below) but each city should appear in the list only once.

In []:len(uniqueCities(microYelp))

Out[]:12

In []:uniqueCities(microYelp)

Out[]:[
  'Charlotte',
  'Cleveland',
  'Cornelius',
  'Cuyahoga Falls',
  'Fort Mill',
  'Las Vegas',
  'Mesa',
  'Mississauga',
  'Phoenix',
  'Pittsburgh',
  'Scarborough',
  'Toronto',
]

In []:len(uniqueCities(loadData('miniYelp.json')))

Out[]:79

In []:uniqueCities(loadData('miniYelp.json'))

Out[]:[
  'Ahwatukee',
  'Anthem',
  'Bay Village',
  'Bethel Park',
  'Boulder City',
  'Cave Creek',
  'Champaign',
  'Chandler',
  'Charlotte',
  'Chesterland',
  'Cleveland',
  'Cleveland Heights',
  'Concord',
  'Coraopolis',
  'Cornelius',
  'Cuyahoga Falls',
  'Davidson',
  'Dorval',
  'Dunfermline',
  'Edinburgh',
  'Elyria',
  'Etna',
  'Fitchburg',
  'Fort Mill',
  'Fountain Hills',
  'Frazer',
  'Gastonia',
  'Gilbert',
  'Glendale',
  'Goodyear',
  'Henderson',
  'Homestead',
  'Houston',
  'Kent',
  'Lakewood',
  'Las Vegas',
  'Laval',
  'Laveen',
  'MESA',
  'Madison',
  'Markham',
  'Matthews',
  'McMurray',
  'Mentor',
  'Mentor-on-the-Lake',
  'Mesa',
  'Mint Hill',
  'Mirabel',
  'Mississauga',
  'Montreal',
  'Montréal',
  'Munroe Falls',
  'Newmarket',
  'North Las Vegas',
  'North Olmsted',
  'North York',
  'Oakdale',
  'Peoria',
  'Phoenix',
  'Pineville',
  'Pittsburgh',
  'Richmond Hill',
  'Rocky River',
  'Scarborough',
  'Scottsdale',
  'Solon',
  'Stuttgart',
  'Sun Prairie',
  'Surprise',
  'Tega Cay',
  'Tempe',
  'Toronto',
  'Urbana',
  'Vaughan',
  'Verdun',
  'Westlake',
  'Wexford',
  'Willoughby',
  'Willoughby Hills',
]

In []:len(uniqueCities(loadData('mediumYelp.json')))

Out[]:651

In []:uniqueCities(loadData('mediumYelp.json'))

Out[]:[
  '',
  'Ahwatukee',
  'Airdrie',
  'Ajax',
  'Akron',
  'Allegheny',
  'Allison Park',
  'Ambridge',
  'Amherst',
  'Anjou',
  'Anthem',
  'Antioch',
  'Apache Junction',
  'Apache Trail',
  'Arnold',
  'Ashburn',
  'Aspinwall',
  'Auburn Twp',
  'Aurora',
  'Avalon',
  'Avon',
  'Avon Lake',
  'Avondale',
  "Baie-d'Urfé",
  'Baldwin',
  'Ballantyne',
  'Barberton',
  'Bath',
  'Bay Village',
  'Beachwood',
  'Beaconsfield',
  'Beauharnois',
  'Bedford',
  'Bedford Heights',
  'Belleville',
  'Bellevue',
  'Belmont',
  'Beloeil',
  'Berea',
  'Bethel Park',
  'Black Rock City',
  'Blainville',
  'Blawnox',
  'Bloomfield',
  'Blue Diamond',
  'Blue Mounds',
  'Boisbriand',
  'Bolton',
  'Boston',
  'Boucherville',
  'Boulder CIty',
  'Boulder City',
  'Braddock',
  'Bradford',
  'Bradford West Gwillimbury',
  'Bradfordwoods',
  'Brampton',
  'Brecksville',
  'Brentwood',
  'Bridgeville',
  'Broadview Heights',
  'Broadview Hts',
  'Brook Park',
  'Brooklin',
  'Brookline',
  'Brooklyn',
  'Brooklyn Heights',
  'Brookpark',
  'Brossard',
  'Brunswick',
  'Buckeye',
  'Buena Vista',
  'Burton',
  'CHARLOTTE',
  'CLEVELAND',
  'Caledon',
  'Caledon East',
  'Calgary',
  'Candiac',
  'Canonsburg',
  'Carefree',
  'Carnegie',
  'Castle Shannon',
  'Cave Creek',
  'Cecil',
  'Chagrin Falls',
  'Chambly',
  'Champaign',
  'Champlain',
  'Chandler',
  'Chardon',
  'Chargrin Falls',
  'Charlemagne',
  'Charlotte',
  'Charlotte ',
  'Chateauguay',
  'Chertsey',
  'Chesterland',
  'Chestermere',
  'Cheswick',
  'Châteauguay',
  'Citibank',
  'Clairton',
  'Cleveland',
  'Cleveland Heigh',
  'Cleveland Heights',
  'Clinton',
  'Clover',
  'Columbia Station',
  'Columbus',
  'Concord',
  'Copley',
  'Coraopolis',
  'Cornelius',
  'Cote Saint-Luc',
  'Cote-Saint-Luc',
  'Coteau-du-Lac',
  'Cottage Grove',
  'Crafton',
  'Cramerton',
  'Creighton',
  'Cross Plains',
  'Cuyahoga Falls',
  'Cuyahoga Fls',
  'Côte Saint-Luc',
  'Dallas',
  'Dane',
  'Davidson',
  'De Forest',
  "De l'Eglise",
  'DeForest',
  'Deforest',
  'Delson',
  'Denver',
  'Desert Ridge',
  'Deux-Montagnes Regional County Municipality',
  'Dollard-Des Ormeaux',
  'Dollard-Des-Ormeaux',
  'Dollard-des Ormeaux',
  'Dollard-des-Ormeaux',
  'Don Mills',
  'Dormont',
  'Dorval',
  'Down',
  'Downtown',
  'Downtown Toronto',
  'Draper',
  'Dravosburg',
  'Duquesne',
  'Durham Regional Municipality',
  'East Cleveland',
  'East Gwillimbury',
  'East Hawkesbury',
  'East Mc Keesport',
  'East McKeesport',
  'East Pittsburgh',
  'East Point',
  'East York',
  'Eastlake',
  'Edgewood',
  'Eighty Four',
  'El Mirage',
  'Elizabeth',
  'Elyria',
  'Enterprise',
  'Estérel',
  'Etibicoke',
  'Etna',
  'Etobicoke',
  'Etobicoke,',
  'Euclid',
  'Fairlawn',
  'Fairview Park',
  'Farmington',
  'Finleyville',
  'Fitchburg',
  'Fort MILL',
  'Fort McDowell',
  'Fort Mcdowell',
  'Fort Mill',
  'Fountain Hills',
  'Fox Chapel',
  'Franklin Park',
  'Ft.Mill',
  'GILBERT',
  'Garfield Heights',
  'Garfield Hts',
  'Gastonia',
  'Gates Mills',
  'Gelndale',
  'Georgetown',
  'Gibsonia',
  'Gifford',
  'Gilbert',
  'Glassport',
  'Glbert',
  'Glendale',
  'Glenshaw',
  'Goodyear',
  'Gormley',
  'Grafton',
  'Green Tree',
  'Greenfield Park',
  'Greenfield-Park',
  'Guadalupe',
  'Halton Hills',
  'Hamilton',
  'Hampton Township',
  'Harmarville',
  'Harrisburg',
  'Harrison City',
  'Heidelberg',
  'Hemmingford',
  'Henderson',
  'Henderson Nevada',
  'Herminie',
  'Highland Heights',
  'Highland Hills',
  'Highland Park',
  'Higley',
  'Hinckley',
  'Hiram',
  'Holland Landing',
  'Homer',
  'Homestead',
  'Hudson',
  'Huntersville',
  'Imperial',
  'Independence',
  'Indian Land',
  'Indian Trail',
  'Inglewood',
  'Ingomar',
  'Ingram',
  'Irwin',
  'Jefferson Hills',
  'Kannapolis',
  'Kent',
  'King City',
  'Kirkland',
  'Kirtland',
  'Kleinburg',
  "L'assomption",
  "L'ile-Bizard",
  "L'ile-Perrot",
  "L'Île-Perrot",
  'LAS VEGAS',
  'La Prairie',
  'La Salle',
  'La Vegas',
  'LaGrange',
  'LaSalle',
  'Lachine',
  'Lachute',
  'Lagrange',
  'Lake Park',
  'Lake Wylie',
  'Lakewood',
  'Lancaster',
  'Las Vegas',
  'Las Vegas ',
  'Las Vegas, NV',
  'Las vegas',
  'Lasalle',
  'Laval',
  'Laveen',
  'Laveen Village',
  'Lawrence',
  'Leaside',
  'Leetsdale',
  'Les Coteaux',
  'Library',
  'Lindale',
  'Litchfield',
  'Litchfield Park',
  'Locust',
  'Longueuil',
  'Lorain',
  'Los Angeles',
  'Lowell',
  'Lower Burrell',
  'Lyndhurst',
  'Lynhurst',
  'MOORESVILLE',
  'Macedonia',
  'Madison',
  'Mahomet',
  'Mansfield',
  'Mantua',
  'Maple',
  'Maple Grove',
  'Maple Heights',
  'Markham',
  'Marshall',
  'Mathews',
  'Matthews',
  'Mayfield',
  'Mayfield Heights',
  'Mayfield Hts.',
  'Mayfield Village',
  'Mc Adenville',
  'Mc Donald',
  'Mc Farland',
  'Mc Kees Rocks',
  'Mc Murray',
  'McAdenville',
  'McCandless',
  'McCandless Township',
  'McDonald',
  'McFarland',
  'McKees Rocks',
  'McKeesport',
  'McMurray',
  'Mccandless Township',
  'Mcdonald',
  'Mckees Rocks',
  'Mckeesport',
  'Mcknight',
  'Mcmurray',
  'Medina',
  'Medina Township',
  'Mentor',
  'Mentor-on-the-Lake',
  'Mercier',
  'Mesa',
  'Metro Phoenix',
  'Middleburg Heights',
  'Middleburg Hts',
  'Middlefield',
  'Middleton',
  'Midland',
  'Millvale',
  'Milton',
  'Mint Hill',
  'Mississauga',
  'Monona',
  'Monongahela',
  'Monroe',
  'Monroeville',
  'Mont St-Hilaire',
  'Mont-Royal',
  'Mont-Saint-Grégoire',
  'Monticello',
  'Montreal',
  'Montreal-Nord',
  'Montrèal',
  'Montréal',
  'Montréal-Ouest',
  'Montréal-West',
  'Moon',
  'Moon Township',
  'Mooresville',
  'Morgan Hill',
  'Morin-Heights',
  'Mount Holly',
  'Mount Horeb',
  'Mount Lebanon',
  'Mt. Lebanon',
  'Munhall',
  'Munroe Falls',
  'Murrysville',
  'N E Las Vegas',
  'N Las Vegas',
  'N Ridgeville',
  'N. Las Vegas',
  'N.Ridgeville',
  'NELLIS AFB',
  'Napierville',
  'Nevada',
  'New Eagle',
  'New Glarus',
  'New Kensington',
  'New River',
  'New Tecumseth',
  'Newbury',
  'Newmarket',
  'Nobleton',
  'North  York',
  'North Charlotte',
  'North Huntingdon',
  'North Huntington',
  'North Las Vegas',
  'North Olmstead',
  'North Olmsted',
  'North Olmsted,',
  'North Randall',
  'North Ridgeville',
  'North Royalton',
  'North Versailles',
  'North York',
  'Northfield',
  'Northfield Center',
  'Norton',
  'Norval',
  'Novelty',
  'Oak Ridges',
  'Oakdale',
  'Oakland',
  'Oakmont',
  'Oakville',
  'Oakwood Village',
  'Oberlin',
  'Ogden',
  'Oka',
  'Olmsted',
  'Olmsted Falls',
  'Olmsted Township',
  'Olmsted Twp',
  'Orange',
  'Orange Village',
  'Oregon',
  'Outremont',
  'PHOENIX',
  'PHOENIX AP',
  'Painesville',
  'Paradise',
  'Paradise Valley',
  'Parma',
  'Parma Heights',
  'Parma mid birth',
  'Peninsula',
  'Penn Hills',
  'Peoria',
  'Pepper Pike',
  'Pgh Int Arprt',
  'Pheonix',
  'Philo',
  'Phoenix',
  'Phoenix ',
  'Phoenix Valley',
  'Phonenix',
  'Phx',
  'Pickering',
  'Piedmont',
  'Pierrefonds',
  'Pineville',
  'Pitcairn',
  'Pittsburg',
  'Pittsburgh',
  'Pittsburgh ',
  'Pleasant Hills',
  'Plum',
  'Plum Boro',
  'Point-Claire',
  'Pointe-Calumet',
  'Pointe-Claire',
  'Prescott',
  'Presto',
  'Prévost',
  'Queen Creek',
  'Rainbow Valley',
  'Rantoul',
  'Ravenna',
  'Rawdon',
  'Red Mountain',
  'Red Rock',
  'Repentigny',
  'Rexdale',
  'Richfield',
  'Richmond Heights',
  'Richmond Hill',
  'Richmond Hts',
  'Rigaud',
  'Rillton',
  'Rio Verde',
  'River Drive Park',
  'Robinson',
  'Robinson Township',
  'Rock Hill',
  'Rock Hill SC',
  'Rocky River',
  'Rocky View',
  'Rocky View No. 44',
  'Rocky river',
  'Rosemere',
  'Rosemère',
  'Ross Township',
  'Rouses Point',
  'Roxboro',
  'Russell Twp',
  'S Concord',
  'Sage Hill',
  'Saint - Hyacinthe',
  'Saint Joseph',
  'Saint Laurent',
  'Saint Leonard',
  'Saint-Basile-Le-Grand',
  'Saint-Bernard-de-Lacolle',
  'Saint-Bruno',
  'Saint-Bruno-de-Montarville',
  'Saint-Constant',
  'Saint-Esprit',
  'Saint-Eustache',
  'Saint-Hippolyte',
  'Saint-Hubert',
  'Saint-Hyacinthe',
  'Saint-Jean-sur-Richelieu',
  'Saint-Jerome',
  'Saint-Joseph-Du-Lac',
  'Saint-Joseph-du-Lac',
  'Saint-Jérôme',
  'Saint-Lambert',
  'Saint-Laurent',
  'Saint-Lazare',
  'Saint-Leonard',
  'Saint-Léonard',
  'Saint-Sauveur',
  'Sainte-Adele',
  'Sainte-Adèle',
  'Sainte-Anne-De-Bellevue',
  'Sainte-Anne-de-Bellevue',
  'Sainte-Anne-des-Plaines',
  'Sainte-Catherine',
  'Sainte-Dorothée',
  'Sainte-Genevieve',
  'Sainte-Julie',
  'Sainte-Thérèse-de-Blainville',
  'Salaberry-De-Valleyfield',
  'San Tan',
  'Sauk City',
  'Savoy',
  'Scarborough',
  'Scarbrough',
  'Schomberg',
  'Schottsdale',
  'Scottdale',
  'Scottsdale',
  'Seven Hills',
  'Sewickley',
  'Shadyside',
  'Shaker Heights',
  'Shaker Hts',
  'Sheffield',
  'Sheffield Lake',
  'Sheffield Village',
  'Sidney',
  'Snowflake',
  'Solon',
  'Somerton',
  'South Charlotte',
  'South Euclid',
  'South Heights',
  'South Park',
  'South Park Township',
  'Southeast Calgary',
  'Spring Hill City View',
  'Spring Valley',
  'Springdale',
  'Springfield',
  'Squirrel Hill',
  'St Leonard',
  'St-Clet',
  'St-Jean-sur-Richelieu',
  'St-Leonard',
  'St. Joseph',
  'Stallings',
  'Stanley',
  'Stouffville',
  'Stoughton',
  'Stow',
  'Streetsboro',
  'Streetsville',
  'Strongsville',
  'Summerlin',
  'Sun City',
  'Sun City West',
  'Sun Lakes',
  'Sun Prairie',
  'Surprise',
  'Swissvale',
  'TEMPE',
  'Tallmadge',
  'Tampa',
  'Tarentum',
  'Tega Cay',
  'Tempe',
  'Tempe ',
  'Terrebonne',
  'Thornhill',
  'Tolleson',
  'Toronto',
  'Toronto Division',
  'Tottenham',
  'Township of Concord',
  'Trafford',
  'Tucson',
  'Turtle Creek',
  'Twinsburg',
  'Unionville',
  'University Heights',
  'University Ht',
  'Upper Saint Clair',
  'Upper St. Clair',
  'Urbana',
  'Uxbridge',
  'Valley City',
  'Valley View',
  'Vaudreuil-Dorion',
  'Vaughan',
  'Venetia',
  'Venise-en-Québec',
  'Verdun',
  'Verona',
  'Villa Grove',
  'Ville Mont-Royal',
  'Ville Saint Laurent',
  'Ville-Marie',
  'Vimont',
  'Waddell',
  'Wadsworth',
  'Walton Hills',
  'Warrensville Heights',
  'Warrenville',
  'Waunakee',
  'Waxhaw',
  'Weddington',
  'Wesley Chapel',
  'West Homestead',
  'West Mifflin',
  'West View',
  'Westlake',
  'Westmount',
  'Wexford',
  'Whitby',
  'Whitchurch-Stouffville',
  'White Oak',
  'Wickliffe',
  'Wildwood',
  'Wilkinsburg',
  'Willoughby',
  'Willoughby Hills',
  'Willowdale',
  'Willowick',
  'Wilmerding',
  'Windsor',
  'Woodbridge',
  'Woodmere',
  'Woodmere Village',
  'York',
  'York Regional Municipality',
  'Youngtown',
  'charlotte',
  'etobicoke',
  'henderson',
  'las Vegas',
  'las vegas',
  'laveen',
  'phoenix',
  'south Euclid',
  'Île-Perrot',
  'Île-des-Soeurs',
]

findBusinesses examples

These examples demonstrate how findBusinesses works.

In []:findBusinesses(loadData('miniYelp.json'), 'Food', 'Charlotte', 4, 2, 'output/Food-Charlotte-4-2.json')


Fileoutput/Food-Charlotte-4-2.json
[
  {
    "state": "NC",
    "address": "3017 Kilborne Dr",
    "review_count": 3,
    "stars": 4.5,
    "name": "Dockside Seafood Market",
    "city": "Charlotte",
    "categories": [
      "Seafood Markets",
      "Food",
      "Specialty Food"
    ]
  },
  {
    "state": "NC",
    "address": "1710 Kenilworth Ave, Ste 220",
    "review_count": 373,
    "stars": 4.5,
    "name": "Duck Donuts",
    "city": "Charlotte",
    "categories": [
      "Breakfast & Brunch",
      "Food",
      "Coffee & Tea",
      "Donuts",
      "Restaurants"
    ]
  },
  {
    "state": "NC",
    "address": "2838 The Plz",
    "review_count": 21,
    "stars": 4.5,
    "name": "Finga Lickin' Caribbean Eatery",
    "city": "Charlotte",
    "categories": [
      "Pizza",
      "Food",
      "Internet Cafes",
      "Restaurants",
      "Caribbean"
    ]
  }
]
In []:findBusinesses(loadData('miniYelp.json'), 'Beauty & Spas', 'Toronto', 5, 1, 'output/BeautySpas-Toronto-5-1.json')


Fileoutput/BeautySpas-Toronto-5-1.json
[]
In []:findBusinesses(loadData('miniYelp.json'), 'Beauty & Spas', 'Toronto', 4, 1, 'output/BeautySpas-Toronto-4-1.json')


Fileoutput/BeautySpas-Toronto-4-1.json
[
  {
    "state": "ON",
    "address": "123 Queen Street W",
    "review_count": 3,
    "stars": 4.0,
    "name": "Fidora Salon and Spa",
    "city": "Toronto",
    "categories": [
      "Day Spas",
      "Hair Salons",
      "Beauty & Spas"
    ]
  }
]
In []:findBusinesses(loadData('miniYelp.json'), 'Restaurants', 'Las Vegas', 2, 1, 'output/Restaurants-LasVegas-2-1.json')


Fileoutput/Restaurants-LasVegas-2-1.json
[
  {
    "state": "NV",
    "address": "3020 E Desert Inn Rd",
    "review_count": 20,
    "stars": 2.0,
    "name": "McDonald's",
    "city": "Las Vegas",
    "categories": [
      "Restaurants",
      "Fast Food",
      "Burgers"
    ]
  },
  {
    "state": "NV",
    "address": "6889 S Eastern Ave, Ste 101",
    "review_count": 6,
    "stars": 2.5,
    "name": "Subway",
    "city": "Las Vegas",
    "categories": [
      "Fast Food",
      "Restaurants",
      "Sandwiches"
    ]
  },
  {
    "state": "NV",
    "address": "6587 Las Vegas Blvd S, Ste 171",
    "review_count": 349,
    "stars": 3.0,
    "name": "GameWorks",
    "city": "Las Vegas",
    "categories": [
      "Arcades",
      "Arts & Entertainment",
      "Gastropubs",
      "Restaurants",
      "American (New)"
    ]
  },
  {
    "state": "NV",
    "address": "5111 Boulder Hwy",
    "review_count": 3,
    "stars": 3.0,
    "name": "Subway",
    "city": "Las Vegas",
    "categories": [
      "Sandwiches",
      "Restaurants",
      "Fast Food"
    ]
  },
  {
    "state": "NV",
    "address": "333 S Valley View Blvd",
    "review_count": 140,
    "stars": 4.0,
    "name": "Divine Cafe at the Springs Preserve",
    "city": "Las Vegas",
    "categories": [
      "Restaurants",
      "Cafes",
      "American (New)",
      "Bars",
      "Nightlife",
      "Wine Bars"
    ]
  },
  {
    "state": "NV",
    "address": "6730 S Las Vegas Blvd",
    "review_count": 13,
    "stars": 4.0,
    "name": "Flight Deck Bar & Grill",
    "city": "Las Vegas",
    "categories": [
      "Nightlife",
      "Bars",
      "Barbeque",
      "Sports Bars",
      "American (New)",
      "Restaurants"
    ]
  },
  {
    "state": "NV",
    "address": "5006 S Maryland Pkwy, Ste 17",
    "review_count": 5,
    "stars": 4.5,
    "name": "Cancun Bar & Grill",
    "city": "Las Vegas",
    "categories": [
      "Karaoke",
      "Bars",
      "Mexican",
      "Restaurants",
      "Nightlife",
      "Dance Clubs"
    ]
  },
  {
    "state": "NV",
    "address": "8560 Las Vegas Blvd S",
    "review_count": 33,
    "stars": 4.5,
    "name": "Geebee's Bar & Grill",
    "city": "Las Vegas",
    "categories": [
      "Restaurants",
      "American (Traditional)"
    ]
  },
  {
    "state": "NV",
    "address": "9905 S Eastern Ave, Ste 140",
    "review_count": 210,
    "stars": 4.5,
    "name": "Trattoria Italia",
    "city": "Las Vegas",
    "categories": [
      "Seafood",
      "Italian",
      "Pizza",
      "Restaurants"
    ]
  }
]
In []:findBusinesses(loadData('miniYelp.json'), 'Restaurants', 'Las Vegas', 4, 30, 'output/Restaurants-LasVegas-4-30.json')


Fileoutput/Restaurants-LasVegas-4-30.json
[
  {
    "state": "NV",
    "address": "333 S Valley View Blvd",
    "review_count": 140,
    "stars": 4.0,
    "name": "Divine Cafe at the Springs Preserve",
    "city": "Las Vegas",
    "categories": [
      "Restaurants",
      "Cafes",
      "American (New)",
      "Bars",
      "Nightlife",
      "Wine Bars"
    ]
  },
  {
    "state": "NV",
    "address": "8560 Las Vegas Blvd S",
    "review_count": 33,
    "stars": 4.5,
    "name": "Geebee's Bar & Grill",
    "city": "Las Vegas",
    "categories": [
      "Restaurants",
      "American (Traditional)"
    ]
  },
  {
    "state": "NV",
    "address": "9905 S Eastern Ave, Ste 140",
    "review_count": 210,
    "stars": 4.5,
    "name": "Trattoria Italia",
    "city": "Las Vegas",
    "categories": [
      "Seafood",
      "Italian",
      "Pizza",
      "Restaurants"
    ]
  }
]

findCategories examples

These examples demonstrate how findCategories works.

In []:findCategories(loadData('miniYelp.json'), 50)

Out[]:{'Restaurants': 106, 'Shopping': 50}

In []:findCategories(loadData('miniYelp.json'), 20)

Out[]:{
 'Restaurants': 106,
 'Nightlife': 23,
 'Beauty & Spas': 24,
 'Home Services': 28,
 'Automotive': 21,
 'Arts & Entertainment': 20,
 'Shopping': 50,
 'Health & Medical': 22,
 'Food': 46,
}

In []:findCategories(loadData('mediumYelp.json'), 5000)

Out[]:{'Restaurants': 12781, 'Shopping': 6848, 'Food': 6452}

In []:findCategories(loadData('mediumYelp.json'), 1500)

Out[]:{
 'Home Services': 4497,
 'Active Life': 2111,
 'Beauty & Spas': 4068,
 'Health & Medical': 3872,
 'Restaurants': 12781,
 'Shopping': 6848,
 'Food': 6452,
 'Event Planning & Services': 2266,
 'Automotive': 2973,
 'Fast Food': 1581,
 'Coffee & Tea': 1660,
 'Local Services': 3235,
 'Sandwiches': 1617,
 'American (Traditional)': 1545,
 'Bars': 2644,
 'Nightlife': 2989,
 'Pizza': 1504,
 'Fashion': 1695,
}

bestPizzaPlace examples

These examples demonstrate how bestPizzaPlace works. Note that Caviness Studio is a graphic design studio, but they list Pizza as one of their categories. ¯\_(ツ)_/¯

In []:bestPizzaPlace(loadData('miniYelp.json'))

Out[]:[
  {
  'state': 'AZ',
  'address': '',
  'review_count': 4,
  'stars': 5.0,
  'name': 'Caviness Studio',
  'city': 'Phoenix',
  'categories':[
    'Marketing',
    "Men's Clothing",
    'Restaurants',
    'Graphic Design',
    "Women's Clothing",
    'Screen Printing',
    'Advertising',
    'Pizza',
    'Shopping',
    'Web Design',
    'Fashion',
    'Local Services',
    'Screen Printing/T-Shirt Printing',
    'Professional Services',
  ],
 },
]

In []:bestPizzaPlace(loadData('mediumYelp.json'))

Out[]:[
  {
  'address': '35840 Chester Rd',
  'categories': ['Desserts', 'Restaurants', 'Food', 'Salad', 'Pizza'],
  'city': 'Avon',
  'name': 'In Forno Pizza',
  'stars': 5.0,
  'review_count': 177,
  'state': 'OH',
 },
]

Rubric

Group goals:

Do not ignore the results of any fruitful function calls

According to the "Don't waste fruit" principle, every place you call a fruitful function (built-in or custom) you must store the result in a variable, or that function call must be part of a larger expression that uses its return value.

Do not create any variables that you never make use of

According to the "Don't waste boxes" principle, every time you create a variable (using = or by defining a parameter for a function) you must also later use that variable as part of another expression. If you need to create a variable that you won't use, it must have the name _, but you should only do this if absolutely necessary.

All functions are documented

Each function you define must include a non-empty documentation string as the very first thing in the function.

loadData must return the correct result

The result returned when your loadData function is run must match the solution result.

getBusinessCount must return the correct result

The result returned when your getBusinessCount function is run must match the solution result.

uniqueCities returns the correct list of unique cities, ignoring their alphabetical order.

The list returned by uniqueCities has all the unique cities in the unique result, but not necessarily in alphabetical order.

findCategories must return the correct result

The result returned when your findCategories function is run must match the solution result.

findBusinesses must write the correct data into the appropriate file

The data written to the appropriate file when your findBusinesses function is run must match what the solution writes.

bestPizzaPlace must return the correct result

The result returned when your bestPizzaPlace function is run must match the solution result.

getBusinessCount must return the correct result

The result returned when your getBusinessCount function is run must match the solution result.

uniqueCities returns the correct list of unique cities in alphabetical order.

The list returned by uniqueCities has all the unique cities in the unique result in alphabetical order.

findCategories must return the correct result

The result returned when your findCategories function is run must match the solution result.

findBusinesses must write the correct data into the appropriate file

The data written to the appropriate file when your findBusinesses function is run must match what the solution writes.

bestPizzaPlace must return the correct result

The result returned when your bestPizzaPlace function is run must match the solution result.

Define loadData

Use def to define loadData

Call open

Within the definition of loadData, call open in at least one place.

Call json.load

Within the definition of loadData, call json.load, load, json.loads, or loads in at least one place.

Use a return statement

Within the definition of loadData, use return _ in at least one place.

Define getBusinessCount

Use def to define getBusinessCount

Use any kind of loop

Within the definition of getBusinessCount, use any kind of loop in at least one place.

Call lower

Within the loop within the definition of getBusinessCount, call lower in at least one place.

Use a conditional

Within the loop within the definition of getBusinessCount, use an if statement (possibly accompanied by an elif or else block) in at least one place.

Use a return statement

Within the definition of getBusinessCount, use return _ in at least one place.

Define getBusinessCount

Use def to define getBusinessCount

Use any kind of loop

Within the definition of getBusinessCount, use any kind of loop in exactly one place.

Define uniqueCities

Use def to define uniqueCities

Use any kind of loop

Within the definition of uniqueCities, use any kind of loop in at least one place.

Use a conditional

Within the loop within the definition of uniqueCities, use an if statement (possibly accompanied by an elif or else block) in at least one place.

Call append

Within the loop within the definition of uniqueCities, call append in at least one place.

Use a return statement

Within the definition of uniqueCities, use return _ in at least one place.

Use a sorted() or .sort() call

Within the definition of uniqueCities, use sorted(_), sorted(_, ___=_), _.sort(), or _.sort(___=_) in at least one place.

Define uniqueCities

Use def to define uniqueCities

Use any kind of loop

Within the definition of uniqueCities, use any kind of loop in exactly one place.

Define findCategories

Use def to define findCategories

Use any kind of loop

Within the definition of findCategories, use any kind of loop in at least one place.

Use any kind of loop

Within the loop within the definition of findCategories, use any kind of loop in at least one place.

Use a return statement

Within the definition of findCategories, use return _ in at least one place.

Define findBusinesses

Use def to define findBusinesses

Use any kind of loop

Within the definition of findBusinesses, use any kind of loop in at least one place.

Use a conditional

Within the loop within the definition of findBusinesses, use an if statement (possibly accompanied by an elif or else block) in at least one place.

Call append

Within the if/else block within the loop within the definition of findBusinesses, call append in at least one place.

Use a sorted() or .sort() call with a key= argument

Within the definition of findBusinesses, use sorted(_, key=_), sorted(_, key=_, ___=_), _.sort(key=_), or _.sort(key=_, ___=_) in at least one place.

Define findBusinesses

Use def to define findBusinesses

Use any kind of loop

Within the definition of findBusinesses, use any kind of loop in exactly one place.

Define bestPizzaPlace

Use def to define bestPizzaPlace

Use any kind of loop

Within the definition of bestPizzaPlace, use any kind of loop in at least one place.

Use a conditional

Within the loop within the definition of bestPizzaPlace, use an if statement (possibly accompanied by an elif or else block) in at least one place.

Define bestPizzaPlace

Use def to define bestPizzaPlace

Use any kind of loop

Within the definition of bestPizzaPlace, use any kind of loop in at least one place.

Use a conditional

Within the loop within the definition of bestPizzaPlace, use an if statement (possibly accompanied by an elif or else block) in at least one place.

Call append

Within the if/else block within the loop within the definition of bestPizzaPlace, call append in at least one place.

Instructions for yelp

Background

Data Analysis

General Overview

High Level Overview: what will you do in this problem set?

Getting started

loadData: Load data stored in a JSON file

getBusinessCount: Count how many times a particular business appears in a Yelp dictionary

uniqueCities: Collect all the unique cities in a Yelp dictionary

findBusinesses: Gather all the businesses in a given city and category that meet the minimum star limit and minimum number of reviews within a given dictionary.

findCategories: Find all the categories in a Yelp dictionary that occur at or above a given threshold.

bestPizzaPlace: Find the best pizza place in a Yelp dictionary.

Examples

Rubric

`loadData`: Load data stored in a JSON file

`getBusinessCount`: Count how many times a particular business appears in a Yelp dictionary

`uniqueCities`: Collect all the unique cities in a Yelp dictionary

`findBusinesses`: Gather all the businesses in a given city and category that meet the minimum star limit and minimum number of reviews within a given dictionary.

`findCategories`: Find all the categories in a Yelp dictionary that occur at or above a given threshold.

`bestPizzaPlace`: Find the best pizza place in a Yelp dictionary.