Notebook

Matching App Type & Number of Users¶

Our goal for this project is to analyze data to help our developers understand what type of apps are likely to attract more users.
Cost of app is free, revenue to be generated by advertisement views.
Two app sources are considered, Google Play for Android users and the Apple App Store for iOS users.

In [1]:

def opener(file):
    import csv
    from csv import reader
    opened_file = open(file)
    read_file = reader(opened_file)
    data_file = list(read_file)
    return data_file

ios_data = opener('AppleStore.csv')
android_data = opener('googleplaystore.csv')

In [2]:

# function to isolate given number of rows in data set
def slicer(data_file, start, stop):
    slice = data_file[start:stop]
    for row in slice:
        if row == slice[-1]:
            print(row)
            print('***')
        else:
            print(row)
            print('\n')
            
# function to count the number of total rows (including any header if present) and number of columns.
def row_column_counter(data_file):
    print('There are ' + str(len(data_file)) + ' rows.')
    print('There are ' + str(len(data_file[0])) + ' columns.')

Here is the header row for the iOS data file, and the first two rows as examples

There are about 7000 apps and 16 data columns. The original data set is available here: https://www.kaggle.com/ramamet4/app-store-apple-data-set-10k-apps

In [3]:

slicer(ios_data, 0, 3)
row_column_counter(ios_data)

['id', 'track_name', 'size_bytes', 'currency', 'price', 'rating_count_tot', 'rating_count_ver', 'user_rating', 'user_rating_ver', 'ver', 'cont_rating', 'prime_genre', 'sup_devices.num', 'ipadSc_urls.num', 'lang.num', 'vpp_lic']


['284882215', 'Facebook', '389879808', 'USD', '0.0', '2974676', '212', '3.5', '3.5', '95.0', '4+', 'Social Networking', '37', '1', '29', '1']


['389801252', 'Instagram', '113954816', 'USD', '0.0', '2161558', '1289', '4.5', '4.0', '10.23', '12+', 'Photo & Video', '37', '0', '29', '1']
***
There are 7198 rows.
There are 16 columns.

Most of the iOS headings are self-explanatory, but for clarity here is a chart:

Heading	Definition	Heading	Defintion
id	App ID	user_rating_ver	Avg User Rating (current version)
track_name	App Name	ver	Latest Version Code
size_bites	Size(in Bytes)	cont_rating	Content Rating
currency	Currency Type	prime_genre	Primary Genre
price	Price	sup_devices.num	Number of Supporting Devices
rating_count_tot	User Rating Count (all versions)	ipadSc_urls.num	Number of Screenshots Shown for Display
rating_count_ver	User Rating Count (current version)	lang.num	Number of SUpported Languages
user_rating	Avg User Rating (all versions)	vpp_lic	Vpp Device Based LIcensing Available

Here is the header row for the Android data file, and the first two rows as exmaples

There are about 10,000 rows and 13 data columns. The original data set is available here: https://www.kaggle.com/lava18/google-play-store-apps

In [4]:

slicer(android_data, 0, 3)
row_column_counter(android_data)

['App', 'Category', 'Rating', 'Reviews', 'Size', 'Installs', 'Type', 'Price', 'Content Rating', 'Genres', 'Last Updated', 'Current Ver', 'Android Ver']


['Photo Editor & Candy Camera & Grid & ScrapBook', 'ART_AND_DESIGN', '4.1', '159', '19M', '10,000+', 'Free', '0', 'Everyone', 'Art & Design', 'January 7, 2018', '1.0.0', '4.0.3 and up']


['Coloring book moana', 'ART_AND_DESIGN', '3.9', '967', '14M', '500,000+', 'Free', '0', 'Everyone', 'Art & Design;Pretend Play', 'January 15, 2018', '2.0.0', '4.0.3 and up']
***
There are 10842 rows.
There are 13 columns.

And here is a chart detailing the android headings:

Heading	Definition	Heading	Definition
App	Applicantion Name	Price	Price
Category	Category	Content Rating	Target Age Group
Rating	User Rating	Genres	Genres
Reviews	User Rating Count	Last Updated	Last Update(when scraped)
Size	Size(in Megabytes)	Current Ver	Current Version
Installs	Number of downloads	Android Ver	Minimum Required Version of Android
Type	Paid or Free

The header can be removed from both data sets.

This makes the code easier to read and reduces the chance of bugs.

In [5]:

print(len(android_data))
print(android_data[0])

android_data = android_data[1:]
ios_data = ios_data[1:]

print(len(android_data))
print(android_data[0])

10842
['App', 'Category', 'Rating', 'Reviews', 'Size', 'Installs', 'Type', 'Price', 'Content Rating', 'Genres', 'Last Updated', 'Current Ver', 'Android Ver']
10841
['Photo Editor & Candy Camera & Grid & ScrapBook', 'ART_AND_DESIGN', '4.1', '159', '19M', '10,000+', 'Free', '0', 'Everyone', 'Art & Design', 'January 7, 2018', '1.0.0', '4.0.3 and up']

Below is an example of a corrupted row.

In this case it can be deleted, but that could cause a problem with the data set. Here is a link to the discussion of the error: https://www.kaggle.com/lava18/google-play-store-apps/discussion/164101

The entry for the category column is missing.

In [6]:

# Row 10472 google data (header exclusive)

print(len(android_data[10472]))
print(android_data[10472])

print(len(android_data[10473]))
print(android_data[10473])

# Curious to see if there are any other rows missing entries.
short_rows = []
for row in android_data:
    if len(row) != 13:
        short_rows.append(row)

print(len(short_rows))

12
['Life Made WI-Fi Touchscreen Photo Frame', '1.9', '19', '3.0M', '1,000+', 'Free', '0', 'Everyone', '', 'February 11, 2018', '1.0.19', '4.0 and up']
13
['osmino Wi-Fi: free WiFi', 'TOOLS', '4.2', '134203', '4.1M', '10,000,000+', 'Free', '0', 'Everyone', 'Tools', 'August 7, 2018', '6.06.14', '4.4 and up']
1

A quick look shows that the only row with this problem is the one already identified

Filling the variable or using del are good options, but if the block is run more than once del will erase whatever new data is in the index. Sometimes the best practice is to leave the original data set unchanged. In that case it is possible to create a copy and fill it with the 'good' data.

print the length of a data set
print the length of a copy of the data set
use a function to add all rows that are the same length as the header in the original data set to the copy
print the lengths of the two data sets again

In [7]:

data_copy = []
print('The android data set length is ' + str(len(android_data)))
print('The android data set copy length is ' + str(len(data_copy)))

def refiner(data_set):
    for row in data_set:
        if len(row) == len(data_set[0]):
            data_copy.append(row)
    return 'Data set copied'

refiner(android_data)
print('The android data set length is ' + str(len(android_data)))
print('The android data set copy length is ' + str(len(data_copy)))

The android data set length is 10841
The android data set copy length is 0
The android data set length is 10841
The android data set copy length is 10840

For ease in the rest of the project, the original Android data can be modified.

In [8]:

android_data = data_copy
print(len(android_data))

Many data sets will contain duplicate data which needs to be consolidated or removed.

In this case there are three entries for 'Slack'. One of them has a unique value in the fourth poistion, number of reviews (51510 vs 51507).

In [9]:

for row in android_data:
    app_name = row[0]
    if app_name == 'Slack':
        print(row)

['Slack', 'BUSINESS', '4.4', '51507', 'Varies with device', '5,000,000+', 'Free', '0', 'Everyone', 'Business', 'August 2, 2018', 'Varies with device', 'Varies with device']
['Slack', 'BUSINESS', '4.4', '51507', 'Varies with device', '5,000,000+', 'Free', '0', 'Everyone', 'Business', 'August 2, 2018', 'Varies with device', 'Varies with device']
['Slack', 'BUSINESS', '4.4', '51510', 'Varies with device', '5,000,000+', 'Free', '0', 'Everyone', 'Business', 'August 2, 2018', 'Varies with device', 'Varies with device']

The code below will compile the data in two lists

One will have unique entries, and the other duplicated entries. Then it will print the first ten entries of the duplicate list as an example, and the number of times the app 'Slack' appears in the both lists.

In [10]:

duplicate_apps = []
unique_apps = []

for row in android_data:
    name = row[0]
    if name in unique_apps:
        duplicate_apps.append(name)
    else:
        unique_apps.append(name)
        
print('Number of unique apps:', len(unique_apps))
print('Number of duplicate apps', len(duplicate_apps))
print('\n')
print('Examples of duplicate apps:', duplicate_apps[:10])
print('\n')

slack_count = 0

for app_name in unique_apps:
    if app_name == 'Slack':
        slack_count += 1
for app_name in duplicate_apps:
    if app_name == 'Slack':
        slack_count += 1

print('The number of times "Slack" appears in either data set:' , slack_count)
    

Number of unique apps: 9659
Number of duplicate apps 1181


Examples of duplicate apps: ['Quick PDF Scanner + OCR FREE', 'Box', 'Google My Business', 'ZOOM Cloud Meetings', 'join.me - Simple Meetings', 'Box', 'Zenefits', 'Google Ads', 'Google My Business', 'Slack']


The number of times "Slack" appears in either data set: 3

One criteria for which entry to retain is to keep the one with the highest number of reviews.

Below the code loops through all the data and builds a dictionary with the app name as the key and the number of reviews as the corresponding value. If the code finds an entry where the name already exists in the dictionary, it will keep whichever entry has the most reviews.

For the example, we want to keep the third entry for 'Slack', where the User Rating Count = 51510. The code also shows that the reviews_max dictionary is the same length as the unique_apps list above.

In [11]:

reviews_max = {}

for row in android_data:
    name = row[0]
    n_reviews = float(row[3])
    if name not in reviews_max:
        reviews_max[name] = n_reviews
    if name in reviews_max and reviews_max[name] < n_reviews:
        reviews_max[name] = n_reviews
        
    
print('The number of reviews for "Slack":', reviews_max['Slack'])
print('The number of unique entries:', len(reviews_max))

The number of reviews for "Slack": 51510.0
The number of unique entries: 9659

In this loop the entire row is added to a new cleaned data set.

If the User Review Count in the original data set matches the value from the reviews_max data set built above, the row will be added.

The output confirms that the length of the new data set matches the length of both the reviews_max data set and the unique_apps data sets. Then android_data is set equal to android_clean. It also shows the correct User Rating Count value for the 'Slack' application.

In [12]:

android_clean = []
already_added = []
print('The length of the android data set:', len(android_data))

for row in android_data:
    name = row[0]
    n_reviews = float(row[3])
    if reviews_max[name] == n_reviews and name not in already_added:
        android_clean.append(row)
        already_added.append(name)

android_data = android_clean
print('The length of the android_clean data set:', len(android_clean))
print('The length of the android data set:', len(android_data))

print('\n')
for row in android_clean:
    if row[0] == 'Slack':
        print(row)

The length of the android data set: 10840
The length of the android_clean data set: 9659
The length of the android data set: 9659


['Slack', 'BUSINESS', '4.4', '51510', 'Varies with device', '5,000,000+', 'Free', '0', 'Everyone', 'Business', 'August 2, 2018', 'Varies with device', 'Varies with device']

The iOS data set uses an ID number for each application.

It is straightforward to use this and see if there are any duplicate entries.

In [13]:

print('The total number of entries in the iOS data set:', len(ios_data))

ios_id_nums = []
for row in ios_data:
    if row[0] not in ios_id_nums:
        ios_id_nums.append(row[0])
    else:
        print('This ID number already exists:', row[0])
        
print('The total number of unique ID numbers in the iOS data set:', len(ios_id_nums))

The total number of entries in the iOS data set: 7197
The total number of unique ID numbers in the iOS data set: 7197

Any title with more than three characters outside the common English character set will be removed from the data set.

This allows for some special characters in titles, but limits the likleyhood the application will be intended for a non-English speaking audience.

In the code blocks below the function is written and called on a sample dataset.

In [14]:

string1 = 'Instagram'
string2 = '爱奇艺PPS -《欢乐颂2》电视剧热播'
string3 = 'Docs To Go™ Free Office Suite'
string4 = 'Instachat 😜'

def common_english_character(string):
    c_count = 0
    for character in string:
        if ord(character) > 127:
            c_count += 1
        if c_count == 3:
            return False
        

print(common_english_character(string1))
print(common_english_character(string2))
print(common_english_character(string3))
print(common_english_character(string4))

None
False
None
None

In [15]:

dataset = [ ['Instagram'], ['爱奇艺PPS -《欢乐颂2》电视剧热播'], ['Docs To Go™ Free Office Suite'], ['Instachat 😜']]
cec_dataset = []
non_english_dataset = []

def common_english_character(dataset1, dataset2, dataset3, title_index):
    for row in dataset1:
        c_count = 0
        app_name = row[title_index]
        for character in app_name:
            if ord(character) > 127:
                c_count += 1
        if c_count < 3:
            dataset2.append(row)
        else:
            dataset3.append(row)
            
common_english_character(dataset, cec_dataset, non_english_dataset, 0)
print(dataset)
print(cec_dataset)
print(non_english_dataset)

[['Instagram'], ['爱奇艺PPS -《欢乐颂2》电视剧热播'], ['Docs To Go™ Free Office Suite'], ['Instachat 😜']]
[['Instagram'], ['Docs To Go™ Free Office Suite'], ['Instachat 😜']]
[['爱奇艺PPS -《欢乐颂2》电视剧热播']]

__The common_english_character function can be called on the Android and iOS data sets.___

In the second block the function is called on the data set built in the first block, to proove that it does not contain any more rows that meet the criteria. Then the function is called on the iOS data and both original data sets are reassigned.

In [16]:

cec_android = []
non_english_android = []


common_english_character(android_data, cec_android, non_english_android, 0)


print(len(android_data))
print(len(cec_android))
print(len(non_english_android))
print(non_english_android[:5])

9659
9597
62
[['Truyện Vui Tý Quậy', 'COMICS', '4.5', '144', '4.7M', '10,000+', 'Free', '0', 'Everyone', 'Comics', 'July 19, 2018', '3.0', '4.0.3 and up'], ['Flame - درب عقلك يوميا', 'EDUCATION', '4.6', '56065', '37M', '1,000,000+', 'Free', '0', 'Everyone', 'Education', 'July 26, 2018', '3.3', '4.1 and up'], ['At home - rental · real estate · room finding application such as apartment · apartment', 'HOUSE_AND_HOME', '3.8', '2496', 'Varies with device', '500,000+', 'Free', '0', 'Everyone', 'House & Home', 'July 5, 2018', 'Varies with device', 'Varies with device'], ['乐屋网: Buying a house, selling a house, renting a house', 'HOUSE_AND_HOME', '3.7', '2248', '15M', '100,000+', 'Free', '0', 'Everyone', 'House & Home', 'August 3, 2018', 'v3.1.1', '4.0 and up'], ['သိင်္ Astrology - Min Thein Kha BayDin', 'LIFESTYLE', '4.7', '2225', '15M', '100,000+', 'Free', '0', 'Everyone', 'Lifestyle', 'July 26, 2018', '4.2.1', '4.0.3 and up']]

In [17]:

cec_android_the_second = []

common_english_character(cec_android, cec_android_the_second, non_english_android, 0)


print(len(android_data))
print(len(cec_android))
print(len(cec_android_the_second))
print(len(non_english_android))
print(non_english_android[:5])

9659
9597
9597
62
[['Truyện Vui Tý Quậy', 'COMICS', '4.5', '144', '4.7M', '10,000+', 'Free', '0', 'Everyone', 'Comics', 'July 19, 2018', '3.0', '4.0.3 and up'], ['Flame - درب عقلك يوميا', 'EDUCATION', '4.6', '56065', '37M', '1,000,000+', 'Free', '0', 'Everyone', 'Education', 'July 26, 2018', '3.3', '4.1 and up'], ['At home - rental · real estate · room finding application such as apartment · apartment', 'HOUSE_AND_HOME', '3.8', '2496', 'Varies with device', '500,000+', 'Free', '0', 'Everyone', 'House & Home', 'July 5, 2018', 'Varies with device', 'Varies with device'], ['乐屋网: Buying a house, selling a house, renting a house', 'HOUSE_AND_HOME', '3.7', '2248', '15M', '100,000+', 'Free', '0', 'Everyone', 'House & Home', 'August 3, 2018', 'v3.1.1', '4.0 and up'], ['သိင်္ Astrology - Min Thein Kha BayDin', 'LIFESTYLE', '4.7', '2225', '15M', '100,000+', 'Free', '0', 'Everyone', 'Lifestyle', 'July 26, 2018', '4.2.1', '4.0.3 and up']]

In [18]:

cec_ios = []
non_english_ios = []

common_english_character(ios_data, cec_ios, non_english_ios, 1)

print(len(ios_data))
print(len(cec_ios))
print(len(non_english_ios))

7197
6155
1042

In [19]:

android_data = cec_android
ios_data = cec_ios

print(len(android_data))
print(len(ios_data))

9597
6155

Both data sets can easily be cleaned of any applications with a price other than 0.

In [20]:

free_android = []
charge_android = []

print(len(android_data))
print(len(free_android))
print(len(charge_android))

for row in android_data:
    if row[7] == '0':
        free_android.append(row)
    else:
        charge_android.append(row)
    
print(len(android_data))
print(len(free_android))
print(len(charge_android))

android_data = free_android

In [21]:

free_ios = []
charge_ios = []

print(len(ios_data))
print(len(free_ios))
print(len(charge_ios))

for row in ios_data:
    if row[4] == '0.0':
        free_ios.append(row)
    else:
        charge_ios.append(row)

print(len(ios_data))
print(len(free_ios))
print(len(charge_ios))

ios_data = free_ios

for row in free_ios:
    if row[4] != '0.0':
        print(row)
        
print(len(ios_data))

The client wants to build the app for the Android environment intially, and once it is shown to be successful to build it for iOS.

A minimal version for Android will be created.
A refined version will published based on user response.
After six months of profibility an iOS version will be built.

A frequency table will show the most common genres for each environment.

In [22]:

# Interesting to see how sometimes the category and genre is identical
# and sometimes it shows a lot of sub-division.

row_count = 0
every_fifth = []

for row in android_data:
    row_count += 1
    if row_count % 5 == 0:
        every_fifth.append(row)
        
# for row in every_fifth:
#     print(row[1], row[9])

Kludgey part with a sorted tuple.

In [23]:

def freq_table(dataset, index):
    table = {}
    total = 0
    
    for row in dataset:
        total += 1
        key = row[index]
        if key in table:
            table[key] += 1
        else:
            table[key] = 1
#     return table
            
    table_percentages = {}
    for value in table:
        percentage = (table[value] / total) * 100
        table_percentages[value] = percentage
    return table_percentages

def display_table(dataset, index):
    table = freq_table(dataset, index)
    table_display = []
    for key in table:
        key_val_as_tuple = (table[key], key)
        table_display.append(key_val_as_tuple)

    table_sorted = sorted(table_display, reverse = True)
    for entry in table_sorted:
        print(entry[1], ':', entry[0])

In [24]:

android_category = display_table(android_data, 1)

# print(android_category)

FAMILY : 18.942133815551536
GAME : 9.697106690777577
TOOLS : 8.453887884267631
BUSINESS : 4.599909584086799
PRODUCTIVITY : 3.899186256781193
LIFESTYLE : 3.887884267631103
FINANCE : 3.7070524412296564
MEDICAL : 3.5375226039783
SPORTS : 3.390596745027125
PERSONALIZATION : 3.322784810126582
COMMUNICATION : 3.2323688969258586
HEALTH_AND_FITNESS : 3.0854430379746836
PHOTOGRAPHY : 2.949819168173599
NEWS_AND_MAGAZINES : 2.802893309222423
SOCIAL : 2.667269439421338
TRAVEL_AND_LOCAL : 2.3395117540687163
SHOPPING : 2.2490958408679926
BOOKS_AND_REFERENCE : 2.1360759493670884
DATING : 1.8648282097649187
VIDEO_PLAYERS : 1.7970162748643763
MAPS_AND_NAVIGATION : 1.3901446654611211
FOOD_AND_DRINK : 1.2432188065099457
EDUCATION : 1.164104882459313
ENTERTAINMENT : 0.9606690777576853
LIBRARIES_AND_DEMO : 0.9380650994575045
AUTO_AND_VEHICLES : 0.9267631103074141
HOUSE_AND_HOME : 0.8024412296564195
WEATHER : 0.7911392405063291
EVENTS : 0.7120253164556962
PARENTING : 0.6555153707052441
ART_AND_DESIGN : 0.6442133815551537
COMICS : 0.6103074141048824
BEAUTY : 0.599005424954792

In [25]:

android_genre = display_table(android_data, 9)

# print(android_genre)

Tools : 8.44258589511754
Entertainment : 6.080470162748644
Education : 5.357142857142857
Business : 4.599909584086799
Productivity : 3.899186256781193
Lifestyle : 3.8765822784810124
Finance : 3.7070524412296564
Medical : 3.5375226039783
Sports : 3.4584086799276674
Personalization : 3.322784810126582
Communication : 3.2323688969258586
Action : 3.096745027124774
Health & Fitness : 3.0854430379746836
Photography : 2.949819168173599
News & Magazines : 2.802893309222423
Social : 2.667269439421338
Travel & Local : 2.328209764918626
Shopping : 2.2490958408679926
Books & Reference : 2.1360759493670884
Simulation : 2.0456600361663653
Dating : 1.8648282097649187
Arcade : 1.842224231464738
Video Players & Editors : 1.7744122965641953
Casual : 1.763110307414105
Maps & Navigation : 1.3901446654611211
Food & Drink : 1.2432188065099457
Puzzle : 1.1301989150090417
Racing : 0.9945750452079566
Role Playing : 0.9380650994575045
Libraries & Demo : 0.9380650994575045
Auto & Vehicles : 0.9267631103074141
Strategy : 0.9154611211573236
House & Home : 0.8024412296564195
Weather : 0.7911392405063291
Events : 0.7120253164556962
Adventure : 0.6668173598553345
Comics : 0.599005424954792
Beauty : 0.599005424954792
Art & Design : 0.599005424954792
Parenting : 0.4972875226039783
Card : 0.45207956600361665
Trivia : 0.4181735985533454
Casino : 0.4181735985533454
Educational;Education : 0.39556962025316456
Board : 0.3842676311030741
Educational : 0.3729656419529837
Education;Education : 0.33905967450271246
Word : 0.25994575045207957
Casual;Pretend Play : 0.23734177215189875
Music : 0.2034358047016275
Racing;Action & Adventure : 0.16952983725135623
Puzzle;Brain Games : 0.16952983725135623
Entertainment;Music & Video : 0.16952983725135623
Casual;Brain Games : 0.13562386980108498
Casual;Action & Adventure : 0.13562386980108498
Arcade;Action & Adventure : 0.12432188065099457
Action;Action & Adventure : 0.10171790235081375
Educational;Pretend Play : 0.09041591320072333
Simulation;Action & Adventure : 0.07911392405063292
Parenting;Education : 0.07911392405063292
Entertainment;Brain Games : 0.07911392405063292
Board;Brain Games : 0.07911392405063292
Parenting;Music & Video : 0.06781193490054249
Educational;Brain Games : 0.06781193490054249
Casual;Creativity : 0.06781193490054249
Art & Design;Creativity : 0.06781193490054249
Education;Pretend Play : 0.05650994575045208
Role Playing;Pretend Play : 0.045207956600361664
Education;Creativity : 0.045207956600361664
Role Playing;Action & Adventure : 0.033905967450271246
Puzzle;Action & Adventure : 0.033905967450271246
Entertainment;Creativity : 0.033905967450271246
Entertainment;Action & Adventure : 0.033905967450271246
Educational;Creativity : 0.033905967450271246
Educational;Action & Adventure : 0.033905967450271246
Education;Music & Video : 0.033905967450271246
Education;Brain Games : 0.033905967450271246
Education;Action & Adventure : 0.033905967450271246
Adventure;Action & Adventure : 0.033905967450271246
Video Players & Editors;Music & Video : 0.022603978300180832
Sports;Action & Adventure : 0.022603978300180832
Simulation;Pretend Play : 0.022603978300180832
Puzzle;Creativity : 0.022603978300180832
Music;Music & Video : 0.022603978300180832
Entertainment;Pretend Play : 0.022603978300180832
Casual;Education : 0.022603978300180832
Board;Action & Adventure : 0.022603978300180832
Video Players & Editors;Creativity : 0.011301989150090416
Trivia;Education : 0.011301989150090416
Travel & Local;Action & Adventure : 0.011301989150090416
Tools;Education : 0.011301989150090416
Strategy;Education : 0.011301989150090416
Strategy;Creativity : 0.011301989150090416
Strategy;Action & Adventure : 0.011301989150090416
Simulation;Education : 0.011301989150090416
Role Playing;Brain Games : 0.011301989150090416
Racing;Pretend Play : 0.011301989150090416
Puzzle;Education : 0.011301989150090416
Parenting;Brain Games : 0.011301989150090416
Music & Audio;Music & Video : 0.011301989150090416
Lifestyle;Pretend Play : 0.011301989150090416
Lifestyle;Education : 0.011301989150090416
Health & Fitness;Education : 0.011301989150090416
Health & Fitness;Action & Adventure : 0.011301989150090416
Entertainment;Education : 0.011301989150090416
Communication;Creativity : 0.011301989150090416
Comics;Creativity : 0.011301989150090416
Casual;Music & Video : 0.011301989150090416
Card;Action & Adventure : 0.011301989150090416
Books & Reference;Education : 0.011301989150090416
Art & Design;Pretend Play : 0.011301989150090416
Art & Design;Action & Adventure : 0.011301989150090416
Arcade;Pretend Play : 0.011301989150090416
Adventure;Education : 0.011301989150090416

In [26]:

ios_primary_genre = display_table(ios_data, 11)

print(ios_primary_genre)

Games : 58.25788323446769
Entertainment : 7.836403371838902
Photo & Video : 4.995316890415236
Education : 3.6840462066812365
Social Networking : 3.3093974399000934
Shopping : 2.5913206369029034
Utilities : 2.466437714642523
Sports : 2.1542304089915705
Music : 2.0605682172962845
Health & Fitness : 2.0293474867311896
Productivity : 1.7483609116453322
Lifestyle : 1.5610365282547611
News : 1.3424914142990947
Travel : 1.248829222603809
Finance : 1.0927255697783327
Weather : 0.8741804558226661
Food & Drink : 0.8117389946924758
Reference : 0.5307524196066188
Business : 0.5307524196066188
Book : 0.3746487667811427
Navigation : 0.18732438339057134
Medical : 0.18732438339057134
Catalogs : 0.1248829222603809
None

In [27]:

android_family = []
for row in android_data:
    if row[1] == "FAMILY":
        android_family.append(row)
        
android_family

Out[27]:

[['Jewels Crush- Match 3 Puzzle',
  'FAMILY',
  '4.4',
  '14774',
  '19M',
  '1,000,000+',
  'Free',
  '0',
  'Everyone',
  'Casual;Brain Games',
  'July 23, 2018',
  '1.9.3901',
  '4.0.3 and up'],
 ['Coloring & Learn',
  'FAMILY',
  '4.4',
  '12753',
  '51M',
  '5,000,000+',
  'Free',
  '0',
  'Everyone',
  'Educational;Creativity',
  'July 17, 2018',
  '1.49',
  '4.0.3 and up'],
 ['Mahjong',
  'FAMILY',
  '4.5',
  '33983',
  '22M',
  '5,000,000+',
  'Free',
  '0',
  'Everyone',
  'Puzzle;Brain Games',
  'August 2, 2018',
  '1.24.3181',
  '4.0.3 and up'],
 ['Super ABC! Learning games for kids! Preschool apps',
  'FAMILY',
  '4.6',
  '20267',
  '46M',
  '1,000,000+',
  'Free',
  '0',
  'Everyone',
  'Educational;Education',
  'July 16, 2018',
  '1.1.6.7',
  '4.1 and up'],
 ['Toy Pop Cubes',
  'FAMILY',
  '4.5',
  '5761',
  '21M',
  '1,000,000+',
  'Free',
  '0',
  'Everyone',
  'Casual;Brain Games',
  'July 4, 2018',
  '1.8.3181',
  '4.0.3 and up'],
 ['Educational Games 4 Kids',
  'FAMILY',
  '4.3',
  '11618',
  '39M',
  '5,000,000+',
  'Free',
  '0',
  'Everyone',
  'Educational;Education',
  'April 3, 2018',
  '2.4',
  '4.1 and up'],
 ['Candy Pop Story',
  'FAMILY',
  '4.7',
  '12948',
  '23M',
  '1,000,000+',
  'Free',
  '0',
  'Everyone',
  'Casual;Brain Games',
  'May 24, 2018',
  '2.0.3165',
  '2.3 and up'],
 ['Princess Coloring Book',
  'FAMILY',
  '4.5',
  '9779',
  '39M',
  '5,000,000+',
  'Free',
  '0',
  'Everyone',
  'Education;Creativity',
  'February 25, 2018',
  '1.2.8',
  '4.0 and up'],
 ['Hello Kitty Nail Salon',
  'FAMILY',
  '4.2',
  '369378',
  '24M',
  '50,000,000+',
  'Free',
  '0',
  'Everyone',
  'Casual;Pretend Play',
  'April 17, 2018',
  '1.5',
  '4.1 and up'],
 ['Candy Smash',
  'FAMILY',
  '4.5',
  '11436',
  '15M',
  '1,000,000+',
  'Free',
  '0',
  'Everyone',
  'Casual;Brain Games',
  'April 17, 2018',
  '2.2.3169',
  '4.0.3 and up'],
 ['Happy Fruits Bomb - Cube Blast',
  'FAMILY',
  '4.5',
  '2150',
  '20M',
  '500,000+',
  'Free',
  '0',
  'Everyone',
  'Casual;Brain Games',
  'February 1, 2018',
  '1.0.3122',
  '4.0.3 and up'],
 ['Princess Adventures Puzzles',
  'FAMILY',
  '4.4',
  '382',
  '44M',
  '500,000+',
  'Free',
  '0',
  'Everyone',
  'Education;Creativity',
  'August 1, 2018',
  '1.1.0',
  '2.3 and up'],
 ['Kids Educational Game 3 Free',
  'FAMILY',
  '4.3',
  '24936',
  '38M',
  '5,000,000+',
  'Free',
  '0',
  'Everyone',
  'Educational;Education',
  'May 16, 2018',
  '3.1',
  '4.1 and up'],
 ['Puzzle Kids - Animals Shapes and Jigsaw Puzzles',
  'FAMILY',
  '4.6',
  '1109',
  '52M',
  '1,000,000+',
  'Free',
  '0',
  'Everyone',
  'Educational;Brain Games',
  'July 18, 2018',
  '1.0.6',
  '4.1 and up'],
 ['Coloring book moana',
  'FAMILY',
  '3.9',
  '974',
  '14M',
  '500,000+',
  'Free',
  '0',
  'Everyone',
  'Art & Design;Pretend Play',
  'January 15, 2018',
  '2.0.0',
  '4.0.3 and up'],
 ['Baby Panda Care',
  'FAMILY',
  '4.2',
  '108795',
  '49M',
  '10,000,000+',
  'Free',
  '0',
  'Everyone',
  'Educational;Pretend Play',
  'June 15, 2018',
  '8.25.10.00',
  '4.0.3 and up'],
 ['Kids Educational :All in One',
  'FAMILY',
  '4.5',
  '1455',
  '8.9M',
  '500,000+',
  'Free',
  '0',
  'Everyone',
  'Education;Education',
  'February 1, 2018',
  '2.7',
  '2.3 and up'],
 ['Number Counting games for toddler preschool kids',
  'FAMILY',
  '4.3',
  '1024',
  'Varies with device',
  '1,000,000+',
  'Free',
  '0',
  'Everyone',
  'Educational;Education',
  'May 28, 2018',
  'Varies with device',
  'Varies with device'],
 ['Learn To Draw Glow Flower',
  'FAMILY',
  '4.4',
  '7320',
  '10M',
  '1,000,000+',
  'Free',
  '0',
  'Everyone',
  'Entertainment;Education',
  'July 7, 2017',
  '1.0.1',
  '4.0.3 and up'],
 ['No. Color - Color by Number, Number Coloring',
  'FAMILY',
  '4.8',
  '269194',
  '6.9M',
  '10,000,000+',
  'Free',
  '0',
  'Everyone',
  'Entertainment;Brain Games',
  'August 3, 2018',
  'Varies with device',
  'Varies with device'],
 ['Draw.ly - Color by Number Pixel Art Coloring',
  'FAMILY',
  '4.4',
  '18616',
  '10M',
  '1,000,000+',
  'Free',
  '0',
  'Everyone',
  'Casual;Education',
  'August 5, 2018',
  '1.0.9',
  '4.0.3 and up'],
 ['Baby puzzles',
  'FAMILY',
  '4.3',
  '11950',
  '19M',
  '5,000,000+',
  'Free',
  '0',
  'Everyone',
  'Educational;Education',
  'July 12, 2018',
  '6.1',
  '4.0.3 and up'],
 ['Garden Fruit Legend',
  'FAMILY',
  '4.6',
  '4289',
  '33M',
  '500,000+',
  'Free',
  '0',
  'Everyone',
  'Casual;Brain Games',
  'July 31, 2018',
  '3.5.3183',
  '4.0.3 and up'],
 ['Barbie™ Fashion Closet',
  'FAMILY',
  '4.1',
  '68286',
  '85M',
  '10,000,000+',
  'Free',
  '0',
  'Everyone',
  'Casual;Creativity',
  'July 30, 2018',
  '1.3.7',
  '4.1 and up'],
 ['Candy Day',
  'FAMILY',
  '4.5',
  '11716',
  '48M',
  '1,000,000+',
  'Free',
  '0',
  'Everyone',
  'Casual;Brain Games',
  'August 3, 2018',
  '8.4.3180',
  '4.0 and up'],
 ['Learn To Draw Glow Princess',
  'FAMILY',
  '4.5',
  '3323',
  '9.6M',
  '1,000,000+',
  'Free',
  '0',
  'Everyone',
  'Casual;Pretend Play',
  'July 14, 2017',
  '1.0.1',
  '4.0.3 and up'],
 ['ABC Kids - Tracing & Phonics',
  'FAMILY',
  '4.5',
  '36606',
  'Varies with device',
  '10,000,000+',
  'Free',
  '0',
  'Everyone',
  'Educational;Education',
  'June 22, 2018',
  'Varies with device',
  '4.0 and up'],
 ['Barbie Magical Fashion',
  'FAMILY',
  '4.0',
  '328619',
  '15M',
  '10,000,000+',
  'Free',
  '0',
  'Everyone',
  'Casual;Creativity',
  'October 6, 2017',
  '2.2',
  '4.1 and up'],
 ['Minion Rush: Despicable Me Official Game',
  'FAMILY',
  '4.5',
  '10216997',
  'Varies with device',
  '100,000,000+',
  'Free',
  '0',
  'Everyone 10+',
  'Casual;Action & Adventure',
  'July 12, 2018',
  'Varies with device',
  'Varies with device'],
 ['Piano Kids - Music & Songs',
  'FAMILY',
  '4.6',
  '46741',
  '50M',
  '10,000,000+',
  'Free',
  '0',
  'Everyone',
  'Music;Music & Video',
  'August 3, 2018',
  '1.73',
  '4.0.3 and up'],
 ['Educational Games for Kids',
  'FAMILY',
  '4.5',
  '7050',
  '24M',
  '1,000,000+',
  'Free',
  '0',
  'Everyone',
  'Educational;Education',
  'May 27, 2018',
  '2.0',
  '4.0 and up'],
 ['No.Draw - Colors by Number 2018',
  'FAMILY',
  '4.5',
  '235906',
  '13M',
  '10,000,000+',
  'Free',
  '0',
  'Everyone',
  'Entertainment;Brain Games',
  'July 29, 2018',
  '1.2.0',
  '4.1 and up'],
 ['Fruit Boom',
  'FAMILY',
  '4.4',
  '17753',
  '16M',
  '1,000,000+',
  'Free',
  '0',
  'Everyone',
  'Casual;Brain Games',
  'May 25, 2018',
  '2.2.3172',
  '4.0.3 and up'],
 ['Baby Tiger Care - My Cute Virtual Pet Friend',
  'FAMILY',
  '4.5',
  '432',
  '63M',
  '100,000+',
  'Free',
  '0',
  'Everyone 10+',
  'Educational;Education',
  'July 27, 2018',
  '1.0.89',
  '4.4 and up'],
 ['Rhythm Patrol',
  'FAMILY',
  '4.3',
  '4207',
  '26M',
  '100,000+',
  'Free',
  '0',
  'Everyone',
  'Music;Music & Video',
  'July 23, 2018',
  '2.180723',
  '4.1 and up'],
 ['Kiddopia - Preschool Learning Games',
  'FAMILY',
  '4.5',
  '64',
  '81M',
  '10,000+',
  'Free',
  '0',
  'Everyone',
  'Educational;Education',
  'July 18, 2018',
  '1.1.2',
  '5.0 and up'],
 ['Papumba Academy - Fun Learning For Kids',
  'FAMILY',
  '4.4',
  '496',
  '94M',
  '100,000+',
  'Free',
  '0',
  'Everyone',
  'Education;Education',
  'July 11, 2018',
  '1.0',
  '4.2 and up'],
 ['Drawing for Kids Learning Games for Toddlers age 3',
  'FAMILY',
  '4.6',
  '29436',
  '43M',
  '1,000,000+',
  'Free',
  '0',
  'Everyone',
  'Educational;Education',
  'March 21, 2018',
  '2.0.5.0',
  '4.1 and up'],
 ['Baby Panda’s Juice Shop',
  'FAMILY',
  '4.5',
  '19230',
  '45M',
  '5,000,000+',
  'Free',
  '0',
  'Everyone',
  'Educational;Brain Games',
  'July 12, 2018',
  '8.25.10.01',
  '4.0.3 and up'],
 ['Dr. Panda Restaurant 3',
  'FAMILY',
  '4.2',
  '11126',
  '91M',
  '1,000,000+',
  'Free',
  '0',
  'Everyone',
  'Educational;Pretend Play',
  'March 23, 2018',
  '1.6.4',
  '4.1 and up'],
 ['LEGO® Friends: Heartlake Rush',
  'FAMILY',
  '4.5',
  '23671',
  '91M',
  '1,000,000+',
  'Free',
  '0',
  'Everyone',
  'Arcade;Pretend Play',
  'July 31, 2018',
  '1.2.0',
  '4.1 and up'],
 ['Baby ABC in box! Kids alphabet games for toddlers!',
  'FAMILY',
  '4.6',
  '9652',
  '53M',
  '1,000,000+',
  'Free',
  '0',
  'Everyone',
  'Educational;Education',
  'July 16, 2018',
  '2.0.7.4',
  '4.1 and up'],
 ['Henry Danger Crime Warp',
  'FAMILY',
  '4.6',
  '9626',
  '28M',
  '1,000,000+',
  'Free',
  '0',
  'Everyone',
  'Action;Action & Adventure',
  'February 7, 2018',
  '1.1',
  '4.4 and up'],
 ['Thomas & Friends: Race On!',
  'FAMILY',
  '4.1',
  '29319',
  '26M',
  '5,000,000+',
  'Free',
  '0',
  'Everyone',
  'Casual;Action & Adventure',
  'May 18, 2018',
  '2.4',
  '4.4 and up'],
 ['Super School: Educational Kids Games & Rhymes',
  'FAMILY',
  '4.5',
  '1791',
  '56M',
  '500,000+',
  'Free',
  '0',
  'Everyone',
  'Education;Education',
  'June 2, 2018',
  '5.3.11',
  '5.0 and up'],
 ['Fruit Cube Blast',
  'FAMILY',
  '4.6',
  '9199',
  '80M',
  '500,000+',
  'Free',
  '0',
  'Everyone',
  'Puzzle;Brain Games',
  'August 3, 2018',
  '1.2.7',
  '4.1 and up'],
 ['Toddler Kids Puzzles PUZZINGO',
  'FAMILY',
  '4.6',
  '14014',
  '60M',
  '1,000,000+',
  'Free',
  '0',
  'Everyone',
  'Education;Education',
  'July 6, 2018',
  '7.32',
  '4.0.3 and up'],
 ['Happy Street',
  'FAMILY',
  '4.5',
  '110877',
  'Varies with device',
  '1,000,000+',
  'Free',
  '0',
  'Everyone 10+',
  'Casual;Action & Adventure',
  'March 28, 2018',
  'Varies with device',
  'Varies with device'],
 ['Intellijoy Early Learning Academy',
  'FAMILY',
  '4.3',
  '160',
  '67M',
  '50,000+',
  'Free',
  '0',
  'Everyone',
  'Education;Education',
  'June 18, 2018',
  '3.4.0',
  'Varies with device'],
 ['Dr. Panda Town: Vacation',
  'FAMILY',
  '3.8',
  '10366',
  '78M',
  '1,000,000+',
  'Free',
  '0',
  'Everyone',
  'Education;Pretend Play',
  'July 24, 2018',
  '1.2.1',
  '4.1 and up'],
 ['Leo and Tig',
  'FAMILY',
  '4.5',
  '47644',
  '27M',
  '1,000,000+',
  'Free',
  '0',
  'Everyone',
  'Adventure;Action & Adventure',
  'May 31, 2018',
  '10.180530',
  '4.0.3 and up'],
 ['School of Dragons',
  'FAMILY',
  '4.1',
  '530792',
  'Varies with device',
  '10,000,000+',
  'Free',
  '0',
  'Everyone',
  'Role Playing;Action & Adventure',
  'May 30, 2018',
  'Varies with device',
  'Varies with device'],
 ['Fuzzy Seasons: Animal Forest',
  'FAMILY',
  '4.8',
  '12137',
  '63M',
  '100,000+',
  'Free',
  '0',
  'Everyone 10+',
  'Simulation;Pretend Play',
  'August 6, 2018',
  '149',
  '4.1 and up'],
 ['Montessori Preschool',
  'FAMILY',
  '3.9',
  '237',
  '26M',
  '100,000+',
  'Free',
  '0',
  'Everyone',
  'Education;Education',
  'July 12, 2018',
  '1.7.2',
  '4.1 and up'],
 ['Kids Corner: Interactive Tales and Games for kids',
  'FAMILY',
  '4.5',
  '6404',
  '46M',
  '500,000+',
  'Free',
  '0',
  'Everyone',
  'Educational;Brain Games',
  'July 16, 2018',
  '1.8.3',
  '4.1 and up'],
 ['Cutie Cubies',
  'FAMILY',
  '4.4',
  '6356',
  '83M',
  '500,000+',
  'Free',
  '0',
  'Everyone',
  'Puzzle;Creativity',
  'July 4, 2018',
  '1.180702',
  '4.1 and up'],
 ['Dog Run - Pet Dog Simulator',
  'FAMILY',
  '4.7',
  '48701',
  '24M',
  '10,000,000+',
  'Free',
  '0',
  'Everyone',
  'Simulation;Action & Adventure',
  'May 22, 2018',
  '1.4.12',
  '4.1 and up'],
 ['Moana Island Life',
  'FAMILY',
  '4.1',
  '15246',
  '78M',
  '1,000,000+',
  'Free',
  '0',
  'Everyone',
  'Simulation;Action & Adventure',
  'July 12, 2017',
  '3.2.473.202',
  '4.0 and up'],
 ['Hot Wheels: Race Off',
  'FAMILY',
  '4.5',
  '520654',
  'Varies with device',
  '10,000,000+',
  'Free',
  '0',
  'Everyone',
  'Racing;Action & Adventure',
  'June 28, 2018',
  'Varies with device',
  '4.4 and up'],
 ['Basketball FRVR - Shoot the Hoop and Slam Dunk!',
  'FAMILY',
  '4.5',
  '4076',
  'Varies with device',
  '100,000+',
  'Free',
  '0',
  'Everyone',
  'Sports;Action & Adventure',
  'August 1, 2018',
  '1.3.3',
  '4.1 and up'],
 ['Farming Simulator 14',
  'FAMILY',
  '4.5',
  '530904',
  '51M',
  '10,000,000+',
  'Free',
  '0',
  'Everyone',
  'Simulation;Action & Adventure',
  'July 17, 2017',
  '1.4.4',
  '2.3.3 and up'],
 ['My Oasis - Calming and Relaxing Idle Clicker Game',
  'FAMILY',
  '4.6',
  '106750',
  '94M',
  '1,000,000+',
  'Free',
  '0',
  'Everyone',
  'Simulation;Action & Adventure',
  'June 29, 2018',
  '1.221',
  '4.1 and up'],
 ['My Little Pony Rainbow Runners',
  'FAMILY',
  '4.3',
  '33785',
  '16M',
  '5,000,000+',
  'Free',
  '0',
  'Everyone',
  'Casual;Action & Adventure',
  'December 20, 2017',
  '1.3',
  '4.1 and up'],
 ['Extreme Racing 2 - Real driving RC cars game!',
  'FAMILY',
  '4.3',
  '4207',
  '93M',
  '500,000+',
  'Free',
  '0',
  'Everyone',
  'Racing;Action & Adventure',
  'August 31, 2017',
  '1.1.9',
  '4.1 and up'],
 ['Cars: Lightning League',
  'FAMILY',
  '4.5',
  '58795',
  '77M',
  '10,000,000+',
  'Free',
  '0',
  'Everyone',
  'Racing;Action & Adventure',
  'May 21, 2018',
  '1.6',
  '4.0.3 and up'],
 ['Little Panda Run',
  'FAMILY',
  '4.2',
  '3235',
  '32M',
  '1,000,000+',
  'Free',
  '0',
  'Everyone',
  'Educational;Action & Adventure',
  'June 20, 2018',
  '8.25.10.00',
  '4.0.3 and up'],
 ["Snoopy's Town Tale - City Building Simulator",
  'FAMILY',
  '4.2',
  '47031',
  '58M',
  '1,000,000+',
  'Free',
  '0',
  'Everyone',
  'Simulation;Action & Adventure',
  'July 30, 2018',
  '3.2.4',
  '4.4 and up'],
 ['Car Racing game for Kids - Beepzz Dogs 🐕',
  'FAMILY',
  '4.4',
  '131',
  '48M',
  '100,000+',
  'Free',
  '0',
  'Everyone',
  'Racing;Action & Adventure',
  'June 13, 2018',
  '1.1.1',
  '4.2 and up'],
 ['Pony Friends 🦄 - Beepzz racing game for kids',
  'FAMILY',
  '4.5',
  '114',
  '69M',
  '50,000+',
  'Free',
  '0',
  'Everyone',
  'Racing;Action & Adventure',
  'June 13, 2018',
  '1.4.3',
  '4.2 and up'],
 ['LEGO® Juniors Create & Cruise',
  'FAMILY',
  '4.1',
  '673203',
  '73M',
  '50,000,000+',
  'Free',
  '0',
  'Everyone',
  'Educational;Action & Adventure',
  'January 19, 2018',
  '6.7.5222',
  '4.1 and up'],
 ['Xtreme Racing 2018 - Jeep & 4x4 off road simulator',
  'FAMILY',
  '4.2',
  '2178',
  '99M',
  '500,000+',
  'Free',
  '0',
  'Everyone',
  'Racing;Action & Adventure',
  'August 23, 2017',
  '1.0.8',
  '4.1 and up'],
 ['Thomas & Friends: Go Go Thomas',
  'FAMILY',
  '4.1',
  '175625',
  '16M',
  '10,000,000+',
  'Free',
  '0',
  'Everyone',
  'Racing;Action & Adventure',
  'November 22, 2017',
  '1.4',
  '4.1 and up'],
 ['Ninja Dash - Ronin Jump RPG',
  'FAMILY',
  '4.7',
  '8508',
  '54M',
  '500,000+',
  'Free',
  '0',
  'Everyone 10+',
  'Arcade;Action & Adventure',
  'August 2, 2018',
  '1.1.23',
  '4.0.3 and up'],
 ['Paw Patrol by ShuffleCards',
  'FAMILY',
  '4.3',
  '3484',
  '56M',
  '1,000,000+',
  'Free',
  '0',
  'Everyone',
  'Entertainment;Action & Adventure',
  'March 7, 2017',
  '1.0.1',
  '4.0 and up'],
 ['Plants vs. Zombies™ Heroes',
  'FAMILY',
  '4.4',
  '379415',
  '68M',
  '10,000,000+',
  'Free',
  '0',
  'Everyone',
  'Casual;Action & Adventure',
  'June 26, 2018',
  '1.28.01',
  '4.1 and up'],
 ['Transformers Rescue Bots: Disaster Dash',
  'FAMILY',
  '4.4',
  '19245',
  '25M',
  '1,000,000+',
  'Free',
  '0',
  'Everyone',
  'Casual;Action & Adventure',
  'March 28, 2018',
  '1.3',
  '4.1 and up'],
 ['Mcqueen Coloring pages',
  'FAMILY',
  'NaN',
  '65',
  '7.0M',
  '100,000+',
  'Free',
  '0',
  'Everyone',
  'Art & Design;Action & Adventure',
  'March 7, 2018',
  '1.0.0',
  '4.1 and up'],
 ['PAC-MAN Pop',
  'FAMILY',
  '4.3',
  '24877',
  '54M',
  '5,000,000+',
  'Free',
  '0',
  'Everyone',
  'Puzzle;Action & Adventure',
  'June 20, 2018',
  '2.1.6579',
  '4.1 and up'],
 ['Monster Truck Driver & Racing',
  'FAMILY',
  '4.4',
  '765',
  '51M',
  '1,000,000+',
  'Free',
  '0',
  'Everyone',
  'Education;Action & Adventure',
  'January 19, 2017',
  '1.0.9',
  '2.3 and up'],
 ['L.O.L. Surprise Ball Pop',
  'FAMILY',
  '4.3',
  '10088',
  'Varies with device',
  '1,000,000+',
  'Free',
  '0',
  'Everyone',
  'Casual;Action & Adventure',
  'March 8, 2018',
  'Varies with device',
  '4.1 and up'],
 ['Strawberry Shortcake BerryRush',
  'FAMILY',
  '4.3',
  '525552',
  '48M',
  '10,000,000+',
  'Free',
  '0',
  'Everyone',
  'Action;Action & Adventure',
  'October 15, 2017',
  '1.2.3',
  '2.3 and up'],
 ['Little Fire Station',
  'FAMILY',
  '4.2',
  '3762',
  '44M',
  '1,000,000+',
  'Free',
  '0',
  'Everyone',
  'Education;Action & Adventure',
  'July 2, 2018',
  '1.47',
  '4.3 and up'],
 ['Ice Cream Jump',
  'FAMILY',
  '4.2',
  '141363',
  '8.7M',
  '10,000,000+',
  'Free',
  '0',
  'Everyone',
  'Casual;Action & Adventure',
  'January 21, 2018',
  '1.20.2',
  '2.3 and up'],
 ['Disney Magic Kingdoms: Build Your Own Magical Park',
  'FAMILY',
  '4.3',
  '472584',
  '91M',
  '10,000,000+',
  'Free',
  '0',
  'Everyone',
  'Simulation;Action & Adventure',
  'August 2, 2018',
  '3.2.0h',
  '4.0.3 and up'],
 ['Turbo FAST',
  'FAMILY',
  '4.3',
  '1329192',
  '97M',
  '50,000,000+',
  'Free',
  '0',
  'Everyone',
  'Racing;Action & Adventure',
  'October 4, 2017',
  '2.1.20',
  '2.3.3 and up'],
 ['Transformers Rescue Bots: Hero Adventures',
  'FAMILY',
  '4.2',
  '41273',
  '16M',
  '5,000,000+',
  'Free',
  '0',
  'Everyone',
  'Adventure;Action & Adventure',
  'July 5, 2018',
  '1.5',
  '4.1 and up'],
 ['Robots Vs Zombies: Transform To Race And Fight',
  'FAMILY',
  '4.5',
  '278',
  'Varies with device',
  '100,000+',
  'Free',
  '0',
  'Everyone',
  'Racing;Action & Adventure',
  'July 11, 2018',
  '3.49',
  '4.2 and up'],
 ['Disney Crossy Road',
  'FAMILY',
  '4.5',
  '514088',
  '83M',
  '10,000,000+',
  'Free',
  '0',
  'Everyone',
  'Arcade;Action & Adventure',
  'May 30, 2018',
  '3.200.18289',
  '4.4 and up'],
 ['Touch Racing 2 - Mini RC Race',
  'FAMILY',
  '4.1',
  '41867',
  '78M',
  '1,000,000+',
  'Free',
  '0',
  'Everyone',
  'Racing;Action & Adventure',
  'May 18, 2017',
  '1.4.2.1',
  '2.3.3 and up'],
 ['Toca Kitchen 2',
  'FAMILY',
  '4.5',
  '1014846',
  '56M',
  '50,000,000+',
  'Free',
  '0',
  'Everyone',
  'Educational;Pretend Play',
  'June 29, 2017',
  '1.2.3-play',
  '4.1 and up'],
 ['Doctor Pets',
  'FAMILY',
  '4.2',
  '23060',
  '21M',
  '1,000,000+',
  'Free',
  '0',
  'Everyone',
  'Educational;Education',
  'July 26, 2018',
  '1.19',
  '4.1 and up'],
 ['Supermarket – Game for Kids',
  'FAMILY',
  '4.4',
  '112080',
  '26M',
  '10,000,000+',
  'Free',
  '0',
  'Everyone',
  'Casual;Pretend Play',
  'July 26, 2018',
  '1.24',
  '4.1 and up'],
 ['Supermarket Manager: Cashier Simulator Kids Games',
  'FAMILY',
  '4.0',
  '15489',
  '60M',
  '1,000,000+',
  'Free',
  '0',
  'Everyone',
  'Casual;Pretend Play',
  'October 11, 2017',
  '2.4.9',
  '4.0 and up'],
 ['Kids Animals Jigsaw Puzzles 😄',
  'FAMILY',
  '4.1',
  '51895',
  '22M',
  '10,000,000+',
  'Free',
  '0',
  'Everyone',
  'Educational;Brain Games',
  'June 16, 2018',
  '18.1',
  '4.2 and up'],
 ['Inside Out Thought Bubbles',
  'FAMILY',
  '4.4',
  '623398',
  '58M',
  '10,000,000+',
  'Free',
  '0',
  'Everyone',
  'Puzzle;Brain Games',
  'August 31, 2017',
  '1.22.0',
  '4.0.3 and up'],
 ['Monster High™',
  'FAMILY',
  '4.1',
  '66661',
  '22M',
  '5,000,000+',
  'Free',
  '0',
  'Everyone',
  'Casual;Pretend Play',
  'February 2, 2018',
  '5.2',
  '4.1 and up'],
 ['Cute Pet Puppies',
  'FAMILY',
  '4.0',
  '10447',
  '36M',
  '1,000,000+',
  'Free',
  '0',
  'Everyone',
  'Simulation;Action & Adventure',
  'February 18, 2016',
  '1.0.4',
  '2.3 and up'],
 ['Monster High™ Minis Mania',
  'FAMILY',
  '4.6',
  '19170',
  '70M',
  '1,000,000+',
  'Free',
  '0',
  'Everyone',
  'Strategy;Action & Adventure',
  'March 15, 2017',
  '1.4.2',
  '4.0.3 and up'],
 ['Shopkins World!',
  'FAMILY',
  '4.3',
  '169609',
  '34M',
  '10,000,000+',
  'Free',
  '0',
  'Everyone',
  'Arcade;Action & Adventure',
  'June 13, 2018',
  '3.6.1',
  '4.1 and up'],
 ['Monica Toy TV',
  'FAMILY',
  '4.7',
  '6188',
  '49M',
  '500,000+',
  'Free',
  '0',
  'Everyone 10+',
  'Entertainment;Music & Video',
  'April 3, 2018',
  '1.6.4',
  '4.1 and up'],
 ['Toy Guitar with songs for kids',
  'FAMILY',
  '4.3',
  '1369',
  '9.8M',
  '500,000+',
  'Free',
  '0',
  'Everyone',
  'Music & Audio;Music & Video',
  'March 5, 2016',
  '1.0.3',
  '2.3 and up'],
 ['Endless Numbers',
  'FAMILY',
  '4.4',
  '2952',
  '37M',
  '500,000+',
  'Free',
  '0',
  'Everyone',
  'Education;Education',
  'June 19, 2018',
  '1.2.0',
  '5.1 and up'],
 ['Toddler Learning Games - Little Kids Games',
  'FAMILY',
  '4.2',
  '731',
  'Varies with device',
  '100,000+',
  'Free',
  '0',
  'Everyone',
  'Educational;Education',
  'July 28, 2018',
  '3.7.2.7',
  '4.2 and up'],
 ['Sworkit Kids - Fitness Meets Fun',
  'FAMILY',
  '4.7',
  '9856',
  '55M',
  '100,000+',
  'Free',
  '0',
  'Everyone',
  'Health & Fitness;Education',
  'February 2, 2016',
  '1.1.1',
  '4.0 and up'],
 ['Earth to Luna! Watch and Play',
  'FAMILY',
  '3.9',
  '10753',
  '84M',
  '1,000,000+',
  'Free',
  '0',
  'Everyone',
  'Educational;Education',
  'July 23, 2018',
  '2.5.6',
  '4.1 and up'],
 ['Nancy Drew Codes and Clues',
  'FAMILY',
  '4.1',
  '154',
  '16M',
  '10,000+',
  'Free',
  '0',
  'Everyone',
  'Educational;Education',
  'January 13, 2017',
  '2.0.0',
  '4.1 and up'],
 ['codeSpark Academy & The Foos',
  'FAMILY',
  '4.1',
  '4522',
  '57M',
  '500,000+',
  'Free',
  '0',
  'Everyone',
  'Educational;Education',
  'June 21, 2018',
  '2.19.01',
  '4.1 and up'],
 ['Word Search Games in english',
  'FAMILY',
  '4.3',
  '63186',
  '16M',
  '10,000,000+',
  'Free',
  '0',
  'Everyone',
  'Puzzle;Brain Games',
  'July 12, 2018',
  '7.5',
  '4.0.3 and up'],
 ['Tic Tac Toe',
  'FAMILY',
  '4.1',
  '6007',
  '18M',
  '1,000,000+',
  'Free',
  '0',
  'Everyone',
  'Board;Action & Adventure',
  'July 3, 2017',
  '1.6.3028.0',
  '2.3 and up'],
 ['Dominos Game ✔️',
  'FAMILY',
  '4.1',
  '2903',
  '16M',
  '1,000,000+',
  'Free',
  '0',
  'Everyone',
  'Board;Brain Games',
  'July 5, 2018',
  '5.2',
  '4.1 and up'],
 ['Checkers ✔️',
  'FAMILY',
  '4.1',
  '3617',
  '19M',
  '1,000,000+',
  'Free',
  '0',
  'Everyone',
  'Board;Brain Games',
  'July 24, 2018',
  '4.0.2',
  '4.1 and up'],
 ['Crazy Colors: Bubbles Matching',
  'FAMILY',
  '4.6',
  '3063',
  '1.6M',
  '100,000+',
  'Free',
  '0',
  'Everyone',
  'Board;Brain Games',
  'May 24, 2018',
  '2.9.7',
  '3.0 and up'],
 ['Chess for Kids - Play & Learn',
  'FAMILY',
  '4.1',
  '3234',
  '47M',
  '100,000+',
  'Free',
  '0',
  'Everyone',
  'Puzzle;Brain Games',
  'May 15, 2018',
  '2.2.3',
  '4.1 and up'],
 ['Block Puzzle : Night in Egypt',
  'FAMILY',
  '4.4',
  '276',
  '16M',
  '50,000+',
  'Free',
  '0',
  'Everyone',
  'Puzzle;Brain Games',
  'September 12, 2017',
  '1.2.16',
  '2.3 and up'],
 ['Mosaic puzzles',
  'FAMILY',
  '4.4',
  '1595',
  '14M',
  '500,000+',
  'Free',
  '0',
  'Everyone',
  'Puzzle;Brain Games',
  'July 4, 2018',
  '2.8',
  '4.0.3 and up'],
 ['Chess School for Beginners',
  'FAMILY',
  '4.3',
  '879',
  'Varies with device',
  '100,000+',
  'Free',
  '0',
  'Everyone',
  'Board;Brain Games',
  'May 22, 2018',
  '1.1.0',
  '4.1 and up'],
 ['RISK: Global Domination',
  'FAMILY',
  '4.0',
  '68559',
  '75M',
  '5,000,000+',
  'Free',
  '0',
  'Everyone',
  'Board;Action & Adventure',
  'July 31, 2018',
  '1.19.56.434',
  '4.4 and up'],
 ['Pino chess',
  'FAMILY',
  '4.8',
  '61',
  '25M',
  '1,000+',
  'Free',
  '0',
  'Everyone',
  'Casual;Brain Games',
  'January 26, 2017',
  '0.1.0',
  '4.0 and up'],
 ['Chess PRO Free',
  'FAMILY',
  '3.8',
  '1123',
  '5.7M',
  '100,000+',
  'Free',
  '0',
  'Everyone',
  'Board;Brain Games',
  'September 8, 2016',
  '4.2',
  '2.3 and up'],
 ['All-in-One Mahjong 3 FREE',
  'FAMILY',
  '4.5',
  '566',
  '17M',
  '50,000+',
  'Free',
  '0',
  'Everyone',
  'Board;Brain Games',
  'June 13, 2018',
  '20180609',
  '4.0 and up'],
 ['Kids Balloon Pop Game Free 🎈',
  'FAMILY',
  '4.1',
  '38021',
  '19M',
  '10,000,000+',
  'Free',
  '0',
  'Everyone',
  'Casual;Music & Video',
  'July 6, 2018',
  '18.2',
  '4.0.3 and up'],
 ['Sounds for Toddlers FREE',
  'FAMILY',
  '4.4',
  '6190',
  '23M',
  '1,000,000+',
  'Free',
  '0',
  'Everyone',
  'Educational;Education',
  'August 24, 2015',
  '1.7.1',
  '4.0 and up'],
 ['Elmo Calls by Sesame Street',
  'FAMILY',
  '3.9',
  '6903',
  '25M',
  '1,000,000+',
  'Free',
  '0',
  'Everyone',
  'Educational;Pretend Play',
  'January 31, 2018',
  '2.0.7',
  '2.3 and up'],
 ['Sago Mini Friends',
  'FAMILY',
  '4.4',
  '13155',
  '83M',
  '1,000,000+',
  'Free',
  '0',
  'Everyone',
  'Education;Pretend Play',
  'June 16, 2016',
  '1.3',
  '4.0.3 and up'],
 ['Tee and Mo Bath Time Free',
  'FAMILY',
  '3.6',
  '418',
  '97M',
  '100,000+',
  'Free',
  '0',
  'Everyone',
  'Educational;Education',
  'November 7, 2016',
  '1.0.3',
  '4.0.3 and up'],
 ['Bita and the Animals - Pelos Ares',
  'FAMILY',
  '4.4',
  '1160',
  '37M',
  '100,000+',
  'Free',
  '0',
  'Everyone',
  'Education;Music & Video',
  'May 22, 2013',
  '1.0',
  '2.2 and up'],
 ['TO-FU Oh!SUSHI',
  'FAMILY',
  '4.1',
  '59917',
  '92M',
  '5,000,000+',
  'Free',
  '0',
  'Everyone',
  'Education;Pretend Play',
  'July 31, 2018',
  '2.3',
  '4.4 and up'],
 ['DreamWorks Friends',
  'FAMILY',
  '3.6',
  '1042',
  '48M',
  '100,000+',
  'Free',
  '0',
  'Everyone',
  'Role Playing;Pretend Play',
  'August 4, 2017',
  '2.5',
  '4.3 and up'],
 ['ROBLOX',
  'FAMILY',
  '4.5',
  '4450890',
  '67M',
  '100,000,000+',
  'Free',
  '0',
  'Everyone 10+',
  'Adventure;Action & Adventure',
  'July 31, 2018',
  '2.347.225742',
  '4.1 and up'],
 ['PlayKids - Educational cartoons and games for kids',
  'FAMILY',
  '4.1',
  '182173',
  'Varies with device',
  '10,000,000+',
  'Free',
  '0',
  'Everyone',
  'Entertainment;Music & Video',
  'July 30, 2018',
  'Varies with device',
  'Varies with device'],
 ['YouTube Kids',
  'FAMILY',
  '4.5',
  '470713',
  'Varies with device',
  '50,000,000+',
  'Free',
  '0',
  'Everyone',
  'Entertainment;Music & Video',
  'August 3, 2018',
  '3.43.3',
  '4.1 and up'],
 ['Barbie Life™',
  'FAMILY',
  '3.9',
  '133117',
  '63M',
  '5,000,000+',
  'Free',
  '0',
  'Everyone',
  'Casual;Pretend Play',
  'July 12, 2018',
  '2.6',
  '4.1 and up'],
 ['Palace Pets in Whisker Haven',
  'FAMILY',
  '4.1',
  '47213',
  '14M',
  '5,000,000+',
  'Free',
  '0',
  'Everyone',
  'Entertainment;Pretend Play',
  'December 9, 2017',
  '1.8',
  '4.2 and up'],
 ['Sweet Baby Girl - Dream House and Play Time',
  'FAMILY',
  '3.9',
  '95537',
  '58M',
  '10,000,000+',
  'Free',
  '0',
  'Everyone',
  'Educational;Education',
  'July 13, 2018',
  '2.2.54',
  '4.4 and up'],
 ['Hello Kitty Lunchbox',
  'FAMILY',
  '4.2',
  '51838',
  '15M',
  '5,000,000+',
  'Free',
  '0',
  'Everyone',
  'Casual;Creativity',
  'November 21, 2017',
  '1.6',
  '4.1 and up'],
 ['Sweet Baby Girl Newborn Baby',
  'FAMILY',
  '3.8',
  '36028',
  '50M',
  '5,000,000+',
  'Free',
  '0',
  'Everyone',
  'Educational;Education',
  'July 2, 2018',
  '1.3.51',
  '4.4 and up'],
 ['Ever After High™ Charmed Style',
  'FAMILY',
  '3.9',
  '44062',
  '54M',
  '1,000,000+',
  'Free',
  '0',
  'Everyone',
  'Casual;Pretend Play',
  'December 30, 2016',
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  '4.1',
  '956',
  '10M',
  '100,000+',
  'Free',
  '0',
  'Teen',
  'Entertainment',
  'May 17, 2016',
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  '2.2 and up'],
 ['KISW 99.9 FM SEATTLE',
  'FAMILY',
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  '1469',
  '5.2M',
  '100,000+',
  'Free',
  '0',
  'Everyone',
  'Entertainment',
  'January 29, 2018',
  '2.1.10',
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 ['BK Video Status',
  'FAMILY',
  '5.0',
  '13',
  '2.1M',
  '100+',
  'Free',
  '0',
  'Everyone',
  'Entertainment',
  'July 7, 2018',
  '2.3',
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 ['Korean English Translator',
  'FAMILY',
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  '634',
  '1.8M',
  '100,000+',
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  '0',
  'Everyone',
  'Education',
  'September 5, 2017',
  '1.6',
  '2.3 and up'],
 ['Audio Murli Glossary For BK',
  'FAMILY',
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  '39',
  '20M',
  '1,000+',
  'Free',
  '0',
  'Everyone',
  'Education',
  'January 25, 2016',
  '1.1',
  '4.0.3 and up'],
 ['BK Dinos',
  'FAMILY',
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  '30',
  '99M',
  '5,000+',
  'Free',
  '0',
  'Everyone',
  'Entertainment',
  'March 31, 2018',
  '0.1',
  '4.0 and up'],
 ['Make a burger king',
  'FAMILY',
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  '125',
  '17M',
  '10,000+',
  'Free',
  '0',
  'Everyone',
  'Casual',
  'February 21, 2017',
  'v1.3',
  '4.0 and up'],
 ['King Burger Dash',
  'FAMILY',
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  '445',
  '12M',
  '50,000+',
  'Free',
  '0',
  'Everyone',
  'Casual',
  'March 22, 2015',
  '1.3',
  '2.2 and up'],
 ["Baba Yaad Hai?(BK's)",
  'FAMILY',
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  '160',
  '13M',
  '10,000+',
  'Free',
  '0',
  'Everyone',
  'Entertainment',
  'March 5, 2017',
  '1.3',
  '2.3 and up'],
 ['Burger King Foot Lettuce',
  'FAMILY',
  '4.4',
  '150',
  '5.9M',
  '10,000+',
  'Free',
  '0',
  'Everyone',
  'Entertainment',
  'June 11, 2018',
  '1.07',
  '4.0 and up'],
 ['BK murli today (Mobile Murli) - Gyan',
  'FAMILY',
  '4.8',
  '100',
  '4.5M',
  '5,000+',
  'Free',
  '0',
  'Everyone',
  'Education',
  'August 5, 2018',
  '2.0',
  '4.4 and up'],
 ['BK Murli Dictionary (H to E)',
  'FAMILY',
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  '106',
  '3.9M',
  '10,000+',
  'Free',
  '0',
  'Everyone',
  'Education',
  'November 19, 2016',
  '1.1',
  '2.2 and up'],
 ['BkEmu - BK-0010/11M emulator',
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  '222',
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  '10,000+',
  'Free',
  '0',
  'Everyone',
  'Entertainment',
  'February 7, 2016',
  '0.4.0',
  '2.1 and up'],
 ['Red Embrace (BL/Yaoi Game)',
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  '25M',
  '10,000+',
  'Free',
  '0',
  'Teen',
  'Casual',
  'June 12, 2018',
  '4.5.5',
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 ['Yaoi Ooku: Distorted Love',
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  '2614',
  '6.3M',
  '100,000+',
  'Free',
  '0',
  'Mature 17+',
  'Simulation',
  'April 14, 2015',
  '1.0.8',
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 ['Yaoi Novels - Shounen ai Book&fiction',
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  '304',
  '4.7M',
  '10,000+',
  'Free',
  '0',
  'Teen',
  'Entertainment',
  'February 14, 2018',
  '1.0.2',
  '4.0.3 and up'],
 ['Cerulean Heart',
  'FAMILY',
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  '2683',
  '25M',
  '10,000+',
  'Free',
  '0',
  'Mature 17+',
  'Simulation',
  'June 15, 2018',
  '1.3.1',
  '4.0 and up'],
 ['Gaydorado',
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  '100,000+',
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  'Teen',
  'Role Playing',
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  '0.0.42',
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 ['Chess of Blades (Demo)',
  'FAMILY',
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  '1,000+',
  'Free',
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  'Teen',
  'Casual',
  'January 25, 2018',
  '1.5',
  '2.3.3 and up'],
 ['OTOME of Ikemen cafe',
  'FAMILY',
  '4.5',
  '1318',
  '24M',
  '50,000+',
  'Free',
  '0',
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  'Simulation',
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  '1.0.21',
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  'FAMILY',
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  '855',
  '7.0M',
  '10,000+',
  'Free',
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  'Teen',
  'Entertainment',
  'February 22, 2016',
  '5.0',
  '2.3.3 and up'],
 ['Bm',
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  'NaN',
  '1',
  '1.7M',
  '100+',
  'Free',
  '0',
  'Everyone',
  'Puzzle',
  'September 21, 2016',
  '1.0',
  '4.0.3 and up'],
 ['BM SPM Practice',
  'FAMILY',
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  '1,000+',
  'Free',
  '0',
  'Everyone',
  'Education',
  'January 24, 2018',
  '1.0',
  '4.1 and up'],
 ['RIV-BM FPV',
  'FAMILY',
  'NaN',
  '0',
  '26M',
  '10+',
  'Free',
  '0',
  'Everyone',
  'Entertainment',
  'August 12, 2017',
  '1.0.1',
  '2.2 and up'],
 ['På sporet ABC (BM)',
  'FAMILY',
  'NaN',
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  '28M',
  '1,000+',
  'Free',
  '0',
  'Everyone',
  'Educational',
  'December 21, 2016',
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  '4.0 and up'],
 ['Radio BN',
  'FAMILY',
  'NaN',
  '53',
  '4.2M',
  '5,000+',
  'Free',
  '0',
  'Everyone',
  'Entertainment',
  'January 12, 2018',
  '1.0.3',
  '4.4 and up'],
 ['Yuzu eReader',
  'FAMILY',
  '1.9',
  '250',
  'Varies with device',
  '50,000+',
  'Free',
  '0',
  'Everyone',
  'Education',
  'July 18, 2018',
  'Varies with device',
  'Varies with device'],
 ['Bubble Bo-Bo',
  'FAMILY',
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  '65',
  '24M',
  '10,000+',
  'Free',
  '0',
  'Everyone',
  'Casual',
  'July 5, 2018',
  '6.0',
  '4.0 and up'],
 ['Boom Beach',
  'FAMILY',
  '4.5',
  '5591653',
  '95M',
  '50,000,000+',
  'Free',
  '0',
  'Everyone 10+',
  'Strategy',
  'July 18, 2018',
  '35.119',
  '4.0.3 and up'],
 ['Casual Sic Bo (骰寶)',
  'FAMILY',
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  '3',
  '2.2M',
  '500+',
  'Free',
  '0',
  'Teen',
  'Casual',
  'July 22, 2018',
  '1.1.1',
  '5.0 and up'],
 ['HBO GO: Stream with TV Package',
  'FAMILY',
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  '87734',
  '32M',
  '10,000,000+',
  'Free',
  '0',
  'Teen',
  'Entertainment',
  'July 19, 2018',
  '16.0.0.437',
  '4.1 and up'],
 ['Habbo - Virtual World',
  'FAMILY',
  '3.8',
  '159398',
  '28M',
  '5,000,000+',
  'Free',
  '0',
  'Teen',
  'Role Playing',
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  '2.22.0',
  '4.2 and up'],
 ['Power Spheres by BoBoiBoy',
  'FAMILY',
  '4.3',
  '70903',
  '51M',
  '5,000,000+',
  'Free',
  '0',
  'Everyone',
  'Puzzle;Brain Games',
  'May 3, 2018',
  '1.3.20',
  '4.0.3 and up'],
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  '50,000,000+',
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  '0',
  'Everyone',
  'Casual',
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  'FAMILY',
  '4.5',
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  '1,000,000+',
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  '0',
  'Everyone',
  'Arcade;Action & Adventure',
  'July 8, 2016',
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  '10,000,000+',
  'Free',
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  'Everyone',
  'Entertainment',
  'August 2, 2018',
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  '4.0 and up'],
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  'Everyone',
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  'February 3, 2018',
  '1.3_4',
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  '5,000+',
  'Free',
  '0',
  'Everyone',
  'Simulation',
  'August 1, 2018',
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  'FAMILY',
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  '7.0M',
  '50,000+',
  'Free',
  '0',
  'Everyone',
  'Entertainment',
  'September 20, 2016',
  '1.2',
  '4.0.3 and up'],
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  '1,000+',
  'Free',
  '0',
  'Everyone',
  'Education',
  'July 7, 2017',
  '5.1',
  '2.3 and up'],
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  'FAMILY',
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  '1,000+',
  'Free',
  '0',
  'Everyone 10+',
  'Entertainment',
  'January 23, 2018',
  '2.4',
  '2.3.3 and up'],
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  'FAMILY',
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  '21M',
  '50,000+',
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  '0',
  'Everyone',
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  'December 21, 2016',
  '1.4.1',
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  'FAMILY',
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  '10M',
  '10,000+',
  'Free',
  '0',
  'Everyone',
  'Education',
  'July 7, 2017',
  '1.6',
  '2.3 and up'],
 ['Left vs Right: Brain Training',
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  '5,000,000+',
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  '0',
  'Everyone',
  'Educational',
  'November 24, 2017',
  '3.3.0',
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  'NaN',
  '0',
  '33M',
  '100+',
  'Free',
  '0',
  'Everyone',
  'Education',
  'August 2, 2018',
  '30.0',
  '4.2 and up'],
 ['Br. Parking - Busy road Parking 3D 2018',
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  '5,000+',
  'Free',
  '0',
  'Everyone',
  'Simulation',
  'January 13, 2018',
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  '4.1 and up'],
 ['Br video editing',
  'FAMILY',
  'NaN',
  '1',
  '34M',
  '100+',
  'Free',
  '0',
  'Everyone',
  'Entertainment',
  'September 1, 2017',
  '1.0',
  '4.1 and up'],
 ['Tv Br News',
  'FAMILY',
  'NaN',
  '4',
  '569k',
  '100+',
  'Free',
  '0',
  'Everyone',
  'Entertainment',
  'January 10, 2018',
  '1.4',
  '2.3 and up'],
 ['Br Shafi',
  'FAMILY',
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  '10,000+',
  'Free',
  '0',
  'Everyone',
  'Education',
  'July 11, 2018',
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 ['Top BR Chaya Songs',
  'FAMILY',
  'NaN',
  '0',
  '3.8M',
  '10+',
  'Free',
  '0',
  'Everyone',
  'Entertainment',
  'May 18, 2018',
  '1.0',
  '4.0.3 and up'],
 ['Companion for Fortnite & Fortnite Battle Royale',
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  '2736',
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  'Free',
  '0',
  'Everyone',
  'Entertainment',
  'August 3, 2018',
  'Varies with device',
  '4.1 and up'],
 ['Loteria BR',
  'FAMILY',
  'NaN',
  '0',
  '1.8M',
  '50+',
  'Free',
  '0',
  'Everyone',
  'Entertainment',
  'May 17, 2017',
  '1.0.6',
  '4.0 and up'],
 ['Vlogger Go Viral - Tuber Game',
  'FAMILY',
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  '10,000,000+',
  'Free',
  '0',
  'Everyone',
  'Strategy',
  'July 27, 2018',
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  '4.1 and up'],
 ['B R COACHINGS',
  'FAMILY',
  'NaN',
  '1',
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  '10+',
  'Free',
  '0',
  'Everyone',
  'Education',
  'July 12, 2018',
  '1.0',
  '4.4 and up'],
 ['Loved by King Bs',
  'FAMILY',
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  '5546',
  '85M',
  '100,000+',
  'Free',
  '0',
  'Everyone',
  'Simulation',
  'June 15, 2018',
  '1.21',
  '4.0.3 and up'],
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  'FAMILY',
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  '1,000+',
  'Free',
  '0',
  'Everyone',
  'Education',
  'May 16, 2018',
  '1.2',
  '4.1 and up'],
 ['Marked by King Bs',
  'FAMILY',
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  '70335',
  '58M',
  '500,000+',
  'Free',
  '0',
  'Teen',
  'Simulation',
  'October 17, 2017',
  '1.0.7',
  '4.3 and up'],
 ['COMSATS BOOK STORE FOR BS(CS)',
  'FAMILY',
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  '50+',
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  '0',
  'Everyone',
  'Education',
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  '2.0',
  '4.0.3 and up'],
 ['BS Meter (Ad Supported)',
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  '14',
  '592k',
  '1,000+',
  'Free',
  '0',
  'Teen',
  'Entertainment',
  'August 14, 2013',
  '2.0',
  '2.2 and up'],
 ['Simulator Brawl Box for BS',
  'FAMILY',
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  '5,000+',
  'Free',
  '0',
  'Everyone',
  'Simulation',
  'June 27, 2017',
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  '4.0.3 and up'],
 ['BS Generator',
  'FAMILY',
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  '3.3M',
  '100+',
  'Free',
  '0',
  'Everyone',
  'Entertainment',
  'July 23, 2016',
  '1.1',
  '4.4 and up'],
 ['BS Films',
  'FAMILY',
  'NaN',
  '1',
  '24M',
  '100+',
  'Free',
  '0',
  'Everyone',
  'Entertainment',
  'December 12, 2017',
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  '4.3 and up'],
 ['BibApp TU BS',
  'FAMILY',
  'NaN',
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  '3.5M',
  '1,000+',
  'Free',
  '0',
  'Everyone',
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  'December 15, 2014',
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  '840k',
  '100+',
  'Free',
  '0',
  'Everyone',
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  'June 9, 2014',
  '1.0.1',
  '4.0.3 and up'],
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  'FAMILY',
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  '1.5M',
  '5,000+',
  'Free',
  '0',
  'Everyone',
  'Education',
  'March 4, 2015',
  '1.1.2',
  '4.0 and up'],
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  'FAMILY',
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  '11480',
  '93M',
  '100,000+',
  'Free',
  '0',
  'Everyone',
  'Simulation',
  'May 25, 2018',
  '1.0.4',
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  'FAMILY',
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  '301',
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  '10,000+',
  'Free',
  '0',
  'Everyone',
  'Education',
  'July 1, 2018',
  '1.0',
  '4.1 and up'],
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  '72M',
  '50,000+',
  'Free',
  '0',
  'Everyone',
  'Simulation',
  'February 27, 2018',
  '1.0.1',
  '4.4 and up'],
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  '847',
  '21M',
  '10,000+',
  'Free',
  '0',
  'Everyone',
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  'July 16, 2018',
  '2.3',
  '4.0.3 and up'],
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  'FAMILY',
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  '19640',
  '67M',
  '100,000+',
  'Free',
  '0',
  'Teen',
  'Simulation',
  'May 18, 2018',
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  '4.4 and up'],
 ['BSc Ag Entrance Preparation',
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  '6.2M',
  '10,000+',
  'Free',
  '0',
  'Everyone',
  'Education',
  'May 31, 2018',
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  '4.1 and up'],
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  'FAMILY',
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  '48451',
  '52M',
  '1,000,000+',
  'Free',
  '0',
  'Teen',
  'Strategy',
  'August 1, 2018',
  '4.6.00',
  '4.0.3 and up'],
 ['Wifi BT Scanner',
  'FAMILY',
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  '2',
  '1.2M',
  '500+',
  'Free',
  '0',
  'Everyone',
  'Education',
  'November 3, 2016',
  '1.0',
  '4.0.3 and up'],
 ['BT Master',
  'FAMILY',
  'NaN',
  '0',
  '222k',
  '100+',
  'Free',
  '0',
  'Everyone',
  'Education',
  'November 6, 2016',
  'NaN',
  '1.6 and up'],
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  'FAMILY',
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  '37122',
  '89M',
  '1,000,000+',
  'Free',
  '0',
  'Everyone',
  'Educational',
  'June 14, 2018',
  '1.03',
  '4.1 and up'],
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  'FAMILY',
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  '1,000+',
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  '0',
  'Everyone',
  'Education',
  'December 2, 2017',
  '4.0',
  '4.4 and up'],
 ['BU Study',
  'FAMILY',
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  '5.6M',
  '10+',
  'Free',
  '0',
  'Everyone',
  'Education',
  'December 7, 2017',
  '1.0',
  '4.0.3 and up'],
 ['Bu Hangi Uygulama ?',
  'FAMILY',
  'NaN',
  '1',
  '24M',
  '10+',
  'Free',
  '0',
  'Everyone',
  'Puzzle',
  'March 6, 2018',
  '3.2.6z',
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 ['BU Mobile',
  'FAMILY',
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  '4.3M',
  '10,000+',
  'Free',
  '0',
  'Everyone',
  'Education',
  'July 6, 2018',
  '2.4.1',
  '2.3.3 and up'],
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  '100',
  '10M',
  '1,000+',
  'Free',
  '0',
  'Everyone',
  'Education',
  'May 6, 2018',
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  '1.0.1',
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  '1.0.5.170418-cardspl',
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  'FAMILY',
  '3.8',
  '174',
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  'Everyone',
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  '1.0',
  '2.3 and up'],
 ['Water Surfer Floating BMX Bicycle Rider Racing',
  'FAMILY',
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  '551',
  '38M',
  '100,000+',
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  'Everyone',
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  '1.0',
  '2.3 and up'],
 ['City Builder 2016: County Mall',
  'FAMILY',
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  '41693',
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  '1.0.23',
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  'FAMILY',
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  'Simulation',
  'May 8, 2018',
  '1.94',
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  '7664',
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  '500,000+',
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  '0',
  'Everyone',
  'Casual;Pretend Play',
  'September 9, 2015',
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  '50,000+',
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  '1.4.1',
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  'Everyone',
  'Entertainment',
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  '500,000+',
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  '0',
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  '10,000,000+',
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  'Everyone',
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  'July 19, 2018',
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  '12784',
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  '1,000,000+',
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  '0',
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  '1.2.0.200',
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  '24557',
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  '1,000,000+',
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  '0',
  'Everyone',
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  'August 3, 2018',
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  '1,000,000+',
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  '1.3.3.1',
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  'Everyone',
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  'Everyone',
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  'August 2, 2018',
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  'Everyone',
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  'Everyone',
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  'Everyone',
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  '2.1.1',
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  'Everyone',
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  '100,000+',
  'Free',
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  'Everyone',
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  'Free',
  '0',
  'Mature 17+',
  'Entertainment',
  'May 29, 2018',
  '3.0.1805181047',
  '5.0 and up'],
 ['Ben 10: Alien Experience',
  'FAMILY',
  '4.2',
  '82005',
  '45M',
  '10,000,000+',
  'Free',
  '0',
  'Everyone 10+',
  'Action;Action & Adventure',
  'October 24, 2017',
  '1.2.1',
  '4.4 and up'],
 ['MagiMobile – Mighty Magiswords',
  'FAMILY',
  '4.2',
  '120035',
  '45M',
  '5,000,000+',
  'Free',
  '0',
  'Everyone',
  'Entertainment;Action & Adventure',
  'January 4, 2018',
  '1.0.11',
  '4.1 and up'],
 ['Surely You Quest - Magiswords',
  'FAMILY',
  '4.6',
  '43314',
  '83M',
  '1,000,000+',
  'Free',
  '0',
  'Everyone 10+',
  'Role Playing;Action & Adventure',
  'June 20, 2017',
  '1.0.2',
  '4.1 and up'],
 ['Burrito Bash – We Bare Bears',
  'FAMILY',
  '4.3',
  '10776',
  '21M',
  '1,000,000+',
  'Free',
  '0',
  'Everyone',
  'Arcade;Action & Adventure',
  'October 26, 2017',
  '3.4',
  '4.1 and up'],
 ['LEGO® TV',
  'FAMILY',
  '3.7',
  '17250',
  '7.2M',
  '1,000,000+',
  'Free',
  '0',
  'Everyone 10+',
  'Entertainment;Music & Video',
  'August 4, 2018',
  '4.0.2',
  '5.0 and up'],
 ['Boomerang',
  'FAMILY',
  '4.2',
  '13519',
  '51M',
  '1,000,000+',
  'Free',
  '0',
  'Everyone',
  'Entertainment;Music & Video',
  'July 27, 2018',
  '2.18',
  '5.0 and up'],
 ['We Bare Bears Match3 Repairs',
  'FAMILY',
  '4.7',
  '39153',
  '98M',
  '1,000,000+',
  'Free',
  '0',
  'Everyone',
  'Puzzle',
  'July 25, 2018',
  '1.1.7',
  '4.1 and up'],
 ['Champions and Challengers - Adventure Time',
  'FAMILY',
  '4.6',
  '51973',
  '27M',
  '1,000,000+',
  'Free',
  '0',
  'Everyone',
  'Role Playing',
  'August 2, 2018',
  '1.2.5',
  '4.4 and up'],
 ['Block Survival Craft:The Story',
  'FAMILY',
  '4.1',
  '7046',
  '87M',
  '500,000+',
  'Free',
  '0',
  'Everyone 10+',
  'Puzzle',
  'October 12, 2017',
  '0.2.7',
  '4.0.3 and up'],
 ["What's Up, Snoopy? - Peanuts",
  'FAMILY',
  '4.5',
  '773',
  '55M',
  '100,000+',
  'Free',
  '0',
  'Everyone',
  'Arcade;Action & Adventure',
  'August 22, 2017',
  '1.0.1',
  '5.1 and up'],
 ['DisneyNOW – TV Shows & Games',
  'FAMILY',
  '4.3',
  '82499',
  'Varies with device',
  '5,000,000+',
  'Free',
  '0',
  'Everyone',
  'Entertainment;Music & Video',
  'July 5, 2018',
  'Varies with device',
  '4.4 and up'],
 ['Pokémon TV',
  'FAMILY',
  '4.2',
  '117461',
  'Varies with device',
  '5,000,000+',
  'Free',
  '0',
  'Everyone',
  'Entertainment;Music & Video',
  'June 29, 2018',
  'Varies with device',
  'Varies with device'],
 ['CN TV Canal 3 - Cable Netword',
  'FAMILY',
  'NaN',
  '5',
  '16M',
  '1,000+',
  'Free',
  '0',
  'Everyone',
  'Entertainment',
  'February 10, 2018',
  '2.0',
  '4.0.3 and up'],
 ['CN Resident',
  'FAMILY',
  '5.0',
  '1',
  '64M',
  '100+',
  'Free',
  '0',
  'Everyone',
  'Entertainment',
  'May 22, 2017',
  '40.10',
  '4.1 and up'],
 ['Little Lovely Dentist',
  'FAMILY',
  '4.2',
  '17786',
  '16M',
  '1,000,000+',
  'Free',
  '0',
  'Everyone',
  'Casual',
  'May 14, 2018',
  '1.1.8',
  '4.0 and up'],
 ['Dots & Co: A Puzzle Adventure',
  'FAMILY',
  '4.5',
  '81001',
  '85M',
  '1,000,000+',
  'Free',
  '0',
  'Everyone',
  'Puzzle',
  'April 27, 2018',
  '2.15.2',
  '4.1 and up'],
 ['Supermarket Cashier Kids Games',
  'FAMILY',
  '3.6',
  '32416',
  'Varies with device',
  '1,000,000+',
  'Free',
  '0',
  'Everyone',
  'Educational',
  'July 10, 2017',
  'Varies with device',
  'Varies with device'],
 ['Dungeon Legends - PvP Action MMO RPG Co-op Games',
  'FAMILY',
  '4.4',
  '102215',
  '42M',
  '1,000,000+',
  'Free',
  '0',
  'Teen',
  'Role Playing',
  'June 25, 2018',
  '3.10',
  '4.0.3 and up'],
 ['CO CASE Events',
  'FAMILY',
  'NaN',
  '0',
  '54M',
  '100+',
  'Free',
  '0',
  'Everyone',
  'Education',
  'January 30, 2018',
  '1.3',
  '4.1 and up'],
 ['Permit Test CO Colorado DMV',
  'FAMILY',
  '4.5',
  '41',
  '11M',
  '1,000+',
  'Free',
  '0',
  'Everyone',
  'Education',
  'June 15, 2017',
  '2.6.5',
  '4.1 and up'],
 ['CP Channel',
  'FAMILY',
  '4.6',
  '7',
  '12M',
  '500+',
  'Free',
  '0',
  'Everyone 10+',
  'Education',
  'March 21, 2018',
  '1.1.0',
  '4.1 and up'],
 ['Evolution CP & IV Calculator for pokemon',
  'FAMILY',
  '4.3',
  '9465',
  '43M',
  '500,000+',
  'Free',
  '0',
  'Everyone',
  'Entertainment',
  'July 8, 2018',
  '0.4.6',
  '4.4 and up'],
 ['CP Creepypasta',
  'FAMILY',
  '3.8',
  '128',
  '2.9M',
  '10,000+',
  'Free',
  '0',
  'Teen',
  'Entertainment',
  'July 11, 2016',
  '1.0.2',
  '4.0.3 and up'],
 ['CP RACING 2 FREE',
  'FAMILY',
  '4.0',
  '4607',
  '19M',
  '100,000+',
  'Free',
  '0',
  'Everyone',
  'Simulation',
  'March 12, 2018',
  '3',
  '4.0 and up'],
 ['CP-Care Mobile',
  'FAMILY',
  'NaN',
  '1',
  '16M',
  '10+',
  'Free',
  '0',
  'Everyone',
  'Education',
  'June 20, 2018',
  '1',
  '4.0 and up'],
 ['CP Calculator',
  'FAMILY',
  '4.1',
  '187',
  '2.9M',
  '10,000+',
  'Free',
  '0',
  'Everyone',
  'Entertainment',
  'September 13, 2016',
  '3.21',
  '4.1 and up'],
 ['iTooch Mathématiques CP',
  'FAMILY',
  '4.3',
  '1018',
  '35M',
  '100,000+',
  'Free',
  '0',
  'Everyone',
  'Education;Education',
  'June 28, 2017',
  '4.6.2',
  '4.0.3 and up'],
 ['Evolution CP',
  'FAMILY',
  '3.6',
  '13',
  '4.7M',
  '500+',
  'Free',
  '0',
  'Everyone',
  'Entertainment',
  'September 4, 2016',
  '1.0.2',
  '4.0.3 and up'],
 ['Foothills CP',
  'FAMILY',
  '5.0',
  '4',
  '7.8M',
  '100+',
  'Free',
  '0',
  'Teen',
  'Education',
  'June 25, 2018',
  '3.8.0',
  '4.1 and up'],
 ['GO CP Evolution Calculator',
  'FAMILY',
  'NaN',
  '5',
  '2.4M',
  '100+',
  'Free',
  '0',
  'Everyone',
  'Entertainment',
  'January 29, 2017',
  '1.0',
  '4.0.3 and up'],
 ['CP Calculator - Poke Go Calc',
  'FAMILY',
  '4.1',
  '7',
  '22M',
  '500+',
  'Free',
  '0',
  'Everyone',
  'Entertainment',
  'September 17, 2016',
  '1.1',
  '4.2 and up'],
 ['Cp Calculator for Evolution:GO',
  'FAMILY',
  '4.8',
  '124',
  '2.5M',
  '500+',
  'Free',
  '0',
  'Everyone',
  'Entertainment',
  'August 23, 2016',
  '1.2',
  '4.2 and up'],
 ['CP Brown English-Telugu Dictionary',
  'FAMILY',
  '4.4',
  '8',
  '6.8M',
  '500+',
  'Free',
  '0',
  'Everyone',
  'Education',
  'November 10, 2017',
  '3.0',
  '4.0 and up'],
 ['CP evolution calculator Pokemo',
  'FAMILY',
  '4.1',
  '78',
  '787k',
  '10,000+',
  'Free',
  '0',
  'Everyone',
  'Educational',
  'February 26, 2017',
  '1.3',
  '4.1 and up'],
 ['Crusaders Quest',
  'FAMILY',
  '4.4',
  '475020',
  '69M',
  '5,000,000+',
  'Free',
  '0',
  'Everyone 10+',
  'Role Playing',
  'July 26, 2018',
  '4.7.0.KG',
  '4.1 and up'],
 ['Curio Quest',
  'FAMILY',
  '4.3',
  '59152',
  '50M',
  '1,000,000+',
  'Free',
  '0',
  'Everyone 10+',
  'Role Playing',
  'March 29, 2018',
  '1.14.00',
  '4.0.3 and up'],
 ['Sabbath School 4',
  'FAMILY',
  '4.3',
  '2871',
  '18M',
  '100,000+',
  'Free',
  '0',
  'Everyone',
  'Education',
  'May 8, 2015',
  '1.6',
  '2.3.3 and up'],
 ['Cardinal Quest 2',
  'FAMILY',
  '4.4',
  '19207',
  '36M',
  '100,000+',
  'Free',
  '0',
  'Everyone',
  'Role Playing',
  'September 19, 2016',
  '1.19',
  '2.3 and up'],
 ['Gun Simulator - Gun Games',
  'FAMILY',
  '4.4',
  '134',
  'Varies with device',
  '10,000+',
  'Free',
  '0',
  'Teen',
  'Simulation',
  'February 24, 2018',
  'Varies with device',
  '4.0.3 and up'],
 ['ClanManagerTT2',
  'FAMILY',
  '4.7',
  '55',
  '3.3M',
  '1,000+',
  'Free',
  '0',
  'Everyone',
  'Casual',
  'July 24, 2018',
  '2.2.9',
  '4.4 and up'],
 ['Christian Questions Podcast',
  'FAMILY',
  '4.6',
  '222',
  '15M',
  '10,000+',
  'Free',
  '0',
  'Everyone',
  'Education',
  'March 28, 2018',
  '2.8',
  '4.0.3 and up'],
 ['QST',
  'FAMILY',
  '2.5',
  '706',
  'Varies with device',
  '10,000+',
  'Free',
  '0',
  'Everyone',
  'Education',
  'March 14, 2018',
  'Varies with device',
  'Varies with device'],
 ['Next Island: Dino Village',
  'FAMILY',
  '3.9',
  '29',
  '37M',
  '1,000+',
  'Free',
  '0',
  'Everyone 10+',
  'Casual',
  'May 4, 2018',
  '1.0',
  '5.0 and up'],
 ['QC',
  'FAMILY',
  'NaN',
  '4',
  '34M',
  '100+',
  'Free',
  '0',
  'Everyone',
  'Puzzle',
  'October 5, 2016',
  '1.0',
  '4.0.3 and up'],
 ['Color Quartets',
  'FAMILY',
  '4.0',
  '42',
  '12M',
  '1,000+',
  'Free',
  '0',
  'Everyone',
  'Casual',
  'November 15, 2016',
  '1.46',
  '4.0 and up'],
 ['CR & CoC Private Server - Clash Barbarians PRO',
  'FAMILY',
  '4.6',
  '167974',
  '5.0M',
  '500,000+',
  'Free',
  '0',
  'Everyone',
  'Entertainment',
  'July 27, 2018',
  'Gratis',
  '4.0.3 and up'],
 ['Chest Simulator for Clash Royale',
  'FAMILY',
  '4.4',
  '4756',
  '33M',
  '100,000+',
  'Free',
  '0',
  'Everyone',
  'Simulation',
  'July 19, 2018',
  '1.1.9',
  '4.1 and up'],
 ['Clash Soundboard For CR & COC',
  'FAMILY',
  '4.3',
  '13',
  '26M',
  '500+',
  'Free',
  '0',
  'Everyone',
  'Entertainment',
  'January 3, 2018',
  '1.1',
  '4.0.3 and up'],
 ['Quiz for Clash Royale™',
  'FAMILY',
  '4.0',
  '3788',
  '32M',
  '100,000+',
  'Free',
  '0',
  'Everyone',
  'Entertainment',
  'July 18, 2018',
  '3.0.1',
  '4.1 and up'],
 ['Chest Calculator for CR',
  'FAMILY',
  '3.9',
  '14754',
  '21M',
  '1,000,000+',
  'Free',
  '0',
  'Everyone 10+',
  'Entertainment',
  'July 22, 2018',
  '1.8.1',
  '4.1 and up'],
 ['Stats CR Clan for Clash Royale',
  'FAMILY',
  '3.8',
  '16',
  '9.9M',
  '100+',
  'Free',
  '0',
  'Everyone',
  'Entertainment',
  'July 25, 2018',
  '1.2.9',
  '4.1 and up'],
 ['Ultimate Clash Royale Tracker',
  'FAMILY',
  '4.7',
  '92010',
  '5.9M',
  '1,000,000+',
  'Free',
  '0',
  'Everyone',
  'Strategy',
  'July 4, 2018',
  '1.4.8',
  '4.2 and up'],
 ['Chest Opener for CR - The Circle Game',
  'FAMILY',
  'NaN',
  '68',
  '2.7M',
  '5,000+',
  'Free',
  '0',
  'Everyone',
  'Entertainment',
  'January 7, 2018',
  '1.0.3',
  '5.0 and up'],
 ['Servidor Privado de CR y CoC - Light Royale',
  'FAMILY',
  '4.6',
  '3106',
  '3.6M',
  '10,000+',
  'Free',
  '0',
  'Everyone',
  'Entertainment',
  'May 17, 2018',
  '7',
  '4.0.3 and up'],
 ['Helper for Clash Royale (All-in-1)',
  'FAMILY',
  '4.3',
  '6078',
  '37M',
  '500,000+',
  'Free',
  '0',
  'Everyone',
  'Entertainment',
  'November 10, 2017',
  '2.0.0',
  '4.1 and up'],
 ['CR Fans: Mazos, Clanes y Grupos',
  'FAMILY',
  '4.3',
  '219',
  '4.3M',
  '5,000+',
  'Free',
  '0',
  'Everyone',
  'Entertainment',
  'December 21, 2017',
  '1.0.7',
  '2.3 and up'],
 ['CR Best Decks',
  'FAMILY',
  '3.5',
  '34',
  '30M',
  '1,000+',
  'Free',
  '0',
  'Everyone',
  'Strategy',
  'July 5, 2017',
  '1.03',
  '4.0.3 and up'],
 ['CR Family',
  'FAMILY',
  '2.3',
  '10',
  '5.2M',
  '1,000+',
  'Free',
  '0',
  'Everyone',
  'Education',
  'February 8, 2017',
  '1.0.0',
  '4.1 and up'],
 ['Deck Shop for Clash Royale',
  'FAMILY',
  '4.6',
  '2167',
  '13M',
  '100,000+',
  'Free',
  '0',
  'Everyone',
  'Entertainment',
  'August 6, 2018',
  '1.1.5',
  '4.4 and up'],
 ['Royale Tournaments',
  'FAMILY',
  '4.4',
  '2420',
  '6.7M',
  '50,000+',
  'Free',
  '0',
  'Teen',
  'Entertainment',
  'July 28, 2018',
  '5.3.6.0',
  '4.1 and up'],
 ['Deck Builder & Analyzer for CR',
  'FAMILY',
  '3.1',
  '52',
  '9.8M',
  '5,000+',
  'Free',
  '0',
  'Everyone',
  'Entertainment',
  'May 4, 2017',
  '1.0',
  '4.0.3 and up'],
 ['Cr Aviation Academy',
  'FAMILY',
  '5.0',
  '7',
  '22M',
  '100+',
  'Free',
  '0',
  'Everyone',
  'Education',
  'August 9, 2017',
  '1.0',
  '4.1 and up'],
 ['CS-Touch',
  'FAMILY',
  '3.9',
  '337',
  '22M',
  '10,000+',
  'Free',
  '0',
  'Everyone',
  'Education',
  'May 11, 2018',
  '3.6',
  '5.0 and up'],
 ['CS Guns Shoot',
  'FAMILY',
  '3.7',
  '433',
  'Varies with device',
  '50,000+',
  'Free',
  '0',
  'Teen',
  'Entertainment',
  'August 1, 2013',
  '1.5',
  '2.2 and up'],
 ['CS Interview Questions (TechQ)',
  'FAMILY',
  '4.8',
  '33',
  '6.7M',
  '5,000+',
  'Free',
  '0',
  'Everyone',
  'Education',
  'January 27, 2017',
  '1.5',
  '4.1 and up'],
 ['Guide for CS:GO',
  'FAMILY',
  '4.4',
  '16459',
  '88M',
  '500,000+',
  'Free',
  '0',
  'Everyone',
  'Entertainment',
  'July 15, 2017',
  '3.2.0',
  '2.3 and up'],
 ['CS Interview FAQs',
  'FAMILY',
  '4.3',
  '99',
  '1.1M',
  '10,000+',
  'Free',
  '0',
  'Everyone',
  'Education',
  'February 11, 2013',
  '1.13',
  '2.2 and up'],
 ['DU CS Lectures - Learn to Code for Free',
  'FAMILY',
  '4.8',
  '16',
  '7.8M',
  '100+',
  'Free',
  '0',
  'Everyone',
  'Education',
  'July 29, 2018',
  '4.0',
  '4.1 and up'],
 ['My Nexus for CS:S & CS:GO',
  'FAMILY',
  '3.6',
  '783',
  '25M',
  '50,000+',
  'Free',
  '0',
  'Teen',
  'Entertainment',
  'June 25, 2016',
  '1.3.4',
  '4.0 and up'],
 ['CS & IT Interview Questions',
  'FAMILY',
  '5.0',
  '43',
  '3.3M',
  '1,000+',
  'Free',
  '0',
  'Everyone',
  'Education',
  'March 27, 2018',
  '1.1',
  '4.2 and up'],
 ['GATE CS Engineering 2019 Exam Prep App',
  'FAMILY',
  '4.2',
  '162',
  '6.2M',
  '10,000+',
  'Free',
  '0',
  'Everyone',
  'Education',
  'February 15, 2018',
  'Y4W-GATE_CS-5.0.0',
  '4.1 and up'],
 ['Case Simulator Hero for CS:GO',
  'FAMILY',
  '4.3',
  '14604',
  '68M',
  '500,000+',
  'Free',
  '0',
  'Teen',
  'Simulation',
  'July 4, 2018',
  '3.1.2',
  '4.2 and up'],
 ['CA CS Network',
  'FAMILY',
  '4.7',
  '160',
  '19M',
  '5,000+',
  'Free',
  '0',
  'Everyone',
  'Education',
  'July 25, 2018',
  '1.0',
  '4.4 and up'],
 ['Smokes for CS:GO',
  'FAMILY',
  '3.9',
  '3253',
  '3.6M',
  '100,000+',
  'Free',
  '0',
  'Everyone',
  'Entertainment',
  'April 10, 2015',
  '1.3',
  '2.2 and up'],
 ...]

A quick look at the results shows the large number of games among free apps.

Exapnding the android data to look at apps within the FAMILY category show that most of them are games.

While most of the apps in the data set are games, it is uncertain if they are the most popular apps.

In [28]:

android_category_freq_table = freq_table(android_data, 1)

print(android_category_freq_table)

{'ART_AND_DESIGN': 0.6442133815551537, 'AUTO_AND_VEHICLES': 0.9267631103074141, 'BEAUTY': 0.599005424954792, 'BOOKS_AND_REFERENCE': 2.1360759493670884, 'BUSINESS': 4.599909584086799, 'COMICS': 0.6103074141048824, 'COMMUNICATION': 3.2323688969258586, 'DATING': 1.8648282097649187, 'EDUCATION': 1.164104882459313, 'ENTERTAINMENT': 0.9606690777576853, 'EVENTS': 0.7120253164556962, 'FINANCE': 3.7070524412296564, 'FOOD_AND_DRINK': 1.2432188065099457, 'HEALTH_AND_FITNESS': 3.0854430379746836, 'HOUSE_AND_HOME': 0.8024412296564195, 'LIBRARIES_AND_DEMO': 0.9380650994575045, 'LIFESTYLE': 3.887884267631103, 'GAME': 9.697106690777577, 'FAMILY': 18.942133815551536, 'MEDICAL': 3.5375226039783, 'SOCIAL': 2.667269439421338, 'SHOPPING': 2.2490958408679926, 'PHOTOGRAPHY': 2.949819168173599, 'SPORTS': 3.390596745027125, 'TRAVEL_AND_LOCAL': 2.3395117540687163, 'TOOLS': 8.453887884267631, 'PERSONALIZATION': 3.322784810126582, 'PRODUCTIVITY': 3.899186256781193, 'PARENTING': 0.6555153707052441, 'WEATHER': 0.7911392405063291, 'VIDEO_PLAYERS': 1.7970162748643763, 'NEWS_AND_MAGAZINES': 2.802893309222423, 'MAPS_AND_NAVIGATION': 1.3901446654611211}

In [29]:

n_installs = '100,000+'
n_installs = n_installs.replace('+', '')
n_installs = n_installs.replace(',', '')
print(n_installs)