Apps on Google Play and App Store

The project is about the free apps on Google Play and App Store and how they generate revenue based on in-app advertisements. This means the revenue for any given app is mostly influenced by the number of users who use the app — the more users that see and engage with the ads, the better.

The goal of the project is to analyze data to help the app developers understand what type of apps are likely to attract more users.

In [1]:
opened_file_appstore = open("E:/Don't Delete/Desktop/AppleStore.csv", encoding='utf8')
from csv import reader
read_file_appstore = reader(opened_file_appstore)
appstore_data = list(read_file_appstore)
In [2]:
opened_file_googleplay = open("E:/Don't Delete/Desktop/googleplaystore.csv", encoding = 'utf8')
read_file_googleplay = reader(opened_file_googleplay)
googleplay_data = list(read_file_googleplay)
In [3]:
def explore_data(dataset, start, end, rows_and_columns = False):
    dataset_slice = dataset[start:end]
    for row in dataset_slice:
        print(row)
        print('\n')
        
    if rows_and_columns:
        print('Number of rows:', len(dataset))
        print('Number of columns:', len(dataset[0]))
In [4]:
app_store = explore_data(appstore_data[1:], 0, 5, rows_and_columns = True)
google_play = explore_data(googleplay_data[1:], 0, 5, rows_and_columns = True)
print(app_store)
print(google_play)
['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']


['529479190', 'Clash of Clans', '116476928', 'USD', '0.0', '2130805', '579', '4.5', '4.5', '9.24.12', '9+', 'Games', '38', '5', '18', '1']


['420009108', 'Temple Run', '65921024', 'USD', '0.0', '1724546', '3842', '4.5', '4.0', '1.6.2', '9+', 'Games', '40', '5', '1', '1']


['284035177', 'Pandora - Music & Radio', '130242560', 'USD', '0.0', '1126879', '3594', '4.0', '4.5', '8.4.1', '12+', 'Music', '37', '4', '1', '1']


Number of rows: 7197
Number of columns: 16
['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']


['U Launcher Lite – FREE Live Cool Themes, Hide Apps', 'ART_AND_DESIGN', '4.7', '87510', '8.7M', '5,000,000+', 'Free', '0', 'Everyone', 'Art & Design', 'August 1, 2018', '1.2.4', '4.0.3 and up']


['Sketch - Draw & Paint', 'ART_AND_DESIGN', '4.5', '215644', '25M', '50,000,000+', 'Free', '0', 'Teen', 'Art & Design', 'June 8, 2018', 'Varies with device', '4.2 and up']


['Pixel Draw - Number Art Coloring Book', 'ART_AND_DESIGN', '4.3', '967', '2.8M', '100,000+', 'Free', '0', 'Everyone', 'Art & Design;Creativity', 'June 20, 2018', '1.1', '4.4 and up']


Number of rows: 10841
Number of columns: 13
None
None
In [5]:
print('App Store dataset column names:',appstore_data[0])
print('Google Play Store dataset column names:', googleplay_data[0])
App Store dataset column names: ['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']
Google Play Store dataset column names: ['App', 'Category', 'Rating', 'Reviews', 'Size', 'Installs', 'Type', 'Price', 'Content Rating', 'Genres', 'Last Updated', 'Current Ver', 'Android Ver']

From a glance of column names in App Store dataset there are some columns like 'sup_devices.num', 'ipadSc_urls.num', 'lang.num', 'vpp_lic' which are difficult to understand. To help with the description of the column names one can use this Documentation to better understand the meaning of the columns.

From the glance of column names in Google Play Store dataset we can see columns like 'App', 'Category', 'Rating', 'Reviews', 'Size', 'Installs', 'Type', 'Price', 'Content Rating', 'Genres' being a great help for our analysis.

In [6]:
print(googleplay_data[10473])
['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']
In [7]:
del googleplay_data[10473]

Deleting Duplicate Rows

The dataset for Google Play Store contains a large number of entries and thus one can assume the possibility of duplicate rows existing in the dataset

In [8]:
for app in googleplay_data[1:]:
    name = app[0]
    if name == 'Instagram':
        print(app)
['Instagram', 'SOCIAL', '4.5', '66577313', 'Varies with device', '1,000,000,000+', 'Free', '0', 'Teen', 'Social', 'July 31, 2018', 'Varies with device', 'Varies with device']
['Instagram', 'SOCIAL', '4.5', '66577446', 'Varies with device', '1,000,000,000+', 'Free', '0', 'Teen', 'Social', 'July 31, 2018', 'Varies with device', 'Varies with device']
['Instagram', 'SOCIAL', '4.5', '66577313', 'Varies with device', '1,000,000,000+', 'Free', '0', 'Teen', 'Social', 'July 31, 2018', 'Varies with device', 'Varies with device']
['Instagram', 'SOCIAL', '4.5', '66509917', 'Varies with device', '1,000,000,000+', 'Free', '0', 'Teen', 'Social', 'July 31, 2018', 'Varies with device', 'Varies with device']

Thus we can see through an example of 'Instagram' that there are duplicate rows in the dataset that need to be dealt with.

Let's find out the number of duplicate rows in the entire dataset for Google Play Store

In [9]:
duplicate_apps = []
unique_apps = []
for app in googleplay_data[1:]:
    name = app[0]
    if name in unique_apps:
        duplicate_apps.append(name)
    else:
        unique_apps.append(name)
        
print('Number of duplicate rows:', len(duplicate_apps))
print('Names of duplicate rows:', duplicate_apps[:10])
Number of duplicate rows: 1181
Names of duplicate rows: ['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 duplicate rows will not be deleted randomly as it could our data analysis. The criterion to delete duplicate rows would be to look at the number of reviews in the 'reviews' column and keep only the row of the app which has highest number of reviews from other duplicate rows of the same app, as more reviews will mean that the data is more recent and up to date.

In [10]:
reviews_max = {}
for app in googleplay_data[1:]:
    name = app[0]
    n_reviews = float(app[3])
    if name in reviews_max and n_reviews > reviews_max[name]:
        reviews_max[name] = n_reviews
    if name not in reviews_max:
        reviews_max[name] = n_reviews
        
print(len(reviews_max))
9659

Now, let's use the reviews_max dictionary to remove the duplicates. For the duplicate cases, we'll only keep the entries with the highest number of reviews. In the code cell below:

1. We start by initializing two empty lists, android_clean and already_added.

2. We loop through the android data set, and for every iteration:

- We isolate the name of the app and the number of reviews.

- We add the current row (app) to the android_clean list, and the app name (name) to the already_added list if:

1. The number of reviews of the current app matches the number of reviews of that app as described in the reviews_max dictionary; and

2. The name of the app is not already in the already_added list. We need to add this supplementary condition to account for those cases where the highest number of reviews of a duplicate app is the same for more than one entry (for example, the Box app has three entries, and the number of reviews is the same). If we just check for reviews_max[name] == n_reviews, we'll still end up with duplicate entries for some apps.

In [11]:
android_clean = []
already_added = []
for app in googleplay_data[1:]:
    name = app[0]
    n_reviews = float(app[3])
    if (n_reviews == reviews_max[name]) and (name not in already_added):
        android_clean.append(app)
        already_added.append(name)
In [12]:
print(len(android_clean))
android_clean[:5]
9659
Out[12]:
[['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'],
 ['U Launcher Lite – FREE Live Cool Themes, Hide Apps',
  'ART_AND_DESIGN',
  '4.7',
  '87510',
  '8.7M',
  '5,000,000+',
  'Free',
  '0',
  'Everyone',
  'Art & Design',
  'August 1, 2018',
  '1.2.4',
  '4.0.3 and up'],
 ['Sketch - Draw & Paint',
  'ART_AND_DESIGN',
  '4.5',
  '215644',
  '25M',
  '50,000,000+',
  'Free',
  '0',
  'Teen',
  'Art & Design',
  'June 8, 2018',
  'Varies with device',
  '4.2 and up'],
 ['Pixel Draw - Number Art Coloring Book',
  'ART_AND_DESIGN',
  '4.3',
  '967',
  '2.8M',
  '100,000+',
  'Free',
  '0',
  'Everyone',
  'Art & Design;Creativity',
  'June 20, 2018',
  '1.1',
  '4.4 and up'],
 ['Paper flowers instructions',
  'ART_AND_DESIGN',
  '4.4',
  '167',
  '5.6M',
  '50,000+',
  'Free',
  '0',
  'Everyone',
  'Art & Design',
  'March 26, 2017',
  '1.0',
  '2.3 and up']]

Deleting Rows with Non-English App names

English text usually includes letters from the English alphabet, numbers composed of digits from 0 to 9, punctuation marks (., !, ?, ;, etc.), and other symbols (+, *, /, etc.).

All these characters that are specific to English texts are encoded using the ASCII standard. Each ASCII character has a corresponding number between 0 and 127 associated with it, and we can take advantage of that to build a function that checks an app name and tells us whether it contains non-ASCII characters.

In [13]:
def check_string(string):
    for character in string:
        ascii_no = ord(character)
        if ascii_no > 127:
            return False
    return True
In [14]:
print(check_string('Instagram'))
print(check_string('爱奇艺PPS -《欢乐颂2》电视剧热播'))
print(check_string('Docs To Go™ Free Office Suite'))
print(check_string('Instachat 😜'))
True
False
False
False

If we're going to use the function we've created, we'll lose useful data since many English apps will be incorrectly labeled as non-English. To minimize the impact of data loss, we'll only remove an app if its name has more than three characters with corresponding numbers falling outside the ASCII range. This means all English apps with up to three emoji or other special characters will still be labeled as English. Our filter function is still not perfect, but it should be fairly effective.

In [15]:
def check_string(string):
    ch_no = 0
    for character in string:
        ascii_no = ord(character)
        if ascii_no > 127:
            ch_no += 1
    if ch_no > 3:
        return False
    else:
        return True
In [16]:
print(check_string('Instagram'))
print(check_string('爱奇艺PPS -《欢乐颂2》电视剧热播'))
print(check_string('Docs To Go™ Free Office Suite'))
print(check_string('Instachat 😜'))
True
False
True
True
In [17]:
android_english = []
ios_english = []
for app in android_clean:
    name = app[0]
    if check_string(name):
        android_english.append(app)
        
for app in appstore_data[1:]:
    name = app[1]
    if check_string(name):
        ios_english.append(app)
        
explore_data(ios_english, 0, 5, True)
print('\n')
explore_data(android_english, 0, 5, True)
['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']


['529479190', 'Clash of Clans', '116476928', 'USD', '0.0', '2130805', '579', '4.5', '4.5', '9.24.12', '9+', 'Games', '38', '5', '18', '1']


['420009108', 'Temple Run', '65921024', 'USD', '0.0', '1724546', '3842', '4.5', '4.0', '1.6.2', '9+', 'Games', '40', '5', '1', '1']


['284035177', 'Pandora - Music & Radio', '130242560', 'USD', '0.0', '1126879', '3594', '4.0', '4.5', '8.4.1', '12+', 'Music', '37', '4', '1', '1']


Number of rows: 6183
Number of columns: 16


['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']


['U Launcher Lite – FREE Live Cool Themes, Hide Apps', 'ART_AND_DESIGN', '4.7', '87510', '8.7M', '5,000,000+', 'Free', '0', 'Everyone', 'Art & Design', 'August 1, 2018', '1.2.4', '4.0.3 and up']


['Sketch - Draw & Paint', 'ART_AND_DESIGN', '4.5', '215644', '25M', '50,000,000+', 'Free', '0', 'Teen', 'Art & Design', 'June 8, 2018', 'Varies with device', '4.2 and up']


['Pixel Draw - Number Art Coloring Book', 'ART_AND_DESIGN', '4.3', '967', '2.8M', '100,000+', 'Free', '0', 'Everyone', 'Art & Design;Creativity', 'June 20, 2018', '1.1', '4.4 and up']


['Paper flowers instructions', 'ART_AND_DESIGN', '4.4', '167', '5.6M', '50,000+', 'Free', '0', 'Everyone', 'Art & Design', 'March 26, 2017', '1.0', '2.3 and up']


Number of rows: 9614
Number of columns: 13

Deleting the Non-Free apps

In [18]:
ios_final = []
android_final = []
for app in android_english:
    price = app[7]
    if price == '0':
        android_final.append(app)
        
for app in ios_english:
    price = app[4]
    if price == '0.0':
        ios_final.append(app)
        
print('Number of rows in App Store dataset:', len(ios_final))
print('Number of rows in Google Play Store dataset:', len(android_final))
Number of rows in App Store dataset: 3222
Number of rows in Google Play Store dataset: 8864

Most common Genres

As we mentioned in the introduction, our aim is to determine the kinds of apps that are likely to attract more users because our revenue is highly influenced by the number of people using our apps.

To minimize risks and overhead, our validation strategy for an app idea is comprised of three steps:

1. Build a minimal Android version of the app, and add it to Google Play.

2. If the app has a good response from users, we develop it further.

3. If the app is profitable after six months, we build an iOS version of the app and add it to the App Store.

Because our end goal is to add the app on both Google Play and the App Store, we need to find app profiles that are successful on both markets. For instance, a profile that works well for both markets might be a productivity app that makes use of gamification.

Let's begin the analysis by getting a sense of the most common genres for each market. For this, we'll build a frequency table for the prime_genre column of the App Store data set, and the Genres and Category columns of the Google Play data set.

In [19]:
def freq_table(dataset, index):
    dict_1 = {}
    total = 0
    for element in dataset:
        total +=1
        value = element[index]
        if value in dict_1:
            dict_1[value] += 1
        else:
            dict_1[value] = 1
            
    dict_percentages = {}
    for key in dict_1:
        percentage = (dict_1[key] / total) * 100
        dict_percentages[key] = percentage
        
    return dict_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 [20]:
display_table(ios_final, index = -5)
Games : 58.16263190564867
Entertainment : 7.883302296710118
Photo & Video : 4.9658597144630665
Education : 3.662321539416512
Social Networking : 3.2898820608317814
Shopping : 2.60707635009311
Utilities : 2.5139664804469275
Sports : 2.1415270018621975
Music : 2.0484171322160147
Health & Fitness : 2.0173805090006205
Productivity : 1.7380509000620732
Lifestyle : 1.5828677839851024
News : 1.3345747982619491
Travel : 1.2414649286157666
Finance : 1.1173184357541899
Weather : 0.8690254500310366
Food & Drink : 0.8069522036002483
Reference : 0.5586592178770949
Business : 0.5276225946617008
Book : 0.4345127250155183
Navigation : 0.186219739292365
Medical : 0.186219739292365
Catalogs : 0.12414649286157665

We can see that among the free English apps, more than a half (58.16%) are games. Entertainment apps are close to 8%, followed by photo and video apps, which are close to 5%. Only 3.66% of the apps are designed for education, followed by social networking apps which amount for 3.29% of the apps in our data set.

The general impression is that App Store (at least the part containing free English apps) is dominated by apps that are designed for fun (games, entertainment, photo and video, social networking, sports, music, etc.), while apps with practical purposes (education, shopping, utilities, productivity, lifestyle, etc.) are more rare. However, the fact that fun apps are the most numerous doesn't also imply that they also have the greatest number of users — the demand might not be the same as the offer.

In [21]:
display_table(android_final , index = -4)
Tools : 8.449909747292418
Entertainment : 6.069494584837545
Education : 5.347472924187725
Business : 4.591606498194946
Productivity : 3.892148014440433
Lifestyle : 3.892148014440433
Finance : 3.7003610108303246
Medical : 3.531137184115524
Sports : 3.463447653429603
Personalization : 3.3167870036101084
Communication : 3.2378158844765346
Action : 3.1024368231046933
Health & Fitness : 3.0798736462093865
Photography : 2.944494584837545
News & Magazines : 2.7978339350180503
Social : 2.6624548736462095
Travel & Local : 2.3240072202166067
Shopping : 2.2450361010830324
Books & Reference : 2.1435018050541514
Simulation : 2.0419675090252705
Dating : 1.861462093862816
Arcade : 1.8501805054151623
Video Players & Editors : 1.7712093862815883
Casual : 1.7599277978339352
Maps & Navigation : 1.3989169675090252
Food & Drink : 1.2409747292418771
Puzzle : 1.128158844765343
Racing : 0.9927797833935018
Role Playing : 0.9363718411552346
Libraries & Demo : 0.9363718411552346
Auto & Vehicles : 0.9250902527075812
Strategy : 0.9138086642599278
House & Home : 0.8235559566787004
Weather : 0.8009927797833934
Events : 0.7107400722021661
Adventure : 0.6768953068592057
Comics : 0.6092057761732852
Beauty : 0.5979241877256317
Art & Design : 0.5979241877256317
Parenting : 0.4963898916967509
Card : 0.45126353790613716
Casino : 0.42870036101083037
Trivia : 0.41741877256317694
Educational;Education : 0.39485559566787
Board : 0.3835740072202166
Educational : 0.3722924187725632
Education;Education : 0.33844765342960287
Word : 0.2594765342960289
Casual;Pretend Play : 0.236913357400722
Music : 0.2030685920577617
Racing;Action & Adventure : 0.16922382671480143
Puzzle;Brain Games : 0.16922382671480143
Entertainment;Music & Video : 0.16922382671480143
Casual;Brain Games : 0.13537906137184114
Casual;Action & Adventure : 0.13537906137184114
Arcade;Action & Adventure : 0.12409747292418773
Action;Action & Adventure : 0.10153429602888085
Educational;Pretend Play : 0.09025270758122744
Simulation;Action & Adventure : 0.078971119133574
Parenting;Education : 0.078971119133574
Entertainment;Brain Games : 0.078971119133574
Board;Brain Games : 0.078971119133574
Parenting;Music & Video : 0.06768953068592057
Educational;Brain Games : 0.06768953068592057
Casual;Creativity : 0.06768953068592057
Art & Design;Creativity : 0.06768953068592057
Education;Pretend Play : 0.056407942238267145
Role Playing;Pretend Play : 0.04512635379061372
Education;Creativity : 0.04512635379061372
Role Playing;Action & Adventure : 0.033844765342960284
Puzzle;Action & Adventure : 0.033844765342960284
Entertainment;Creativity : 0.033844765342960284
Entertainment;Action & Adventure : 0.033844765342960284
Educational;Creativity : 0.033844765342960284
Educational;Action & Adventure : 0.033844765342960284
Education;Music & Video : 0.033844765342960284
Education;Brain Games : 0.033844765342960284
Education;Action & Adventure : 0.033844765342960284
Adventure;Action & Adventure : 0.033844765342960284
Video Players & Editors;Music & Video : 0.02256317689530686
Sports;Action & Adventure : 0.02256317689530686
Simulation;Pretend Play : 0.02256317689530686
Puzzle;Creativity : 0.02256317689530686
Music;Music & Video : 0.02256317689530686
Entertainment;Pretend Play : 0.02256317689530686
Casual;Education : 0.02256317689530686
Board;Action & Adventure : 0.02256317689530686
Video Players & Editors;Creativity : 0.01128158844765343
Trivia;Education : 0.01128158844765343
Travel & Local;Action & Adventure : 0.01128158844765343
Tools;Education : 0.01128158844765343
Strategy;Education : 0.01128158844765343
Strategy;Creativity : 0.01128158844765343
Strategy;Action & Adventure : 0.01128158844765343
Simulation;Education : 0.01128158844765343
Role Playing;Brain Games : 0.01128158844765343
Racing;Pretend Play : 0.01128158844765343
Puzzle;Education : 0.01128158844765343
Parenting;Brain Games : 0.01128158844765343
Music & Audio;Music & Video : 0.01128158844765343
Lifestyle;Pretend Play : 0.01128158844765343
Lifestyle;Education : 0.01128158844765343
Health & Fitness;Education : 0.01128158844765343
Health & Fitness;Action & Adventure : 0.01128158844765343
Entertainment;Education : 0.01128158844765343
Communication;Creativity : 0.01128158844765343
Comics;Creativity : 0.01128158844765343
Casual;Music & Video : 0.01128158844765343
Card;Action & Adventure : 0.01128158844765343
Books & Reference;Education : 0.01128158844765343
Art & Design;Pretend Play : 0.01128158844765343
Art & Design;Action & Adventure : 0.01128158844765343
Arcade;Pretend Play : 0.01128158844765343
Adventure;Education : 0.01128158844765343

We see in the 'Genre' category of the Google Play Store dataset, that there are lot of intricate and granular genres, with 'Tools' genre leading the with 8.45%, followed by Entertainment

In [22]:
display_table(android_final, index = 1)
FAMILY : 18.907942238267147
GAME : 9.724729241877256
TOOLS : 8.461191335740072
BUSINESS : 4.591606498194946
LIFESTYLE : 3.9034296028880866
PRODUCTIVITY : 3.892148014440433
FINANCE : 3.7003610108303246
MEDICAL : 3.531137184115524
SPORTS : 3.395758122743682
PERSONALIZATION : 3.3167870036101084
COMMUNICATION : 3.2378158844765346
HEALTH_AND_FITNESS : 3.0798736462093865
PHOTOGRAPHY : 2.944494584837545
NEWS_AND_MAGAZINES : 2.7978339350180503
SOCIAL : 2.6624548736462095
TRAVEL_AND_LOCAL : 2.33528880866426
SHOPPING : 2.2450361010830324
BOOKS_AND_REFERENCE : 2.1435018050541514
DATING : 1.861462093862816
VIDEO_PLAYERS : 1.7937725631768955
MAPS_AND_NAVIGATION : 1.3989169675090252
FOOD_AND_DRINK : 1.2409747292418771
EDUCATION : 1.1620036101083033
ENTERTAINMENT : 0.9589350180505415
LIBRARIES_AND_DEMO : 0.9363718411552346
AUTO_AND_VEHICLES : 0.9250902527075812
HOUSE_AND_HOME : 0.8235559566787004
WEATHER : 0.8009927797833934
EVENTS : 0.7107400722021661
PARENTING : 0.6543321299638989
ART_AND_DESIGN : 0.6430505415162455
COMICS : 0.6204873646209386
BEAUTY : 0.5979241877256317

The landscape seems significantly different on Google Play: there are not that many apps designed for fun, and it seems that a good number of apps are designed for practical purposes (family, tools, business, lifestyle, productivity, etc.). However, if we investigate this further, we can see that the family category (which accounts for almost 19% of the apps) means mostly games for kids.

Up to this point, we found that the App Store is dominated by apps designed for fun, while Google Play shows a more balanced landscape of both practical and for-fun apps. Now we'd like to get an idea about the kind of apps that have most users.

In [23]:
ios_apps = freq_table(ios_final, -5)

for genre in ios_apps:
    total = 0       #It will store the sum of user ratings (number of ratingsn not actual ratings) of each genre
    len_genre = 0       #This variable will store the number of apps specific to each genre.
    for app in ios_final:
        genre_app = app[-5]
        if genre_app == genre:
            user_rat = float(app[5])
            total += user_rat
            len_genre += 1
            
    avg_user_rat = total/len_genre
    print(genre, ':', avg_user_rat)
Social Networking : 71548.34905660378
Photo & Video : 28441.54375
Games : 22788.6696905016
Music : 57326.530303030304
Reference : 74942.11111111111
Health & Fitness : 23298.015384615384
Weather : 52279.892857142855
Utilities : 18684.456790123455
Travel : 28243.8
Shopping : 26919.690476190477
News : 21248.023255813954
Navigation : 86090.33333333333
Lifestyle : 16485.764705882353
Entertainment : 14029.830708661417
Food & Drink : 33333.92307692308
Sports : 23008.898550724636
Book : 39758.5
Finance : 31467.944444444445
Education : 7003.983050847458
Productivity : 21028.410714285714
Business : 7491.117647058823
Catalogs : 4004.0
Medical : 612.0
In [24]:
for app in ios_final:
    if app[-5] == 'Social Networking':
        print(app[1], ':', app[5])
Facebook : 2974676
Pinterest : 1061624
Skype for iPhone : 373519
Messenger : 351466
Tumblr : 334293
WhatsApp Messenger : 287589
Kik : 260965
ooVoo – Free Video Call, Text and Voice : 177501
TextNow - Unlimited Text + Calls : 164963
Viber Messenger – Text & Call : 164249
Followers - Social Analytics For Instagram : 112778
MeetMe - Chat and Meet New People : 97072
We Heart It - Fashion, wallpapers, quotes, tattoos : 90414
InsTrack for Instagram - Analytics Plus More : 85535
Tango - Free Video Call, Voice and Chat : 75412
LinkedIn : 71856
Match™ - #1 Dating App. : 60659
Skype for iPad : 60163
POF - Best Dating App for Conversations : 52642
Timehop : 49510
Find My Family, Friends & iPhone - Life360 Locator : 43877
Whisper - Share, Express, Meet : 39819
Hangouts : 36404
LINE PLAY - Your Avatar World : 34677
WeChat : 34584
Badoo - Meet New People, Chat, Socialize. : 34428
Followers + for Instagram - Follower Analytics : 28633
GroupMe : 28260
Marco Polo Video Walkie Talkie : 27662
Miitomo : 23965
SimSimi : 23530
Grindr - Gay and same sex guys chat, meet and date : 23201
Wishbone - Compare Anything : 20649
imo video calls and chat : 18841
After School - Funny Anonymous School News : 18482
Quick Reposter - Repost, Regram and Reshare Photos : 17694
Weibo HD : 16772
Repost for Instagram : 15185
Live.me – Live Video Chat & Make Friends Nearby : 14724
Nextdoor : 14402
Followers Analytics for Instagram - InstaReport : 13914
YouNow: Live Stream Video Chat : 12079
FollowMeter for Instagram - Followers Tracking : 11976
LINE : 11437
eHarmony™ Dating App - Meet Singles : 11124
Discord - Chat for Gamers : 9152
QQ : 9109
Telegram Messenger : 7573
Weibo : 7265
Periscope - Live Video Streaming Around the World : 6062
Chat for Whatsapp - iPad Version : 5060
QQ HD : 5058
Followers Analysis Tool For Instagram App Free : 4253
live.ly - live video streaming : 4145
Houseparty - Group Video Chat : 3991
SOMA Messenger : 3232
Monkey : 3060
Down To Lunch : 2535
Flinch - Video Chat Staring Contest : 2134
Highrise - Your Avatar Community : 2011
LOVOO - Dating Chat : 1985
PlayStation®Messages : 1918
BOO! - Video chat camera with filters & stickers : 1805
Qzone : 1649
Chatous - Chat with new people : 1609
Kiwi - Q&A : 1538
GhostCodes - a discovery app for Snapchat : 1313
Jodel : 1193
FireChat : 1037
Google Duo - simple video calling : 1033
Fiesta by Tango - Chat & Meet New People : 885
Google Allo — smart messaging : 862
Peach — share vividly : 727
Hey! VINA - Where Women Meet New Friends : 719
Battlefield™ Companion : 689
All Devices for WhatsApp - Messenger for iPad : 682
Chat for Pokemon Go - GoChat : 500
IAmNaughty – Dating App to Meet New People Online : 463
Qzone HD : 458
Zenly - Locate your friends in realtime : 427
League of Legends Friends : 420
豆瓣 : 407
Candid - Speak Your Mind Freely : 398
知乎 : 397
Selfeo : 366
Fake-A-Location Free ™ : 354
Popcorn Buzz - Free Group Calls : 281
Fam — Group video calling for iMessage : 279
QQ International : 274
Ameba : 269
SoundCloud Pulse: for creators : 240
Tantan : 235
Cougar Dating & Life Style App for Mature Women : 213
Rawr Messenger - Dab your chat : 180
WhenToPost: Best Time to Post Photos for Instagram : 158
Inke—Broadcast an amazing life : 147
Mustknow - anonymous video Q&A : 53
CTFxCmoji : 39
Lobi : 36
Chain: Collaborate On MyVideo Story/Group Video : 35
botman - Real time video chat : 7
BestieBox : 0
MATCH ON LINE chat : 0
niconico ch : 0
LINE BLOG : 0
bit-tube - Live Stream Video Chat : 0

We see that this genre is dominated by a lot of heavyweights like Facebook, Pinterest, Skype, Whatsapp messenger etc., and thus we can see the glaring difference between the big companies and the small ones. This leads us to believe that this genre is tough to break with our new app and hence this genre is not recommended.

In [25]:
for app in ios_final:
    if app[-5] == 'Games':
        print(app[1], ':', app[5])
Clash of Clans : 2130805
Temple Run : 1724546
Candy Crush Saga : 961794
Angry Birds : 824451
Subway Surfers : 706110
Solitaire : 679055
CSR Racing : 677247
Crossy Road - Endless Arcade Hopper : 669079
Injustice: Gods Among Us : 612532
Hay Day : 567344
PAC-MAN : 508808
DragonVale : 503230
Head Soccer : 481564
Despicable Me: Minion Rush : 464312
The Sims™ FreePlay : 446880
Sonic Dash : 418033
8 Ball Pool™ : 416736
Tiny Tower - Free City Building : 414803
Jetpack Joyride : 405647
Bike Race - Top Motorcycle Racing Games : 405007
Kim Kardashian: Hollywood : 397730
Trivia Crack : 393469
WordBrain : 391401
Sniper 3D Assassin: Shoot to Kill Gun Game : 386521
Flow Free : 373857
Geometry Dash Lite : 370370
▻Sudoku : 359832
Fruit Ninja® : 327025
Pixel Gun 3D : 301182
Temple Run 2 : 295211
My Horse : 293857
Word Cookies! : 287095
Dragon City Mobile : 277268
The Simpsons™: Tapped Out : 274501
Plants vs. Zombies™ 2 : 267394
Clash Royale : 266921
Pokémon GO : 257627
CSR Racing 2 : 257100
Star Wars™: Commander : 253448
Boom Beach : 241929
MARVEL Contest of Champions : 233599
MADDEN NFL Mobile : 230289
Bejeweled Blitz : 221002
Can You Escape : 218024
Fallout Shelter : 199396
SimCity BuildIt : 198338
Real Basketball : 198050
Asphalt 8: Airborne : 188568
Magic Jigsaw Puzzles : 187666
Farm Heroes Saga : 187579
Beer Pong Game : 187315
Glow Hockey 2 FREE : 186653
Pictoword: Fun 2 Pics Guess What's the Word Trivia : 186089
ROBLOX : 183621
Bejeweled Classic : 183259
Daily Celebrity Crossword : 181384
AdVenture Capitalist : 181359
Blackjack by MobilityWare : 180087
Call of Duty®: Heroes : 179416
Deer Hunter Classic : 179111
Agar.io : 176514
Piano Tiles (Don't Tap The White Tile) : 172686
Angry Birds Rio : 170843
The Secret Society® - Hidden Mystery : 168674
Real Racing 3 : 164483
Highway Rider : 164377
Words with Friends – Best Word Game : 160668
Bowmasters - Top Multiplayer Bowman Archery Game : 159323
aa : 158845
2048 : 157882
Episode - Choose Your Story : 155903
Dumb Ways to Die : 151559
Jurassic World™: The Game : 149138
Color Switch : 145043
Iron Force : 141634
Racing Penguin Free - Top Flying and Diving Game : 141224
Two Dots : 139486
Jigsaw Puzzle : 138726
Summoners War : 137122
Sniper Shooter: Gun Shooting Games : 134080
Candy Crush Soda Saga : 133394
My Singing Monsters : 130519
Spider Solitaire Free by MobilityWare : 128739
Smash Hit : 126233
▻Solitaire : 124618
My Talking Tom : 123859
Clumsy Ninja : 123032
Tetris® Blitz : 122868
Star Wars™: Galaxy of Heroes : 122260
Bubble Mania™ : 122081
Geometry Dash Meltdown : 117470
Beat the Boss 2 : 117338
Village Life: Love, Marriage and Babies : 116620
MORTAL KOMBAT X : 114475
Sky Burger - Build & Match Food Free : 114096
Big Fish Casino – Best Vegas Slot Machines & Games : 113959
Monster Legends RPG - War, Fight & Heroes Game : 111579
Fairway Solitaire Blast : 110062
Angry Birds 2 : 109104
Hill Climb Racing : 108183
Game of War - Fire Age : 107916
slither.io : 107817
Cooking Fever : 107797
Angry Birds Transformers : 106434
⋆Solitaire : 106398
ZigZag : 104502
Family Guy: The Quest for Stuff : 104060
DoubleDown Casino & Slots  – Vegas Slot Machines! : 101599
MLB.com Home Run Derby 17 : 100035
Shadow Fight 2 : 99206
War Robots : 97122
Angry Birds Space : 95892
PewDiePie's Tuber Simulator : 90851
Angry Birds HD : 89110
Super Mario Run : 87958
Tap Titans : 87898
Score! Hero : 85395
Angry Birds Epic RPG : 84680
Hungry Shark Evolution : 83784
Candy Blast Mania : 81648
Godus : 81311
Township : 80801
4 Pics 1 Word : 80308
Blackbox - think outside the box : 80058
Egg, Inc. : 79074
DEAD TRIGGER : 78918
Block Craft 3D: Building Simulator Game For Free : 78412
Daddy Long Legs : 76622
Nyan Cat: Lost In Space : 76392
Toy Blast : 75822
Angry Birds Go! : 75793
Angry Birds Seasons HD : 75714
Covet Fashion - The Game for Dresses & Shopping : 75034
QuizUp™ : 72989
Bejeweled Classic HD : 70926
Angry Birds Rio HD : 70122
Trigger Fist : 69624
Slots - Pharaoh's Way : 69610
Stack : 69368
UNO ™ & Friends : 68911
Bloons TD Battles : 67861
Dream League Soccer 2017 : 66004
Solitaire· : 66002
Ace Fishing: Wild Catch : 65831
MY LITTLE PONY: Magic Princess Quests : 65201
LINE: Disney Tsum Tsum : 65155
MARVEL Spider-Man Unlimited : 64586
Criminal Case : 63291
WordBubbles! : 62061
Happy Wheels : 60601
Cascade: Fun Spin and Match Puzzle Game : 60488
Flight Pilot Simulator 3D: Flying Game For Free : 60360
Bowling King : 60271
Gummy Drop! – A Match 3 Puzzle Game : 59158
Viva™ Slots Las Vegas Classic Casino Games : 58738
Logos Quiz -Guess the most famous brands, new fun! : 58640
Bingo!™ : 56852
WordWhizzle : 56054
My Boo - Virtual Pet with Mini Games for Kids : 55783
Racing Rivals : 55548
Piano Tiles 2™(Don't Tap The White Tile 2) : 55077
Kendall and Kylie : 55011
My Talking Angela : 54549
1010! : 53496
NYTimes Crossword - Daily Word Puzzle Game : 53465
Evil Apples: A Filthy Adult Card & Party Game : 53415
WGT Golf Game by Topgolf : 53285
Smashy Road: Wanted : 53162
Cookie Jam : 52831
Frozen Free Fall : 50593
WordWhizzle Search : 49635
Jelly Jump : 48694
Close Up Pics Quiz - Guess the Word Trivia Games : 48032
Castle Clash: Brave Squads : 47963
Mahjong Journey® : 47949
Alice in the Mirrors of Albion: Hidden object game : 47382
Super Stickman Golf 2 : 46859
Gangstar Vegas : 46705
Seekers Notes: Hidden Mystery : 46384
Tricky Test 2™: Genius Brain? : 45578
Modern Combat 5 : The Multiplayer eSports Shooter : 45270
Gardenscapes - New Acres : 45227
Wooden Block Puzzle - Wood jigsaw fit 1010 matrix : 44237
CSR Classics : 43770
Soccer Stars™ : 43216
Flippy Bottle Extreme! - Marker Flip Tricky 2K16 : 42435
Hangman. : 42316
Billionaire – Business Capitalist Tycoon! : 42058
World of Tanks Blitz : 41729
Pearl's Peril - Hidden Object Adventures : 41428
Real Steel World Robot Boxing : 41277
Blitz Brigade: Multiplayer FPS shooter online! : 41266
Panda Pop : 41214
The Sandbox - Building & Crafting a Pixel World! : 41108
Disney Emoji Blitz : 41036
NBA LIVE Mobile Basketball : 40619
YAHTZEE® With Buddies: The Classic Dice Game : 40446
Jigsaw Puzzle Collection HD : 40227
Angry Birds Space HD : 39502
Fishdom : 39217
Disney Crossy Road : 38571
Zombie Frontier 3 – Top Zombie Shooting Game : 38159
Lep's World Free - platformer games : 38075
Best Fiends : 37584
Hidden City®: Mystery of Shadows : 37304
Unison League : 36414
Gin Rummy Plus - Multiplayer Online Card Game : 36355
Angry Birds POP! - Bubble Shooter : 35711
Timberman : 35587
Yu-Gi-Oh! Duel Links : 35570
Fishing Kings Free+ : 35058
Need for Speed™ No Limits : 34998
Hearthstone : 34694
Angry Birds Star Wars : 34138
Dragon Mania Legends: Dragon Breeding Game : 34039
Hill Climb Racing 2 : 33854
Cooking Dash™ : 33808
Angry Birds Star Wars II : 33724
Choices: Stories You Play : 33698
Egg! : 33407
Mr Jump : 33282
Jenga : 32527
Into the Dead : 32492
Candy Crush Jelly Saga : 32395
Solitaire TriPeaks: Classic Card Game : 32215
Arrow Ambush : 32020
Fun Run 2 - Multiplayer Race : 31981
Stick Hero : 31727
Zombie Tsunami : 31311
Neko Atsume: Kitty Collector : 31219
100 Balls : 30967
Crazy Kitchen : 30704
Rolling Sky : 30670
WWE Immortals : 29918
World Chef: Restaurant & Cooking Game : 29886
Dog Simulator 2015 : 29817
Twist : 29548
Blossom Blast Saga - Fun Flower Match & Grow Game : 29475
Trials Frontier : 29090
Megapolis : 28902
Extreme Car Driving Simulator Free : 28900
Pop the Lock : 28754
Block! Hexa Puzzle : 28524
Dude Perfect 2 : 28361
Basketball Stars™ : 28216
FINAL FANTASY BRAVE EXVIUS : 28187
Doodle Jump FREE - BE WARNED: Insanely addictive : 28153
Batman: Arkham Origins : 27738
Make It Rain: The Love of Money : 27556
Cops N Robbers (FPS) - Block Survival Multiplayer : 27122
Animal Jam - Play Wild! : 26990
Driving School 2016 : 26685
Bad Piggies : 26259
SMILE Inc. : 25859
War Dragons : 25834
Tap Sports Baseball 2016 : 25834
Looney Tunes Dash! : 25806
N.O.V.A. 3: Freedom Edition - Near Orbit Vanguard Alliance game : 25716
Royal Revolt 2 – Defend Your Castle : 25152
Disco Zoo : 24999
Mobile Strike : 24935
Angry Birds Blast : 24878
Turbo Dismount® : 24808
Tank War - Geometry Go Shot Color Dot.IO : 24760
Survivors: the Quest® : 24547
Wizard of OZ: Magic Match : 24507
Paper.io : 24097
Hungry Shark World : 24057
Clash of Kings - CoK : 23910
Assassin's Creed Pirates : 23895
Vainglory : 23779
Words Crush: Hidden Words! : 23735
Angry Birds Friends : 23655
My Cafe: Recipes & Stories - World Restaurant Game : 23556
Design Home : 23298
100 PICS Quiz - guess the picture trivia games : 23160
Castle Crush: Epic Strategy Game : 23148
PAC-MAN 256 - Endless Arcade Maze : 23015
Empires & Allies : 22902
Crazy Taxi™ City Rush : 22877
Angry Birds Star Wars HD : 22674
Dungeon Hunter 5 - Multiplayer RPG on iOS : 22513
Traffic Racer : 22458
Kill Shot Bravo : 22444
iGun Pro HD - The Original Gun Application : 22324
Where's My Water? 2 : 22302
Solitaire Classic Card Game™ : 22079
Amazing Thief : 21984
Vlogger Go Viral - Clicker Game & Vlog Simulator : 21977
Inside Out Thought Bubbles : 21881
Restaurant DASH with Gordon Ramsay : 21804
Juice Jam : 21733
Jelly Splash : 21601
Colorfly : Coloring Book for Adults - Free Games : 21472
Robot Unicorn Attack 2 : 21432
Gods of Olympus : 21414
RollerCoaster Tycoon® 4 Mobile™ : 21407
MONOPOLY Bingo! : 21025
The Walking Dead: No Man's Land : 21016
Dungeon Boss : 20980
King of Thieves : 20911
Roll the Ball™ - slide puzzle : 20911
MARVEL Future Fight : 20906
Spinny Circle : 20812
VS. Racing 2 : 20805
Minecraft: Story Mode : 20621
Paradise Bay : 20383
Sugar Smash: Book of Life : 20254
Century City : 20147
Hot Shot Slots Games – Vegas Casino Slot Machines : 20064
Drive Ahead! : 19776
Heart of Vegas Slots – Casino Slot Machine Games : 19355
EA SPORTS™ UFC® : 19354
LEGO® Star Wars™:  The Complete Saga : 19340
Rodeo Stampede - Sky Zoo Safari : 19199
Racing in Car : 19067
Bad Piggies HD : 19018
Bingo Pop : 18971
100! Block Puzzle - Color jigsaw 10x10 board game : 18821
Dawn of Titans : 18735
Talking Tom Gold Run: Fun & Endless Running Game : 18733
Letter Soup - Word Game : 18358
Animation Throwdown: The Quest for Cards : 18141
Charades!™ : 18072
Head Basketball : 18037
Kitchen Scramble: Cooking Game : 17925
Merged! : 17867
Zombie Castaways : 17865
Willy Wonka Slots: Vegas Casino Slot Machines : 17436
MARVEL Avengers Academy : 17376
X-War: Clash of Zombies : 17254
Disney Magic Kingdoms : 17213
Flip Diving : 17012
Swamp Attack : 16968
Shooty Skies - Endless Arcade Flyer : 16948
Warhammer 40,000: Freeblade : 16879
The Silent Age : 16852
Zombie Catchers : 16805
The Line Zen : 16674
DC Legends : 16460
FarmVille: Tropic Escape - Harvest in Paradise : 16457
Sonic CD : 16358
Plants vs. Zombies™ Heroes : 16305
Farm Heroes Super Saga: Match, Collect and Grow! : 16259
The Walking Dead: Road to Survival - Strategy Game : 16116
Tap Tap Fish - Abyssrium : 15876
Forge of Empires : 15617
Ninja Kid Run VR: Runner & Racing Games For Free : 15399
FIFA Mobile Soccer : 15365
Cupcake Mania™ : 15336
Hovercraft: Takedown - Custom Combat Cars : 15290
Flappy Golf : 14995
Arrow : 14673
Zombie Highway 2 : 14593
Traffic Rider : 14592
Six! : 14505
Fruit Nibblers : 14505
Deer Hunter 2017 : 14461
Bottle Flip 2k16 : 14263
Hovercraft - Build Fly Retry : 14123
Top Eleven 2017 - Be a Soccer Manager : 14104
Snakeio : 13870
WWE SuperCard : 13842
94% : 13805
Transformers: Earth Wars : 13664
Slots - Huuuge Casino: Slot Machines : 13637
Pokémon TCG Online : 13559
my KONAMI Slots - Vegas Casino Slot Machine Games : 13345
KleptoCats : 13300
Churchill Solitaire - World War Card Game : 13241
Farm Story 2™ : 13142
Phoenix HD : 13106
Block Сity Wars: game and skin export to minecraft : 13097
MMX Racing : 12854
BIG WIN Basketball : 12669
The Trail : 12573
Steppy Pants : 12506
Football Clicker : 12326
Fair Food Maker Game - Make Yummy Carnival Treats : 12251
Rick and Morty: Pocket Mortys : 12124
CLUE Bingo : 12123
Hop : 12079
Solitaire Ⓞ : 12077
Extreme Fishing 2 Free : 12002
Haunted Halloween Escape : 11945
Pakka Pets Village - Build a Cute Virtual Pet Town : 11933
Dots: A Game About Connecting : 11900
Wheel of Fortune: Game Show Word Puzzles : 11876
Skyline Skaters : 11785
Tap Tap Dash : 11748
Mobile Legends: Bang bang : 11602
Peggle Blast : 11528
Lep's World 3 : 11341
War Machines: 3D Multiplayer Tank Shooting Game : 11325
Dumb Ways to Die 2: The Games : 11295
Flick Kick Football Legends : 11250
Bee Brilliant : 11151
MMX Hill Dash — Off-Road Racing : 11123
Rayman Adventures : 11100
Snapimals: Discover & Snap Amazing & Cute Animals! : 11060
Tap Tycoon - Country vs Country : 11034
Dictator: Outbreak : 10871
Sunken Secrets : 10849
Teenage Mutant Ninja Turtles: Legends : 10771
Rival Fire : 10701
Dots & Co: A New Puzzle Adventure : 10693
War Tortoise : 10555
RPG AVABEL ONLINE : 10514
Monster Super League : 10368
Hide N Seek : Mini Multiplayer Game : 10358
Cat Kitty Kitten Coloring Pages - Free Girl Games : 10278
Mahjong Classic Board Game : 10275
Lords Mobile : 10263
Stupid Zombies 3 : 10159
Weed Firm: RePlanted : 10122
Fresh Tracks Snowboarding : 10107
High 5 Casino - Real Vegas Slots! : 9930
Mr. Crab : 9875
Genies & Gems : 9768
Restaurant Story 2 : 9699
SongPop 2 - Guess The Song : 9517
Mini Golf Stars! Retro Golf Game : 9411
diep.io : 9397
Afterpulse : 9321
Bullet Force : 9289
Batman: Arkham Underworld : 9287
Tank.IO War - Free Tank games of snake : 9259
Tap Titans 2 : 9122
Sonic & All-Stars Racing Transformed : 9109
Snake Slither Run - Hungry Worm Eat Color Dot : 9034
Dear Diary - Interactive Story : 8922
Archery King : 8905
Mimitos Virtual cat with minigames : 8899
Despicable Bear - Top Beat Action Game : 8872
Smashy City : 8742
Sniper Fury: Fun Mobile Shooter Game : 8596
Crazy Taxi : 8573
Fit The Fat 2 : 8557
Stop - Fun Categories Word Game : 8516
My Emma :) : 8412
Spin It Rich! Casino Slots: Free Slot Machines : 8402
Futurama: Game of Drones : 8394
One More Line : 8392
Diggy's Adventure : 8271
Pet Buddies HD : 8227
Mekorama : 8157
Tomb of the Mask : 8054
Kids Doodle - Movie Kids Color & Draw : 8025
Swing : 8013
Vikings: War of Clans : 7969
Fantasy Forest Story: Land Before Dragons : 7935
Run!!! : 7891
Pokémon Duel : 7868
Clash of Lords 2: New Age : 7795
Soccer Star 2016 World Legend : 7765
Steve - The Jumping Dinosaur Widget Arcade Game : 7751
My Singing Monsters: Dawn of Fire : 7749
Burrito Bison: Launcha Libre : 7740
DragonSoul RPG : 7681
Tactile Wars : 7674
Quick Hit Slots – Casino Slot Machines Games : 7646
Galaxy on Fire 3 - Manticore : 7609
Dan The Man (Retro Action Platformer) : 7527
POP! Slots – Las Vegas Casino Slot Machine Games : 7518
Crafty Candy - Match 3 Puzzle Game : 7511
Clicker Heroes : 7495
Bejeweled Stars : 7486
Sky Force Reloaded : 7429
Super Cat Tales : 7423
RoverCraft Space Racing : 7375
BBTAN by 111% : 7367
Builder Buddies: 3D City Building Simulator : 7197
Slots: DoubleUp Free Slot Games - Slot Machines : 7177
Word Search Colorful : 7131
Smash Monsters - City Rampage : 7084
Hungry Babies Mania : 7075
Olympus Rising : 7072
StickyBalls Deluxe - Addicting Fall Down Game : 7002
Christmas Food Fever Cooking Maker Kids Games : 6975
Solitaire Deluxe® Social - Classic, Spider, more : 6970
The Impossible Letter Game : 6956
Christmas Dentist Doctor Kid Games (Girls & Boys) : 6917
Best Fiends Forever : 6872
No Brakes : 6865
Nonstop Knight : 6841
Fist of Fury : 6813
Mystic Messenger : 6754
Tinker Island: Survival Adventure : 6686
Hidden Objects: Mystery Society: Solve Crime Cases : 6624
Touchdown Hero : 6570
Mahjong Treasure Quest : 6557
Suicide Squad: Special Ops : 6551
Zen Pinball : 6534
Bud Farm: Grass Roots : 6523
Would You Rather? : 6479
Pineapple Pen : 6430
NARUTO SHIPPUDEN: Ultimate Ninja Blazing : 6426
DragonVale World : 6379
Order & Chaos 2: 3D MMO RPG Online Game : 6325
Endless Sky : 6313
Taps to Riches : 6286
Good Knight Story : 6282
Real Boxing 2 ROCKY : 6263
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Hot Pot Master : 265
Dragon Heroes: Shooter RPG : 265
Star Cheerleader - High School Tryouts : 263
Fruit Pop! Puzzles in Paradise - Fruit Pop Sequel : 261
Tooth Fairy Princess - Magical Adventure : 260
Learn 2 Fly : 258
Solitaire ▪ : 258
Maximum Car : 256
EatMe.io: Hungry Fish Attack! : 256
Magic Mansion : 255
WIND runner adventure : 253
Car Factory Parking Simulator a Real Garage Repair Shop Racing Game : 253
Gang City : 251
Stop Curry : 250
Supermodel Star - Rule the Runway : 250
SBK16 - Official Mobile Game : 249
High Dive : 249
Osmo Masterpiece : 247
Chaos Centurions : 244
Dropple : 243
Sloomy : 241
VR HORROR : 241
LEGO® Ninjago: Skybound : 239
Sniper: Traffic Hunter : 239
Tap the Blocks : 238
Dawnbringer : 238
Garfield: My BIG FAT Diet : 236
VR Street Jump for Google Cardboard : 236
My Teacher - School Classroom Play & Learn : 234
Chrome Death : 234
EXORUN : 234
Bonecrusher: Free Awesome Endless Skull & Bone Game : 233
Green the Planet 2 : 233
Icarus - A Star's Journey : 230
My Newborn Kitty - Fluffy Care : 230
Flip : 230
TALES OF LINK : 229
Ice Road Trucker Parking Simulator 2 a Real Monster Truck Car Park Racing Game : 228
Crazy Freekick : 228
Logic Traces : 228
Christmas Stories: The Gift of the Magi : 227
Maze Walk VR - Virtual Reality Game Puzzle Apps : 227
Wizard Swipe : 226
■ Square it! : 226
Chef's Quest : 225
Jumping Balls! : 225
Crossy Maze : 223
Las Vegas Valet Limo and Sports Car Parking : 220
Asterix and Friends : 219
Flick Soccer 17 : 217
Through The Fog! : 216
Flappy Hoopers: The Shooting Basketball Players : 216
Sweet Tales: Match 3 Christmas : 215
Adventure Cube : 215
Douchebag Beach Club : 213
Bouncy Tower : 213
Matchsticks ~ Free Puzzle Game with Matches : 212
Nukleus : 210
Virtual Regatta Offshore : 209
Hillarymon Go : 209
Yurei Ninja : 205
Shopping Mall Car Parking Simulator a Real Driving Racing Game : 205
Hoverboard Simulator - Endless Hover Board Race : 203
Fairytale Fiasco - Sleeping Spell Rescue : 201
Upperland : 201
Osmo Tangram : 200
Symmetrica - Minimalistic arcade game : 200
Pinata Hunter 3 : 199
Bus Driving Taxi Parking Simulator Real Extreme Car Racing Sim : 199
Mafia III: Rivals : 198
Hair Fashion™ - Girls Makeup, Dressup and Makeover Games : 197
Brick Shot : 197
Hat Trick Shots : 197
Science Girl - School Lab Super Star : 196
Babysitter Madness - Help the Nanny : 195
Plummet Dash : 194
Pharaoh's Party: Coin Pusher : 191
Blocky Hockey - Arcade Ice Runner : 191
Light On : 191
Axe in Face 2 : 190
Pinball Breaker Forever : 190
Order's Up : 188
Shadow Bug Rush : 187
RedStory - Little Red Riding Hood : 185
New York City Car Taxi and Bus Parking Simulator : 185
Go Pug Go : 184
Dofus Pogo : 181
Wonderball - One Touch Endless Ball Arcade Action : 180
VR Flight Simulator for Google Cardboard : 180
Flail Rider : 179
Alliance Wars: World Domination : 176
Monster Mania : 175
Gems Story : 173
Jelly Squares Free : 173
Trailer Truck Parking with Real City Traffic Car Driving Sim : 173
Run From Trump : 172
LEGO® DC Super Heroes Mighty Micros : 172
Circles : 171
Evil Dead: Endless Nightmare : 171
Sparkwave : 170
Babysitter Craziness - Fun Kids Game : 169
Goal Finger : 169
Ice Cream Truck Girl - Frozen Sweets Maker : 169
Fairytale Fiasco - Royal Rescue : 168
Pony Princess Academy - Dress Up, Style, Feed & Care for Ponies Game : 168
Princess Salon: Frozen Party : 168
Ski Resort Parking Sim Ice Road Snow Plow Trucker : 167
Water Bottle Flip Challenge - 2k16 Pro! : 167
3D Dubai Parking Simulator Drive Real Extreme Super Sports Car : 166
Bumper Jump : 166
Color Bots : 164
Magic Nightfall : 164
ENYO : 163
Multi Level Car Parking 6 Shopping Mall Garage Lot : 162
Flick Golf Extreme : 161
Jumpy Tree : 160
Real Cake Maker 3D - Bake, Design & Decorate : 160
Soda Coin Party: Free Casino Pusher : 159
Tentacles - Enter the Mind : 159
8-BIT WATERSLIDE : 158
Road to be King : 158
Pixelgrams: Pixel Puzzles : 156
Snake splix : 155
Respeck on my Name : 155
Championship Manager 17 : 154
Duck Roll : 154
PICTLOGICA FINAL FANTASY : 154
Obstacle Course Extreme Car Parking Simulator : 153
Baby Bottle Challenge - Water Bottle Flip : 152
Super Smash the Office - Endless Destruction! : 151
Cops - On Patrol : 151
Yummy Birthday - Party Food Maker : 151
Helmet Virtual Reality 3D Joke : 150
Dash Masters : 149
Mikey Jumps : 148
Impulse GP - Super Bike Racing : 147
Fancy Cakes - Endless Tasty Puzzle : 147
Sweet Tales : 147
Fish Fist : 146
It's a Space Thing : 145
Burger Jump : 145
Zap Zombies : 145
Spider Solitaire ∙ : 145
Hollywood Rush : 144
Hop Swap : 144
Summer Vacation - Fun at the Beach : 144
5E Spell Book : 144
Swoopy Space : 142
Kubik : 142
Cat-A-Pult: Endless stacking of 8-bit kittens : 141
EVERYTOWN : 141
Geometry Lock : 140
Circle Affinity : 140
My Majesty : 140
Tina's Diary - Star Fever : 139
FALLMAN – Trampoline Action : 139
Hello, Mr.Rich : 138
Offline Auto IV Calc for Pokemon GO : 137
YouTurbo : 136
Blade Sliders : 136
Jewel Mania: Valentine's : 135
Rolly Worms : 135
Head Soccer France 2016 : 135
Tina's Diary: Spring Outing : 134
Trapdoors : 133
Osmo Newton : 132
Cooking Mama Let's Cook Puzzle : 132
Skippy Box : 130
LOST MAZE : 130
One More Bounce : 129
Quiz Tales : 129
Roller Coaster VR : 128
Bridge : 128
Bouncing Ball 2 : 128
Midnight Calling: Jeronimo : 127
Jet Plane Fighter Pilot Flying Simulator Real War Combat Fighting Games : 127
Play-Doh TOUCH - Shape, Scan, Explore : 126
Boyfriend Plus - Brett Jeff and Kai : 126
Soccer Stadium Sports Car & Bus Parking Simulator 3D Driving Sim : 126
Drop Out! : 125
Super Fashion Show - Girls Makeup, Dressup Games : 125
Swiperoo : 125
Fatal : 124
Glory of Generals 2 : 122
LINE BROWN FARM : 122
Paddle Panic : 122
Spa Birthday Party - Nails, Hair, Dress Up & Cake : 122
Offroad 4x4 Truck Trials Parking Simulator 2 a Real Stunt Car Driving Racing Sim : 121
Osmo Words : 121
Frantic Architect : 117
OUTDODGE : 117
Conduct THIS! : 116
Monster Raid™ : 116
NHL SuperCard 2K17 : 116
Jrump : 116
InMind VR (Cardboard) : 115
Slots Real Las Vegas - Free Casino Slot Machine Games - Bet, Spin and Win Jackpot & Bonus : 115
Lost Socks: Naughty Brothers : 115
Amusement Park Tour 2: Fun Xmas : 115
Fired Up : 115
Swap Ball - Endless Arcade Bouncer : 113
Halloween Face Paint Spa - Kids Makeup Salon Games : 113
VR Car Driving Simulator for Google Cardboard : 111
Ridge Runner : 111
Winter Fugitives 2: Chronicles : 111
Ball Maze! : 110
Walls & Balls : 110
Classic Poker - Texas Holdem : 110
TohTum : 110
Switchy Sides : 109
Virtual Reality Moon for Google Cardboard VR : 109
Circlify : 109
Sweet Princess Makeup Party - Girls Dressup Games : 109
New Star Cricket : 109
Talented Pets Show : 108
Winterstate : 108
Brick Rage - Not for the Weak Heart : 108
Heavy Metal Tennis Training : 107
VR Roller Coaster : 107
Osteya: Adventures : 107
Line Defense : 106
Junk Yard Trucker Parking Simulator a Real Monster Truck Extreme Car Driving Test Racing Sim : 106
Crime City Real Action Simulator Theft kill shooting- sniper game : 105
Princess Pet Palace: Royal Puppy - Pet Care, Play & Dress Up : 105
Knots - The Ultimate Brain Challenge : 105
Candy's Vacation - Beach Hotel : 105
Trump Bounce : 105
Mannequin Challenge : 105
DOFUS Touch : 104
Ninja Dude vs Zombies - endless tap 'n' slash zombie arcade game : 104
Red Bull Air Race 2 : 104
European War 5: Empire : 104
Epic Orchestra : 103
Silly Sausage: Doggy Dessert : 102
Trucker Parking Simulator 2 a Real Monster Truck & Lorry Driving Test : 101
Toon Shooters 2: The Freelancers : 101
Crazy Eye Clinic - Doctor X Adventures : 101
Don't Be Squared : 100
Street Fighter Puzzle Spirits : 100
Panic Drop : 99
Extreme Forklifting 2 : 99
Princess Libby: Frozen Party : 99
Maim Street : 99
Rogue Ninja : 99
Level With Me : 98
Princess Libby's Perfect Beach Day : 98
Crazy Circle : 98
A.P.E.X : 96
Christmas Swap 3 -Match toy & candy to countdown : 96
Pigu : 94
Pop Girls - High School Band : 94
Fairy Land Rescue - Save the Magic Village : 94
KOMRAD : 94
Water Bottle Flip AK 2016 : 93
Danger Dodgers : 93
Hugo Troll Race 2. : 91
Krosmaster Arena : 91
Boom Boom Soccer : 91
Baby Full House - Care, Play and Have Fun : 91
Sausage Legend - Fighting Game : 90
Colorpede : 90
Glitch Fixers - The Powerpuff Girls : 89
PopSwish Basketball by Andrew Wiggins : 89
Giant Turnip Game: A Voyage Of Vegetable Extraction! : 89
Thomas & Friends: Race On! : 89
Jurassic Virtual Reality (VR) : 88
Roof Jumping 3 Stunt Driver Parking Simulator an Extreme Real Car Racing Game : 88
Ducky Fuzz - Chain Reaction : 88
Never Gone : 87
Tiny Sea Adventure : 87
Fiete Sports : 86
Protect The Planet : 86
Candy's Carnival : 86
All Limpy Run! : 86
VR Roller Coaster World - Virtual Reality : 85
1000m Zombie Escape! : 85
Pocket Rush : 85
Minescape : 84
House of Terror VR : 84
Burgers & Shakes - Fast Food Maker : 84
Pixel Disc Golf 2 : 83
Offline IV Calc for Pokemon GO : 82
Burnout City : 82
Amusement Park Fair Ground Circus Trucker Parking Simulator : 81
Crystal Rush! Color Shoot Arcade Game : 81
Dead Center : 81
Sticklings : 79
Werewolf "Nightmare in Prison" : 78
Just Trap : 78
4 Images 1 Mot : 78
Spiral Tower : 78
Fits - Block Puzzle King : 78
Bella's Pizza Place - Italian Food Maker : 77
Virtual Reality Roller Coaster for Google Cardboard VR : 77
Crazy Nursery - Newborn Baby Doctor Care : 76
Terra Monsters 3 : 76
Driving Evolution Parking Sim Real Car Driver Test : 76
The Bomb! : 74
VR Water Park:Water Stunt & Ride For VirtualGlasse : 74
MOOMIN -Welcome to Moominvalley- : 74
Princess Pet Palace: Royal Pony - Pet Care, Play & Dress Up : 74
Kids Play Club - Fun Games & Activities : 73
Save The Line : 72
Flip King : 72
Iron Commander : 71
Perfect Square! : 70
Love Engine : 70
3D Car Racing Simulator Real Drag Race Rivals Road Chase Driving Games : 70
Eyes Cube : 69
Escape Game: Fountain : 69
Masky : 69
Raccoon Pizza Rush : 69
Stage Rush: Imagine Dragons : 69
Trump Hoverboard Sim - Mannequin Race Challenge : 68
Go Surf - The Endless Wave Runner : 68
Stickninja Smash : 67
Lane Racer : 67
Ball Tower : 67
VR Roller Coaster : 67
Chocolate Candy Party - Fudge Madness : 66
Wappoi Room Escape : 64
Hood Jump – The Best Platform Game in the Streets : 64
Moonvale 2: Puzzle Adventure : 64
Cool Jigsaw Puzzles : 63
My Rockstar Girls - Party Rock Band : 63
Splash Pop : 63
Exodus : 62
Spiral Splatter : 62
Push the Arrow : 62
Puzzlepops! Trick or Treat : 61
Nope Quiz : 61
White Tiles 2 : Piano Master ( Don't Hit The White Tiles 4 ) - Free Music Game : 60
Haunted Rooms: Escape VR Game for Google Cardboard : 60
Monkey Swingers : 60
Shoutrageous! - The Addictive Game of Lists : 60
Flying Car Simulator 3D: Stunt Bus : 59
Police Chase Race : 59
Gear Miner : 58
Cubway : 58
Indoor soccer – football Dream league journey : 58
Osmo Coding Awbie : 58
Gravity Square! : 58
Goal Kick - free penalty shootout soccer game : 57
Flick Rugby 16 : 57
Chef Siblings - Island Restaurant : 56
Triennale Game Collection : 56
Micromon : 56
Brio - Don’t Fall! : 56
Escape Game: Forgotten : 55
Dominocity : 55
Donuts Maker Salon : 55
Bouncy Kingdom : 55
ZenDots 2 - One Dot’s Journey : 54
Sweet Princess Beauty Salon : 54
Oops You Died : 54
Diced - A Simple Puzzle Dice Game : 53
Perfect Fit : 53
Color 6: Blitz : 53
Piggy Show : 53
Super Candy: Let's Fix it! : 53
Osmo Numbers : 52
Osmo Monster : 52
Hexy! : 51
Target Acquired : 50
Teeter – Endless Arcade Balancer : 50
Toast Girl : 50
Five Finger Fury : 49
Lock The Block : 49
Escape Game: Relief : 49
Top Tier : 48
What Jump - Free Pop Arcade Game : 48
Ball Escape! : 48
Dot Empires : 47
Stickman Cubed : 47
Spirit Rush : 47
Valley of Fear Virtual Reality : 46
VR Ball for Google Cardboard Virtual Reality : 46
Princess Face Paint - Girls Makeup, Dressup and Makeover Games : 45
Chunky Tanks : 44
Extreme Heavy Trucker Parking Simulator : 44
Ridiculous Parking Simulator a Real Crazy Multi Car Driving Racing Game : 43
Zombies Chasing Me : 43
Curvulate : 43
Water Bottle Flip Challenge : 2k16 : 43
Critter Academy : 43
Monster Busters: Link Flash : 42
Pixel Strike-Sniper zombies shooting games : 42
City Car Driving : 41
Gate Keepers : 41
Dashy Box : 41
Geki Yaba Runner : 41
Hugo Flower Flush : 41
Hovercrash : 41
Escape Game: Signs : 41
Santa Kids Hair Salon - Christmas Makeover Games : 41
Behind You!! : 40
No Limit Racer : 40
Spike Run : 39
Warcher Defenders : 39
Hell Run - Scary Road : 39
Dashy the Cat : 39
Pursuit of Light2 : 38
Limo Driving School a Valet Driver License Test Parking Simulator : 38
Cubicle. : 38
Face Paint Party - Kids Coloring Fun : 38
Forest Heroes Story : 38
Re:Monster : 37
Race Driving School Car Racing Driver License Test : 37
Emily’s Polar Adventure : 37
Ocean Clash: A naval game with honor and loyalty : 36
Where's My What? Free : 35
Jumps - Jumping on Pillars Game : 35
Our dark lord-Sasuyu 2-TAP RPG : 35
Waiit : 35
Being SalMan: The Official Game : 33
BFB Champions 2.0 ~Football Club Manager~ : 33
Pozzle Blocks : 33
Flip Heroes : 32
Smelly Baby - Farty Party : 32
Gweep Gwop : 32
Flip Football - Soccer Manager Strategy Card Game : 31
Neon Horizon : 31
VR Roller-Coaster : 30
VR SNIPER : 30
Buildy Blocks : 30
Nitro Heads : 30
VR Crazy Bike Race: Traffic Racing Free : 29
Tip Tap Soccer : 29
iPaint uPaint : 29
Alternative Girls : 29
Escape Game: Traps : 29
Fantasy Football Coach : 29
Puzzle it to 10 : 27
Sky Pillar : 27
Fairy Princess Fashion Design : 27
Into Mirror : 27
Immortal Legends - TD : 26
Billion Hunter - Casual Monster Clicker RPG : 26
Shogi : 26
Bridge Rider : 25
NeverKnew - Game night is back : 25
Basketball Free Throw : 24
Happy Oink : 24
Escape Game: illumination : 23
3D Maze Level 100 : 22
Zombie Town Story : 22
Stick Soccer 2 : 22
Evil Zombie Graveyard Apocalypse Shooting VR Games : 22
Cube Roll : 22
VR Haunted House 3D : 21
Crazy Maze - Traffic Puzzle : 21
Escape Game: Christmas Eve : 21
Princess Swimming & Spa - Girls Beauty Game FREE : 21
Face Up - The Selfie Game : 21
Juju On That Beat  - Dance Challenge Game : 21
Room Escape [SECRET CODE 2] : 20
Dice Mania - Play Free Online Classic Board Game with Friends : 20
Go Karts - VR : 20
Wall Switch : 19
Hey Duggee: The Tinsel Badge : 19
Parallels : 19
Circle Boom2 - Wheel Puzzle Game : 19
Wild City Rush - Urban Jungle Adventure : 19
Rise! : 18
Demolition Derby Virtual Reality (VR) Racing : 18
Stickman Forest Swing : 18
Final Kick VR - Virtual Reality free soccer game for Google Cardboard : 18
Gravity Island - Shiro's Adventure : 18
TENOSEL+ : 17
TraptionBakery : 17
My Sweet Farm : 17
Hoverboard Rush Racing Simulator -Hover Board Game : 17
Tangled Up! - Valentine Special : 16
Rubin.io : 16
Earth Defender S - Trillion Battle Game : 16
Aeronaut : 15
Super Adventures World HD : 15
Fill - one-line puzzle game : 15
LINE RUSH ! : 15
Political Knockout PKO Presidential Fight : 15
Cola Bottle Flip Challenge : 14
ON-SEN - escape game - : 14
Iron Mission- classic arcade shoot'em up : 14
Grandpa, what the fone? : 14
Crooked Path : 14
Cubed Rally World : 14
Crazy Truck! : 14
VR Thrills: Roller Coaster 360 (Google Cardboard) : 14
Steps! - Hardest Action Game Ever! : 13
Buzzy Bubbles : 13
Aussie Rules Hero - Footy Goal Kicking Game : 12
Monster Zombie Plague War - Virtual Reality (VR) : 12
Magnets! : 11
Again - room escape game : 11
Chick Go & Climb : 10
Catch the Bus : 10
Emergency Surgery Simulator - Doctor Game FOR FREE : 10
Quizduell : 10
Room Escape Game - Santa's Room : 10
Book - room escape game - : 10
Risky Rooms : 10
VR-Crazy Car Traffic Racing : 10
Juju on that Beat Challenge : 10
Mahjong Panda : 9
Escape from the wedding hall. : 9
Stop! Thief!! : 9
Building World - Create Your Castle & City : 9
Hop Rush : 9
World Spin - Create & Play : 8
Dash Up 2 : 8
Escape Alice House2 : 8
Escape the Cake Café : 7
Deamon's Dungeon : 7
Escape from the Art Gallery. : 7
Levels - Addictive Puzzle Game : 7
Roller Coaster Simulator - Draw and Simulate! : 7
Dice Crush : 7
Circle Boom : 7
Ao Oni2 : 7
Cat Monsters : 7
Home Run X 3D - Baseball Batting Game : 7
The Krustashians : 6
Room Escape Game - Pictures Room Esacpe : 6
Slots of Vegas - Play Free Casino slot machines! : 6
VR Horror Maze Walk :Horror Fever For VR Cardboard : 6
Pirates Kids Room Escape : 6
鬼とび : 6
Escape Game: Red room : 5
Brake or Break : 5
Advent Calendar 2017 - The Game : 5
Dungeon Witcher : 5
Escape from the grandma house in the countryside. : 5
New baseball board app BasePinBall : 5
Escape the Ice Cream Parlor : 5
Escape from the ICU room. : 5
Escape the Sweet Shop Series : 3
Inner Circle : 3
Escape from the beach house of everlasting summer. : 3
Escape from the frigid Igloo. : 3
Escape from the living room during the Obon holiday. : 3
Escape a Crepe House : 3
Wire de Coins 2 : 2
Circle Swing : 2
ROAD -escape game- : 2
4 Bilder 1 Wort : 2
Escape Game : Escape from Okinawa : 2
Bounce Balls - Strike Game : 2
Dash Heroes : 2
Soccer Cup Championship 2016 : 2
a. - Physical Simulation Puzzle Game : 2
Online Reversi World : 2
Survivor: Prologue : 2
Escape from the pit latrine. : 2
SLAAAASH ! -Cut and Smash ! refreshing Puzzle- : 1
DelusionCreatureGacha : 1
Escape from many tutoring school of test. : 1
IQ200 - If you can clear all stage : 1
Money Multiplier : 1
Smart Matches ~ Puzzles with Matchsticks : 1
Bike Race Level 100 : 1
Escape from the music room in the school. : 1
One More Spin! - Free Vegas Casino Slots : 1
Escape Game Darkness LittleRedHood : 1
Frantic Ball : 1
LINE FIGHTERS : 1
Trail Jump : 1
Versus - Multiplayer Game (2 players) : 1
There's no tablecloth I can't pull!! : 1
METAL SAGA -Ark in the wild land- : 0
Myth Kingdom:Wrath of Gauss : 0
屠龙杀 : 0
Impossible Goal 3D : 0
TLMJ, Tout Le Monde Joue : 0
Toy Blocks Game for Brain Traning -TSUMIKI- : 0
Billiards8 (8 Ball & Mission) : 0
Der IQ Test - Intelligenztest (Deutsch) : 0
Ear Age Diagnosis : 0
Tetro Blocks - Beat IQ with Tetrix-style-puzzle. : 0
REVERSI ZERO - free classic game : 0
SUDOKU -The puzzle game that makes your brain younger!- : 0
ブリ猫 : 0
Fusion Pictures - A Multiplayer Game with 4 Hidden Pics Object & 1 Word Puzzle : 0
Limite Limite : 0
Refreshing ! Brain training fit : 0
S, - Puzzle Game With Create Level Feature : 0
Stress Release Grenade : 0
striker – dropping balls : 0
Otaku quizzes from manga, and anime--Slice HEROES! : 0
DropEraser : 0
Puzzle Game for Brain Training!! PITATTO!! : 0
Soccer Puzzle for Brain Training -SoccerStrike- : 0
Jigsaw Puzzle for Brain Training -PITATOY- : 0
のび毛 : 0
SPEED:3D Racing : 0
Billiards9 : 0
大富豪 Online : 0
Cyber Reversi : 0
Free Gameplay Video, Walkthroughs, News for Pokémon GO : 0
! OH Fantastic Free Kick + Kick Wall Challenge : 0
Tiny Bone : 0
BrainTraining!!GASHAAAAAAN!! : 0
Eat Game : 0
Particular : 0
Kungfu Street-Ultimate Fight : 0
秒速 : 0
Super Knock and Run : 0
Pokelog for PokemonGO : 0
real happy majiang-all stars majiang,mahjong : 0
Puzzle Game for Brain Training -KITINTO- : 0
Tapping Monsters : 0
Beast Poker : 0
Auto IV Calc for PokemonGO : 0
Human Juggling Cup : 0
www : 0
Poker - Texas Holdem HD Poker : 0
NumberQ : 0
素飛び : 0
Escape Game  Escape from Lost Memory : 0
HOLE. : 0
Ocean Overlord - Global War : 0
Sumikko gurashi-Puzzling Ways : 0
Uncolored Boy : 0
Go! No. MM! Even amateur exit the record? : 0
Match 3 Puzzle - Mr.Rockets - : 0
LEAD ZAQ Battle Version : 0
指神 : 0
Pantheon Warfare: The Chaos of Knights : 0
Kuro no Sekai - It's a Darkness World : 0
Devil Lord: I shouldn't say that...half of world : 0
The Pocket Quiz for Pokemon : 0
Simple Reversi Online : 0
Tetminos - Classic Puzzle Game : 0
花札Online : 0
Samurai Ninja Puzzle ONIMARU : 0
Escape from the Bears of the student council room. : 0
When you clear one,million yen CHANCE!! : 0
Escape a Halloween Candy Shop : 0
ImpossibleGO! - You can't clear : 0
机でGOLF : 0
Reversi REAL - Multiplayer Board game : 0
針の穴 : 0
Golden Lotus Slots : 0
Shark Boom - Challenge Friends with your Pet : 0
Go!Go!Cat! : 0
In [26]:
for app in ios_final:
    if app[-5] == 'Health & Fitness':
        print(app[1], ':', app[5])
Calorie Counter & Diet Tracker by MyFitnessPal : 507706
Lose It! – Weight Loss Program and Calorie Counter : 373835
Weight Watchers : 136833
Sleep Cycle alarm clock : 104539
Fitbit : 90496
Period Tracker Lite : 53620
Nike+ Training Club - Workouts & Fitness Plans : 33969
Plant Nanny - Water Reminder with Cute Plants : 27421
Sworkit - Custom Workouts for Exercise & Fitness : 16819
Clue Period Tracker: Period & Ovulation Tracker : 13436
Headspace : 12819
Fooducate - Lose Weight, Eat Healthy,Get Motivated : 11875
Runtastic Running, Jogging and Walking Tracker : 10298
WebMD for iPad : 9142
8fit - Workouts, meal plans and personal trainer : 8730
Garmin Connect™ Mobile : 8341
Record by Under Armour, connects with UA HealthBox : 7754
Fitstar Personal Trainer : 7496
My Cycles Period and Ovulation Tracker : 7469
Seven - 7 Minute Workout Training Challenge : 6808
RUNNING for weight loss: workout & meal plans : 6407
Lifesum – Inspiring healthy lifestyle app : 5795
Waterlogged - Daily Hydration Tracker : 5000
J&J Official 7 Minute Workout : 4861
Fitbod Workout Log: Strength Lifting Bodybuilding : 4668
Runtastic Six Pack Abs Workout & Core Trainer : 4283
Sweat: Kayla Itsines' Bikini Body Fitness Workouts : 3788
Smart Alarm Clock : sleep cycle & snoring recorder : 3779
My Challenge Tracker : 3682
Charity Miles: Walking & Running Distance Tracker : 3115
Ab & Core Sworkit - Free Workout Trainer : 2901
Simple Habit : 2494
Asana Rebel - Yoga Inspired Fitness : 2459
Life Cycle - Track Your Time Automatically : 1760
Freeletics Bodyweight - Workouts and Training : 1722
Runtastic Results: Workout & Bodyweight Training : 1718
My Water Balance: Daily Drink Tracker & Reminder : 1601
Butt Sworkit - Free Workout Trainer to tone & lift : 960
My Score Plus Weight Loss, Food & Exercise Tracker : 467
Sleep Meister - Sleep Cycle Alarm Lite : 445
Walk for a Dog : 412
Quick Fit - 7 Minute Workout, Abs, and Yoga : 407
Fit Girls Guide : 397
Walking for Weight Loss: training plans, GPS, tips : 397
Zen : 298
Model My Diet - Women - Weight Loss Motivation : 236
Runtastic Butt Workout & Booty Trainer Plans : 222
Dot - A Period & Fertility Tracker : 142
YAZIO – Calorie Counter & Nutrition Tracker : 115
SmartFit - Wristband : 105
Dr. Oz : 99
Crane Connect : 94
Morning Routine : Daily Habit Tracker : 40
Wellbeyond Meditation for Kids : 36
SenseSleep - Train Your Brain To Sleep Better : 22
Snail Sleep-Dream Talk Recording : 19
ameli, l'Assurance Maladie : 8
VIBO RealMassager : 6
FizzUp – Online Fitness Trainer : 5
2Face Fitpack - Dein Trainingsprogramm mit persönlichem Ernährungsplan, Kalorienrechner und Trainingsplan : 0
GYMONDO – Fitness Training für Zuhause : 0
Superdrug : 0
airweave sleep analysis : 0
Sonia Tlev : 0
Intuition Guidances : 0

In the midst of this pandemic situation, people have started looking after their health more and thus have downloaded various apps regarding health and fitness. Looking at the total rating counts, we see that this genre of app is rather diverse and not skewed unlike the obvious genres like Social Networking (dominated by Facebook, Instagram, Pinterest, Skype etc), Games(Clash of Clans, Temple Run, Candy Crush Saga etc). Thus, we can make an app regarding health and fitness a potential success by the following ways:

1. We can make an app in collaboration with a big sportswear company like Adidas, Puma, Reebok, New Balance etc., as this might help the app gain instant popularity among the users.

2. All these apps contain many in- app purchases which might be off-putting to many users. We can make an app which does not contain any in- app purchases and thus users can avail the entire app with no hesitation and then after gaining some trust and popularity with the app users we can generate revenue by putting some in- app purchases in there.

We have data about the number of installs for the Google Play market, so we should be able to get a clearer picture about genre popularity. However, the install numbers don't seem precise enough — we can see that most values are open-ended (100+, 1,000+, 5,000+, etc.)

For instance, we don't know whether an app with 100,000+ installs has 100,000 installs, 200,000, or 350,000. However, we don't need very precise data for our purposes — we only want to find out which app genres attract the most users, and we don't need perfect precision with respect to the number of users.

We're going to leave the numbers as they are, which means that we'll consider that an app with 100,000+ installs has 100,000 installs, and an app with 1,000,000+ installs has 1,000,000 installs, and so on. To perform computations, however, we'll need to convert each install number from string to float. This means we need to remove the commas and the plus characters, otherwise the conversion will fail and raise an error.

In [28]:
android_apps = freq_table(android_final, 1)

for category in android_apps:
    total = 0
    len_category = 0
    
    for app in android_final:
        category_app = app[1]
        if category_app == category:
            n_installs = app[5]
            n_installs = n_installs.replace('+','')
            n_installs = n_installs.replace(',','')
            total += float(n_installs)
            len_category += 1
            
    avg_installs = total/len_category
    print(category, ':', avg_installs)
ART_AND_DESIGN : 1986335.0877192982
AUTO_AND_VEHICLES : 647317.8170731707
BEAUTY : 513151.88679245283
BOOKS_AND_REFERENCE : 8767811.894736841
BUSINESS : 1712290.1474201474
COMICS : 817657.2727272727
COMMUNICATION : 38456119.167247385
DATING : 854028.8303030303
EDUCATION : 1833495.145631068
ENTERTAINMENT : 11640705.88235294
EVENTS : 253542.22222222222
FINANCE : 1387692.475609756
FOOD_AND_DRINK : 1924897.7363636363
HEALTH_AND_FITNESS : 4188821.9853479853
HOUSE_AND_HOME : 1331540.5616438356
LIBRARIES_AND_DEMO : 638503.734939759
LIFESTYLE : 1437816.2687861272
GAME : 15588015.603248259
FAMILY : 3695641.8198090694
MEDICAL : 120550.61980830671
SOCIAL : 23253652.127118643
SHOPPING : 7036877.311557789
PHOTOGRAPHY : 17840110.40229885
SPORTS : 3638640.1428571427
TRAVEL_AND_LOCAL : 13984077.710144928
TOOLS : 10801391.298666667
PERSONALIZATION : 5201482.6122448975
PRODUCTIVITY : 16787331.344927534
PARENTING : 542603.6206896552
WEATHER : 5074486.197183099
VIDEO_PLAYERS : 24727872.452830188
NEWS_AND_MAGAZINES : 9549178.467741935
MAPS_AND_NAVIGATION : 4056941.7741935486
In [29]:
for app in android_final:
    if app[1]=='COMMUNICATION' and (app[5] == '1,000,000,000+' or app[5] == '500,000,000+' or app[5] == '100,000,000+'):
        print(app[0], ':', app[5])
WhatsApp Messenger : 1,000,000,000+
imo beta free calls and text : 100,000,000+
Android Messages : 100,000,000+
Google Duo - High Quality Video Calls : 500,000,000+
Messenger – Text and Video Chat for Free : 1,000,000,000+
imo free video calls and chat : 500,000,000+
Skype - free IM & video calls : 1,000,000,000+
Who : 100,000,000+
GO SMS Pro - Messenger, Free Themes, Emoji : 100,000,000+
LINE: Free Calls & Messages : 500,000,000+
Google Chrome: Fast & Secure : 1,000,000,000+
Firefox Browser fast & private : 100,000,000+
UC Browser - Fast Download Private & Secure : 500,000,000+
Gmail : 1,000,000,000+
Hangouts : 1,000,000,000+
Messenger Lite: Free Calls & Messages : 100,000,000+
Kik : 100,000,000+
KakaoTalk: Free Calls & Text : 100,000,000+
Opera Mini - fast web browser : 100,000,000+
Opera Browser: Fast and Secure : 100,000,000+
Telegram : 100,000,000+
Truecaller: Caller ID, SMS spam blocking & Dialer : 100,000,000+
UC Browser Mini -Tiny Fast Private & Secure : 100,000,000+
Viber Messenger : 500,000,000+
WeChat : 100,000,000+
Yahoo Mail – Stay Organized : 100,000,000+
BBM - Free Calls & Messages : 100,000,000+

We find out that this genre is similar to the App Store's genre of social networking and the apps like Whatsapp Messenger, Skype etc., dominate this genre and these are giants in terms of popularity. Thus we do not recommend this genre as suitable for new apps.

In [30]:
for app in android_final:
    if app[1] == 'HEALTH_AND_FITNESS':
        print(app[0], ':', app[5])
Step Counter - Calorie Counter : 500,000+
Lose Belly Fat in 30 Days - Flat Stomach : 5,000,000+
Pedometer - Step Counter Free & Calorie Burner : 1,000,000+
Six Pack in 30 Days - Abs Workout : 10,000,000+
Lose Weight in 30 Days : 10,000,000+
Pedometer : 10,000,000+
LG Health : 10,000,000+
Step Counter - Pedometer Free & Calorie Counter : 10,000,000+
Pedometer, Step Counter & Weight Loss Tracker App : 10,000,000+
Sportractive GPS Running Cycling Distance Tracker : 1,000,000+
30 Day Fitness Challenge - Workout at Home : 10,000,000+
Home Workout for Men - Bodybuilding : 1,000,000+
Fat Burning Workout - Home Weight lose : 100,000+
Buttocks and Abdomen : 500,000+
Walking for Weight Loss - Walk Tracker : 100,000+
Running & Jogging : 500,000+
Sleep Sounds : 1,000,000+
Fitbit : 10,000,000+
Lose Belly Fat-Home Abs Fitness Workout : 50,000+
Cycling - Bike Tracker : 500,000+
Abs Training-Burn belly fat : 100,000+
Calorie Counter - EasyFit free : 1,000,000+
Aunjai i lert u : 500,000+
Garmin Connect™ : 10,000,000+
BetterMe: Weight Loss Workouts : 5,000,000+
Bike Computer - GPS Cycling Tracker : 1,000,000+
Six Packs for Man–Body Building with No Equipment : 100,000+
Running Distance Tracker + : 1,000,000+
The TK-App - everything under control : 100,000+
Runkeeper - GPS Track Run Walk : 10,000,000+
Walking: Pedometer diet : 1,000,000+
Recipes for hair and face tried : 500,000+
Abs Workout - 30 Days Fitness App for Six Pack Abs : 100,000+
8fit Workouts & Meal Planner : 10,000,000+
Keep Trainer - Workout Trainer & Fitness Coach : 1,000,000+
Couch to 10K Running Trainer : 500,000+
PumpUp — Fitness Community : 1,000,000+
Home workouts - fat burning, abs, legs, arms,chest : 1,000,000+
Running Weight Loss Walking Jogging Hiking FITAPP : 1,000,000+
Strava Training: Track Running, Cycling & Swimming : 10,000,000+
Workout Trainer: fitness coach : 10,000,000+
Fabulous: Motivate Me! Meditate, Relax, Sleep : 5,000,000+
StrongLifts 5x5 Workout Gym Log & Personal Trainer : 1,000,000+
Run with Map My Run : 5,000,000+
7 Minute Workout : 10,000,000+
Workout Tracker & Gym Trainer - Fitness Log Book : 500,000+
Freeletics: Personal Trainer & Fitness Workouts : 10,000,000+
Fitbit Coach : 1,000,000+
JEFIT Workout Tracker, Weight Lifting, Gym Log App : 5,000,000+
Map My Ride GPS Cycling Riding : 1,000,000+
Daily Workouts - Exercise Fitness Routine Trainer : 10,000,000+
Google Fit - Fitness Tracking : 10,000,000+
Weight Loss Running by Verv : 1,000,000+
Sworkit: Workouts & Fitness Plans : 5,000,000+
Map My Fitness Workout Trainer : 1,000,000+
Sports Tracker Running Cycling : 5,000,000+
Seven - 7 Minute Workout Training Challenge : 1,000,000+
Daily Yoga - Yoga Fitness Plans : 5,000,000+
Relax Meditation: Sleep with Sleep Sounds : 1,000,000+
Free Meditation - Take a Break : 100,000+
Meditate OM : 1,000,000+
Yoga - Track Yoga : 500,000+
My Chakra Meditation : 500,000+
Relax with Andrew Johnson Lite : 100,000+
Meditation Music - Relax, Yoga : 1,000,000+
Down Dog: Great Yoga Anywhere : 500,000+
21-Day Meditation Experience : 100,000+
My Chakra Meditation 2 : 100,000+
Simply Yoga - Fitness Trainer for Workouts & Poses : 1,000,000+
Relax Melodies: Sleep Sounds : 5,000,000+
Simple Habit Meditation : 500,000+
Headspace: Meditation & Mindfulness : 10,000,000+
Yoga Studio: Mind & Body : 100,000+
Pregnancy & Baby Tracker : 1,000,000+
My Cycles Period and Ovulation : 1,000,000+
I’m Expecting - Pregnancy App : 1,000,000+
The Bump Pregnancy Tracker : 1,000,000+
My Days - Ovulation Calendar & Period Tracker ™ : 5,000,000+
Best Ovulation Tracker Fertility Calendar App Glow : 1,000,000+
Eve Period Tracker - Love, Sex & Relationships App : 1,000,000+
Fertility Friend Ovulation App : 1,000,000+
Pregnancy Tracker : 500,000+
Period Tracker : 10,000,000+
Spot On Period, Birth Control, & Cycle Tracker : 500,000+
OvuView: Ovulation and Fertility : 1,000,000+
Period Tracker - Period Calendar Ovulation Tracker : 100,000,000+
Period Tracker Clue: Period and Ovulation Tracker : 10,000,000+
Calorie Counter - MyFitnessPal : 50,000,000+
WomanLog Calendar : 5,000,000+
Geocaching® : 5,000,000+
Map My Hike GPS Hiking : 500,000+
ViewRanger - Hike, Ride or Walk : 1,000,000+
Runtastic Mountain Bike GPS Tracker : 1,000,000+
AllTrails: Hiking, Running & Mountain Bike Trails : 1,000,000+
Water Drink Reminder : 10,000,000+
Zombies, Run! 5k Training (Free) : 50,000+
Tracks : 50,000+
YAZIO Calorie Counter, Nutrition Diary & Diet Plan : 5,000,000+
Technutri - calorie counter, diet and carb tracker : 5,000,000+
Couch to 5K by RunDouble : 1,000,000+
Fooducate Healthy Weight Loss & Calorie Counter : 1,000,000+
Weight Watchers Mobile : 5,000,000+
Walk with Map My Walk : 5,000,000+
My Diet Coach - Weight Loss Motivation & Tracker : 10,000,000+
Endomondo - Running & Walking : 10,000,000+
Nike+ Run Club : 10,000,000+
Lose It! - Calorie Counter : 10,000,000+
Runtastic Running App & Mile Tracker : 10,000,000+
Calorie Counter - MyNetDiary : 1,000,000+
10 Best Foods for You : 500,000+
MyPlate Calorie Tracker : 1,000,000+
My Diet Diary Calorie Counter : 1,000,000+
Calorie Counter - Macros : 100,000+
Weight Loss Tracker - RecStyle : 1,000,000+
Lark - 24/7 Health Coach : 100,000+
MealLogger-Photo Food Journal : 50,000+
Health and Nutrition Guide : 500,000+
Calorie Counter & Diet Tracker : 1,000,000+
Food Calorie Calculator : 100,000+
Monitor Your Weight : 5,000,000+
Calorie Counter by FatSecret : 10,000,000+
Eat Fit - Diet and Health Free : 100,000+
Self Healing : 500,000+
Happify : 100,000+
Binaural Beats Therapy : 1,000,000+
Pacifica - Stress & Anxiety : 500,000+
Relaxing Sounds : 100,000+
White Sound Pro : 500,000+
Insight Timer - Free Meditation App : 1,000,000+
Self-help Anxiety Management : 500,000+
Brain Waves - Binaural Beats : 500,000+
Prana Breath: Calm & Meditate : 1,000,000+
7 Cups: Anxiety & Stress Chat : 500,000+
Calm - Meditate, Sleep, Relax : 5,000,000+
White Noise Lite : 1,000,000+
Stop, Breathe & Think: Meditation & Mindfulness : 1,000,000+
Oral-B App : 1,000,000+
f.lux (preview, root-only) : 500,000+
HPlus : 100,000+
H Band 2.0 : 500,000+
H-Connect : 5,000+
H Band : 10,000+
J - Style Pro : 10,000+
K Health : 50,000+
Vi Trainer : 5,000+
30 Day Ab Challenge : 500,000+
Ultimate Ab & Core Workouts : 1,000,000+
Abs Workout - Burn Belly Fat with No Equipment : 10,000,000+
6 Pack Promise - Ultimate Abs : 1,000,000+
Abs, Core & Back Workout Challenge : 100,000+
AB Mobile App : 100,000+
Daily Ab Workout - Core & Abs Fitness Exercises : 10,000,000+
Abs workout 7 minutes : 1,000,000+
30 Day Ab Challenge FREE : 1,000,000+
ABS Workout - Belly workout, 30 days AB : 100,000+
7 minute abs workout - Daily Ab Workout : 100,000+
5 Minute Ab Workouts : 50,000+
30 Day AB Challenge - Lumowell : 10,000+
Ab Workouts : 1,000,000+
Ab Workouts - Ab Generator : 1,000+
Abs workout - 21 Day Fitness Challenge : 1,000,000+
Ladies' Ab Workout FREE : 1,000,000+
30-Day Ab Challenge Tracker : 10,000+
AF Hydro : 10,000+
AF Nutrition - Integratori : 100+
AH Connect (Adventist Health) : 1,000+
be'ah : 10+
We're Working Out - Al Kavadlo : 50,000+
AQ Dentals : 10+
Sleep as Android Gear Addon : 100,000+
Sleep as Android Garmin Addon : 10,000+
Samsung Health : 500,000,000+
Runtastic Sleep Better: Sleep Cycle & Smart Alarm : 5,000,000+
Twilight: Blue light filter : 5,000,000+
MediBeat for AW - Android (1) : 500+
Q7 SmartWatch : 10,000+
AY Oakmont : 10+
Cures A-Z : 100,000+
BA Accesible : 1,000+
Fitness Dance for Zum.ba Workout Exercise : 50,000+
BD Provider App : 5,000+
BF Scale Health Fitness Tool : 1,000+
Women"s Health Tips(Breast,Face,Body,weight lose) : 1,000,000+
Revita.bg : 10+
Blood Glucose Tracker : 100,000+
BH by Kinomap : 10,000+
BH - Fitness & Nutrition : 1+
FitConsole : 50,000+
Run on Earth : 50,000+
Treadmill Workouts Free (P) : 1,000+
The Daily BJ : 500+
Hungry Girl Diet Bk. Companion : 1,000+
BL ONLINE PERSONAL TRAINING : 5+
Poop Tracker - Toilet Log : 10,000+
BM Pharmacy : 1,000+
BM Physiotherapy Clinic : 100+
My BP Lab : 10,000+
BP Tracker : 1,000+
MI-BP : 50+
Deep Breathe BP : 1,000+
BP Toolbox : 1,000+
Blood pressure : 500,000+
Bacterial Vaginosis : 100+
Bacterial Vaginosis 🇺🇸 : 500+
Bacteria Vaginosis : 1,000,000+
Bacterial vaginosis Treatment - Sexual disease : 500+
Home Remedies for Bacterial Infections : 50+
Benefit Extras Mobile App : 1,000+
Kick Axe Bx : 1+
CB Martial Arts : 10+
CB NFC Pendant : 50+
CB Fit : 10+
C B Patel Health Club : 100+
CF SPOT : 100+
CF Talenti : 100+
Thrive CF : 100+
CF Townsville : 100+
CF Etowah : 100+
Cystic Fibrosis Symptoms, Doctors & Treatments : 100+
CF Themis : 100+
CF Riga : 100+
Casa CF : 500+
CampGladiator : 50,000+
CG Fit Scale : 1,000+
Pharmacy CI - Pharmacies de garde Côte d'Ivoire : 100,000+
Pharmacie de Garde CI et Prix : 100,000+
CJ Fitness : 10,000+
The CJ Rubric : 100+
CK SKILLZ : 50+
CK Life : 100+
CK Pharmacies : 100+
CK Active : 10+
CL-Customer Care : 5+
CL Strength : 50+
The ClubHouse CR : 100+
Evolution Marketing CR : 1,000+
I AM C.T. : 1,000+
Cy's Elma Pharmacy : 10+
DG Fitness : 100+
DG Xplained : 100+
Stop Smoking - EasyQuit free : 500,000+
Dr. Muscle : 10,000+
DS Companion : 50+
Eat Right Diet (by Dt Shreya's Family Diet Clinic) : 10+
Dt. Jyothi Srinivas : 100+
DT NO.I : 1,000+
Bodyworks DW : 10+
D.W Bien Être : 10+
Cloud DX Connected Health : 100+
DY Fitness : 10+
PHARMAGUIDE (DZ) : 5,000+
DEM DZ : 100+
Eb & flow Yoga Studio : 10+
EF Coach : 500+
EF Academy : 50+
Period Tracker, Pregnancy Calculator & Calendar 🌸 : 10,000+
EO App. SelfCompassion to you : 100+
Nike Training Club - Workouts & Fitness Plans : 10,000,000+
Ideal Weight, BMI Calculator : 5,000,000+
Fitness & Bodybuilding : 5,000,000+
CALIOPE EU: Air Quality : 1,000+
Home Workout - No Equipment : 10,000,000+
EW MOTION THERAPY : 10+
SCI-Ex : 1,000+
X your Ex - Break Up Treatment : 5,000+
Dream EZ : 10,000+
FD Fitness : 50+
L!FE Premium Training : 100+
Santa Fe Thrive : 50+
Burn Your Fat With Me! FG : 1,000,000+
FH Calculator : 500+
Restaurant Inspections - FL : 10,000+
Florida Blue : 100,000+
In [31]:
for app in android_final:
    if app[1] == 'HEALTH_AND_FITNESS' and (app[5] == '1,000,000,000+' or app[5] == '500,000,000+' or app[5] == '100,000,000'):
        print(app[0], ':', app[5])
Samsung Health : 500,000,000+

We discover the health and fitness genre in Google Play Store to be similar to the one in App Store and this proves to be a suitable market and genre for new apps as the number of installs are varied and not limited to few apps. Hence, we can make a health and fitness app a potential success in the same ways as we discussed in the App Store which is:

1. We can make an app in collaboration with a big sportswear company like Adidas, Puma, Reebok, New Balance etc., as this might help the app gain instant popularity among the users.

2. All these apps contain many in- app purchases which might be off-putting to many users. We can make an app which does not contain any in- app purchases and thus users can avail the entire app with no hesitation and then after gaining some trust and popularity with the app users we can generate revenue by putting some in- app purchases in there.

Conclusion

In this project, we analyzed data about the App Store and Google Play mobile apps with the goal of recommending an app profile that can be profitable for both markets.

1. We can make an app in collaboration with a big sportswear company like Adidas, Puma, Reebok, New Balance etc., as this might help the app gain instant popularity among the users.

2. All these apps contain many in- app purchases which might be off-putting to many users. We can make an app which does not contain any in- app purchases and thus users can avail the entire app with no hesitation and then after gaining some trust and popularity with the app users we can generate revenue by putting some in- app purchases in there.