What apps are most liked by users

  • This goal of this project is to analyze what type of apps attract more users.

We will use two datasets. 1.Google play app data 2.Apple Mobile App Data

In [1]:
from csv import reader

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]))
        print('\n')
    
        
def open_data(file_name):
    file = open(file_name,encoding='utf8')
    read_file = reader(file)
    dataset = list(read_file)
    return dataset
    
ios_file=open_data('AppleStore.csv')
google_file=open_data('googleplaystore.csv')
In [2]:
#explore_data(ios_file[1:],1,2,True)
explore_data(google_file[1:],1,2,True)
['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']


Number of rows: 10841
Number of columns: 13


In [3]:
print(google_file[0:2])
[['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']]
In [4]:
print(google_file[10473])
print(len(google_file[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']
12
In [5]:
del google_file[10473]
print(google_file[10473])
print(len(google_file[10473]))
['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']
13

found duplicate data from disscussion

From the disscussion we can see that there may be duplicate datas. So I am going to make a function which finds out duplicate data entries.

1.First I am going to find what kind of data has duplicate entries

  • i will try to find apps with dupliactes entries
In [6]:
print(google_file[0])
['App', 'Category', 'Rating', 'Reviews', 'Size', 'Installs', 'Type', 'Price', 'Content Rating', 'Genres', 'Last Updated', 'Current Ver', 'Android Ver']
In [7]:
def find_duplicates(dataset):
    duplicate = []
    unique_app = []
    for row in dataset[1:]:
        if row[0] in unique_app:
            duplicate.append(row[0])
        else:
            unique_app.append(row[0])
    
    print('Number of duplicate app: ',len(duplicate))
    print('Example of duplicate app:', duplicate[:15])
    return unique_app,duplicate
            

Here we will first get all the duplicates app by the find_duplicates function the function return alist the name of the app that has duplicate entries.

-> find dupliactes has two parameters. dataset and header -> if your dataset doesnt have header row, pass header=False as parameter. ->The default value is True as we assume that the dataset has header while being passed as arguement

In [8]:
android_unique_apps , android_duplicate = find_duplicates(google_file)
Number of duplicate app:  1181
Example of duplicate app: ['Quick PDF Scanner + OCR FREE', 'Box', 'Google My Business', 'ZOOM Cloud Meetings', 'join.me - Simple Meetings', 'Box', 'Zenefits', 'Google Ads', 'Google My Business', 'Slack', 'FreshBooks Classic', 'Insightly CRM', 'QuickBooks Accounting: Invoicing & Expenses', 'HipChat - Chat Built for Teams', 'Xero Accounting Software']

-> the find dupliactes return two values. unique apps and apps that have duplicate values in the dataset

Cleaning out duplicates

  • listing the unique apps with their maximum ratings
  • we can see here that the rating are in 3rd colomn
  • ['App', 'Category', 'Rating', 'Reviews', 'Size', 'Installs', 'Type', 'Price', 'Content Rating', 'Genres', 'Last Updated', 'Current Ver', 'Android Ver']
  • We have a list android_unique_apps containg the name of unique app . we will use this same technique to extract out the unique apps' maximum rating.
In [9]:
unique_app_max_rating={}
for row in google_file[1:]:
    name = row[0]
    rating = float(row[3])
    if name in unique_app_max_rating:
        unique_app_max_rating[name]=max(unique_app_max_rating[name],rating)
    else:
        unique_app_max_rating[name]=rating
                                                                        

We have seen there is 1181 duplicate entries in the dataset.

In [10]:
print(len(google_file[1:]))
10840

We can see that after deleting the duplicate entries , we have exact 9659 values.

In [11]:
print(unique_app_max_rating['Instagram'])
66577446.0
  • we'd like to analyze only the apps that are directed toward an English-speaking audience. However, if we explore the data long enough, we'll find that both data sets have apps with names that suggest they are not directed toward an English-speaking audience.
  • At first we counted the unique apps with their max ratings.

  • Then we looped throug the data and check if the row contains the maximum rating

  • we will also keep count of the already visited apps so that duplicate entries with max ratings also get eliminated

In [12]:
android_header = google_file[0]
android_clean = []
already_added = []
for row in google_file[1:]:
    name=row[0]
    rating=float(row[3])
    max_rating=unique_app_max_rating[name]
    if (rating==max_rating) and (name not in already_added):
        #(row)
        android_clean.append(row)
        already_added.append(name)
        
#print('sesh')
print(len(android_clean))
9659

android_clean is the clean data without duplicates.

Remiving NON English App

We're not interested in keeping these apps, so we'll remove them. One way to go about this is to remove each app with a name containing a symbol that is not commonly used in English text — English text usually includes letters from the English alphabet, numbers composed of digits from 0 to 9, punctuation marks (., !, ?, ;), and other symbols (+, *, /).

Behind the scenes, each character we use in a string has a corresponding number associated with it. For instance, the corresponding number for character 'a' is 97, character 'A' is 65, and character '爱' is 29,233. We can get the corresponding number of each character using the ord() built-in function.

In [13]:
print(ord('a'))
print(ord('z'))
print(ord('A'))
print(ord('Z'))
97
122
65
90
  • part 1
    • we will keep names with ascii values
      • we have 128 ascii characters indexed from 0 to 127
In [14]:
def is_english(name):
    for letter in name:
        nvalue = ord(letter)
        if nvalue> 127:
            return False
    return True           

This function works just fine. But its wont work with all the english names bacause some english apps may use special characters such as

  • Docs To Go™ Free Office Suite returns it as a non english name.
In [15]:
print(is_english('Docs To Go™ Free Office Suite'))
print(is_english('Instachat 😜'))
False
False
  • part 2
    • 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 [16]:
def is_english(name):
    cnt = 0
    for letter in name:
        nvalue = ord(letter)
        if nvalue> 127:
            cnt +=1
    if cnt>3:
        return False
    return True   

print(is_english('Docs To Go™ Free Office Suite'))
print(is_english('Instachat 😜'))
True
True

removing non english app from android

In [17]:
print(android_header)

android_english=[]
for row in android_clean:
    name=row[0]
    if is_english(name)==True:
        android_english.append(row)
['App', 'Category', 'Rating', 'Reviews', 'Size', 'Installs', 'Type', 'Price', 'Content Rating', 'Genres', 'Last Updated', 'Current Ver', 'Android Ver']
In [18]:
explore_data(android_english,1,3,True)
['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']


Number of rows: 9614
Number of columns: 13


removing non english apps from ios

In [19]:
print(len(ios_file))
ios_header = ios_file[0]
ios_data = ios_file[1:]
print(ios_header)

ios_english=[]
for row in ios_data:
    name=row[1]
    if is_english(name)==True:
        ios_english.append(row)
        
explore_data(ios_english,1,3,True)
7198
['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']
['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']


Number of rows: 6183
Number of columns: 16


We can see that we're left with 9614 Android apps and 6183 iOS apps.

In [20]:
print(android_header)
['App', 'Category', 'Rating', 'Reviews', 'Size', 'Installs', 'Type', 'Price', 'Content Rating', 'Genres', 'Last Updated', 'Current Ver', 'Android Ver']
In [21]:
print(android_english[0])
print(android_english[0][7])
['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']
0

Removing non free app

  • part 1
    • android data has price feature in 8th colun (7th index)
    • we will remove any app which has price > 0
In [22]:
free_android = []
for row in android_english:
    price = row[7]
    if price=='0':
        free_android.append(row)

explore_data(free_android,1,3,True)
['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']


Number of rows: 8864
Number of columns: 13


In [23]:
free_ios = []
for row in ios_english:
    price=row[4]
    if price=='0.0':
        free_ios.append(row)
        
explore_data(free_ios,1,3,True)
        
['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']


Number of rows: 3222
Number of columns: 16


We're left with 8864 Android apps and 3222 iOS apps, which should be enough for our analysis.

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

- Build a minimal Android version of the app, and add it to Google Play.
- If the app has a good response from users, we develop it further.
- 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.

part 1

- finding genre freequencies on android
In [24]:
android_genre = {}

for row in free_android:
    genre = row[9]
    if genre in android_genre:
        android_genre[genre]+=1
    else:
        android_genre[genre]=1

fav_android_genre=''
max_android_freq=0

for key,freq in android_genre.items():
    if max_android_freq<freq:
        max_android_freq=freq
        fav_android_genre=key
        
print(fav_android_genre)
print(max_android_freq)
Tools
749
In [25]:
ios_genre = {}

for row in free_ios:
    genre = row[11]
    if genre in ios_genre:
        ios_genre[genre]+=1
    else:
        ios_genre[genre]=1

fav_ios_genre=''
max_ios_freq=0

for key,freq in ios_genre.items():
    if max_ios_freq<freq:
        max_ios_freq=freq
        fav_ios_genre = key
        
print(fav_ios_genre)
print(max_ios_freq)
Games
1874
In [26]:
print(android_header,'\n',ios_header)
['App', 'Category', 'Rating', 'Reviews', 'Size', 'Installs', 'Type', 'Price', 'Content Rating', 'Genres', 'Last Updated', 'Current Ver', 'Android Ver'] 
 ['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']

we'll need to build a frequency table for the prime_genre column of the App Store data set, and for the Genres and Category columns of the Google Play data set.

We'll build two functions we can use to analyze the frequency tables:

  • One function to generate frequency tables that show percentages
  • Another function we can use to display the percentages in a descending order
In [27]:
def freq_table(dataset,index):
    freq_dic = {}
    for row in dataset:
        feature = row[index]
        if feature in freq_dic:
            freq_dic[feature]+=1
        else:
            freq_dic[feature]=1
    total = len(dataset)
    freq_percentage =  {}
    for key in freq_dic:
        percentage = (freq_dic[key]/total)*100
        freq_percentage[key] = percentage 
    
    return freq_percentage

       
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])

ios popular genre analysis

getting percentage table for ios apps, feature = prime_genre , index = 11 (0 based indexing)

In [28]:
display_table(free_ios,11)
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 more than 50% free english app are of Games. -
  • Entertainment has the second heighest , then photo and video
  • Educational apps has like 3.662321% apps and
  • Social networking apps has almost equal percentage as the socal networking

    In ios , we can conclide that entertainment related genres are more popular than tools.

android popular genre analysis

part 1

getting percentage table for android apps, feature = genre , index = 9 (o based indexing)

In [29]:
display_table(free_android,9)
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

Here genre has many types, we will get back to here later.

Part 2

- getting percentage table for android apps,feature = category  , index = 1 (0 based indexing)
In [30]:
display_table(free_android,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

we can see that Family is the most popular category here , followed by Game category.

  • If we go to the google play page, we will see that in Family category: image
    • there is mostly games and apps for kids so entertainment is also a popular genre among free english android app
  • the second popuar genre is games
  • TOOLS : 8.461191335740072
  • BUSINESS : 4.591606498194946
  • LIFESTYLE : 3.9034296028880866
  • PRODUCTIVITY : 3.892148014440433
  • FINANCE : 3.7003610108303246
  • MEDICAL : 3.531137184115524
  • SPORTS : 3.395758122743682

We can see that in android data, along with entertaining apps, tools and educational apps have good popularity

Analyzing the data (continue.)

The frequency tables we analyzed on the previous screen showed us that the App Store is dominated by apps designed for fun, while Google Play shows a more balanced landscape of both practical and fun apps. Now, we'd like to get an idea about the kind of apps with the most users.

Calculate the average number of installs for each app genre

One way to find out what genres are the most popular (have the most users) is to calculate the average number of installs for each app genre. For the Google Play data set, we can find this information in the Installs column, but this information is missing for the App Store data set. As a workaround, we'll take the total number of user ratings as a proxy, which we can find in the rating_count_tot app.

popular genre acourding to number of installs(ios)

In [31]:
unique_ios_apps = freq_table(free_ios,-5)

table_display = [] 

for genre in unique_ios_apps:
    total=0
    len_genre=0
    for app in free_ios:
        genre_app=app[-5]
        if genre_app==genre:
            user_rating = float(app[5])
            total+=user_rating
            len_genre+=1
    avg_genre_rating = total/len_genre
    
    key_val_as_tuple = (avg_genre_rating,genre)
    table_display.append(key_val_as_tuple)
        
table_sorted = sorted(table_display, reverse=True)
for entry in table_sorted:
    print(entry[1],':',entry[0])
            
Navigation : 86090.33333333333
Reference : 74942.11111111111
Social Networking : 71548.34905660378
Music : 57326.530303030304
Weather : 52279.892857142855
Book : 39758.5
Food & Drink : 33333.92307692308
Finance : 31467.944444444445
Photo & Video : 28441.54375
Travel : 28243.8
Shopping : 26919.690476190477
Health & Fitness : 23298.015384615384
Sports : 23008.898550724636
Games : 22788.6696905016
News : 21248.023255813954
Productivity : 21028.410714285714
Utilities : 18684.456790123455
Lifestyle : 16485.764705882353
Entertainment : 14029.830708661417
Business : 7491.117647058823
Education : 7003.983050847458
Catalogs : 4004.0
Medical : 612.0

On average, navigation apps have the highest number of user reviews, but this figure is heavily influenced by Waze and Google Maps, which have close to half a million user reviews together:

In [32]:
for app in free_ios:
    if app[-5] == 'Navigation':
        print(app[1], ':', app[5])
        
        
Waze - GPS Navigation, Maps & Real-time Traffic : 345046
Google Maps - Navigation & Transit : 154911
Geocaching® : 12811
CoPilot GPS – Car Navigation & Offline Maps : 3582
ImmobilienScout24: Real Estate Search in Germany : 187
Railway Route Search : 5
In [48]:
for app in free_ios:
    if app[-5] == 'Travel':
        print(app[1], ':', app[5])
Google Earth : 446185
Yelp - Nearby Restaurants, Shopping & Services : 223885
GasBuddy : 145549
TripAdvisor Hotels Flights Restaurants : 56194
Uber : 49466
Lyft : 46922
HotelTonight - Great Deals on Last Minute Hotels : 32341
Hotels & Vacation Rentals by Booking.com : 31261
Southwest Airlines : 30552
Airbnb : 22302
Expedia Hotels, Flights & Vacation Package Deals : 10278
Fly Delta : 8094
Hopper - Predict, Watch & Book Flights : 6944
United Airlines : 5748
Skiplagged — Actually Cheap Flights & Hotels : 1851
Viator Tours & Activities : 1839
iExit Interstate Exit Guide : 1798
Gogo Entertainment : 1482
Google Street View : 1450
Webcams – EarthCam : 912
HISTORY Here : 685
DB Navigator : 512
Mobike - Dockless Bike Share : 494
MiFlight™ – Airport security line wait times at checkpoints for domestic and international travelers : 493
BlaBlaCar - Trusted Carpooling : 397
Six Flags : 353
Google Trips – Travel planner : 329
Voyages-sncf.com : book train and bus tickets : 268
Trainline UK: Live Train Times, Tickets & Planner : 248
Urlaubspiraten : 188
铁路12306 : 177
Ryanair - Cheapest Fares : 175
飞猪 : 154
Fleet Air Travel Guide & Airport Directory : 105
FlixBus - bus travel in Europe : 92
Ab in den Urlaub – Pauschalreisen günstig buchen : 22
SNCF : 7
skyticket - Reserve Best Valued Air Tickets : 0
Fluege.de - Finde den billigsten Flug : 0
VoiceTra(Voice Translator) : 0
In [33]:
for app in free_ios:
    if app[-5] == 'Reference':
        print(app[1], ':', app[5])
Bible : 985920
Dictionary.com Dictionary & Thesaurus : 200047
Dictionary.com Dictionary & Thesaurus for iPad : 54175
Google Translate : 26786
Muslim Pro: Ramadan 2017 Prayer Times, Azan, Quran : 18418
New Furniture Mods - Pocket Wiki & Game Tools for Minecraft PC Edition : 17588
Merriam-Webster Dictionary : 16849
Night Sky : 12122
City Maps for Minecraft PE - The Best Maps for Minecraft Pocket Edition (MCPE) : 8535
LUCKY BLOCK MOD ™ for Minecraft PC Edition - The Best Pocket Wiki & Mods Installer Tools : 4693
GUNS MODS for Minecraft PC Edition - Mods Tools : 1497
Guides for Pokémon GO - Pokemon GO News and Cheats : 826
WWDC : 762
Horror Maps for Minecraft PE - Download The Scariest Maps for Minecraft Pocket Edition (MCPE) Free : 718
VPN Express : 14
Real Bike Traffic Rider Virtual Reality Glasses : 8
教えて!goo : 0
Jishokun-Japanese English Dictionary & Translator : 0

In the previous screen, we came up with an app profile recommendation for the App Store based on the number of user ratings. 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.)

popular genre acourding to number of installs(android)

In [34]:
display_table(free_android,5)
1,000,000+ : 15.726534296028879
100,000+ : 11.552346570397113
10,000,000+ : 10.548285198555957
10,000+ : 10.198555956678701
1,000+ : 8.393501805054152
100+ : 6.915613718411552
5,000,000+ : 6.825361010830325
500,000+ : 5.561823104693141
50,000+ : 4.7721119133574
5,000+ : 4.512635379061372
10+ : 3.5424187725631766
500+ : 3.2490974729241873
50,000,000+ : 2.3014440433213
100,000,000+ : 2.1322202166064983
50+ : 1.917870036101083
5+ : 0.78971119133574
1+ : 0.5076714801444043
500,000,000+ : 0.2707581227436823
1,000,000,000+ : 0.22563176895306858
0+ : 0.04512635379061372
0 : 0.01128158844765343

One problem with this data is that is not precise. 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 get an idea 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 to float — this means that we need to remove the commas and the plus characters, otherwise the conversion will fail and raise an error. We'll do this directly in the loop below, where we also compute the average number of installs for each genre (category).

In [35]:
unique_android_apps=freq_table(free_android,1)

table_display = []
for category in unique_android_apps:
    total=0
    len_category=0
    for app in free_android:
        category_app=app[1]
        if category_app==category:
            installs = app[5]
            installs = installs.replace(',','')
            installs = installs.replace('+','')
            installs = float(installs)
            total+=installs
            len_category+=1
    avg_category_rating = total/len_category
    
    key_val_as_tuple = (avg_category_rating,category)
    table_display.append(key_val_as_tuple)
        
table_sorted = sorted(table_display, reverse=True)
for entry in table_sorted:
    print(entry[1],':',entry[0])
COMMUNICATION : 38456119.167247385
VIDEO_PLAYERS : 24727872.452830188
SOCIAL : 23253652.127118643
PHOTOGRAPHY : 17840110.40229885
PRODUCTIVITY : 16787331.344927534
GAME : 15588015.603248259
TRAVEL_AND_LOCAL : 13984077.710144928
ENTERTAINMENT : 11640705.88235294
TOOLS : 10801391.298666667
NEWS_AND_MAGAZINES : 9549178.467741935
BOOKS_AND_REFERENCE : 8767811.894736841
SHOPPING : 7036877.311557789
PERSONALIZATION : 5201482.6122448975
WEATHER : 5074486.197183099
HEALTH_AND_FITNESS : 4188821.9853479853
MAPS_AND_NAVIGATION : 4056941.7741935486
FAMILY : 3695641.8198090694
SPORTS : 3638640.1428571427
ART_AND_DESIGN : 1986335.0877192982
FOOD_AND_DRINK : 1924897.7363636363
EDUCATION : 1833495.145631068
BUSINESS : 1712290.1474201474
LIFESTYLE : 1437816.2687861272
FINANCE : 1387692.475609756
HOUSE_AND_HOME : 1331540.5616438356
DATING : 854028.8303030303
COMICS : 817657.2727272727
AUTO_AND_VEHICLES : 647317.8170731707
LIBRARIES_AND_DEMO : 638503.734939759
PARENTING : 542603.6206896552
BEAUTY : 513151.88679245283
EVENTS : 253542.22222222222
MEDICAL : 120550.61980830671

On average, communication apps have the most installs: 38,456,119. This number is heavily skewed up by a few apps that have over one billion installs (WhatsApp, Facebook Messenger, Skype, Google Chrome, Gmail, and Hangouts), and a few others with over 100 and 500 million installs:

In [36]:
for app in free_android:
    if app[1]=='COMMUNICATION':
        installs = app[5]
        installs = installs.replace(',','')
        installs = installs.replace('+','')
        installs = float(installs)
        print(app[0],':',installs)
        
WhatsApp Messenger : 1000000000.0
Messenger for SMS : 10000000.0
My Tele2 : 5000000.0
imo beta free calls and text : 100000000.0
Contacts : 50000000.0
Call Free – Free Call : 5000000.0
Web Browser & Explorer : 5000000.0
Browser 4G : 10000000.0
MegaFon Dashboard : 10000000.0
ZenUI Dialer & Contacts : 10000000.0
Cricket Visual Voicemail : 10000000.0
TracFone My Account : 1000000.0
Xperia Link™ : 10000000.0
TouchPal Keyboard - Fun Emoji & Android Keyboard : 10000000.0
Skype Lite - Free Video Call & Chat : 5000000.0
My magenta : 1000000.0
Android Messages : 100000000.0
Google Duo - High Quality Video Calls : 500000000.0
Seznam.cz : 1000000.0
Antillean Gold Telegram (original version) : 100000.0
AT&T Visual Voicemail : 10000000.0
GMX Mail : 10000000.0
Omlet Chat : 10000000.0
My Vodacom SA : 5000000.0
Microsoft Edge : 5000000.0
Messenger – Text and Video Chat for Free : 1000000000.0
imo free video calls and chat : 500000000.0
Calls & Text by Mo+ : 5000000.0
free video calls and chat : 50000000.0
Skype - free IM & video calls : 1000000000.0
Who : 100000000.0
GO SMS Pro - Messenger, Free Themes, Emoji : 100000000.0
Messaging+ SMS, MMS Free : 1000000.0
chomp SMS : 10000000.0
Glide - Video Chat Messenger : 10000000.0
Text SMS : 10000000.0
Talkray - Free Calls & Texts : 10000000.0
LINE: Free Calls & Messages : 500000000.0
GroupMe : 10000000.0
mysms SMS Text Messaging Sync : 1000000.0
2ndLine - Second Phone Number : 1000000.0
Google Chrome: Fast & Secure : 1000000000.0
Firefox Browser fast & private : 100000000.0
Ninesky Browser : 1000000.0
Dolphin Browser - Fast, Private & Adblock🐬 : 50000000.0
UC Browser - Fast Download Private & Secure : 500000000.0
Ghostery Privacy Browser : 1000000.0
InBrowser - Incognito Browsing : 1000000.0
Lightning Web Browser : 500000.0
Web Browser : 500000.0
Contacts+ : 10000000.0
ExDialer - Dialer & Contacts : 10000000.0
PHONE for Google Voice & GTalk : 1000000.0
Safest Call Blocker : 1000000.0
Full Screen Caller ID : 5000000.0
Hiya - Caller ID & Block : 10000000.0
Mr. Number-Block calls & spam : 10000000.0
Should I Answer? : 1000000.0
RocketDial Dialer & Contacts : 1000000.0
CIA - Caller ID & Call Blocker : 5000000.0
Calls Blacklist - Call Blocker : 10000000.0
Call Control - Call Blocker : 5000000.0
True Contact - Real Caller ID : 1000000.0
Video Caller Id : 1000000.0
Sync.ME – Caller ID & Block : 5000000.0
Burner - Free Phone Number : 1000000.0
Caller ID + : 1000000.0
Gmail : 1000000000.0
K-9 Mail : 5000000.0
myMail – Email for Hotmail, Gmail and Outlook Mail : 10000000.0
Email TypeApp - Mail App : 1000000.0
All Email Providers : 1000000.0
Newton Mail - Email App for Gmail, Outlook, IMAP : 1000000.0
GO Notifier : 10000000.0
Mail.Ru - Email App : 50000000.0
Mail1Click - Secure Mail : 10000.0
Daum Mail - Next Mail : 5000000.0
mail.com mail : 1000000.0
SolMail - All-in-One email app : 500000.0
Hangouts : 1000000000.0
Vonage Mobile® Call Video Text : 1000000.0
JusTalk - Free Video Calls and Fun Video Chat : 5000000.0
Azar : 50000000.0
LokLok: Draw on a Lock Screen : 500000.0
Discord - Chat for Gamers : 10000000.0
Messenger Lite: Free Calls & Messages : 100000000.0
AntennaPict β : 1000000.0
Talkatone: Free Texts, Calls & Phone Number : 10000000.0
Kik : 100000000.0
[email protected] Mail - Email App : 100000.0
KakaoTalk: Free Calls & Text : 100000000.0
K-9 Material (unofficial) : 5000.0
M star Dialer : 100000.0
Free WiFi Connect : 10000000.0
m:go BiH : 10000.0
N-Com Wizard : 50000.0
Opera Mini - fast web browser : 100000000.0
Opera Browser: Fast and Secure : 100000000.0
Opera Mini browser beta : 10000000.0
Psiphon Pro - The Internet Freedom VPN : 10000000.0
ICQ — Video Calls & Chat Messenger : 10000000.0
Telegram : 100000000.0
AT&T Messages for Tablet : 1000000.0
T-Mobile DIGITS : 100000.0
Truecaller: Caller ID, SMS spam blocking & Dialer : 100000000.0
Portable Wi-Fi hotspot : 10000000.0
AT&T Call Protect : 5000000.0
U - Webinars, Meetings & Messenger : 500000.0
UC Browser Mini -Tiny Fast Private & Secure : 100000000.0
/u/app : 10000.0
[verify-U] VideoIdent : 10000.0
Viber Messenger : 500000000.0
WeChat : 100000000.0
WhatsApp Business : 10000000.0
WhatsCall Free Global Phone Call App & Cheap Calls : 10000000.0
X Browser : 50000.0
Yahoo Mail – Stay Organized : 100000000.0
Free Adblocker Browser - Adblock & Popup Blocker : 10000000.0
Adblock Browser for Android : 10000000.0
CM Browser - Ad Blocker , Fast Download , Privacy : 50000000.0
Adblock Plus for Samsung Internet - Browse safe. : 1000000.0
Ad Blocker Turbo - Adblocker Browser : 10000.0
Brave Browser: Fast AdBlocker : 5000000.0
AG Contacts, Lite edition : 5000.0
Oklahoma Ag Co-op Council : 10.0
Bee'ah Employee App : 100.0
tournaments and more.aj.2 : 100.0
Aj.Petra : 100.0
AK Phone : 5000.0
PlacarTv Futebol Ao Vivo : 100000.0
WiFi Access Point (hotspot) : 100000.0
Access Point Names : 10000.0
Puffin Web Browser : 10000000.0
ClanHQ : 10000.0
Ear Agent: Super Hearing : 5000000.0
Google Voice : 10000000.0
Google Allo : 10000000.0
AU Call Blocker - Block Unwanted Calls Texts 2018 : 1000.0
Baby Monitor AV : 100000.0
AV Phone : 1000.0
AW - free video calls and chat : 1000000.0
Katalogen.ax : 100.0
AZ Browser. Private & Download : 100000.0
BA SALES : 1.0
BD Data Plan (3G & 4G) : 500000.0
BD Internet Packages (Updated) : 50000.0
BD Dialer : 10000.0
BD Live Call : 5000.0
Best Browser BD social networking : 10.0
Traffic signs BD : 500.0
BF Browser by Betfilter - Stop Gambling Today! : 10000.0
My BF App : 50000.0
BH Mail : 1000.0
Zalo – Video Call : 50000000.0
BJ - Confidential : 10.0
BK Chat : 1000.0
Of the wall Arapaho bk : 5.0
AC-BL : 50.0
BBM - Free Calls & Messages : 100000000.0
DMR BrandMeister Tool : 10000.0
BBMoji - Your personalized BBM Stickers : 1000000.0
BN MALLORCA Radio : 1000.0
BQ Partners : 1000.0
BS-Mobile : 50.0
ATC Unico BS : 500.0
BT One Voice mobile access : 5000.0
BT Messenger : 50000.0
BT One Phone Mobile App : 10000.0
SW-100.tch by Callstel : 1000000.0
BT MeetMe with Dolby Voice : 100000.0
Bluetooth Auto Connect : 5000000.0
AudioBT: BT audio GPS/SMS/Text : 50000.0
BV : 100.0
Feel Performer : 10000.0
Tiny Call Confirm : 1000000.0
CB Radio Chat - for friends! : 1000000.0
CB On Mobile : 100000.0
Virtual Walkie Talkie : 1000000.0
Channel 19 : 100000.0
Cb browser : 50.0
CF Chat: Connecting Friends : 100.0
retteMi.ch : 5000.0
Chrome Dev : 5000000.0
CJ Browser - Fast & Private : 100.0
CJ DVD Rentals : 100.0
CK Call NEW : 10.0
CM Transfer - Share any files with friends nearby : 5000000.0
mail.co.uk Mail : 5000.0
ClanPlay: Community and Tools for Gamers : 1000000.0
CQ-Mobile : 1000.0
CQ-Alert : 500.0
QRZ Assistant : 100000.0
Pocket Prefix Plus : 10000.0
Ham Radio Prefixes : 10000.0
CS Customizer : 1000.0
CS Browser | #1 & BEST BROWSER : 1000.0
CS Browser Beta : 5000.0
My Vodafone (GR) : 1000000.0
IZ2UUF Morse Koch CW : 50000.0
C W Browser : 100.0
CW Bluetooth SPP : 100.0
CW BLE Peripheral Simulator : 500.0
Morse Code Reader : 100000.0
Learn Morse Code - G0HYN Learn Morse : 5000.0
Ring : 10000.0
Hyundai CX Conference : 50.0
Cy Messenger : 100.0
Amadeus GR & CY : 100.0
Hlášenírozhlasu.cz : 10.0
SMS Sender - sluzba.cz : 1000.0
WEB.DE Mail : 10000000.0
Your Freedom VPN Client : 5000000.0
CallApp: Caller ID, Blocker & Phone Call Recorder : 10000000.0
Rádio Sol Nascente DF : 500.0
DG Card : 100.0
Whoscall - Caller ID & Block : 10000000.0
DK Browser : 10.0
cluster.dk : 1000.0
DK TEL Dialer : 50.0
DM for WhatsApp : 5000.0
DM Talk New : 5000.0
DM - The Offical Messaging App : 10.0
DM Tracker : 1000.0
Call Blocker & Blacklist : 1000.0
ReadyOp DT : 1000.0
DU Browser—Browse fast & fun : 10000000.0
Caller ID & Call Block - DU Caller : 5000000.0
BlueDV AMBE : 1000.0
DW Contacts & Phone & Dialer : 1000000.0
Deaf World DW : 10000.0
Ham DX Cluster & Spots Finder : 5000.0
Mircules DX Cluster Lite : 5000.0
3G DZ Configuration : 50000.0
chat dz : 100.0
love sms good morning : 5000.0
Goodbox - Mega App : 100000.0
Call Blocker - Blacklist, SMS Blocker : 1000000.0
[EF]ShoutBox : 100.0
Eg Call : 10000.0
ei : 10.0
EJ messenger : 10.0
Ek IRA : 10.0
Orfox: Tor Browser for Android : 10000000.0
EO Mumbai : 10.0
EP RSS Reader : 100.0
Voxer Walkie Talkie Messenger : 10000000.0
ES-1 : 500.0
Hangouts Dialer - Call Phones : 10000000.0
EU Council : 1000.0
Council Voting Calculator : 5000.0
Have your say on Europe : 500.0
Programi podrške EU : 100.0
Inbox.eu : 10000.0
Web Browser for Android : 1000000.0
Everbridge : 100000.0
Best Auto Call Recorder Free : 500.0
EZ Wifi Notification : 10000.0
Test Server SMS FA : 5.0
Lite for Facebook Messenger : 1000000.0
FC Browser - Focus Privacy Browser : 1000.0
EHiN-FH conferenceapp : 100.0
Carpooling FH Hagenberg : 100.0
Wi-Fi Auto-connect : 1000000.0
Talkie - Wi-Fi Calling, Chats, File Sharing : 500000.0
WeFi - Free Fast WiFi Connect & Find Wi-Fi Map : 1000000.0
Sat-Fi : 5000.0
Portable Wi-Fi hotspot Free : 100000.0
TownWiFi | Wi-Fi Everywhere : 500000.0
Jazz Wi-Fi : 10000.0
Sat-Fi Voice : 1000.0
Free Wi-fi HotspoT : 50000.0
FN Web Radio : 10.0
FNH Payment Info : 10.0
MARKET FO : 100.0
FO OP St-Nazaire : 100.0
FO SODEXO : 100.0
FO RCBT : 100.0
FO Interim : 100.0
FO PSA Sept-Fons : 100.0
FO AIRBUS TLSE : 1000.0
FO STELIA Méaulte : 100.0
FO AIRBUS Nantes : 100.0
Firefox Focus: The privacy browser : 1000000.0
FP Connect : 100.0
FreedomPop Messaging Phone/SIM : 500000.0
FP Live : 10.0
HipChat - beta version : 50000.0

here we can see that top video playing apps:

for app in free_android: if app[1]=='VIDEO_PLAYERS': installs = app[5] installs = installs.replace(',','') installs = installs.replace('+','') installs = float(installs) print(app[0],':',installs)

here we can see that top social apps:

In [38]:
for app in free_android:
    if app[1]=='SOCIAL':
        installs = app[5]
        installs = installs.replace(',','')
        installs = installs.replace('+','')
        installs = float(installs)
        print(app[0],':',installs)
Facebook : 1000000000.0
Facebook Lite : 500000000.0
Tumblr : 100000000.0
Social network all in one 2018 : 100000.0
Pinterest : 100000000.0
TextNow - free text + calls : 10000000.0
Google+ : 1000000000.0
The Messenger App : 1000000.0
Messenger Pro : 1000000.0
Free Messages, Video, Chat,Text for Messenger Plus : 1000000.0
Telegram X : 5000000.0
The Video Messenger App : 100000.0
Jodel - The Hyperlocal App : 1000000.0
Hide Something - Photo, Video : 5000000.0
Love Sticker : 1000000.0
Web Browser & Fast Explorer : 5000000.0
LiveMe - Video chat, new friends, and make money : 10000000.0
VidStatus app - Status Videos & Status Downloader : 5000000.0
Love Images : 1000000.0
Web Browser ( Fast & Secure Web Explorer) : 500000.0
SPARK - Live random video chat & meet new people : 5000000.0
Golden telegram : 50000.0
Facebook Local : 1000000.0
Meet – Talk to Strangers Using Random Video Chat : 5000000.0
MobilePatrol Public Safety App : 1000000.0
💘 WhatsLov: Smileys of love, stickers and GIF : 1000000.0
HTC Social Plugin - Facebook : 10000000.0
Quora : 10000000.0
Kate Mobile for VK : 10000000.0
Family GPS tracker KidControl + GPS by SMS Locator : 1000000.0
Moment : 1000000.0
Text Me: Text Free, Call Free, Second Phone Number : 10000000.0
Text Free: WiFi Calling App : 5000000.0
Badoo - Free Chat & Dating App : 100000000.0
Text free - Free Text + Call : 10000000.0
Tango - Live Video Broadcast : 100000000.0
ooVoo Video Calls, Messaging & Stories : 50000000.0
Whisper : 5000000.0
Blogger : 5000000.0
Bloglovin' : 500000.0
Blogaway for Android (Blogger) : 100000.0
Instagram : 1000000000.0
TwitCasting Live : 1000000.0
Stream - Live Video Community : 500000.0
YouNow: Live Stream Video Chat : 10000000.0
Mirrativ: Live Stream Any App : 500000.0
Snapchat : 500000000.0
Banjo : 1000000.0
We Heart It : 10000000.0
MeetMe: Chat & Meet New People : 50000000.0
Timehop : 5000000.0
Frontback - Social Photos : 1000000.0
LinkedIn : 100000000.0
Path : 10000000.0
SayHi Chat, Meet New People : 10000000.0
Tapatalk - 100,000+ Forums : 10000000.0
Couple - Relationship App : 1000000.0
Nextdoor - Local neighborhood news & classifieds : 5000000.0
LOVOO : 10000000.0
Jaumo Dating, Flirt & Live Video : 10000000.0
Patook - make platonic friends : 100000.0
Zello PTT Walkie Talkie : 50000000.0
textPlus: Free Text & Calls : 10000000.0
magicApp Calling & Messaging : 10000000.0
Dating App, Flirt & Chat : W-Match : 10000000.0
uCiC- Videos and Photos on demand : 100000.0
Meetup : 5000000.0
POF Free Dating App : 50000000.0
Tagged - Meet, Chat & Dating : 10000000.0
SKOUT - Meet, Chat, Go Live : 50000000.0
Mico- Stranger Chat Random video Chat, Live, Meet : 10000000.0
Waplog - Free Chat, Dating App, Meet Singles : 10000000.0
Tik Tok - including musical.ly : 100000000.0
B-Messenger Video Chat : 1000000.0
BIGO LIVE - Live Stream : 100000000.0
Greeting Cards & Wishes : 500000.0
Share G - Images Sharing - Wallpapers App : 10000.0
H letter images : 1000.0
Instachat 😜 : 5000000.0
Fame Boom for Real Followers, Likes : 5000000.0
FollowMeter for Instagram : 1000000.0
Mali J : 10000.0
KDRAMA Amino for K-Drama Fans : 100000.0
KPOP Amino for K-Pop Entertainment : 100000.0
EXO-L Amino for EXO Fans : 50000.0
Verdad o Reto : 500000.0
pixiv : 1000000.0
Join R, Community Engagement : 1000.0
U LIVE – Video Chat & Stream : 1000000.0
See U - Random video chat, video chat : 100000.0
What U See : 100000.0
U-Report : 10000.0
Meet U - Get Friends for Snapchat, Kik & Instagram : 100000.0
VMate Lite - Funny Short Videos Social Network : 1000000.0
V Bucks ProTips New : 1000.0
i-share AF/KLM (AFKL ishare) : 100.0
Eternal Light AG : 100.0
Message AI - Write Better Messages (Free) : 100.0
Jamaa Amino for Animal Jam : 10000.0
Legend - Animate Text in Video : 10000000.0
GUYZ - Gay Chat & Gay Dating : 1000000.0
eChallan Andhra Pradesh (AP) : 1000.0
Snaappy – 3D fun AR core communication platform : 1000000.0
Undertale AU Amino : 50000.0
Au Pair : 10000.0
Media Sosial TNI AU : 1000.0
BA 3 Banjarmasin : 10.0
iCard BD Plus : 500.0
Movement BE : 100.0
YAY - TBH : 100000.0
Find My Friends : 10000000.0
BG LINKED (BGLINKED) : 1000.0
Zdravei.BG : 1000.0
BGKontakti London BG Kontakti : 500.0
BGKontakti Bayern BG Kontakti : 1000.0
BGKontakti Vienna BG Kontakti : 1000.0
Discípulos em BH : 100.0
BH Connect : 1.0
Gayvox - Gay Lesbian Bi Dating : 500000.0
Grindr - Gay chat : 10000000.0
Lesbian Chat & Dating - SPICY : 1000000.0
Alumni BJ : 100.0
VK : 100000000.0
BK Traffic Control cum Chart : 10000.0
Daily Murli Saar Widget : 10000.0
[email protected] : 100.0
bm-Events : 10.0
BOO! - Next Generation Messenger : 1000000.0
Wishbone - Compare Anything : 1000000.0
BR Chat Bot : 1000.0
Br Browser : 500.0
Dr B R Ambedkar (Jai Bhim) : 100000.0
Dr. B.R.Ambedkar : 100000.0
Black Social : 1000.0
BT Communicator : 10000.0
BT Dating -Find your match, help cupid, be social : 50000.0
Fiesta by Tango - Find, Meet and Make New Friends : 1000000.0
Evasion.bz : 100.0
CB Heroes : 5.0
CG Districts : 1000.0
Digi-TV.ch : 10000.0
Students.ch : 1000.0
CJ Gospel Hour : 100.0
Pekalongan CJ : 0.0
Hashtags For Likes.co : 50000.0
CP Dialer : 50000.0
C.P. CERVANTES (TOBARRA) : 5.0
Cyprus Police : 10000.0
Rande.cz : 50000.0
signály.cz : 1000.0
DB Event App : 5000.0
DC Comics Amino : 1000.0
DF BugMeNot : 500.0
Noticias DF : 1000.0
Periscope - Live Video : 10000000.0
Daddyhunt: Gay Dating : 500000.0
Free phone calls, free texting SMS on free number : 10000000.0
Phone Tracker : Family Locator : 10000000.0
HOLLA Live: Meet New People via Random Video Chat : 5000000.0
Dating.dk : 100000.0
DK Murali : 500.0
GirlTalk.dk : 100.0
+Download 4 Instagram Twitter : 1000000.0
DM Me - Chat : 10000.0
DM for IG 😘 - Image & Video Saver for Instagram : 5000.0
Auto DM for Twitter 🔥 : 1000.0
DM Storage (for twitter) : 100.0
Fake Chat (Direct Message) : 500000.0
Otto DM : 10.0
DN Blog : 10.0
DP and Status for WhatsApp 2018 : 100000.0
Dp For Whatsapp : 5000.0
Profile Pictures and DP for Whatsapp : 5000.0
Dp for Facebook : 5000.0
Best DP and Status : 10000.0
Instant DP Downloader for Instagram : 5000.0
DP Display Pictures Life Quotes Motivational GM : 5000.0
Qeek for Instagram - Zoom profile insta DP : 500000.0
DV Statistics : 100.0
DW Streaming : 1000.0
News Dz : 10.0
quran-DZ : 10.0
TN e Sevai TN EB Bill Patta Citta EC Birth All Hub : 5000.0
TNEB Bill Online Payment (Tamil) : 5000.0
UP EB Bill Payment & Details : 50.0
TN EC Online New : 1000.0
TN Patta /Chitta /EC New : 100.0
EG Way Life : 50.0
Equestria Amino for MLP : 50000.0
Ek Maratha : 10000.0
Hum Ek Hain 2.02 : 10.0
Sabka Malik Ek Sai : 1000.0
EO RAIPUR : 10.0
Anime et Manga Amino en Français : 50000.0
Hornet - Gay Social Network : 5000000.0
Amino: Communities and Chats : 10000000.0
European Solidarity Corps : 1000.0
Reisedealz.eu : 10.0
Eddsworld Amino : 10000.0
Rejoin Your Ex : 100.0
Amleen Ey : 1.0
Coupe Adhémar EY 2017 : 50.0
EZ Video Download for Facebook : 1000000.0
Messages, Text and Video Chat for Messenger : 10000000.0
All Social Networks : 1000000.0
Messenger Messenger : 10000000.0
Facebook Creator : 1000000.0
Swift for Facebook Lite : 500000.0
Friendly for Facebook : 1000000.0
Faster for Facebook Lite : 1000000.0
Puffin for Facebook : 500000.0
Profile Tracker - Who Viewed My Facebook Profile : 500000.0
Pink Color for Facebook : 500000.0
Messenger : 10000000.0
Stickers for Imo, fb, whatsapp : 10000.0
Who Viewed My Facebook Profile - Stalkers Visitors : 5000000.0
Downloader plus for FB : 500.0
MB Notifications for FB (Free) : 100000.0
Phoenix - Facebook & Messenger : 100000.0
Faster Social for Facebook : 100000.0
Check Your Visitors on FB ? : 5000.0
Stickers for Facebook : 1000000.0
Lite Messenger for Facebook Lite : 10000.0
Mini for Facebook lite : 10000.0
FB Advanced Search : 50.0
funny Image Comments for FB : 5000.0
Unlimited Group Links - Whatsapp, FB, Telegram : 10000.0
FCB Connect - FC Barcelona : 50000.0
Frases Cristianas de Esperanza y Fe : 100.0
FutureNet your social app : 100000.0
Alarm.fo – choose your info : 1000.0
FunForMobile Ringtones & Chat : 5000000.0
Chat For Strangers - Video Chat : 100000.0
Fr Daoud Lamei : 100000.0
Naruto & Boruto FR : 100.0
Frim: get new friends on local chat rooms : 5000000.0

here we can see that top PRODUCTIVITY playing apps:

In [41]:
for app in free_android:
    if app[1]=='PRODUCTIVITY':
        installs = app[5]
        installs = installs.replace(',','')
        installs = installs.replace('+','')
        installs = float(installs)
        print(app[0],':',installs)
Microsoft Word : 500000000.0
All-In-One Toolbox: Cleaner, Booster, App Manager : 10000000.0
AVG Cleaner – Speed, Battery & Memory Booster : 10000000.0
QR Scanner & Barcode Scanner 2018 : 10000000.0
Chrome Beta : 10000000.0
Microsoft Outlook : 100000000.0
Google PDF Viewer : 10000000.0
My Claro Peru : 5000000.0
Power Booster - Junk Cleaner & CPU Cooler & Boost : 1000000.0
Google Assistant : 10000000.0
Microsoft OneDrive : 100000000.0
Calculator - unit converter : 50000000.0
Microsoft OneNote : 100000000.0
Metro name iD : 10000000.0
Google Keep : 100000000.0
Archos File Manager : 5000000.0
ES File Explorer File Manager : 100000000.0
ASUS SuperNote : 10000000.0
HTC File Manager : 10000000.0
MyMTN : 1000000.0
Dropbox : 500000000.0
ASUS Quick Memo : 10000000.0
HTC Calendar : 10000000.0
Google Docs : 100000000.0
ASUS Calling Screen : 10000000.0
lifebox : 5000000.0
Yandex.Disk : 5000000.0
Content Transfer : 5000000.0
HTC Mail : 10000000.0
Advanced Task Killer : 50000000.0
MyVodafone (India) - Online Recharge & Pay Bills : 10000000.0
Microsoft PowerPoint : 100000000.0
Microsoft Translator : 5000000.0
My Airtel-Online Recharge, Pay Bill, Wallet, UPI : 50000000.0
Samsung Notes : 100000000.0
Do It Later: Tasks & To-Dos : 50000000.0
Verizon Cloud : 50000000.0
myAT&T : 50000000.0
SwiftKey Keyboard : 100000000.0
Hacker's Keyboard : 1000000.0
MEGA : 50000000.0
Security & Privacy : 1000000.0
7 Weeks - Habit & Goal Tracker : 500000.0
Loop - Habit Tracker : 1000000.0
TickTick: To Do List with Reminder, Day Planner : 1000000.0
Keeper: Free Password Manager & Secure Vault : 10000000.0
Pushbullet - SMS on PC : 1000000.0
Wunderlist: To-Do List & Tasks : 10000000.0
Planner Pro-Personal Organizer : 1000000.0
Todoist: To-do lists for task management & errands : 10000000.0
Cozi Family Organizer : 1000000.0
IFTTT : 1000000.0
Trello : 5000000.0
Easy Voice Recorder : 10000000.0
Dashlane Free Password Manager : 1000000.0
CM FILE MANAGER HD : 10000000.0
Solid Explorer Classic : 1000000.0
File Browser by Astro (File Manager) : 50000000.0
File Explorer : 100000.0
The Maner : 5000000.0
AndroZip™ FREE File Manager : 10000000.0
Solid Explorer File Manager : 1000000.0
Smart File Manager : 1000000.0
Google Drive : 1000000000.0
Adobe Acrobat Reader : 100000000.0
Google Sheets : 100000000.0
Microsoft Excel : 100000000.0
Polaris Office - Word, Docs, Sheets, Slide, PDF : 10000000.0
WPS Office - Word, Docs, PDF, Note, Slide & Sheet : 100000000.0
Google Slides : 100000000.0
ColorNote Notepad Notes : 100000000.0
Note Everything : 5000000.0
Simple Notepad : 1000000.0
Keep My Notes - Notepad & Memo : 5000000.0
Sticky Note + : Sync Notes : 1000000.0
Notepad : 10000000.0
Squid - Take Notes & Markup PDFs : 1000000.0
Ultimate Notepad : 5000000.0
Notepad & To do list : 10000000.0
JotterPad - Writer, Screenplay, Novel : 1000000.0
Evernote – Organizer, Planner for Notes & Memos : 100000000.0
Any.do: To-do list, Calendar, Reminders & Planner : 10000000.0
Planning Center Services : 500000.0
Calendar+ Schedule Planner App : 1000000.0
Today Calendar 2017 : 1000000.0
To-Do Calendar Planner : 1000000.0
New Calendar : 1000000.0
Calendar Widget Month + Agenda : 5000000.0
DigiCal Calendar Agenda : 5000000.0
Time Recording - Timesheet App : 1000000.0
Jorte Calendar & Organizer : 10000000.0
Business Calendar 2 : 5000000.0
Google Calendar : 500000000.0
aCalendar - Android Phone : 10000000.0
G Cloud Backup : 5000000.0
Unclouded - Cloud Manager : 100000.0
Amazon Drive : 1000000.0
SugarSync : 1000000.0
pCloud: Free Cloud Storage : 1000000.0
MediaFire : 5000000.0
Cloud Print : 500000000.0
Fake Call - Fake Caller ID : 10000000.0
AutoCAD - DWG Viewer & Editor : 10000000.0
Alt-C : 10000.0
My C Spire : 50000.0
Mobile Security & Antivirus : 10000000.0
EX File Explorer File Manager : 1000000.0
EBookDroid - PDF & DJVU Reader : 5000000.0
Inputting Plus: Ctrl + Z/F/C/V : 50000.0
CTRL-F - Search the real world : 50000.0
Larry H Miller Automotive : 10000.0
Add-On: Alcatel (h) : 50000.0
J. Polep Plus Mobile : 100.0
K-App Mitarbeiter Galeria Kaufhof : 100.0
Calculator L : 100000.0
Emoji Android L Keyboard : 1000000.0
Mobizen Screen Recorder - Record, Capture, Edit : 50000000.0
Tap N Pay : 10000.0
N Files - File Manager & Explorer : 10000.0
WiFi-o-Matic : 50000.0
Multiling O Keyboard + emoji : 1000000.0
Official QR Code® Reader "Q" : 500000.0
Q Actions - Digital Assistant : 500.0
Q Link Wireless Zone : 500000.0
R-net for Android : 5000.0
Mat|r viewer : 100.0
S Note : 10000000.0
S’more - Earn Cash Rewards : 1000000.0
SH Script Runner : 50000.0
AT&T Mobile Transfer : 10000000.0
T-Mobile Content Transfer : 500000.0
Můj T-Mobile Business : 1000000.0
U Assist - Screen Mirroring & Sharing App : 50000.0
U+Box : 10000000.0
NQ Mobile Security & Antivirus : 10000000.0
Air Conditioner Maintenance : 5000.0
Remote Control For All AC - Universal Remote : 10000.0
Ad Detect Plugin - Handy Tool : 500000.0
Safe Notes - Secure Ad-free notepad : 50000.0
Adblock Fast : 1000000.0
Google AdSense : 1000000.0
Best Applock - Locker & No Ads : 100000.0
TIMBER AD FILTER - Very useful ad block app : 100000.0
ESS Mobile for AE : 5000.0
Trimble Ag Mobile : 10000.0
Ag PhD Soils : 1000.0
Ag Trucking Mobile App : 100.0
Ag Guardian : 100.0
My Ag Report : 50.0
Mix Tank – Tank Mixing Ag App : 10000.0
Extreme- Personal Voice Assistant : 1000000.0
Puck AI Personal Assistant Robot : 1000.0
Builder (by Engineer.ai) : 100.0
Friday: Smart Personal Assistant : 100000.0
Lyra Virtual Assistant : 1000000.0
ai.Bot Box : 10000.0
MiAI (Artificial Intelligence) Assistant : 100.0
Turbo AI™ - Personal assistant : 5000.0
AI Sight : 1000.0
AL Voice Recorder : 1000000.0
AP ENPS Mobile : 5000.0
AQ Guards : 10.0
QR Droid : 50000000.0
Mind Map AR, Augmented Reality ARCore Mind Mapping : 5000.0
PDF Viewer & Book Reader : 5000000.0
Alarm Clock: Stopwatch & Timer : 50000000.0
Total AV : 100000.0
Mobile Security: Antivirus, Web Scan & App Lock : 10000000.0
Professional AV Solution & Products information : 1000.0
Bits Watch Face : 100000.0
Tips Microsoft Dynamics Ax : 500.0
Tips & Tricks Dynamics AX 365 : 100.0
A-Z App Store : 500000.0
BA Calculator : 5000.0
Town of Princeton, BC : 100.0
Electricity Bill Calculator BD : 10000.0
BD Attendance : 1000.0
BD Field Force : 1000.0
BG+Phone Backup : 1000.0
ALL-IN-ONE PACKAGE TRACKING : 1000000.0
MinT BI : 10.0
BJ Memo Widget : 50000.0
SKIN BK : 10.0
BM Interventi : 10.0
BAMMS for BM 1Park : 50.0
BAMMS for BM SQ : 10.0
BN Inscript Improved Input keyboard : 10.0
Calendars (En, Bn, Ar) : 1000.0
BN DB1 App : 50.0
BN Inscript Improved Keyboard : 10.0
Add-On: bq (a) : 5000.0
Add-On: bq (c) : 1000.0
Add-On: bq (b) : 1000.0
BV Mobile Apps : 100.0
BW Ultra : 10.0
BW-IVMS : 100.0
IP address BW : 500.0
BW t&t : 10.0
BZ Dealer : 500.0
CA World '17 : 1000.0
Register.ca Mobile : 100.0
CD Library : 10000.0
APagri CD : 10.0
CE SODEXO PASS FRANCE : 50.0
ACCEPT CE MARKING : 10.0
CG - Calendars Add-On : 5000.0
CG - Conference Call Add-On : 1000.0
Somos CG : 100.0
My CG : 10.0
Chrome Canary (Unstable) : 1000000.0
CI Remote for Go : 100.0
IQ Test : 100000.0
Thistletown CI : 100.0
CI Time : 100.0
CircleCI Viewer : 1000.0
CI CAFETERIAS UBER : 100.0
CJ'S TIRE AND AUTO INC. : 100.0
Commission Manager : 1000.0
CJ Wilson's ZoomZoomnation : 500.0
Inch/cm/Foot Conversion : 100000.0
cm, mm to inch, feet converter tool : 100000.0
Krypton by krypt.co : 1000.0
Fayr - Co-Parenting Simplified : 1000.0
CP Connect 2.0 : 500.0
CQ Ukraine : 10.0
CQ Electrical Group : 1.0
iReadMe : 100.0
Ultimate Calculator for CR : 500000.0
Ultimate Chest Tracker : 1000000.0
CamScanner - Phone PDF Creator : 100000000.0
Bomb and Nade Timer for CS:GO : 5000.0
Solar CT PV System Power : 10000.0
CT CONNECT : 50.0
My CU - Caucasus University : 1000.0
Resume & CV Creator by Desygner : 5000.0
Resume Builder and CV maker app : 100000.0
Resume Free : 1000000.0
Curriculum Vitae - Resume CV : 10000.0
Pocket RxTx Free : 100000.0
Cx Wize : 100.0
CONNECT: The Mobile CX Summit : 50.0
CX Summit : 50.0
CY Security Antivirus Cleaner : 1000000.0
Phone Clean Best Speed Booster : 1000000.0
LOCX Applock Lock Apps & Photo : 10000000.0
RoutePlan.cz : 100.0
DB Manager : 1000.0
DF-Server Mobile : 100.0
DG Report Reminder : 10000.0
DG Phone Call Task Switcher : 1000.0
DG Users : 100.0
e-Boks.dk : 1000000.0
Download Manager Pro FREE : 100000.0
Trimble DL : 10000.0
IDM Internet Download Manager : 100000.0
Shaggy's DM Assistant : 5.0
DN Events : 500.0
WFVS 2018 | WhatApp Full Video Status & Downloader : 50000.0
Mahalaxmi Dindarshika 2018 : 1000000.0
Microsoft To-Do: List, Task & Reminder : 1000000.0
To Do List : 5000000.0
To Do Reminder with Alarm : 1000000.0
Ike - To-Do List, Task List : 100000.0
My Effectiveness: To do, Tasks : 500000.0
Do it (Tomorrow) : 1000000.0
Do Not Disturb : 100000.0
To-Do List Widget : 1000000.0
NoteToDo. Notes. To do list : 1000000.0
Memory Helper - To do list, Notepad, Notes, Memo : 500000.0
2Do - Reminders, To-do List & Notes : 100000.0
Time Planner - Schedule, To-Do List, Time Tracker : 500000.0
MyLifeOrganized: To-Do List : 100000.0
Cal - Google Calendar + Widget : 1000000.0
Clean My House – Chore To Do List, Task Scheduler : 100000.0
Goal Meter: Goal Tracker, Habit Changer,To-Do List : 100000.0
To-do list : 50000.0
Adobe Fill & Sign: Easy PDF Form Filler : 1000000.0
Dr.Android Repair Master 2017 : 100000.0
DS file : 1000000.0
DS note : 100000.0
DS cam : 500000.0
Synology Drive : 100000.0
DS-20000S : 1000.0
DT Manager : 500.0
DT Freight : 1.0
Clean My Android : 5000000.0
APUS Booster - Space Cleaner & Booster : 10000000.0
DV Web Design Tips : 10.0
Dz Dinars Numbers to letters : 100000.0
Numbers Into Words : 50000.0
DZ Register : 1.0
Epson iProjection : 1000000.0
EB Scanner : 50.0
Exército Brasileiro : 100000.0
ec-Work : 100.0
New Holland Agriculture T5 EC : 1000.0
EC Taximeter : 10000.0
EC QR : 10.0
EC Sampler : 1.0
SCS eC : 100.0
EF Staff : 100.0
EF Calculator : 1000.0
eG Monitor : 100.0
EG : 100.0
EI! : 10.0
Sai Baba - Sabka Malik Ek : 1000.0
Ek Vote : 500.0
Ginger Keyboard - Emoji, GIFs, Themes & Games : 5000000.0
EP Home Energy Hub : 100.0
EP Cloud : 10.0
ER Assist : 10.0
ES Disk Analyzer - Storage Space : 100000.0
ES Material Theme for Pro : 1000000.0
ES Holo Theme for Pro : 500000.0
ES Billing System (Offline App) : 100.0
ESLock File Recovery Lite : 50000.0
iTranslate Translator & Dictionary : 10000000.0
EU Economy : 5000.0
Eurostat Country Profiles : 10000.0
EU Brazil Green Business Forum : 10.0
Simple EV Calc : 1000.0
EY Team Connect : 50.0
EY ATL Fuel Calculator : 500.0
EY Events Switzerland : 500.0
EZ Inspections : 10000.0
EZ Display : 50000.0
EZ File Manager(Root Explorer) : 100000.0
EZ Notes Lite : 1000.0
EZ Switch Widget : 100000.0
MultiMessage for FB Messenger : 50000.0
IDM for Facebook ★ Downloader : 100000.0
Chelsea FC Official Keyboard : 1000000.0
Avast Wi-Fi Finder : 1000000.0
Safe Wi-Fi : 1000.0
Wi-Fi Networks : 10000.0
Fast Notes FJ : 500.0
FK Events : 5.0
Charlotte County, FL : 1000.0
FL House : 1000.0
Florida Cooling Supply HVAC : 500.0
Fort Myers FL : 100.0
MY GULFPORT FL : 50.0
Future Cloud : 100000.0
FQ METER : 1000.0
PLMGSS FR : 10.0
In [42]:
for app in free_android:
    if app[1]=='GAME':
        installs = app[5]
        installs = installs.replace(',','')
        installs = installs.replace('+','')
        installs = float(installs)
        print(app[0],':',installs)
Solitaire : 10000000.0
Sonic Dash : 100000000.0
PAC-MAN : 100000000.0
Bubble Witch 3 Saga : 50000000.0
Race the Traffic Moto : 10000000.0
Marble - Temple Quest : 10000000.0
Shooting King : 10000000.0
Geometry Dash World : 10000000.0
Jungle Marble Blast : 5000000.0
Roll the Ball® - slide puzzle : 100000000.0
Block Craft 3D: Building Simulator Games For Free : 50000000.0
Farm Fruit Pop: Party Time : 1000000.0
Love Balls : 50000000.0
Piano Tiles 2™ : 100000000.0
Pokémon GO : 100000000.0
Paint Hit : 10000000.0
Snake VS Block : 50000000.0
Rolly Vortex : 10000000.0
Woody Puzzle : 1000000.0
Stack Jump : 10000000.0
The Cube : 5000000.0
Extreme Car Driving Simulator : 100000000.0
Bricks n Balls : 1000000.0
The Fish Master! : 1000000.0
Color Road : 10000000.0
Draw In : 10000000.0
PLANK! : 500000.0
Looper! : 1000000.0
Trivia Crack : 100000000.0
Will it Crush? : 5000000.0
Tomb of the Mask : 5000000.0
Baseball Boy! : 10000000.0
Hello Stars : 10000000.0
Tank Stars : 10000000.0
Hole.io : 10000000.0
Mini Golf King - Multiplayer Game : 5000000.0
Flip the Gun - Simulator Game : 10000000.0
Mad Skills BMX 2 : 1000000.0
MMX Hill Dash 2 – Offroad Truck, Car & Bike Racing : 1000000.0
Word Link : 10000000.0
Last Day on Earth: Survival : 10000000.0
Partymasters - Fun Idle Game : 10000000.0
Harry Potter: Hogwarts Mystery : 10000000.0
Offroad Outlaws : 1000000.0
Grim Soul: Dark Fantasy Survival : 5000000.0
Disney Heroes: Battle Mode : 5000000.0
New YAHTZEE® With Buddies Dice Game : 5000000.0
Word Crossy - A crossword game : 5000000.0
MLB TAP SPORTS BASEBALL 2018 : 1000000.0
Hero Hunters : 5000000.0
Cooking Madness - A Chef's Restaurant Games : 10000000.0
Ice Crush 2018 - A new Puzzle Matching Adventure : 1000000.0
TerraGenesis - Space Colony : 1000000.0
SHADOWGUN LEGENDS : 1000000.0
RULES OF SURVIVAL : 10000000.0
Mafia City : 10000000.0
Cash, Inc. Money Clicker Game & Business Adventure : 10000000.0
Dino War: Rise of Beasts : 1000000.0
Tokyo Ghoul: Dark War : 1000000.0
Last Shelter: Survival : 5000000.0
Guns of Glory : 10000000.0
Lineage 2: Revolution : 5000000.0
Final Fantasy XV: A New Empire : 10000000.0
Girls' Frontline : 100000.0
Chapters: Interactive Stories : 1000000.0
Honkai Impact 3rd : 1000000.0
Master of Eternity(MOE) : 100000.0
Angry Birds 2 : 100000000.0
PUBG MOBILE : 50000000.0
The Sims™ FreePlay : 10000000.0
Best Fiends - Free Puzzle Game : 10000000.0
Jurassic World™ Alive : 5000000.0
Choices: Stories You Play : 10000000.0
Solitaire TriPeaks : 10000000.0
Merge Dragons! : 5000000.0
The Walking Dead: Road to Survival : 10000000.0
Hustle Castle: Fantasy Kingdom : 10000000.0
Might & Magic: Elemental Guardians : 500000.0
Game of Thrones: Conquest™ : 1000000.0
Love Nikki-Dress UP Queen : 5000000.0
Summoners War : 50000000.0
FINAL FANTASY BRAVE EXVIUS : 5000000.0
Fate/Grand Order (English) : 500000.0
Lords Mobile: Battle of the Empires - Strategy RPG : 50000000.0
War and Order : 5000000.0
Candy Crush Saga : 500000000.0
8 Ball Pool : 100000000.0
Subway Surfers : 1000000000.0
Candy Crush Soda Saga : 100000000.0
Toon Blast : 10000000.0
Toy Blast : 50000000.0
Clash Royale : 100000000.0
Clash of Clans : 100000000.0
Plants vs. Zombies FREE : 100000000.0
Block Puzzle : 5000000.0
Super Jim Jump - pixel 3d : 1000000.0
Pou : 500000000.0
Flow Free : 100000000.0
Homescapes : 10000000.0
Wordscapes : 10000000.0
My Talking Angela : 100000000.0
slither.io : 100000000.0
Cooking Fever : 100000000.0
Yes day : 100000000.0
Gardenscapes : 50000000.0
Fishdom : 10000000.0
Galaxy Attack: Alien Shooter : 10000000.0
Score! Hero : 100000000.0
Magic Tiles 3 : 50000000.0
Jewels Star: OZ adventure : 1000000.0
Granny : 50000000.0
Dream League Soccer 2018 : 100000000.0
Sweet Fruit Candy : 10000000.0
Fruits Bomb : 10000000.0
My Talking Tom : 500000000.0
Sniper 3D Gun Shooter: Free Shooting Games - FPS : 100000000.0
Shoot Bubble - Fruit Splash : 5000000.0
Rider : 10000000.0
Zombie Tsunami : 100000000.0
Doodle Jump : 50000000.0
Helix Jump : 100000000.0
Crossy Road : 100000000.0
Temple Run 2 : 500000000.0
Talking Tom Gold Run : 100000000.0
Alto's Adventure : 10000000.0
DEER HUNTER 2018 : 10000000.0
Cover Fire: offline shooting games for free : 10000000.0
Anger of stick 5 : zombie : 50000000.0
CATS: Crash Arena Turbo Stars : 50000000.0
Soul Knight : 10000000.0
Major Mayhem : 10000000.0
DINO HUNTER: DEADLY SHORES : 10000000.0
Extreme Match : 100000.0
Power Rangers Dino Charge : 10000000.0
Zombie Hunter: Post Apocalypse Survival Games : 10000000.0
Agar.io : 100000000.0
Zombie Hunter King : 1000000.0
Battlelands Royale : 1000000.0
Once Upon a Tower : 1000000.0
TEKKEN™ : 5000000.0
diep.io : 10000000.0
Arrow.io : 10000000.0
BEYBLADE BURST app : 10000000.0
Dragon Hills : 10000000.0
Bus Rush: Subway Edition : 100000000.0
Tiny Archers : 5000000.0
Runner 3d like : 100000.0
War Robots : 50000000.0
Dinosaur Simulator: Dino World : 5000000.0
GUNSHIP BATTLE: Helicopter 3D : 50000000.0
Quiz: Logo game : 10000000.0
Jewels Legend - Match 3 Puzzle : 10000000.0
Bubble Shooter : 10000000.0
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Texas Holdem Poker : 10000000.0
Big Fish Casino – Play Slots & Vegas Games : 10000000.0
TRANSFORMERS: Forged to Fight : 10000000.0
Texas Holdem & Omaha Poker: Pokerist : 10000000.0
Governor of Poker 2 - OFFLINE POKER GAME : 5000000.0
Squadron - Bullet Hell Shooter : 10000000.0
Words With Friends – Play Free : 10000000.0
Classic Words Solo : 5000000.0
Chess Free : 50000000.0
Sports Car Driving Simulator 2018 : 500000.0
The Great Wobo Escape Ep. 1 : 500000.0
The Visitor: Ep.2 - Sleepover Slaughter : 1000000.0
The Visitor: Ep.1 - Kitty Cat Carnage : 500000.0
Dr.Slender Ep 1 Guide (Eng) : 10000.0
Decay: The Mare - Ep.1 (Trial) : 100000.0
EP Gem Hunter : 1000.0
Gate Of Death Ep: 1 : 100.0
Oggy : 5000000.0
Invasion: Defend EU : 50.0
R-EU-READY : 500.0
Speed Racing Ultimate 2 : 1000000.0
Countries of the European Union (Quiz) : 100.0
I Know Stuff : 5000000.0
Water Surfer Racing In Moto : 1000000.0
Ew, the small alien : 10.0
Rescue Robots Survival Games : 5000000.0
Bike Race - Bike Blast Rush : 10000000.0
ETERNITY WARRIORS 2 : 5000000.0
Snes9x EX+ : 5000000.0
Virtual Dice EX : 5000.0
Eyes - The Scary Horror Game Adventure : 10000000.0
Sudoku Master : 1000000.0
Jungle Monkey Run : 10000000.0
Ez Mirror Match : 500000.0
CNY Slots : Gong Xi Fa Cai 发财机 : 5000.0
Golden HoYeah Slots - Real Casino Slots : 5000000.0
FaFaFa™ Gold Casino: Free slot machines : 1000000.0
Heart of Vegas™ Slots – Free Slot Casino Games : 10000000.0
Garena Free Fire : 100000000.0
FG SPINNER : 10.0
BROTHER IN WARS: GUNNER CITY WARLORDS : 1000000.0
Angry Birds Space HD : 5000000.0
Police Car Driver : 10000000.0
Modern Sniper Strike: Best Commando Action 2k18 : 10000.0
Moto Fighter 3D : 10000000.0
BMX Boy : 50000000.0
Crazy Bike attack Racing New: motorcycle racing : 5000000.0
Fields of Battle : 1000000.0
Family Guy The Quest for Stuff : 10000000.0
Toy Attack : 500000.0
SnowMobile Parking Adventure : 1000000.0
Zombie Sniper 3D III : 500000.0
Shoot Hunter-Gun Killer : 50000000.0
Fast Motorcycle Driver 2016 : 1000000.0
Forgotten Hill: Fall : 50000.0
Forgotten Hill Mementoes : 100000.0
Forgotten Hill: Surgery : 100000.0
Forgotten Hill: Puppeteer : 100000.0
FJ Final Join , Circles Game : 1000.0
Offroad drive : 4x4 driving game : 100000.0
Rope Hero: Vice Town : 10000000.0
Drive 4x4 Luxury SUV Jeep : 500000.0
Motocross Mayhem : 1000000.0
Dino Defends king 3 – Dinosaur T rex Hunter Games : 50000.0
Block Gun 3D: Haunted Hollow : 1000000.0
Navy Gunner Shoot War 3D : 10000000.0
Drift Legends : 1000000.0
FK (FlightKid) : 10.0
Toy Truck Rally 3D : 50000000.0
PRO MX MOTOCROSS 2 : 5000000.0
FRONTLINE COMMANDO : 10000000.0
Gun Builder ELITE : 1000000.0
Magnum 3.0 Gun Custom SImulator : 1000000.0
Gun Club Armory : 1000000.0
Armed Cam Gun Pack : 10000.0
Fo Fo Fish : 50.0
4x4 Jeep Racer : 1000000.0
Frontline Terrorist Battle Shoot: Free FPS Shooter : 1000000.0
Mad Dash Fo' Cash : 100.0
Race Manager FP : 5000.0
FP Runner : 1000.0
Modern Counter Terrorist FPS Shoot : 100000.0
Monster Ride Pro : 10.0
BEBONCOOL GAMEPAD V1.0 : 100000.0
Modern Strike Online : 10000000.0
Modern Counter Terror Attack – Shooting Game : 50000.0
Big Hunter : 10000000.0
Modern Counter Global Strike 3D : 50000.0
Modern Counter Global Strike 3D V2 : 50000.0
Winter Wonderland : 50000.0
Soccer Clubs Logo Quiz : 1000000.0
Sid Story : 500000.0
Fatal Raid - No.1 Mobile FPS : 1000000.0
Poker Pro.Fr : 100000.0
In [43]:
for app in free_android:
    if app[1]=='TRAVEL_AND_LOCAL':
        installs = app[5]
        installs = installs.replace(',','')
        installs = installs.replace('+','')
        installs = float(installs)
        print(app[0],':',installs)
trivago: Hotels & Travel : 50000000.0
Hopper - Watch & Book Flights : 5000000.0
TripIt: Travel Organizer : 1000000.0
Trip by Skyscanner - City & Travel Guide : 500000.0
CityMaps2Go Plan Trips Travel Guide Offline Maps : 1000000.0
KAYAK Flights, Hotels & Cars : 10000000.0
World Travel Guide by Triposo : 500000.0
Booking.com Travel Deals : 100000000.0
Hostelworld: Hostels & Cheap Hotels Travel App : 1000000.0
Google Trips - Travel Planner : 5000000.0
GPS Map Free : 5000000.0
GasBuddy: Find Cheap Gas : 10000000.0
Southwest Airlines : 5000000.0
AT&T Navigator: Maps, Traffic : 10000000.0
VZ Navigator : 50000000.0
KakaoMap - Map / Navigation : 10000000.0
AirAsia : 10000000.0
Expedia Hotels, Flights & Car Rental Travel Deals : 10000000.0
Goibibo - Flight Hotel Bus Car IRCTC Booking App : 10000000.0
Allegiant : 1000000.0
Amtrak : 1000000.0
JAL (Domestic and international flights) : 1000000.0
Flight & Hotel Booking App - ixigo : 5000000.0
VZ Navigator for Tablets : 500000.0
TripAdvisor Hotels Flights Restaurants Attractions : 100000000.0
HSL - Tickets, route planner and information : 100000.0
Wisepilot for XPERIA™ : 5000000.0
VZ Navigator for Galaxy S4 : 5000000.0
MAIN : 1000000.0
Yoriza Pension - travel, lodging, pension, camping, caravan, pool villas accommodation discount : 1000000.0
Foursquare Swarm: Check In : 10000000.0
PagesJaunes - local search : 10000000.0
Flightradar24 Flight Tracker : 10000000.0
Yatra - Flights, Hotels, Bus, Trains & Cabs : 10000000.0
SNCF : 5000000.0
Fly Delta : 5000000.0
Skyscanner : 10000000.0
Despegar.com Hotels and Flights : 10000000.0
Navigation Plus : 1000000.0
2GIS: directory & navigator : 50000000.0
Poynt : 5000000.0
Gaode Map : 1000000.0
Priceline Hotel Deals, Rental Cars & Flights : 5000000.0
TravelPirates : 1000000.0
Free Radar Detector : 1000000.0
American Airlines : 5000000.0
Where to travel - ticket. hotel. train ticket. car ticket. travel. tickets : 1000000.0
United Airlines : 5000000.0
NTES : 10000000.0
Where is my Train : Indian Railway & PNR Status : 10000000.0
MakeMyTrip-Flight Hotel Bus Cab IRCTC Rail Booking : 10000000.0
Restaurant Finder : 1000000.0
Zagat : 100000.0
Gormey: Find Best Restaurants : 1000.0
Find Dining Restaurant Finder : 100000.0
Urbanspoon Restaurant Reviews : 5000000.0
Yelp: Food, Shopping, Services Nearby : 10000000.0
Qatar Airways : 1000000.0
Hipmunk Hotels & Flights : 1000000.0
Skiplagged — Exclusive Flights & Hotels : 1000000.0
CWT To Go : 100000.0
British Airways : 1000000.0
Cheap Flights & Hotels momondo : 5000000.0
CheapTickets – Hotels, Flights & Travel Deals : 1000000.0
JetBlue : 1000000.0
Flights : 1000000.0
Cheapflights – Flight Search : 5000000.0
KLM - Royal Dutch Airlines : 1000000.0
Orbitz - Hotels, Flights & Package Deals : 1000000.0
Lufthansa : 1000000.0
easyJet: Travel App : 10000000.0
IndiGo : 5000000.0
LateRooms: Find Hotel Deals : 1000000.0
Choice Hotels : 1000000.0
Couchsurfing Travel App : 1000000.0
Hotwire Hotel & Car Rental App : 1000000.0
HOTEL DEALS : 100000.0
HomeAway Vacation Rentals : 5000000.0
IHG®: Hotel Deals & Rewards : 1000000.0
SPG: Starwood Hotels & Resorts : 1000000.0
Hotels.com: Book Hotel Rooms & Find Vacation Deals : 10000000.0
HotelTonight: Book amazing deals at great hotels : 5000000.0
Airbnb : 10000000.0
Hotels Combined - Cheap deals : 5000000.0
Agoda – Hotel Booking Deals : 10000000.0
Turo - Better Than Car Rental : 1000000.0
Ascape VR: 360° Virtual Travel : 100000.0
Cheap hotel deals and discounts — Hotellook : 1000000.0
Maps - Navigate & Explore : 1000000000.0
GPS Status & Toolbox : 10000000.0
Airport + Flight Tracker Radar : 1000000.0
Scout GPS Navigation & Meet Up : 5000000.0
Street Panorama View : 1000000.0
Geo Tracker - GPS tracker : 1000000.0
DreamTrips : 500000.0
Navmii GPS USA (Navfree) : 500000.0
Sygic Truck GPS Navigation : 1000000.0
Google Street View : 1000000000.0
Air Transat CinePlus B : 50000.0
U-Haul : 100000.0
Octo U: Your driving companion : 50000.0
Flexiroam X : 100000.0
Connect.ae - Local Search UAE : 10000.0
Toppen af Danmark : 5000.0
Alabama Road Trips : 10000.0
Official AL Fishing & Hunting : 50000.0
Where Am I At? : 10000.0
Where Am I? GPS Loc : 10000.0
Live Camera Viewer ★ World Webcam & IP Cam Streams : 10000000.0
Portal AR - Step Into Scotland : 5000.0
Casino AZ/Talking Stick Resort : 10000.0
Explore Sedona & Northern AZ : 10000.0
Arizona Trail : 5000.0
Phoenix and Arizona Cameras : 10000.0
Experience BA : 100.0
BA Status : 100.0
Avios for Android : 100000.0
Explore British Columbia - BC Travel Guide : 500.0
BC Highways - Road Conditions : 10000.0
Victoria, BC | Tour City : 1000.0
British Columbia Tourist Places (Guide) : 100.0
BG Metro - Red voznje : 1000.0
BG Guide : 100.0
trip.bg : 1000.0
Belo Horizonte Map offline : 1000.0
BH Mission Playbook : 100.0
BH Rocking : 100.0
Digital Tourist BH Itinerary : 500.0
BL info : 5000.0
BPme - Mobile Fuel Payment & BP Driver Rewards app : 10000.0
Wherever BQ : 50.0
BU Dental GoGoldman : 100.0
BU Questrom Launch : 100.0
BU School of Public Health : 10.0
BV Aventure : 100.0
BV Rando : 100.0
Best Western To Go : 100000.0
BW Map mobile : 10000.0
Best Western e-Concierge Hotel : 10000.0
24/7 BZ Reis : 100000.0
BZ Vesper-App : 1000.0
Restaurantführer Südbaden : 1000.0
BZ Straußenführer : 10000.0
California Cameras - Traffic : 10000.0
Kiosque CD : 5.0
US 115th CD : 5.0
CE AH VLJ : 1000.0
search.ch : 500000.0
CJ's Coffee Cafe : 500.0
Camping and Co - Camping in Europe : 1000.0
CQ Hotels : 10000.0
SHUTTLLS CQ - Connect Ride Go : 5.0
Cathay Pacific : 1000000.0
Map of Cyprus offline : 10000.0
DB BAHN : 500.0
DB FahrtProfi : 1000.0
DC Metro Transit - Free : 500000.0
DC Trails-Hop On Hop Off Tours : 5000.0
Can I pack that? - DG App : 10000.0
DG Cars : 10000.0
DK Eyewitness Audio Walks : 1000.0
DM Transfers Dalaman Transfers : 10000.0
US DV Lottery 2020 Apply : 10000.0
US DV Lottery 2019 : 1000.0
DW Maps : 10000.0
junainfo.dy.fi : 100.0
Siyaha Dz : 10000.0
IRIS : Customer Service - DZ Algeria : 1000.0
DZ Fly Algérie Horaire Vols : 10000.0
EA Plus : 1000.0
EB Events : 10000.0
Audiowalk EB : 10.0
EF Go Ahead Tour Companion : 1000.0
EF Summits : 100.0
EG SIM CARD (EGSIMCARD) : 10000.0
The Emirates App : 1000000.0
Ek-yatri: Travel where you Belong : 1.0
EL AL Flights : 100000.0
DreamStream By EL AL : 100000.0
El Dorado App : 10000.0
EO Hotels : 100.0
Fill 'er Up : 5000.0
MAPS.ME – Offline Map and Travel Navigation : 50000000.0
Google Earth : 100000000.0
Offline Maps & Navigation : 5000000.0
myLPG.eu : 50000.0
Passenger rights : 50000.0
taxi.eu : 100000.0
To-U - free EV public charging : 1000.0
Bird - Enjoy The Ride : 500000.0
eCooltra: scooter sharing. Share electric scooters : 100000.0
XE Currency : 10000000.0
Etihad Airways : 500000.0
EZ TAG Express : 10000.0
Santa Fe Map and Walks : 1000.0
Santa Fe VIP Tours : 100.0
Toyota Cruisers & Trucks Mag : 500.0
FL State Parks Guide : 100000.0
Florida Travel Guide : 1000.0
The Florida Trail Guide : 5000.0
Florida Keys : 10000.0
Florida Travel Guide - TOURIAS : 10000.0
Florida map : 5000.0
Florida Beach Wallpapers HD : 100.0
ORLANDO FLORIDA MAP : 1000.0
Florida Offline Road Map : 10000.0
Florida Map offline : 1000.0
In [46]:
for app in free_android:
    if app[1]=='PHOTOGRAPHY':
        installs = app[5]
        installs = installs.replace(',','')
        installs = installs.replace('+','')
        installs = float(installs)
        print(app[0],':',installs)
TouchNote: Cards & Gifts : 1000000.0
FreePrints – Free Photos Delivered : 1000000.0
Groovebook Photo Books & Gifts : 500000.0
Moony Lab - Print Photos, Books & Magnets ™ : 50000.0
LALALAB prints your photos, photobooks and magnets : 1000000.0
Snapfish : 1000000.0
Motorola Camera : 50000000.0
HD Camera - Best Cam with filters & panorama : 5000000.0
LightX Photo Editor & Photo Effects : 10000000.0
Sweet Snap - live filter, Selfie photo edit : 10000000.0
HD Camera - Quick Snap Photo & Video : 1000000.0
B612 - Beauty & Filter Camera : 100000000.0
Waterfall Photo Frames : 1000000.0
Photo frame : 100000.0
Huji Cam : 5000000.0
Unicorn Photo : 1000000.0
HD Camera : 5000000.0
Makeup Editor -Beauty Photo Editor & Selfie Camera : 1000000.0
Makeup Photo Editor: Makeup Camera & Makeup Editor : 1000000.0
Moto Photo Editor : 5000000.0
InstaBeauty -Makeup Selfie Cam : 50000000.0
Garden Photo Frames - Garden Photo Editor : 500000.0
Photo Frame : 10000000.0
Selfie Camera - Photo Editor & Filter & Sticker : 50000000.0
Sweet Snap Lite - live filter, Selfie photo editor : 500000.0
Selfie Camera: Beauty Camera, Photo Editor,Collage : 1000000.0
Night Photo Frame : 1000000.0
YouCam Makeup - Magic Selfie Makeovers : 100000000.0
Selfie Photo Editor : 1000000.0
ASUS Gallery : 50000000.0
Kids Photo Frames : 1000000.0
Pencil Photo Sketch-Sketching Drawing Photo Editor : 1000000.0
Pretty Makeup, Beauty Photo Editor & Snappy Camera : 5000000.0
Photo Collage - Layout Editor : 10000000.0
DSLR Camera Hd Ultra Professional : 1000000.0
Snap Cat Face Camera : 1000000.0
Silent Camera [High Quality] : 5000000.0
Sweet Camera - Selfie Filters, Beauty Camera : 10000000.0
Photo Frames : 10000000.0
Sweet Selfie - selfie camera, beauty cam, photo edit : 100000000.0
Candy selfie - photo editor, live filter camera : 10000000.0
Open Camera : 10000000.0
Beauty Makeup – Photo Makeover : 1000000.0
Blur Image Background Editor (Blur Photo Editor) : 5000000.0
Muzy - Share photos & collages : 5000000.0
QuickPic - Photo Gallery with Google Drive Support : 10000000.0
Flickr : 10000000.0
Camera for Android : 10000000.0
Photo Mixer : 10000000.0
Wondershare PowerCam : 10000000.0
love : 1000000.0
KVAD Camera +: Selfie, Photo Filter, Grids : 1000000.0
Camera51 - a smarter camera : 1000000.0
InstaCam - Camera for Selfie : 1000000.0
Sweet Camera : 5000000.0
RetroSelfie - Selfie Editor : 10000000.0
Mega Photo : 1000000.0
Blur Image Background : 10000000.0
MIX by Camera360 : 5000000.0
Google Photos : 1000000000.0
SuperPhoto - Effects & Filters : 5000000.0
Camera FV-5 Lite : 10000000.0
HD Camera Ultra : 10000000.0
Cameringo Lite. Filters Camera : 10000000.0
Camera ZOOM FX - FREE : 5000000.0
HD Camera Pro for Android : 1000000.0
GoPro (formerly Capture) : 10000000.0
Beauty Makeup Snappy Collage Photo Editor - Lidow : 10000000.0
Samsung SMART CAMERA App : 1000000.0
Square InPic - Photo Editor & Collage Maker : 50000000.0
High-Speed Camera (GIF,Burst) : 5000000.0
Camera MX - Free Photo & Video Camera : 10000000.0
EyeEm - Camera & Photo Filter : 10000000.0
Retrica : 100000000.0
VSCO : 50000000.0
PhotoWonder: Pro Beauty Photo Editor Collage Maker : 50000000.0
Photo Effects Pro : 50000000.0
Photo Editor Selfie Camera Filter & Mirror Image : 50000000.0
No Crop & Square for Instagram : 10000000.0
Picture Grid Builder : 5000000.0
HD Camera for Android : 10000000.0
Photo Studio : 10000000.0
Photo Editor Pro : 100000000.0
Photo Editor- : 5000000.0
Mirror Photo:Editor Collage (HD) : 10000000.0
Pic Stitch - #1 Collage Maker : 1000000.0
PhotoDirector Photo Editor App : 10000000.0
Pic Collage - Photo Editor : 50000000.0
Photo Editor by Aviary : 50000000.0
Video Editor Music,Cut,No Crop : 50000000.0
Pixlr – Free Photo Editor : 50000000.0
Photo Editor : 10000000.0
Photo Collage Maker : 10000000.0
Adobe Photoshop Express:Photo Editor Collage Maker : 50000000.0
BeautyPlus - Easy Photo Editor & Selfie Camera : 100000000.0
PicsArt Photo Studio: Collage Maker & Pic Editor : 100000000.0
Photo Collage Editor : 100000000.0
Color Touch Effects : 10000000.0
InstaSize Photo Filters & Collage Editor : 50000000.0
Z Camera - Photo Editor, Beauty Selfie, Collage : 100000000.0
PhotoGrid: Video & Pic Collage Maker, Photo Editor : 100000000.0
Candy Camera - selfie, beauty camera, photo editor : 100000000.0
YouCam Perfect - Selfie Photo Editor : 100000000.0
Pixgram- video photo slideshow : 5000000.0
Fotor Photo Editor - Photo Collage & Photo Effects : 10000000.0
Snapseed : 50000000.0
Camera360: Selfie Photo Editor with Funny Sticker : 100000000.0
Font Studio- Photo Texts Image : 10000000.0
Add Text To Photo : 1000000.0
Phonto - Text on Photos : 10000000.0
Collage&Add Stickers papelook : 5000000.0
Shutterfly: Free Prints, Photo Books, Cards, Gifts : 5000000.0
Photo Collage - InstaMag : 10000000.0
Meitu – Beauty Cam, Easy Photo Editor : 10000000.0
Bestie - Camera360 Selfie : 10000000.0
B Tiff Viewer : 100000.0
F-Stop Gallery : 1000000.0
How Do I Look : 500000.0
Keepsafe Photo Vault: Hide Private Photos & Videos : 50000000.0
MakeupPlus - Your Own Virtual Makeup Artist : 50000000.0
Pixlr-o-matic : 10000000.0
PixelLab - Text on pictures : 10000000.0
Leica Q : 10000.0
S Photo Editor - Collage Maker , Photo Collage : 100000000.0
U Camera : Phone 6s OS 9 style : 500000.0
V.360° Camera : 100000.0
Profile w/o crop for Telegram : 10000.0
Z Camera : 10000.0
Six Pack Abs Photo Editor : 1000000.0
Brica BPRO5 AE : 500000.0
AfterFocus : 10000000.0
DSLR camera - Auto Focus and Blur Professional : 10000.0
AR effect : 100000000.0
ASUS PixelMaster Camera : 10000000.0
easyFocus : 500000.0
Blur Image - DSLR focus effect : 5000000.0
Camera Pro : 1000000.0
HD Camera - silent shutter : 1000000.0
A Better Camera : 5000000.0
Auto Dslr Photo Effect : Auto Focus Effect : 1000.0
PhotoScan by Google Photos : 10000000.0
Afterlight : 1000000.0
Blurfoto : Auto blur photo background & DSLR focus : 500000.0
Blur : 1000000.0
Picai - Smart AI Camera : 100000.0
Adobe Illustrator Draw : 5000000.0
FaceApp : 10000000.0
AI Image Recognizer (beta) : 500.0
AJ Cam : 100.0
Selfie With Champion AJ Style : 500.0
A.J. Styles HD Wallpapers 2018 : 100.0
Scoompa Video - Slideshow Maker and Video Editor : 10000000.0
AEE AP : 1000.0
SNOW - AR Camera : 50000000.0
Add Watermark Free : 1000000.0
camera zoom moon : 500000.0
AZ Camera - Manual Pro Cam : 100000.0
BC Camera : 500.0
Photo Editor by BeFunky : 10000000.0
Be Fabulous PHOTO BOOTH : 10000.0
Adobe Photoshop Fix : 5000000.0
Photo BG Changer : 1000.0
BG Editor : 5.0
PhotoLayers〜Superimpose,Eraser : 10000000.0
Blender BG - Photo Blend With Background : 100.0
Auto Background Changer : 1000000.0
Change photo background : 5000000.0
Background Eraser : 10000000.0
Background Changer & Eraser : 500000.0
Cut Out : Background Eraser and background changer : 1000000.0
Ultimate Background Eraser : 1000000.0
DSLR Photography Training apps : 100000.0
Photo Editor - BPhoto : 1000.0
24 megapixel hd camera : 100000.0
BK Photography : 1000.0
BL 1-Click Camera - Free : 10000.0
BL Portfolio : 100.0
BQ Camera : 1000000.0
BT Camera : 500000.0
BlitzWolf Shutter - BW Shutter : 50000.0
Black & White Camera - Lovely BW : 100000.0
Analog BW - Camera filter effect foto film retouch : 100.0
Hypocam : 1000000.0
B&W Photo Filter Editor : 50000.0
CB VIDEO VISION : 100.0
CB Hair Png - New Hair Png For CB Editing : 500.0
CB Edits PNG & CB Backgrounds : 5000.0
CG Prints : 100.0
Gold Teeth Photo Editor : 100000.0
Night Camera Blur Effect : 10000.0
Camera V7 24 Megapixel : 100000.0
Leica CL : 1000.0
Canon CameraWindow : 1000000.0
Cymera Camera- Photo Editor, Filter,Collage,Layout : 100000000.0
Camera360 Lite - Selfie Camera : 10000000.0
Wallpaper.cz : 100.0
Face Filter, Selfie Editor - Sweet Camera : 10000000.0
Visage Lab – face retouch : 5000000.0
LC-DB-LITE : 100.0
DC-014 : 500.0
Bokeh (Background defocus) : 10000000.0
Love Collage - Photo Editor : 10000000.0
LINE Camera - Photo editor : 100000000.0
DF Night Selfies : 10000.0
My Photo Keyboard : 10000000.0
Story Saver for Instagram : 5000000.0
Boomerang from Instagram : 50000000.0
Insave-Download for Instagram : 1000000.0
DP Editor : 5000.0
DP Maker : 100000.0
Square DP For Whatsapp : 10000.0
DP Creator for WhatsApp : 100000.0
Dp For FB : 1000.0
Magical Insta DP : 1000.0
All Types DP & Status Maker : 1000.0
DP Photo Editor : 10000.0
Fifa World Cup 2018: Photo Frame Editor & DP Maker : 100000.0
Insta Square Profile DP : 5000.0
DP Status 2017 : 50000.0
LightMeter Free : 1000000.0
DS-L4 Viewer : 1000.0
DU GIF Maker: GIF Maker, Video to GIF & GIF Editor : 500000.0
DU Collage Maker - Photo Collage & Grid & Layout : 100000.0
Live DV : 1000.0
DV-4036 by Somikon : 1000.0
Touch DV : 50.0
XDV : 1000000.0
DV Lottery Photo Tool : 50000.0
DV KING 4K : 100.0
Wifi Action Camera : 50000.0
4K Ultra Camera : 100000.0
DV KING : 100.0
DENVER ACTION CAM 3 : 10000.0
SportLook : 100000.0
Displaying You VR : 50.0
i am EB : 10.0
Retro Camera : 10000000.0
Footej Camera : 1000000.0
Video Maker with Photo and Music : 1000000.0
Phogy, 3D Camera : 1000000.0
Photo Lab Picture Editor: face effects, art frames : 50000000.0
MomentCam Cartoons & Stickers : 50000000.0
A+ Gallery - Photos & Videos : 10000000.0
Light Meter - EV : 1000.0
FilterGrid - Cam&Photo Editor : 1000000.0
ez Share Android app : 100000.0
Ez iCam : 1000000.0
Facejjang : 10000000.0
Cover Camera for FB : 100000.0
FB Photographie : 1000.0
FD Fotografia : 100.0
Ghost In Photo : 5000000.0
FH WiFiCam : 10000.0
PIP Selfie Camera Photo Editor : 10000000.0
FL Drone 2 : 5000.0
FN Cam : 10000.0
PIP-Camera FN Photo Effect : 1000.0
Photo Editor Collage Maker Pro : 100000000.0
Free Slideshow Maker & Video Editor : 10000000.0
Thumbnail Maker : 1000000.0
PhotoFunia : 10000000.0

So I conclude with the idea to build a traveling app.This genre has about 13984077+ installs in Android and 28243+ installs in IOS.In my country (Bangladesh) there is no specific populer traveling app.

In [ ]: