Project
Analyzing Mobile App Data from Google Play and the App Store
What: Build new free apps on Google Play and the App Store.
Goal: Analyze data to help our developers understand what type of apps are likely to attract more users.
#open Apple Store data set
opened_file = open('AppleStore.csv')
from csv import reader
read_file = reader(opened_file)
apple_data = list(read_file)
apple_header = apple_data[0] #header assigned to a apple_header variable
apple_data = apple_data[1:] #excludes the first row which is the header
#open Google Play Store data set
opened_file = open('googleplaystore.csv')
from csv import reader
read_file = reader(opened_file)
android_data = list(read_file)
android_header = android_data[0] #header assigned to a android_header variable
android_data = android_data[1:] #excludes the first row which is the header
In the code above we opened the csv
files. Now, we'll use the explore_data()
function to explore the data sets. It's a reusable function to print rows in a readable way.
#explore both data sets using the explore_data() function
def explore_data(dataset, start, end, rows_and_columns=False):
dataset_slice = dataset[start:end]
for row in dataset_slice:
print(row)
print('\n') # adds a new (empty) line after each row
if rows_and_columns:
print('Number of rows:', len(dataset))
print('Number of columns:', len(dataset[0]))
print(android_header) # prints only the headers row
print('\n') # adds a new (empty) line after each row
explore_data(android_data,0,3,True)
['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', '7-Jan-18', '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', '15-Jan-18', '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', '1-Aug-18', '1.2.4', '4.0.3 and up'] Number of rows: 10841 Number of columns: 13
Documentation for the Google Play Store data set. This data set contains approximately 10,000 Android apps collected in August 2018. Lavanya Gupta, a Machine Learning Engineer, provided this data set.
print(apple_header) # prints only the headers row
print('\n') # adds a new (exmpty) line after each row
explore_data(apple_data,0,3,True)
['id', 'track_name', 'size_bytes', 'currency', 'price', 'rating_count_tot', 'rating_count_ver', 'user_rating', 'user_rating_ver', 'ver', 'cont_rating', 'prime_genre', 'sup_devices.num', 'ipadSc_urls.num', 'lang.num', 'vpp_lic'] ['284882215', 'Facebook', '389879808', 'USD', '0.0', '2974676', '212', '3.5', '3.5', '95.0', '4+', 'Social Networking', '37', '1', '29', '1'] ['389801252', 'Instagram', '113954816', 'USD', '0.0', '2161558', '1289', '4.5', '4.0', '10.23', '12+', 'Photo & Video', '37', '0', '29', '1'] ['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: 7197 Number of columns: 16
Documentation for the App Store data set. This data set contains approximately 7,000 iOS apps collected in July 2017. Ramanathan, a Research Engineer, provided this data set.
Data cleaning is imporant because we need to make sure the data we're analyzing is accurate, otherwise our analysis will be inaccurate. Data cleaning is the process of preparing our data for analysis, which is completed before the analysis.
We need to:
We're only building apps that are free to download and install, and directed toward an English-speaking audience. This means we need to:
The documentation for the Google Play data set has a discussion section, and others have identified an error for a certain row.
print(android_data[10472])
print('\n')
print(android_header)
['Life Made WI-Fi Touchscreen Photo Frame', '1.9', '19', '3.0M', '1,000+', 'Free', '0', 'Everyone', '', '11-Feb-18', '1.0.19', '4.0 and up', ''] ['App', 'Category', 'Rating', 'Reviews', 'Size', 'Installs', 'Type', 'Price', 'Content Rating', 'Genres', 'Last Updated', 'Current Ver', 'Android Ver']
After reading through the discussions we need to confirm the index of the row, and confirm if the row is indeed inaccurate. We need to print the row at the index. However, the index may vary if the user reporting the error decided to keep or remove the header row.
We've identifed the index android_data[10472]
and printed the header row android_header
. The header Category
has a value of 1.9
which is inaccurate. This row is missing Category
data so we need to delete this row using del dataset[index]
.
print(len(android_data))
del android_data[10472]
print(len(android_data))
10841 10840
We've printed the length of the data set (headers excluded), deleted the inaccurate row and printed the length of the data set to confirm the row count is one less.
Removing Duplicate Apps: Part 1
After reviewing the Google Play Store Apps discussion board, users have reported duplicate entries of android apps. For example, the code below will demonstrate Instagram has four entries in the data set.
print(android_header)
print('\n')
for app in android_data:
app_name = app[0]
if app_name == 'Instagram':
print(app)
['App', 'Category', 'Rating', 'Reviews', 'Size', 'Installs', 'Type', 'Price', 'Content Rating', 'Genres', 'Last Updated', 'Current Ver', 'Android Ver'] ['Instagram', 'SOCIAL', '4.5', '66577313', 'Varies with device', '1,000,000,000+', 'Free', '0', 'Teen', 'Social', '31-Jul-18', 'Varies with device', 'Varies with device'] ['Instagram', 'SOCIAL', '4.5', '66577446', 'Varies with device', '1,000,000,000+', 'Free', '0', 'Teen', 'Social', '31-Jul-18', 'Varies with device', 'Varies with device'] ['Instagram', 'SOCIAL', '4.5', '66577313', 'Varies with device', '1,000,000,000+', 'Free', '0', 'Teen', 'Social', '31-Jul-18', 'Varies with device', 'Varies with device'] ['Instagram', 'SOCIAL', '4.5', '66509917', 'Varies with device', '1,000,000,000+', 'Free', '0', 'Teen', 'Social', '31-Jul-18', 'Varies with device', 'Varies with device']
There are 1181 instances when an app occurs more than once. The code below will identify the duplicate and unique apps and place them in their respective lists. Then, we'll find the number of duplicate apps and print a list of the first 15 examples.
duplicate_android_apps = []
unique_android_apps = []
for app in android_data:
app_name = app[0]
if app_name in unique_android_apps:
duplicate_android_apps.append(app_name)
else:
unique_android_apps.append(app_name)
print('Number of duplicate android apps:', len(duplicate_android_apps))
print('Number of unique android apps:', len(unique_android_apps))
print('\n')
print('Examples of duplicate android apps:', duplicate_android_apps[:15])
Number of duplicate android apps: 1181 Number of unique android apps: 9659 Examples of duplicate android apps: ['Quick PDF Scanner + OCR FREE', 'Box', 'Google My Business', 'ZOOM Cloud Meetings', 'join.me - Simple Meetings', 'Box', 'Zenefits', 'Google Ads', 'Google My Business', 'Slack', 'FreshBooks Classic', 'Insightly CRM', 'QuickBooks Accounting: Invoicing & Expenses', 'HipChat - Chat Built for Teams', 'Xero Accounting Software']
We don't want to count certain apps more than once when we analyze data, so we need to remove the duplicate entries and keep only one entry per app.
The main difference between the four Instagram entries was the number of reviews. We can deduce that data was collected at different times.
We'll select this information as a criterion for removing duplicate apps. If the entry has a higher number of reviews, then it's the most recent data. Rather than removing duplicates randomly, we'll only keep the row with the highest number of reviews and remove th other entries for any given app.
Removing Duplicate Apps: Part 2
On the previous screen, we looped through the Google Play data set and found 1181 duplicate apps. After removing the duplicates we should end up with 9,659 rows:
print('Expected number of rows:', len(android_data) - 1181)
Expected number of rows: 9659
To remove duplicates, we will:
reviews_max = {}
for app in android_data:
name = app[0]
n_reviews = float(app[3])
if name not in reviews_max:
reviews_max[name] = n_reviews
elif name in reviews_max and n_reviews > reviews_max[name]:
reviews_max[name] = n_reviews
print('Expected length of data set:', len(android_data) - 1181) #subtracting the duplicates we found earlier
print('Actual lengh of dictionary:', len(reviews_max))
Expected length of data set: 9659 Actual lengh of dictionary: 9659
We'll use reviews_max
dictionary created above to remove duplicate rows.
android_clean
will store our cleaned data. already_added
will store only app names.android_data
data set, and for each iteration:name
and number of reviews will be assigned n_reviews
reviews_max[name] == n_reviews
AND name not in already_added
then append app
(entire row) into andoird_clean
and name
of the app into already_added
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.reviews_max[name] == n_reviews
confirms the number of reviews of the current apps matches the numbers of reviews of that app in reviews_max
dictionary.android_clean = []
already_added = []
for app in android_data:
name = app[0]
n_reviews = float(app[3])
if (reviews_max[name] == n_reviews) and (name not in already_added):
android_clean.append(app) #appending the entire row from the android data set
already_added.append(name) #appending only the app name
Using the explore_data
function we wrote earlier, we can confirm the number of rows equals 9,659 and number of columns equals 13.
Success!
explore_data(android_clean,0,3,True)
['Photo Editor & Candy Camera & Grid & ScrapBook', 'ART_AND_DESIGN', '4.1', '159', '19M', '10,000+', 'Free', '0', 'Everyone', 'Art & Design', '7-Jan-18', '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', '1-Aug-18', '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', '8-Jun-18', 'Varies with device', '4.2 and up'] Number of rows: 9659 Number of columns: 13
Removing Non-English Apps: Part 1
def english_apps(string):
for character in string:
if ord(character) > 127:
return False
return True
print(english_apps('Instagram'))
print(english_apps('爱奇艺PPS -《欢乐颂2》电视剧热播'))
print(english_apps('Docs To Go™ Free Office Suite'))
print(english_apps('Instachat 😜'))
True False False False
Removing Non-English Apps: Part 2
English app names such as 'Docs To Go™ Free Office Suite'
and 'Instachat 😜'
returned a False
output in the code above. Characters like '😜'
and '™'
have corresponding numbers over 127. Our function above will remove useful data so we need to mitigate the impact. It will not be perfect, but fairly close.
If the app name has up to three emoji or other special characters, then we'll label them as English-apps. Otherwise, they'll be labeled as non-English apps.
We'll edit the code above to reflect the new criteria.
def english_apps(string):
non_ascii = 0
for character in string:
if ord(character) > 127:
non_ascii += 1
if non_ascii > 3:
return False
else:
return True
print(english_apps('Instagram'))
print(english_apps('爱奇艺PPS -《欢乐颂2》电视剧热播'))
print(english_apps('Docs To Go™ Free Office Suite'))
print(english_apps('Instachat 😜'))
True False True True
Within our function english_apps
we assigned 0
to variable non_ascii
. When our for loop iterates over any given string and the characters contain a number greater than 127, then non_ascii
will increment by 1. If non_ascii
is greater than 3, then the string contains more than 3 characters outside the ASCII (0-127) range, therefore the output will be False
. Else, if non_ascii
is less than 3, then the output is True
.
print(english_apps('Docs To Go™ Free Office Suite'))
is True
print(english_apps('Instachat 😜'))
is True
Now, we'll use this new function to filter out non-English apps from both data sets. If the app nape identifies as English, then we'll append the whole row to a separate list.
android_English_apps = []
iOS_English_apps = []
for app in android_clean:
name = app[0]
if english_apps(name):
android_English_apps.append(app)
for app in apple_data:
name = app[1]
if english_apps(name):
iOS_English_apps.append(app)
Using the explore_data
function we'll explore the new list we just created android_English_apps
to confirm number of rows and columns.
We now have 9614.
explore_data(android_English_apps,0,3,True)
['Photo Editor & Candy Camera & Grid & ScrapBook', 'ART_AND_DESIGN', '4.1', '159', '19M', '10,000+', 'Free', '0', 'Everyone', 'Art & Design', '7-Jan-18', '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', '1-Aug-18', '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', '8-Jun-18', 'Varies with device', '4.2 and up'] Number of rows: 9614 Number of columns: 13
We'll do the same for iOS apps and confirm we now have 6183 rows.
explore_data(iOS_English_apps,0,3,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'] Number of rows: 6183 Number of columns: 16
Isolating Free Apps
We'll loop through each data set to append the free apps into separate lists.
android_free = []
ios_free = []
for app in android_English_apps:
price = app[7]
if price == '0.0' or price == '0':
android_free.append(app)
for app in iOS_English_apps:
price = app[4]
if price == '0.0' or price == '0':
ios_free.append(app)
Now, explore each data set to confirm the number of rows.
explore_data(android_free,0,3,True)
['Photo Editor & Candy Camera & Grid & ScrapBook', 'ART_AND_DESIGN', '4.1', '159', '19M', '10,000+', 'Free', '0', 'Everyone', 'Art & Design', '7-Jan-18', '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', '1-Aug-18', '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', '8-Jun-18', 'Varies with device', '4.2 and up'] Number of rows: 8864 Number of columns: 13
explore_data(ios_free,0,3,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'] Number of rows: 3222 Number of columns: 16
Most Common Apps by Genre: Part 1
The goal is to build a free app that attracts the most users, because our revenue is highly influenced by numbers of users. We'll analyze both market places to determine successful app profiles.
To minimize risks and overhead, our validation strategy for an app idea is comprised of three steps:
To generate frequency tables we'll use prime_genre
column in the iOS data set. For Google Play store we'll select Category
and Genres
columns.
Most Common Apps by Genre: Part 2
We'll build two functions we can use to analyze the frequency tables:
def freq_table(dataset,index):
freq_dict = {}
total = 0
for row in dataset:
total += 1
num = row[index]
if num in freq_dict:
freq_dict[num] += 1
else:
freq_dict[num] = 1
freq_dict_percentages = {}
for key in freq_dict:
percentage = (freq_dict[key] / total) * 100
freq_dict_percentages[key] = percentage
return freq_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])
Most Common Apps by Genre: Part 3
We'll now focus on analyzing these frequency tables. First, we'll analyze data from ios_free
.
display_table(ios_free,-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
Amongst English-only free apps, Games(58.16%) are the most common applications in the Apple Store. Entertainment(7.88%) applications are a distant second. Applications for entertainment purposes (games, photo & video, social networking, sports, music) dominant in terms of frequency. However, practical purpose applications (education, shopping, utilities, producivity) lack in comparison.
Now, we'll analyze android_free
with the Category
column.
display_table(android_free,1) # Category column
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
Google Play store is a different story because there is balance between practical and entertainment applications. FAMILY(18.9%) leads in terms of number of applications in a category. GAME(9.72%) is in second place and right behind it is TOOLS(8.46%).
display_table(android_free,-4) # Genres column
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
It appears the Genres
columns is granular compared to Category
. But, the data suggests there is still a healthy balance between practical and entertainment applications. However, moving forward we'll use Category
.
Note, we're currently reviewing the frequency of applications by their respective categories. Next, we'll review the popularity of these applications.
Most Popular Apps by Genre on the App Store
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.
Let's start with calculating the average number of user ratings per app genre on the App Store. To do that, we'll need to:
genres = freq_table(ios_free, -5)
for genre in genres:
total = 0
len_genre = 0
for app in ios_free:
genre_app = app[-5]
if genre_app == genre:
n_ratings = float(app[5])
total += n_ratings
len_genre += 1
average_user_ratings = total / len_genre
print(genre, ':',average_user_ratings)
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
Games
apps have an average user rating of 22,788. And based on the code below, the average user ratings are not skewed by a few applications.
for app in ios_free:
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! 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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! 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: 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
Most Popular Apps by Genre on Google Play
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. 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.
category_android = freq_table(android_free,1)
for category in category_android:
total = 0
len_category = 0
for app in android_free:
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
average_user_ratings = total / len_category
print(category, ':',average_user_ratings)
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
GAME
apps have an average user rating of 15,588,015. The output of the code below display apps with installs of 500,000+
or 1,000,000+
or 5,000,000+
or 10,000,000+
.
for app in android_free:
if app[1] == 'GAME' and (app[5] == '500,000+' or app[5] == '1,000,000+' or app[5] == '5,000,000+' or app[5] == '10,000,000+'):
print(app[0], ':', app[5])
Solitaire : 10,000,000+ Race the Traffic Moto : 10,000,000+ Marble - Temple Quest : 10,000,000+ Shooting King : 10,000,000+ Geometry Dash World : 10,000,000+ Jungle Marble Blast : 5,000,000+ Farm Fruit Pop: Party Time : 1,000,000+ Paint Hit : 10,000,000+ Rolly Vortex : 10,000,000+ Woody Puzzle : 1,000,000+ Stack Jump : 10,000,000+ The Cube : 5,000,000+ Bricks n Balls : 1,000,000+ The Fish Master! : 1,000,000+ Color Road : 10,000,000+ Draw In : 10,000,000+ PLANK! : 500,000+ Looper! : 1,000,000+ Will it Crush? : 5,000,000+ Tomb of the Mask : 5,000,000+ Baseball Boy! : 10,000,000+ Hello Stars : 10,000,000+ Tank Stars : 10,000,000+ Hole.io : 10,000,000+ Mini Golf King - Multiplayer Game : 5,000,000+ Flip the Gun - Simulator Game : 10,000,000+ Mad Skills BMX 2 : 1,000,000+ MMX Hill Dash 2 – Offroad Truck, Car & Bike Racing : 1,000,000+ Word Link : 10,000,000+ Last Day on Earth: Survival : 10,000,000+ Partymasters - Fun Idle Game : 10,000,000+ Harry Potter: Hogwarts Mystery : 10,000,000+ Offroad Outlaws : 1,000,000+ Grim Soul: Dark Fantasy Survival : 5,000,000+ Disney Heroes: Battle Mode : 5,000,000+ New YAHTZEE® With Buddies Dice Game : 5,000,000+ Word Crossy - A crossword game : 5,000,000+ MLB TAP SPORTS BASEBALL 2018 : 1,000,000+ Hero Hunters : 5,000,000+ Cooking Madness - A Chef's Restaurant Games : 10,000,000+ Ice Crush 2018 - A new Puzzle Matching Adventure : 1,000,000+ TerraGenesis - Space Colony : 1,000,000+ SHADOWGUN LEGENDS : 1,000,000+ RULES OF SURVIVAL : 10,000,000+ Mafia City : 10,000,000+ Cash, Inc. 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Andreas : 500,000+ Dino T-Rex : 10,000,000+ U-48 Submarine Commander Free : 500,000+ Identity V : 1,000,000+ V for Voodoo : 1,000,000+ The Gang Sniper V. Pocket Edition. : 500,000+ Extreme X Ray Robot Stunts : 5,000,000+ Casino X - Free Online Slots : 1,000,000+ Hero Fighter X : 500,000+ Slendrina X : 1,000,000+ Robocar X Ray : 1,000,000+ Space X: Sky Wars of Air Force : 1,000,000+ Real Gangster Crime : 10,000,000+ Gangster Town : 5,000,000+ Rope Hero 3 : 5,000,000+ Experiment Z - Zombie : 10,000,000+ Z Champions : 1,000,000+ WithstandZ - Zombie Survival! : 1,000,000+ DRAGON BALL Z DOKKAN BATTLE : 10,000,000+ Cube Z (Pixel Zombies) : 1,000,000+ Rage Z: Multiplayer Zombie FPS Online Shooter : 500,000+ Pixel Z Gunner 3D - Battle Survival Fps : 1,000,000+ Mini DAYZ: Zombie Survival : 1,000,000+ Route Z : 500,000+ Solitaire: Decked Out Ad Free : 500,000+ AE Bingo: Offline Bingo Games : 500,000+ AE Spider Solitaire : 500,000+ AE Coin Mania : Arcade Fun : 1,000,000+ Mupen64+AE FREE (N64 Emulator) : 1,000,000+ AE Lucky Fishing : 1,000,000+ AE Gun Ball: arcade ball games : 1,000,000+ AE 3D MOTOR :Racing Games Free : 5,000,000+ AE Master Moto : 1,000,000+ Gun Strike Shoot : 10,000,000+ Crisis Action: 2018 NO.1 FPS : 10,000,000+ Counter Terrorist Attack : 10,000,000+ GUN ZOMBIE : 5,000,000+ Shoot Strike War Fire : 10,000,000+ I Am Innocent : 1,000,000+ Who am I? 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Challenging brain puzzle : 10,000,000+ Destroy Gunners Σ : 1,000,000+ DH Texas Poker - Texas Hold'em : 10,000,000+ DEER HUNTER RELOADED : 5,000,000+ Call of Mini™ Dino Hunter : 10,000,000+ Bike Mayhem Free : 10,000,000+ DEER HUNTER CHALLENGE : 5,000,000+ Defender : 10,000,000+ Texas HoldEm Poker Deluxe : 10,000,000+ Deck Heroes: Legacy : 10,000,000+ Shred! 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Shoot 'em up : 5,000,000+ Texas Hold'em Poker : 1,000,000+ Fun Texas Hold'em Poker : 500,000+ Dragonplay™ Poker Texas Holdem : 1,000,000+ Punch em : 500,000+ Boyaa Poker (En) – Social Texas Hold’em : 1,000,000+ World Series of Poker – WSOP Free Texas Holdem : 10,000,000+ Texas Holdem Poker Pro : 5,000,000+ HANGAME Casino - Baccarat & Texas Hold'em : 500,000+ PokerStars Play: Free Texas Holdem Poker Game : 500,000+ Texas Holdem Poker : 10,000,000+ Big Fish Casino – Play Slots & Vegas Games : 10,000,000+ TRANSFORMERS: Forged to Fight : 10,000,000+ Texas Holdem & Omaha Poker: Pokerist : 10,000,000+ Governor of Poker 2 - OFFLINE POKER GAME : 5,000,000+ Squadron - Bullet Hell Shooter : 10,000,000+ Words With Friends – Play Free : 10,000,000+ Classic Words Solo : 5,000,000+ Sports Car Driving Simulator 2018 : 500,000+ The Great Wobo Escape Ep. 1 : 500,000+ The Visitor: Ep.2 - Sleepover Slaughter : 1,000,000+ The Visitor: Ep.1 - Kitty Cat Carnage : 500,000+ Oggy : 5,000,000+ Speed Racing Ultimate 2 : 1,000,000+ I Know Stuff : 5,000,000+ Water Surfer Racing In Moto : 1,000,000+ Rescue Robots Survival Games : 5,000,000+ Bike Race - Bike Blast Rush : 10,000,000+ ETERNITY WARRIORS 2 : 5,000,000+ Snes9x EX+ : 5,000,000+ Eyes - The Scary Horror Game Adventure : 10,000,000+ Sudoku Master : 1,000,000+ Jungle Monkey Run : 10,000,000+ Ez Mirror Match : 500,000+ Golden HoYeah Slots - Real Casino Slots : 5,000,000+ FaFaFa™ Gold Casino: Free slot machines : 1,000,000+ Heart of Vegas™ Slots – Free Slot Casino Games : 10,000,000+ BROTHER IN WARS: GUNNER CITY WARLORDS : 1,000,000+ Angry Birds Space HD : 5,000,000+ Police Car Driver : 10,000,000+ Moto Fighter 3D : 10,000,000+ Crazy Bike attack Racing New: motorcycle racing : 5,000,000+ Fields of Battle : 1,000,000+ Family Guy The Quest for Stuff : 10,000,000+ Toy Attack : 500,000+ SnowMobile Parking Adventure : 1,000,000+ Zombie Sniper 3D III : 500,000+ Fast Motorcycle Driver 2016 : 1,000,000+ Rope Hero: Vice Town : 10,000,000+ Drive 4x4 Luxury SUV Jeep : 500,000+ Motocross Mayhem : 1,000,000+ Block Gun 3D: Haunted Hollow : 1,000,000+ Navy Gunner Shoot War 3D : 10,000,000+ Drift Legends : 1,000,000+ PRO MX MOTOCROSS 2 : 5,000,000+ FRONTLINE COMMANDO : 10,000,000+ Gun Builder ELITE : 1,000,000+ Magnum 3.0 Gun Custom SImulator : 1,000,000+ Gun Club Armory : 1,000,000+ 4x4 Jeep Racer : 1,000,000+ Frontline Terrorist Battle Shoot: Free FPS Shooter : 1,000,000+ Modern Strike Online : 10,000,000+ Big Hunter : 10,000,000+ Soccer Clubs Logo Quiz : 1,000,000+ Sid Story : 500,000+ Fatal Raid - No.1 Mobile FPS : 1,000,000+
Conclusion
Overall, creating a free game is an ideal app profile to attract users.