The aim of this Project is to provide some criteria to identify some types of apps in English that could attract more users. Since our Company builds English Android and iOS mobile apps, I will focus my attention on English apps available on Google Play and the App Store. In addition, since our company's builds only free-to-download apps and our main source of revenue consistes of in-app ads, I am interested to spot those apps that attract the highest number of users - i.e. the highest number of people engaging with the in-app ads.
I started by opening and exploring the two datasets that will be the subject of my investigation. The first dataset contains more than 7,000 iOS apps from the App Store (data collected in July 2017). This dataset is called 'AppleStore.csv':
opened_file = open('AppleStore.csv')
from csv import reader
read_file = reader(opened_file)
applestore_apps_data = list(read_file)
The second dataset contains around 10,000 Android Apps from Google Play (data collected in August 2018).This dataset is called 'googleplaystore.csv':
opened_file = open('googleplaystore.csv')
from csv import reader
read_file = reader(opened_file)
googleplay_apps_data = list(read_file)
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]))
I now look more in detail at the type of data contained in each dataset, and calculate both the total number of apps (i.e. rows) and parameters associated to each app (i.e. columns), in each dataset.
#Exploring Applestore
explore_data(applestore_apps_data, 0, 4, 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: 7198 Number of columns: 16
#Exploring GooglePlay
explore_data(googleplay_apps_data, 0, 4, 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', 'January 7, 2018', '1.0.0', '4.0.3 and up'] ['Coloring book moana', 'ART_AND_DESIGN', '3.9', '967', '14M', '500,000+', 'Free', '0', 'Everyone', 'Art & Design;Pretend Play', 'January 15, 2018', '2.0.0', '4.0.3 and up'] ['U Launcher Lite – FREE Live Cool Themes, Hide Apps', 'ART_AND_DESIGN', '4.7', '87510', '8.7M', '5,000,000+', 'Free', '0', 'Everyone', 'Art & Design', 'August 1, 2018', '1.2.4', '4.0.3 and up'] Number of rows: 10842 Number of columns: 13
Before performing my analysis, I need to remove duplicated data and corrected errors.
I firstly check wheather some of the rows had missing information. I compar the length of the header of each dataset with the length of each row in the dataset. I notice that in the GooglePlay dataset one row is shorter than the header. By looking at the original file source I discover that the "Category" parameter is missing. The row containing the mistake appears to be row 10473.
#Identifying rows with missing information on Apple Store
for row in applestore_apps_data:
if len(row) != len(applestore_apps_data[0]):
print(applestore_apps_data[0])
print(len(applestore_apps_data[0]))
print(row)
print(len(row))
#Identifying rows with missing information on Google Play
for row in googleplay_apps_data:
if len(row) != len(googleplay_apps_data[0]):
print(googleplay_apps_data[0]) #this is the dataset header.
print(len(googleplay_apps_data[0])) #this is the length of the header (i.e. normal row).
print(row) #this is the row containing the mistake.
print(len(row)) #this is the length of the shorter row.
print(googleplay_apps_data.index(row)) #this is the number of the row containing the mistake.
['App', 'Category', 'Rating', 'Reviews', 'Size', 'Installs', 'Type', 'Price', 'Content Rating', 'Genres', 'Last Updated', 'Current Ver', 'Android Ver'] 13 ['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 10473
I therefore delete the row with the missing information.
del(googleplay_apps_data[10473])
Another possible source of mistakes is the presence of duplicated entries (i.e. some apps are present multiple times). I check if this is the case in both databases using a code that allowed me to identify multiple entries and show them:
duplicated_apps = []
unique_apps = []
for app in applestore_apps_data:
name = app[1]
if name in unique_apps:
duplicated_apps.append(name)
else:
unique_apps.append(name)
print(duplicated_apps[:5])
print('number of unique apps_apple: ', len(unique_apps))
print('number of duplicated apps_apple: ', len(duplicated_apps))
['Mannequin Challenge', 'VR Roller Coaster'] number of unique apps_apple: 7196 number of duplicated apps_apple: 2
duplicated_apps = []
unique_apps = []
for app in googleplay_apps_data:
name = app[0]
if name in unique_apps:
duplicated_apps.append(name)
else:
unique_apps.append(name)
print(duplicated_apps[:5])
print('number of unique apps_google: ', len(unique_apps))
print('number of duplicated apps_google: ', len(duplicated_apps))
['Quick PDF Scanner + OCR FREE', 'Box', 'Google My Business', 'ZOOM Cloud Meetings', 'join.me - Simple Meetings'] number of unique apps_google: 9660 number of duplicated apps_google: 1181
I have observed the presence of multiple duplicated apps, especially in GooglePlay. I will start cleaning this dataset first. I need to establish a criterium to select the right parameters to keep of each duplicated app. I notice that the only difference between the various duplicated versions of the same app is the total number of reviews, possibly because the information was retrieved at various moments during the same day. Indeed, the various numbers, albeit different, are all quite similar. I therefore decide to keep only the one duplicate with the highest number of reviews. To do so, I firstly create a list of all the single GooglePlay app and their associated maximum number of reviews.
reviews_max = {}
for app in googleplay_apps_data[1:]:
name = app[0]
n_reviews = float(app[3])
if name in reviews_max and reviews_max[name] < n_reviews:
reviews_max[name] = n_reviews
elif name not in reviews_max:
reviews_max[name] = n_reviews
print('Google Play reviews max length = ', len(reviews_max)) #number of unique elements in the Google Play database.
Google Play reviews max length = 9659
Now I want to substitute the value for the number of reviews with the maximum number of reviews for each value in the initial dataset GooglePlay. In a second moment, I delete all duplicated vaules in this dataset, creating a new, clean dataset (called unique_googleplay_apps_data), and use this last one to clean the initial dataset. To do so, I loop through the GooglePlay dataset and included each of them in the list of duplicated values. I include it in the list of unique values only if the number of reviews matched the one in the dictionary "reviews_max" and if the value is not altready present in the list of duplicated values (meaning it was a unique entry). The obtained list contains 9659 entries, plus the header, as expected.
unique_googleplay_apps_data = []
duplicated_googleplay_apps_data = []
unique_googleplay_apps_data.append(googleplay_apps_data[0])
for app in googleplay_apps_data[1:]:
name = app[0]
n_reviews = float(app[3])
if (reviews_max[name] == n_reviews) and (name not in duplicated_googleplay_apps_data):
unique_googleplay_apps_data.append(app)
duplicated_googleplay_apps_data.append(name) # make sure this is inside the if block
print("Unique Google Play list elements = ", len(unique_googleplay_apps_data))
print(unique_googleplay_apps_data[:3]) #first three entries in the cleaned Google Play dataset.
Unique Google Play list elements = 9660 [['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'], ['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']]
To clean the Apple Store database, I knew from previous analysis that the names of the repeated apps are the following: 'Mannequin Challenge', 'VR Roller Coaster'. I therefore look for the entries with these names and compared them manually.
for app in applestore_apps_data:
name = app[1]
if name == str('Mannequin Challenge'):
print(app)
print("Apple Store putative duplicated Mannequin Challenge apps = ", applestore_apps_data[0])
['1173990889', 'Mannequin Challenge', '109705216', 'USD', '0.0', '668', '87', '3.0', '3.0', '1.4', '9+', 'Games', '37', '4', '1', '1'] ['1178454060', 'Mannequin Challenge', '59572224', 'USD', '0.0', '105', '58', '4.0', '4.5', '1.0.1', '4+', 'Games', '38', '5', '1', '1'] Apple Store putative duplicated Mannequin Challenge apps = ['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']
for app in applestore_apps_data:
name = app[1]
if name == str('VR Roller Coaster'):
print(app)
print("Apple Store putative duplicated VR Roller Coaster apps = ", applestore_apps_data[0])
['952877179', 'VR Roller Coaster', '169523200', 'USD', '0.0', '107', '102', '3.5', '3.5', '2.0.0', '4+', 'Games', '37', '5', '1', '1'] ['1089824278', 'VR Roller Coaster', '240964608', 'USD', '0.0', '67', '44', '3.5', '4.0', '0.81', '4+', 'Games', '38', '0', '1', '1'] Apple Store putative duplicated VR Roller Coaster apps = ['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']
From this analysis it is not clear whather the AppleStore dataset contains duplicated entries or not. However, according to this thread (https://www.kaggle.com/ramamet4/app-store-apple-data-set-10k-apps/discussion/90409) it seems the apps are all genuine. I therefore did not delete any of them.
For this project, I am only interested in apps directed towards an English-speaking audience. I have therefore to remove all apps not written in English. As a rule of thumb, all apps whose name contain non-English characters have to be excluded. English characters correspond to ASCII numbering 0-127. The definition below will help me distinguish between English and non-English apps. It retrieves "True" when an app is reasonably written in English, and "false" whan it is not. As it will appear clear for the last 2 examples below, however, this system is not optimal, as sometimes special character are used in English as well, for example for emojii or special functions.
def name_english(string):
for character in string:
if ord(character)>127:
return False
return True
print(name_english('Instagram'))
print(name_english('爱奇艺PPS -《欢乐颂2》电视剧热播'))
print(name_english('Docs To Go™ Free Office Suite'))
print(name_english('Instachat 😜'))
True False False False
Here I will show how I modified the previous definition in order to allow three special characters to be present in the app name in order to keep it included in the English apps dataset:
def name_english1(string):
non_ascii = 0
for character in string:
if (ord(character)>127):
non_ascii += 1
if non_ascii>3: #this program allows pu to three special characters in the app name.
return False
return True
print(name_english1('Instagram'))
print(name_english1('爱奇艺PPS -《欢乐颂2》电视剧热播'))
print(name_english1('Docs To Go™ Free Office Suite'))
print(name_english1('Instachat 😜'))
True False True True
I apply this function to trim all non-English apps out of the two datasets.
English_googleplay_apps_data = []
English_googleplay_apps_data.append(unique_googleplay_apps_data[0])
for app in unique_googleplay_apps_data[1:]:
name = app[0]
if name_english1(name) == True:
English_googleplay_apps_data.append(app)
print('Number of English apps in Google Play = ', len(English_googleplay_apps_data))
print(English_googleplay_apps_data[:4]) #I show the first four rows of the dataset.
Number of English apps in Google Play = 9615 [['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'], ['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']]
English_applestore_apps_data = []
English_applestore_apps_data.append(applestore_apps_data[0])
for app in applestore_apps_data[1:]:
name = app[1]
if name_english1(name) == True:
English_applestore_apps_data.append(app)
print('Number of English apps in Apple Store = ', len(English_applestore_apps_data))
print(English_applestore_apps_data[:4]) #I show the first four rows of the dataset.
Number of English apps in Apple Store = 6184 [['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']]
As I am only interested in selecting free English apps for my analysis, I used the same procedure to isolate them from both Apple Store and Google Play.
free_eng_googleplay_apps = []
free_eng_googleplay_apps.append(English_googleplay_apps_data[0])
for app in English_googleplay_apps_data[1:]:
type = app[7]
if type == '0':
free_eng_googleplay_apps.append(app)
print(free_eng_googleplay_apps[:3])
print('Number of free English apps in Google Play = ', len(free_eng_googleplay_apps[1:]))
[['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'], ['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']] Number of free English apps in Google Play = 8864
free_eng_applestore_apps = []
free_eng_applestore_apps.append(English_applestore_apps_data[0])
for app in English_applestore_apps_data:
type = app[4]
if type == '0.0':
free_eng_applestore_apps.append(app)
print(free_eng_applestore_apps[:3])
print('Number of free English apps inApple Store = ', len(free_eng_applestore_apps[1:]))
[['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']] Number of free English apps inApple Store = 3222
At this point I have finished cleaning my data. There are 8864 apps in Google Play and 3222 apps in Alle Store. I consider these as sufficient big samples to proceed to data analysis.
I here start analysing the two cleaned apps datasets. The Company I work with develops apps for Google Play first, and if it has a good response from users then it is further developed and six months after is launched on Apple Store as well. I am therefore interested in finding out apps that are profitable both in Google Play and Apple Store. I will start by having a closer look at the data and the types of apps that are present in the two databases. From the header of both datasets, I can see that the apps have an associated "category" (in Google Drive) or "prime_genre" (in Apple Store).
print('Google Play table header = ', free_eng_googleplay_apps[0])
print('Apple Store table header = ', free_eng_applestore_apps[0])
Google Play table header = ['App', 'Category', 'Rating', 'Reviews', 'Size', 'Installs', 'Type', 'Price', 'Content Rating', 'Genres', 'Last Updated', 'Current Ver', 'Android Ver'] Apple Store table header = ['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']
Here, I class all apps according to their type. To do so, I created a function that retrieves the frequency table of app types for both markets.
def freq_table(dataset, index):
freq_dictionary = {}
for row in dataset:
value = row[index]
if value in freq_dictionary:
freq_dictionary[value] += 1
else:
freq_dictionary[value] = 1
perc_freq = {}
for element in freq_dictionary:
perc_freq[element] = freq_dictionary[element] / len(dataset)
perc_freq[element] = perc_freq[element]*100
return perc_freq
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])
Below, I use the code genereated above to analyse the Category and Genres column of Google Play and the prime_genre column of Apple Store.
print("Percentage of each Category in Google Play")
display_table(free_eng_googleplay_apps[1:], 1)
Percentage of each Category in Google Play 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
print("Percentage of each Genres in Google Play")
display_table(free_eng_googleplay_apps[1:], 9)
Percentage of each Genres in Google Play 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
print("Percentage of each Category in Apple Store")
display_table(free_eng_applestore_apps[1:], 11)
Percentage of each Category in Apple Store 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
At first sight, it is important to notice that the two datasets are not easy to compare, as they have been classified in a different way, using a different amount of categories and with different names. For what concerns the Google Play market, the Family category is the most common (18%), followed by Games (9.7%) and Tools (8.5%). As Genres, Tools and Entertainment are the most common, although they represent only 8.4% and 6.1% of the whole market, respectively. For what concerns the Apple Store market, the Games genre is clearly the most common, as it represents 58% of the whole market and is followed by Entertainment - a very similar category - which however represents only 7.9% of the market. It is also noteworthy that in Google Play 10 categories represent less than 1% of the market, as well as 87 Genres. For Apple Store, there are 8 prime_genres that represent less than 1% of the market.
From this preliminary analysis, it appears that Apple Store contains a majority of entertainment-related apps, while Google Play is more heterogeneous. However, this is not sufficient to recomment an app category as the most promising to develop. To reach this goal, I will now take into account also the number of users per app category.
The number of users per app is a known parameter for the Google Play market (column "Install") but not for Apple Store. For this market, the only known information is the total number of ratings, that could be considered as a proxy of the total number of users. I will start by calculating the number of reatings per each app prime_genre in Apple Store.
genres_ios = freq_table(free_eng_applestore_apps[1:], -5)
print("Apple Store app categories and their associated average number of ratings:")
for genre in genres_ios:
total = 0
len_genre = 0
for app in free_eng_applestore_apps[1:]:
genre_app = app[-5]
if genre_app == genre:
n_ratings = float(app[5])
total += n_ratings
len_genre += 1
avg_n_ratings = total / len_genre
print(genre, ':', avg_n_ratings)
Apple Store app categories and their associated average number of ratings: Food & Drink : 33333.92307692308 Education : 7003.983050847458 Lifestyle : 16485.764705882353 Health & Fitness : 23298.015384615384 Games : 22788.6696905016 Utilities : 18684.456790123455 Productivity : 21028.410714285714 News : 21248.023255813954 Weather : 52279.892857142855 Business : 7491.117647058823 Finance : 31467.944444444445 Shopping : 26919.690476190477 Catalogs : 4004.0 Travel : 28243.8 Book : 39758.5 Social Networking : 71548.34905660378 Reference : 74942.11111111111 Photo & Video : 28441.54375 Sports : 23008.898550724636 Music : 57326.530303030304 Entertainment : 14029.830708661417 Navigation : 86090.33333333333 Medical : 612.0
For Apple Store, the categories that contain the highest amount of User ratings are those belonging to the Navigation (average number of rating: 86090) and Reference (average number of ratings: 74942) categories. Here I inspect the name of these apps:
print("Apple Store Navigation apps and their associated average number of ratings:")
for app in free_eng_applestore_apps:
genre = app[-5]
if genre == "Navigation":
print(app[1], app[5])
Apple Store Navigation apps and their associated average number of ratings: 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
print("Apple Store Reference apps and their associated average number of ratings:")
for app in free_eng_applestore_apps:
genre = app[-5]
if genre == "Reference":
print(app[1], app[5])
Apple Store Reference apps and their associated average number of ratings: 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 comparison, entertaining types of apps have a lower number of rating. For example, the Games category is in 14th position out of 23 and has a mean of 22,788 ratings, which is less than 30% the number of ratings of the Navigation category. Here again, it is interesting to see the total number of apps that belong to the Games category:
print("Appe Store Game apps and their associated average number of ratings:")
Game_apps = []
for app in free_eng_applestore_apps:
genre = app[-5]
if genre == "Games":
Game_apps.append(app)
print(app[1], app[5])
print("Total Apple Store game apps = ", len(Game_apps))
Appe Store Game apps and their associated average number of ratings: 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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226 Chef's Quest 225 Jumping Balls! 225 Crossy Maze 223 Las Vegas Valet Limo and Sports Car Parking 220 Asterix and Friends 219 Flick Soccer 17 217 Through The Fog! 216 Flappy Hoopers: The Shooting Basketball Players 216 Sweet Tales: Match 3 Christmas 215 Adventure Cube 215 Douchebag Beach Club 213 Bouncy Tower 213 Matchsticks ~ Free Puzzle Game with Matches 212 Nukleus 210 Virtual Regatta Offshore 209 Hillarymon Go 209 Yurei Ninja 205 Shopping Mall Car Parking Simulator a Real Driving Racing Game 205 Hoverboard Simulator - Endless Hover Board Race 203 Fairytale Fiasco - Sleeping Spell Rescue 201 Upperland 201 Osmo Tangram 200 Symmetrica - Minimalistic arcade game 200 Pinata Hunter 3 199 Bus Driving Taxi Parking Simulator Real Extreme Car Racing Sim 199 Mafia III: Rivals 198 Hair Fashion™ - Girls Makeup, Dressup and Makeover Games 197 Brick Shot 197 Hat Trick Shots 197 Science Girl - School Lab Super Star 196 Babysitter Madness - Help the Nanny 195 Plummet Dash 194 Pharaoh's Party: Coin Pusher 191 Blocky Hockey - Arcade Ice Runner 191 Light On 191 Axe in Face 2 190 Pinball Breaker Forever 190 Order's Up 188 Shadow Bug Rush 187 RedStory - Little Red Riding Hood 185 New York City Car Taxi and Bus Parking Simulator 185 Go Pug Go 184 Dofus Pogo 181 Wonderball - One Touch Endless Ball Arcade Action 180 VR Flight Simulator for Google Cardboard 180 Flail Rider 179 Alliance Wars: World Domination 176 Monster Mania 175 Gems Story 173 Jelly Squares Free 173 Trailer Truck Parking with Real City Traffic Car Driving Sim 173 Run From Trump 172 LEGO® DC Super Heroes Mighty Micros 172 Circles 171 Evil Dead: Endless Nightmare 171 Sparkwave 170 Babysitter Craziness - Fun Kids Game 169 Goal Finger 169 Ice Cream Truck Girl - Frozen Sweets Maker 169 Fairytale Fiasco - Royal Rescue 168 Pony Princess Academy - Dress Up, Style, Feed & Care for Ponies Game 168 Princess Salon: Frozen Party 168 Ski Resort Parking Sim Ice Road Snow Plow Trucker 167 Water Bottle Flip Challenge - 2k16 Pro! 167 3D Dubai Parking Simulator Drive Real Extreme Super Sports Car 166 Bumper Jump 166 Color Bots 164 Magic Nightfall 164 ENYO 163 Multi Level Car Parking 6 Shopping Mall Garage Lot 162 Flick Golf Extreme 161 Jumpy Tree 160 Real Cake Maker 3D - Bake, Design & Decorate 160 Soda Coin Party: Free Casino Pusher 159 Tentacles - Enter the Mind 159 8-BIT WATERSLIDE 158 Road to be King 158 Pixelgrams: Pixel Puzzles 156 Snake splix 155 Respeck on my Name 155 Championship Manager 17 154 Duck Roll 154 PICTLOGICA FINAL FANTASY 154 Obstacle Course Extreme Car Parking Simulator 153 Baby Bottle Challenge - Water Bottle Flip 152 Super Smash the Office - Endless Destruction! 151 Cops - On Patrol 151 Yummy Birthday - Party Food Maker 151 Helmet Virtual Reality 3D Joke 150 Dash Masters 149 Mikey Jumps 148 Impulse GP - Super Bike Racing 147 Fancy Cakes - Endless Tasty Puzzle 147 Sweet Tales 147 Fish Fist 146 It's a Space Thing 145 Burger Jump 145 Zap Zombies 145 Spider Solitaire ∙ 145 Hollywood Rush 144 Hop Swap 144 Summer Vacation - Fun at the Beach 144 5E Spell Book 144 Swoopy Space 142 Kubik 142 Cat-A-Pult: Endless stacking of 8-bit kittens 141 EVERYTOWN 141 Geometry Lock 140 Circle Affinity 140 My Majesty 140 Tina's Diary - Star Fever 139 FALLMAN – Trampoline Action 139 Hello, Mr.Rich 138 Offline Auto IV Calc for Pokemon GO 137 YouTurbo 136 Blade Sliders 136 Jewel Mania: Valentine's 135 Rolly Worms 135 Head Soccer France 2016 135 Tina's Diary: Spring Outing 134 Trapdoors 133 Osmo Newton 132 Cooking Mama Let's Cook Puzzle 132 Skippy Box 130 LOST MAZE 130 One More Bounce 129 Quiz Tales 129 Roller Coaster VR 128 Bridge 128 Bouncing Ball 2 128 Midnight Calling: Jeronimo 127 Jet Plane Fighter Pilot Flying Simulator Real War Combat Fighting Games 127 Play-Doh TOUCH - Shape, Scan, Explore 126 Boyfriend Plus - Brett Jeff and Kai 126 Soccer Stadium Sports Car & Bus Parking Simulator 3D Driving Sim 126 Drop Out! 125 Super Fashion Show - Girls Makeup, Dressup Games 125 Swiperoo 125 Fatal 124 Glory of Generals 2 122 LINE BROWN FARM 122 Paddle Panic 122 Spa Birthday Party - Nails, Hair, Dress Up & Cake 122 Offroad 4x4 Truck Trials Parking Simulator 2 a Real Stunt Car Driving Racing Sim 121 Osmo Words 121 Frantic Architect 117 OUTDODGE 117 Conduct THIS! 116 Monster Raid™ 116 NHL SuperCard 2K17 116 Jrump 116 InMind VR (Cardboard) 115 Slots Real Las Vegas - Free Casino Slot Machine Games - Bet, Spin and Win Jackpot & Bonus 115 Lost Socks: Naughty Brothers 115 Amusement Park Tour 2: Fun Xmas 115 Fired Up 115 Swap Ball - Endless Arcade Bouncer 113 Halloween Face Paint Spa - Kids Makeup Salon Games 113 VR Car Driving Simulator for Google Cardboard 111 Ridge Runner 111 Winter Fugitives 2: Chronicles 111 Ball Maze! 110 Walls & Balls 110 Classic Poker - Texas Holdem 110 TohTum 110 Switchy Sides 109 Virtual Reality Moon for Google Cardboard VR 109 Circlify 109 Sweet Princess Makeup Party - Girls Dressup Games 109 New Star Cricket 109 Talented Pets Show 108 Winterstate 108 Brick Rage - Not for the Weak Heart 108 Heavy Metal Tennis Training 107 VR Roller Coaster 107 Osteya: Adventures 107 Line Defense 106 Junk Yard Trucker Parking Simulator a Real Monster Truck Extreme Car Driving Test Racing Sim 106 Crime City Real Action Simulator Theft kill shooting- sniper game 105 Princess Pet Palace: Royal Puppy - Pet Care, Play & Dress Up 105 Knots - The Ultimate Brain Challenge 105 Candy's Vacation - Beach Hotel 105 Trump Bounce 105 Mannequin Challenge 105 DOFUS Touch 104 Ninja Dude vs Zombies - endless tap 'n' slash zombie arcade game 104 Red Bull Air Race 2 104 European War 5: Empire 104 Epic Orchestra 103 Silly Sausage: Doggy Dessert 102 Trucker Parking Simulator 2 a Real Monster Truck & Lorry Driving Test 101 Toon Shooters 2: The Freelancers 101 Crazy Eye Clinic - Doctor X Adventures 101 Don't Be Squared 100 Street Fighter Puzzle Spirits 100 Panic Drop 99 Extreme Forklifting 2 99 Princess Libby: Frozen Party 99 Maim Street 99 Rogue Ninja 99 Level With Me 98 Princess Libby's Perfect Beach Day 98 Crazy Circle 98 A.P.E.X 96 Christmas Swap 3 -Match toy & candy to countdown 96 Pigu 94 Pop Girls - High School Band 94 Fairy Land Rescue - Save the Magic Village 94 KOMRAD 94 Water Bottle Flip AK 2016 93 Danger Dodgers 93 Hugo Troll Race 2. 91 Krosmaster Arena 91 Boom Boom Soccer 91 Baby Full House - Care, Play and Have Fun 91 Sausage Legend - Fighting Game 90 Colorpede 90 Glitch Fixers - The Powerpuff Girls 89 PopSwish Basketball by Andrew Wiggins 89 Giant Turnip Game: A Voyage Of Vegetable Extraction! 89 Thomas & Friends: Race On! 89 Jurassic Virtual Reality (VR) 88 Roof Jumping 3 Stunt Driver Parking Simulator an Extreme Real Car Racing Game 88 Ducky Fuzz - Chain Reaction 88 Never Gone 87 Tiny Sea Adventure 87 Fiete Sports 86 Protect The Planet 86 Candy's Carnival 86 All Limpy Run! 86 VR Roller Coaster World - Virtual Reality 85 1000m Zombie Escape! 85 Pocket Rush 85 Minescape 84 House of Terror VR 84 Burgers & Shakes - Fast Food Maker 84 Pixel Disc Golf 2 83 Offline IV Calc for Pokemon GO 82 Burnout City 82 Amusement Park Fair Ground Circus Trucker Parking Simulator 81 Crystal Rush! Color Shoot Arcade Game 81 Dead Center 81 Sticklings 79 Werewolf "Nightmare in Prison" 78 Just Trap 78 4 Images 1 Mot 78 Spiral Tower 78 Fits - Block Puzzle King 78 Bella's Pizza Place - Italian Food Maker 77 Virtual Reality Roller Coaster for Google Cardboard VR 77 Crazy Nursery - Newborn Baby Doctor Care 76 Terra Monsters 3 76 Driving Evolution Parking Sim Real Car Driver Test 76 The Bomb! 74 VR Water Park:Water Stunt & Ride For VirtualGlasse 74 MOOMIN -Welcome to Moominvalley- 74 Princess Pet Palace: Royal Pony - Pet Care, Play & Dress Up 74 Kids Play Club - Fun Games & Activities 73 Save The Line 72 Flip King 72 Iron Commander 71 Perfect Square! 70 Love Engine 70 3D Car Racing Simulator Real Drag Race Rivals Road Chase Driving Games 70 Eyes Cube 69 Escape Game: Fountain 69 Masky 69 Raccoon Pizza Rush 69 Stage Rush: Imagine Dragons 69 Trump Hoverboard Sim - Mannequin Race Challenge 68 Go Surf - The Endless Wave Runner 68 Stickninja Smash 67 Lane Racer 67 Ball Tower 67 VR Roller Coaster 67 Chocolate Candy Party - Fudge Madness 66 Wappoi Room Escape 64 Hood Jump – The Best Platform Game in the Streets 64 Moonvale 2: Puzzle Adventure 64 Cool Jigsaw Puzzles 63 My Rockstar Girls - Party Rock Band 63 Splash Pop 63 Exodus 62 Spiral Splatter 62 Push the Arrow 62 Puzzlepops! Trick or Treat 61 Nope Quiz 61 White Tiles 2 : Piano Master ( Don't Hit The White Tiles 4 ) - Free Music Game 60 Haunted Rooms: Escape VR Game for Google Cardboard 60 Monkey Swingers 60 Shoutrageous! - The Addictive Game of Lists 60 Flying Car Simulator 3D: Stunt Bus 59 Police Chase Race 59 Gear Miner 58 Cubway 58 Indoor soccer – football Dream league journey 58 Osmo Coding Awbie 58 Gravity Square! 58 Goal Kick - free penalty shootout soccer game 57 Flick Rugby 16 57 Chef Siblings - Island Restaurant 56 Triennale Game Collection 56 Micromon 56 Brio - Don’t Fall! 56 Escape Game: Forgotten 55 Dominocity 55 Donuts Maker Salon 55 Bouncy Kingdom 55 ZenDots 2 - One Dot’s Journey 54 Sweet Princess Beauty Salon 54 Oops You Died 54 Diced - A Simple Puzzle Dice Game 53 Perfect Fit 53 Color 6: Blitz 53 Piggy Show 53 Super Candy: Let's Fix it! 53 Osmo Numbers 52 Osmo Monster 52 Hexy! 51 Target Acquired 50 Teeter – Endless Arcade Balancer 50 Toast Girl 50 Five Finger Fury 49 Lock The Block 49 Escape Game: Relief 49 Top Tier 48 What Jump - Free Pop Arcade Game 48 Ball Escape! 48 Dot Empires 47 Stickman Cubed 47 Spirit Rush 47 Valley of Fear Virtual Reality 46 VR Ball for Google Cardboard Virtual Reality 46 Princess Face Paint - Girls Makeup, Dressup and Makeover Games 45 Chunky Tanks 44 Extreme Heavy Trucker Parking Simulator 44 Ridiculous Parking Simulator a Real Crazy Multi Car Driving Racing Game 43 Zombies Chasing Me 43 Curvulate 43 Water Bottle Flip Challenge : 2k16 43 Critter Academy 43 Monster Busters: Link Flash 42 Pixel Strike-Sniper zombies shooting games 42 City Car Driving 41 Gate Keepers 41 Dashy Box 41 Geki Yaba Runner 41 Hugo Flower Flush 41 Hovercrash 41 Escape Game: Signs 41 Santa Kids Hair Salon - Christmas Makeover Games 41 Behind You!! 40 No Limit Racer 40 Spike Run 39 Warcher Defenders 39 Hell Run - Scary Road 39 Dashy the Cat 39 Pursuit of Light2 38 Limo Driving School a Valet Driver License Test Parking Simulator 38 Cubicle. 38 Face Paint Party - Kids Coloring Fun 38 Forest Heroes Story 38 Re:Monster 37 Race Driving School Car Racing Driver License Test 37 Emily’s Polar Adventure 37 Ocean Clash: A naval game with honor and loyalty 36 Where's My What? Free 35 Jumps - Jumping on Pillars Game 35 Our dark lord-Sasuyu 2-TAP RPG 35 Waiit 35 Being SalMan: The Official Game 33 BFB Champions 2.0 ~Football Club Manager~ 33 Pozzle Blocks 33 Flip Heroes 32 Smelly Baby - Farty Party 32 Gweep Gwop 32 Flip Football - Soccer Manager Strategy Card Game 31 Neon Horizon 31 VR Roller-Coaster 30 VR SNIPER 30 Buildy Blocks 30 Nitro Heads 30 VR Crazy Bike Race: Traffic Racing Free 29 Tip Tap Soccer 29 iPaint uPaint 29 Alternative Girls 29 Escape Game: Traps 29 Fantasy Football Coach 29 Puzzle it to 10 27 Sky Pillar 27 Fairy Princess Fashion Design 27 Into Mirror 27 Immortal Legends - TD 26 Billion Hunter - Casual Monster Clicker RPG 26 Shogi 26 Bridge Rider 25 NeverKnew - Game night is back 25 Basketball Free Throw 24 Happy Oink 24 Escape Game: illumination 23 3D Maze Level 100 22 Zombie Town Story 22 Stick Soccer 2 22 Evil Zombie Graveyard Apocalypse Shooting VR Games 22 Cube Roll 22 VR Haunted House 3D 21 Crazy Maze - Traffic Puzzle 21 Escape Game: Christmas Eve 21 Princess Swimming & Spa - Girls Beauty Game FREE 21 Face Up - The Selfie Game 21 Juju On That Beat - Dance Challenge Game 21 Room Escape [SECRET CODE 2] 20 Dice Mania - Play Free Online Classic Board Game with Friends 20 Go Karts - VR 20 Wall Switch 19 Hey Duggee: The Tinsel Badge 19 Parallels 19 Circle Boom2 - Wheel Puzzle Game 19 Wild City Rush - Urban Jungle Adventure 19 Rise! 18 Demolition Derby Virtual Reality (VR) Racing 18 Stickman Forest Swing 18 Final Kick VR - Virtual Reality free soccer game for Google Cardboard 18 Gravity Island - Shiro's Adventure 18 TENOSEL+ 17 TraptionBakery 17 My Sweet Farm 17 Hoverboard Rush Racing Simulator -Hover Board Game 17 Tangled Up! - Valentine Special 16 Rubin.io 16 Earth Defender S - Trillion Battle Game 16 Aeronaut 15 Super Adventures World HD 15 Fill - one-line puzzle game 15 LINE RUSH ! 15 Political Knockout PKO Presidential Fight 15 Cola Bottle Flip Challenge 14 ON-SEN - escape game - 14 Iron Mission- classic arcade shoot'em up 14 Grandpa, what the fone? 14 Crooked Path 14 Cubed Rally World 14 Crazy Truck! 14 VR Thrills: Roller Coaster 360 (Google Cardboard) 14 Steps! - Hardest Action Game Ever! 13 Buzzy Bubbles 13 Aussie Rules Hero - Footy Goal Kicking Game 12 Monster Zombie Plague War - Virtual Reality (VR) 12 Magnets! 11 Again - room escape game 11 Chick Go & Climb 10 Catch the Bus 10 Emergency Surgery Simulator - Doctor Game FOR FREE 10 Quizduell 10 Room Escape Game - Santa's Room 10 Book - room escape game - 10 Risky Rooms 10 VR-Crazy Car Traffic Racing 10 Juju on that Beat Challenge 10 Mahjong Panda 9 Escape from the wedding hall. 9 Stop! Thief!! 9 Building World - Create Your Castle & City 9 Hop Rush 9 World Spin - Create & Play 8 Dash Up 2 8 Escape Alice House2 8 Escape the Cake Café 7 Deamon's Dungeon 7 Escape from the Art Gallery. 7 Levels - Addictive Puzzle Game 7 Roller Coaster Simulator - Draw and Simulate! 7 Dice Crush 7 Circle Boom 7 Ao Oni2 7 Cat Monsters 7 Home Run X 3D - Baseball Batting Game 7 The Krustashians 6 Room Escape Game - Pictures Room Esacpe 6 Slots of Vegas - Play Free Casino slot machines! 6 VR Horror Maze Walk :Horror Fever For VR Cardboard 6 Pirates Kids Room Escape 6 鬼とび 6 Escape Game: Red room 5 Brake or Break 5 Advent Calendar 2017 - The Game 5 Dungeon Witcher 5 Escape from the grandma house in the countryside. 5 New baseball board app BasePinBall 5 Escape the Ice Cream Parlor 5 Escape from the ICU room. 5 Escape the Sweet Shop Series 3 Inner Circle 3 Escape from the beach house of everlasting summer. 3 Escape from the frigid Igloo. 3 Escape from the living room during the Obon holiday. 3 Escape a Crepe House 3 Wire de Coins 2 2 Circle Swing 2 ROAD -escape game- 2 4 Bilder 1 Wort 2 Escape Game : Escape from Okinawa 2 Bounce Balls - Strike Game 2 Dash Heroes 2 Soccer Cup Championship 2016 2 a. - Physical Simulation Puzzle Game 2 Online Reversi World 2 Survivor: Prologue 2 Escape from the pit latrine. 2 SLAAAASH ! -Cut and Smash ! refreshing Puzzle- 1 DelusionCreatureGacha 1 Escape from many tutoring school of test. 1 IQ200 - If you can clear all stage 1 Money Multiplier 1 Smart Matches ~ Puzzles with Matchsticks 1 Bike Race Level 100 1 Escape from the music room in the school. 1 One More Spin! - Free Vegas Casino Slots 1 Escape Game Darkness LittleRedHood 1 Frantic Ball 1 LINE FIGHTERS 1 Trail Jump 1 Versus - Multiplayer Game (2 players) 1 There's no tablecloth I can't pull!! 1 METAL SAGA -Ark in the wild land- 0 Myth Kingdom:Wrath of Gauss 0 屠龙杀 0 Impossible Goal 3D 0 TLMJ, Tout Le Monde Joue 0 Toy Blocks Game for Brain Traning -TSUMIKI- 0 Billiards8 (8 Ball & Mission) 0 Der IQ Test - Intelligenztest (Deutsch) 0 Ear Age Diagnosis 0 Tetro Blocks - Beat IQ with Tetrix-style-puzzle. 0 REVERSI ZERO - free classic game 0 SUDOKU -The puzzle game that makes your brain younger!- 0 ブリ猫 0 Fusion Pictures - A Multiplayer Game with 4 Hidden Pics Object & 1 Word Puzzle 0 Limite Limite 0 Refreshing ! Brain training fit 0 S, - Puzzle Game With Create Level Feature 0 Stress Release Grenade 0 striker – dropping balls 0 Otaku quizzes from manga, and anime--Slice HEROES! 0 DropEraser 0 Puzzle Game for Brain Training!! PITATTO!! 0 Soccer Puzzle for Brain Training -SoccerStrike- 0 Jigsaw Puzzle for Brain Training -PITATOY- 0 のび毛 0 SPEED:3D Racing 0 Billiards9 0 大富豪 Online 0 Cyber Reversi 0 Free Gameplay Video, Walkthroughs, News for Pokémon GO 0 ! OH Fantastic Free Kick + Kick Wall Challenge 0 Tiny Bone 0 BrainTraining!!GASHAAAAAAN!! 0 Eat Game 0 Particular 0 Kungfu Street-Ultimate Fight 0 秒速 0 Super Knock and Run 0 Pokelog for PokemonGO 0 real happy majiang-all stars majiang,mahjong 0 Puzzle Game for Brain Training -KITINTO- 0 Tapping Monsters 0 Beast Poker 0 Auto IV Calc for PokemonGO 0 Human Juggling Cup 0 www 0 Poker - Texas Holdem HD Poker 0 NumberQ 0 素飛び 0 Escape Game Escape from Lost Memory 0 HOLE. 0 Ocean Overlord - Global War 0 Sumikko gurashi-Puzzling Ways 0 Uncolored Boy 0 Go! No. MM! Even amateur exit the record? 0 Match 3 Puzzle - Mr.Rockets - 0 LEAD ZAQ Battle Version 0 指神 0 Pantheon Warfare: The Chaos of Knights 0 Kuro no Sekai - It's a Darkness World 0 Devil Lord: I shouldn't say that...half of world 0 The Pocket Quiz for Pokemon 0 Simple Reversi Online 0 Tetminos - Classic Puzzle Game 0 花札Online 0 Samurai Ninja Puzzle ONIMARU 0 Escape from the Bears of the student council room. 0 When you clear one,million yen CHANCE!! 0 Escape a Halloween Candy Shop 0 ImpossibleGO! - You can't clear 0 机でGOLF 0 Reversi REAL - Multiplayer Board game 0 針の穴 0 Golden Lotus Slots 0 Shark Boom - Challenge Friends with your Pet 0 Go!Go!Cat! 0 Total Apple Store game apps = 1874
Indeed, not only the mean rating is not the highest for the Games apps category, but the market appears to be saturated with nearly 2,000 apps of this type, obviously of various quality and interest for the users, as one can see by looking at the mean rating per app.
Based on the Apple Store apps data we have anayzed, it appears that game apps are overrepresented on the store, therefore the visibility of single apps is expected to be low. However, two top categories (Navigation and Reference) seem to be very successful, based on the mean number of ratings. These are also categories with lower number of apps per type, meaning that there should still be room for new, successful apps. For example, specific reference-type apps (e.g. dictionaries targeting less common languages, like Roumanian or Greek) would attract a discrete number of users is specific countries and quickly gain visibility. Niche dictionaries, such as dictionary of business terms or tourism could also be profitable.
Google Play provides data about the number of app users in the following way: each app is associated to a class that reflects the total number of users. The classes are not specific numbers but opened numbers (such as "more than 1 million, between 10,000 and 10,000,000 etc). For the purpose of this analysis, I considered that the actual number of users per app corresponds to the exact number of the class it is assigned to, even though this is just an approximation.
print("Distribution of Google Play app categories and associated average users:")
genres_google = freq_table(free_eng_googleplay_apps[1:], 1)
for category in genres_google:
total = 0
len_category = 0
for app in free_eng_googleplay_apps[1:]:
category_app = app[1]
if category_app == category:
n_ratings = float(app[3])
total += n_ratings
len_category += 1
avg_n_ratings = total / len_category
print(category, ':', avg_n_ratings)
Distribution of Google Play app categories and associated average users: SOCIAL : 965830.9872881356 WEATHER : 171250.77464788733 EDUCATION : 56293.09708737864 COMMUNICATION : 995608.4634146341 DATING : 21953.272727272728 ENTERTAINMENT : 301752.24705882353 GAME : 683523.8445475638 PHOTOGRAPHY : 404081.3754789272 COMICS : 42585.61818181818 FAMILY : 113142.99821002387 HEALTH_AND_FITNESS : 78094.9706959707 NEWS_AND_MAGAZINES : 93088.03225806452 MEDICAL : 3730.1533546325877 PRODUCTIVITY : 160634.5420289855 ART_AND_DESIGN : 24699.42105263158 BEAUTY : 7476.226415094339 FOOD_AND_DRINK : 57478.79090909091 AUTO_AND_VEHICLES : 14140.280487804877 VIDEO_PLAYERS : 425350.08176100627 HOUSE_AND_HOME : 26435.465753424658 LIBRARIES_AND_DEMO : 10925.807228915663 TOOLS : 305732.8973333333 BUSINESS : 24239.727272727272 PERSONALIZATION : 181122.31632653062 TRAVEL_AND_LOCAL : 129484.42512077295 FINANCE : 38535.8993902439 SHOPPING : 223887.34673366835 LIFESTYLE : 33921.82369942196 EVENTS : 2555.84126984127 MAPS_AND_NAVIGATION : 142860.0483870968 PARENTING : 16378.706896551725 SPORTS : 116938.6146179402 BOOKS_AND_REFERENCE : 87995.06842105264
The distribution observed in Google Play appears very different than the one of Apple Store. The highest categories for number of users here are the Communication, Social and Game. Since these data are more accurate than those of Apple Store, as I did not have to use the number of ratings as a proxy of the number of users, these data are also more reliable. It is interesting therefore to analyze the first three categories of this list more in detail.
communication_apps = []
print("List of Communication apps on Google Play =")
for app in free_eng_googleplay_apps[1:]:
category = app[1]
if category == "COMMUNICATION":
print(app[0], app[3])
communication_apps.append(app)
print("Number of Communication apps on Google Play =", len(communication_apps))
List of Communication apps on Google Play = WhatsApp Messenger 69119316 Messenger for SMS 125257 My Tele2 158679 imo beta free calls and text 659395 Contacts 66602 Call Free – Free Call 30209 Web Browser & Explorer 36901 Browser 4G 192948 MegaFon Dashboard 99559 ZenUI Dialer & Contacts 437674 Cricket Visual Voicemail 13698 TracFone My Account 20769 Xperia Link™ 45487 TouchPal Keyboard - Fun Emoji & Android Keyboard 615381 Skype Lite - Free Video Call & Chat 33053 My magenta 42370 Android Messages 781810 Google Duo - High Quality Video Calls 2083237 Seznam.cz 46702 Antillean Gold Telegram (original version) 2939 AT&T Visual Voicemail 13761 GMX Mail 258556 Omlet Chat 40751 My Vodacom SA 25021 Microsoft Edge 27187 Messenger – Text and Video Chat for Free 56646578 imo free video calls and chat 4785988 Calls & Text by Mo+ 83239 free video calls and chat 594728 Skype - free IM & video calls 10484169 Who 2451093 GO SMS Pro - Messenger, Free Themes, Emoji 2876500 Messaging+ SMS, MMS Free 28238 chomp SMS 335646 Glide - Video Chat Messenger 350154 Text SMS 349384 Talkray - Free Calls & Texts 244863 LINE: Free Calls & Messages 10790289 GroupMe 330761 mysms SMS Text Messaging Sync 37320 2ndLine - Second Phone Number 15880 Google Chrome: Fast & Secure 9643041 Firefox Browser fast & private 3075118 Ninesky Browser 42925 Dolphin Browser - Fast, Private & Adblock🐬 2511130 UC Browser - Fast Download Private & Secure 17714850 Ghostery Privacy Browser 13100 InBrowser - Incognito Browsing 27156 Lightning Web Browser 12578 Web Browser 10965 Contacts+ 190613 ExDialer - Dialer & Contacts 125232 PHONE for Google Voice & GTalk 72065 Safest Call Blocker 27540 Full Screen Caller ID 104990 Hiya - Caller ID & Block 177703 Mr. Number-Block calls & spam 177263 Should I Answer? 237468 RocketDial Dialer & Contacts 32254 CIA - Caller ID & Call Blocker 60308 Calls Blacklist - Call Blocker 457283 Call Control - Call Blocker 93825 True Contact - Real Caller ID 32283 Video Caller Id 15287 Sync.ME – Caller ID & Block 205739 Burner - Free Phone Number 14873 Caller ID + 9498 Gmail 4604483 K-9 Mail 88427 myMail – Email for Hotmail, Gmail and Outlook Mail 305218 Email TypeApp - Mail App 183374 All Email Providers 20901 Newton Mail - Email App for Gmail, Outlook, IMAP 122595 GO Notifier 124346 Mail.Ru - Email App 837842 Mail1Click - Secure Mail 255 Daum Mail - Next Mail 41420 mail.com mail 44706 SolMail - All-in-One email app 23707 Hangouts 3419513 Vonage Mobile® Call Video Text 29208 JusTalk - Free Video Calls and Fun Video Chat 191032 Azar 1092337 LokLok: Draw on a Lock Screen 14766 Discord - Chat for Gamers 305347 Messenger Lite: Free Calls & Messages 1429038 AntennaPict β 15439 Talkatone: Free Texts, Calls & Phone Number 132015 Kik 2451136 K-@ Mail - Email App 1760 KakaoTalk: Free Calls & Text 2546549 K-9 Material (unofficial) 64 M star Dialer 400 Free WiFi Connect 167229 m:go BiH 559 N-Com Wizard 960 Opera Mini - fast web browser 5150801 Opera Browser: Fast and Secure 2473795 Opera Mini browser beta 401530 Psiphon Pro - The Internet Freedom VPN 298041 ICQ — Video Calls & Chat Messenger 697939 Telegram 3128611 AT&T Messages for Tablet 3044 T-Mobile DIGITS 1820 Truecaller: Caller ID, SMS spam blocking & Dialer 7820775 Portable Wi-Fi hotspot 138129 AT&T Call Protect 6454 U - Webinars, Meetings & Messenger 6601 UC Browser Mini -Tiny Fast Private & Secure 3648765 /u/app 573 [verify-U] VideoIdent 83 Viber Messenger 11335481 WeChat 5387631 WhatsApp Business 137144 WhatsCall Free Global Phone Call App & Cheap Calls 1130966 X Browser 142 Yahoo Mail – Stay Organized 4188345 Free Adblocker Browser - Adblock & Popup Blocker 152470 Adblock Browser for Android 121113 CM Browser - Ad Blocker , Fast Download , Privacy 2265084 Adblock Plus for Samsung Internet - Browse safe. 8769 Ad Blocker Turbo - Adblocker Browser 107 Brave Browser: Fast AdBlocker 40241 AG Contacts, Lite edition 185 Oklahoma Ag Co-op Council 0 Bee'ah Employee App 4 tournaments and more.aj.2 0 Aj.Petra 5 AK Phone 9 PlacarTv Futebol Ao Vivo 2063 WiFi Access Point (hotspot) 684 Access Point Names 138 Puffin Web Browser 541661 ClanHQ 560 Ear Agent: Super Hearing 42329 Google Voice 171052 Google Allo 347086 AU Call Blocker - Block Unwanted Calls Texts 2018 16 Baby Monitor AV 1434 AV Phone 4 AW - free video calls and chat 7317 Katalogen.ax 1 AZ Browser. Private & Download 1520 BA SALES 0 BD Data Plan (3G & 4G) 10341 BD Internet Packages (Updated) 474 BD Dialer 29 BD Live Call 7 Best Browser BD social networking 6 Traffic signs BD 7 BF Browser by Betfilter - Stop Gambling Today! 39 My BF App 141 BH Mail 7 Zalo – Video Call 1042170 BJ - Confidential 0 BK Chat 6 Of the wall Arapaho bk 0 AC-BL 0 BBM - Free Calls & Messages 12843436 DMR BrandMeister Tool 78 BBMoji - Your personalized BBM Stickers 8827 BN MALLORCA Radio 23 BQ Partners 0 BS-Mobile 1 ATC Unico BS 10 BT One Voice mobile access 32 BT Messenger 97 BT One Phone Mobile App 33 SW-100.tch by Callstel 1926 BT MeetMe with Dolby Voice 437 Bluetooth Auto Connect 20829 AudioBT: BT audio GPS/SMS/Text 198 BV 3 Feel Performer 62 Tiny Call Confirm 22782 CB Radio Chat - for friends! 17998 CB On Mobile 901 Virtual Walkie Talkie 21785 Channel 19 916 Cb browser 5 CF Chat: Connecting Friends 5 retteMi.ch 31 Chrome Dev 63576 CJ Browser - Fast & Private 5 CJ DVD Rentals 5 CK Call NEW 0 CM Transfer - Share any files with friends nearby 71740 mail.co.uk Mail 21 ClanPlay: Community and Tools for Gamers 34443 CQ-Mobile 10 CQ-Alert 3 QRZ Assistant 1044 Pocket Prefix Plus 192 Ham Radio Prefixes 218 CS Customizer 25 CS Browser | #1 & BEST BROWSER 52 CS Browser Beta 125 My Vodafone (GR) 12667 IZ2UUF Morse Koch CW 649 C W Browser 14 CW Bluetooth SPP 3 CW BLE Peripheral Simulator 2 Morse Code Reader 1436 Learn Morse Code - G0HYN Learn Morse 27 Ring 517 Hyundai CX Conference 0 Cy Messenger 4 Amadeus GR & CY 4 Hlášenírozhlasu.cz 0 SMS Sender - sluzba.cz 12 WEB.DE Mail 226541 Your Freedom VPN Client 74497 CallApp: Caller ID, Blocker & Phone Call Recorder 483782 Rádio Sol Nascente DF 12 DG Card 0 Whoscall - Caller ID & Block 552635 DK Browser 1 cluster.dk 49 DK TEL Dialer 0 DM for WhatsApp 25 DM Talk New 3 DM - The Offical Messaging App 0 DM Tracker 11 Call Blocker & Blacklist 6 ReadyOp DT 8 DU Browser—Browse fast & fun 1133539 Caller ID & Call Block - DU Caller 93930 BlueDV AMBE 0 DW Contacts & Phone & Dialer 21186 Deaf World DW 298 Ham DX Cluster & Spots Finder 115 Mircules DX Cluster Lite 51 3G DZ Configuration 488 chat dz 8 love sms good morning 10 Goodbox - Mega App 3429 Call Blocker - Blacklist, SMS Blocker 30350 [EF]ShoutBox 3 Eg Call 91 ei 2 EJ messenger 1 Ek IRA 0 Orfox: Tor Browser for Android 44233 EO Mumbai 0 EP RSS Reader 4 Voxer Walkie Talkie Messenger 230564 ES-1 6 Hangouts Dialer - Call Phones 122512 EU Council 7 Council Voting Calculator 33 Have your say on Europe 19 Programi podrške EU 0 Inbox.eu 98 Web Browser for Android 55110 Everbridge 497 Best Auto Call Recorder Free 7 EZ Wifi Notification 260 Test Server SMS FA 0 Lite for Facebook Messenger 76498 FC Browser - Focus Privacy Browser 26 EHiN-FH conferenceapp 5 Carpooling FH Hagenberg 0 Wi-Fi Auto-connect 15036 Talkie - Wi-Fi Calling, Chats, File Sharing 4838 WeFi - Free Fast WiFi Connect & Find Wi-Fi Map 13469 Sat-Fi 97 Portable Wi-Fi hotspot Free 1711 TownWiFi | Wi-Fi Everywhere 2372 Jazz Wi-Fi 49 Sat-Fi Voice 37 Free Wi-fi HotspoT 382 FN Web Radio 0 FNH Payment Info 0 MARKET FO 0 FO OP St-Nazaire 1 FO SODEXO 0 FO RCBT 5 FO Interim 1 FO PSA Sept-Fons 2 FO AIRBUS TLSE 4 FO STELIA Méaulte 2 FO AIRBUS Nantes 0 Firefox Focus: The privacy browser 36981 FP Connect 0 FreedomPop Messaging Phone/SIM 9894 FP Live 0 HipChat - beta version 1035 Number of Communication apps on Google Play = 287
socialnetwork_apps = []
print("List of Social Network apps on Google Play =")
for app in free_eng_googleplay_apps[1:]:
category = app[1]
if category == "SOCIAL":
print(app[0], app[3])
socialnetwork_apps.append(app)
print("Number of Social Network apps on Google Play =", len(socialnetwork_apps))
List of Social Network apps on Google Play = Facebook 78158306 Facebook Lite 8606259 Tumblr 2955326 Social network all in one 2018 1403 Pinterest 4305441 TextNow - free text + calls 441189 Google+ 4831125 The Messenger App 4919 Messenger Pro 13762 Free Messages, Video, Chat,Text for Messenger Plus 6086 Telegram X 70616 The Video Messenger App 1200 Jodel - The Hyperlocal App 76480 Hide Something - Photo, Video 225103 Love Sticker 33177 Web Browser & Fast Explorer 54768 LiveMe - Video chat, new friends, and make money 457197 VidStatus app - Status Videos & Status Downloader 25562 Love Images 16404 Web Browser ( Fast & Secure Web Explorer) 2508 SPARK - Live random video chat & meet new people 79658 Golden telegram 374 Facebook Local 4751 Meet – Talk to Strangers Using Random Video Chat 60562 MobilePatrol Public Safety App 22695 💘 WhatsLov: Smileys of love, stickers and GIF 22098 HTC Social Plugin - Facebook 13223 Quora 313633 Kate Mobile for VK 540930 Family GPS tracker KidControl + GPS by SMS Locator 57146 Moment 19583 Text Me: Text Free, Call Free, Second Phone Number 344921 Text Free: WiFi Calling App 83488 Badoo - Free Chat & Dating App 3781770 Text free - Free Text + Call 315441 Tango - Live Video Broadcast 3806669 ooVoo Video Calls, Messaging & Stories 1157004 Whisper 205803 Blogger 138026 Bloglovin' 8936 Blogaway for Android (Blogger) 4253 Instagram 66577446 TwitCasting Live 14835 Stream - Live Video Community 6388 YouNow: Live Stream Video Chat 309872 Mirrativ: Live Stream Any App 17955 Snapchat 17015352 Banjo 58341 We Heart It 637309 MeetMe: Chat & Meet New People 1259894 Timehop 161610 Frontback - Social Photos 19446 LinkedIn 1225367 Path 1520959 SayHi Chat, Meet New People 423138 Tapatalk - 100,000+ Forums 285820 Couple - Relationship App 33249 Nextdoor - Local neighborhood news & classifieds 51504 LOVOO 852455 Jaumo Dating, Flirt & Live Video 900064 Patook - make platonic friends 3677 Zello PTT Walkie Talkie 695613 textPlus: Free Text & Calls 382121 magicApp Calling & Messaging 207712 Dating App, Flirt & Chat : W-Match 175722 uCiC- Videos and Photos on demand 2052 Meetup 79130 POF Free Dating App 1175815 Tagged - Meet, Chat & Dating 486830 SKOUT - Meet, Chat, Go Live 1064076 Mico- Stranger Chat Random video Chat, Live, Meet 624557 Waplog - Free Chat, Dating App, Meet Singles 522018 Tik Tok - including musical.ly 5637451 B-Messenger Video Chat 12495 BIGO LIVE - Live Stream 2349421 Greeting Cards & Wishes 17350 Share G - Images Sharing - Wallpapers App 120 H letter images 17 Instachat 😜 80987 Fame Boom for Real Followers, Likes 896118 FollowMeter for Instagram 90082 Mali J 185 KDRAMA Amino for K-Drama Fans 4046 KPOP Amino for K-Pop Entertainment 19047 EXO-L Amino for EXO Fans 5677 Verdad o Reto 826 pixiv 86956 Join R, Community Engagement 144 U LIVE – Video Chat & Stream 67611 See U - Random video chat, video chat 568 What U See 712 U-Report 241 Meet U - Get Friends for Snapchat, Kik & Instagram 4435 VMate Lite - Funny Short Videos Social Network 903 V Bucks ProTips New 594 i-share AF/KLM (AFKL ishare) 2 Eternal Light AG 30 Message AI - Write Better Messages (Free) 3 Jamaa Amino for Animal Jam 3873 Legend - Animate Text in Video 228737 GUYZ - Gay Chat & Gay Dating 41269 eChallan Andhra Pradesh (AP) 5 Snaappy – 3D fun AR core communication platform 16801 Undertale AU Amino 5369 Au Pair 58 Media Sosial TNI AU 88 BA 3 Banjarmasin 2 iCard BD Plus 2 Movement BE 20 YAY - TBH 2520 Find My Friends 305367 BG LINKED (BGLINKED) 22 Zdravei.BG 6 BGKontakti London BG Kontakti 4 BGKontakti Bayern BG Kontakti 32 BGKontakti Vienna BG Kontakti 111 Discípulos em BH 24 BH Connect 0 Gayvox - Gay Lesbian Bi Dating 3640 Grindr - Gay chat 284795 Lesbian Chat & Dating - SPICY 63765 Alumni BJ 2 VK 5793284 BK Traffic Control cum Chart 549 Daily Murli Saar Widget 308 Myjob@BM 1 bm-Events 0 BOO! - Next Generation Messenger 20675 Wishbone - Compare Anything 51569 BR Chat Bot 16 Br Browser 29 Dr B R Ambedkar (Jai Bhim) 2068 Dr. B.R.Ambedkar 1902 Black Social 22 BT Communicator 32 BT Dating -Find your match, help cupid, be social 158 Fiesta by Tango - Find, Meet and Make New Friends 112223 Evasion.bz 8 CB Heroes 5 CG Districts 14 Digi-TV.ch 62 Students.ch 5 CJ Gospel Hour 7 Pekalongan CJ 0 Hashtags For Likes.co 420 CP Dialer 64 C.P. CERVANTES (TOBARRA) 0 Cyprus Police 226 Rande.cz 398 signály.cz 38 DB Event App 37 DC Comics Amino 117 DF BugMeNot 7 Noticias DF 2 Periscope - Live Video 479939 Daddyhunt: Gay Dating 6450 Free phone calls, free texting SMS on free number 412888 Phone Tracker : Family Locator 231446 HOLLA Live: Meet New People via Random Video Chat 216513 Dating.dk 2111 DK Murali 65 GirlTalk.dk 3 +Download 4 Instagram Twitter 40467 DM Me - Chat 90 DM for IG 😘 - Image & Video Saver for Instagram 55 Auto DM for Twitter 🔥 44 DM Storage (for twitter) 6 Fake Chat (Direct Message) 5985 Otto DM 0 DN Blog 20 DP and Status for WhatsApp 2018 787 Dp For Whatsapp 39 Profile Pictures and DP for Whatsapp 48 Dp for Facebook 56 Best DP and Status 93 Instant DP Downloader for Instagram 38 DP Display Pictures Life Quotes Motivational GM 39 Qeek for Instagram - Zoom profile insta DP 12111 DV Statistics 6 DW Streaming 0 News Dz 3 quran-DZ 0 TN e Sevai TN EB Bill Patta Citta EC Birth All Hub 23 TNEB Bill Online Payment (Tamil) 7 UP EB Bill Payment & Details 3 TN EC Online New 7 TN Patta /Chitta /EC New 5 EG Way Life 0 Equestria Amino for MLP 8369 Ek Maratha 725 Hum Ek Hain 2.02 2 Sabka Malik Ek Sai 17 EO RAIPUR 1 Anime et Manga Amino en Français 3782 Hornet - Gay Social Network 163679 Amino: Communities and Chats 1264084 European Solidarity Corps 9 Reisedealz.eu 0 Eddsworld Amino 3071 Rejoin Your Ex 0 Amleen Ey 0 Coupe Adhémar EY 2017 6 EZ Video Download for Facebook 34079 Messages, Text and Video Chat for Messenger 49580 All Social Networks 22650 Messenger Messenger 38826 Facebook Creator 3895 Swift for Facebook Lite 9562 Friendly for Facebook 42621 Faster for Facebook Lite 24456 Puffin for Facebook 10743 Profile Tracker - Who Viewed My Facebook Profile 37090 Pink Color for Facebook 5285 Messenger 68025 Stickers for Imo, fb, whatsapp 214 Who Viewed My Facebook Profile - Stalkers Visitors 273244 Downloader plus for FB 4 MB Notifications for FB (Free) 3047 Phoenix - Facebook & Messenger 9606 Faster Social for Facebook 1236 Check Your Visitors on FB ? 40 Stickers for Facebook 11066 Lite Messenger for Facebook Lite 108 Mini for Facebook lite 260 FB Advanced Search 2 funny Image Comments for FB 19 Unlimited Group Links - Whatsapp, FB, Telegram 44 FCB Connect - FC Barcelona 795 Frases Cristianas de Esperanza y Fe 2 FutureNet your social app 2093 Alarm.fo – choose your info 19 FunForMobile Ringtones & Chat 68358 Chat For Strangers - Video Chat 622 Fr Daoud Lamei 2036 Naruto & Boruto FR 7 Frim: get new friends on local chat rooms 88486 Number of Social Network apps on Google Play = 236
games_apps = []
for app in free_eng_googleplay_apps[1:]:
category = app[1]
if category == "GAME":
games_apps.append(app)
print("Number of Games apps on Google Play =", len(games_apps))
Number of Games apps on Google Play = 862
It appears that all the top three categories on Google Play (especially the Games category) are saturated, with more than 200 apps in each. In addition, since many apps are present the mean number of users is influenced by it, with some apps almost not used and some others (for example Facebook) with millions of users, therefore substantially influencing the overall average value. For the Apple Store market, I came up with the suggestion of focusing the attention on the Reference category of apps, by building more advanced and interactive dictionaries or focusing on less common language pairs. To test if this would be a good idea also on the basis of the Google Play dataset, I check the number of apps and their ratings in the "Books and Reference" category:
reference_apps = []
print("List of Books and Reference apps on Google Play =")
for app in free_eng_googleplay_apps[1:]:
category = app[1]
if category == "BOOKS_AND_REFERENCE":
print(app[0], app[3])
reference_apps.append(app)
print("Number of Books and Reference apps on Google Play =", len(reference_apps))
List of Books and Reference apps on Google Play = E-Book Read - Read Book for free 1857 Download free book with green book 4478 Wikipedia 577550 Cool Reader 246315 Free Panda Radio Music 418 Book store 22486 FBReader: Favorite Book Reader 203130 English Grammar Complete Handbook 1435 Free Books - Spirit Fanfiction and Stories 116507 Google Play Books 1433233 AlReader -any text book reader 90468 Offline English Dictionary 860 Offline: English to Tagalog Dictionary 967 FamilySearch Tree 17506 Cloud of Books 1862 Recipes of Prophetic Medicine for free 2084 ReadEra – free ebook reader 47303 Anonymous caller detection 161 Ebook Reader 85842 Litnet - E-books 7831 Read books online 91615 English to Urdu Dictionary 4620 eBoox: book reader fb2 epub zip 21336 English Persian Dictionary 26875 Flybook 1778 All Maths Formulas 2709 Ancestry 64513 HTC Help 8342 English translation from Bengali 527 Pdf Book Download - Read Pdf Book 1322 Free Book Reader 1680 eBoox new: Reader for fb2 epub zip books 2739 Only 30 days in English, the guideline is guaranteed 1065 Moon+ Reader 233757 SH-02J Owner's Manual (Android 8.0) 2 English-Myanmar Dictionary 8788 Golden Dictionary (EN-AR) 51269 All Language Translator Free 30105 Azpen eReader 156 URBANO V 02 instruction manual 114 Bible 2440695 C Programs and Reference 873 C Offline Tutorial 88 C Programs Handbook 459 Amazon Kindle 814151 Aab e Hayat Full Novel 1476 Aldiko Book Reader 210534 Google I/O 2018 22401 R Language Reference Guide 54 Learn R Programming Full 11 R Programing Offline Tutorial 4 Guide for R Programming 0 Learn R Programming 0 R Quick Reference Big Data 6 V Made 241 Wattpad 📖 Free Books 2915189 Dictionary - WordWeb 124970 Guide (for X-MEN) 586 AC Air condition Troubleshoot,Repair,Maintenance 27 AE Bulletins 14 Ae Allah na Dai (Rasa) 263 50000 Free eBooks & Free AudioBooks 52312 Ag PhD Field Guide 114 Ag PhD Deficiencies 20 Ag PhD Planting Population Calculator 0 Ag PhD Soybean Diseases 0 Fertilizer Removal By Crop 295 A-J Media Vault 1 Al-Quran (Free) 218451 Al Quran (Tafsir & by Word) 57400 Al Quran Indonesia 445756 Al'Quran Bahasa Indonesia 361780 Al Quran Al karim 41608 Al-Muhaffiz 2319 Al Quran : EAlim - Translations & MP3 Offline 96419 Al-Quran 30 Juz free copies 12322 Koran Read &MP3 30 Juz Offline 29551 Hafizi Quran 15 lines per page 55011 Quran for Android 497826 Surah Al-Waqiah 1201 Hisnul Al Muslim - Hisn Invocations & Adhkaar 3234 Satellite AR 9636 Audiobooks from Audible 568922 Kinot & Eichah for Tisha B'Av 98 AW Tozer Devotionals - Daily 8 Tozer Devotional -Series 1 5 The Pursuit of God 6 AY Sing 111 Ay Hasnain k Nana Milad Naat 72 Ay Mohabbat Teri Khatir Novel 27 Arizona Statutes, ARS (AZ Law) 9 Oxford A-Z of English Usage 5300 BD Fishpedia 123 BD All Sim Offer 197 Youboox - Livres, BD et magazines 4071 B&H Kids AR 286 B y H Niños ES 53 Dictionary.com: Find Definitions for English Words 899010 English Dictionary - Offline 341234 Bible KJV 42729 Borneo Bible, BM Bible 659 MOD Black for BM 2 BM Box 28 Anime Mod for BM 0 NOOK: Read eBooks & Magazines 155466 NOOK Audiobooks 2539 NOOK App for NOOK Devices 19090 Browsery by Barnes & Noble 146 bp e-store 52 Brilliant Quotes: Life, Love, Family & Motivation 67186 BR Ambedkar Biography & Quotes 156 BU Alsace 3 Catholic La Bu Zo Kam 23 Khrifa Hla Bu (Solfa) 0 Kristian Hla Bu 238 SA HLA BU 119 Learn SAP BW 2 Learn SAP BW on HANA 0 CA Laws 2018 (California Laws and Codes) 56 Bootable Methods(USB-CD-DVD) 37 cloudLibrary 10774 SDA Collegiate Quarterly 8 Sabbath School 28237 Cypress College Library 0 Stats Royale for Clash Royale 68226 GATE 21 years CS Papers(2011-2018 Solved) 1 Learn CT Scan Of Head 10 Easy Cv maker 2018 88 How to Write CV 244 CW Nuclear 15 CY Spray nozzle 0 BibleRead En Cy Zh Yue 0 CZ-Help 2 Modlitební knížka CZ 4 Guide for DB Xenoverse 459 Guide for DB Xenoverse 2 121 Guide for IMS DB 0 DC HSEMA 38 DC Public Library 20 Painting Lulu DC Super Friends 7 Dictionary 264260 Fix Error Google Playstore 18 D. H. Lawrence Poems FREE 13 Bilingual Dictionary Audio App 68 DM Screen 283 wikiHow: how to do anything 43088 Dr. Doug's Tips 22 Bible du Semeur-BDS (French) 313 La citadelle du musulman 314 DV 2019 Entry Guide 92 DV 2019 - EDV Photo & Form 314 DV 2018 Winners Guide 11 EB Annual Meetings 11 EC - AP & Telangana 10 TN Patta Citta & EC 48 AP Stamps and Registration 82 CompactiMa EC pH Calibration 0 EGW Writings 2 6547 EGW Writings 24278 Bible with EGW Comments 3776 My Little Pony AR Guide 7993 SDA Sabbath School Quarterly 14773 Duaa Ek Ibaadat 122 Spanish English Translator 87919 Dictionary - Merriam-Webster 454412 JW Library 922752 Oxford Dictionary of English : Free 364452 English Hindi Dictionary 384368 English to Hindi Dictionary 71328 EP Research Service 14 Hymnes et Louanges 1877 EU Charter 33 EU Data Protection 29 EU IP Codes 2 EW PDF 0 BakaReader EX 8894 EZ Quran 595 FA Part 1 & 2 Past Papers Solved Free – Offline 46 La Fe de Jesus 8 La Fe de Jesús 10 Le Fe de Jesus 3 Florida - Pocket Brainbook 7 Florida Statutes (FL Code) 5 English To Shona Dictionary 60 Greek Bible FP (Audio) 5 Golden Dictionary (FR-AR) 5775 Fanfic-FR 52 Bulgarian French Dictionary Fr 603 Chemin (fr) 44 The SCP Foundation DB fr nn5n 114 Number of Books and Reference apps on Google Play = 190
This is also a very populated category but the result is altered by the high number of book apps. Reference apps are quite few, as the word "dictionary" is rarely present in the apps name:
dictionary_apps = []
print("List of Reference apps on Google Play =")
for app in free_eng_googleplay_apps[1:]:
name = app[0]
if str("dict") in name:
print(app[0], app[3])
dictionary_apps.append(app)
elif str("Dict") in name:
print(app[0], app[3])
dictionary_apps.append(app)
elif str("DICT") in name:
print(app[0], app[3])
dictionary_apps.append(app)
print("Number of Reference apps on Google Play =", len(dictionary_apps))
List of Reference apps on Google Play = Offline English Dictionary 860 Offline: English to Tagalog Dictionary 967 English to Urdu Dictionary 4620 English Persian Dictionary 26875 English-Myanmar Dictionary 8788 Golden Dictionary (EN-AR) 51269 Japanese / English one-shop search dictionary - Free Japanese - English - Japanese dictionary application 61 THAI DICT 2018 29855 Trailer Addict Movie Trailers 2646 Podcast Addict 413999 Find a Way: Addictive Puzzle 39480 U-Dictionary: Best English Learning Dictionary 166886 Dictionary - WordWeb 124970 Barista Coffee Dictionary A-Z 127 Business Dictionary 5988 Dictionary.com: Find Definitions for English Words 899010 English Dictionary - Offline 341234 BK Murli Dictionary (H to E) 106 Bet Master Pro Soccer Predictions 328 CI Dictionary 31 CP Brown English-Telugu Dictionary 8 Battle Result Predictor for CR 7063 Dictionary 264260 Bilingual Dictionary Audio App 68 Equestria Girl Snapchat Addict 20 Dictionary - Merriam-Webster 454412 Oxford Dictionary of English : Free 364452 English Hindi Dictionary 384368 English to Hindi Dictionary 71328 iTranslate Translator & Dictionary 201718 EV Bon Dictionary 11 English To Shona Dictionary 60 DICT.fr Mobile 20 Golden Dictionary (FR-AR) 5775 Bulgarian French Dictionary Fr 603 Number of Reference apps on Google Play = 35
The list containing only Dictionary apps appears much more reduced, with only 35 apps in total. Around one third of dictionary apps appear to be quite popular, with ten apps having more than 100,000 users. It is noteworthy that only few language pairs are present. For example, Spanish, Portuguese, Italian or even Chinese (very common languages) are not present.
It seems that there is a high potential in expanding this app category with more dictionaries that target more languages for English-speaking people. This app category is still poorly developed, with several subniches that can be rapidly and easily exploited. One third of the apps currenlty present are highly successful, which suggests that other good-quality apps could attract the attention of potential users. Building dictionary apps does not require any specific knowledge that would be necessary for other kind of apps such as gaming or buisiness administration, and therefore should be feasible for our company and ensure profit.
In this Project I have analyzed the list of apps present in both Apple Store and Google Play markets as of July 2018. The limitations of this analysis come from the fact that the data of the two datasets were not homogeneous. Two main differences were present: i) the app classification was done differently for the two databases, and ii) the Apple Store dataset did not contain the information about the number of users per app, and for this I had to use the number of app reviews as a proxy.
Nevertheless, I identified a subdeveloped niche (dictionaries) which has the potential of attracting a high number of users and that can be easily developed further, with low effort and no specific knowledge required. More specifically, I suggest to develop dictionaries for new language pairs (English-Spanish, English-Greek, English-Italian etc) or subniches (business English, small dictionaries for tourism-related situations).