Guided project: AppleStore and Google Play Store apps analysis

  • Our company makes free apps and the source of revenue is the in-app adds.So the more users engage to the app, the better profit we can make.
  • So, our goal to find information what kind of apps are more likely to be loved and used by people.
In [1]:
#open two datasets "AppleStore.csv" and "googleplaystore.csv" in the 
#form of list of lists(iso_data and gpd_data repectively).
from csv import reader

ios_data = list(reader(open("AppleStore.csv")))
header_ios = ios_data[0]
ios_data = ios_data[1:]

gpd_data = list(reader(open("googleplaystore.csv")))
header_gpd = gpd_data[0]
gpd_data = gpd_data[1:]
In [2]:
#Write a function named explore_data that will print data set as you want 
#and give the number of rows and columns in your dataset.

def explore_data(dataset, start = None, end = None, rowscolumns = False):
    dataset_slice = dataset[start:end]
    for row in dataset_slice:
        print(row)
        print()
    if rowscolumns:
        print("Number of rows: ",len(dataset))
        print("Number of columns: ",len(dataset[0]))
        
    
In [3]:
print("Column Names of AppleStore data:\n", header_ios, "\n")
ios = explore_data(ios_data, 0, 4, rowscolumns = True)
Column Names of AppleStore data:
 ['id', 'track_name', 'size_bytes', 'currency', 'price', 'rating_count_tot', 'rating_count_ver', 'user_rating', 'user_rating_ver', 'ver', 'cont_rating', 'prime_genre', 'sup_devices.num', 'ipadSc_urls.num', 'lang.num', 'vpp_lic'] 

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

['389801252', 'Instagram', '113954816', 'USD', '0.0', '2161558', '1289', '4.5', '4.0', '10.23', '12+', 'Photo & Video', '37', '0', '29', '1']

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

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

Number of rows:  7197
Number of columns:  16
In [4]:
print("Column Names of Google Play Store data:\n", header_gpd)
gpd = explore_data(gpd_data, 0, 4, rowscolumns = True)
Column Names of Google Play Store data:
 ['App', 'Category', 'Rating', 'Reviews', 'Size', 'Installs', 'Type', 'Price', 'Content Rating', 'Genres', 'Last Updated', 'Current Ver', 'Android Ver']
['Photo Editor & Candy Camera & Grid & ScrapBook', 'ART_AND_DESIGN', '4.1', '159', '19M', '10,000+', 'Free', '0', 'Everyone', 'Art & Design', 'January 7, 2018', '1.0.0', '4.0.3 and up']

['Coloring book moana', 'ART_AND_DESIGN', '3.9', '967', '14M', '500,000+', 'Free', '0', 'Everyone', 'Art & Design;Pretend Play', 'January 15, 2018', '2.0.0', '4.0.3 and up']

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

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

Number of rows:  10841
Number of columns:  13
In [5]:
print(header_gpd)
print(gpd_data[10472])
['App', 'Category', 'Rating', 'Reviews', 'Size', 'Installs', 'Type', 'Price', 'Content Rating', 'Genres', 'Last Updated', 'Current Ver', 'Android Ver']
['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']

There is an inacrate entry(10472) for googleplaystore , column_shift and the data for category is missing.

In [6]:
del gpd_data[10472]
In [7]:
print("rows:", len(gpd_data))
rows: 10840

Now that we removed the inacurate entry from gpd_dataset, the number of rows is decreased by one.

There is no such inacurate entry in AppleStore dataset.

In [8]:
#Check if there is any duplicate apps in the gpd_data and make two 
#separate list of duplicate and unique apps list and count the number 
#of duplicate apps in the dataset.
duplicate = []
unique = []
for row in gpd_data:
    name = row[0]
    if name in unique:
        duplicate.append(name)
    else:
        unique.append(name)
        
print("List of duplicate apps:", duplicate)        
    
List of duplicate apps: ['Quick PDF Scanner + OCR FREE', 'Box', 'Google My Business', 'ZOOM Cloud Meetings', 'join.me - Simple Meetings', 'Box', 'Zenefits', 'Google Ads', 'Google My Business', 'Slack', 'FreshBooks Classic', 'Insightly CRM', 'QuickBooks Accounting: Invoicing & Expenses', 'HipChat - Chat Built for Teams', 'Xero Accounting Software', 'MailChimp - Email, Marketing Automation', 'Crew - Free Messaging and Scheduling', 'Asana: organize team projects', 'Google Analytics', 'AdWords Express', 'Accounting App - Zoho Books', 'Invoice & Time Tracking - Zoho', 'join.me - Simple Meetings', 'Invoice 2go — Professional Invoices and Estimates', 'SignEasy | Sign and Fill PDF and other Documents', 'Quick PDF Scanner + OCR FREE', 'Genius Scan - PDF Scanner', 'Tiny Scanner - PDF Scanner App', 'Fast Scanner : Free PDF Scan', 'Mobile Doc Scanner (MDScan) Lite', 'TurboScan: scan documents and receipts in PDF', 'Tiny Scanner Pro: PDF Doc Scan', 'Docs To Go™ Free Office Suite', 'OfficeSuite : Free Office + PDF Editor', 'Slack', 'QuickBooks Accounting: Invoicing & Expenses', 'WhatsApp Messenger', 'Messenger – Text and Video Chat for Free', 'imo free video calls and chat', 'Viber Messenger', 'Hangouts', 'WeChat', 'Telegram', 'Who', 'Google Voice', 'Android Messages', 'Firefox Focus: The privacy browser', 'Google Allo', 'Google Chrome: Fast & Secure', 'Firefox Browser fast & private', 'Puffin Web Browser', 'Opera Browser: Fast and Secure', 'Opera Mini - fast web browser', 'UC Browser Mini -Tiny Fast Private & Secure', 'UC Browser - Fast Download Private & Secure', 'Calls & Text by Mo+', 'Viber Messenger', 'Call Blocker', 'Gmail', 'Yahoo Mail – Stay Organized', 'Hangouts', 'imo free video calls and chat', 'free video calls and chat', 'Viber Messenger', 'Skype - free IM & video calls', 'WeChat', 'Glide - Video Chat Messenger', 'Talkray - Free Calls & Texts', 'LINE: Free Calls & Messages', 'KakaoTalk: Free Calls & Text', 'OkCupid Dating', 'CMB Free Dating App', 'Hily: Dating, Chat, Match, Meet & Hook up', 'Hinge: Dating & Relationships', 'BBW Dating & Plus Size Chat', 'Casual Dating & Adult Singles - Joyride', 'EliteSingles – Dating for Single Professionals', 'Clover Dating App', 'Moco - Chat, Meet People', 'Hot or Not - Find someone right now', 'Just She - Top Lesbian Dating', 'Once - Quality Matches Every day', 'Sudy – Meet Elite & Rich Single', 'muzmatch: Muslim & Arab Singles, Marriage & Dating', 'Chispa, the Dating App for Latino, Latina Singles', 'Blendr - Chat, Flirt & Meet', 'Find Real Love — YouLove Premium Dating', 'Cougar Dating Life : Date Older Women Sugar Mummy', 'stranger chat - anonymous chat', 'Millionaire Match: Rich Singles Dating App', 'Dating for 50 plus Mature Singles – FINALLY', 'Moco+ - Chat, Meet People', 'Chat Rooms, Avatars, Date - Galaxy', 'FastMeet: Chat, Dating, Love', 'Christian Dating For Free App', 'Meet24 - Love, Chat, Singles', 'Black White Interracial Dating - Interracial Match', 'Gay Sugar Daddy Dating & Hookup – Sudy Gay', 'Adult Dirty Emojis', 'Hide App, Private Dating, Safe Chat - PrivacyHider', 'Meet4U - Chat, Love, Singles!', '95Live -SG#1 Live Streaming App', 'Just She - Top Lesbian Dating', 'Hily: Dating, Chat, Match, Meet & Hook up', 'O-Star', 'Random Video Chat', 'Black People Meet Singles Date', 'Howlr', 'Free Dating & Flirt Chat - Choice of Love', 'Cardi B Live Stream Video Chat - Prank', 'Chat Kids - Chat Room For Kids', 'muzmatch: Muslim & Arab Singles, Marriage & Dating', 'BBW Dating & Plus Size Chat', 'Transenger – Ts Dating and Chat for Free', 'BBW Dating & Curvy Singles Chat- LargeFriends', 'MouseMingle', 'FlirtChat - ♥Free Dating/Flirting App♥', 'Live Talk - Free Text and Video Chat', 'Adult Dirty Emojis', 'Free Cam Girls - Live Webcam', 'Random Video Chat App With Strangers', 'Live Girls Talk - Free Video Chat', 'Girls Live Chat - Free Text & Video Chat', 'Free Dating App - Meet Local Singles - Flirt Chat', 'iPair-Meet, Chat, Dating', 'Free Dating Hook Up Messenger', 'Free Dating App - YoCutie - Flirt, Chat & Meet', 'Khan Academy', 'TED', 'Lumosity: #1 Brain Games & Cognitive Training App', 'Udemy - Online Courses', 'Khan Academy', 'TED', 'Duolingo: Learn Languages Free', 'Quizlet: Learn Languages & Vocab with Flashcards', 'Coursera: Online courses', 'Udemy - Online Courses', 'Udacity - Lifelong Learning', 'edX - Online Courses by Harvard, MIT & more', 'Lynda - Online Training Videos', 'Learn languages, grammar & vocabulary with Memrise', 'Brilliant', 'Babbel – Learn Languages', 'Duolingo: Learn Languages Free', 'Rosetta Stone: Learn to Speak & Read New Languages', 'Learn languages, grammar & vocabulary with Memrise', 'Learn English with Wlingua', 'Quizlet: Learn Languages & Vocab with Flashcards', 'Google Classroom', 'Duolingo: Learn Languages Free', 'Learn 50 languages', 'Mango Languages: Lovable Language Courses', 'Rosetta Stone: Learn to Speak & Read New Languages', 'Learn languages, grammar & vocabulary with Memrise', 'Babbel – Learn Languages', 'busuu: Learn Languages - Spanish, English & More', 'My Class Schedule: Timetable', 'Socratic - Math Answers & Homework Help', 'Google Classroom', 'ClassDojo', 'HelloTalk — Chat, Speak & Learn Foreign Languages', 'Quizlet: Learn Languages & Vocab with Flashcards', 'busuu: Learn Languages - Spanish, English & More', 'Rosetta Stone: Learn to Speak & Read New Languages', 'Movies by Flixster, with Rotten Tomatoes', 'IMDb Movies & TV', 'Netflix', 'IMDb Movies & TV', 'Netflix', 'Tubi TV - Free Movies & TV', 'Crunchyroll - Everything Anime', 'STARZ', 'Crackle - Free TV & Movies', 'CBS - Full Episodes & Live TV', 'Nick', 'Hulu: Stream TV, Movies & more', 'FOX NOW - On Demand & Live TV', 'The CW', 'HISTORY: Watch TV Show Full Episodes & Specials', 'HBO NOW: Stream TV & Movies', 'A&E - Watch Full Episodes of TV Shows', 'VH1', 'Lifetime - Watch Full Episodes & Original Movies', 'BET NOW - Watch Shows', 'Netflix', 'Tubi TV - Free Movies & TV', 'Crackle - Free TV & Movies', 'Crunchyroll - Everything Anime', 'Nick', 'STARZ', 'Hulu: Stream TV, Movies & more', 'Food Network', 'FOX NOW - On Demand & Live TV', 'Movies by Flixster, with Rotten Tomatoes', 'HISTORY: Watch TV Show Full Episodes & Specials', 'Viki: Asian TV Dramas & Movies', 'The CW', 'Univision NOW - Live TV and On Demand', 'HBO NOW: Stream TV & Movies', 'A&E - Watch Full Episodes of TV Shows', 'VH1', 'SHOWTIME', 'MTV', 'Lifetime - Watch Full Episodes & Original Movies', 'Comedy Central', 'BET NOW - Watch Shows', 'FOX', 'Telemundo Now', 'Viki: Asian TV Dramas & Movies', 'Nick', 'Fandango Movies - Times + Tickets', 'Google Pay', 'Wells Fargo Daily Change', 'Credit Karma', 'Robinhood - Investing, No Fees', 'Digit Save Money Automatically', 'Acorns - Invest Spare Change', 'Money Lover: Expense Tracker, Budget Planner', 'Mint: Budget, Bills, Finance', 'Simple - Better Banking', 'PayPal', 'Google Pay', 'Wells Fargo Mobile', 'Capital One® Mobile', 'Grubhub: Food Delivery', 'Postmates Food Delivery: Order Eats & Alcohol', "Domino's Pizza USA", 'Chick-fil-A', 'Zomato - Restaurant Finder and Food Delivery App', 'Run with Map My Run', 'Weight Loss Running by Verv', 'Nike+ Run Club', 'Runtastic Running App & Mile Tracker', '8fit Workouts & Meal Planner', 'Daily Yoga - Yoga Fitness Plans', 'Pocket Yoga', 'Calorie Counter - MyFitnessPal', 'Weight Loss Running by Verv', 'Nike+ Run Club', 'Seven - 7 Minute Workout Training Challenge', 'Weight Watchers Mobile', 'Walk with Map My Walk', 'Workout Trainer: fitness coach', 'Run with Map My Run', 'Nike Training Club - Workouts & Fitness Plans', 'Fitbit Coach', 'Calorie Counter - MyFitnessPal', 'Endomondo - Running & Walking', 'Runkeeper - GPS Track Run Walk', 'Nike+ Run Club', 'Runtastic Running App & Mile Tracker', 'Calorie Counter - MyFitnessPal', 'Lose It! - Calorie Counter', 'Calorie Counter - MyNetDiary', '10 Best Foods for You', 'MyPlate Calorie Tracker', 'Weight Loss Tracker - RecStyle', 'Calorie Counter by FatSecret', 'Calorie Counter - Macros', 'My Diet Diary Calorie Counter', 'Lark - 24/7 Health Coach', 'Weight Watchers Mobile', 'Calorie Counter & Diet Tracker', 'MealLogger-Photo Food Journal', 'Health and Nutrition Guide', 'Food Calorie Calculator', 'Calorie Counter - MyFitnessPal', 'Lose It! - Calorie Counter', 'Relax Meditation: Sleep with Sleep Sounds', 'Meditation Music - Relax, Yoga', '21-Day Meditation Experience', 'Fabulous: Motivate Me! Meditate, Relax, Sleep', 'Calm - Meditate, Sleep, Relax', 'Relax Melodies: Sleep Sounds', 'Simple Habit Meditation', 'Headspace: Meditation & Mindfulness', 'Daily Yoga - Yoga Fitness Plans', 'Houzz Interior Design Ideas', 'Mortgage by Zillow: Calculator & Rates', 'Redfin Real Estate', 'Apartment List: Housing, Apt, and Property Rentals', 'Realtor.com Real Estate: Homes for Sale and Rent', 'Trulia Real Estate & Rentals', 'Zillow: Find Houses for Sale & Apartments for Rent', 'Apartments & Rentals - Zillow', 'Trulia Rent Apartments & Homes', 'Apartments.com Rental Search', 'Houzz Interior Design Ideas', 'Vaniday - Beauty Booking App', 'StyleSeat', 'JOANN - Crafts & Coupons', 'Fashion in Vogue', 'Wheretoget: Shop in style', 'My Dressing - Fashion closet', 'Chictopia', 'Scarf Fashion Designer', 'Fashion in Vogue', 'Zara', 'Subway Surfers', 'ROBLOX', 'Pou', '8 Ball Pool', 'Clash of Clans', 'Candy Crush Saga', 'Plants vs. Zombies FREE', 'My Talking Angela', 'Bubble Shooter', 'Word Search', 'Candy Crush Soda Saga', 'Fishdom', 'Block Puzzle', 'Clash Royale', 'Sniper 3D Gun Shooter: Free Shooting Games - FPS', 'Granny', 'Galaxy Attack: Alien Shooter', 'Angry Birds Rio', 'Zombie Catchers', 'Zombie Hunter King', 'Temple Run 2', 'Zombie Tsunami', 'Farm Heroes Saga', 'Super Jim Jump - pixel 3d', 'slither.io', 'Angry Birds Classic', 'Flow Free', 'ROBLOX', 'Helix Jump', 'Subway Surfers', 'Candy Crush Saga', 'Toon Blast', 'Granny', '8 Ball Pool', 'Sniper 3D Gun Shooter: Free Shooting Games - FPS', 'slither.io', 'Temple Run 2', 'Kick the Buddy', 'Magic Tiles 3', 'Bowmasters', 'Wordscapes', 'Block Craft 3D: Building Simulator Games For Free', 'Helix Jump', 'PUBG MOBILE', 'Wordscapes', 'DRAGON BALL LEGENDS', 'ROBLOX', 'Candy Crush Saga', '8 Ball Pool', 'Harry Potter: Hogwarts Mystery', 'PUBG MOBILE', 'MARVEL Strike Force', 'Merge Dragons!', 'Honkai Impact 3rd', 'Candy Crush Saga', 'ROBLOX', '8 Ball Pool', 'Subway Surfers', 'Candy Crush Soda Saga', 'Zombie Hunter King', 'Bubble Shooter', 'Toon Blast', 'Toy Blast', 'Clash Royale', 'Clash of Clans', 'Farm Heroes Saga', 'Plants vs. Zombies FREE', 'Word Search', 'Block Puzzle', 'Super Jim Jump - pixel 3d', 'Pou', 'Temple Run 2', 'Flow Free', 'Homescapes', 'Wordscapes', 'My Talking Angela', 'slither.io', 'Cooking Fever', 'Gardenscapes', 'Fishdom', 'Galaxy Attack: Alien Shooter', 'Score! Hero', 'Zombie Catchers', 'Magic Tiles 3', 'Granny', 'Dream League Soccer 2018', 'Fruits Bomb', 'Angry Birds Classic', 'Talking Tom Gold Run', 'Bowmasters', 'My Talking Tom', 'Hill Climb Racing', 'Sniper 3D Gun Shooter: Free Shooting Games - FPS', 'Pixel Art: Color by Number Game', 'Rider', 'Zombie Tsunami', 'Garena Free Fire', 'Subway Surfers', 'Helix Jump', 'Temple Run 2', 'slither.io', 'Bowmasters', 'Talking Tom Gold Run', 'Zombie Catchers', 'Sniper 3D Gun Shooter: Free Shooting Games - FPS', 'Miraculous Ladybug & Cat Noir - The Official Game', 'Kick the Buddy', 'DRAGON BALL LEGENDS', 'Zombie Hunter King', 'Garena Free Fire', 'Candy Crush Saga', 'Plants vs. Zombies FREE', 'Block Puzzle', 'Helix Jump', '8 Ball Pool', 'Bubble Shooter', 'Solitaire', 'Traffic Racer', 'Hill Climb Racing', 'Earn to Die 2', 'Bubble Shooter 2', 'Flow Free', 'Zombie Catchers', 'Angry Birds Rio', 'Candy Crush Jelly Saga', 'Cut the Rope FULL FREE', 'Jewels Star: OZ adventure', 'Hungry Shark Evolution', 'Angry Birds Classic', 'Best Fiends - Free Puzzle Game', 'Hill Climb Racing 2', 'Swamp Attack', 'Bowmasters', 'Magic Tiles 3', 'Block Puzzle Classic Legend !', 'Pixel Art: Color by Number Game', 'Score! Hero', 'Zombie Tsunami', 'DEAD TARGET: FPS Zombie Apocalypse Survival Games', 'Word Search', 'Farm Heroes Saga', 'YouTube Kids', 'Candy Bomb', 'ROBLOX', 'Solitaire', 'Princess Coloring Book', 'Hello Kitty Nail Salon', 'Dog Run - Pet Dog Simulator', 'Coloring book moana', 'Bubble Shooter', 'Barbie™ Fashion Closet', 'Minion Rush: Despicable Me Official Game', 'No.Draw - Colors by Number 2018', 'Duolingo: Learn Languages Free', 'Super ABC! Learning games for kids! Preschool apps', 'ROBLOX', 'PJ Masks: Moonlight Heroes', 'Minion Rush: Despicable Me Official Game', 'Dog Run - Pet Dog Simulator', 'Hot Wheels: Race Off', 'Farming Simulator 14', 'Mcqueen Coloring pages', 'Monster Truck Driver & Racing', 'Strawberry Shortcake BerryRush', 'DC Super Hero Girls™', 'Toca Kitchen 2', 'DC Super Hero Girls™', 'Strawberry Shortcake BerryRush', 'Disney Magic Kingdoms: Build Your Own Magical Park', 'Toca Life: City', 'Papumba Academy - Fun Learning For Kids', 'Kids Balloon Pop Game Free 🎈', 'Sounds for Toddlers FREE', 'Elmo Calls by Sesame Street', 'Sago Mini Friends', 'Papumba Academy - Fun Learning For Kids', 'Tee and Mo Bath Time Free', 'Bita and the Animals - Pelos Ares', 'TO-FU Oh!SUSHI', 'DreamWorks Friends', 'Avokiddo Emotions', 'Nighty Night Circus', 'Sago Mini Babies', "Dr. Panda & Toto's Treehouse", 'ROBLOX', 'PlayKids - Educational cartoons and games for kids', 'YouTube Kids', 'Baby Panda Care', 'Monster High™', 'Duolingo: Learn Languages Free', 'Shopkins World!', 'DisneyNOW – TV Shows & Games', 'Equestria Girls', 'Frozen Free Fall', 'Nick', 'Thomas & Friends: Race On!', 'Inside Out Thought Bubbles', 'Sago Mini Friends', 'School of Dragons', 'Peak – Brain Games & Training', 'Period Tracker', 'Vargo Anesthesia Mega App', 'Monash Uni Low FODMAP Diet', 'mySugr: the blood sugar tracker made just for you', 'Human Anatomy Atlas 2018: Complete 3D Human Body', 'ASCCP Mobile', 'Paramedic Protocol Provider', '2017 EMRA Antibiotic Guide', 'Essential Anatomy 3', 'EMT PASS', 'Block Buddy', 'EMT Review Plus', 'Journal Club: Medicine', 'Pedi STAT', 'AnatomyMapp', 'Diabetes & Diet Tracker', 'A Manual of Acupuncture', 'PTA Content Master', 'Muscle Premium - Human Anatomy, Kinesiology, Bones', 'Cardiac diagnosis (heart rate, arrhythmia)', 'Medical ID - In Case of Emergency (ICE)', 'IBM Micromedex Drug Info', 'Advanced Comprehension Therapy', 'Hospitalist Handbook', 'Teladoc Member', 'Ada - Your Health Guide', 'Ovia Fertility Tracker & Ovulation Calculator', 'Youper - AI Therapy', 'MoodSpace', 'Super Hearing Super Ear Amplifier', 'Penn State Health OnDemand', 'ScriptSave WellRx Rx Discounts', 'Free Blood Pressure', 'All Mental disorders', 'Nurse Grid', 'JH Blood Pressure Monitor', 'Blood Pressure', 'RT 516 VET', 'Anthem Anywhere', 'Sway Medical', "fred's Pharmacy", 'Breastfeeding Tracker Baby Log', 'Banfield Pet Health Tracker', '1800 Contacts - Lens Store', 'TextNow - free text + calls', 'Tumblr', 'Snapchat', 'Instagram', 'Periscope - Live Video', 'Snapchat', 'Instagram', 'Pinterest', 'MeetMe: Chat & Meet New People', 'ooVoo Video Calls, Messaging & Stories', 'LinkedIn', 'Tango - Live Video Broadcast', 'SayHi Chat, Meet New People', 'Tapatalk - 100,000+ Forums', 'Badoo - Free Chat & Dating App', 'Nextdoor - Local neighborhood news & classifieds', 'MeetMe: Chat & Meet New People', 'Meetup', 'Text Free: WiFi Calling App', 'textPlus: Free Text & Calls', 'Meetup', 'POF Free Dating App', 'MeetMe: Chat & Meet New People', 'Tagged - Meet, Chat & Dating', 'LOVOO', 'SKOUT - Meet, Chat, Go Live', 'Badoo - Free Chat & Dating App', 'Jaumo Dating, Flirt & Live Video', 'SayHi Chat, Meet New People', 'Couple - Relationship App', 'Meetup', 'Wish - Shopping Made Fun', 'SnipSnap Coupon App', 'Extreme Coupon Finder', 'Checkout 51: Grocery coupons', 'The Coupons App', 'RetailMeNot - Coupons, Deals & Discount Shopping', 'Groupon - Shop Deals, Discounts & Coupons', 'Stocard - Rewards Cards Wallet', 'Extreme Coupon Finder', 'eBay: Buy & Sell this Summer - Discover Deals Now!', 'Checkout 51: Grocery coupons', 'Gyft - Mobile Gift Card Wallet', 'Shopkick: Free Gift Cards, Shop Rewards & Deals', 'The Coupons App', 'Shopular: Coupons, Weekly Ads & Shopping Deals', 'Wish - Shopping Made Fun', 'Carousell: Snap-Sell, Chat-Buy', 'Walmart', 'Ibotta: Cash Back Savings, Rewards & Coupons App', 'AliExpress - Smarter Shopping, Better Living', 'LivingSocial - Local Deals', 'Amazon Shopping', 'RetailMeNot - Coupons, Deals & Discount Shopping', 'Poshmark - Buy & Sell Fashion', 'Target - now with Cartwheel', 'ZALORA Fashion Shopping', 'eBay: Buy & Sell this Summer - Discover Deals Now!', 'Fancy', "Modcloth – Unique Indie Women's Fashion & Style", 'Gyft - Mobile Gift Card Wallet', "JackThreads: Men's Shopping", 'LivingSocial - Local Deals', 'Zappos – Shoe shopping made simple', 'Wanelo Shopping', 'Etsy: Handmade & Vintage Goods', 'Groupon - Shop Deals, Discounts & Coupons', 'eBay: Buy & Sell this Summer - Discover Deals Now!', "JackThreads: Men's Shopping", 'AliExpress - Smarter Shopping, Better Living', 'Slickdeals: Coupons & Shopping', 'Target - now with Cartwheel', 'Wish - Shopping Made Fun', 'Fancy', 'ASOS', 'Google Photos', 'Shutterfly: Free Prints, Photo Books, Cards, Gifts', 'InstaBeauty -Makeup Selfie Cam', 'B612 - Beauty & Filter Camera', 'BeautyPlus - Easy Photo Editor & Selfie Camera', 'YouCam Perfect - Selfie Photo Editor', 'Google Photos', 'Muzy - Share photos & collages', 'QuickPic - Photo Gallery with Google Drive Support', 'Flickr', 'Shutterfly: Free Prints, Photo Books, Cards, Gifts', 'Open Camera', 'Camera for Android', 'Cymera Camera- Photo Editor, Filter,Collage,Layout', 'Candy Camera - selfie, beauty camera, photo editor', 'Camera360: Selfie Photo Editor with Funny Sticker', 'Facetune - For Free', 'Photo Editor Selfie Camera Filter & Mirror Image', 'HD Camera for Android', 'Photo Editor Pro', 'YouCam Makeup - Magic Selfie Makeovers', 'Photo Editor-', 'Camera for Android', 'Photo Editor', 'Cymera Camera- Photo Editor, Filter,Collage,Layout', 'Adobe Photoshop Express:Photo Editor Collage Maker', 'BeautyPlus - Easy Photo Editor & Selfie Camera', 'InstaSize Photo Filters & Collage Editor', 'Candy Camera - selfie, beauty camera, photo editor', 'YouCam Perfect - Selfie Photo Editor', 'Camera360: Selfie Photo Editor with Funny Sticker', 'Facetune - For Free', 'Shutterfly: Free Prints, Photo Books, Cards, Gifts', 'BeautyPlus - Easy Photo Editor & Selfie Camera', 'CBS Sports App - Scores, News, Stats & Watch Live', 'Yahoo Fantasy Sports - #1 Rated Fantasy App', 'ESPN', 'NFL', 'Bleacher Report: sports news, scores, & highlights', 'ESPN Fantasy Sports', 'theScore: Live Sports Scores, News, Stats & Videos', 'CBS Sports App - Scores, News, Stats & Watch Live', 'ESPN', 'MLB At Bat', 'CBS Sports App - Scores, News, Stats & Watch Live', 'WatchESPN', 'Hole19: Golf GPS App, Rangefinder & Scorecard', 'Yahoo Fantasy Sports - #1 Rated Fantasy App', 'ESPN Fantasy Sports', 'CBS Sports Fantasy', 'ESPN', 'Bleacher Report: sports news, scores, & highlights', 'theScore: Live Sports Scores, News, Stats & Videos', 'CBS Sports App - Scores, News, Stats & Watch Live', 'ESPN', 'Bleacher Report: sports news, scores, & highlights', 'MLB At Bat', 'theScore: Live Sports Scores, News, Stats & Videos', 'CBS Sports App - Scores, News, Stats & Watch Live', 'Yahoo Sports - scores, stats, news, & highlights', 'WatchESPN', 'FotMob - Live Soccer Scores', 'Yahoo Fantasy Sports - #1 Rated Fantasy App', 'ESPN', 'NFL', 'US Open Tennis Championships 2018', 'Bleacher Report: sports news, scores, & highlights', 'MLB At Bat', 'FIFA - Tournaments, Soccer News & Live Scores', 'theScore: Live Sports Scores, News, Stats & Videos', 'Golfshot: Golf GPS + Tee Times', 'BBC Sport', 'CBS Sports App - Scores, News, Stats & Watch Live', 'Yahoo Sports - scores, stats, news, & highlights', 'WatchESPN', 'MLB Ballpark', 'FOX Sports: Live Streaming, Scores & News', 'Fantasy Football', 'PGA TOUR', 'UFC', 'trivago: Hotels & Travel', 'Expedia Hotels, Flights & Car Rental Travel Deals', 'TripAdvisor Hotels Flights Restaurants Attractions', 'Skyscanner', 'Booking.com Travel Deals', 'TripAdvisor Hotels Flights Restaurants Attractions', 'Priceline Hotel Deals, Rental Cars & Flights', 'United Airlines', 'Expedia Hotels, Flights & Car Rental Travel Deals', 'Southwest Airlines', 'Hopper - Watch & Book Flights', 'Fly Delta', 'KAYAK Flights, Hotels & Cars', 'American Airlines', 'Skyscanner', 'Priceline Hotel Deals, Rental Cars & Flights', 'trivago: Hotels & Travel', 'Expedia Hotels, Flights & Car Rental Travel Deals', 'KAYAK Flights, Hotels & Cars', 'Orbitz - Hotels, Flights & Package Deals', 'Skyscanner', 'Hotels.com: Book Hotel Rooms & Find Vacation Deals', 'Booking.com Travel Deals', 'Hostelworld: Hostels & Cheap Hotels Travel App', 'TripAdvisor Hotels Flights Restaurants Attractions', 'Airbnb', 'Skyscanner', 'HotelTonight: Book amazing deals at great hotels', 'Maps - Navigate & Explore', 'Google Street View', 'Calculator', 'Gboard - the Google Keyboard', 'ZEDGE™ Ringtones & Wallpapers', 'ZEDGE™ Ringtones & Wallpapers', 'Nova Launcher', 'Apex Launcher', 'Smart Launcher 5', 'Google Keep', 'Evernote – Organizer, Planner for Notes & Memos', 'ES File Explorer File Manager', 'Microsoft Word', 'Google Drive', 'Adobe Acrobat Reader', 'Google PDF Viewer', 'Microsoft Excel', 'Google Docs', 'Microsoft PowerPoint', 'Microsoft OneNote', 'Google Calendar', 'Google Keep', 'Wunderlist: To-Do List & Tasks', 'Evernote – Organizer, Planner for Notes & Memos', 'Any.do: To-do list, Calendar, Reminders & Planner', 'Todoist: To-do lists for task management & errands', 'Microsoft OneNote', 'Planner Pro-Personal Organizer', 'Google Calendar', 'Google Drive', 'Microsoft OneDrive', 'Dropbox', 'MX Player', 'Video Editor', 'Google News', 'Flipboard: News For Our Time', 'BBC News', 'Fox News – Breaking News, Live Video & News Alerts', 'USA TODAY', 'CNN Breaking US & World News', 'Twitter', 'BBC News', 'NPR News', 'Fox News – Breaking News, Live Video & News Alerts', 'Haystack TV: Local & World News - Free', 'ABC News - US & World News', 'USA TODAY', 'NBC News', 'The Wall Street Journal: Business & Market News', 'CNN Breaking US & World News', 'NYTimes - Latest News', 'Newsroom: News Worth Sharing', 'Google News', 'BuzzFeed: News, Tasty, Quizzes', 'Flipboard: News For Our Time', 'Snapchat', 'Flashlight', 'Pou', 'Agar.io', 'Angry Birds Classic', 'My Talking Tom', 'Netflix', 'Bubble Shooter', 'Adobe Acrobat Reader', 'Subway Surfers', 'LEGO® Juniors Create & Cruise', 'WhatsApp Messenger', 'Google Translate', 'Pokémon GO', 'Instagram', 'My Talking Angela', 'YouTube Kids', 'PAC-MAN', 'Colorfy: Coloring Book for Adults - Free', 'Toca Kitchen 2', 'Amazon Shopping', 'Chick-fil-A', 'YouTube', 'Flow Free', 'Microsoft Word', "Alto's Adventure", 'Zombie Tsunami', 'Facebook', 'B612 - Beauty & Filter Camera', 'Block Craft 3D: Building Simulator Games For Free', '8 Ball Pool', 'VPN Free - Betternet Hotspot VPN & Private Browser', 'EMT Tutor NREMT-B Study Guide', 'EMT-B Pocket Prep', 'UC Browser - Fast Download Private & Secure', 'Hungry Shark Evolution', 'Diary with lock', 'Clash of Clans', 'Clash Royale', 'C Programming', 'CppDroid - C/C++ IDE', 'Candy Crush Saga', 'Google Chrome: Fast & Secure', 'Learn C++', 'Hill Climb Racing', 'ZEDGE™ Ringtones & Wallpapers', 'Minion Rush: Despicable Me Official Game', 'Google Duo - High Quality Video Calls', 'Crossy Road', 'Temple Run 2', 'Dropbox', 'Sniper 3D Gun Shooter: Free Shooting Games - FPS', 'Plants vs. Zombies FREE', 'Dream League Soccer 2018', 'eBay: Buy & Sell this Summer - Discover Deals Now!', 'ESPN', 'ES File Explorer File Manager', 'Firefox Browser fast & private', 'E*TRADE Mobile', 'WWE', 'Amazon Kindle', 'Evernote – Organizer, Planner for Notes & Memos', 'Microsoft Edge', 'Microsoft Outlook', 'Pinterest', 'ClassDojo', 'The Coupons App', 'Ebook Reader', 'Gmail', 'Maps - Navigate & Explore', 'AliExpress - Smarter Shopping, Better Living', 'Flipkart Online Shopping App', 'Wish - Shopping Made Fun', 'Messenger – Text and Video Chat for Free', 'Facebook Lite', 'Messenger Lite: Free Calls & Messages', 'Twitter', 'LINE: Free Calls & Messages', 'imo beta free calls and text', 'Geometry Dash World', 'Google+', 'PUBG MOBILE', 'Gboard - the Google Keyboard', 'Granny', 'Google', 'Hangouts', 'G Cloud Backup', 'Google Drive', 'Helix Jump', 'H&M', 'H TV', 'Talking Ben the Dog', 'imo free video calls and chat', 'free video calls and chat', 'slither.io', 'POF Free Dating App', 'Skype - free IM & video calls', 'Sonic Dash', 'Text Free: WiFi Calling App', 'Talkatone: Free Texts, Calls & Phone Number', 'Textgram - write on photos', 'Zombie Catchers', 'Jetpack Joyride', 'Anger of stick 5 : zombie', 'Cut the Rope FULL FREE', 'Turbo FAST', 'K PLUS', 'PowerDirector Video Editor App: 4K, Slow Mo & More', 'Fuzzy Numbers: Pre-K Number Foundation', 'KakaoTalk: Free Calls & Text', 'LiveMe - Video chat, new friends, and make money', 'Talking Tom Gold Run', 'letgo: Buy & Sell Used Stuff, Cars & Real Estate', 'Love Balls', 'Last Day on Earth: Survival', 'Minecraft', 'MEGA', 'MX Player', 'I’m Expecting - Pregnancy App', 'Diabetes:M', 'Opera Mini - fast web browser', 'Opera Browser: Fast and Secure', 'O-Star', 'PicsArt Photo Studio: Collage Maker & Pic Editor', 'Quora', 'ROBLOX', 'SHAREit - Transfer & Share', 'Tumblr', 'Topbuzz: Breaking News, Videos & Funny GIFs', 'Twitch: Livestream Multiplayer Games & Esports', 'Telegram', 'myAT&T', 'Truecaller: Caller ID, SMS spam blocking & Dialer', 'Showtime Anytime', 'UC Browser Mini -Tiny Fast Private & Secure', 'Uber', 'Viber Messenger', 'VLC for Android', 'Vigo Video', 'WeChat', 'Wattpad 📖 Free Books', 'Waze - GPS, Maps, Traffic Alerts & Live Navigation', 'Dating App, Flirt & Chat : W-Match', 'WPS Office - Word, Docs, PDF, Note, Slide & Sheet', 'LINE WEBTOON - Free Comics', 'WhatsApp Business', 'We Heart It', 'TripAdvisor Hotels Flights Restaurants Attractions', 'Telegram X', 'Share Music & Transfer Files - Xender', 'Yandex Browser with Protect', 'YouTube Studio', 'Yahoo Mail – Stay Organized', 'PBS KIDS Video', 'YouTube Gaming', 'GO Keyboard - Emoticon keyboard, Free Theme, GIF', 'Zello PTT Walkie Talkie', 'Z Camera - Photo Editor, Beauty Selfie, Collage', 'Six Pack in 30 Days - Abs Workout', 'Angry Birds 2', 'Angry Birds Rio', 'AC - Tips & News for Android™', 'CM Browser - Ad Blocker , Fast Download , Privacy', 'Google Ads', 'Mobi Calculator free & AD free!', 'Flipp - Weekly Shopping', 'A&E - Watch Full Episodes of TV Shows', 'Camera FV-5 Lite', 'Cardiac diagnosis (heart rate, arrhythmia)', 'Open Camera', 'All Football - Latest News & Videos', 'Maricopa AH', 'Youper - AI Therapy', 'Animal Jam - Play Wild!', 'RULES OF SURVIVAL', 'Amazon for Tablets', 'Final Fantasy XV: A New Empire', 'The Sims™ FreePlay', 'Text free - Free Text + Call', 'Google Photos', '365Scores - Live Scores', 'DINO HUNTER: DEADLY SHORES', 'AP Mobile - Breaking News', 'Reuters News', 'Puffin Web Browser', 'AccuWeather: Daily Forecast & Live Weather Reports', 'Moovit: Bus Time & Train Time Live Info', 'Jurassic World™ Alive', 'Houzz Interior Design Ideas', 'NYTimes - Latest News', 'Overstock – Home Decor, Furniture Shopping', 'Google Voice', 'Choices: Stories You Play', 'Runtastic Sleep Better: Sleep Cycle & Smart Alarm', 'Google Pay', 'Ringtone Maker', 'Google Allo', 'Plants vs. Zombies™ Heroes', 'CM FILE MANAGER HD', 'MLB At Bat', 'HotelTonight: Book amazing deals at great hotels', 'realestate.com.au - Buy, Rent & Sell Property', 'Video Player All Format', 'DEER HUNTER 2018', 'Video Editor', 'Google Play Games', 'ai.type Free Emoji Keyboard', 'Manga AZ - Manga Comic Reader', 'British Airways', 'American Airlines', 'Anthem BC Anywhere', 'Transit: Real-Time Transit App', 'PMHNP-BC Pocket Prep', 'BeautyPlus - Easy Photo Editor & Selfie Camera', 'Bowmasters', 'Nick', 'mySugr: the blood sugar tracker made just for you', 'Backgrounds HD (Wallpapers)', 'Blur Image Background', 'Newegg Mobile', 'Moco - Chat, Meet People', 'Hot or Not - Find someone right now', 'MeetMe: Chat & Meet New People', 'TED', 'English Dictionary - Offline', 'OkCupid Dating', 'Mint: Budget, Bills, Finance', 'English Grammar Test', 'Daily Manga - Comic & Webtoon', 'BBM - Free Calls & Messages', 'BeyondMenu Food Delivery', 'NOOK: Read eBooks & Magazines', 'NOOK App for NOOK Devices', 'Badoo - Free Chat & Dating App', 'HBO GO: Stream with TV Package', 'No Crop & Square for Instagram', 'Hungry Shark World', 'iBP Blood Pressure', 'Blood Pressure', 'Blood Pressure Log - MyDiary', 'Blood Pressure(BP) Diary', 'BP Journal - Blood Pressure Diary', 'Blood Pressure Monitor', 'Blood Pressure Companion', 'Free Blood Pressure', 'High Blood Pressure Symptoms', 'QR Scanner & Barcode Scanner 2018', 'Camera FV-5', 'Camera MX - Free Photo & Video Camera', 'Bleacher Report: sports news, scores, & highlights', 'Cardboard', 'Kick the Buddy', 'Maps & GPS Navigation — OsmAnd', 'Beautiful Widgets Pro', 'Beautiful Widgets Free', 'HD Widgets', 'Color by Number – New Coloring Book', 'Photo Editor by Aviary', 'UNICORN - Color By Number & Pixel Art Coloring', 'Elmo Calls by Sesame Street', '420 BZ Budeze Delivery', 'BZWBK24 mobile', 'Zoosk Dating App: Meet Singles', 'Cricbuzz - Live Cricket Scores & News', 'Cheapflights – Flight Search', 'Chrome Beta', 'Chrome Dev', 'CJmall', 'Credit Karma', 'Castle Clash: Heroes of the Empire US', 'CM Launcher 3D - Theme, Wallpapers, Efficient', 'CM Locker - Security Lockscreen', 'CM Flashlight (Compass, SOS)', 'Ruler', 'QuickPic - Photo Gallery with Google Drive Support', 'Cartoon Network App', 'LEGO® TV', 'DisneyNOW – TV Shows & Games', 'Brit + Co', 'CT Scan Cross Sectional Anatomy', 'Shadow Fight 2', 'Curriculum vitae App CV Builder Free Resume Maker', 'The CW', 'CW Seed', 'Hulu: Stream TV, Movies & more', 'Cymera Camera- Photo Editor, Filter,Collage,Layout', 'Camera360 Lite - Selfie Camera', 'Mapy.cz - Cycling & Hiking offline maps', 'Face Filter, Selfie Editor - Sweet Camera', 'Metal Soldiers 2', "COOKING MAMA Let's Cook!", 'Run Sausage Run!', 'Knife Hit', 'DRAGON BALL LEGENDS', 'DC Comics', 'DC Super Hero Girls™', 'MARVEL Contest of Champions', 'MARVEL Strike Force', 'wetter.com - Weather and Radar', 'Babbel – Learn Languages', 'CallApp: Caller ID, Blocker & Phone Call Recorder', 'LINE Camera - Photo editor', 'Racing in Car 2', 'Google PDF Viewer', 'Periscope - Live Video', 'Dungeon Hunter Champions: Epic Online Action RPG', 'Red Bull TV: Live Sports, Music & Entertainment', 'Idle Heroes', 'Duolingo: Learn Languages Free', 'Free phone calls, free texting SMS on free number', 'Phone Tracker : Family Locator', 'My Photo Keyboard', 'Whoscall - Caller ID & Block', 'Google Sheets', 'Video Downloader', 'Google Docs', 'Any.do: To-do list, Calendar, Reminders & Planner', 'Notepad & To do list', 'Polaris Office - Word, Docs, Sheets, Slide, PDF', 'Google Keep', 'Do It Later: Tasks & To-Dos', 'Todoist: To-do lists for task management & errands', 'To-Do Calendar Planner', 'Wunderlist: To-Do List & Tasks', 'TickTick: To Do List with Reminder, Day Planner', 'ColorNote Notepad Notes', 'Apex Launcher', 'Dude Perfect 2', 'Dairy Queen', 'SONIC Drive-In', "McDonald's", 'Wendy’s – Food and Offers', "Dunkin' Donuts", 'SUBWAY®', 'Panera Bread', 'Starbucks', "Dr. Panda & Toto's Treehouse", 'Cache Cleaner-DU Speed Booster (booster & cleaner)', 'DU Browser—Browse fast & fun', 'Real Racing 3', 'Equestria Girls', 'My Little Pony Celebration', 'Miraculous Ladybug & Cat Noir - The Official Game', 'My Little Pony: Harmony Quest', 'PJ Masks: Moonlight Heroes', 'The Emirates App', 'Phogy, 3D Camera', 'Weather by eltiempo.es', 'The Game of Life', 'Spanish English Translator', 'Human Anatomy Atlas 2018: Complete 3D Human Body', "Game for KIDS: KIDS match'em", 'CBS Sports App - Scores, News, Stats & Watch Live', 'Yahoo Fantasy Sports - #1 Rated Fantasy App', 'Dictionary - Merriam-Webster', 'Edmodo', 'busuu: Learn Languages - Spanish, English & More', 'Chess Free', 'Oxford Dictionary of English : Free', 'Masha and the Bear Child Games', 'Frozen Free Fall', 'Episode - Choose Your Story', 'The NBC App - Watch Live TV and Full Episodes', 'Moto File Manager', 'HBO NOW: Stream TV & Movies', 'Moneycontrol – Stocks, Sensex, Mutual Funds, IPO', 'CNBC: Breaking Business News & Live Market Data', 'Google Earth', 'Groupon - Shop Deals, Discounts & Coupons', 'Google News', 'Amino: Communities and Chats', 'Nike Training Club - Workouts & Fitness Plans', 'Hangouts Dialer - Call Phones', 'Offline Maps & Navigation', 'Strawberry Shortcake Ice Cream Island', 'Home Workout - No Equipment', 'Home Security Camera WardenCam - reuse old phones', 'Food Network', 'Web Browser for Android', 'Airway Ex - Intubate. Anesthetize. Train.', 'FilterGrid - Cam&Photo Editor', 'Messages, Text and Video Chat for Messenger', 'All Social Networks', 'Premier League - Official App', 'Farm Heroes Saga', 'ESPN Fantasy Sports', 'Fallout Shelter', 'Facebook Pages Manager', 'Facebook Ads Manager', 'Who Viewed My Facebook Profile - Stalkers Visitors', 'The 5th Stand', 'Garena Free Fire', 'osmino Wi-Fi: free WiFi', 'Fun Kid Racing - Motocross', 'Podcast App: Free & Offline Podcasts by Player FM', 'Motorola FM Radio', 'FarmersOnly Dating', 'Firefox Focus: The privacy browser', 'FP Notebook', 'Slickdeals: Coupons & Shopping', 'AAFP']
In [9]:
num_duplicat = len(duplicate)        
print("Number of duplicate apps in the googleplaystore:\n", num_duplicat)
Number of duplicate apps in the googleplaystore:
 1181

Now that we can see we have total 1181 duplicates apps in gpd_data, we have to check if there is any significance relate to them before removing them randomly.

In [10]:
for row in gpd_data:
    name = row[0]
    if name == "Hangouts":
        print(row)
['Hangouts', 'COMMUNICATION', '4.0', '3419249', 'Varies with device', '1,000,000,000+', 'Free', '0', 'Everyone', 'Communication', 'July 21, 2018', 'Varies with device', 'Varies with device']
['Hangouts', 'COMMUNICATION', '4.0', '3419433', 'Varies with device', '1,000,000,000+', 'Free', '0', 'Everyone', 'Communication', 'July 21, 2018', 'Varies with device', 'Varies with device']
['Hangouts', 'COMMUNICATION', '4.0', '3419513', 'Varies with device', '1,000,000,000+', 'Free', '0', 'Everyone', 'Communication', 'July 21, 2018', 'Varies with device', 'Varies with device']
['Hangouts', 'COMMUNICATION', '4.0', '3419464', 'Varies with device', '1,000,000,000+', 'Free', '0', 'Everyone', 'Communication', 'July 21, 2018', 'Varies with device', 'Varies with device']

We have choosed a random app name("Hangouts") from duplicate list to check. We can see that the corresponding reviews of this app is different in each row, so we better keep the most reviwed rows in every case of duplicate app names and remove the others.

In [11]:
#Check another duplicate app to be sure.
for row in gpd_data:
    name = row[0]
    if name == "Instagram":
        print(row)
['Instagram', 'SOCIAL', '4.5', '66577313', 'Varies with device', '1,000,000,000+', 'Free', '0', 'Teen', 'Social', 'July 31, 2018', 'Varies with device', 'Varies with device']
['Instagram', 'SOCIAL', '4.5', '66577446', 'Varies with device', '1,000,000,000+', 'Free', '0', 'Teen', 'Social', 'July 31, 2018', 'Varies with device', 'Varies with device']
['Instagram', 'SOCIAL', '4.5', '66577313', 'Varies with device', '1,000,000,000+', 'Free', '0', 'Teen', 'Social', 'July 31, 2018', 'Varies with device', 'Varies with device']
['Instagram', 'SOCIAL', '4.5', '66509917', 'Varies with device', '1,000,000,000+', 'Free', '0', 'Teen', 'Social', 'July 31, 2018', 'Varies with device', 'Varies with device']

Now we are going to make a dictionary that will have unique names of apps as the keys and the corresponding values will the maximum number of reviews for that app.

  • Make a empty dictionary at first.
  • loop through the gdp_data lists of list
  • Extract the column "App(index = 0)" and "Reviews"(index = 3) in the variables named "name" and "n_reviews" respectively.

  • Logic of making dictionary:

    • if the name is not already exist in the dictionary "reviews_max" then make it a key and assign n_reviwes as the corresponding value to it.
    • Otherwise the name is already exist in the dictionary and the current track of n_reviews is greater than the value already assigned in the dictionary to that name then update it.
In [12]:
#Now make a dictionary to contain maximum number of reviwes for each app
reviews_max = {}
for row in gpd_data:
    name = row[0]
    n_reviews = float(row[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(reviews_max)
{'Photo Editor & Candy Camera & Grid & ScrapBook': 159.0, 'Coloring book moana': 974.0, 'U Launcher Lite – FREE Live Cool Themes, Hide Apps': 87510.0, 'Sketch - Draw & Paint': 215644.0, 'Pixel Draw - Number Art Coloring Book': 967.0, 'Paper flowers instructions': 167.0, 'Smoke Effect Photo Maker - Smoke Editor': 178.0, 'Infinite Painter': 36815.0, 'Garden Coloring Book': 13791.0, 'Kids Paint Free - Drawing Fun': 121.0, 'Text on Photo - Fonteee': 13880.0, 'Name Art Photo Editor - Focus n Filters': 8788.0, 'Tattoo Name On My Photo Editor': 44829.0, 'Mandala Coloring Book': 4326.0, '3D Color Pixel by Number - Sandbox Art Coloring': 1518.0, 'Learn To Draw Kawaii Characters': 55.0, 'Photo Designer - Write your name with shapes': 3632.0, '350 Diy Room Decor Ideas': 27.0, 'FlipaClip - Cartoon animation': 194216.0, 'ibis Paint X': 224399.0, 'Logo Maker - Small Business': 450.0, "Boys Photo Editor - Six Pack & Men's Suit": 654.0, 'Superheroes Wallpapers | 4K Backgrounds': 7699.0, 'Mcqueen Coloring pages': 65.0, 'HD Mickey Minnie Wallpapers': 118.0, 'Harley Quinn wallpapers HD': 192.0, 'Colorfit - Drawing & Coloring': 20260.0, 'Animated Photo Editor': 203.0, 'Pencil Sketch Drawing': 136.0, 'Easy Realistic Drawing Tutorial': 223.0, 'Pink Silver Bow Keyboard Theme': 1120.0, 'Art Drawing Ideas': 227.0, 'Anime Manga Coloring Book': 5035.0, 'Easy Origami Ideas': 1015.0, 'I Creative Idea': 353.0, 'How to draw Ladybug and Cat Noir': 564.0, 'UNICORN - Color By Number & Pixel Art Coloring': 8264.0, 'Floor Plan Creator': 36639.0, 'PIP Camera - PIP Collage Maker': 158.0, 'How To Color Disney Princess - Coloring Pages': 591.0, 'Drawing Clothes Fashion Ideas': 117.0, 'Sad Poetry Photo Frames 2018': 176.0, 'Textgram - write on photos': 295237.0, 'Paint Splash!': 2206.0, 'Popsicle Sticks and Similar DIY Craft Ideas': 26.0, 'Canva: Poster, banner, card maker & graphic design': 174531.0, 'Install images with music to make video without Net - 2018': 1070.0, 'Little Teddy Bear Colouring Book Game': 85.0, 'How To Draw Food': 845.0, 'Monster Truck Stunt 3D 2019': 367.0, 'Real Tractor Farming': 1598.0, 'Ultimate F1 Racing Championship': 284.0, 'Used Cars and Trucks for Sale': 17057.0, 'American Muscle Car Race': 129.0, 'Offroad Oil Tanker Driver Transport Truck 2019': 542.0, 'Tickets SDA 2018 and Exam from the State Traffic Safety Inspectorate with Drom.ru': 10479.0, 'Gas Prices (Germany only)': 805.0, 'Extreme Rally Championship': 129.0, 'Restart Navigator': 1403.0, 'REG - Check the regnumber, find information about Swedish vehicles': 3971.0, 'CityBus Lviv': 534.0, 'CDL Practice Test 2018 Edition': 7774.0, 'ezETC (ETC balance inquiry, meter trial, real-time traffic)': 38846.0, 'Free VIN Report for Used Cars': 2431.0, 'DMV Permit Practice Test 2018 Edition': 6090.0, 'Check Vehicle Tax': 295.0, 'Used Cars Mexico': 190.0, 'Ulysse Speedometer': 40211.0, 'REPUVE': 356.0, 'Used cars for sale - Trovit': 52530.0, 'Fines of the State Traffic Safety Inspectorate are official: inspection, payment of fines': 116986.0, 'SK Enca Direct Malls - Used Cars Search': 1379.0, 'Android Auto - Maps, Media, Messaging & Voice': 271920.0, 'PDD-UA': 736.0, 'Tickets SDA 2019 + Exam RF': 7021.0, 'Super Cars Wallpapers And Backgrounds': 197.0, 'Police Lights, Sirens & Follow Me': 737.0, 'Police Detector (Speed Camera Radar)': 3574.0, 'Best Car Wallpapers': 994.0, 'Tickets + PDA 2018 Exam': 197136.0, 'Pick Your Part Garage': 142.0, 'PakWheels: Buy & Sell Cars': 15168.0, 'Supervision service': 2155.0, 'Speed Camera Detector - Traffic & Speed Alert': 138.0, 'Used car search Goo net whole car Go to net': 5414.0, 'CarMax – Cars for Sale: Search Used Car Inventory': 21777.0, 'BEST CAR SOUNDS': 348.0, 'RST - Sale of cars on the PCT': 250.0, 'AutoScout24 Switzerland – Find your new car': 13372.0, 'Zona Azul Digital Fácil SP CET - OFFICIAL São Paulo': 7880.0, 'SMS Park': 3617.0, 'SKencar': 4806.0, 'Fuelio: Gas log & costs': 65786.0, 'auto fines': 31433.0, 'Used car is the first car - used car purchase, used car quotation, dealer information to': 5097.0, 'All of the parking lot - National Park application (parking lot search / parking sharing / discount payment)': 1754.0, 'Inquiry Fines and Debits of Vehicles': 2680.0, 'Gas Station': 1288.0, 'Hush - Beauty for Everyone': 18900.0, 'ipsy: Makeup, Beauty, and Tips': 49790.0, 'Natural recipes for your beauty': 1150.0, 'BestCam Selfie-selfie, beauty camera, photo editor': 1739.0, 'Mirror - Zoom & Exposure -': 32090.0, 'Beauty Selfie Camera': 2225.0, 'Hairstyles step by step': 4369.0, 'Filters for Selfie': 8572.0, 'Tie - 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Kids Cooking': 30668.0, 'HD Themes Toyota Cruiser 60': 0.0, 'HD Themes Toyota Cruiser70': 0.0, 'HD Themes Toyota Cruiser 80': 2.0, 'HD Themes Toyota Cruiser 50': 1.0, 'OFF-ROAD SIMULATOR 4x4 : REAL': 109.0, 'HD Themes Toyota Cruiser 100VX': 2.0, 'HD Themes Toyota Cruiser 200': 3.0, 'HD Themes Toyota Cruiser 40': 2.0, 'Offroad 4x4 Car Driving': 26224.0, 'Motocross Beach Jumping 3D': 105954.0, 'Offroad drive : 4x4 driving game': 2071.0, 'Hair saloon - Spa salon': 38473.0, 'Rope Hero: Vice Town': 452589.0, 'Drive 4x4 Luxury SUV Jeep': 2183.0, 'PIP Selfie Camera Photo Editor': 156322.0, 'FJ-link': 1.0, 'Motocross Mayhem': 35171.0, 'Funny Jokes': 2505.0, 'Flight Simulator: Fly Plane 3D': 660613.0, 'Motocross Fun Simulator': 22570.0, 'Dino Defends king 3 – Dinosaur T rex Hunter Games': 182.0, 'Fast Notes FJ': 12.0, 'FJ Toolkit': 1.0, 'Block Gun 3D: Haunted Hollow': 16282.0, 'Art of F J Taylor': 2.0, 'Driving Suv Toyota Car Simulator': 187.0, 'Navy Gunner Shoot War 3D': 103199.0, 'Drift Legends': 33788.0, 'FK': 1517.0, 'FK (FlightKid)': 2.0, 'FK Sūduva Marijampolė': 2.0, 'Fairy Kingdom: World of Magic and Farming': 129542.0, 'FK Željezničar': 1420.0, 'FK Oleksandria': 0.0, 'FK CLASSIC FOR YOU': 1.0, 'FK Sileks': 0.0, 'Kernel Manager for Franco Kernel ✨': 12700.0, 'Qarabağ FK': 9.0, 'FK Sloboda Tuzla': 0.0, 'FK Jelgava': 0.0, 'FK Vojvodina': 5.0, 'FK Liepaja': 4.0, 'FK Teplice': 2.0, 'FK Sarajevo': 6.0, 'FK Vardar': 2.0, 'Ray Financial Calculator Pro': 67.0, 'FK Bregalnica Štip': 0.0, 'FK Mladost Lucani': 0.0, 'FK Radnicki Nis': 1.0, 'FK Dukla Prague': 0.0, 'FK Rad': 1.0, 'FK Jablonec': 2.0, 'FK Senica': 0.0, 'FK Vozdovac': 1.0, 'Toy Truck Rally 3D': 301895.0, 'FK Mladá Boleslav': 0.0, 'FK Macva Sabac': 3.0, 'FK Crvena zvezda': 1211.0, 'FK Events': 0.0, 'PRO MX MOTOCROSS 2': 25275.0, 'FK Jonava': 1.0, 'FK Željezničar Izzy': 119.0, 'FK Čukarički': 0.0, 'Austria Wien FK - Fussball - Inoffizielle App': 2.0, 'FK Železiarne Podbrezová': 0.0, 'FK Viktoria Žižkov': 0.0, 'FK Zemun': 3.0, 'FK Atlantas': 2.0, 'FK Spartak Subotica': 0.0, 'FK Dedinje BGD': 36.0, 'FK Fotbal Třinec': 0.0, 'FK Crvena Zvezda Izzy': 1456.0, 'FK Utenis Utena': 0.0, 'Crazy Freekick': 47688.0, 'FL State Parks Guide': 871.0, 'FL SW Fishing Regulations': 60.0, 'Permit Test FL Florida DHSMV': 246.0, 'FL Lottery Results': 1481.0, 'Florida DMV Permit Test -Fl': 87.0, 'Lottery Results: Florida': 582.0, 'Scratch-Off Guide for FL Lotto': 25.0, 'Charlotte County, FL': 10.0, 'Results for FL Lottery': 146.0, 'Check Lottery Tickets - Florida': 27.0, 'Fish|Hunt FL': 853.0, 'Florida 511': 148.0, 'Florida Storms': 116.0, 'FL Racing Manager 2018 Lite': 1338.0, 'Florida Tides & Weather': 30.0, 'FL Tax-Verify': 17.0, 'FL House': 29.0, 'FL Racing Manager 2015 Pro': 656.0, 'Lottery Driver- Florida Result': 70.0, 'Florida Travel Guide': 11.0, 'The Florida Trail Guide': 100.0, 'Florida - Pocket Brainbook': 7.0, 'Lottery Ticket Checker - Florida Results & Lotto': 3.0, 'Florida Statutes (FL Code)': 5.0, 'Discovery Church Florida': 40.0, 'FL Racing Manager 2018 Pro': 340.0, 'Florida Driver License Test': 65.0, 'Free Florida DMV Test 2018': 665.0, 'Canvas FL': 36.0, 'Florida Lottery Results': 763.0, 'Florida Cooling Supply HVAC': 6.0, 'Restaurant Inspections - FL': 143.0, 'Florida Keys': 92.0, 'South Florida AA Meetings': 10.0, 'Florida Travel Guide - TOURIAS': 80.0, 'Florida State Gameday': 1566.0, 'FL Bankers': 0.0, 'Fort Myers FL': 0.0, 'News-Journal-Daytona Beach, FL': 76.0, 'Florida map': 11.0, 'Trinity Church Deltona, FL': 33.0, 'FL Drone 2': 41.0, 'Beacon Baptist Jupiter, FL': 14.0, 'Clearwater, FL - weather and more': 0.0, 'University of Florida': 168.0, 'Ocala Star Banner, FL': 75.0, 'Alachua County Sheriff FL': 5.0, 'Lotto Results - Mega Millions Powerball Lottery US': 14221.0, 'Jax Sheriff (FL)': 53.0, 'Results for FL Lottery (Florida)': 1.0, 'Hidden Object Florida Vacation Adventure Fun Game': 126.0, 'WFLA News Channel 8 - Tampa FL': 133.0, 'Florida Beach Wallpapers HD': 3.0, 'MY GULFPORT FL': 0.0, 'My MLS App': 1213.0, 'Employ Florida Mobile': 97.0, 'St. Petersburg, FL - weather and more': 0.0, 'LifePoint Church - FL': 1.0, "WSVN • South Florida's Source for Weather": 7.0, 'PriorityONE Credit Union of Fl': 178.0, 'Florida Wildflowers': 5.0, 'Florida Blue': 499.0, 'ORLANDO FLORIDA MAP': 3.0, 'Florida Tech Mobile': 87.0, 'Florida Offline Road Map': 144.0, 'Florida Map offline': 8.0, 'The Ledger - Lakeland, Florida': 89.0, 'FRONTLINE COMMANDO': 1351833.0, 'Gainesville Florida Police Department': 4.0, 'Gainesville Bus Tracker': 63.0, 'Florida Today': 202.0, 'Florida HSMV Driver License': 14.0, 'WSVN - 7 News Miami': 3320.0, 'WICShopper': 3023.0, 'First Federal Bank of Florida': 133.0, 'South Florida MLS': 133.0, 'Football Manager Mobile 2018': 11460.0, 'FN Cam': 181.0, 'How it Works: FN SCAR assault rifle': 44.0, 'FN pistol Model 1906 explained': 1.0, 'FN pistol model 1903 explained': 1.0, 'FutureNet your social app': 2093.0, 'Jigsaw Puzzles FN FAL Light Automatic Rifle': 0.0, 'Wallpapers FN Herstal FNP 9': 0.0, 'Ninja FN Button': 12.0, 'Wallpapers FN SCAR H': 4.0, 'Wallpapers FN F2000': 0.0, 'Wallpapers FN Five seven': 0.0, 'FN': 14.0, 'Wallpapers FN FAL Light Automatic Rifle': 0.0, 'The FN "Baby" pistol explained': 1.0, 'FN FAL rifle explained': 1.0, 'F N Bail Bonds': 4.0, 'The FN HP pistol explained': 1.0, 'SB · FN 1870 Mobile Banking': 139.0, 'PIP-Camera FN Photo Effect': 8.0, 'Bullet - FN Theme': 143.0, 'FN model 1900 pistol explained': 0.0, 'Pistolet FN GP35 expliqué': 2.0, 'FN Web Radio': 0.0, 'Gun Builder ELITE': 88941.0, 'FNH Payment Info': 0.0, 'Magnum 3.0 Gun Custom SImulator': 16815.0, 'Pistolet FN 1906 expliqué': 0.0, 'Circle Colors Pack-FN Theme': 6.0, 'Calculator Fn': 9.0, 'Pint - FN Theme': 6.0, 'HAL-9000 - FN Theme': 159.0, 'Solitaire+': 11235.0, 'Fresh News': 2207.0, 'Future Cloud': 1075.0, 'Fruit Ninja Classic': 85468.0, 'Hunting Safari 3D': 36183.0, 'Gun Club Armory': 55014.0, 'Ethical Hacking': 128.0, 'Armed Cam Gun Pack': 1012.0, 'Zombie Defense': 275048.0, 'Fo File Manager': 1916.0, 'Alarm.fo – choose your info': 19.0, 'FO Bixby': 5.0, 'Pin-fo': 19.0, 'MARKET FO': 0.0, 'FO OP St-Nazaire': 1.0, 'FO SODEXO': 0.0, 'FO RCBT': 5.0, 'FO Interim': 1.0, 'Mu.F.O.': 2.0, 'FO PSA Sept-Fons': 2.0, 'FO BOULANGER': 10.0, 'FO AIRBUS TLSE': 4.0, 'F-O-Meter': 0.0, 'Theme fo Oppo A30 Wallpaper & Icon': 7.0, 'Fo Fo Fish': 5.0, 'FO STELIA Méaulte': 2.0, 'RRIMS FO': 2.0, 'Neon Blue Gaming Wallpaper&Theme fo Lenovo K8 Note': 7.0, 'Photo Editor Collage Maker Pro': 1519671.0, 'Custos F.O.': 0.0, 'FO AIRBUS Nantes': 0.0, 'Stylish Fonts': 153176.0, '4x4 Jeep Racer': 7279.0, 'Lalafo Pulsuz Elanlar': 61392.0, 'My Earthquake Alerts - US & Worldwide Earthquakes': 3471.0, 'FunForMobile Ringtones & Chat': 68358.0, 'Free Slideshow Maker & Video Editor': 162564.0, 'Frontline Terrorist Battle Shoot: Free FPS Shooter': 9183.0, 'BankNordik': 28.0, 'Sona - Nær við allastaðni': 31.0, "Mad Dash Fo' Cash": 14.0, 'Launcher Theme for LG K10 2018': 649.0, 'Mobile Kick': 111809.0, 'English To Shona Dictionary': 60.0, 'Posta App': 8.0, 'Thumbnail Maker': 26252.0, 'Fon WiFi App – WiFi Connect': 222.0, 'MOD-MASTER for Minecraft PE (Pocket Edition) Free': 271908.0, 'MX Player Codec (ARMv7)': 332083.0, 'FeaturePoints: Free Gift Cards': 121321.0, 'Draw with FP sDraw': 3268.0, 'FP Click sound changer': 178.0, 'FP Connect': 0.0, 'FP VoiceBot': 17.0, 'FP-safe': 0.0, 'FP Legacy': 3.0, 'Race Manager FP': 196.0, 'FreedomPop Messaging Phone/SIM': 9894.0, 'PhotoFunia': 316378.0, 'Fingerprint Quick Action': 8484.0, 'GKPB FP Online Church': 32.0, 'FP BW LCD View': 16.0, 'FP Markets': 1.0, 'FP Boss': 1.0, 'FP Opgaver': 9.0, 'FP Charging Daydream': 96.0, 'FP Live': 0.0, 'FP Runner': 38.0, 'Finger Scanner Gestures': 2531.0, 'FP Market': 24.0, 'FP FCU': 48.0, 'SCM FPS Status': 123.0, 'Hondata Mobile': 334.0, 'FreedomPop Friends for Free Data': 58.0, 'Fisher-Price® Smart Connect™': 422.0, 'Fingerprint Lock Screen Prank': 10786.0, 'FP NFC Rewrite': 17.0, 'Fast Tract Diet': 35.0, 'Greek Bible FP (Audio)': 5.0, 'The FP Shield': 0.0, 'FP Разбитый дисплей': 922.0, 'FP Transportation': 1.0, 'Chat For Strangers - Video Chat': 622.0, 'FreedomPop Diagnostics': 452.0, 'NFP 2018': 8.0, 'FQ Magazine': 1.0, 'Modern Counter Terrorist FPS Shoot': 795.0, 'FQ METER': 17.0, 'FQ Load Board for Transporters': 0.0, 'FQ India': 0.0, 'Miss FQ': 0.0, 'FQ - Football Quiz': 1.0, 'Monster Ride Pro': 1.0, 'BEBONCOOL GAMEPAD V1.0': 404.0, 'Union League': 939.0, 'Fortune Quest: Savior': 135.0, 'Modern Counter 3: FPS Multiplayers battlegro 3': 17.0, 'Modern Strike Online': 834117.0, 'Trine 2: Complete Story': 252.0, 'Modern Counter Terror Attack – Shooting Game': 340.0, 'Big Hunter': 245455.0, 'sugar, sugar': 1405.0, 'ChopAssistant': 455.0, 'Modern Counter Global Strike 3D': 297.0, 'Fountain Live Wallpaper HD – Dubai Wallpaper 3D': 1.0, 'Modern Counter Global Strike 3D V2': 368.0, 'HipChat - beta version': 1035.0, 'Winter Wonderland': 1287.0, 'Soccer Clubs Logo Quiz': 21661.0, 'Sid Story': 28510.0, 'PopStar': 13.0, 'Reindeer VPN - Proxy VPN': 7339.0, 'Inf VPN - Global Proxy & Unlimited Free WIFI VPN': 61445.0, 'Fuel Rewards® program': 32433.0, 'Word Search Tab 1 FR': 0.0, 'Fr Daoud Lamei': 2036.0, 'FR Roster': 174.0, 'Fr Ignacio Outreach': 52.0, 'FR: My Famous Lover': 185.0, 'Fatal Raid - No.1 Mobile FPS': 56496.0, 'Poker Pro.Fr': 5442.0, 'Scoreboard FR': 3.0, 'SnakeBite911 FR': 1.0, 'My FR App': 2.0, 'lesparticuliers.fr': 96.0, 'Castle Clash: RPG War and Strategy FR': 376223.0, 'Fr Lupupa Sermons': 19.0, 'FR Plus 1.6': 4.0, 'Fr Agnel Pune': 80.0, 'DICT.fr Mobile': 20.0, 'FR: My Secret Pets! ': 785.0, 'Golden Dictionary (FR-AR)': 5775.0, 'FieldBi FR Offline': 2.0, 'HTC Sense Input - FR': 885.0, 'Gold Quote - Gold.fr': 96.0, 'Fanfic-FR': 52.0, 'Fr. Daoud Lamei': 22.0, 'Poop FR': 6.0, 'PLMGSS FR': 0.0, 'List iptv FR': 1.0, 'Cardio-FR': 67.0, 'Naruto & Boruto FR': 7.0, 'Frim: get new friends on local chat rooms': 88486.0, 'Fr Agnel Ambarnath': 117.0, 'Manga-FR - Anime Vostfr': 291.0, 'Bulgarian French Dictionary Fr': 603.0, 'News Minecraft.fr': 881.0, 'payermonstationnement.fr': 38.0, 'FR Tides': 1195.0, 'Chemin (fr)': 44.0, 'FR Calculator': 7.0, 'FR Forms': 0.0, 'Sya9a Maroc - FR': 38.0, 'Fr. Mike Schmitz Audio Teachings': 4.0, 'Parkinson Exercices FR': 3.0, 'The SCP Foundation DB fr nn5n': 114.0, 'iHoroscope - 2018 Daily Horoscope & Astrology': 398307.0}
  • Check if the dictionary has elements = 9659.
In [13]:
print(len(reviews_max))
9659

Now we are going to make a subset of our main dataset gpd_data that will contain the cleaned data trucating the duplicate datas.

  • Make two empty list android_clean and already_added that will contain new cleaned dataset and just app names respectively.

  • Extract the column "App(index = 0)" and "Reviews"(index = 3) in the variables named "name" and "n_reviews" respectively.

  • Logic of making dictionary:

    • if the name is not already exist in the list "already_added" and the number of reviews is equal to the max number of reviwes contained in the dictionary reviews_max the append the entire row to the andriod_clean list and append the name to the already added to prevent any duplicate name in the new cleaned list(Since a list can contain duplicate value).
In [14]:
android_clean = []
#will store our new cleaned data set
already_added = []
#will just store app names
for row in gpd_data:
    name = row[0]
    n_reviews = float(row[3])
    if name not in already_added and n_reviews == reviews_max[name]:
        android_clean.append(row)
        already_added.append(name)
# explore the new cleaned dataset
explore_data(android_clean, 0, 3, rowscolumns = True)
    
['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']

Number of rows:  9659
Number of columns:  13
In [15]:
#Check if the ios_data has any duplicate entry using the id column
unique_id = []
duplicate_id = []
for row in ios_data:
    app_id = row[0]
    if app_id not in unique_id:
        unique_id.append(app_id)
    else:
        duplicated_id.append(app_id)
print(duplicate_id)        
[]

Since the duplicate_id list is empty, there is no duplicate entry in the ios_data.

The numbers corresponding to the characters we commonly use in an English text are all in the range 0 to 127, according to the ASCII (American Standard Code for Information Interchange) system. Using the built-in function ord() We will create a function to check the app name is in english or not, since our company makes only english apps.

In [16]:
# Write a function to detect the app name is in english or not
def check_eng(app_name):
    for ch in app_name:
        if ord(ch) > 127: #ord() gives the ascii value
            return False 
    return True
#Check for 'Instagram' 
check_eng('Instagram')
Out[16]:
True
In [17]:
# check for '爱奇艺PPS -《欢乐颂2》电视剧热播'
check_eng('爱奇艺PPS -《欢乐颂2》电视剧热播')
Out[17]:
False
In [18]:
#check for 'Docs To Go™ Free Office Suite'
check_eng('Docs To Go™ Free Office Suite')
Out[18]:
False
In [19]:
#check for 'Instachat 😜'
check_eng('Instachat 😜')
Out[19]:
False
In [20]:
#Check the ascii value for '😜'
ord('😜')
Out[20]:
128540
In [21]:
#Check the ascii value for '™' 
ord("™")
Out[21]:
8482

Now we can see our function is not working in case of app_name like 'Docs To Go™ Free Office Suite', 'Instachat 😜' etc. because they contain some unusual character like '™', '😜' , of which ascii values are greater than 127. In a result, despite having an english name, we are getting the results are false.

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

In [22]:
# Write a refined function to detect the app name is in english or not
def check_eng(app_name):
    count_ch = 0
    for ch in app_name:
        if ord(ch) > 127:#ord() gives the ascii value
            count_ch += 1
            if count_ch > 3:
                return False 
    return True
#Check for 'Instagram' 
check_eng('Instagram')
Out[22]:
True
In [23]:
# check for '爱奇艺PPS -《欢乐颂2》电视剧热播'
check_eng('爱奇艺PPS -《欢乐颂2》电视剧热播')
Out[23]:
False
In [24]:
#check for 'Instachat 😜'
check_eng('Instachat 😜')
Out[24]:
True
In [25]:
#check for 'Docs To Go™ Free Office Suite'
check_eng('Docs To Go™ Free Office Suite')
Out[25]:
True

Now our function is working in the way we wanted it to.

In [26]:
print(header_ios)
['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']
In [27]:
#Using the check_eng function we are subsetting the ios dataset that 
#contains only english apps.
ios_data_eng = []
for row in ios_data:
    name = row[1]
    if check_eng(name):
        ios_data_eng.append(row)
#Explore the new data set using explore_data function to inspect it.        
explore_data(ios_data_eng, 0, 3, rowscolumns = 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
In [28]:
print(header_gpd)
['App', 'Category', 'Rating', 'Reviews', 'Size', 'Installs', 'Type', 'Price', 'Content Rating', 'Genres', 'Last Updated', 'Current Ver', 'Android Ver']
In [29]:
#Using the check_eng function we are subsetting the android_clean dataset that 
#contains only english apps.
android_eng = []
for row in android_clean:
    name = row[0]
    if check_eng(name):
        android_eng.append(row)
#Explore the new data set using explore_data function to inspect it.
explore_data(android_eng, 0, 3, rowscolumns = True)
['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']

Number of rows:  9614
Number of columns:  13

Now we can see we have 6183 rows from AppleStore data and 9614 rows for GooglePlayStore data after---

  • removing inaccurate data
  • removing duplicate app entries
  • removing non-English apps
In [30]:
print(header_ios)
print(ios_data[0])
['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']
In [31]:
#Subsetting the ios dataset in respect to free apps, since our company
#makes apps which are free to download and install.
ios_eng_free = []
for row in ios_data_eng:
    price = float(row[4])
    if price == 0:
        ios_eng_free.append(row)
#Explore the dataset
explore_data(ios_eng_free, 0, 3, rowscolumns = 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
In [32]:
print(header_gpd)
print(gpd_data[0])
['App', 'Category', 'Rating', 'Reviews', 'Size', 'Installs', 'Type', 'Price', 'Content Rating', 'Genres', 'Last Updated', 'Current Ver', 'Android Ver']
['Photo Editor & Candy Camera & Grid & ScrapBook', 'ART_AND_DESIGN', '4.1', '159', '19M', '10,000+', 'Free', '0', 'Everyone', 'Art & Design', 'January 7, 2018', '1.0.0', '4.0.3 and up']
In [33]:
#Subsetting the google play store dataset in respect to free apps, since
#our company makes apps which are free to download and install.
android_eng_free = []
#type_column = []
for row in android_eng:
    type = row[6]
    #type_column.append(type)
    if type == 'Free':
        android_eng_free.append(row)
#Explore the dataset
explore_data(android_eng_free, 0, 3, rowscolumns = True)
#print(type_column)
['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']

Number of rows:  8863
Number of columns:  13

Now we can see we have 3222 rows from AppleStore data and 8863 rows for GooglePlayStore data after removing the paid apps' data.

Our end goal is to make apps that can make profit from both Apple Store and Google Play Store. Normally we make a minimal version andriod app for google pla store, if the response from user turn out good, then we make the ios version of it.

In [34]:
print(header_ios)
print(ios_eng_free[:3])
['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']]
In [35]:
# Write a function that take a dataset(list of list) and a cloumn index 
# as inputs and returns a frequency table according to the column.
# The frequencies should also be expressed as percentages
def freq_table(dataset, col_index):
    frequency = {}
    freq_percent = {}
    for row in dataset:
        col_value = row[col_index]
        if col_value not in frequency:
            frequency[col_value] = 1
        else: 
            frequency[col_value] += 1
        freq_percent[col_value] = round((frequency[col_value] / len(dataset))*100, 2)
    return frequency, freq_percent      
In [36]:
# Frequency table for 'prime_genre' column of Apple Store data to find 
#out the most common genre
genre_ios, genre_ios_percent = freq_table(ios_eng_free, 11)
print(genre_ios)
print(genre_ios_percent)
{'Social Networking': 106, 'Photo & Video': 160, 'Games': 1874, 'Music': 66, 'Reference': 18, 'Health & Fitness': 65, 'Weather': 28, 'Utilities': 81, 'Travel': 40, 'Shopping': 84, 'News': 43, 'Navigation': 6, 'Lifestyle': 51, 'Entertainment': 254, 'Food & Drink': 26, 'Sports': 69, 'Book': 14, 'Finance': 36, 'Education': 118, 'Productivity': 56, 'Business': 17, 'Catalogs': 4, 'Medical': 6}
{'Social Networking': 3.29, 'Photo & Video': 4.97, 'Games': 58.16, 'Music': 2.05, 'Reference': 0.56, 'Health & Fitness': 2.02, 'Weather': 0.87, 'Utilities': 2.51, 'Travel': 1.24, 'Shopping': 2.61, 'News': 1.33, 'Navigation': 0.19, 'Lifestyle': 1.58, 'Entertainment': 7.88, 'Food & Drink': 0.81, 'Sports': 2.14, 'Book': 0.43, 'Finance': 1.12, 'Education': 3.66, 'Productivity': 1.74, 'Business': 0.53, 'Catalogs': 0.12, 'Medical': 0.19}
In [37]:
print(header_gpd)
print(android_eng_free[:3])
['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']]
In [38]:
# Frequency table for 'Genres' column of Google Play Store data to find 
#out the most common genre
genre_android, genre_android_percent = freq_table(android_eng_free, 9)
print(genre_android)
print(genre_android_percent)
{'Art & Design': 53, 'Art & Design;Creativity': 6, 'Auto & Vehicles': 82, 'Beauty': 53, 'Books & Reference': 190, 'Business': 407, 'Comics': 54, 'Comics;Creativity': 1, 'Communication': 287, 'Dating': 165, 'Education': 474, 'Education;Creativity': 4, 'Education;Education': 30, 'Education;Pretend Play': 5, 'Education;Brain Games': 3, 'Entertainment': 538, 'Entertainment;Brain Games': 7, 'Entertainment;Creativity': 3, 'Entertainment;Music & Video': 15, 'Events': 63, 'Finance': 328, 'Food & Drink': 110, 'Health & Fitness': 273, 'House & Home': 73, 'Libraries & Demo': 83, 'Lifestyle': 345, 'Lifestyle;Pretend Play': 1, 'Card': 40, 'Arcade': 164, 'Puzzle': 100, 'Racing': 88, 'Sports': 307, 'Casual': 156, 'Simulation': 181, 'Adventure': 60, 'Trivia': 37, 'Action': 275, 'Word': 23, 'Role Playing': 83, 'Strategy': 80, 'Board': 34, 'Music': 18, 'Action;Action & Adventure': 9, 'Casual;Brain Games': 12, 'Educational;Creativity': 3, 'Puzzle;Brain Games': 15, 'Educational;Education': 35, 'Casual;Pretend Play': 21, 'Educational;Brain Games': 6, 'Art & Design;Pretend Play': 1, 'Educational;Pretend Play': 8, 'Entertainment;Education': 1, 'Casual;Education': 2, 'Casual;Creativity': 6, 'Casual;Action & Adventure': 12, 'Music;Music & Video': 2, 'Arcade;Pretend Play': 1, 'Adventure;Action & Adventure': 3, 'Role Playing;Action & Adventure': 3, 'Simulation;Pretend Play': 2, 'Puzzle;Creativity': 2, 'Simulation;Action & Adventure': 7, 'Racing;Action & Adventure': 15, 'Sports;Action & Adventure': 2, 'Educational;Action & Adventure': 3, 'Arcade;Action & Adventure': 11, 'Entertainment;Action & Adventure': 3, 'Art & Design;Action & Adventure': 1, 'Puzzle;Action & Adventure': 3, 'Education;Action & Adventure': 3, 'Strategy;Action & Adventure': 1, 'Music & Audio;Music & Video': 1, 'Health & Fitness;Education': 1, 'Board;Action & Adventure': 2, 'Board;Brain Games': 7, 'Casual;Music & Video': 1, 'Education;Music & Video': 3, 'Role Playing;Pretend Play': 4, 'Entertainment;Pretend Play': 2, 'Medical': 313, 'Social': 236, 'Shopping': 199, 'Photography': 261, 'Travel & Local': 206, 'Travel & Local;Action & Adventure': 1, 'Tools': 749, 'Tools;Education': 1, 'Personalization': 294, 'Productivity': 345, 'Parenting': 44, 'Parenting;Music & Video': 6, 'Parenting;Education': 7, 'Parenting;Brain Games': 1, 'Weather': 71, 'Video Players & Editors': 157, 'Video Players & Editors;Music & Video': 2, 'Video Players & Editors;Creativity': 1, 'News & Magazines': 248, 'Maps & Navigation': 124, 'Health & Fitness;Action & Adventure': 1, 'Educational': 33, 'Casino': 38, 'Trivia;Education': 1, 'Lifestyle;Education': 1, 'Card;Action & Adventure': 1, 'Books & Reference;Education': 1, 'Simulation;Education': 1, 'Puzzle;Education': 1, 'Adventure;Education': 1, 'Role Playing;Brain Games': 1, 'Strategy;Education': 1, 'Racing;Pretend Play': 1, 'Communication;Creativity': 1, 'Strategy;Creativity': 1}
{'Art & Design': 0.6, 'Art & Design;Creativity': 0.07, 'Auto & Vehicles': 0.93, 'Beauty': 0.6, 'Books & Reference': 2.14, 'Business': 4.59, 'Comics': 0.61, 'Comics;Creativity': 0.01, 'Communication': 3.24, 'Dating': 1.86, 'Education': 5.35, 'Education;Creativity': 0.05, 'Education;Education': 0.34, 'Education;Pretend Play': 0.06, 'Education;Brain Games': 0.03, 'Entertainment': 6.07, 'Entertainment;Brain Games': 0.08, 'Entertainment;Creativity': 0.03, 'Entertainment;Music & Video': 0.17, 'Events': 0.71, 'Finance': 3.7, 'Food & Drink': 1.24, 'Health & Fitness': 3.08, 'House & Home': 0.82, 'Libraries & Demo': 0.94, 'Lifestyle': 3.89, 'Lifestyle;Pretend Play': 0.01, 'Card': 0.45, 'Arcade': 1.85, 'Puzzle': 1.13, 'Racing': 0.99, 'Sports': 3.46, 'Casual': 1.76, 'Simulation': 2.04, 'Adventure': 0.68, 'Trivia': 0.42, 'Action': 3.1, 'Word': 0.26, 'Role Playing': 0.94, 'Strategy': 0.9, 'Board': 0.38, 'Music': 0.2, 'Action;Action & Adventure': 0.1, 'Casual;Brain Games': 0.14, 'Educational;Creativity': 0.03, 'Puzzle;Brain Games': 0.17, 'Educational;Education': 0.39, 'Casual;Pretend Play': 0.24, 'Educational;Brain Games': 0.07, 'Art & Design;Pretend Play': 0.01, 'Educational;Pretend Play': 0.09, 'Entertainment;Education': 0.01, 'Casual;Education': 0.02, 'Casual;Creativity': 0.07, 'Casual;Action & Adventure': 0.14, 'Music;Music & Video': 0.02, 'Arcade;Pretend Play': 0.01, 'Adventure;Action & Adventure': 0.03, 'Role Playing;Action & Adventure': 0.03, 'Simulation;Pretend Play': 0.02, 'Puzzle;Creativity': 0.02, 'Simulation;Action & Adventure': 0.08, 'Racing;Action & Adventure': 0.17, 'Sports;Action & Adventure': 0.02, 'Educational;Action & Adventure': 0.03, 'Arcade;Action & Adventure': 0.12, 'Entertainment;Action & Adventure': 0.03, 'Art & Design;Action & Adventure': 0.01, 'Puzzle;Action & Adventure': 0.03, 'Education;Action & Adventure': 0.03, 'Strategy;Action & Adventure': 0.01, 'Music & Audio;Music & Video': 0.01, 'Health & Fitness;Education': 0.01, 'Board;Action & Adventure': 0.02, 'Board;Brain Games': 0.08, 'Casual;Music & Video': 0.01, 'Education;Music & Video': 0.03, 'Role Playing;Pretend Play': 0.05, 'Entertainment;Pretend Play': 0.02, 'Medical': 3.53, 'Social': 2.66, 'Shopping': 2.25, 'Photography': 2.94, 'Travel & Local': 2.32, 'Travel & Local;Action & Adventure': 0.01, 'Tools': 8.45, 'Tools;Education': 0.01, 'Personalization': 3.32, 'Productivity': 3.89, 'Parenting': 0.5, 'Parenting;Music & Video': 0.07, 'Parenting;Education': 0.08, 'Parenting;Brain Games': 0.01, 'Weather': 0.8, 'Video Players & Editors': 1.77, 'Video Players & Editors;Music & Video': 0.02, 'Video Players & Editors;Creativity': 0.01, 'News & Magazines': 2.8, 'Maps & Navigation': 1.4, 'Health & Fitness;Action & Adventure': 0.01, 'Educational': 0.37, 'Casino': 0.43, 'Trivia;Education': 0.01, 'Lifestyle;Education': 0.01, 'Card;Action & Adventure': 0.01, 'Books & Reference;Education': 0.01, 'Simulation;Education': 0.01, 'Puzzle;Education': 0.01, 'Adventure;Education': 0.01, 'Role Playing;Brain Games': 0.01, 'Strategy;Education': 0.01, 'Racing;Pretend Play': 0.01, 'Communication;Creativity': 0.01, 'Strategy;Creativity': 0.01}
In [39]:
#find most popular
def find_most(dictionary):
    key_list = list(dictionary.keys())
    value_list = list(dictionary.values())
    max_value_index = value_list.index(max(value_list))
    max_valued_key = key_list[max_value_index]
    return max_valued_key
    
In [40]:
#find most popular genre in Apple Store
find_most(genre_ios)
Out[40]:
'Games'
In [41]:
#find most popular genre in Google Play Store
find_most(genre_android)
Out[41]:
'Tools'
In [42]:
# Write a function that take a dataset(list of lists) and index as input
#and generate a frquency table using the function freq_table() created 
#earlier and convert the dictionary into a list of tuples and sort it in 
#a decending way. 
def display_table(dataset, index):
    table = freq_table(dataset, index)[1]
#my freq_table() function return a tuple that contains a normal frequency
# and a frequency-percentage, so I'm using indexing here to retrieve the
#frequency-percentage.
    table_display = []
    for key in table:
        key_val_as_tuple = (table[key], key)
        table_display.append(key_val_as_tuple)
    table_sorted = sorted(table_display, reverse = True)  
    for entry in table_sorted:
        print(entry[1], ":", entry[0])
    
In [43]:
print(header_ios)
['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']
In [44]:
header_ios.index('prime_genre')
Out[44]:
11
In [45]:
#use display_table for Apple Store data:
display_table(ios_eng_free, 11)
Games : 58.16
Entertainment : 7.88
Photo & Video : 4.97
Education : 3.66
Social Networking : 3.29
Shopping : 2.61
Utilities : 2.51
Sports : 2.14
Music : 2.05
Health & Fitness : 2.02
Productivity : 1.74
Lifestyle : 1.58
News : 1.33
Travel : 1.24
Finance : 1.12
Weather : 0.87
Food & Drink : 0.81
Reference : 0.56
Business : 0.53
Book : 0.43
Navigation : 0.19
Medical : 0.19
Catalogs : 0.12

The most common genre is "Games" in case of ios free english apps(as we saw earliar) and the second most common genre is "Entertainment". We can see the top five genres are:

              1. Games : 58.16
              2. Entertainment : 7.88
              3. Photo & Video : 4.97
              4. Education : 3.66
              5. Social Networking : 3.29

And the bottom five genres are:

               1.  Business : 0.53
               2. Book : 0.43
               3. Navigation : 0.19
               4. Medical : 0.19
               5. Catalogs : 0.12

They are the least common genere here.

In [46]:
practical = ["Education", "Shopping", "Utilities", "Productivity", "Lifestyle"]
entertainment = ["Games", "Photo & Video", "Social Networking", "Sports", "Music"]
prac_ent = {}
num_of_practical = 0
num_of_entertainment = 0
for genre in genre_ios_percent:
    if genre in practical:
        num_of_practical += genre_ios_percent[genre]
    if genre in entertainment:
        num_of_entertainment += genre_ios_percent[genre]

print("The percentage of using apps for practical purpose:", num_of_practical)        
print("The percentage of using apps for entertainment:", num_of_entertainment)        
               
The percentage of using apps for practical purpose: 12.1
The percentage of using apps for entertainment: 70.61

Peaple are used to using apps for entertainment purpose more than 5 times than the practical puposes. I will recommend to make apps in game genre for Apple Store market.

In [47]:
print(header_gpd)
['App', 'Category', 'Rating', 'Reviews', 'Size', 'Installs', 'Type', 'Price', 'Content Rating', 'Genres', 'Last Updated', 'Current Ver', 'Android Ver']
In [48]:
print(header_gpd.index('Genres'))
9
In [49]:
#using diplay_table() for Google Play store data:('Genres') column
display_table(android_eng_free, 9)
Tools : 8.45
Entertainment : 6.07
Education : 5.35
Business : 4.59
Productivity : 3.89
Lifestyle : 3.89
Finance : 3.7
Medical : 3.53
Sports : 3.46
Personalization : 3.32
Communication : 3.24
Action : 3.1
Health & Fitness : 3.08
Photography : 2.94
News & Magazines : 2.8
Social : 2.66
Travel & Local : 2.32
Shopping : 2.25
Books & Reference : 2.14
Simulation : 2.04
Dating : 1.86
Arcade : 1.85
Video Players & Editors : 1.77
Casual : 1.76
Maps & Navigation : 1.4
Food & Drink : 1.24
Puzzle : 1.13
Racing : 0.99
Role Playing : 0.94
Libraries & Demo : 0.94
Auto & Vehicles : 0.93
Strategy : 0.9
House & Home : 0.82
Weather : 0.8
Events : 0.71
Adventure : 0.68
Comics : 0.61
Beauty : 0.6
Art & Design : 0.6
Parenting : 0.5
Card : 0.45
Casino : 0.43
Trivia : 0.42
Educational;Education : 0.39
Board : 0.38
Educational : 0.37
Education;Education : 0.34
Word : 0.26
Casual;Pretend Play : 0.24
Music : 0.2
Racing;Action & Adventure : 0.17
Puzzle;Brain Games : 0.17
Entertainment;Music & Video : 0.17
Casual;Brain Games : 0.14
Casual;Action & Adventure : 0.14
Arcade;Action & Adventure : 0.12
Action;Action & Adventure : 0.1
Educational;Pretend Play : 0.09
Simulation;Action & Adventure : 0.08
Parenting;Education : 0.08
Entertainment;Brain Games : 0.08
Board;Brain Games : 0.08
Parenting;Music & Video : 0.07
Educational;Brain Games : 0.07
Casual;Creativity : 0.07
Art & Design;Creativity : 0.07
Education;Pretend Play : 0.06
Role Playing;Pretend Play : 0.05
Education;Creativity : 0.05
Role Playing;Action & Adventure : 0.03
Puzzle;Action & Adventure : 0.03
Entertainment;Creativity : 0.03
Entertainment;Action & Adventure : 0.03
Educational;Creativity : 0.03
Educational;Action & Adventure : 0.03
Education;Music & Video : 0.03
Education;Brain Games : 0.03
Education;Action & Adventure : 0.03
Adventure;Action & Adventure : 0.03
Video Players & Editors;Music & Video : 0.02
Sports;Action & Adventure : 0.02
Simulation;Pretend Play : 0.02
Puzzle;Creativity : 0.02
Music;Music & Video : 0.02
Entertainment;Pretend Play : 0.02
Casual;Education : 0.02
Board;Action & Adventure : 0.02
Video Players & Editors;Creativity : 0.01
Trivia;Education : 0.01
Travel & Local;Action & Adventure : 0.01
Tools;Education : 0.01
Strategy;Education : 0.01
Strategy;Creativity : 0.01
Strategy;Action & Adventure : 0.01
Simulation;Education : 0.01
Role Playing;Brain Games : 0.01
Racing;Pretend Play : 0.01
Puzzle;Education : 0.01
Parenting;Brain Games : 0.01
Music & Audio;Music & Video : 0.01
Lifestyle;Pretend Play : 0.01
Lifestyle;Education : 0.01
Health & Fitness;Education : 0.01
Health & Fitness;Action & Adventure : 0.01
Entertainment;Education : 0.01
Communication;Creativity : 0.01
Comics;Creativity : 0.01
Casual;Music & Video : 0.01
Card;Action & Adventure : 0.01
Books & Reference;Education : 0.01
Art & Design;Pretend Play : 0.01
Art & Design;Action & Adventure : 0.01
Arcade;Pretend Play : 0.01
Adventure;Education : 0.01

We can see the most common genre in google play store is "Tools", the second most common is "Entertainment". Third most common is "Education" which is different from the AppleStore scenerio. Here the practical puposes-apps are also in good position in this market.

In [50]:
#using diplay_table() for Google Play store data:('Category') column
display_table(android_eng_free, 1)
FAMILY : 18.9
GAME : 9.73
TOOLS : 8.46
BUSINESS : 4.59
LIFESTYLE : 3.9
PRODUCTIVITY : 3.89
FINANCE : 3.7
MEDICAL : 3.53
SPORTS : 3.4
PERSONALIZATION : 3.32
COMMUNICATION : 3.24
HEALTH_AND_FITNESS : 3.08
PHOTOGRAPHY : 2.94
NEWS_AND_MAGAZINES : 2.8
SOCIAL : 2.66
TRAVEL_AND_LOCAL : 2.34
SHOPPING : 2.25
BOOKS_AND_REFERENCE : 2.14
DATING : 1.86
VIDEO_PLAYERS : 1.79
MAPS_AND_NAVIGATION : 1.4
FOOD_AND_DRINK : 1.24
EDUCATION : 1.16
ENTERTAINMENT : 0.96
LIBRARIES_AND_DEMO : 0.94
AUTO_AND_VEHICLES : 0.93
HOUSE_AND_HOME : 0.82
WEATHER : 0.8
EVENTS : 0.71
PARENTING : 0.65
ART_AND_DESIGN : 0.64
COMICS : 0.62
BEAUTY : 0.6

Now we can see from 'Category' columns of the google play store , the "Family" is the most common category here, the second most common is "Game" that is approximate scenerio in Apple Store("Games" is the most common genre here). Besides this, "Business", "Medical","Finance", " LifeStyle" etc. category hold a good position in this market.

Our company should make Gaming, Educational and, Tools and Social networking type gmaes mostly for both market.

In [51]:
avg_user_rating_per_genre = {}
for genre in genre_ios_percent:
    total = 0
    len_genre = 0
    for row in ios_eng_free:
        genre_app = row[11]
        if genre_app == genre:
            n_ratings = float(row[5])
            total += n_ratings
            len_genre += 1
    avg_rating = total / len_genre
    print(genre, ":", avg_rating)
    avg_user_rating_per_genre[genre] = avg_rating
            
Social Networking : 71548.34905660378
Photo & Video : 28441.54375
Games : 22788.6696905016
Music : 57326.530303030304
Reference : 74942.11111111111
Health & Fitness : 23298.015384615384
Weather : 52279.892857142855
Utilities : 18684.456790123455
Travel : 28243.8
Shopping : 26919.690476190477
News : 21248.023255813954
Navigation : 86090.33333333333
Lifestyle : 16485.764705882353
Entertainment : 14029.830708661417
Food & Drink : 33333.92307692308
Sports : 23008.898550724636
Book : 39758.5
Finance : 31467.944444444445
Education : 7003.983050847458
Productivity : 21028.410714285714
Business : 7491.117647058823
Catalogs : 4004.0
Medical : 612.0
In [52]:
#Write a function which sort a dictionary.
def sort_a_dictionary(dictionary):
    dict_list = []
    for key in dictionary:
        key_val_as_tuple = (dictionary[key], key)
        dict_list.append(key_val_as_tuple)
        dict_sorted = sorted(dict_list, reverse = True)  
    for entry in dict_sorted:
        print(entry[1], ":", entry[0])
In [53]:
sort_a_dictionary( avg_user_rating_per_genre)
Navigation : 86090.33333333333
Reference : 74942.11111111111
Social Networking : 71548.34905660378
Music : 57326.530303030304
Weather : 52279.892857142855
Book : 39758.5
Food & Drink : 33333.92307692308
Finance : 31467.944444444445
Photo & Video : 28441.54375
Travel : 28243.8
Shopping : 26919.690476190477
Health & Fitness : 23298.015384615384
Sports : 23008.898550724636
Games : 22788.6696905016
News : 21248.023255813954
Productivity : 21028.410714285714
Utilities : 18684.456790123455
Lifestyle : 16485.764705882353
Entertainment : 14029.830708661417
Business : 7491.117647058823
Education : 7003.983050847458
Catalogs : 4004.0
Medical : 612.0

After sorting average user rating per genre, we can see "Navigation" genre has the most average user rating but it was one of the least common genres in the Apple Store. So, if we consider the commonness and user rating both I think we should focus on making "Social Networking" or "Music" apps for ios market.

Now I am recommending Social networking app in according to total user ratings.

In [54]:
display_table(android_eng_free, 5)#Installs column
1,000,000+ : 15.73
100,000+ : 11.55
10,000,000+ : 10.55
10,000+ : 10.2
1,000+ : 8.39
100+ : 6.92
5,000,000+ : 6.83
500,000+ : 5.56
50,000+ : 4.77
5,000+ : 4.51
10+ : 3.54
500+ : 3.25
50,000,000+ : 2.3
100,000,000+ : 2.13
50+ : 1.92
5+ : 0.79
1+ : 0.51
500,000,000+ : 0.27
1,000,000,000+ : 0.23
0+ : 0.05
In [55]:
category_freq = freq_table(android_eng_free, 1)[1] 
print(category_freq)
{'ART_AND_DESIGN': 0.64, 'AUTO_AND_VEHICLES': 0.93, 'BEAUTY': 0.6, 'BOOKS_AND_REFERENCE': 2.14, 'BUSINESS': 4.59, 'COMICS': 0.62, 'COMMUNICATION': 3.24, 'DATING': 1.86, 'EDUCATION': 1.16, 'ENTERTAINMENT': 0.96, 'EVENTS': 0.71, 'FINANCE': 3.7, 'FOOD_AND_DRINK': 1.24, 'HEALTH_AND_FITNESS': 3.08, 'HOUSE_AND_HOME': 0.82, 'LIBRARIES_AND_DEMO': 0.94, 'LIFESTYLE': 3.9, 'GAME': 9.73, 'FAMILY': 18.9, 'MEDICAL': 3.53, 'SOCIAL': 2.66, 'SHOPPING': 2.25, 'PHOTOGRAPHY': 2.94, 'SPORTS': 3.4, 'TRAVEL_AND_LOCAL': 2.34, 'TOOLS': 8.46, 'PERSONALIZATION': 3.32, 'PRODUCTIVITY': 3.89, 'PARENTING': 0.65, 'WEATHER': 0.8, 'VIDEO_PLAYERS': 1.79, 'NEWS_AND_MAGAZINES': 2.8, 'MAPS_AND_NAVIGATION': 1.4}
In [56]:
avg_install_per_category = {}
for cat in category_freq:
    total = 0
    len_cat = 0
    for row in android_eng_free:
        cat_app = row[1]
        if cat_app == cat:
            n_installs = row[5].replace(",", "")
            n_installs = float(n_installs.replace("+", ""))
            total += n_installs
            len_cat += 1
            
    avg_install = total / len_cat
    print(cat, ":", avg_install)
    avg_install_per_category[cat] = avg_install
#this "avg_install" is a dictionary that contains categories as keys and
# average_installation number per category as values.
          
       
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 : 3697848.1731343283
MEDICAL : 120550.61980830671
SOCIAL : 23253652.127118643
SHOPPING : 7036877.311557789
PHOTOGRAPHY : 17840110.40229885
SPORTS : 3638640.1428571427
TRAVEL_AND_LOCAL : 13984077.710144928
TOOLS : 10801391.298666667
PERSONALIZATION : 5201482.6122448975
PRODUCTIVITY : 16787331.344927534
PARENTING : 542603.6206896552
WEATHER : 5074486.197183099
VIDEO_PLAYERS : 24727872.452830188
NEWS_AND_MAGAZINES : 9549178.467741935
MAPS_AND_NAVIGATION : 4056941.7741935486
In [57]:
sort_a_dictionary(avg_install_per_category)
COMMUNICATION : 38456119.167247385
VIDEO_PLAYERS : 24727872.452830188
SOCIAL : 23253652.127118643
PHOTOGRAPHY : 17840110.40229885
PRODUCTIVITY : 16787331.344927534
GAME : 15588015.603248259
TRAVEL_AND_LOCAL : 13984077.710144928
ENTERTAINMENT : 11640705.88235294
TOOLS : 10801391.298666667
NEWS_AND_MAGAZINES : 9549178.467741935
BOOKS_AND_REFERENCE : 8767811.894736841
SHOPPING : 7036877.311557789
PERSONALIZATION : 5201482.6122448975
WEATHER : 5074486.197183099
HEALTH_AND_FITNESS : 4188821.9853479853
MAPS_AND_NAVIGATION : 4056941.7741935486
FAMILY : 3697848.1731343283
SPORTS : 3638640.1428571427
ART_AND_DESIGN : 1986335.0877192982
FOOD_AND_DRINK : 1924897.7363636363
EDUCATION : 1833495.145631068
BUSINESS : 1712290.1474201474
LIFESTYLE : 1437816.2687861272
FINANCE : 1387692.475609756
HOUSE_AND_HOME : 1331540.5616438356
DATING : 854028.8303030303
COMICS : 817657.2727272727
AUTO_AND_VEHICLES : 647317.8170731707
LIBRARIES_AND_DEMO : 638503.734939759
PARENTING : 542603.6206896552
BEAUTY : 513151.88679245283
EVENTS : 253542.22222222222
MEDICAL : 120550.61980830671

Here we see the two top most installed categories in google play store are "Communication" and "Social" , those was neither of the most common categories nor the least common categories.

Conclusion:

Our company makes free apps for english lagnuage oriented people.So our goal is to make apps which are gonna used by more people, So, We should focus on making "Social Networking" / "Social-Communication" apps like facebook, whatsapp, messenger etc. for both Apple Store and Google Play Store.