In [1]:
from urllib2 import Request, urlopen, HTTPError
from urlparse import urlunparse, urlparse
import json 
import pandas as pd
from matplotlib import pyplot as plt
import requests

In [2]:
from bs4 import BeautifulSoup
import urllib

Step 1 Get the links of different app categories on iTunes.


In [4]:
r = urllib.urlopen('https://itunes.apple.com/us/genre/ios-books/id6018?mt=8').read()
soup = BeautifulSoup(r)
print type(soup)


<class 'bs4.BeautifulSoup'>

In [5]:
all_categories = soup.find_all("div", class_="nav")
category_url = all_categories[0].find_all(class_ = "top-level-genre")
categories_url = pd.DataFrame()
for itm in category_url:
    category = itm.get_text()
    url = itm.attrs['href']
    d = {'category':[category], 'url':[url]}
    df = pd.DataFrame(d)
    categories_url = categories_url.append(df, ignore_index = True)
print categories_url


                  category                                                url
0                    Books  https://itunes.apple.com/us/genre/ios-books/id...
1                 Business  https://itunes.apple.com/us/genre/ios-business...
2                 Catalogs  https://itunes.apple.com/us/genre/ios-catalogs...
3                Education  https://itunes.apple.com/us/genre/ios-educatio...
4            Entertainment  https://itunes.apple.com/us/genre/ios-entertai...
5                  Finance  https://itunes.apple.com/us/genre/ios-finance/...
6             Food & Drink  https://itunes.apple.com/us/genre/ios-food-dri...
7                    Games  https://itunes.apple.com/us/genre/ios-games/id...
8         Health & Fitness  https://itunes.apple.com/us/genre/ios-health-f...
9                Lifestyle  https://itunes.apple.com/us/genre/ios-lifestyl...
10  Magazines & Newspapers  https://itunes.apple.com/us/genre/ios-magazine...
11                 Medical  https://itunes.apple.com/us/genre/ios-medical/...
12                   Music  https://itunes.apple.com/us/genre/ios-music/id...
13              Navigation  https://itunes.apple.com/us/genre/ios-navigati...
14                    News  https://itunes.apple.com/us/genre/ios-news/id6...
15           Photo & Video  https://itunes.apple.com/us/genre/ios-photo-vi...
16            Productivity  https://itunes.apple.com/us/genre/ios-producti...
17               Reference  https://itunes.apple.com/us/genre/ios-referenc...
18                Shopping  https://itunes.apple.com/us/genre/ios-shopping...
19       Social Networking  https://itunes.apple.com/us/genre/ios-social-n...
20                  Sports  https://itunes.apple.com/us/genre/ios-sports/i...
21                Stickers  https://itunes.apple.com/us/genre/ios-stickers...
22                  Travel  https://itunes.apple.com/us/genre/ios-travel/i...
23               Utilities  https://itunes.apple.com/us/genre/ios-utilitie...
24                 Weather  https://itunes.apple.com/us/genre/ios-weather/...

In [6]:
categories_url['url'][0]


Out[6]:
'https://itunes.apple.com/us/genre/ios-books/id6018?mt=8'

Step2 Get the links for all popular apps of different catigories on iTunes.


In [7]:
def extract_apps(url):
    r = urllib.urlopen(url).read()
    soup = BeautifulSoup(r)
    apps = soup.find_all("div", class_="column")
    apps_link = apps[0].find_all('a')
    column_first = pd.DataFrame()
    for itm in apps_link:
        app_name = itm.get_text()
        url = itm.attrs['href']
        d = {'category':[app_name], 'url':[url]}
        df = pd.DataFrame(d)
        column_first = column_first.append(df, ignore_index = True)
    apps_link2 = apps[1].find_all('a')
    column_second = pd.DataFrame()
    for itm in apps_link2:
        app_name = itm.get_text()
        url = itm.attrs['href']
        d = {'category':[app_name], 'url':[url]}
        df = pd.DataFrame(d)
        column_second = column_second.append(df, ignore_index = True)
    apps_link3 = apps[2].find_all('a')
    column_last = pd.DataFrame()
    for itm in apps_link3:
        app_name = itm.get_text()
        url = itm.attrs['href']
        d = {'category':[app_name], 'url':[url]}
        df = pd.DataFrame(d)
        column_last = column_last.append(df, ignore_index = True)
    Final_app_link = pd.DataFrame()
    Final_app_link = Final_app_link.append(column_first, ignore_index = True)
    Final_app_link = Final_app_link.append(column_second, ignore_index = True)
    Final_app_link = Final_app_link.append(column_last, ignore_index = True)
    return Final_app_link

In [8]:
app_url = pd.DataFrame()
for itm in categories_url['url']:
    apps = extract_apps(itm)
    app_url = app_url.append(apps, ignore_index = True)

In [9]:
app_url['url'][0]


Out[9]:
'https://itunes.apple.com/us/app/kindle-read-ebooks-magazines-textbooks/id302584613?mt=8'

Step3 Extract the information for all popular apps.


In [217]:
def get_content(url):
    r = urllib.urlopen(url).read()
    soup = BeautifulSoup(r)
    des = soup.find_all('div', id = "content")
    apps = soup.find_all("div", class_="lockup product application")
    rate = soup.find_all("div", class_="extra-list customer-ratings")
    dic = []
    global app_name, descript, link, price, category, current_rate, current_count, total_count, total_rate, seller,mul_dev,mul_lang,new_ver_des
    for itm in des:
        try:
            descript = itm.find_all('div',{'class':"product-review"})[0].get_text().strip().split('\n')[2].encode('utf-8')
        except:
            descript = ''
        try:
            new_ver_des = itm.find_all('div',{'class':"product-review"})[1].get_text().strip().split('\n')[2].encode('utf-8')
        except:
            new_ver_des = ''
        try:
            app_name = itm.find_all('div',{'class':"left" })[0].get_text().split('\n')[1]
        except:
            app_name = ''
    for itm in apps:
        category = itm.find_all('span',{'itemprop':"applicationCategory" })[0].get_text()
        price = itm.find_all('div',{'class':"price" })[0].get_text() 
        link = itm.a["href"]
        seller = itm.find_all("span", itemprop="name")[0].get_text()
        try:
            device = itm.find_all("span", itemprop="operatingSystem")[0].get_text()
            if 'and' in device.lower():
                mul_dev = 'Y'
            else:
                mul_dev = "N"
        except:
            mul_dev = "N"
        try:
            lang = itm.find_all("li",class_ = "language")[0].get_text().split(',')
            if len(lang) >1:
                mul_lang = "Y"
            else:
                mul_lang = "N"
        except:
            mul_lang = "N"
    for itm in rate:
        try:
            current_rate = itm.find_all('span',{'itemprop':"ratingValue"})[0].get_text()
        except:
            current_rate = ''
        try:
            current_count = itm.find_all('span',{'itemprop':"reviewCount"})[0].get_text()
        except:
            current_count = ''
        try:
            total_count = itm.find_all('span',{'class':"rating-count"})[1].get_text()
        except:
            try:
                total_count = itm.find_all('span',{'class':"rating-count"})[0].get_text()
            except:
                total_count = ''
        try:
            total_rate = itm.find_all('div', class_="rating",itemprop = False)[0]['aria-label'].split(',')[0]
        except:
            total_rate = ''
    for i in range(3):
        try:
            globals()['user_{0}'.format(i)] = soup.find_all("div", class_="customer-reviews")[0].find_all("span", class_='user-info')[i].get_text().strip( ).split('  ')[-1]
        except:
            globals()['user_{0}'.format(i)] = ''
        try:
            globals()['star_{0}'.format(i)] = soup.find_all("div", class_="customer-reviews")[0].find_all("div", class_="rating")[i]['aria-label']
        except:
            globals()['star_{0}'.format(i)] = ''
        try:
            globals()['comm_{0}'.format(i)] = soup.find_all("div", class_="customer-reviews")[0].find_all("p", class_="content")[i].get_text()
        except:
            globals()['comm_{0}'.format(i)] = ''
       
    dic.append({'app':app_name,'link':link, 'price':price,'category':category,'current rating':current_rate, 
                'current reviews':current_count,'overall rating':total_rate,'overall reviews':total_count,
                'description':descript,'seller':seller,'multiple languages':mul_lang,
                'multiple devices':mul_dev,'new version description':new_ver_des,'user 1':user_0,
                'rate 1':star_0,'comment 1':comm_0,'user 2':user_1,'rate 2':star_1,'comment 2':comm_1,
                'user 3':user_2,'rate 3':star_2,'comment 3':comm_2})
    dic = pd.DataFrame(dic)
    return dic

In [ ]:
full_content = pd.DataFrame()
for itm in app_url['url']:
    content = get_content(itm)
    full_content = full_content.append(content, ignore_index = True)

In [221]:
full_content


Out[221]:
app category comment 1 comment 2 comment 3 current rating current reviews description link multiple devices ... overall rating overall reviews price rate 1 rate 2 rate 3 seller user 1 user 2 user 3
0 Kindle – Read eBooks, Magazines & Textbooks Books \n Please focus on reading and listening ex... \n I can't believe they added a clock in th... \n You guys did an amazing job updating it ... 2.65152 66 Ratings Turn your iPhone or iPad into a Kindle with th... https://itunes.apple.com/us/app/kindle-read-eb... Y ... 3 and a half stars 245670 Ratings Free 2 stars 1 star 5 stars AMZN Mobile LLC LambdaExpression Lorring Prellvis
1 Audible – audio books, original series & podcasts Books \n It's very enjoyable to be able to listen... \n Works great 99% of the time. When it did... \n Audiobooks are a little bit expensive, b... 4.65113 1995 Ratings Welcome to Audible. We’re an Amazon company, a... https://itunes.apple.com/us/app/audible-audio-... Y ... 4 stars 100917 Ratings Free 3 stars 5 stars 5 stars Audible, Inc. Smuckitelly Scorchedterra vtalbot
2 Wattpad - Free Books and eBook Reader Books \n I am absolutely *in love* with Wattpad. ... \n I love this app sooo much I won't be abl... \n I love wattpad! I really do! It's my fav... 4.59425 313 Ratings Discover Wattpad:At Wattpad, we’re connecting ... https://itunes.apple.com/us/app/wattpad-free-b... Y ... 4 and a half stars 236764 Ratings Free 3 stars 4 stars 5 stars Wattpad Corp dg2017xx RedPandaWorld Kajdisksn
3 NOOK - Read Books, Magazines, Newspapers & Comics Books \n I would give it 5 stars if the App would... \n Glad to have Nook on my iPad but wish ma... \n I love reading books electronically. Hav... 4.33955 1072 Ratings Get the FREE NOOK Reading App for your iPad, i... https://itunes.apple.com/us/app/nook-read-book... Y ... 4 stars 55593 Ratings Free 4 stars 3 stars 3 stars Barnes&Noble Morgan737364737 Too old to tap Rstocky7
4 HOOKED - Chat Stories Books \n Keeps you on the edge of your seat. If y... \n It's a great app and I love the chills (... \n I just got through the first three parte... 4.54263 129 Ratings HOOKED lets you read amazing chat stories FREE... https://itunes.apple.com/us/app/hooked-chat-st... Y ... 4 and a half stars 28004 Ratings Free 4 stars 2 stars 4 stars Telepathic Inc. 100% Honest Feedback Abbidon Gangrel_Bloodfang
5 OverDrive – Library eBooks and Audiobooks Books \n I don't ever write reviews, but I derive... \n Love this app. With two kids, this makes... \n I listen to audiobooks from overdrive on... 4.35417 48 Ratings Borrow eBooks, audiobooks, and streaming video... https://itunes.apple.com/us/app/overdrive-libr... Y ... 4 stars 63047 Ratings Free 5 stars 5 stars 3 stars OverDrive, Inc. Blasterbob Morbidity, Revisited Ginastudysmart
6 Goodreads – Book Recommendations and Reviews Books \n I like tracking the books I've read. I a... \n Great app for book readers. Have no comp... \n I had to use goodreads in a class to kee... 4.51875 160 Ratings Discover and share books you love on Goodreads... https://itunes.apple.com/us/app/goodreads-book... Y ... 4 and a half stars 52969 Ratings Free 5 stars 4 stars 5 stars Goodreads, Inc Zanykfc Blueocean7 GotSomeSplaining
7 Google Play Books - Books & Comics Books \n This is the WORST Ereader I have ever us... \n Updated Updated Review: The latest updat... \n Google Play Books has an incredible sele... 4.53308 1058 Ratings With Google Play Books for iOS start reading t... https://itunes.apple.com/us/app/google-play-bo... Y ... 3 stars 11437 Ratings Free 1 star 1 star 1 star Google, Inc. attyjames schoowa John Hahn
8 Scribd - Books, audiobooks, magazines, documents Books \n Scribd is a fairly good service (now onl... \n I really like this app but I just don't ... 3.85714 7 Ratings Are you ready for access to the best books, au... https://itunes.apple.com/us/app/scribd-books-a... Y ... 4 and a half stars 11990 Ratings Free 4 stars 4 stars Scribd bfchris Pata17931
9 Audiobooks Books \n I had it on my iPhone 2, my iPhone 4 and... \n I really really like this app and I use ... \n I love this app and have used it for abo... 3.55224 67 Ratings Thousands of FREE audiobooks await. Whether yo... https://itunes.apple.com/us/app/audiobooks/id3... Y ... 3 stars 49154 Ratings Free 5 stars 4 stars 3 stars Cross Forward Consulting, LLC Ambjg 123Meier Nikravesous
10 Marvel Comics Books \n I've been using this app for a couple of... \n A digital comic is not the same as the p... \n Marvel has made an app where I can read ... 2.64516 31 Ratings Introducing the MARVEL COMICS app, a revolutio... https://itunes.apple.com/us/app/marvel-comics/... Y ... 3 and a half stars 41114 Ratings Free 1 star 3 stars 5 stars Marvel Entertainment Skinnydad Digital vs. Printed The coolest Aidan
11 Audio Books by Audiobooks Books \n And audiobooks are great for my busy lif... \n I live on the outskirts of Los Angeles a... \n Love this app for listening to my favori... 4.82 50 Ratings The hottest titles, the coolest features, and ... https://itunes.apple.com/us/app/audio-books-by... Y ... 4 and a half stars 19798 Ratings Free 5 stars 5 stars 5 stars Simply Audiobooks Inc. IssyPooh Chloececiliajonas Jkitten12
12 Tips & Tricks - Secrets for iPhone (Free Edition) Books \n News feeds of info about Apple products,... \n I'm always finding something new on this... \n App looks interesting and might have som... 3.83333 12 Ratings This is the App that should come installed on ... https://itunes.apple.com/us/app/tips-tricks-se... Y ... 3 stars 70263 Ratings Free 4 stars 5 stars 1 star Intelligenti Ltd Beep2014 Leese' Blue Zebram
13 The Holy Bible - King James Version Books \n I love this Bible app and use it daily. ... \n This Bible app is a blessing. The fact t... \n The only thing that could possibly impro... 4.0 22 Ratings The Holy Bible - King James Version is a beaut... https://itunes.apple.com/us/app/the-holy-bible... Y ... 4 and a half stars 22095 Ratings Free 3 stars 5 stars 5 stars Tecarta, Inc. Omninico A Senior Pastor slward78
14 Kobo Reading App – Read Books Books \n The new update is terrible. It takes for... \n Please go back to allowing purchases dir... \n interface is worse than ibooks in every ... 3.25 8 Ratings Millions of readers love Kobo! Join them today... https://itunes.apple.com/us/app/kobo-reading-a... Y ... 3 stars 47793 Ratings Free 1 star 4 stars 2 stars Kobo Inc. Poor design. Jenny4OU Eopidiakiakioll1234321
15 Barnes & Noble Books \n I love BN with everything in me. However... \n If I wanted a web app, I'd use your mobi... \n I downloaded the app today because I sig... 1.32292 96 Ratings Put the World’s Largest Bookstore on your iPho... https://itunes.apple.com/us/app/barnes-noble/i... Y ... 3 and a half stars 40835 Ratings Free 2 stars 1 star 1 star Barnes&Noble SincerelyKaySea someone929292 Rochesterjeff
16 18,000 COOL JOKES FREE Books \n It's hard to tell whether this app is wo... \n I used to love this app, then I got an u... \n Jokes in this app are not that great. A ... 3.21429 154 Ratings World's most admired jokes app for over 4 year... https://itunes.apple.com/us/app/18-000-cool-jo... Y ... 3 stars 87163 Ratings Free 3 stars 1 star 1 star Objectified Apps LLC RonG69 Quantamamalee D's Kitten
17 Free Books - Ultimate Classics Library Books \n First, this app has little relationship ... \n Nearly all the books lack any sort of de... \n After latest update they improved many t... 2.45545 101 Ratings All books to read completely for FREE.This leg... https://itunes.apple.com/us/app/free-books-ult... Y ... 4 stars 20353 Ratings Free 1 star 1 star 5 stars Digital Press Publishing, s.r.o. Sodapop04282us Autsy Newporter1406
18 Color Therapy Free Adult Coloring Book for Adults Books \n After reviewing the lengthy list of apps... \n For the most part I enjoy the wide varie... \n This app is fantastic. They constantly a... 4.70906 629 Ratings Color Therapy is #1 Adult Coloring App/Book in... https://itunes.apple.com/us/app/color-therapy-... Y ... 5 stars 82372 Ratings Free 5 stars 4 stars 5 stars Miinu Limited NotedSinger Cat'Isha ArwenEvenStar2
19 Weird But True Books \n Well lots of people (including me) are s... \n Personally, I love the weird but true bo... \n You only get a few facts to start with. ... 2.48387 155 Ratings * Winner of Spring 2012 Parents’ Choice Funstu... https://itunes.apple.com/us/app/weird-but-true... Y ... 3 and a half stars 1674 Ratings Free 1 star 2 stars 1 star National Geographic Society Lilbudderlover PeakA&Pals Emerasd
20 Weird Facts 1000! Fun, Random, Interesting, Tr... Books \n I got this app probably five years ago, ... \n I just got this app and I already love i... \n I love reading all these facts. I came a... 3.99301 143 Ratings Tons of cool, weird, useless, odd & awesome fu... https://itunes.apple.com/us/app/weird-facts-10... Y ... 3 and a half stars 4248 Ratings Free 5 stars 5 stars 5 stars Michael Quach chefmav Awarren79 Oopsys said...
21 DC Comics Books \n ******************Update****************... \n The reader part of this application is g... \n I use the app the catch up on books that... 3.06897 29 Ratings DC Entertainment is one of the largest English... https://itunes.apple.com/us/app/dc-comics/id37... Y ... 3 and a half stars 11945 Ratings Free 1 star 2 stars 5 stars DC Entertainment Drak82 Paul in NY K3vinP1
22 eBook Search - Free books for iBooks and more Books \n Just began using this app; so far I've b... \n I've looked for an app that lets me sear... \n Easy to use, lots of books, several down... 4.40909 88 Ratings ***** Over 4,300 5-star ratingsIf you’d like a... https://itunes.apple.com/us/app/ebook-search-f... Y ... 4 and a half stars 3029 Ratings Free 5 stars 4 stars 5 stars Inkstone Software, Inc. Tony48greenbay Galen Bradwarden Hfs furthers
23 Love Quotes and Sayings! Daily Romantic Valent... Books \n This app isn't a game, but it's very gre... \n I've had this app for a long time, and I... \n You won't imagine how great this app is.... 4.28571 35 Ratings Best Love Quotes at your fingertips!Want to in... https://itunes.apple.com/us/app/love-quotes-sa... Y ... 3 stars 19149 Ratings Free 5 stars 3 stars 5 stars Michael Quach cmrdauer Kofo.Z Luee Jay
24 Ebook Reader Books \n I love that I can send a copy of my Eboo... \n I tried to open a pdf file from google d... \n Does what it's supposed to do, and is fr... 4.0 34 Ratings eBooks.com's Ebook Reader lets you read your f... https://itunes.apple.com/us/app/ebook-reader/i... Y ... 3 stars 4635 Ratings Free 5 stars 3 stars 3 stars Ebooks.com Limited Liz_Mic HeylinEclipse mighty roxtard
25 Books - 23,469 Classics To Go. The Ultimate Eb... Books \n Months later, still not fixed. The devel... \n My review is exactly like the first one.... \n This app is as close to perfection as yo... 2.98276 58 Ratings Like reading? Fire up our Books app and downlo... https://itunes.apple.com/us/app/books-23-469-c... Y ... 3 and a half stars 10525 Ratings Free 1 star 5 stars 5 stars Digital Press Publishing, s.r.o. FishyFlake Hnysbny Chrisgrey39
26 Tips for iPhone - Tricks & Secrets Books \n If this app told me the recipe to cure c... \n Understandably easy quick tips to help y... \n This app offers some nice tips and trick... 3.33929 112 Ratings ** If you are experiencing issues after updati... https://itunes.apple.com/us/app/tips-for-iphon... Y ... 4 stars 3430 Ratings Free 2 stars 5 stars 5 stars 3ight LLC Sky Blue G Phen!x Adameze
27 Hoopla Digital Books \n I love that my library grants access to ... \n I guess it's an okay compromise when you... \n I like this app overall, primarily becau... 4.00575 522 Ratings Instantly borrow free digital movies, music, e... https://itunes.apple.com/us/app/hoopla-digital... Y ... 4 stars 5329 Ratings Free 3 stars 3 stars 4 stars Midwest Tape LLC Real Newbie Dude0u812 River.Phoenix
28 MeeGenius Children’s Books: Storybooks + Song... Books \n The craters of this app are so thoughtfu... \n Worked for a short period of time. Then ... \n App kept crashing but customer support w... 3.71233 73 Ratings Nurture your child’s love for reading with thi... https://itunes.apple.com/us/app/meegenius-chil... Y ... 4 stars 2803 Ratings Free 5 stars 2 stars 3 stars MeeGenius, Inc. Loveee rhadielys ericscottadams Deetttt
29 Manga Storm - The Ultimate Manga Reader Books \n If you're looking for a Manga Reader, lo... \n A side note to those, complaining that y... \n Anyone who's a fan of manga should get t... 4.86347 542 Ratings Looking for a nice app to *Read* and *Follow* ... https://itunes.apple.com/us/app/manga-storm-th... Y ... 4 and a half stars 18995 Ratings Free 5 stars 5 stars 5 stars Work Corner Company Limited Orcuh Somedude90 Bookster64
... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...
5970 KOCO 5 News First Alert Weather Weather The all-new KOCO 5 News First Alert Weather Ap... https://itunes.apple.com/us/app/koco-5-news-fi... Y ... 2 and a half stars 19 Ratings Free Hearst Television
5971 WSMV WX Weather WSMV Weather is proud to announce a full featu... https://itunes.apple.com/us/app/wsmv-wx/id6284... Y ... 2 and a half stars 50 Ratings Free WSMV Digital Media LLC
5972 WSOC-TV Channel 9 Weather App Weather Chief Meteorologist Steve Udelson and Severe W... https://itunes.apple.com/us/app/wsoc-tv-channe... Y ... 3 and a half stars 40 Ratings Free Cox Media Group, Inc
5973 NOAA Buoy and Tide Data Weather \n I use this app various times throughout ... \n I am not sure why this app is getting so... The first and still the best, NOAA Buoy and Ti... https://itunes.apple.com/us/app/noaa-buoy-and-... Y ... 3 and a half stars 376 Ratings $1.99 5 stars 4 stars Verona Solutions, LLC Jays Gone Fishing tmccabejr
5974 SkyTower Radar app from FOX 13 Tampa Bay Weather Get the power of FOX 13's SkyTower Radar on yo... https://itunes.apple.com/us/app/skytower-radar... Y ... 3 and a half stars 29 Ratings Free New World Communications of Tampa, Inc.
5975 NOAA Weather International Weather \n The app does provide the detailed foreca... \n NOAA Weather International is a wonderfu... \n Super app very accurate very,very accura... 4.33333 21 Ratings Retrieve real-time 7-day hyperlocal point weat... https://itunes.apple.com/us/app/noaa-weather-i... Y ... 4 and a half stars 65 Ratings Free 2 stars 5 stars 5 stars Pandamonium Software Ltd xWARSAWx Michael3129 Blue wolf 47
5976 WIS News 10 FirstAlert Weather Weather The WIS Mobile Weather App includes: * Acces... https://itunes.apple.com/us/app/wis-news-10-fi... Y ... 3 and a half stars 29 Ratings Free Raycom Media, Inc
5977 حالة الطقس Weather \n البرنامج جميل وبواجهة اجمل\n \n استاهل خير خل سعره 0.99\n \n البرنامج اكثر من رائع ويستاهل 5 نجوم\n 4.66667 9 Ratings حالة الطقس هو أول تطبيق عربي باللغة العربية في... https://itunes.apple.com/us/app/%D8%AD%D8%A7%D... Y ... 4 stars 148 Ratings Free 4 stars 5 stars 5 stars Mohamed Mohamed Ahmad1988sa Boabdalaziz Qamar2013
5978 9NEWS WX Weather \n I would've given this app five stars unt... \n Complete fail in weather map past/future... 9News in Denver, Colorado is proud to present... https://itunes.apple.com/us/app/9news-wx/id376... Y ... 3 stars 139 Ratings Free 1 star 1 star Tegna Inc. Kbullfish Mermaid998
5979 Gismeteo lite Weather \n Справляется отлично со своей задачей, по... \n Объясните фразу: малооблачно, дождь, гро... 3.9 10 Ratings An official weather app by Gismeteo.Key featur... https://itunes.apple.com/us/app/gismeteo-lite/... Y ... 4 and a half stars 1071 Ratings Free 5 stars 1 star Roman Shmelkin iEgorovy Bax386
5980 My Tide Times - Tide Tables, Forecasts & Tides! Weather \n Gives times for high and low tides. Very... \n Accurate, and useful. Great for those f... \n Living on the water in village harbor/Th... 4.85714 7 Ratings My Tide Times is the only tide times applicati... https://itunes.apple.com/us/app/my-tide-times-... Y ... 4 and a half stars 178 Ratings Free 5 stars 5 stars 4 stars Jake Ruston Sierra2965 ELOYHERE Downtownv
5981 Best Hunting Times Weather \n I love this Ap it is always very accurat... \n Hunting times are about dead on. Except ... \n Great App. Has not been updated in a whi... 4.11111 9 Ratings The #1 solunar table app for iPhone. Monthly v... https://itunes.apple.com/us/app/best-hunting-t... Y ... 4 stars 124 Ratings $2.99 5 stars 4 stars 4 stars K SOLUTION LLC Twoehler Comeerdeer Hunt Smart
5982 Rainly Weather \n I just downloaded this app when I notice... \n Huh? There is no temperature displayed.... \n this app is cute but why does it say nul... Free for a limited time!Rainly - Rediscover th... https://itunes.apple.com/us/app/rainly/id69776... Y ... 4 stars 143 Ratings Free 1 star 1 star 4 stars Paul Gibbs LBSparky Real Music-Not Rap asapmalik
5983 KCRG-TV9 First Alert Weather Weather The KCRG Mobile Weather App includes: * Acce... https://itunes.apple.com/us/app/kcrg-tv9-first... Y ... 3 and a half stars 37 Ratings Free Gazette Communications
5984 Lunar Calendar & Biorhythm - The Moon Planner Weather \n It's alright. I liked it till I had to u... \n Just the free version shows good graphs.... \n Need to be able to add another subject. ... 4.09999 10 Ratings From AustraliaTop app - by HeavensppA+++From B... https://itunes.apple.com/us/app/lunar-calendar... Y ... 3 and a half stars 492 Ratings Free 2 stars 4 stars 4 stars Morftec d.o.o. Phoenix R. Smith Ozhma trkral364
5985 WKRN WX - News 2 StormTracker Nashville weather Weather \n 9/10 times I open the app I'm stuck with... Never let the weather catch you by surprise ag... https://itunes.apple.com/us/app/wkrn-wx-news-2... Y ... 3 stars 32 Ratings Free 1 star LIN Television Corporation Reallyjosh
5986 Fox8 Max Weather Weather The WGHP Mobile Weather App includes: * Acce... https://itunes.apple.com/us/app/fox8-max-weath... Y ... 3 stars 45 Ratings Free TRIBUNE BROADCASTING COMPANY INC
5987 WTOC First Alert Radar Weather The WTOC Mobile Weather App includes: * Acce... https://itunes.apple.com/us/app/wtoc-first-ale... Y ... 3 and a half stars 38 Ratings Free Raycom Media, Inc
5988 天气预报 Weather \n Great!\n \n good\n 5.0 13 Ratings 天气预报:出行必备利器!提供优质的气象预报服务!全球亿万用户的共同选择! * 长达10日的... https://itunes.apple.com/us/app/%E5%A4%A9%E6%B... Y ... 4 stars 515 Ratings Free 5 stars 5 stars Aotesiqi LLC 枫咏王 iyumen
5989 天气通 - 关注天气,开启美好生活 Weather 最专业最贴心的天气APP,3.8亿用户的选择,采用权威多数据源授权信息,智能纠错,国内300... https://itunes.apple.com/us/app/%E5%A4%A9%E6%B... Y ... 4 and a half stars 1744 Ratings Free SINA Corporation (Nasdaq: SINA)
5990 WNEP Stormtracker 16 - Scranton Weather Weather The WNEP Mobile Weather App includes: • Acce... https://itunes.apple.com/us/app/wnep-stormtrac... Y ... 3 stars 107 Ratings Free TRIBUNE BROADCASTING COMPANY INC
5991 Rain Alarm - Radar & Push Weather Don't get caught in the rain!Fed up with incor... https://itunes.apple.com/us/app/rain-alarm-rad... Y ... 4 stars 73 Ratings Free Carlos Aviles
5992 KAIT Region 8 Weather Weather The KAIT Mobile Weather App includes: * Acce... https://itunes.apple.com/us/app/kait-region-8-... Y ... 3 and a half stars 70 Ratings Free Raycom Media, Inc
5993 منبه الطقس Weather يقوم تطبيق منبه الطقس بتنبيهك يوميا بالحاله ال... https://itunes.apple.com/us/app/%D9%85%D9%86%D... Y ... 4 stars 10 Ratings Free Raja' Ibrahim
5994 ATsWeatherToGo Weather \n After moving to OK from Cali where I nev... \n AT's Weather is quick but mostly it's re... \n Best weather App out there! I've tried ... 4.19998 5 Ratings 6 Reasons why you should try the ‘ATsWeatherTo... https://itunes.apple.com/us/app/atsweathertogo... Y ... 5 stars 613 Ratings Free 5 stars 5 stars 5 stars Aaron Tuttle Mrskaylawilliams Dip crap IASAI
5995 Weather Mate - Forecast, Radar, Maps, Alerts Weather \n This is an unbelievably comprehensive ye... \n Multiple tornadoes have been confirmed i... \n There is times that my work requires me ... 4.41667 24 Ratings Say Hello to your new Mate - Weather Mate. The... https://itunes.apple.com/us/app/weather-mate-f... Y ... 4 and a half stars 350 Ratings Free 5 stars 5 stars 5 stars DylogicApps Pvt Ltd Daveber0002 BabyMan83 HorseshoerDan
5996 Your Weather Authority for South Texas - KSAT 12 Weather The KSAT Weather app brings you the latest wea... https://itunes.apple.com/us/app/your-weather-a... Y ... 2 and a half stars 26 Ratings Free Graham Media Group, Inc
5997 WeatherWheel Weather \n I love this app. It has a beautiful inte... Spin the wheel and watch the weather changing ... https://itunes.apple.com/us/app/weatherwheel/i... Y ... 3 and a half stars 71 Ratings Free 5 stars Lukas Boehler Don't Buy 0
5998 EPA's SunWise UV Index Weather \n This is a good UV index app however ther... \n This app displays the current UV forecas... \n I originally had a problem with this app... 3.0 20 Ratings The UV Index provides a daily and hourly forec... https://itunes.apple.com/us/app/epas-sunwise-u... Y ... 3 and a half stars 47 Ratings Free 4 stars 4 stars 4 stars Environmental Protection Agency jman13! I_cycle DMIA
5999 My Aurora Forecast - Northern Lights & Borealis Weather \n Can't thank this app and the dev's enoug... \n Using the KP and the cloud coverage, we ... \n Very nice app, with notification of high... 4.9 10 Ratings My Aurora Forecast is the best app for seeing ... https://itunes.apple.com/us/app/my-aurora-fore... Y ... 5 stars 107 Ratings Free 5 stars 5 stars 5 stars Jake Ruston PlayaHermosa tomtkao Aoumvin

6000 rows × 22 columns


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full_content.to_csv('app.csv',encoding='utf-8',index=True)

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