In [208]:
import pandas as pd
import numpy as np
In [203]:
app = pd.read_pickle('app.p')
In [205]:
for i in range(6000):
app['comment 1'][i] = app['comment 1'][i].strip( )
app['comment 2'][i] = app['comment 2'][i].strip( )
app['comment 3'][i] = app['comment 3'][i].strip( )
app['rate 1'][i] = app['rate 1'][i].split(' ')[0]
app['rate 2'][i] = app['rate 2'][i].split(' ')[0]
app['rate 3'][i] = app['rate 3'][i].split(' ')[0]
num_rate= app['overall rating'][i].split(' ')[0]
if 'half' in app['overall rating'][i].lower():
app['overall rating'][i] = num_rate+'.5'
else:
app['overall rating'][i] = num_rate
app['current reviews'][i] = app['current reviews'][i].split(' ')[0]
app['overall reviews'][i] = app['overall reviews'][i].split(' ')[0]
In [209]:
app['overall reviews'] = map(lambda x: int(x) if x!='' else np.nan, app['overall reviews'])
app['overall rating'] = map(lambda x: float(x) if x!='' else np.nan, app['overall rating'])
app['current rating'] = map(lambda x: float(x) if x!='' else np.nan, app['current rating'])
app['current reviews'] = map(lambda x: float(x) if x!='' else np.nan, app['current reviews'])
app['rate 1'] = map(lambda x: float(x) if x!='' else np.nan, app['rate 1'])
app['rate 2'] = map(lambda x: float(x) if x!='' else np.nan, app['rate 2'])
app['rate 3'] = map(lambda x: float(x) if x!='' else np.nan, app['rate 3'])
In [210]:
app
Out[210]:
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
Please focus on reading and listening experien...
I can't believe they added a clock in the last...
You guys did an amazing job updating it and co...
2.65152
66.0
Turn your iPhone or iPad into a Kindle with th...
https://itunes.apple.com/us/app/kindle-read-eb...
Y
...
3.5
245670.0
Free
2.0
1.0
5.0
AMZN Mobile LLC
LambdaExpression
Lorring
Prellvis
1
Audible – audio books, original series & podcasts
Books
It's very enjoyable to be able to listen to a ...
Works great 99% of the time. When it didn't, t...
Audiobooks are a little bit expensive, but I l...
4.65113
1995.0
Welcome to Audible. We’re an Amazon company, a...
https://itunes.apple.com/us/app/audible-audio-...
Y
...
4.0
100917.0
Free
3.0
5.0
5.0
Audible, Inc.
Smuckitelly
Scorchedterra
vtalbot
2
Wattpad - Free Books and eBook Reader
Books
I am absolutely *in love* with Wattpad. Not on...
I love this app sooo much I won't be able to l...
I love wattpad! I really do! It's my favorite ...
4.59425
313.0
Discover Wattpad:At Wattpad, we’re connecting ...
https://itunes.apple.com/us/app/wattpad-free-b...
Y
...
4.5
236764.0
Free
3.0
4.0
5.0
Wattpad Corp
dg2017xx
RedPandaWorld
Kajdisksn
3
NOOK - Read Books, Magazines, Newspapers & Comics
Books
I would give it 5 stars if the App would put t...
Glad to have Nook on my iPad but wish maneuver...
I love reading books electronically. Having un...
4.33955
1072.0
Get the FREE NOOK Reading App for your iPad, i...
https://itunes.apple.com/us/app/nook-read-book...
Y
...
4.0
55593.0
Free
4.0
3.0
3.0
Barnes&Noble
Morgan737364737
Too old to tap
Rstocky7
4
HOOKED - Chat Stories
Books
Keeps you on the edge of your seat. If you lov...
It's a great app and I love the chills (even i...
I just got through the first three parter and ...
4.54263
129.0
HOOKED lets you read amazing chat stories FREE...
https://itunes.apple.com/us/app/hooked-chat-st...
Y
...
4.5
28004.0
Free
4.0
2.0
4.0
Telepathic Inc.
100% Honest Feedback
Abbidon
Gangrel_Bloodfang
5
OverDrive – Library eBooks and Audiobooks
Books
I don't ever write reviews, but I derive utili...
Love this app. With two kids, this makes findi...
I listen to audiobooks from overdrive on my ph...
4.35417
48.0
Borrow eBooks, audiobooks, and streaming video...
https://itunes.apple.com/us/app/overdrive-libr...
Y
...
4.0
63047.0
Free
5.0
5.0
3.0
OverDrive, Inc.
Blasterbob
Morbidity, Revisited
Ginastudysmart
6
Goodreads – Book Recommendations and Reviews
Books
I like tracking the books I've read. I also li...
Great app for book readers. Have no complaints...
I had to use goodreads in a class to keep trac...
4.51875
160.0
Discover and share books you love on Goodreads...
https://itunes.apple.com/us/app/goodreads-book...
Y
...
4.5
52969.0
Free
5.0
4.0
5.0
Goodreads, Inc
Zanykfc
Blueocean7
GotSomeSplaining
7
Google Play Books - Books & Comics
Books
This is the WORST Ereader I have ever used. I ...
Updated Updated Review: The latest update has ...
Google Play Books has an incredible selection;...
4.53308
1058.0
With Google Play Books for iOS start reading t...
https://itunes.apple.com/us/app/google-play-bo...
Y
...
3.0
11437.0
Free
1.0
1.0
1.0
Google, Inc.
attyjames
schoowa
John Hahn
8
Scribd - Books, audiobooks, magazines, documents
Books
Scribd is a fairly good service (now only 3 bo...
I really like this app but I just don't like t...
3.85714
7.0
Are you ready for access to the best books, au...
https://itunes.apple.com/us/app/scribd-books-a...
Y
...
4.5
11990.0
Free
4.0
4.0
NaN
Scribd
bfchris
Pata17931
9
Audiobooks
Books
I had it on my iPhone 2, my iPhone 4 and now m...
I really really like this app and I use it all...
I love this app and have used it for about 6 m...
3.55224
67.0
Thousands of FREE audiobooks await. Whether yo...
https://itunes.apple.com/us/app/audiobooks/id3...
Y
...
3.0
49154.0
Free
5.0
4.0
3.0
Cross Forward Consulting, LLC
Ambjg
123Meier
Nikravesous
10
Marvel Comics
Books
I've been using this app for a couple of years...
A digital comic is not the same as the physica...
Marvel has made an app where I can read my com...
2.64516
31.0
Introducing the MARVEL COMICS app, a revolutio...
https://itunes.apple.com/us/app/marvel-comics/...
Y
...
3.5
41114.0
Free
1.0
3.0
5.0
Marvel Entertainment
Skinnydad
Digital vs. Printed
The coolest Aidan
11
Audio Books by Audiobooks
Books
And audiobooks are great for my busy lifestyle...
I live on the outskirts of Los Angeles and hav...
Love this app for listening to my favorite aud...
4.82000
50.0
The hottest titles, the coolest features, and ...
https://itunes.apple.com/us/app/audio-books-by...
Y
...
4.5
19798.0
Free
5.0
5.0
5.0
Simply Audiobooks Inc.
IssyPooh
Chloececiliajonas
Jkitten12
12
Tips & Tricks - Secrets for iPhone (Free Edition)
Books
News feeds of info about Apple products, softw...
I'm always finding something new on this app. ...
App looks interesting and might have some good...
3.83333
12.0
This is the App that should come installed on ...
https://itunes.apple.com/us/app/tips-tricks-se...
Y
...
3.0
70263.0
Free
4.0
5.0
1.0
Intelligenti Ltd
Beep2014
Leese' Blue
Zebram
13
The Holy Bible - King James Version
Books
I love this Bible app and use it daily. But wi...
This Bible app is a blessing. The fact that I ...
The only thing that could possibly improve the...
4.00000
22.0
The Holy Bible - King James Version is a beaut...
https://itunes.apple.com/us/app/the-holy-bible...
Y
...
4.5
22095.0
Free
3.0
5.0
5.0
Tecarta, Inc.
Omninico
A Senior Pastor
slward78
14
Kobo Reading App – Read Books
Books
The new update is terrible. It takes forever t...
Please go back to allowing purchases directly ...
interface is worse than ibooks in every way an...
3.25000
8.0
Millions of readers love Kobo! Join them today...
https://itunes.apple.com/us/app/kobo-reading-a...
Y
...
3.0
47793.0
Free
1.0
4.0
2.0
Kobo Inc.
Poor design.
Jenny4OU
Eopidiakiakioll1234321
15
Barnes & Noble
Books
I love BN with everything in me. However, here...
If I wanted a web app, I'd use your mobile web...
I downloaded the app today because I signed up...
1.32292
96.0
Put the World’s Largest Bookstore on your iPho...
https://itunes.apple.com/us/app/barnes-noble/i...
Y
...
3.5
40835.0
Free
2.0
1.0
1.0
Barnes&Noble
SincerelyKaySea
someone929292
Rochesterjeff
16
18,000 COOL JOKES FREE
Books
It's hard to tell whether this app is worth an...
I used to love this app, then I got an update ...
Jokes in this app are not that great. A lot of...
3.21429
154.0
World's most admired jokes app for over 4 year...
https://itunes.apple.com/us/app/18-000-cool-jo...
Y
...
3.0
87163.0
Free
3.0
1.0
1.0
Objectified Apps LLC
RonG69
Quantamamalee
D's Kitten
17
Free Books - Ultimate Classics Library
Books
First, this app has little relationship to the...
Nearly all the books lack any sort of descript...
After latest update they improved many things,...
2.45545
101.0
All books to read completely for FREE.This leg...
https://itunes.apple.com/us/app/free-books-ult...
Y
...
4.0
20353.0
Free
1.0
1.0
5.0
Digital Press Publishing, s.r.o.
Sodapop04282us
Autsy
Newporter1406
18
Color Therapy Free Adult Coloring Book for Adults
Books
After reviewing the lengthy list of apps noted...
For the most part I enjoy the wide variety of ...
This app is fantastic. They constantly add new...
4.70906
629.0
Color Therapy is #1 Adult Coloring App/Book in...
https://itunes.apple.com/us/app/color-therapy-...
Y
...
5.0
82372.0
Free
5.0
4.0
5.0
Miinu Limited
NotedSinger
Cat'Isha
ArwenEvenStar2
19
Weird But True
Books
Well lots of people (including me) are so disa...
Personally, I love the weird but true book ser...
You only get a few facts to start with. Want m...
2.48387
155.0
* Winner of Spring 2012 Parents’ Choice Funstu...
https://itunes.apple.com/us/app/weird-but-true...
Y
...
3.5
1674.0
Free
1.0
2.0
1.0
National Geographic Society
Lilbudderlover
PeakA&Pals
Emerasd
20
Weird Facts 1000! Fun, Random, Interesting, Tr...
Books
I got this app probably five years ago, when I...
I just got this app and I already love it!!! Y...
I love reading all these facts. I came across ...
3.99301
143.0
Tons of cool, weird, useless, odd & awesome fu...
https://itunes.apple.com/us/app/weird-facts-10...
Y
...
3.5
4248.0
Free
5.0
5.0
5.0
Michael Quach
chefmav
Awarren79
Oopsys said...
21
DC Comics
Books
******************Update*******************Thi...
The reader part of this application is good en...
I use the app the catch up on books that I don...
3.06897
29.0
DC Entertainment is one of the largest English...
https://itunes.apple.com/us/app/dc-comics/id37...
Y
...
3.5
11945.0
Free
1.0
2.0
5.0
DC Entertainment
Drak82
Paul in NY
K3vinP1
22
eBook Search - Free books for iBooks and more
Books
Just began using this app; so far I've been pl...
I've looked for an app that lets me search mul...
Easy to use, lots of books, several download f...
4.40909
88.0
***** Over 4,300 5-star ratingsIf you’d like a...
https://itunes.apple.com/us/app/ebook-search-f...
Y
...
4.5
3029.0
Free
5.0
4.0
5.0
Inkstone Software, Inc.
Tony48greenbay
Galen Bradwarden
Hfs furthers
23
Love Quotes and Sayings! Daily Romantic Valent...
Books
This app isn't a game, but it's very great if ...
I've had this app for a long time, and I enjoy...
You won't imagine how great this app is. There...
4.28571
35.0
Best Love Quotes at your fingertips!Want to in...
https://itunes.apple.com/us/app/love-quotes-sa...
Y
...
3.0
19149.0
Free
5.0
3.0
5.0
Michael Quach
cmrdauer
Kofo.Z
Luee Jay
24
Ebook Reader
Books
I love that I can send a copy of my Ebook from...
I tried to open a pdf file from google drive t...
Does what it's supposed to do, and is friendly...
4.00000
34.0
eBooks.com's Ebook Reader lets you read your f...
https://itunes.apple.com/us/app/ebook-reader/i...
Y
...
3.0
4635.0
Free
5.0
3.0
3.0
Ebooks.com Limited
Liz_Mic
HeylinEclipse
mighty roxtard
25
Books - 23,469 Classics To Go. The Ultimate Eb...
Books
Months later, still not fixed. The developer N...
My review is exactly like the first one. First...
This app is as close to perfection as you can ...
2.98276
58.0
Like reading? Fire up our Books app and downlo...
https://itunes.apple.com/us/app/books-23-469-c...
Y
...
3.5
10525.0
Free
1.0
5.0
5.0
Digital Press Publishing, s.r.o.
FishyFlake
Hnysbny
Chrisgrey39
26
Tips for iPhone - Tricks & Secrets
Books
If this app told me the recipe to cure cancer ...
Understandably easy quick tips to help you out...
This app offers some nice tips and tricks for ...
3.33929
112.0
** If you are experiencing issues after updati...
https://itunes.apple.com/us/app/tips-for-iphon...
Y
...
4.0
3430.0
Free
2.0
5.0
5.0
3ight LLC
Sky Blue G
Phen!x
Adameze
27
Hoopla Digital
Books
I love that my library grants access to Hoopla...
I guess it's an okay compromise when you're in...
I like this app overall, primarily because I d...
4.00575
522.0
Instantly borrow free digital movies, music, e...
https://itunes.apple.com/us/app/hoopla-digital...
Y
...
4.0
5329.0
Free
3.0
3.0
4.0
Midwest Tape LLC
Real Newbie
Dude0u812
River.Phoenix
28
MeeGenius Children’s Books: Storybooks + Song...
Books
The craters of this app are so thoughtful for ...
Worked for a short period of time. Then the ap...
App kept crashing but customer support was res...
3.71233
73.0
Nurture your child’s love for reading with thi...
https://itunes.apple.com/us/app/meegenius-chil...
Y
...
4.0
2803.0
Free
5.0
2.0
3.0
MeeGenius, Inc.
Loveee rhadielys
ericscottadams
Deetttt
29
Manga Storm - The Ultimate Manga Reader
Books
If you're looking for a Manga Reader, look no ...
A side note to those, complaining that you "HA...
Anyone who's a fan of manga should get this ap...
4.86347
542.0
Looking for a nice app to *Read* and *Follow* ...
https://itunes.apple.com/us/app/manga-storm-th...
Y
...
4.5
18995.0
Free
5.0
5.0
5.0
Work Corner Company Limited
Orcuh
Somedude90
Bookster64
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
5970
KOCO 5 News First Alert Weather
Weather
NaN
NaN
The all-new KOCO 5 News First Alert Weather Ap...
https://itunes.apple.com/us/app/koco-5-news-fi...
Y
...
2.5
19.0
Free
NaN
NaN
NaN
Hearst Television
5971
WSMV WX
Weather
NaN
NaN
WSMV Weather is proud to announce a full featu...
https://itunes.apple.com/us/app/wsmv-wx/id6284...
Y
...
2.5
50.0
Free
NaN
NaN
NaN
WSMV Digital Media LLC
5972
WSOC-TV Channel 9 Weather App
Weather
NaN
NaN
Chief Meteorologist Steve Udelson and Severe W...
https://itunes.apple.com/us/app/wsoc-tv-channe...
Y
...
3.5
40.0
Free
NaN
NaN
NaN
Cox Media Group, Inc
5973
NOAA Buoy and Tide Data
Weather
I use this app various times throughout the da...
I am not sure why this app is getting some ver...
NaN
NaN
The first and still the best, NOAA Buoy and Ti...
https://itunes.apple.com/us/app/noaa-buoy-and-...
Y
...
3.5
376.0
$1.99
5.0
4.0
NaN
Verona Solutions, LLC
Jays Gone Fishing
tmccabejr
5974
SkyTower Radar app from FOX 13 Tampa Bay
Weather
NaN
NaN
Get the power of FOX 13's SkyTower Radar on yo...
https://itunes.apple.com/us/app/skytower-radar...
Y
...
3.5
29.0
Free
NaN
NaN
NaN
New World Communications of Tampa, Inc.
5975
NOAA Weather International
Weather
The app does provide the detailed forecast fro...
NOAA Weather International is a wonderful app....
Super app very accurate very,very accurate on ...
4.33333
21.0
Retrieve real-time 7-day hyperlocal point weat...
https://itunes.apple.com/us/app/noaa-weather-i...
Y
...
4.5
65.0
Free
2.0
5.0
5.0
Pandamonium Software Ltd
xWARSAWx
Michael3129
Blue wolf 47
5976
WIS News 10 FirstAlert Weather
Weather
NaN
NaN
The WIS Mobile Weather App includes: * Acces...
https://itunes.apple.com/us/app/wis-news-10-fi...
Y
...
3.5
29.0
Free
NaN
NaN
NaN
Raycom Media, Inc
5977
حالة الطقس
Weather
البرنامج جميل وبواجهة اجمل
استاهل خير خل سعره 0.99
البرنامج اكثر من رائع ويستاهل 5 نجوم
4.66667
9.0
حالة الطقس هو أول تطبيق عربي باللغة العربية في...
https://itunes.apple.com/us/app/%D8%AD%D8%A7%D...
Y
...
4.0
148.0
Free
4.0
5.0
5.0
Mohamed Mohamed
Ahmad1988sa
Boabdalaziz
Qamar2013
5978
9NEWS WX
Weather
I would've given this app five stars until I d...
Complete fail in weather map past/future anima...
NaN
NaN
9News in Denver, Colorado is proud to present...
https://itunes.apple.com/us/app/9news-wx/id376...
Y
...
3.0
139.0
Free
1.0
1.0
NaN
Tegna Inc.
Kbullfish
Mermaid998
5979
Gismeteo lite
Weather
Справляется отлично со своей задачей, показыва...
Объясните фразу: малооблачно, дождь, гроза. Не...
3.90000
10.0
An official weather app by Gismeteo.Key featur...
https://itunes.apple.com/us/app/gismeteo-lite/...
Y
...
4.5
1071.0
Free
5.0
1.0
NaN
Roman Shmelkin
iEgorovy
Bax386
5980
My Tide Times - Tide Tables, Forecasts & Tides!
Weather
Gives times for high and low tides. Very easy ...
Accurate, and useful. Great for those fishing...
Living on the water in village harbor/The Cove...
4.85714
7.0
My Tide Times is the only tide times applicati...
https://itunes.apple.com/us/app/my-tide-times-...
Y
...
4.5
178.0
Free
5.0
5.0
4.0
Jake Ruston
Sierra2965
ELOYHERE
Downtownv
5981
Best Hunting Times
Weather
I love this Ap it is always very accurate, I d...
Hunting times are about dead on. Except I noti...
Great App. Has not been updated in a while now...
4.11111
9.0
The #1 solunar table app for iPhone. Monthly v...
https://itunes.apple.com/us/app/best-hunting-t...
Y
...
4.0
124.0
$2.99
5.0
4.0
4.0
K SOLUTION LLC
Twoehler
Comeerdeer
Hunt Smart
5982
Rainly
Weather
I just downloaded this app when I noticed that...
Huh? There is no temperature displayed. Also...
this app is cute but why does it say null inst...
NaN
NaN
Free for a limited time!Rainly - Rediscover th...
https://itunes.apple.com/us/app/rainly/id69776...
Y
...
4.0
143.0
Free
1.0
1.0
4.0
Paul Gibbs
LBSparky
Real Music-Not Rap
asapmalik
5983
KCRG-TV9 First Alert Weather
Weather
NaN
NaN
The KCRG Mobile Weather App includes: * Acce...
https://itunes.apple.com/us/app/kcrg-tv9-first...
Y
...
3.5
37.0
Free
NaN
NaN
NaN
Gazette Communications
5984
Lunar Calendar & Biorhythm - The Moon Planner
Weather
It's alright. I liked it till I had to update ...
Just the free version shows good graphs. Don't...
Need to be able to add another subject. Overal...
4.09999
10.0
From AustraliaTop app - by HeavensppA+++From B...
https://itunes.apple.com/us/app/lunar-calendar...
Y
...
3.5
492.0
Free
2.0
4.0
4.0
Morftec d.o.o.
Phoenix R. Smith
Ozhma
trkral364
5985
WKRN WX - News 2 StormTracker Nashville weather
Weather
9/10 times I open the app I'm stuck with a "fe...
NaN
NaN
Never let the weather catch you by surprise ag...
https://itunes.apple.com/us/app/wkrn-wx-news-2...
Y
...
3.0
32.0
Free
1.0
NaN
NaN
LIN Television Corporation
Reallyjosh
5986
Fox8 Max Weather
Weather
NaN
NaN
The WGHP Mobile Weather App includes: * Acce...
https://itunes.apple.com/us/app/fox8-max-weath...
Y
...
3.0
45.0
Free
NaN
NaN
NaN
TRIBUNE BROADCASTING COMPANY INC
5987
WTOC First Alert Radar
Weather
NaN
NaN
The WTOC Mobile Weather App includes: * Acce...
https://itunes.apple.com/us/app/wtoc-first-ale...
Y
...
3.5
38.0
Free
NaN
NaN
NaN
Raycom Media, Inc
5988
天气预报
Weather
Great!
good
5.00000
13.0
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
...
4.0
515.0
Free
5.0
5.0
NaN
Aotesiqi LLC
枫咏王
iyumen
5989
天气通 - 关注天气，开启美好生活
Weather
NaN
NaN
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
...
4.5
1744.0
Free
NaN
NaN
NaN
SINA Corporation (Nasdaq: SINA)
5990
WNEP Stormtracker 16 - Scranton Weather
Weather
NaN
NaN
The WNEP Mobile Weather App includes: • Acce...
https://itunes.apple.com/us/app/wnep-stormtrac...
Y
...
3.0
107.0
Free
NaN
NaN
NaN
TRIBUNE BROADCASTING COMPANY INC
5991
Rain Alarm - Radar & Push
Weather
NaN
NaN
Don't get caught in the rain!Fed up with incor...
https://itunes.apple.com/us/app/rain-alarm-rad...
Y
...
4.0
73.0
Free
NaN
NaN
NaN
Carlos Aviles
5992
KAIT Region 8 Weather
Weather
NaN
NaN
The KAIT Mobile Weather App includes: * Acce...
https://itunes.apple.com/us/app/kait-region-8-...
Y
...
3.5
70.0
Free
NaN
NaN
NaN
Raycom Media, Inc
5993
منبه الطقس
Weather
NaN
NaN
يقوم تطبيق منبه الطقس بتنبيهك يوميا بالحاله ال...
https://itunes.apple.com/us/app/%D9%85%D9%86%D...
Y
...
4.0
10.0
Free
NaN
NaN
NaN
Raja' Ibrahim
5994
ATsWeatherToGo
Weather
After moving to OK from Cali where I never pai...
AT's Weather is quick but mostly it's reliable...
Best weather App out there! I've tried many w...
4.19998
5.0
6 Reasons why you should try the ‘ATsWeatherTo...
https://itunes.apple.com/us/app/atsweathertogo...
Y
...
5.0
613.0
Free
5.0
5.0
5.0
Aaron Tuttle
Mrskaylawilliams
Dip crap
IASAI
5995
Weather Mate - Forecast, Radar, Maps, Alerts
Weather
This is an unbelievably comprehensive yet extr...
Multiple tornadoes have been confirmed in my l...
There is times that my work requires me to tra...
4.41667
24.0
Say Hello to your new Mate - Weather Mate. The...
https://itunes.apple.com/us/app/weather-mate-f...
Y
...
4.5
350.0
Free
5.0
5.0
5.0
DylogicApps Pvt Ltd
Daveber0002
BabyMan83
HorseshoerDan
5996
Your Weather Authority for South Texas - KSAT 12
Weather
NaN
NaN
The KSAT Weather app brings you the latest wea...
https://itunes.apple.com/us/app/your-weather-a...
Y
...
2.5
26.0
Free
NaN
NaN
NaN
Graham Media Group, Inc
5997
WeatherWheel
Weather
I love this app. It has a beautiful interface ...
NaN
NaN
Spin the wheel and watch the weather changing ...
https://itunes.apple.com/us/app/weatherwheel/i...
Y
...
3.5
71.0
Free
5.0
NaN
NaN
Lukas Boehler
Don't Buy 0
5998
EPA's SunWise UV Index
Weather
This is a good UV index app however there cert...
This app displays the current UV forecast for ...
I originally had a problem with this app not w...
3.00000
20.0
The UV Index provides a daily and hourly forec...
https://itunes.apple.com/us/app/epas-sunwise-u...
Y
...
3.5
47.0
Free
4.0
4.0
4.0
Environmental Protection Agency
jman13!
I_cycle
DMIA
5999
My Aurora Forecast - Northern Lights & Borealis
Weather
Can't thank this app and the dev's enough. I n...
Using the KP and the cloud coverage, we were a...
Very nice app, with notification of high proba...
4.90000
10.0
My Aurora Forecast is the best app for seeing ...
https://itunes.apple.com/us/app/my-aurora-fore...
Y
...
5.0
107.0
Free
5.0
5.0
5.0
Jake Ruston
PlayaHermosa
tomtkao
Aoumvin
6000 rows × 22 columns
In [211]:
app.to_pickle('app_clean.p')
In [212]:
app.app.nunique()
Out[212]:
5879
In [ ]:
Content source: jpzhangvincent/MobileAppMarketAnalysis
Similar notebooks: