Dear Sir/Madam. I am new to python programming and I really need help with these as soon as possible. I hope that you can help me with these questions. Can you please provide examples on how I can solve them? Thank you.

These are the questions that I need help with.

1.Let's start by trying to read our data file the first simple way we did in the lecture: use the Python open() function, plus a loop to read each line and split it everywhere that a comma appears.

file_infile = open("googleplaystore1.csv", "r")

for str_line in file_infile:

lst_cols = str_line.strip().split(",")

print(lst_cols)

This almost does what we want.But look closely at the first few column headings in your output.Can you see what has gone wrong with the first long column headings?

This column heading contained some commas, so Excel wrapped the whole heading string in quotes, meaning that those commas are part of the string rather than being column separators.So, our simple technique of splitting at every comma is not smart enough for this CSV file.Let's use the Python 'csv' library instead, since it is smart enough to look for double quoted strings and avoid splitting on the commas inside those strings.

2.Reading the CSV Data

Import the 'csv' library.

import csv

Then open the file like before, but pass it to the csv.reader function to read each line and split it into columns in a smart way.

file_infile = open("googleplaystore1.csv", "r")

csv_reader = csv.reader(file_infile)

for lst_cols in csv_reader:

print(lst_cols)

This gives better results.That complex column heading is now kept as a single string.Each time around the loop, the lst_cols variable contains a list of columns.Print the length of that list, len(lst_cols), to see if all the rows have the same number of columns?

Now, process the data to see how many total apps are listed and to count how many apps were updated in 2018?

3.Finally, let's explore a variation of csv.reader that you may want to use in the future.When you have a CSV file with lots of columns, it is a pain to remember their numbers.It would be much better if we could look up the columns using the columns names.This is exactly what the csv.DictReader function does for us.

It automatically reads the first row of the CSV file and stores those strings as the column names.Then for each other row, it returns a dictionary instead of a list of values.The dictionary maps column names (strings) to column values (strings).

Here is an example of using csv.DictReader on our internet purchases data.First, we will give names to some of the column header strings, because in this CSV file the header strings are inconveniently long.

Next we write our usual open-read-loop, but we use csv.DictReader instead of just csv.reader.

str_category = "Category"

file_infile = open("googleplaystore1.csv", "r")

csv_dict_reader = csv.DictReader(file_infile)

#TODO: Make a list for storing our unique values

for lst_cols in csv_dict_reader:

print(lst_cols)

# TODO: check the cols[category] value

# if lst_cols[str_category] isn't in unique list,

# append to cols[category] value to unique list

file_infile.close()

# TODO: print out the unique categories

Try out this code and see what it does.The print(lst_cols) line is uncommented so that you can see each row that csv.DictReader returns.Notice it is a dictionary, with those long column names as the keys.

3.PART 1:

Uncomment all the other lines and implement the TODO notes so that the program works.For a supplied column (category) to start with, find all the UNIQUE values that are in that.

3.PART 2:

Count how many items of each category appear in the dataset

Finally, change the category variable to a different column header (make sure you copy and paste it exactly), and rerun these two cells.Check that the output shows different percentages, as well as a different title.

Well done!You've done a good job of reading and analysing this CSV file, which is one of the core skills of a data scientist.

Note:

This was in excel but I don't know how to attach Microsoft excel file in here so below is what in Microsoft excel file.

Here is the file. You can just copy and paste it in excel.

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

Pixel Draw - Number Art Coloring Book ART_AND_DESIGN 4.3 967 2.8M 100,000+ Free 0 Everyone Art & Design;Creativity June 20, 2018 1.1 4.4 and up

Paper flowers instructions ART_AND_DESIGN 4.4 167 5.6M 50,000+ Free 0 Everyone Art & Design March 26, 2017 1 2.3 and up

Smoke Effect Photo Maker - Smoke Editor ART_AND_DESIGN 3.8 178 19M 50,000+ Free 0 Everyone Art & Design April 26, 2018 1.1 4.0.3 and up

Infinite Painter ART_AND_DESIGN 4.1 36815 29M 1,000,000+ Free 0 Everyone Art & Design June 14, 2018 6.1.61.1 4.2 and up

Garden Coloring Book ART_AND_DESIGN 4.4 13791 33M 1,000,000+ Free 0 Everyone Art & Design September 20, 2017 2.9.2 3.0 and up

Kids Paint Free - Drawing Fun ART_AND_DESIGN 4.7 121 3.1M 10,000+ Free 0 Everyone Art & Design;Creativity July 3, 2018 2.8 4.0.3 and up

Text on Photo - Fonteee ART_AND_DESIGN 4.4 13880 28M 1,000,000+ Free 0 Everyone Art & Design October 27, 2017 1.0.4 4.1 and up

Name Art Photo Editor - Focus n Filters ART_AND_DESIGN 4.4 8788 12M 1,000,000+ Free 0 Everyone Art & Design July 31, 2018 1.0.15 4.0 and up

Tattoo Name On My Photo Editor ART_AND_DESIGN 4.2 44829 20M 10,000,000+ Free 0 Teen Art & Design April 2, 2018 3.8 4.1 and up

Mandala Coloring Book ART_AND_DESIGN 4.6 4326 21M 100,000+ Free 0 Everyone Art & Design June 26, 2018 1.0.4 4.4 and up

3D Color Pixel by Number - Sandbox Art Coloring ART_AND_DESIGN 4.4 1518 37M 100,000+ Free 0 Everyone Art & Design August 3, 2018 1.2.3 2.3 and up

Learn To Draw Kawaii Characters ART_AND_DESIGN 3.2 55 2.7M 5,000+ Free 0 Everyone Art & Design June 6, 2018 NaN 4.2 and up

Photo Designer - Put the name with shapes ART_AND_DESIGN 4.7 3632 5.5M 500,000+ Free 0 Everyone Art & Design July 31, 2018 3.1 4.1 and up

350 Diy Room Decor Ideas ART_AND_DESIGN 4.5 27 17M 10,000+ Free 0 Everyone Art & Design November 7, 2017 1 2.3 and up

FlipaClip - Cartoon animation ART_AND_DESIGN 4.3 194216 39M 5,000,000+ Free 0 Everyone Art & Design August 3, 2018 2.2.5 4.0.3 and up

ibis Paint X ART_AND_DESIGN 4.6 224399 31M 10,000,000+ Free 0 Everyone Art & Design July 30, 2018 5.5.4 4.1 and up

Logo Maker - Small Business ART_AND_DESIGN 4 450 14M 100,000+ Free 0 Everyone Art & Design April 20, 2018 4 4.1 and up

Boys Photo Editor - Six Pack & Men's Suit ART_AND_DESIGN 4.1 654 12M 100,000+ Free 0 Everyone Art & Design March 20, 2018 1.1 4.0.3 and up

Superheroes Wallpapers | 4K Backgrounds ART_AND_DESIGN 4.7 7699 4.2M 500,000+ Free 0 Everyone 10+ Art & Design July 12, 2018 2.2.6.2 4.0.3 and up

Mcqueen Coloring pages ART_AND_DESIGN NaN 61 7.0M 100,000+ Free 0 Everyone Art & Design;Action & Adventure March 7, 2018 1.0.0 4.1 and up

HD Mickey Minnie Wallpapers ART_AND_DESIGN 4.7 118 23M 50,000+ Free 0 Everyone Art & Design July 7, 2018 1.1.3 4.1 and up

Harley Quinn wallpapers HD ART_AND_DESIGN 4.8 192 6.0M 10,000+ Free 0 Everyone Art & Design April 25, 2018 1.5 3.0 and up

Colorfit - Drawing & Coloring ART_AND_DESIGN 4.7 20260 25M 500,000+ Free 0 Everyone Art & Design;Creativity October 11, 2017 1.0.8 4.0.3 and up

Animated Photo Editor ART_AND_DESIGN 4.1 203 6.1M 100,000+ Free 0 Everyone Art & Design March 21, 2018 1.03 4.0.3 and up

Pencil Sketch Drawing ART_AND_DESIGN 3.9 136 4.6M 10,000+ Free 0 Everyone Art & Design July 12, 2018 6 2.3 and up

Easy Realistic Drawing Tutorial ART_AND_DESIGN 4.1 223 4.2M 100,000+ Free 0 Everyone Art & Design August 22, 2017 1 2.3 and up

Pink Silver Bow Keyboard Theme ART_AND_DESIGN 4.2 1120 9.2M 100,000+ Free 0 Everyone Art & Design July 12, 2018 6.7.12.2018 4.0.3 and up

Art Drawing Ideas ART_AND_DESIGN 4.1 227 5.2M 50,000+ Free 0 Everyone Art & Design May 31, 2018 1.2 2.3 and up

Anime Manga Coloring Book ART_AND_DESIGN 4.5 5035 11M 100,000+ Free 0 Everyone Art & Design July 19, 2018 2.2 4.0 and up

Easy Origami Ideas ART_AND_DESIGN 4.2 1015 11M 100,000+ Free 0 Everyone Art & Design January 6, 2018 1.1.0 4.1 and up

I Creative Idea ART_AND_DESIGN 4.7 353 4.2M 10,000+ Free 0 Teen Art & Design April 27, 2018 1.6 4.1 and up

How to draw Ladybug and Cat Noir ART_AND_DESIGN 3.8 564 9.2M 100,000+ Free 0 Everyone Art & Design July 11, 2018 2.1 4.1 and up

UNICORN - Color By Number & Pixel Art Coloring ART_AND_DESIGN 4.7 8145 24M 500,000+ Free 0 Everyone Art & Design;Creativity August 2, 2018 1.0.9 4.4 and up

Floor Plan Creator ART_AND_DESIGN 4.1 36639 Varies with device 5,000,000+ Free 0 Everyone Art & Design July 14, 2018 Varies with device 2.3.3 and up

PIP Camera - PIP Collage Maker ART_AND_DESIGN 4.7 158 11M 10,000+ Free 0 Everyone Art & Design November 29, 2017 1.3 4.0.3 and up

How To Color Disney Princess - Coloring Pages ART_AND_DESIGN 4 591 9.4M 500,000+ Free 0 Everyone Art & Design March 31, 2018 1 4.0 and up

Drawing Clothes Fashion Ideas ART_AND_DESIGN 4.2 117 15M 10,000+ Free 0 Everyone Art & Design July 20, 2018 2.0.1 4.0.3 and up

Sad Poetry Photo Frames 2018 ART_AND_DESIGN 4.5 176 10M 100,000+ Free 0 Everyone Art & Design April 2, 2018 1 4.0.3 and up

Textgram - write on photos ART_AND_DESIGN 4.4 295221 Varies with device 10,000,000+ Free 0 Everyone Art & Design July 30, 2018 Varies with device Varies with device

Paint Splash! ART_AND_DESIGN 3.8 2206 1.2M 100,000+ Free 0 Everyone Art & Design;Creativity April 15, 2018 1.46 4.1 and up

Popsicle Sticks and Similar DIY Craft Ideas ART_AND_DESIGN 4.2 26 12M 10,000+ Free 0 Everyone Art & Design January 3, 2018 1.0.0 4.1 and up

Canva: Poster, banner, card maker & graphic design ART_AND_DESIGN 4.7 174531 24M 10,000,000+ Free 0 Everyone Art & Design July 31, 2018 1.6.1 4.1 and up

Install images with music to make video without Net - 2018 ART_AND_DESIGN 4.6 1070 26M 100,000+ Free 0 Everyone Art & Design November 14, 2017 1.6 4.1 and up

Little Teddy Bear Colouring Book Game ART_AND_DESIGN 4.2 85 8.0M 100,000+ Free 0 Everyone Art & Design December 17, 2017 2.0.0 4.1 and up

How To Draw Food ART_AND_DESIGN 4.3 845 7.9M 100,000+ Free 0 Everyone Art & Design May 28, 2018 1 2.3 and up

Monster Truck Stunt 3D 2019 AUTO_AND_VEHICLES 4.2 367 25M 100,000+ Free 0 Everyone Auto & Vehicles May 10, 2018 1 4.0.3 and up

Real Tractor Farming AUTO_AND_VEHICLES 4 1598 56M 1,000,000+ Free 0 Everyone Auto & Vehicles July 26, 2018 11 4.1 and up

Ultimate F1 Racing Championship AUTO_AND_VEHICLES 3.8 284 57M 100,000+ Free 0 Everyone Auto & Vehicles July 26, 2018 3 4.1 and up

Used Cars and Trucks for Sale AUTO_AND_VEHICLES 4.6 17057 Varies with device 1,000,000+ Free 0 Everyone Auto & Vehicles July 30, 2018 Varies with device Varies with device

American Muscle Car Race AUTO_AND_VEHICLES 3.9 129 35M 100,000+ Free 0 Everyone Auto & Vehicles July 26, 2018 3 4.1 and up

Offroad Oil Tanker Driver Transport Truck 2019 AUTO_AND_VEHICLES 4.3 542 33M 100,000+ Free 0 Everyone Auto & Vehicles July 31, 2018 4 4.1 and up

Tickets SDA 2018 and Exam from the State Traffic Safety Inspectorate with Drom.ru AUTO_AND_VEHICLES 4.9 10479 33M 100,000+ Free 0 Everyone Auto & Vehicles July 18, 2018 1.7.1 4.0 and up

Gas Prices (Germany only) AUTO_AND_VEHICLES 4.4 805 5.6M 50,000+ Free 0 Everyone Auto & Vehicles July 29, 2018 2.5.1 4.4 and up

Extreme Rally Championship AUTO_AND_VEHICLES 4.2 129 54M 100,000+ Free 0 Everyone Auto & Vehicles July 26, 2018 3 4.1 and up

Restart Navigator AUTO_AND_VEHICLES 4 1403 201k 100,000+ Free 0 Everyone Auto & Vehicles August 26, 2014 1.0.1 2.2 and up

REG - Check the regnumber, find information about Swedish vehicles AUTO_AND_VEHICLES 3.9 3971 3.6M 100,000+ Free 0 Everyone Auto & Vehicles July 30, 2018 2.493 4.4 and up

CityBus Lviv AUTO_AND_VEHICLES 4.6 534 5.7M 10,000+ Free 0 Everyone Auto & Vehicles July 8, 2018 1.9.1 4.0.3 and up

CDL Practice Test 2018 Edition AUTO_AND_VEHICLES 4.9 7774 17M 100,000+ Free 0 Everyone Auto & Vehicles July 3, 2018 1.7 4.2 and up

ezETC (ETC balance inquiry, meter trial, real-time traffic) AUTO_AND_VEHICLES 4.3 38846 8.6M 1,000,000+ Free 0 Everyone Auto & Vehicles July 28, 2018 2.20 Build 02 4.1 and up

Free VIN Report for Used Cars AUTO_AND_VEHICLES 4.6 2431 2.4M 100,000+ Free 0 Everyone Auto & Vehicles June 12, 2018 1.37 4.0 and up

DMV Permit Practice Test 2018 Edition AUTO_AND_VEHICLES 4.9 6090 27M 100,000+ Free 0 Everyone Auto & Vehicles July 3, 2018 1.7 4.2 and up

Check Vehicle Tax AUTO_AND_VEHICLES 3.9 295 2.7M 10,000+ Free 0 Everyone Auto & Vehicles July 30, 2018 0.2.1 4.4 and up

Used Cars Mexico AUTO_AND_VEHICLES 4 190 2.5M 50,000+ Free 0 Everyone Auto & Vehicles October 14, 2016 1 2.3 and up

Ulysse Speedometer AUTO_AND_VEHICLES 4.3 40211 Varies with device 5,000,000+ Free 0 Everyone Auto & Vehicles July 30, 2018 Varies with device Varies with device

REPUVE AUTO_AND_VEHICLES 3.9 356 Varies with device 100,000+ Free 0 Everyone Auto & Vehicles May 25, 2018 Varies with device Varies with device

Used cars for sale - Trovit AUTO_AND_VEHICLES 4.2 52530 7.0M 5,000,000+ Free 0 Everyone Auto & Vehicles July 16, 2018 4.47.3 4.0.3 and up

Fines of the State Traffic Safety Inspectorate are official: inspection, payment of fines AUTO_AND_VEHICLES 4.8 116986 35M 5,000,000+ Free 0 Everyone Auto & Vehicles August 2, 2018 1.9.7 4.0.3 and up

SK Enca Direct Malls - Used Cars Search AUTO_AND_VEHICLES 3.6 1379 16M 500,000+ Free 0 Everyone Auto & Vehicles August 2, 2018 2.2.21 4.2 and up

Android Auto - Maps, Media, Messaging & Voice AUTO_AND_VEHICLES 4.2 271920 16M 10,000,000+ Free 0 Teen Auto & Vehicles July 11, 2018 Varies with device 5.0 and up

PDD-UA AUTO_AND_VEHICLES 4.8 736 Varies with device 100,000+ Free 0 Everyone Auto & Vehicles July 29, 2018 2.9 2.3.3 and up

Tickets SDA 2019 + Exam RF AUTO_AND_VEHICLES 4.8 7021 17M 500,000+ Free 0 Everyone Auto & Vehicles July 27, 2018 1.79 4.0 and up

Super Cars Wallpapers And Backgrounds AUTO_AND_VEHICLES 4.6 197 3.4M 50,000+ Free 0 Everyone Auto & Vehicles June 14, 2018 1.3 4.0 and up

Police Lights, Sirens & Follow Me AUTO_AND_VEHICLES 4.5 737 8.9M 100,000+ Free 0 Everyone Auto & Vehicles June 8, 2018 2.3.5.1 4.1 and up

Police Detector (Speed Camera Radar) AUTO_AND_VEHICLES 4.3 3574 3.9M 1,000,000+ Free 0 Everyone 10+ Auto & Vehicles July 4, 2018 1.6 4.0 and up

Best Car Wallpapers AUTO_AND_VEHICLES 4.5 994 2.9M 100,000+ Free 0 Everyone Auto & Vehicles March 27, 2018 1.6 4.1 and up

Tickets + PDA 2018 Exam AUTO_AND_VEHICLES 4.9 197136 38M 1,000,000+ Free 0 Everyone Auto & Vehicles July 15, 2018 8.31 4.1 and up

Pick Your Part Garage AUTO_AND_VEHICLES 3.9 142 32M 50,000+ Free 0 Everyone Auto & Vehicles July 24, 2018 1.1.5.0 6.0 and up

PakWheels: Buy & Sell Cars AUTO_AND_VEHICLES 4.4 15168 37M 1,000,000+ Free 0 Everyone Auto & Vehicles July 27, 2018 10.0.2 4.2 and up

Supervision service AUTO_AND_VEHICLES 4 2155 15M 500,000+ Free 0 Everyone Auto & Vehicles July 30, 2018 1.10.3 5.0 and up

Speed Camera Detector - Traffic & Speed Alert AUTO_AND_VEHICLES 4.3 138 5.4M 100,000+ Free 0 Everyone Auto & Vehicles July 23, 2018 1 4.0.3 and up

Used car search Goo net whole car Go to net AUTO_AND_VEHICLES 3.7 5414 18M 1,000,000+ Free 0 Everyone Auto & Vehicles July 23, 2018 3.20.1 4.4 and up

CarMax - Cars for Sale: Search Used Car Inventory AUTO_AND_VEHICLES 4.4 21777 Varies with device 1,000,000+ Free 0 Everyone Auto & Vehicles August 4, 2018 Varies with device Varies with device

BEST CAR SOUNDS AUTO_AND_VEHICLES 4.3 348 38M 100,000+ Free 0 Everyone Auto & Vehicles July 29, 2018 1.0.3 2.3 and up

RST - Sale of cars on the PCT AUTO_AND_VEHICLES 3.2 250 1.1M 100,000+ Free 0 Everyone Auto & Vehicles April 27, 2018 1.4 4.0.3 and up

AutoScout24 Switzerland - Find your new car AUTO_AND_VEHICLES 4.6 13372 Varies with device 1,000,000+ Free 0 Everyone Auto & Vehicles August 3, 2018 Varies with device Varies with device

Zona Azul Digital Fcil SP CET - OFFICIAL So Paulo AUTO_AND_VEHICLES 4.6 7880 Varies with device 100,000+ Free 0 Everyone Auto & Vehicles May 10, 2018 4.6.5 Varies with device

SMS Park AUTO_AND_VEHICLES 4.5 3617 7.9M 100,000+ Free 0 Everyone Auto & Vehicles May 16, 2018 2.8.2 4.1 and up

SKencar AUTO_AND_VEHICLES 3.7 4806 35M 1,000,000+ Free 0 Everyone Auto & Vehicles July 31, 2018 4.0.3 4.0.3 and up

Fuelio: Gas log & costs AUTO_AND_VEHICLES 4.6 65786 Varies with device 1,000,000+ Free 0 Everyone Auto & Vehicles August 2, 2018 Varies with device 4.0.3 and up

auto fines AUTO_AND_VEHICLES 4.6 31433 17M 1,000,000+ Free 0 Everyone Auto & Vehicles August 2, 2018 1.4 4.0.3 and up

Used car is the first car - used car purchase, used car quotation, dealer information to AUTO_AND_VEHICLES 4.6 5097 19M 1,000,000+ Free 0 Everyone Auto & Vehicles July 23, 2018 1.5.18 4.0.3 and up

All of the parking lot - National Park application (parking lot search / parking sharing / discount payment) AUTO_AND_VEHICLES 4 1754 14M 500,000+ Free 0 Everyone Auto & Vehicles June 2, 2018 2.3.4 4.0 and up

Inquiry Fines and Debits of Vehicles AUTO_AND_VEHICLES 4.4 2680 2.2M 500,000+ Free 0 Everyone Auto & Vehicles March 20, 2018 1.03 4.0.3 and up

Gas Station AUTO_AND_VEHICLES 4 1288 4.5M 100,000+ Free 0 Everyone Auto & Vehicles April 21, 2018 2.17 4.0 and up

Hush - Beauty for Everyone BEAUTY 4.7 18900 17M 500,000+ Free 0 Everyone Beauty August 2, 2018 6.10.1 5.0 and up

ipsy: Makeup, Beauty, and Tips BEAUTY 4.9 49790 14M 1,000,000+ Free 0 Everyone Beauty November 9, 2017 2.3.0 4.1 and up

Natural recipes for your beauty BEAUTY 4.7 1150 9.8M 100,000+ Free 0 Everyone Beauty May 15, 2018 4 4.1 and up

BestCam Selfie-selfie, beauty camera, photo editor BEAUTY 3.9 1739 21M 500,000+ Free 0 Everyone Beauty July 12, 2018 1.0.6 4.0.3 and up

Mirror - Zoom & Exposure - BEAUTY 3.9 32090 Varies with device 1,000,000+ Free 0 Everyone Beauty October 24, 2016 Varies with device Varies with device

Beauty Selfie Camera BEAUTY 4.2 2225 52M 500,000+ Free 0 Everyone Beauty February 28, 2018 1.6 4.1 and up

Hairstyles step by step BEAUTY 4.6 4369 14M 100,000+ Free 0 Everyone Beauty July 25, 2018 1.9 4.0.3 and up

Filters for Selfie BEAUTY 4.3 8572 25M 1,000,000+ Free 0 Everyone Beauty May 10, 2018 1.1.0 4.0 and up

Tie - Always be happy BEAUTY 4.7 964 9.0M 50,000+ Free 0 Everyone Beauty June 21, 2018 4 4.2 and up

Ulta Beauty BEAUTY 4.7 42050 Varies with device 1,000,000+ Free 0 Everyone Beauty June 5, 2018 5.4 5.0 and up

Prom MakeUp Tutorial BEAUTY 4.8 104 12M 10,000+ Free 0 Everyone Beauty June 26, 2018 1.3 4.0.3 and up

Selfie Camera BEAUTY 4.2 17934 Varies with device 1,000,000+ Free 0 Everyone Beauty September 12, 2017 Varies with device Varies with device

Sweet Selfie Beauty Camera BEAUTY 4.3 601 35M 100,000+ Free 0 Everyone Beauty June 2, 2018 2.0.0 4.0 and up

Colors of white in Urdu BEAUTY 4.5 36 6.7M 10,000+ Free 0 Everyone Beauty July 26, 2018 6 4.0 and up

Selfie Camera Photo Editor & Filter & Sticker BEAUTY 4.1 187 30M 50,000+ Free 0 Teen Beauty July 24, 2018 3.0.1 4.0.3 and up

Wrinkles and rejuvenation BEAUTY NaN 182 5.7M 100,000+ Free 0 Everyone 10+ Beauty September 20, 2017 8 3.0 and up

Eyes Makeup Beauty Tips BEAUTY 4.2 30 2.9M 10,000+ Free 0 Everyone Beauty April 9, 2018 3.3.9 4.0.3 and up

Photo Editor 2018 BEAUTY 4.5 134 17M 10,000+ Free 0 Everyone Beauty March 1, 2018 1.2 4.0.3 and up

Step By Step Eyes Makeup Tutorial BEAUTY 4.4 74 2.9M 10,000+ Free 0 Everyone Beauty April 5, 2018 2.3.09 4.0.3 and up

Beauty Camera - Selfie Camera BEAUTY 4 113715 Varies with device 10,000,000+ Free 0 Everyone Beauty August 3, 2017 Varies with device Varies with device

Girls Hairstyles BEAUTY 4.1 3595 Varies with device 500,000+ Free 0 Everyone Beauty May 24, 2018 Varies with device 4.0 and up

Mirror Camera (Mirror + Selfie Camera) BEAUTY 4.1 9315 2.6M 1,000,000+ Free 0 Everyone Beauty November 21, 2017 1.4.2 4.0 and up

Beauty Tips - Beauty Tips in Sinhala BEAUTY 4.4 75 4.2M 50,000+ Free 0 Everyone Beauty October 18, 2017 1.0.0 4.0.3 and up

Haircut Tutorials/Haircut Videos BEAUTY 4.6 38 7.1M 10,000+ Free 0 Everyone Beauty May 29, 2018 1 4.0 and up

Sephora: Skin Care, Beauty Makeup & Fragrance Shop BEAUTY 4.5 26834 57M 1,000,000+ Free 0 Everyone Beauty July 24, 2018 18.5 5.0 and up

Manicure - nail design BEAUTY NaN 119 3.7M 50,000+ Free 0 Everyone Beauty July 23, 2018 1.3 4.1 and up

Sticker Camera - Selfie Filters, Beauty Camera BEAUTY 3.9 2277 22M 500,000+ Free 0 Everyone Beauty July 12, 2018 1.1.0 4.0.3 and up

Filters for B Live BEAUTY 4.4 2280 24M 500,000+ Free 0 Everyone Beauty May 14, 2018 1.1.0 4.0 and up

Skin Care and Natural Beauty BEAUTY NaN 654 7.4M 100,000+ Free 0 Teen Beauty July 17, 2018 1.15 4.1 and up

Facial Wrinkle Reduction BEAUTY 4.6 184 21M 10,000+ Free 0 Everyone Beauty July 2, 2018 1.5 4.1 and up

Makeup Videos BEAUTY 3.8 9 3.4M 5,000+ Free 0 Everyone Beauty June 7, 2018 1 4.0 and up

Secrets of beauty, youth and health BEAUTY NaN 77 2.9M 10,000+ Free 0 Mature 17+ Beauty August 8, 2017 2 2.3 and up

Recipes and tips for losing weight BEAUTY NaN 35 3.1M 10,000+ Free 0 Everyone 10+ Beauty December 11, 2017 2 3.0 and up

Discover Color BEAUTY 4 364 6.4M 100,000+ Free 0 Everyone Beauty May 24, 2018 1.1 4.0.3 and up

Eyeliner step by step 2018 BEAUTY 4.3 18 3.2M 5,000+ Free 0 Everyone Beauty June 1, 2018 1.2.13 4.0.3 and up

Dresses Ideas & Fashions +3000 BEAUTY 4.5 473 8.2M 100,000+ Free 0 Mature 17+ Beauty March 1, 2017 1.0.2.0 1.6 and up

Lady adviser (beauty, health) BEAUTY NaN 30 9.9M 10,000+ Free 0 Mature 17+ Beauty January 24, 2018 3 3.0 and up

Step By Step Hairstyles For Women BEAUTY 4.1 66 2.9M 10,000+ Free 0 Everyone Beauty April 5, 2018 3.1.89 4.0.3 and up

Rainbow Camera BEAUTY 3.7 3871 23M 1,000,000+ Free 0 Everyone Beauty July 30, 2018 2.2.0 4.0 and up

Methods of teeth whitening BEAUTY 4.7 257 4.6M 50,000+ Free 0 Everyone Beauty August 7, 2017 1 4.0.3 and up

Girls hairstyles 2018 BEAUTY 4.2 62 3.1M 10,000+ Free 0 Everyone Beauty May 28, 2018 1.9.2 4.0.3 and up

Wattpad ? Free Books BOOKS_AND_REFERENCE 4.6 2914724 Varies with device 100,000,000+ Free 0 Teen Books & Reference August 1, 2018 Varies with device Varies with device

E-Book Read - Read Book for free BOOKS_AND_REFERENCE 4.5 1857 4.9M 50,000+ Free 0 Everyone Books & Reference August 3, 2018 1.3.2 4.4 and up

Download free book with green book BOOKS_AND_REFERENCE 4.6 4478 9.5M 100,000+ Free 0 Everyone 10+ Books & Reference July 31, 2017 1.1 4.0 and up

Wikipedia BOOKS_AND_REFERENCE 4.4 577550 Varies with device 10,000,000+ Free 0 Everyone Books & Reference August 2, 2018 Varies with device Varies with device

Amazon Kindle BOOKS_AND_REFERENCE 4.2 814080 Varies with device 100,000,000+ Free 0 Teen Books & Reference July 27, 2018 Varies with device Varies with device

Cool Reader BOOKS_AND_REFERENCE 4.5 246315 Varies with device 10,000,000+ Free 0 Everyone Books & Reference July 17, 2015 Varies with device 1.5 and up

Dictionary - Merriam-Webster BOOKS_AND_REFERENCE 4.5 454060 Varies with device 10,000,000+ Free 0 Everyone Books & Reference May 18, 2018 Varies with device Varies with device

NOOK: Read eBooks & Magazines BOOKS_AND_REFERENCE 4.5 155446 Varies with device 10,000,000+ Free 0 Teen Books & Reference April 25, 2018 Varies with device Varies with device

Free Panda Radio Music BOOKS_AND_REFERENCE 4.5 418 4.2M 100,000+ Free 0 Everyone Books & Reference March 27, 2018 2.1 4.1 and up

Book store BOOKS_AND_REFERENCE 4.4 22486 5.4M 1,000,000+ Free 0 Teen Books & Reference June 6, 2018 3.2.1 4.0 and up

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