DATA 607 02 [15961] : Week 6 - Data Transformations [03/04 - 03/10] Project 2.3
IS 607 - Project 2.3 - Top Best Seller Books on Amazon
Debabrata Kabiraj
March 10, 2019
1 Introduction
The goal is to read the data as provided from the following suggestion in discussion board (Forum: Discussion 5: Untidy Data) by Henry Otuadinma https://bbhosted.cuny.edu/webapps/discussionboard/do/message?action=list_messages&course_id=_1705328_1&nav=discussion_board&conf_id=_1845527_1&forum_id=_1908779_1&message_id=_31282550_1
2 Challenges
- Need to load the csv file from source http://www.hassavocadoboard.com/retail/volume-and-price-data
- Merge the two spreadhseet data into a single dataframe
- Do a comparative study of Avocado sale and prices of conventional vs organic
3 Pre-Requistes : Available Libraries
- DT
- data.table
- tidyr
- dplyr
4 Read CSV File into R from local working directory
## [1] 250 8## title author genre rating
## Length:250 Length:250 Length:250 Min. :3.600
## Class :character Class :character Class :character 1st Qu.:4.400
## Mode :character Mode :character Mode :character Median :4.600
## Mean :4.557
## 3rd Qu.:4.700
## Max. :5.000
## NA's :11
## img numRater type
## Length:250 Min. : 3.0 Length:250
## Class :character 1st Qu.: 132.5 Class :character
## Mode :character Median : 529.0 Mode :character
## Mean : 2403.1
## 3rd Qu.: 3031.0
## Max. :35429.0
## NA's :11
## price
## Length:250
## Class :character
## Mode :character
##
##
##
## 5 Untidy Data
5.1 Untidy Data Table
5.2 Untidy Raw Data
raw.data## title
## 1 Zoo Nebraska
## 2 Code Girls
## 3 Extraordinary Lives
## 4 The Threat
## 5 Extreme Ownership
## 6 Sapiens
## 7 The Broken Circle
## 8 The Things Our Fathers SawThe Untold Stories of the World War II Generation From Hometown, USA-Volume I
## 9 The Threat
## 10 Say Nothing
## 11 The Threat
## 12 Bury My Heart at Wounded Knee
## 13 Mastering the Art of French Eating
## 14 Say Nothing
## 15 Born Survivors
## 16 Sapiens
## 17 Dissolving Illusions
## 18 Queen of Scots
## 19 The Case for Trump
## 20 Say Nothing
## 21 Extreme Ownership
## 22 The Worst Hard Time
## 23 At the Existentialist Café
## 24 Topgun
## 25 Spearhead
## 26 Sapiens
## 27 21 Lessons for the 21st Century
## 28 The Day the World Came to Town
## 29 Monster City
## 30 D DAY Through German Eyes - Book Two - More hidden stories from June 6th 1944 (D DAY - Through German Eyes)
## 31 Thunder Dog
## 32 Fly Girls
## 33 What You Should Know About Politics . . . But Don't
## 34 Five Presidents
## 35 Man's Search for Meaning
## 36 Prague Winter
## 37 Stuff Matters
## 38 The Library Book
## 39 Madame Fourcade's Secret War
## 40 Homo Deus
## 41 Spearhead
## 42 The Forgotten 500
## 43 Boomerang
## 44 The First Conspiracy
## 45 The Library Book
## 46 Five Presidents
## 47 The First Conspiracy
## 48 Astrophysics for People in a Hurry
## 49 Midnight in Chernobyl
## 50 The Negro Motorist Green-Book
## 51 Girl, Stop Apologizing
## 52 Thief of Corinth
## 53 Girl, Stop Apologizing (Audible Exclusive Edition)
## 54 Girl, Wash Your Face
## 55 The Miracle Morning
## 56 Girl, Wash Your Face
## 57 A World Full of Strangers
## 58 The Life-Changing Magic of Tidying Up
## 59 The 5 Love Languages
## 60 The Lost Girls of Paris
## 61 The Tattooist of Auschwitz
## 62 Capital Gaines
## 63 Along the Cane River
## 64 It's Not Supposed to Be This Way
## 65 Choosing Happiness Even When Life Is Hard
## 66 The Four Agreements
## 67 The Total Money Makeover
## 68 The Rock, the Road, and the Rabbi
## 69 Once Upon a Prince (Royal Wedding Series Book 1)
## 70 The Tattooist of Auschwitz
## 71 The Five Love Languages
## 72 Girl, Wash Your Face
## 73 The Life-Changing Magic of Tidying Up
## 74 The Power of Now
## 75 The Tattooist of Auschwitz
## 76 Girl, Stop Apologizing
## 77 Things I Never Told You (Thatcher Sisters)
## 78 Attempt to Locate (Lantern Beach P.D. Book 2)
## 79 The Total Money Makeover
## 80 The Four Agreements
## 81 Same Kind of Different As Me
## 82 The Complete Holy Bible - KJV
## 83 Explosive Force (Military K-9 Unit)
## 84 When I Pray for You
## 85 Warrior of the Light
## 86 The 5 Love Languages
## 87 Justice Comes Home (The Texas Riders Western) (A Western Frontier Fiction)
## 88 It's Not Supposed to Be This Way
## 89 Jesus Calling
## 90 A Mother's Love
## 91 Consciousness Beyond Life
## 92 The Gifts of Imperfection
## 93 The Lost Girls of Paris
## 94 The Alchemist
## 95 Willow Falls (Matt Bannister Western Book 1)
## 96 Becoming Supernatural
## 97 How to Change Your Mind
## 98 A New Earth
## 99 My Spiritual Journey
## 100 Spark Joy
## 101 The Elephant in the Brain
## 102 12 Rules for Life
## 103 Sapiens
## 104 The Uninhabitable Earth
## 105 Mama's Last Hug
## 106 Sapiens
## 107 Thinking, Fast and Slow
## 108 The Undoing Project
## 109 The Uninhabitable Earth
## 110 Consciousness Beyond Life
## 111 The Worst Hard Time
## 112 Feeding You Lies
## 113 If I Understood You, Would I Have This Look on My Face?
## 114 Sapiens
## 115 The Plant Paradox Quick and Easy
## 116 Digital Minimalism
## 117 Misbehaving
## 118 Maps of Meaning
## 119 Thinking, Fast and Slow
## 120 Outliers
## 121 There's No Place Like Space
## 122 Astrophysics for People in a Hurry
## 123 The Untethered Soul
## 124 Stuff Matters
## 125 The Uninhabitable Earth
## 126 The Untethered Soul
## 127 Homo Deus
## 128 The Power of Habit
## 129 Grit
## 130 Walden (AmazonClassics Edition)
## 131 Mama's Last Hug
## 132 No-Drama Discipline
## 133 The Body Keeps the Score
## 134 Astrophysics for People in a Hurry
## 135 Midnight in Chernobyl
## 136 Digital Minimalism
## 137 The Truth About Men
## 138 Grit
## 139 Wine Grapes
## 140 The Story of Earth
## 141 Why We Sleep
## 142 Attached
## 143 Quiet
## 144 Influence
## 145 Why We Sleep
## 146 Attached
## 147 Astrophysics for People in a Hurry
## 148 Midnight in Chernobyl
## 149 Algorithms to Live By
## 150 Women in Science
## 151 The Rescue (Ryan Decker Book 1)
## 152 I'm Fine and Neither Are You
## 153 A Lily in the Light
## 154 Beyond the Shadow of Night
## 155 Tumble (Dogwood Lane Book 1)
## 156 Where the Crawdads Sing
## 157 Surprise Delivery
## 158 Where the Forest Meets the Stars
## 159 A Curve in the Road
## 160 The Handmaid's Tale
## 161 Where the Crawdads Sing
## 162 Stillhouse Lake
## 163 The Beantown Girls
## 164 Verses for the Dead (Agent Pendergast)
## 165 What the Wind Knows
## 166 Thief of Corinth
## 167 Beneath a Scarlet Sky
## 168 The Storyteller's Secret
## 169 On the Island
## 170 Harry Potter and the Sorcerer's Stone
## 171 Where the Crawdads Sing
## 172 Southern Player
## 173 Every Breath
## 174 The Victory Garden
## 175 Ex's Best Friend
## 176 Lethal White (A Cormoran Strike Novel Book 4)
## 177 The Perfect Child
## 178 All This I Will Give to You
## 179 Runner (Sam Dryden series Book 1)
## 180 The Killer Collective
## 181 X (Kinsey Millhone Book 24)
## 182 Flirting with the Frenemy (Bro Code Book 1)
## 183 Since You've Been Gone
## 184 Winter Cottage
## 185 The Strange Journey of Alice Pendelbury
## 186 In Farleigh Field
## 187 Mr Spencer
## 188 Since We Fell
## 189 The Secret Orphan
## 190 My Sister's Grave (Tracy Crosswhite Book 1)
## 191 A World Full of Strangers
## 192 The Spitfire Girls
## 193 Winter World (The Long Winter Book 1)
## 194 Edge of Eternity (The Century Trilogy, Book 3)
## 195 Blue Moon
## 196 The Magnolia Inn
## 197 Inevitable
## 198 Heartless (An Enemies To Lovers Novel Book 1)
## 199 Daddy
## 200 The Beach House
## 201 Becoming
## 202 Becoming
## 203 My Own Words
## 204 Mindset
## 205 Just Mercy
## 206 Just Mercy
## 207 The New Jim Crow
## 208 Michelle Obama
## 209 Doing Justice
## 210 Doing Justice
## 211 The Mueller Report
## 212 Licensed to Lie
## 213 Bending Toward Justice
## 214 Until We Reckon
## 215 10 Actual, Official LSAT PrepTests Volume VI
## 216 The Unwinding of the Miracle
## 217 The Sun Does Shine
## 218 All Good Things
## 219 The Mastermind
## 220 A Higher Loyalty
## 221 The Adventures of Big-Foot Wallace
## 222 The Color of Law
## 223 The New Jim Crow
## 224 The Unwinding of the Miracle
## 225 Mindhunter
## 226 Just Mercy
## 227 Notorious RBG
## 228 The Innocent Man
## 229 Separate
## 230 Robert's Rules of Order Newly Revised (Robert's Rules of Order (Paperback))
## 231 A Higher Loyalty
## 232 Doing Justice
## 233 Becoming
## 234 The LSAT Trainer
## 235 The Mastermind
## 236 Becoming
## 237 Quicken Willmaker Plus 2019 Edition
## 238 The Unwinding of the Miracle
## 239 10 Actual, Official LSAT PrepTests Volume V
## 240 My Own Words
## 241 How to Debate Leftists and Destroy Them
## 242 Notorious RBG
## 243 The Smartest Guys in the Room
## 244 ASVAB Study Guide 2018-2019
## 245 My Own Words
## 246 Black Klansman
## 247 The Gulag Archipelago Abridged
## 248 Becoming
## 249 The Complete Sherlock Holmes
## 250 The Mastermind
## author genre rating
## 1 Carson Vaughan History 4.5
## 2 Liza Mundy History 4.5
## 3 William Zinsser History 4.3
## 4 Andrew G. McCabe History 4.7
## 5 Jocko Willink History 4.8
## 6 Yuval Noah Harari History 4.5
## 7 Enjeela Ahmadi-Miller History 4.5
## 8 Matthew Rozell History 4.6
## 9 Andrew G. McCabe History 4.7
## 10 Patrick Radden Keefe History 4.8
## 11 Andrew G. McCabe History 4.7
## 12 Dee Brown History 4.7
## 13 Ann Mah History 4.2
## 14 Patrick Radden Keefe History 4.8
## 15 Wendy Holden History 4.8
## 16 Yuval Noah Harari History 4.5
## 17 Suzanne Humphries MD History 4.8
## 18 John Guy History 4.2
## 19 Victor Davis Hanson History NA
## 20 Patrick Radden Keefe History 4.8
## 21 Jocko Willink History 4.8
## 22 Timothy Egan History 4.5
## 23 Sarah Bakewell History 4.5
## 24 Dan Pedersen History 4.6
## 25 Adam Makos History 5.0
## 26 Yuval Noah Harari History 4.5
## 27 Yuval Noah Harari History 4.2
## 28 Jim DeFede History 4.6
## 29 Michael Arntfield History 4.3
## 30 Holger Eckhertz History 4.6
## 31 Michael Hingson History 4.6
## 32 Keith O'Brien History 4.5
## 33 Jessamyn Conrad History 4.4
## 34 Clint Hill History 4.6
## 35 Viktor E. Frankl History 4.7
## 36 Madeleine Korbel Albright History 4.4
## 37 Mark Miodownik History 4.5
## 38 Susan Orlean History 4.2
## 39 Lynne Olson History NA
## 40 Yuval Noah Harari History 4.4
## 41 Adam Makos History 5.0
## 42 Gregory A. Freeman History 4.6
## 43 Michael Lewis History 4.3
## 44 Brad Meltzer History 4.2
## 45 Susan Orlean History 4.2
## 46 Clint Hill History 4.6
## 47 Brad Meltzer History 4.2
## 48 Neil deGrasse Tyson History 4.6
## 49 Adam Higginbotham History 4.6
## 50 Victor H. Green History 4.7
## 51 Rachel Hollis Religion NA
## 52 Tessa Afshar Religion 4.7
## 53 Rachel Hollis Religion NA
## 54 Rachel Hollis Religion 4.7
## 55 Hal Elrod Religion 4.6
## 56 Rachel Hollis Religion 4.7
## 57 Cynthia Freeman Religion 4.0
## 58 Marie Kondo Religion 4.4
## 59 Gary Chapman Religion 4.8
## 60 Pam Jenoff Religion 4.3
## 61 Heather Morris Religion 4.6
## 62 Chip Gaines Religion 4.7
## 63 Mary Jane Hathaway Religion 4.7
## 64 Lysa TerKeurst Religion 4.8
## 65 Frank Minirth Religion 4.2
## 66 Don Miguel Ruiz Religion 4.6
## 67 Dave Ramsey Religion 4.7
## 68 Kathie Lee Gifford Religion 4.7
## 69 Rachel Hauck Religion 4.5
## 70 Heather Morris Religion 4.6
## 71 Gary Chapman Religion 4.8
## 72 Rachel Hollis Religion 4.7
## 73 Marie Kondo Religion 4.4
## 74 Eckhart Tolle Religion 4.6
## 75 Heather Morris Religion 4.6
## 76 Rachel Hollis Religion NA
## 77 Beth K. Vogt Religion 4.6
## 78 Christy Barritt Religion 4.8
## 79 Dave Ramsey Religion 4.7
## 80 don Miguel Ruiz Religion 4.6
## 81 Ron Hall Religion 4.8
## 82 Topics Media Group Religion 4.5
## 83 Lynette Eason Religion 4.6
## 84 Matthew Paul Turner Religion 4.9
## 85 Paulo Coelho Religion 4.3
## 86 Gary Chapman Religion 4.8
## 87 Joseph Powell Religion 4.3
## 88 Lysa TerKeurst Religion 4.8
## 89 Sarah Young Religion 4.9
## 90 Charlotte Hubbard Religion 4.6
## 91 Pim van Lommel Religion 4.5
## 92 Brené Brown Religion 4.6
## 93 Pam Jenoff Religion 4.3
## 94 Paulo Coelho Religion 4.6
## 95 Ken Pratt Religion 4.3
## 96 Dr. Joe Dispenza Religion 4.8
## 97 Michael Pollan Religion 4.6
## 98 Eckhart Tolle Religion 4.6
## 99 Dalai Lama Religion 4.4
## 100 Marie Kondo Religion 4.6
## 101 Kevin Simler Science & Math 4.1
## 102 Jordan B. Peterson Science & Math 4.6
## 103 Yuval Noah Harari Science & Math 4.5
## 104 David Wallace-Wells Science & Math 4.5
## 105 Frans de Waal Science & Math 5.0
## 106 Yuval Noah Harari Science & Math 4.5
## 107 Daniel Kahneman Science & Math 4.5
## 108 Michael Lewis Science & Math 4.2
## 109 David Wallace-Wells Science & Math 4.5
## 110 Pim van Lommel Science & Math 4.5
## 111 Timothy Egan Science & Math 4.5
## 112 Vani Hari Science & Math 4.9
## 113 Alan Alda Science & Math 4.4
## 114 Yuval Noah Harari Science & Math 4.5
## 115 Dr. Steven R Gundry M.D. Science & Math 4.1
## 116 Cal Newport Science & Math 4.5
## 117 Richard H. Thaler Science & Math 4.4
## 118 Jordan B. Peterson Science & Math 4.6
## 119 Daniel Kahneman Science & Math 4.5
## 120 Malcolm Gladwell Science & Math 4.6
## 121 Tish Rabe Science & Math 4.7
## 122 Neil deGrasse Tyson Science & Math 4.6
## 123 Michael A. Singer Science & Math 4.7
## 124 Mark Miodownik Science & Math 4.5
## 125 David Wallace-Wells Science & Math 4.5
## 126 Michael A. Singer Science & Math 4.7
## 127 Yuval Noah Harari Science & Math 4.4
## 128 Charles Duhigg Science & Math 4.5
## 129 Angela Duckworth Science & Math 4.5
## 130 Henry David Thoreau Science & Math 4.2
## 131 Frans de Waal Science & Math 5.0
## 132 Daniel J. Siegel Science & Math 4.6
## 133 Bessel Van der Kolk MD Science & Math 4.8
## 134 Neil deGrasse Tyson Science & Math 4.6
## 135 Adam Higginbotham Science & Math 4.6
## 136 Cal Newport Science & Math 4.5
## 137 DeVon Franklin Science & Math 4.5
## 138 Angela Duckworth Science & Math 4.5
## 139 Jancis Robinson Science & Math 4.7
## 140 Robert M. Hazen Science & Math 4.7
## 141 Matthew Walker PhD Science & Math 4.7
## 142 Amir Levine Science & Math 4.7
## 143 Susan Cain Science & Math 4.5
## 144 Robert B. Cialdini Science & Math 4.5
## 145 Matthew Walker PhD Science & Math 4.7
## 146 Amir Levine Science & Math 4.7
## 147 Neil de Grasse Tyson Science & Math 4.6
## 148 Adam Higginbotham Science & Math 4.6
## 149 Brian Christian Science & Math 4.5
## 150 Rachel Ignotofsky Science & Math 4.6
## 151 Steven Konkoly Literature & Fiction 4.9
## 152 Camille Pagán Literature & Fiction 4.6
## 153 Kristin Fields Literature & Fiction 4.0
## 154 Ray Kingfisher Literature & Fiction 4.4
## 155 Adriana Locke Literature & Fiction 4.4
## 156 Delia Owens Literature & Fiction 4.8
## 157 R.R. Banks Literature & Fiction 4.1
## 158 Glendy Vanderah Literature & Fiction 4.7
## 159 Julianne MacLean Literature & Fiction 4.3
## 160 Margaret Atwood Literature & Fiction 4.1
## 161 Delia Owens Literature & Fiction 4.8
## 162 Rachel Caine Literature & Fiction 4.5
## 163 Jane Healey Literature & Fiction 4.7
## 164 Douglas Preston Literature & Fiction 4.3
## 165 Amy Harmon Literature & Fiction 4.8
## 166 Tessa Afshar Literature & Fiction 4.7
## 167 Mark Sullivan Literature & Fiction 4.8
## 168 Sejal Badani Literature & Fiction 4.8
## 169 Tracey Garvis Graves Literature & Fiction 4.6
## 170 J.K. Rowling Literature & Fiction 4.8
## 171 Delia Owens Literature & Fiction 4.8
## 172 Jessica Peterson Literature & Fiction 4.8
## 173 Nicholas Sparks Literature & Fiction 4.7
## 174 Rhys Bowen Literature & Fiction 4.4
## 175 Aubrey Wright Literature & Fiction 4.8
## 176 Robert Galbraith Literature & Fiction 4.5
## 177 Lucinda Berry Literature & Fiction 4.1
## 178 Dolores Redondo Literature & Fiction 4.6
## 179 Patrick Lee Literature & Fiction 4.5
## 180 Barry Eisler Literature & Fiction 4.4
## 181 Sue Grafton Literature & Fiction 4.3
## 182 Pippa Grant Literature & Fiction 4.8
## 183 Christa Allan Literature & Fiction 4.4
## 184 Mary Ellen Taylor Literature & Fiction 4.6
## 185 Marc Levy Literature & Fiction 4.5
## 186 Rhys Bowen Literature & Fiction 4.2
## 187 T L Swan Literature & Fiction 4.8
## 188 Dennis Lehane Literature & Fiction 3.6
## 189 Glynis Peters Literature & Fiction 4.5
## 190 Robert Dugoni Literature & Fiction 4.4
## 191 Cynthia Freeman Literature & Fiction 4.0
## 192 Soraya M. Lane Literature & Fiction 4.4
## 193 A.G. Riddle Literature & Fiction 4.9
## 194 Ken Follett Literature & Fiction 4.1
## 195 Lee Child Literature & Fiction NA
## 196 Carolyn Brown Literature & Fiction 4.4
## 197 C.J. Petit Literature & Fiction 4.7
## 198 Michelle Heard Literature & Fiction 4.4
## 199 Katy Kaylee Literature & Fiction 4.5
## 200 Mary Alice Monroe Literature & Fiction 4.6
## 201 Michelle Obama Law 4.9
## 202 Michelle Obama Law 4.9
## 203 Ruth Bader Ginsburg Law 4.3
## 204 Carol S. Dweck Law 4.5
## 205 Bryan Stevenson Law 4.8
## 206 Bryan Stevenson Law 4.8
## 207 Michelle Alexander Law 4.7
## 208 Peter Slevin Law 4.4
## 209 Preet Bharara Law NA
## 210 Preet Bharara Law NA
## 211 Robert S. Mueller III Law NA
## 212 Sidney Powell Law 4.9
## 213 Doug Jones Law 4.1
## 214 Danielle Sered Law NA
## 215 Law School Admission Council Law 4.6
## 216 Julie Yip-Williams Law 4.6
## 217 Anthony Ray Hinton Law 4.9
## 218 Rosemary Reeve Law 4.9
## 219 Evan Ratliff Law 4.6
## 220 James Comey Law 4.7
## 221 John C. Duval Law 4.2
## 222 Richard Rothstein Law 4.8
## 223 Michelle Alexander Law 4.7
## 224 Julie Yip-Williams Law 4.6
## 225 John E. Douglas Law 4.4
## 226 Bryan Stevenson Law 4.8
## 227 Irin Carmon Law 4.5
## 228 John Grisham Law 4.2
## 229 Steve Luxenberg Law 5.0
## 230 Henry M. Robert III Law 4.6
## 231 James Comey Law 4.7
## 232 Preet Bharara Law NA
## 233 Michelle Obama Law 4.4
## 234 Mike Kim Law 4.5
## 235 Evan Ratliff Law 4.6
## 236 Michelle Obama Law 4.9
## 237 Editors of Nolo Law 4.2
## 238 Julie Yip-Williams Law 4.6
## 239 Law School Admission Council Law 4.7
## 240 Ruth Bader Ginsburg Law 4.3
## 241 Ben Shapiro Law 4.5
## 242 Irin Carmon Law 4.5
## 243 Bethany McLean Law 4.5
## 244 Test Prep Books Military Team Law 4.5
## 245 Ruth Bader Ginsburg Law 4.3
## 246 Ron Stallworth Law 4.2
## 247 Aleksandr Solzhenitsyn Law 4.6
## 248 Michelle Obama Law 4.9
## 249 Arthur Conan Doyle Law 4.5
## 250 Evan Ratliff Law 4.6
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## numRater type price
## 1 16 Kindle Edition 4.99
## 2 459 Kindle Edition 11.99
## 3 53 Kindle Edition 1.99
## 4 192 Audible Audiobook Free with Audible trial
## 5 2597 Audible Audiobook Free with Audible trial
## 6 5630 Audible Audiobook Free with Audible trial
## 7 269 Kindle Edition 4.99
## 8 630 Kindle Edition 1.99
## 9 192 Hardcover 17.99
## 10 19 Hardcover 17.37
## 11 192 Kindle Edition 14.99
## 12 1236 Kindle Edition 9.99
## 13 197 Kindle Edition 1.99
## 14 19 Kindle Edition 14.99
## 15 1351 Kindle Edition 11.99
## 16 5630 Paperback 13.79
## 17 525 Paperback 22.8
## 18 136 Kindle Edition 9.99
## 19 NA Hardcover 19.49
## 20 19 Audible Audiobook Free with Audible trial
## 21 2597 Hardcover 15.35
## 22 1743 Kindle Edition 9.99
## 23 303 Kindle Edition 1.99
## 24 17 Hardcover 18.3
## 25 44 Hardcover 16.85
## 26 5630 Kindle Edition 14.99
## 27 351 Audible Audiobook Free with Audible trial
## 28 1332 Kindle Edition 10.99
## 29 28 Kindle Edition 0.99
## 30 1310 Kindle Edition 2.99
## 31 1410 Kindle Edition 9.99
## 32 121 Audible Audiobook Free with Audible trial
## 33 33 Kindle Edition 1.99
## 34 711 Paperback 14.7
## 35 4427 Paperback 9.89
## 36 544 Kindle Edition 2.99
## 37 596 Kindle Edition 9.99
## 38 484 Kindle Edition 14.99
## 39 NA Kindle Edition 13.99
## 40 1363 Audible Audiobook Free with Audible trial
## 41 44 Kindle Edition 13.99
## 42 1297 Kindle Edition 1.99
## 43 1200 Kindle Edition 9.99
## 44 171 Kindle Edition 14.99
## 45 484 Hardcover 16.8
## 46 711 Kindle Edition 12.99
## 47 171 Hardcover 17.99
## 48 3800 Hardcover 13.26
## 49 31 Kindle Edition 14.99
## 50 161 Paperback 8.09
## 51 NA Hardcover 14.99
## 52 107 Audible Audiobook Free with Audible trial
## 53 NA Audible Audiobook Free with Audible trial
## 54 9513 Audible Audiobook Free with Audible trial
## 55 3460 Kindle Edition 9.97
## 56 9513 Hardcover 13.29
## 57 53 Kindle Edition 1.99
## 58 13958 Hardcover 9.69
## 59 14160 Paperback 9.59
## 60 238 Kindle Edition 9.99
## 61 1291 Kindle Edition 11.99
## 62 1070 Kindle Edition 9.99
## 63 94 Kindle Edition 0.99
## 64 431 Hardcover 14.99
## 65 24 Kindle Edition 0.99
## 66 7610 Paperback 7.49
## 67 6227 Audible Audiobook Free with Audible trial
## 68 467 Kindle Edition 9.99
## 69 684 Kindle Edition 7.99
## 70 1291 Audible Audiobook Free with Audible trial
## 71 14160 Audible Audiobook Free with Audible trial
## 72 9513 Kindle Edition 12.99
## 73 13958 Audible Audiobook Free with Audible trial
## 74 5847 Audible Audiobook Free with Audible trial
## 75 1291 Paperback 10.19
## 76 NA Kindle Edition 12.99
## 77 76 Kindle Edition 0.99
## 78 31 Kindle Edition 0.99
## 79 6227 Hardcover 16.19
## 80 7610 Audible Audiobook Free with Audible trial
## 81 3170 Kindle Edition 9.99
## 82 1509 Audible Audiobook Free with Audible trial
## 83 21 Kindle Edition 0.99
## 84 136 Hardcover 8.13
## 85 443 Kindle Edition 12.99
## 86 14160 Kindle Edition 6.67
## 87 47 Kindle Edition 0.99
## 88 431 Audible Audiobook Free with Audible trial
## 89 17535 Hardcover 8.49
## 90 66 Kindle Edition 0.99
## 91 178 Kindle Edition 1.99
## 92 3953 Paperback 11.42
## 93 238 Paperback 10.19
## 94 12311 Audible Audiobook Free with Audible trial
## 95 271 Kindle Edition 0.99
## 96 686 Audible Audiobook Free with Audible trial
## 97 392 Audible Audiobook Free with Audible trial
## 98 4124 Audible Audiobook Free with Audible trial
## 99 129 Kindle Edition 13.99
## 100 1154 Hardcover 13.29
## 101 62 Audible Audiobook Free with Audible trial
## 102 4601 Audible Audiobook Free with Audible trial
## 103 5630 Audible Audiobook Free with Audible trial
## 104 25 Hardcover 16.2
## 105 3 Hardcover 18.27
## 106 5630 Paperback 13.79
## 107 3080 Audible Audiobook Free with Audible trial
## 108 1389 Kindle Edition 9.61
## 109 25 Kindle Edition 13.99
## 110 178 Kindle Edition 1.99
## 111 1743 Kindle Edition 9.99
## 112 146 Hardcover 16.79
## 113 210 Kindle Edition 9.99
## 114 5630 Kindle Edition 14.99
## 115 40 Paperback 12.78
## 116 63 Audible Audiobook Free with Audible trial
## 117 410 Kindle Edition 10.61
## 118 192 Paperback 29.99
## 119 3080 Paperback 9.49
## 120 5152 Audible Audiobook Free with Audible trial
## 121 804 Hardcover 6
## 122 3800 Audible Audiobook Free with Audible trial
## 123 4888 Audible Audiobook Free with Audible trial
## 124 596 Kindle Edition 9.99
## 125 25 Audible Audiobook Free with Audible trial
## 126 4888 Paperback 16.16
## 127 1363 Audible Audiobook Free with Audible trial
## 128 4843 Paperback 13.07
## 129 1150 Paperback 9.88
## 130 1797 Kindle Edition 2.99
## 131 3 Kindle Edition 14.87
## 132 430 Paperback 10.87
## 133 1878 Audible Audiobook Free with Audible trial
## 134 3800 Hardcover 13.26
## 135 31 Kindle Edition 14.99
## 136 63 Kindle Edition 13.99
## 137 38 Hardcover 15.6
## 138 1150 Audible Audiobook Free with Audible trial
## 139 109 Kindle Edition 3.99
## 140 187 Kindle Edition 2.99
## 141 478 Paperback 11.55
## 142 1061 Kindle Edition 1.99
## 143 5630 Paperback 12.79
## 144 2073 Audible Audiobook Free with Audible trial
## 145 478 Audible Audiobook Free with Audible trial
## 146 1061 Paperback 10.84
## 147 3800 Kindle Edition 9.99
## 148 31 Hardcover 17.97
## 149 289 Audible Audiobook Free with Audible trial
## 150 581 Hardcover 11.55
## 151 49 Kindle Edition 4.99
## 152 65 Kindle Edition 4.99
## 153 19 Kindle Edition 4.99
## 154 8 Kindle Edition 4.99
## 155 261 Kindle Edition 3.99
## 156 5859 Kindle Edition 12.99
## 157 231 Kindle Edition 0.99
## 158 1597 Kindle Edition 4.99
## 159 755 Kindle Edition 1.99
## 160 14012 Kindle Edition 9.99
## 161 5860 Audible Audiobook Free with Audible trial
## 162 9368 Kindle Edition 1.99
## 163 529 Kindle Edition 3.99
## 164 505 Kindle Edition 14.99
## 165 766 Kindle Edition 4.99
## 166 107 Audible Audiobook Free with Audible trial
## 167 24053 Kindle Edition 5.99
## 168 5894 Kindle Edition 4.99
## 169 2982 Kindle Edition 1.99
## 170 35429 Kindle Edition 8.99
## 171 5859 Hardcover 16.2
## 172 125 Kindle Edition 2.99
## 173 1530 Kindle Edition 12.99
## 174 232 Kindle Edition 5.99
## 175 68 Kindle Edition 0.99
## 176 1226 Kindle Edition 14.99
## 177 898 Kindle Edition 4.99
## 178 95 Audible Audiobook Free with Audible trial
## 179 329 Kindle Edition 1.99
## 180 1382 Kindle Edition 4.99
## 181 4415 Kindle Edition 1.99
## 182 138 Kindle Edition 2.99
## 183 394 Kindle Edition 1.99
## 184 271 Kindle Edition 4.99
## 185 142 Kindle Edition 4.99
## 186 4905 Kindle Edition 5.49
## 187 203 Kindle Edition 2.99
## 188 860 Kindle Edition 11.99
## 189 266 Kindle Edition 0.99
## 190 15097 Kindle Edition 4.99
## 191 53 Kindle Edition 1.99
## 192 30 Kindle Edition 4.99
## 193 41 Kindle Edition 4.99
## 194 16474 Kindle Edition 1.99
## 195 NA Kindle Edition 14.99
## 196 940 Kindle Edition 4.99
## 197 89 Kindle Edition 0.99
## 198 223 Kindle Edition 0.99
## 199 131 Kindle Edition 0.99
## 200 2411 Kindle Edition 6.99
## 201 9239 Hardcover 19.47
## 202 9239 Kindle Edition 14.99
## 203 222 Audible Audiobook Free with Audible trial
## 204 2546 Paperback 10.2
## 205 3414 Paperback 12
## 206 3414 Audible Audiobook Free with Audible trial
## 207 2898 Paperback 13.56
## 208 168 Kindle Edition 2.99
## 209 NA Hardcover 22.28
## 210 NA Audible Audiobook Free with Audible trial
## 211 NA Paperback 9.37
## 212 749 Paperback 13.36
## 213 7 Hardcover 19.49
## 214 NA Hardcover 17.7
## 215 58 Paperback 23.11
## 216 46 Kindle Edition 13.99
## 217 703 Kindle Edition 13.99
## 218 33 Kindle Edition 0.99
## 219 34 Audible Audiobook Free with Audible trial
## 220 4640 Audible Audiobook Free with Audible trial
## 221 40 Kindle Edition 0.99
## 222 338 Paperback 12.2
## 223 2898 Audible Audiobook Free with Audible trial
## 224 46 Hardcover 18.36
## 225 616 Audible Audiobook Free with Audible trial
## 226 3414 Kindle Edition 12.99
## 227 821 Hardcover 15.63
## 228 2404 Kindle Edition 9.99
## 229 5 Hardcover 22.48
## 230 848 Paperback 12.88
## 231 4640 Hardcover 15
## 232 NA Kindle Edition 14.99
## 233 241 Paperback 15.96
## 234 315 Paperback 49.43
## 235 34 Kindle Edition 13.99
## 236 9239 Paperback 23.45
## 237 20 Paperback 49.24
## 238 46 Audible Audiobook Free with Audible trial
## 239 174 Paperback 21.89
## 240 222 Kindle Edition 10.99
## 241 1291 Kindle Edition 0.99
## 242 821 Audible Audiobook Free with Audible trial
## 243 328 Audible Audiobook Free with Audible trial
## 244 134 Paperback 14.24
## 245 222 Paperback 12.23
## 246 192 Kindle Edition 9.99
## 247 429 Paperback 14.86
## 248 9239 Audio CD 23.63
## 249 5750 Kindle Edition 0.49
## 250 34 Hardcover 16.366 Data Scrubbing
6.1 Remove the redundant column “img”"
tidy_data <- raw.data %>% select(-img)6.2 Correct the price for “Free with Audible trial”
tidy_data <- tidy_data %>% mutate(price=replace(price, price==" Free with Audible trial", 0))6.3 Simplify the Book Type for “Kindle Edition”, “Audible Audiobook”, “Audio CD”
tidy_data <- extract(tidy_data, type, c("TypeSimplified"), "([^ ]+)")7 Show tidy Data Table
DT::datatable(tidy_data, options = list(pagelength=5))8 Analysis
- Find the 5 cheapest top selling books including free ones
cheapest <- sqldf::sqldf(
"select *
from (select distinct title, author, genre, rating, numRater, price
from tidy_data
order by price asc, numRater desc)
limit 5
"
)
DT::datatable(cheapest, options = list(pagelength=5))- Find the 5 cheapest top selling books excluding free ones
cheapest <- sqldf::sqldf(
"select *
from (select distinct title, author, genre, rating, price
from tidy_data
where price <> 0
order by price asc, numRater desc)
limit 5
"
)
DT::datatable(cheapest, options = list(pagelength=5))- Sale of books per genre
books_sale_by_genre <- sqldf::sqldf(
"select genre, sum(numRater) salecount
from (select distinct genre, numRater from tidy_data)
group by genre
"
)ggplot(books_sale_by_genre, aes(x=genre, y=salecount, fill=genre))+
scale_fill_discrete() +
labs(title="Genre VS SaleCount", x ="Genre", y="Sale Count") +
geom_bar(stat="identity", width=.7, show.legend = FALSE) +
geom_text(aes(label=salecount), vjust=0)
- Average Price of books per genre
books_sale_price_by_genre <- sqldf::sqldf(
"select genre, avg(price) saleprice
from (select distinct genre, price from tidy_data)
group by genre
"
)ggplot(books_sale_price_by_genre, aes(x=genre, y=saleprice, fill=genre))+
scale_fill_discrete() +
labs(title="Genre VS Average SalePrice", x ="Genre", y="Average Sale Price") +
geom_bar(stat="identity", width=.7, show.legend = FALSE) +
geom_text(aes(label=saleprice), vjust=0)