Week4
Shresta Reddy Nukala
2024-04-21
Loading all the necessary libraries
library(tidyverse)## ── Attaching core tidyverse packages ──────────────────────── tidyverse 2.0.0 ──
## ✔ dplyr 1.1.4 ✔ readr 2.1.5
## ✔ forcats 1.0.0 ✔ stringr 1.5.1
## ✔ ggplot2 3.4.4 ✔ tibble 3.2.1
## ✔ lubridate 1.9.3 ✔ tidyr 1.3.1
## ✔ purrr 1.0.2
## ── Conflicts ────────────────────────────────────────── tidyverse_conflicts() ──
## ✖ dplyr::filter() masks stats::filter()
## ✖ dplyr::lag() masks stats::lag()
## ℹ Use the conflicted package (<http://conflicted.r-lib.org/>) to force all conflicts to become errorslibrary(dplyr)
library(ggplot2)
library(ggthemes)
library(purrr)Load the Dataset
books <- read.csv("bestsellers.csv")Check the structure of the data
str(books)## 'data.frame': 550 obs. of 7 variables:
## $ Name : chr "10-Day Green Smoothie Cleanse" "11/22/63: A Novel" "12 Rules for Life: An Antidote to Chaos" "1984 (Signet Classics)" ...
## $ Author : chr "JJ Smith" "Stephen King" "Jordan B. Peterson" "George Orwell" ...
## $ User.Rating: num 4.7 4.6 4.7 4.7 4.8 4.4 4.7 4.7 4.7 4.6 ...
## $ Reviews : int 17350 2052 18979 21424 7665 12643 19735 19699 5983 23848 ...
## $ Price : int 8 22 15 6 12 11 30 15 3 8 ...
## $ Year : int 2016 2011 2018 2017 2019 2011 2014 2017 2018 2016 ...
## $ Genre : chr "Non Fiction" "Fiction" "Non Fiction" "Fiction" ...head(books)## Name
## 1 10-Day Green Smoothie Cleanse
## 2 11/22/63: A Novel
## 3 12 Rules for Life: An Antidote to Chaos
## 4 1984 (Signet Classics)
## 5 5,000 Awesome Facts (About Everything!) (National Geographic Kids)
## 6 A Dance with Dragons (A Song of Ice and Fire)
## Author User.Rating Reviews Price Year Genre
## 1 JJ Smith 4.7 17350 8 2016 Non Fiction
## 2 Stephen King 4.6 2052 22 2011 Fiction
## 3 Jordan B. Peterson 4.7 18979 15 2018 Non Fiction
## 4 George Orwell 4.7 21424 6 2017 Fiction
## 5 National Geographic Kids 4.8 7665 12 2019 Non Fiction
## 6 George R. R. Martin 4.4 12643 11 2011 Fictionset.seed(123)
n <- nrow(books)
# Function to create a subsample
create_sample <- function(id) {
sample <- books %>%
sample_frac(size = 0.5, replace = TRUE) %>%
mutate(sample_id = id) # Adding a sample identifier
assign(paste0("df_", id), sample, envir = globalenv())
}# Create 5 samples
samples <- map(1:5, create_sample)
samples## [[1]]
## Name
## 1 The Immortal Life of Henrietta Lacks
## 2 The Silent Patient
## 3 If Animals Kissed Good Night
## 4 Water for Elephants: A Novel
## 5 Joyland (Hard Case Crime)
## 6 Game Change: Obama and the Clintons, McCain and Palin, and the Race of a Lifetime
## 7 Shred: The Revolutionary Diet: 6 Weeks 4 Inches 2 Sizes
## 8 Mastering the Art of French Cooking, Vol. 2
## 9 No Easy Day: The Autobiography of a Navy Seal: The Firsthand Account of the Mission That Killed Osama Bin Laden
## 10 A Wrinkle in Time (Time Quintet)
## 11 The Five Dysfunctions of a Team: A Leadership Fable
## 12 Drive: The Surprising Truth About What Motivates Us
## 13 The Book Thief
## 14 The China Study: The Most Comprehensive Study of Nutrition Ever Conducted And the Startling Implications for Diet…
## 15 Arguing with Idiots: How to Stop Small Minds and Big Government
## 16 Unbroken: A World War II Story of Survival, Resilience, and Redemption
## 17 The Life-Changing Magic of Tidying Up: The Japanese Art of Decluttering and Organizing
## 18 Laugh-Out-Loud Jokes for Kids
## 19 The Five Dysfunctions of a Team: A Leadership Fable
## 20 Good to Great: Why Some Companies Make the Leap and Others Don't
## 21 Wonder
## 22 The Wonderful Things You Will Be
## 23 Allegiant
## 24 StrengthsFinder 2.0
## 25 Going Rogue: An American Life
## 26 Love You Forever
## 27 Homebody: A Guide to Creating Spaces You Never Want to Leave
## 28 Liberty and Tyranny: A Conservative Manifesto
## 29 Rush Revere and the First Patriots: Time-Travel Adventures With Exceptional Americans (2)
## 30 Diary of a Wimpy Kid: Hard Luck, Book 8
## 31 Good to Great: Why Some Companies Make the Leap and Others Don't
## 32 Happy, Happy, Happy: My Life and Legacy as the Duck Commander
## 33 School Zone - Big Preschool Workbook - Ages 4 and Up, Colors, Shapes, Numbers 1-10, Alphabet, Pre-Writing, Pre-Reading…
## 34 Publication Manual of the American Psychological Association, 6th Edition
## 35 The Silent Patient
## 36 Brown Bear, Brown Bear, What Do You See?
## 37 The Love Dare
## 38 Dover Creative Haven Art Nouveau Animal Designs Coloring Book (Creative Haven Coloring Books)
## 39 Sycamore Row (Jake Brigance)
## 40 Love Wins: A Book About Heaven, Hell, and the Fate of Every Person Who Ever Lived
## 41 What If?: Serious Scientific Answers to Absurd Hypothetical Questions
## 42 Food Rules: An Eater's Manual
## 43 The Racketeer
## 44 Breaking Dawn (The Twilight Saga, Book 4)
## 45 Harry Potter Coloring Book
## 46 Laugh-Out-Loud Jokes for Kids
## 47 The Five Dysfunctions of a Team: A Leadership Fable
## 48 Becoming
## 49 Unbroken: A World War II Story of Survival, Resilience, and Redemption
## 50 A Stolen Life: A Memoir
## 51 Delivering Happiness: A Path to Profits, Passion, and Purpose
## 52 The Hunger Games (Book 1)
## 53 StrengthsFinder 2.0
## 54 Publication Manual of the American Psychological Association, 6th Edition
## 55 Double Down (Diary of a Wimpy Kid #11)
## 56 Whose Boat Is This Boat?: Comments That Don't Help in the Aftermath of a Hurricane
## 57 Salt, Fat, Acid, Heat: Mastering the Elements of Good Cooking
## 58 The Life-Changing Magic of Tidying Up: The Japanese Art of Decluttering and Organizing
## 59 Radical: Taking Back Your Faith from the American Dream
## 60 Game of Thrones Boxed Set: A Game of Thrones/A Clash of Kings/A Storm of Swords/A Feast for Crows
## 61 Fire and Fury: Inside the Trump White House
## 62 Harry Potter and the Sorcerer's Stone: The Illustrated Edition (Harry Potter, Book 1)
## 63 Dear Zoo: A Lift-the-Flap Book
## 64 The Very Hungry Caterpillar
## 65 The Very Hungry Caterpillar
## 66 The Very Hungry Caterpillar
## 67 Dear Zoo: A Lift-the-Flap Book
## 68 Dog Man: Brawl of the Wild: From the Creator of Captain Underpants (Dog Man #6)
## 69 Hillbilly Elegy: A Memoir of a Family and Culture in Crisis
## 70 Crazy Love: Overwhelmed by a Relentless God
## 71 Diary of a Wimpy Kid: The Long Haul
## 72 I, Alex Cross
## 73 The Day the Crayons Quit
## 74 Mindset: The New Psychology of Success
## 75 The 5 Love Languages: The Secret to Love that Lasts
## 76 Giraffes Can't Dance
## 77 Laugh-Out-Loud Jokes for Kids
## 78 StrengthsFinder 2.0
## 79 Night (Night)
## 80 First 100 Words
## 81 The Very Hungry Caterpillar
## 82 Guts
## 83 Harry Potter Paperback Box Set (Books 1-7)
## 84 The Going-To-Bed Book
## 85 Harry Potter and the Cursed Child, Parts 1 & 2, Special Rehearsal Edition Script
## 86 The Life-Changing Magic of Tidying Up: The Japanese Art of Decluttering and Organizing
## 87 5,000 Awesome Facts (About Everything!) (National Geographic Kids)
## 88 The 5 Love Languages: The Secret to Love that Lasts
## 89 Publication Manual of the American Psychological Association, 6th Edition
## 90 Mockingjay (The Hunger Games)
## 91 The Alchemist
## 92 Breaking Dawn (The Twilight Saga, Book 4)
## 93 Gone Girl
## 94 The President Is Missing: A Novel
## 95 Dog Man: A Tale of Two Kitties: From the Creator of Captain Underpants (Dog Man #3)
## 96 Breaking Dawn (The Twilight Saga, Book 4)
## 97 Killers of the Flower Moon: The Osage Murders and the Birth of the FBI
## 98 Radical: Taking Back Your Faith from the American Dream
## 99 Three Cups of Tea: One Man's Mission to Promote Peace - One School at a Time
## 100 The Blood of Olympus (The Heroes of Olympus (5))
## 101 StrengthsFinder 2.0
## 102 The Serpent's Shadow (The Kane Chronicles, Book 3)
## 103 Alexander Hamilton
## 104 Joyland (Hard Case Crime)
## 105 Hillbilly Elegy: A Memoir of a Family and Culture in Crisis
## 106 Crazy Love: Overwhelmed by a Relentless God
## 107 When Breath Becomes Air
## 108 I Am Confident, Brave & Beautiful: A Coloring Book for Girls
## 109 Dog Man: Brawl of the Wild: From the Creator of Captain Underpants (Dog Man #6)
## 110 Unicorn Coloring Book: For Kids Ages 4-8 (US Edition) (Silly Bear Coloring Books)
## 111 The Going-To-Bed Book
## 112 Steve Jobs
## 113 The Lost Symbol
## 114 The Litigators
## 115 Oh, the Places You'll Go!
## 116 The Lost Hero (Heroes of Olympus, Book 1)
## 117 The Guardians: A Novel
## 118 What If?: Serious Scientific Answers to Absurd Hypothetical Questions
## 119 The Four Agreements: A Practical Guide to Personal Freedom (A Toltec Wisdom Book)
## 120 Wonder
## 121 Broke: The Plan to Restore Our Trust, Truth and Treasure
## 122 Unfreedom of the Press
## 123 The Total Money Makeover: Classic Edition: A Proven Plan for Financial Fitness
## 124 Killing Lincoln: The Shocking Assassination that Changed America Forever (Bill O'Reilly's Killing Series)
## 125 Giraffes Can't Dance
## 126 Percy Jackson and the Olympians Paperback Boxed Set (Books 1-3)
## 127 Instant Pot Pressure Cooker Cookbook: 500 Everyday Recipes for Beginners and Advanced Users. Try Easy and Healthy…
## 128 Oh, the Places You'll Go!
## 129 The Road to Serfdom: Text and Documents--The Definitive Edition (The Collected Works of F. A. Hayek, Volume 2)
## 130 Hamilton: The Revolution
## 131 Crazy Rich Asians (Crazy Rich Asians Trilogy)
## 132 Wild: From Lost to Found on the Pacific Crest Trail
## 133 Mindset: The New Psychology of Success
## 134 Rush Revere and the Brave Pilgrims: Time-Travel Adventures with Exceptional Americans (1)
## 135 Instant Pot Pressure Cooker Cookbook: 500 Everyday Recipes for Beginners and Advanced Users. Try Easy and Healthy…
## 136 The Immortal Life of Henrietta Lacks
## 137 Unfreedom of the Press
## 138 StrengthsFinder 2.0
## 139 Crazy Rich Asians (Crazy Rich Asians Trilogy)
## 140 Knock-Knock Jokes for Kids
## 141 Whose Boat Is This Boat?: Comments That Don't Help in the Aftermath of a Hurricane
## 142 The Going-To-Bed Book
## 143 The Hunger Games (Book 1)
## 144 The Body Keeps the Score: Brain, Mind, and Body in the Healing of Trauma
## 145 Harry Potter Paperback Box Set (Books 1-7)
## 146 The Sun and Her Flowers
## 147 To Kill a Mockingbird
## 148 Cutting for Stone
## 149 The Red Pyramid (The Kane Chronicles, Book 1)
## 150 The Complete Ketogenic Diet for Beginners: Your Essential Guide to Living the Keto Lifestyle
## 151 Publication Manual of the American Psychological Association, 6th Edition
## 152 Proof of Heaven: A Neurosurgeon's Journey into the Afterlife
## 153 The Book of Basketball: The NBA According to The Sports Guy
## 154 Girl, Stop Apologizing: A Shame-Free Plan for Embracing and Achieving Your Goals
## 155 Life
## 156 The 7 Habits of Highly Effective People: Powerful Lessons in Personal Change
## 157 Arguing with Idiots: How to Stop Small Minds and Big Government
## 158 Winter of the World: Book Two of the Century Trilogy
## 159 Unbroken: A World War II Story of Survival, Resilience, and Redemption
## 160 The Girl with the Dragon Tattoo (Millennium Series)
## 161 Thomas Jefferson: The Art of Power
## 162 Looking for Alaska
## 163 The Legend of Zelda: Hyrule Historia
## 164 Cutting for Stone
## 165 Heaven is for Real: A Little Boy's Astounding Story of His Trip to Heaven and Back
## 166 Mockingjay (The Hunger Games)
## 167 Unbroken: A World War II Story of Survival, Resilience, and Redemption
## 168 The 5 Love Languages: The Secret to Love that Lasts
## 169 Love You Forever
## 170 The Girl with the Dragon Tattoo (Millennium Series)
## 171 Frozen (Little Golden Book)
## 172 Whose Boat Is This Boat?: Comments That Don't Help in the Aftermath of a Hurricane
## 173 Creative Haven Creative Cats Coloring Book (Adult Coloring)
## 174 Liberty and Tyranny: A Conservative Manifesto
## 175 The Immortal Life of Henrietta Lacks
## 176 Go the F**k to Sleep
## 177 The Pioneer Woman Cooks: A Year of Holidays: 140 Step-by-Step Recipes for Simple, Scrumptious Celebrations
## 178 Fear: Trump in the White House
## 179 The Sun and Her Flowers
## 180 Laugh-Out-Loud Jokes for Kids
## 181 The Book Thief
## 182 The Harbinger: The Ancient Mystery that Holds the Secret of America's Future
## 183 Option B: Facing Adversity, Building Resilience, and Finding Joy
## 184 I Am Confident, Brave & Beautiful: A Coloring Book for Girls
## 185 The Girl Who Kicked the Hornet's Nest (Millennium Trilogy)
## 186 Good to Great: Why Some Companies Make the Leap and Others Don't
## 187 American Sniper: The Autobiography of the Most Lethal Sniper in U.S. Military History
## 188 The Subtle Art of Not Giving a F*ck: A Counterintuitive Approach to Living a Good Life
## 189 Girl, Wash Your Face: Stop Believing the Lies About Who You Are So You Can Become Who You Were Meant to Be
## 190 Hillbilly Elegy: A Memoir of a Family and Culture in Crisis
## 191 The Four Agreements: A Practical Guide to Personal Freedom (A Toltec Wisdom Book)
## 192 How to Win Friends & Influence People
## 193 The Official SAT Study Guide, 2016 Edition (Official Study Guide for the New Sat)
## 194 Mindset: The New Psychology of Success
## 195 The Lego Ideas Book: Unlock Your Imagination
## 196 To Kill a Mockingbird
## 197 Dear Zoo: A Lift-the-Flap Book
## 198 Doctor Sleep: A Novel
## 199 The Very Hungry Caterpillar
## 200 You Are a Badass: How to Stop Doubting Your Greatness and Start Living an Awesome Life
## 201 The Ugly Truth (Diary of a Wimpy Kid, Book 5)
## 202 Salt, Fat, Acid, Heat: Mastering the Elements of Good Cooking
## 203 The Big Short: Inside the Doomsday Machine
## 204 The 5 Love Languages: The Secret to Love That Lasts
## 205 The Very Hungry Caterpillar
## 206 The Plant Paradox Cookbook: 100 Delicious Recipes to Help You Lose Weight, Heal Your Gut, and Live Lectin-Free
## 207 First 100 Words
## 208 Teach Like a Champion: 49 Techniques that Put Students on the Path to College
## 209 Looking for Alaska
## 210 Ready Player One: A Novel
## 211 Salt, Fat, Acid, Heat: Mastering the Elements of Good Cooking
## 212 Magnolia Table: A Collection of Recipes for Gathering
## 213 Sh*t My Dad Says
## 214 Breaking Dawn (The Twilight Saga, Book 4)
## 215 Mockingjay (The Hunger Games)
## 216 Hillbilly Elegy: A Memoir of a Family and Culture in Crisis
## 217 Becoming
## 218 Dog Man: A Tale of Two Kitties: From the Creator of Captain Underpants (Dog Man #3)
## 219 The Great Gatsby
## 220 Publication Manual of the American Psychological Association, 6th Edition
## 221 Laugh-Out-Loud Jokes for Kids
## 222 Divergent
## 223 Eat to Live: The Amazing Nutrient-Rich Program for Fast and Sustained Weight Loss, Revised Edition
## 224 Balance (Angie's Extreme Stress Menders)
## 225 Liberty and Tyranny: A Conservative Manifesto
## 226 Humans of New York : Stories
## 227 The Five Dysfunctions of a Team: A Leadership Fable
## 228 The 5 Love Languages: The Secret to Love That Lasts
## 229 First 100 Words
## 230 The Four Agreements: A Practical Guide to Personal Freedom (A Toltec Wisdom Book)
## 231 The Subtle Art of Not Giving a F*ck: A Counterintuitive Approach to Living a Good Life
## 232 The Confession: A Novel
## 233 The Life-Changing Magic of Tidying Up: The Japanese Art of Decluttering and Organizing
## 234 Eclipse (Twilight Sagas)
## 235 Wild: From Lost to Found on the Pacific Crest Trail
## 236 The Great Gatsby
## 237 The Help
## 238 Goodnight, Goodnight Construction Site (Hardcover Books for Toddlers, Preschool Books for Kids)
## 239 The Going-To-Bed Book
## 240 The Pioneer Woman Cooks: A Year of Holidays: 140 Step-by-Step Recipes for Simple, Scrumptious Celebrations
## 241 The 7 Habits of Highly Effective People: Powerful Lessons in Personal Change
## 242 Night (Night)
## 243 Fifty Shades Freed: Book Three of the Fifty Shades Trilogy (Fifty Shades of Grey Series) (English Edition)
## 244 A Man Called Ove: A Novel
## 245 The Dukan Diet: 2 Steps to Lose the Weight, 2 Steps to Keep It Off Forever
## 246 The Girl Who Kicked the Hornet's Nest (Millennium Trilogy)
## 247 The Help
## 248 The Shack: Where Tragedy Confronts Eternity
## 249 Good to Great: Why Some Companies Make the Leap and Others Don't
## 250 Barefoot Contessa Foolproof: Recipes You Can Trust: A Cookbook
## 251 First 100 Words
## 252 Eat to Live: The Amazing Nutrient-Rich Program for Fast and Sustained Weight Loss, Revised Edition
## 253 Adult Coloring Book Designs: Stress Relief Coloring Book: Garden Designs, Mandalas, Animals, and Paisley Patterns
## 254 The Last Olympian (Percy Jackson and the Olympians, Book 5)
## 255 I, Alex Cross
## 256 The Instant Pot Electric Pressure Cooker Cookbook: Easy Recipes for Fast & Healthy Meals
## 257 The Son of Neptune (Heroes of Olympus, Book 2)
## 258 The Hunger Games Trilogy Boxed Set (1)
## 259 I Am Confident, Brave & Beautiful: A Coloring Book for Girls
## 260 Uninvited: Living Loved When You Feel Less Than, Left Out, and Lonely
## 261 The Mueller Report
## 262 Kitchen Confidential Updated Edition: Adventures in the Culinary Underbelly (P.S.)
## 263 Humans of New York : Stories
## 264 The Five Dysfunctions of a Team: A Leadership Fable
## 265 The Son of Neptune (Heroes of Olympus, Book 2)
## 266 The Girl on the Train
## 267 George Washington's Sacred Fire
## 268 The Guernsey Literary and Potato Peel Pie Society
## 269 The Help
## 270 Switch: How to Change Things When Change Is Hard
## 271 Origin: A Novel (Robert Langdon)
## 272 Things That Matter: Three Decades of Passions, Pastimes and Politics [Deckled Edge]
## 273 Rush Revere and the Brave Pilgrims: Time-Travel Adventures with Exceptional Americans (1)
## 274 Catching Fire (The Hunger Games)
## 275 The 5000 Year Leap
## Author User.Rating Reviews Price Year
## 1 Rebecca Skloot 4.7 9289 9 2012
## 2 Alex Michaelides 4.5 27536 14 2019
## 3 Ann Whitford Paul 4.8 16643 4 2017
## 4 Sara Gruen 4.5 8958 12 2011
## 5 Stephen King 4.5 4748 12 2013
## 6 John Heilemann 4.4 1215 9 2010
## 7 Ian K. Smith M.D. 4.1 2272 6 2013
## 8 Julia Child 4.8 2926 27 2009
## 9 Mark Owen 4.6 8093 14 2012
## 10 Madeleine L'Engle 4.5 5153 5 2018
## 11 Patrick Lencioni 4.6 3207 6 2013
## 12 Daniel H. Pink 4.5 2525 16 2010
## 13 Markus Zusak 4.6 23148 6 2013
## 14 Thomas Campbell 4.7 4633 21 2011
## 15 Glenn Beck 4.6 798 5 2009
## 16 Laura Hillenbrand 4.8 29673 13 2014
## 17 Marie Kondō 4.5 22641 11 2017
## 18 Rob Elliott 4.6 6990 4 2015
## 19 Patrick Lencioni 4.6 3207 6 2012
## 20 Jim Collins 4.5 3457 14 2012
## 21 R. J. Palacio 4.8 21625 9 2016
## 22 Emily Winfield Martin 4.9 8842 10 2019
## 23 Veronica Roth 3.9 6310 13 2013
## 24 Gallup 4.0 5069 17 2013
## 25 Sarah Palin 4.6 1636 6 2009
## 26 Robert Munsch 4.8 18613 5 2014
## 27 Joanna Gaines 4.8 3776 22 2018
## 28 Mark R. Levin 4.8 3828 15 2009
## 29 Rush Limbaugh 4.9 3836 12 2014
## 30 Jeff Kinney 4.8 6812 0 2013
## 31 Jim Collins 4.5 3457 14 2010
## 32 Phil Robertson 4.8 4148 11 2013
## 33 School Zone 4.8 23047 6 2018
## 34 American Psychological Association 4.5 8580 46 2014
## 35 Alex Michaelides 4.5 27536 14 2019
## 36 Bill Martin Jr. 4.9 14344 5 2017
## 37 Stephen Kendrick 4.8 1655 13 2009
## 38 Marty Noble 4.6 2134 5 2015
## 39 John Grisham 4.5 23114 18 2013
## 40 Rob Bell 4.2 1649 13 2011
## 41 Randall Munroe 4.7 9292 17 2014
## 42 Michael Pollan 4.4 1555 9 2010
## 43 John Grisham 4.3 14493 18 2012
## 44 Stephenie Meyer 4.6 9769 13 2009
## 45 Scholastic 4.7 3564 9 2015
## 46 Rob Elliott 4.6 6990 4 2013
## 47 Patrick Lencioni 4.6 3207 6 2013
## 48 Michelle Obama 4.8 61133 11 2019
## 49 Laura Hillenbrand 4.8 29673 16 2010
## 50 Jaycee Dugard 4.6 4149 32 2011
## 51 Tony Hsieh 4.6 1651 15 2010
## 52 Suzanne Collins 4.7 32122 8 2011
## 53 Gallup 4.0 5069 17 2012
## 54 American Psychological Association 4.5 8580 46 2015
## 55 Jeff Kinney 4.8 5118 20 2016
## 56 The Staff of The Late Show with\u0085 4.6 6669 12 2018
## 57 Samin Nosrat 4.8 7802 20 2018
## 58 Marie Kondō 4.5 22641 11 2015
## 59 David Platt 4.7 1985 9 2011
## 60 George R.R. Martin 4.6 5594 5 2013
## 61 Michael Wolff 4.2 13677 6 2018
## 62 J.K. Rowling 4.9 10052 22 2016
## 63 Rod Campbell 4.8 10922 5 2015
## 64 Eric Carle 4.9 19546 5 2019
## 65 Eric Carle 4.9 19546 5 2013
## 66 Eric Carle 4.9 19546 5 2016
## 67 Rod Campbell 4.8 10922 5 2018
## 68 Dav Pilkey 4.9 7235 4 2019
## 69 J. D. Vance 4.4 15526 14 2017
## 70 Francis Chan 4.7 1542 14 2009
## 71 Jeff Kinney 4.8 6540 22 2014
## 72 James Patterson 4.6 1320 7 2009
## 73 Drew Daywalt 4.8 8922 9 2014
## 74 Carol S. Dweck 4.6 5542 10 2016
## 75 Gary Chapman 4.8 25554 8 2019
## 76 Giles Andreae 4.8 14038 4 2018
## 77 Rob Elliott 4.6 6990 4 2016
## 78 Gallup 4.0 5069 17 2014
## 79 Elie Wiesel 4.7 5178 9 2016
## 80 Roger Priddy 4.7 17323 4 2016
## 81 Eric Carle 4.9 19546 5 2013
## 82 Raina Telgemeier 4.8 5476 7 2019
## 83 J. K. Rowling 4.8 13471 52 2016
## 84 Sandra Boynton 4.8 5249 5 2016
## 85 J.K. Rowling 4.0 23973 12 2016
## 86 Marie Kondō 4.5 22641 11 2017
## 87 National Geographic Kids 4.8 7665 12 2019
## 88 Gary Chapman 4.8 25554 8 2015
## 89 American Psychological Association 4.5 8580 46 2017
## 90 Suzanne Collins 4.5 26741 8 2011
## 91 Paulo Coelho 4.7 35799 39 2014
## 92 Stephenie Meyer 4.6 9769 13 2009
## 93 Gillian Flynn 4.0 57271 10 2013
## 94 James Patterson 4.3 10191 18 2018
## 95 Dav Pilkey 4.9 4786 8 2017
## 96 Stephenie Meyer 4.6 9769 13 2009
## 97 David Grann 4.6 8393 17 2017
## 98 David Platt 4.7 1985 9 2011
## 99 Greg Mortenson 4.3 3319 11 2010
## 100 Rick Riordan 4.8 6600 11 2014
## 101 Gallup 4.0 5069 17 2014
## 102 Rick Riordan 4.8 2091 12 2012
## 103 Ron Chernow 4.8 9198 13 2016
## 104 Stephen King 4.5 4748 12 2013
## 105 J. D. Vance 4.4 15526 14 2016
## 106 Francis Chan 4.7 1542 14 2010
## 107 Paul Kalanithi 4.8 13779 14 2016
## 108 Hopscotch Girls 4.8 9737 7 2019
## 109 Dav Pilkey 4.9 7235 4 2018
## 110 Silly Bear 4.8 6108 4 2019
## 111 Sandra Boynton 4.8 5249 5 2017
## 112 Walter Isaacson 4.6 7827 20 2011
## 113 Dan Brown 4.2 8747 19 2009
## 114 John Grisham 4.4 6222 18 2011
## 115 Dr. Seuss 4.9 21834 8 2016
## 116 Rick Riordan 4.8 4506 14 2010
## 117 John Grisham 4.5 13609 14 2019
## 118 Randall Munroe 4.7 9292 17 2014
## 119 Don Miguel Ruiz 4.7 23308 6 2019
## 120 R. J. Palacio 4.8 21625 9 2017
## 121 Glenn Beck 4.5 471 8 2010
## 122 Mark R. Levin 4.9 5956 11 2019
## 123 Dave Ramsey 4.7 11550 10 2019
## 124 Bill O'Reilly 4.7 9342 10 2012
## 125 Giles Andreae 4.8 14038 4 2016
## 126 Rick Riordan 4.8 548 2 2010
## 127 Jennifer Smith 4.4 7396 13 2018
## 128 Dr. Seuss 4.9 21834 8 2018
## 129 F. A. Hayek 4.6 1204 14 2010
## 130 Lin-Manuel Miranda 4.9 5867 54 2016
## 131 Kevin Kwan 4.3 6143 8 2018
## 132 Cheryl Strayed 4.4 17044 18 2012
## 133 Carol S. Dweck 4.6 5542 10 2015
## 134 Rush Limbaugh 4.9 7150 12 2013
## 135 Jennifer Smith 4.4 7396 13 2019
## 136 Rebecca Skloot 4.7 9289 13 2010
## 137 Mark R. Levin 4.9 5956 11 2019
## 138 Gallup 4.0 5069 17 2013
## 139 Kevin Kwan 4.3 6143 8 2018
## 140 Rob Elliott 4.5 3673 4 2013
## 141 The Staff of The Late Show with\u0085 4.6 6669 12 2018
## 142 Sandra Boynton 4.8 5249 5 2016
## 143 Suzanne Collins 4.7 32122 8 2011
## 144 Bessel van der Kolk M.D. 4.8 12361 12 2019
## 145 J. K. Rowling 4.8 13471 52 2016
## 146 Rupi Kaur 4.7 5487 9 2017
## 147 Harper Lee 4.8 26234 0 2016
## 148 Abraham Verghese 4.6 4866 11 2010
## 149 Rick Riordan 4.6 2186 12 2010
## 150 Amy Ramos 4.3 13061 6 2019
## 151 American Psychological Association 4.5 8580 46 2016
## 152 Eben Alexander 4.3 13616 10 2012
## 153 Bill Simmons 4.7 858 53 2009
## 154 Rachel Hollis 4.6 7660 12 2019
## 155 Keith Richards 4.5 2752 18 2010
## 156 Stephen R. Covey 4.7 4725 16 2016
## 157 Glenn Beck 4.6 798 5 2009
## 158 Ken Follett 4.5 10760 15 2012
## 159 Laura Hillenbrand 4.8 29673 13 2014
## 160 Stieg Larsson 4.4 10559 2 2010
## 161 Jon Meacham 4.5 1904 23 2012
## 162 John Green 4.5 8491 7 2014
## 163 Patrick Thorpe 4.9 5396 20 2013
## 164 Abraham Verghese 4.6 4866 11 2010
## 165 Todd Burpo 4.7 15779 10 2012
## 166 Suzanne Collins 4.5 26741 8 2011
## 167 Laura Hillenbrand 4.8 29673 16 2010
## 168 Gary Chapman 4.8 25554 8 2019
## 169 Robert Munsch 4.8 18613 5 2015
## 170 Stieg Larsson 4.4 10559 2 2009
## 171 RH Disney 4.7 3642 0 2014
## 172 The Staff of The Late Show with\u0085 4.6 6669 12 2018
## 173 Marjorie Sarnat 4.8 4022 4 2015
## 174 Mark R. Levin 4.8 3828 15 2009
## 175 Rebecca Skloot 4.7 9289 9 2012
## 176 Adam Mansbach 4.8 9568 9 2011
## 177 Ree Drummond 4.8 2663 17 2013
## 178 Bob Woodward 4.4 6042 2 2018
## 179 Rupi Kaur 4.7 5487 9 2017
## 180 Rob Elliott 4.6 6990 4 2014
## 181 Markus Zusak 4.6 23148 6 2014
## 182 Jonathan Cahn 4.6 11098 13 2012
## 183 Sheryl Sandberg 4.5 1831 9 2017
## 184 Hopscotch Girls 4.8 9737 7 2019
## 185 Stieg Larsson 4.7 7747 14 2011
## 186 Jim Collins 4.5 3457 14 2010
## 187 Chris Kyle 4.6 15921 9 2015
## 188 Mark Manson 4.6 26490 15 2018
## 189 Rachel Hollis 4.6 22288 12 2018
## 190 J. D. Vance 4.4 15526 14 2017
## 191 Don Miguel Ruiz 4.7 23308 6 2015
## 192 Dale Carnegie 4.7 25001 11 2017
## 193 The College Board 4.3 807 36 2016
## 194 Carol S. Dweck 4.6 5542 10 2014
## 195 Daniel Lipkowitz 4.4 4247 13 2011
## 196 Harper Lee 4.8 26234 0 2015
## 197 Rod Campbell 4.8 10922 5 2015
## 198 Stephen King 4.7 15845 13 2013
## 199 Eric Carle 4.9 19546 5 2019
## 200 Jen Sincero 4.7 14331 8 2017
## 201 Jeff Kinney 4.8 3796 12 2010
## 202 Samin Nosrat 4.8 7802 20 2018
## 203 Michael Lewis 4.7 3536 17 2010
## 204 Gary Chapman 4.7 3477 28 2012
## 205 Eric Carle 4.9 19546 5 2015
## 206 Dr. Steven R Gundry MD 4.5 3601 18 2018
## 207 Roger Priddy 4.7 17323 4 2014
## 208 Doug Lemov 4.4 637 20 2010
## 209 John Green 4.5 8491 7 2014
## 210 Ernest Cline 4.6 22536 12 2017
## 211 Samin Nosrat 4.8 7802 20 2019
## 212 Joanna Gaines 4.8 9867 16 2018
## 213 Justin Halpern 4.7 1265 11 2010
## 214 Stephenie Meyer 4.6 9769 13 2009
## 215 Suzanne Collins 4.5 26741 8 2010
## 216 J. D. Vance 4.4 15526 14 2017
## 217 Michelle Obama 4.8 61133 11 2018
## 218 Dav Pilkey 4.9 4786 8 2017
## 219 F. Scott Fitzgerald 4.4 11616 7 2013
## 220 American Psychological Association 4.5 8580 46 2014
## 221 Rob Elliott 4.6 6990 4 2013
## 222 Veronica Roth 4.6 27098 15 2013
## 223 Joel Fuhrman MD 4.5 6346 9 2011
## 224 Angie Grace 4.6 1909 11 2015
## 225 Mark R. Levin 4.8 3828 15 2009
## 226 Brandon Stanton 4.9 2812 17 2015
## 227 Patrick Lencioni 4.6 3207 6 2013
## 228 Gary Chapman 4.7 3477 28 2012
## 229 Roger Priddy 4.7 17323 4 2018
## 230 Don Miguel Ruiz 4.7 23308 6 2015
## 231 Mark Manson 4.6 26490 15 2017
## 232 John Grisham 4.3 3523 13 2010
## 233 Marie Kondō 4.5 22641 11 2015
## 234 Stephenie Meyer 4.7 5505 7 2009
## 235 Cheryl Strayed 4.4 17044 18 2012
## 236 F. Scott Fitzgerald 4.4 11616 7 2014
## 237 Kathryn Stockett 4.8 13871 6 2010
## 238 Sherri Duskey Rinker 4.9 7038 7 2013
## 239 Sandra Boynton 4.8 5249 5 2017
## 240 Ree Drummond 4.8 2663 17 2013
## 241 Stephen R. Covey 4.7 4725 16 2017
## 242 Elie Wiesel 4.7 5178 9 2016
## 243 E L James 4.5 20262 11 2012
## 244 Fredrik Backman 4.6 23848 8 2017
## 245 Pierre Dukan 4.1 2023 15 2011
## 246 Stieg Larsson 4.7 7747 14 2011
## 247 Kathryn Stockett 4.8 13871 6 2009
## 248 William P. Young 4.6 19720 8 2017
## 249 Jim Collins 4.5 3457 14 2010
## 250 Ina Garten 4.8 1296 24 2012
## 251 Roger Priddy 4.7 17323 4 2018
## 252 Joel Fuhrman MD 4.5 6346 9 2011
## 253 Adult Coloring Book Designs 4.5 2313 4 2016
## 254 Rick Riordan 4.8 4628 7 2010
## 255 James Patterson 4.6 1320 7 2009
## 256 Laurel Randolph 4.3 7368 7 2018
## 257 Rick Riordan 4.8 4290 10 2011
## 258 Suzanne Collins 4.8 16949 30 2012
## 259 Hopscotch Girls 4.8 9737 7 2019
## 260 Lysa TerKeurst 4.7 4585 9 2016
## 261 The Washington Post 4.6 2744 12 2019
## 262 Anthony Bourdain 4.8 2507 8 2018
## 263 Brandon Stanton 4.9 2812 17 2015
## 264 Patrick Lencioni 4.6 3207 6 2012
## 265 Rick Riordan 4.8 4290 10 2011
## 266 Paula Hawkins 4.1 79446 7 2016
## 267 Peter A. Lillback 4.5 408 20 2010
## 268 Mary Ann Shaffer 4.7 8587 10 2009
## 269 Kathryn Stockett 4.8 13871 6 2009
## 270 Chip Heath 4.6 1907 13 2010
## 271 Dan Brown 4.3 18904 13 2017
## 272 Charles Krauthammer 4.7 7034 15 2013
## 273 Rush Limbaugh 4.9 7150 12 2013
## 274 Suzanne Collins 4.7 22614 11 2011
## 275 W. Cleon Skousen 4.8 1680 12 2009
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##
## [[2]]
## Name
## 1 Enchanted Forest: An Inky Quest and Coloring book (Activity Books, Mindfulness and Meditation, Illustrated Floral Prints…
## 2 Fifty Shades of Grey: Book One of the Fifty Shades Trilogy (Fifty Shades of Grey Series)
## 3 Soul Healing Miracles: Ancient and New Sacred Wisdom, Knowledge, and Practical Techniques for Healing the Spiritual…
## 4 A Man Called Ove: A Novel
## 5 How to Win Friends & Influence People
## 6 Publication Manual of the American Psychological Association, 6th Edition
## 7 The Book Thief
## 8 The Hate U Give
## 9 Laugh-Out-Loud Jokes for Kids
## 10 The Sun and Her Flowers
## 11 StrengthsFinder 2.0
## 12 The Great Gatsby
## 13 Fifty Shades of Grey: Book One of the Fifty Shades Trilogy (Fifty Shades of Grey Series)
## 14 A Gentleman in Moscow: A Novel
## 15 Outliers: The Story of Success
## 16 Wonder
## 17 StrengthsFinder 2.0
## 18 The 5 Love Languages: The Secret to Love that Lasts
## 19 Diary of a Wimpy Kid: The Long Haul
## 20 Puppy Birthday to You! (Paw Patrol) (Little Golden Book)
## 21 Player's Handbook (Dungeons & Dragons)
## 22 Outliers: The Story of Success
## 23 Kitchen Confidential Updated Edition: Adventures in the Culinary Underbelly (P.S.)
## 24 Little Bee: A Novel
## 25 The Boys in the Boat: Nine Americans and Their Epic Quest for Gold at the 1936 Berlin Olympics
## 26 Game of Thrones Boxed Set: A Game of Thrones/A Clash of Kings/A Storm of Swords/A Feast for Crows
## 27 The Pout-Pout Fish
## 28 Between the World and Me
## 29 Creative Haven Creative Cats Coloring Book (Adult Coloring)
## 30 The Wonderful Things You Will Be
## 31 National Geographic Kids Why?: Over 1,111 Answers to Everything
## 32 Strange Planet (Strange Planet Series)
## 33 A Man Called Ove: A Novel
## 34 The Lego Ideas Book: Unlock Your Imagination
## 35 Fifty Shades Darker
## 36 The Girl Who Played with Fire (Millennium)
## 37 The Silent Patient
## 38 If Animals Kissed Good Night
## 39 Publication Manual of the American Psychological Association, 6th Edition
## 40 The Five Dysfunctions of a Team: A Leadership Fable
## 41 National Geographic Little Kids First Big Book of Why (National Geographic Little Kids First Big Books)
## 42 American Sniper: The Autobiography of the Most Lethal Sniper in U.S. Military History
## 43 Between the World and Me
## 44 Steve Jobs
## 45 Adult Coloring Books: A Coloring Book for Adults Featuring Mandalas and Henna Inspired Flowers, Animals, and Paisley…
## 46 The Four Agreements: A Practical Guide to Personal Freedom (A Toltec Wisdom Book)
## 47 You Are a Badass: How to Stop Doubting Your Greatness and Start Living an Awesome Life
## 48 No Easy Day: The Autobiography of a Navy Seal: The Firsthand Account of the Mission That Killed Osama Bin Laden
## 49 Catching Fire (The Hunger Games)
## 50 Jesus Calling: Enjoying Peace in His Presence (with Scripture References)
## 51 The Son of Neptune (Heroes of Olympus, Book 2)
## 52 The Goldfinch: A Novel (Pulitzer Prize for Fiction)
## 53 Good Days Start With Gratitude: A 52 Week Guide To Cultivate An Attitude Of Gratitude: Gratitude Journal
## 54 Shred: The Revolutionary Diet: 6 Weeks 4 Inches 2 Sizes
## 55 The Five Dysfunctions of a Team: A Leadership Fable
## 56 Jesus Calling: Enjoying Peace in His Presence (with Scripture References)
## 57 StrengthsFinder 2.0
## 58 Jesus Calling: Enjoying Peace in His Presence (with Scripture References)
## 59 The Last Lecture
## 60 The Getaway
## 61 Born to Run
## 62 Dog Man: Brawl of the Wild: From the Creator of Captain Underpants (Dog Man #6)
## 63 The 17 Day Diet: A Doctor's Plan Designed for Rapid Results
## 64 The Hate U Give
## 65 Game of Thrones Boxed Set: A Game of Thrones/A Clash of Kings/A Storm of Swords/A Feast for Crows
## 66 The 5000 Year Leap
## 67 Wheat Belly: Lose the Wheat, Lose the Weight, and Find Your Path Back to Health
## 68 The Official SAT Study Guide
## 69 Killing Lincoln: The Shocking Assassination that Changed America Forever (Bill O'Reilly's Killing Series)
## 70 Three Cups of Tea: One Man's Mission to Promote Peace - One School at a Time
## 71 Diary of a Wimpy Kid: Hard Luck, Book 8
## 72 Switch: How to Change Things When Change Is Hard
## 73 Dog Days (Diary of a Wimpy Kid, Book 4) (Volume 4)
## 74 Creative Haven Creative Cats Coloring Book (Adult Coloring)
## 75 Go the F**k to Sleep
## 76 The Life-Changing Magic of Tidying Up: The Japanese Art of Decluttering and Organizing
## 77 A Dance with Dragons (A Song of Ice and Fire)
## 78 Giraffes Can't Dance
## 79 Catching Fire (The Hunger Games)
## 80 The Unofficial Harry Potter Cookbook: From Cauldron Cakes to Knickerbocker Glory--More Than 150 Magical Recipes for…
## 81 Mockingjay (The Hunger Games)
## 82 The Amateur
## 83 Jesus Calling: Enjoying Peace in His Presence (with Scripture References)
## 84 The Serpent's Shadow (The Kane Chronicles, Book 3)
## 85 Steve Jobs
## 86 Goodnight, Goodnight Construction Site (Hardcover Books for Toddlers, Preschool Books for Kids)
## 87 Jesus Calling: Enjoying Peace in His Presence (with Scripture References)
## 88 Jesus Calling: Enjoying Peace in His Presence (with Scripture References)
## 89 The Paris Wife: A Novel
## 90 Game of Thrones Boxed Set: A Game of Thrones/A Clash of Kings/A Storm of Swords/A Feast for Crows
## 91 Unfreedom of the Press
## 92 Daring Greatly: How the Courage to Be Vulnerable Transforms the Way We Live, Love, Parent, and Lead
## 93 Dead And Gone: A Sookie Stackhouse Novel (Sookie Stackhouse/True Blood)
## 94 The Lego Ideas Book: Unlock Your Imagination
## 95 Fifty Shades of Grey: Book One of the Fifty Shades Trilogy (Fifty Shades of Grey Series)
## 96 Salt, Fat, Acid, Heat: Mastering the Elements of Good Cooking
## 97 The Five Dysfunctions of a Team: A Leadership Fable
## 98 Where the Crawdads Sing
## 99 First 100 Words
## 100 The Immortal Life of Henrietta Lacks
## 101 Killing the Rising Sun: How America Vanquished World War II Japan (Bill O'Reilly's Killing Series)
## 102 Oh, the Places You'll Go!
## 103 The Official SAT Study Guide
## 104 Oh, the Places You'll Go!
## 105 Wonder
## 106 Heaven is for Real: A Little Boy's Astounding Story of His Trip to Heaven and Back
## 107 The 5 Love Languages: The Secret to Love That Lasts
## 108 How to Win Friends & Influence People
## 109 The Official SAT Study Guide
## 110 Divergent / Insurgent
## 111 The Wright Brothers
## 112 Killing Lincoln: The Shocking Assassination that Changed America Forever (Bill O'Reilly's Killing Series)
## 113 The Life-Changing Magic of Tidying Up: The Japanese Art of Decluttering and Organizing
## 114 The Official SAT Study Guide, 2016 Edition (Official Study Guide for the New Sat)
## 115 Eat to Live: The Amazing Nutrient-Rich Program for Fast and Sustained Weight Loss, Revised Edition
## 116 The Son of Neptune (Heroes of Olympus, Book 2)
## 117 The Four Agreements: A Practical Guide to Personal Freedom (A Toltec Wisdom Book)
## 118 The Art of Racing in the Rain: A Novel
## 119 Little Fires Everywhere
## 120 Have a Little Faith: A True Story
## 121 The Pioneer Woman Cooks: Dinnertime - Comfort Classics, Freezer Food, 16-minute Meals, and Other Delicious Ways to Solve…
## 122 New Moon (The Twilight Saga)
## 123 Where the Wild Things Are
## 124 The House of Hades (Heroes of Olympus, Book 4)
## 125 Mastering the Art of French Cooking, Vol. 2
## 126 Love You Forever
## 127 The Twilight Saga Collection
## 128 The Official SAT Study Guide
## 129 How to Win Friends & Influence People
## 130 Allegiant
## 131 Life
## 132 The Whole30: The 30-Day Guide to Total Health and Food Freedom
## 133 Soul Healing Miracles: Ancient and New Sacred Wisdom, Knowledge, and Practical Techniques for Healing the Spiritual…
## 134 Divine Soul Mind Body Healing and Transmission System: The Divine Way to Heal You, Humanity, Mother Earth, and All…
## 135 Tools of Titans: The Tactics, Routines, and Habits of Billionaires, Icons, and World-Class Performers
## 136 To Kill a Mockingbird
## 137 Hillbilly Elegy: A Memoir of a Family and Culture in Crisis
## 138 Mockingjay (The Hunger Games)
## 139 The Lego Ideas Book: Unlock Your Imagination
## 140 The Wright Brothers
## 141 Laugh-Out-Loud Jokes for Kids
## 142 The Confession: A Novel
## 143 The Confession: A Novel
## 144 Brown Bear, Brown Bear, What Do You See?
## 145 Girl, Stop Apologizing: A Shame-Free Plan for Embracing and Achieving Your Goals
## 146 The Plant Paradox Cookbook: 100 Delicious Recipes to Help You Lose Weight, Heal Your Gut, and Live Lectin-Free
## 147 Milk and Honey
## 148 The 7 Habits of Highly Effective People: Powerful Lessons in Personal Change
## 149 The Great Gatsby
## 150 Brown Bear, Brown Bear, What Do You See?
## 151 P is for Potty! (Sesame Street) (Lift-the-Flap)
## 152 Killing Patton: The Strange Death of World War II's Most Audacious General (Bill O'Reilly's Killing Series)
## 153 Crazy Love: Overwhelmed by a Relentless God
## 154 Love You Forever
## 155 Dear Zoo: A Lift-the-Flap Book
## 156 The Red Pyramid (The Kane Chronicles, Book 1)
## 157 Wonder
## 158 Alexander Hamilton
## 159 Knock-Knock Jokes for Kids
## 160 Giraffes Can't Dance
## 161 Can't Hurt Me: Master Your Mind and Defy the Odds
## 162 The 7 Habits of Highly Effective People: Powerful Lessons in Personal Change
## 163 Publication Manual of the American Psychological Association, 6th Edition
## 164 Drive: The Surprising Truth About What Motivates Us
## 165 Gone Girl
## 166 Giraffes Can't Dance
## 167 The Life-Changing Magic of Tidying Up: The Japanese Art of Decluttering and Organizing
## 168 A Gentleman in Moscow: A Novel
## 169 Proof of Heaven: A Neurosurgeon's Journey into the Afterlife
## 170 How to Win Friends & Influence People
## 171 Three Cups of Tea: One Man's Mission to Promote Peace - One School at a Time
## 172 Olive Kitteridge
## 173 Diagnostic and Statistical Manual of Mental Disorders, 5th Edition: DSM-5
## 174 Dog Days (Diary of a Wimpy Kid, Book 4) (Volume 4)
## 175 The Mueller Report
## 176 The Mueller Report
## 177 Proof of Heaven: A Neurosurgeon's Journey into the Afterlife
## 178 The Hunger Games Trilogy Boxed Set (1)
## 179 Gone Girl
## 180 Capital in the Twenty First Century
## 181 Dear Zoo: A Lift-the-Flap Book
## 182 What to Expect When You're Expecting
## 183 Mastering the Art of French Cooking, Vol. 2
## 184 Girl, Stop Apologizing: A Shame-Free Plan for Embracing and Achieving Your Goals
## 185 Little Blue Truck
## 186 Looking for Alaska
## 187 To Kill a Mockingbird
## 188 George Washington's Sacred Fire
## 189 The 5000 Year Leap
## 190 Thug Kitchen: The Official Cookbook: Eat Like You Give a F*ck (Thug Kitchen Cookbooks)
## 191 The Whole30: The 30-Day Guide to Total Health and Food Freedom
## 192 Salt, Fat, Acid, Heat: Mastering the Elements of Good Cooking
## 193 How to Win Friends & Influence People
## 194 The Pioneer Woman Cooks: A Year of Holidays: 140 Step-by-Step Recipes for Simple, Scrumptious Celebrations
## 195 The Art of Racing in the Rain: A Novel
## 196 Delivering Happiness: A Path to Profits, Passion, and Purpose
## 197 The 4 Hour Body: An Uncommon Guide to Rapid Fat Loss, Incredible Sex and Becoming Superhuman
## 198 Thug Kitchen: The Official Cookbook: Eat Like You Give a F*ck (Thug Kitchen Cookbooks)
## 199 Divergent
## 200 11/22/63: A Novel
## 201 Fifty Shades Freed: Book Three of the Fifty Shades Trilogy (Fifty Shades of Grey Series) (English Edition)
## 202 First 100 Words
## 203 The Five Dysfunctions of a Team: A Leadership Fable
## 204 Diary of a Wimpy Kid: Hard Luck, Book 8
## 205 The Pioneer Woman Cooks: Food from My Frontier
## 206 Mastering the Art of French Cooking, Vol. 2
## 207 Unicorn Coloring Book: For Kids Ages 4-8 (US Edition) (Silly Bear Coloring Books)
## 208 The 7 Habits of Highly Effective People: Powerful Lessons in Personal Change
## 209 Creative Haven Owls Coloring Book (Adult Coloring)
## 210 Proof of Heaven: A Neurosurgeon's Journey into the Afterlife
## 211 Knock-Knock Jokes for Kids
## 212 The Meltdown (Diary of a Wimpy Kid Book 13)
## 213 Salt, Fat, Acid, Heat: Mastering the Elements of Good Cooking
## 214 The Girl Who Played with Fire (Millennium Series)
## 215 P is for Potty! (Sesame Street) (Lift-the-Flap)
## 216 Decision Points
## 217 Game of Thrones Boxed Set: A Game of Thrones/A Clash of Kings/A Storm of Swords/A Feast for Crows
## 218 The Complete Ketogenic Diet for Beginners: Your Essential Guide to Living the Keto Lifestyle
## 219 Unicorn Coloring Book: For Kids Ages 4-8 (US Edition) (Silly Bear Coloring Books)
## 220 One Thousand Gifts: A Dare to Live Fully Right Where You Are
## 221 The Book Thief
## 222 The Time Traveler's Wife
## 223 Dog Man: Lord of the Fleas: From the Creator of Captain Underpants (Dog Man #5)
## 224 The Instant Pot Electric Pressure Cooker Cookbook: Easy Recipes for Fast & Healthy Meals
## 225 A Man Called Ove: A Novel
## 226 The Silent Patient
## 227 Ready Player One: A Novel
## 228 Publication Manual of the American Psychological Association, 6th Edition
## 229 Towers of Midnight (Wheel of Time, Book Thirteen)
## 230 New Moon (The Twilight Saga)
## 231 Dear Zoo: A Lift-the-Flap Book
## 232 The 5 Love Languages: The Secret to Love that Lasts
## 233 Howard Stern Comes Again
## 234 Ship of Fools: How a Selfish Ruling Class Is Bringing America to the Brink of Revolution
## 235 Harry Potter Paperback Box Set (Books 1-7)
## 236 What Pet Should I Get? (Classic Seuss)
## 237 The Sun and Her Flowers
## 238 The Girl on the Train
## 239 The Elegance of the Hedgehog
## 240 The Time Traveler's Wife
## 241 Make It Ahead: A Barefoot Contessa Cookbook
## 242 Switch: How to Change Things When Change Is Hard
## 243 Night (Night)
## 244 Percy Jackson and the Olympians Paperback Boxed Set (Books 1-3)
## 245 Where the Crawdads Sing
## 246 First 100 Words
## 247 The Racketeer
## 248 Eat This, Not That! Thousands of Simple Food Swaps that Can Save You 10, 20, 30 Pounds--or More!
## 249 The Wonderful Things You Will Be
## 250 Catching Fire (The Hunger Games)
## 251 The Very Hungry Caterpillar
## 252 Oh, the Places You'll Go!
## 253 Fifty Shades Darker
## 254 How to Win Friends & Influence People
## 255 The Serpent's Shadow (The Kane Chronicles, Book 3)
## 256 Unbroken: A World War II Story of Survival, Resilience, and Redemption
## 257 StrengthsFinder 2.0
## 258 Good Days Start With Gratitude: A 52 Week Guide To Cultivate An Attitude Of Gratitude: Gratitude Journal
## 259 The Very Hungry Caterpillar
## 260 Oh, the Places You'll Go!
## 261 The 5 Love Languages: The Secret to Love that Lasts
## 262 Joyland (Hard Case Crime)
## 263 Educated: A Memoir
## 264 Educated: A Memoir
## 265 Cutting for Stone
## 266 The Life-Changing Magic of Tidying Up: The Japanese Art of Decluttering and Organizing
## 267 Watchmen
## 268 A Gentleman in Moscow: A Novel
## 269 Option B: Facing Adversity, Building Resilience, and Finding Joy
## 270 Outliers: The Story of Success
## 271 What Pet Should I Get? (Classic Seuss)
## 272 Knock-Knock Jokes for Kids
## 273 Killing Lincoln: The Shocking Assassination that Changed America Forever (Bill O'Reilly's Killing Series)
## 274 The Serpent's Shadow (The Kane Chronicles, Book 3)
## 275 Mindset: The New Psychology of Success
## Author User.Rating Reviews Price Year
## 1 Johanna Basford 4.7 5413 9 2015
## 2 E L James 3.8 47265 14 2013
## 3 Zhi Gang Sha 4.6 220 17 2013
## 4 Fredrik Backman 4.6 23848 8 2016
## 5 Dale Carnegie 4.7 25001 11 2017
## 6 American Psychological Association 4.5 8580 46 2017
## 7 Markus Zusak 4.6 23148 6 2013
## 8 Angie Thomas 4.8 9947 11 2018
## 9 Rob Elliott 4.6 6990 4 2013
## 10 Rupi Kaur 4.7 5487 9 2017
## 11 Gallup 4.0 5069 17 2013
## 12 F. Scott Fitzgerald 4.4 11616 7 2012
## 13 E L James 3.8 47265 14 2013
## 14 Amor Towles 4.7 19699 15 2017
## 15 Malcolm Gladwell 4.6 10426 20 2009
## 16 R. J. Palacio 4.8 21625 9 2013
## 17 Gallup 4.0 5069 17 2010
## 18 Gary Chapman 4.8 25554 8 2015
## 19 Jeff Kinney 4.8 6540 22 2014
## 20 Golden Books 4.8 4757 4 2017
## 21 Wizards RPG Team 4.8 16990 27 2018
## 22 Malcolm Gladwell 4.6 10426 20 2010
## 23 Anthony Bourdain 4.8 2507 8 2018
## 24 Chris Cleave 4.1 1467 10 2010
## 25 Daniel James Brown 4.8 23358 12 2014
## 26 George R.R. Martin 4.6 5594 5 2011
## 27 Deborah Diesen 4.8 9784 5 2017
## 28 Ta-Nehisi Coates 4.7 10070 13 2015
## 29 Marjorie Sarnat 4.8 4022 4 2015
## 30 Emily Winfield Martin 4.9 8842 10 2019
## 31 Crispin Boyer 4.8 5347 16 2019
## 32 Nathan W. Pyle 4.9 9382 6 2019
## 33 Fredrik Backman 4.6 23848 8 2016
## 34 Daniel Lipkowitz 4.4 4247 13 2011
## 35 E L James 4.4 23631 7 2012
## 36 Stieg Larsson 4.7 7251 16 2009
## 37 Alex Michaelides 4.5 27536 14 2019
## 38 Ann Whitford Paul 4.8 16643 4 2019
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## 41 Amy Shields 4.8 7866 11 2019
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## 48 Mark Owen 4.6 8093 14 2012
## 49 Suzanne Collins 4.7 22614 11 2011
## 50 Sarah Young 4.9 19576 8 2011
## 51 Rick Riordan 4.8 4290 10 2011
## 52 Donna Tartt 3.9 33844 20 2013
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## 103 The College Board 4.4 1201 40 2010
## 104 Dr. Seuss 4.9 21834 8 2017
## 105 R. J. Palacio 4.8 21625 9 2017
## 106 Todd Burpo 4.7 15779 10 2011
## 107 Gary Chapman 4.7 3477 28 2011
## 108 Dale Carnegie 4.7 25001 11 2015
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## 121 Ree Drummond 4.8 3428 14 2015
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## 158 Ron Chernow 4.8 9198 13 2016
## 159 Rob Elliott 4.5 3673 4 2014
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## 164 Daniel H. Pink 4.5 2525 16 2010
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## 250 Suzanne Collins 4.7 22614 11 2011
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## 253 E L James 4.4 23631 7 2012
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## 275 Carol S. Dweck 4.6 5542 10 2014
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## 273 Non Fiction 2
## 274 Fiction 2
## 275 Non Fiction 2
##
## [[3]]
## Name
## 1 What Pet Should I Get? (Classic Seuss)
## 2 Creative Haven Creative Cats Coloring Book (Adult Coloring)
## 3 What to Expect When You're Expecting
## 4 The Wonderful Things You Will Be
## 5 Proof of Heaven: A Neurosurgeon's Journey into the Afterlife
## 6 The Guardians: A Novel
## 7 Life
## 8 Harry Potter and the Cursed Child, Parts 1 & 2, Special Rehearsal Edition Script
## 9 Laugh-Out-Loud Jokes for Kids
## 10 Wonder
## 11 The Book of Basketball: The NBA According to The Sports Guy
## 12 Diary of a Wimpy Kid: The Long Haul
## 13 The 5 Love Languages: The Secret to Love that Lasts
## 14 The Alchemist
## 15 Creative Haven Creative Cats Coloring Book (Adult Coloring)
## 16 Oh, the Places You'll Go!
## 17 The Five Dysfunctions of a Team: A Leadership Fable
## 18 What Should Danny Do? (The Power to Choose Series)
## 19 Calm the F*ck Down: An Irreverent Adult Coloring Book (Irreverent Book Series)
## 20 Wheat Belly: Lose the Wheat, Lose the Weight, and Find Your Path Back to Health
## 21 Wonder
## 22 The Four Agreements: A Practical Guide to Personal Freedom (A Toltec Wisdom Book)
## 23 Dog Man: Brawl of the Wild: From the Creator of Captain Underpants (Dog Man #6)
## 24 Where the Crawdads Sing
## 25 JOURNEY TO THE ICE P
## 26 The Shack: Where Tragedy Confronts Eternity
## 27 Divergent
## 28 Player's Handbook (Dungeons & Dragons)
## 29 The China Study: The Most Comprehensive Study of Nutrition Ever Conducted And the Startling Implications for Diet…
## 30 The Throne of Fire (The Kane Chronicles, Book 2)
## 31 The Alchemist
## 32 Killing Lincoln: The Shocking Assassination that Changed America Forever (Bill O'Reilly's Killing Series)
## 33 Mockingjay (The Hunger Games)
## 34 Option B: Facing Adversity, Building Resilience, and Finding Joy
## 35 The Four Agreements: A Practical Guide to Personal Freedom (A Toltec Wisdom Book)
## 36 First 100 Words
## 37 5,000 Awesome Facts (About Everything!) (National Geographic Kids)
## 38 The Third Wheel (Diary of a Wimpy Kid, Book 7)
## 39 The Very Hungry Caterpillar
## 40 The Hunger Games Trilogy Boxed Set (1)
## 41 The House of Hades (Heroes of Olympus, Book 4)
## 42 Cutting for Stone
## 43 The Going-To-Bed Book
## 44 Rush Revere and the First Patriots: Time-Travel Adventures With Exceptional Americans (2)
## 45 Ready Player One: A Novel
## 46 The Subtle Art of Not Giving a F*ck: A Counterintuitive Approach to Living a Good Life
## 47 What Should Danny Do? (The Power to Choose Series)
## 48 The Wonderful Things You Will Be
## 49 Percy Jackson and the Olympians Paperback Boxed Set (Books 1-3)
## 50 The Very Hungry Caterpillar
## 51 The 5 Love Languages: The Secret to Love That Lasts
## 52 A Higher Loyalty: Truth, Lies, and Leadership
## 53 Publication Manual of the American Psychological Association, 6th Edition
## 54 Broke: The Plan to Restore Our Trust, Truth and Treasure
## 55 Goodnight, Goodnight Construction Site (Hardcover Books for Toddlers, Preschool Books for Kids)
## 56 Adult Coloring Book: Stress Relieving Patterns
## 57 The Guardians: A Novel
## 58 The Book Thief
## 59 Dear Zoo: A Lift-the-Flap Book
## 60 The Girl on the Train
## 61 Guts
## 62 The Time Traveler's Wife
## 63 The Blood of Olympus (The Heroes of Olympus (5))
## 64 How to Win Friends & Influence People
## 65 Have a Little Faith: A True Story
## 66 The Legend of Zelda: Hyrule Historia
## 67 The Official SAT Study Guide
## 68 Baby Touch and Feel: Animals
## 69 National Geographic Little Kids First Big Book of Why (National Geographic Little Kids First Big Books)
## 70 Brown Bear, Brown Bear, What Do You See?
## 71 Calm the F*ck Down: An Irreverent Adult Coloring Book (Irreverent Book Series)
## 72 Love You Forever
## 73 A Gentleman in Moscow: A Novel
## 74 The Boys in the Boat: Nine Americans and Their Epic Quest for Gold at the 1936 Berlin Olympics
## 75 Liberty and Tyranny: A Conservative Manifesto
## 76 The Plant Paradox: The Hidden Dangers in "Healthy" Foods That Cause Disease and Weight Gain
## 77 Creative Haven Owls Coloring Book (Adult Coloring)
## 78 Publication Manual of the American Psychological Association, 6th Edition
## 79 The Harbinger: The Ancient Mystery that Holds the Secret of America's Future
## 80 The Sun and Her Flowers
## 81 Mastering the Art of French Cooking, Vol. 2
## 82 The Five Love Languages: How to Express Heartfelt Commitment to Your Mate
## 83 New Moon (The Twilight Saga)
## 84 Publication Manual of the American Psychological Association, 6th Edition
## 85 Unbroken: A World War II Story of Survival, Resilience, and Redemption
## 86 Diary of a Wimpy Kid: The Long Haul
## 87 Dog Man: Fetch-22: From the Creator of Captain Underpants (Dog Man #8)
## 88 The Martian
## 89 Adult Coloring Book: Stress Relieving Animal Designs
## 90 Heaven is for Real: A Little Boy's Astounding Story of His Trip to Heaven and Back
## 91 The Whole30: The 30-Day Guide to Total Health and Food Freedom
## 92 The Third Wheel (Diary of a Wimpy Kid, Book 7)
## 93 The Pioneer Woman Cooks: A Year of Holidays: 140 Step-by-Step Recipes for Simple, Scrumptious Celebrations
## 94 Instant Pot Pressure Cooker Cookbook: 500 Everyday Recipes for Beginners and Advanced Users. Try Easy and Healthy…
## 95 The Twilight Saga Collection
## 96 The China Study: The Most Comprehensive Study of Nutrition Ever Conducted And the Startling Implications for Diet…
## 97 Being Mortal: Medicine and What Matters in the End
## 98 Wild: From Lost to Found on the Pacific Crest Trail
## 99 Between the World and Me
## 100 Thug Kitchen: The Official Cookbook: Eat Like You Give a F*ck (Thug Kitchen Cookbooks)
## 101 The Hunger Games (Book 1)
## 102 Autobiography of Mark Twain, Vol. 1
## 103 StrengthsFinder 2.0
## 104 Happy, Happy, Happy: My Life and Legacy as the Duck Commander
## 105 Radical: Taking Back Your Faith from the American Dream
## 106 Goodnight, Goodnight Construction Site (Hardcover Books for Toddlers, Preschool Books for Kids)
## 107 Eat This, Not That! Thousands of Simple Food Swaps that Can Save You 10, 20, 30 Pounds--or More!
## 108 Pokémon Deluxe Essential Handbook: The Need-to-Know Stats and Facts on Over 700 Pokémon
## 109 The Five Dysfunctions of a Team: A Leadership Fable
## 110 Unbroken: A World War II Story of Survival, Resilience, and Redemption
## 111 Creative Haven Owls Coloring Book (Adult Coloring)
## 112 Divergent
## 113 The Time Traveler's Wife
## 114 The Book Thief
## 115 Giraffes Can't Dance
## 116 The Lego Ideas Book: Unlock Your Imagination
## 117 Hamilton: The Revolution
## 118 Difficult Riddles For Smart Kids: 300 Difficult Riddles And Brain Teasers Families Will Love (Books for Smart Kids)
## 119 The Very Hungry Caterpillar
## 120 Strange Planet (Strange Planet Series)
## 121 Dog Man: Fetch-22: From the Creator of Captain Underpants (Dog Man #8)
## 122 Brown Bear, Brown Bear, What Do You See?
## 123 Enchanted Forest: An Inky Quest and Coloring book (Activity Books, Mindfulness and Meditation, Illustrated Floral Prints…
## 124 And the Mountains Echoed
## 125 If Animals Kissed Good Night
## 126 Sarah's Key
## 127 Winter of the World: Book Two of the Century Trilogy
## 128 Laugh-Out-Loud Jokes for Kids
## 129 You Are a Badass: How to Stop Doubting Your Greatness and Start Living an Awesome Life
## 130 The Big Short: Inside the Doomsday Machine
## 131 Divergent
## 132 Knock-Knock Jokes for Kids
## 133 The Mark of Athena (Heroes of Olympus, Book 3)
## 134 Salt, Fat, Acid, Heat: Mastering the Elements of Good Cooking
## 135 The Fault in Our Stars
## 136 Becoming
## 137 The Four Agreements: A Practical Guide to Personal Freedom (A Toltec Wisdom Book)
## 138 Killing Patton: The Strange Death of World War II's Most Audacious General (Bill O'Reilly's Killing Series)
## 139 Player's Handbook (Dungeons & Dragons)
## 140 The Life-Changing Magic of Tidying Up: The Japanese Art of Decluttering and Organizing
## 141 Breaking Dawn (The Twilight Saga, Book 4)
## 142 New Moon (The Twilight Saga)
## 143 Thug Kitchen: The Official Cookbook: Eat Like You Give a F*ck (Thug Kitchen Cookbooks)
## 144 Leonardo da Vinci
## 145 Fantastic Beasts and Where to Find Them: The Original Screenplay (Harry Potter)
## 146 The Handmaid's Tale
## 147 11/22/63: A Novel
## 148 Divergent / Insurgent
## 149 Harry Potter and the Sorcerer's Stone: The Illustrated Edition (Harry Potter, Book 1)
## 150 Harry Potter and the Goblet of Fire: The Illustrated Edition (Harry Potter, Book 4) (4)
## 151 Leonardo da Vinci
## 152 Radical: Taking Back Your Faith from the American Dream
## 153 The Lego Ideas Book: Unlock Your Imagination
## 154 The 5 Love Languages: The Secret to Love that Lasts
## 155 The Lost Symbol
## 156 First 100 Words
## 157 Women Food and God: An Unexpected Path to Almost Everything
## 158 The Girl Who Kicked the Hornet's Nest (Millennium Trilogy)
## 159 Calm the F*ck Down: An Irreverent Adult Coloring Book (Irreverent Book Series)
## 160 The Mark of Athena (Heroes of Olympus, Book 3)
## 161 Have a Little Faith: A True Story
## 162 Hillbilly Elegy: A Memoir of a Family and Culture in Crisis
## 163 First 100 Words
## 164 The 7 Habits of Highly Effective People: Powerful Lessons in Personal Change
## 165 Divergent
## 166 Humans of New York
## 167 The Martian
## 168 Puppy Birthday to You! (Paw Patrol) (Little Golden Book)
## 169 The Last Olympian (Percy Jackson and the Olympians, Book 5)
## 170 Creative Haven Owls Coloring Book (Adult Coloring)
## 171 Ultimate Sticker Book: Frozen: More Than 60 Reusable Full-Color Stickers
## 172 Liberty and Tyranny: A Conservative Manifesto
## 173 Unicorn Coloring Book: For Kids Ages 4-8 (US Edition) (Silly Bear Coloring Books)
## 174 Crazy Love: Overwhelmed by a Relentless God
## 175 A Man Called Ove: A Novel
## 176 Milk and Honey
## 177 The Boys in the Boat: Nine Americans and Their Epic Quest for Gold at the 1936 Berlin Olympics
## 178 Love Wins: A Book About Heaven, Hell, and the Fate of Every Person Who Ever Lived
## 179 Goodnight Moon
## 180 The 7 Habits of Highly Effective People: Powerful Lessons in Personal Change
## 181 Night (Night)
## 182 Teach Like a Champion: 49 Techniques that Put Students on the Path to College
## 183 The Last Olympian (Percy Jackson and the Olympians, Book 5)
## 184 The Pioneer Woman Cooks: A Year of Holidays: 140 Step-by-Step Recipes for Simple, Scrumptious Celebrations
## 185 Good to Great: Why Some Companies Make the Leap and Others Don't
## 186 Salt, Fat, Acid, Heat: Mastering the Elements of Good Cooking
## 187 Wonder
## 188 Heaven is for Real: A Little Boy's Astounding Story of His Trip to Heaven and Back
## 189 Girl, Wash Your Face: Stop Believing the Lies About Who You Are So You Can Become Who You Were Meant to Be
## 190 Last Week Tonight with John Oliver Presents A Day in the Life of Marlon Bundo (Better Bundo Book, LGBT Children\u0092s Book)
## 191 The Wonderful Things You Will Be
## 192 Where the Crawdads Sing
## 193 The Time Traveler's Wife
## 194 Publication Manual of the American Psychological Association, 6th Edition
## 195 Laugh-Out-Loud Jokes for Kids
## 196 Killing Jesus (Bill O'Reilly's Killing Series)
## 197 The Wonderful Things You Will Be
## 198 Wonder
## 199 Catching Fire (The Hunger Games)
## 200 Being Mortal: Medicine and What Matters in the End
## 201 The Immortal Life of Henrietta Lacks
## 202 Hamilton: The Revolution
## 203 What Pet Should I Get? (Classic Seuss)
## 204 The 5 Love Languages: The Secret to Love that Lasts
## 205 The Official SAT Study Guide
## 206 The Last Olympian (Percy Jackson and the Olympians, Book 5)
## 207 Instant Pot Pressure Cooker Cookbook: 500 Everyday Recipes for Beginners and Advanced Users. Try Easy and Healthy…
## 208 Whose Boat Is This Boat?: Comments That Don't Help in the Aftermath of a Hurricane
## 209 Baby Touch and Feel: Animals
## 210 What If?: Serious Scientific Answers to Absurd Hypothetical Questions
## 211 National Geographic Kids Why?: Over 1,111 Answers to Everything
## 212 A Higher Loyalty: Truth, Lies, and Leadership
## 213 Sarah's Key
## 214 StrengthsFinder 2.0
## 215 The Throne of Fire (The Kane Chronicles, Book 2)
## 216 Where the Wild Things Are
## 217 Harry Potter and the Sorcerer's Stone: The Illustrated Edition (Harry Potter, Book 1)
## 218 The Fault in Our Stars
## 219 Love Wins: A Book About Heaven, Hell, and the Fate of Every Person Who Ever Lived
## 220 Mastering the Art of French Cooking, Vol. 2
## 221 Diary of a Wimpy Kid: Hard Luck, Book 8
## 222 Mockingjay (The Hunger Games)
## 223 The Magnolia Story
## 224 The 5 Love Languages: The Secret to Love That Lasts
## 225 Guts
## 226 Arguing with Idiots: How to Stop Small Minds and Big Government
## 227 Capital in the Twenty First Century
## 228 Where the Crawdads Sing
## 229 Love Wins: A Book About Heaven, Hell, and the Fate of Every Person Who Ever Lived
## 230 The 7 Habits of Highly Effective People: Powerful Lessons in Personal Change
## 231 One Thousand Gifts: A Dare to Live Fully Right Where You Are
## 232 Breaking Dawn (The Twilight Saga, Book 4)
## 233 The 5 Love Languages: The Secret to Love that Lasts
## 234 Can't Hurt Me: Master Your Mind and Defy the Odds
## 235 Steve Jobs
## 236 The 7 Habits of Highly Effective People: Powerful Lessons in Personal Change
## 237 Eclipse (Twilight Sagas)
## 238 The Subtle Art of Not Giving a F*ck: A Counterintuitive Approach to Living a Good Life
## 239 Dog Man: A Tale of Two Kitties: From the Creator of Captain Underpants (Dog Man #3)
## 240 The Harbinger: The Ancient Mystery that Holds the Secret of America's Future
## 241 The Getaway
## 242 Harry Potter Coloring Book
## 243 Rush Revere and the Brave Pilgrims: Time-Travel Adventures with Exceptional Americans (1)
## 244 Killing Reagan: The Violent Assault That Changed a Presidency (Bill O'Reilly's Killing Series)
## 245 The Book Thief
## 246 You Are a Badass: How to Stop Doubting Your Greatness and Start Living an Awesome Life
## 247 The Lost Symbol
## 248 Dog Man: A Tale of Two Kitties: From the Creator of Captain Underpants (Dog Man #3)
## 249 Goodnight Moon
## 250 A Dance with Dragons (A Song of Ice and Fire)
## 251 If Animals Kissed Good Night
## 252 Double Down (Diary of a Wimpy Kid #11)
## 253 The Short Second Life of Bree Tanner: An Eclipse Novella (The Twilight Saga)
## 254 Eat to Live: The Amazing Nutrient-Rich Program for Fast and Sustained Weight Loss, Revised Edition
## 255 P is for Potty! (Sesame Street) (Lift-the-Flap)
## 256 How to Win Friends & Influence People
## 257 5,000 Awesome Facts (About Everything!) (National Geographic Kids)
## 258 Good to Great: Why Some Companies Make the Leap and Others Don't
## 259 The Pioneer Woman Cooks: Food from My Frontier
## 260 The China Study: The Most Comprehensive Study of Nutrition Ever Conducted And the Startling Implications for Diet…
## 261 1984 (Signet Classics)
## 262 Being Mortal: Medicine and What Matters in the End
## 263 Mockingjay (The Hunger Games)
## 264 Laugh-Out-Loud Jokes for Kids
## 265 Uninvited: Living Loved When You Feel Less Than, Left Out, and Lonely
## 266 The Magnolia Story
## 267 Puppy Birthday to You! (Paw Patrol) (Little Golden Book)
## 268 Kitchen Confidential Updated Edition: Adventures in the Culinary Underbelly (P.S.)
## 269 Mastering the Art of French Cooking, Vol. 2
## 270 Can't Hurt Me: Master Your Mind and Defy the Odds
## 271 P is for Potty! (Sesame Street) (Lift-the-Flap)
## 272 The Alchemist
## 273 The Confession: A Novel
## 274 Barefoot Contessa, How Easy Is That?: Fabulous Recipes & Easy Tips
## 275 Option B: Facing Adversity, Building Resilience, and Finding Joy
## Author User.Rating Reviews Price Year
## 1 Dr. Seuss 4.7 1873 14 2015
## 2 Marjorie Sarnat 4.8 4022 4 2015
## 3 Heidi Murkoff 4.4 3341 9 2011
## 4 Emily Winfield Martin 4.9 8842 10 2017
## 5 Eben Alexander 4.3 13616 10 2013
## 6 John Grisham 4.5 13609 14 2019
## 7 Keith Richards 4.5 2752 18 2010
## 8 J.K. Rowling 4.0 23973 12 2016
## 9 Rob Elliott 4.6 6990 4 2013
## 10 R. J. Palacio 4.8 21625 9 2017
## 11 Bill Simmons 4.7 858 53 2009
## 12 Jeff Kinney 4.8 6540 22 2014
## 13 Gary Chapman 4.8 25554 8 2018
## 14 Paulo Coelho 4.7 35799 39 2014
## 15 Marjorie Sarnat 4.8 4022 4 2015
## 16 Dr. Seuss 4.9 21834 8 2013
## 17 Patrick Lencioni 4.6 3207 6 2009
## 18 Adir Levy 4.8 8170 13 2019
## 19 Sasha O'Hara 4.6 10369 4 2016
## 20 William Davis 4.4 7497 6 2013
## 21 R. J. Palacio 4.8 21625 9 2013
## 22 Don Miguel Ruiz 4.7 23308 6 2013
## 23 Dav Pilkey 4.9 7235 4 2018
## 24 Delia Owens 4.8 87841 15 2019
## 25 RH Disney 4.6 978 0 2014
## 26 William P. Young 4.6 19720 8 2009
## 27 Veronica Roth 4.6 27098 15 2014
## 28 Wizards RPG Team 4.8 16990 27 2017
## 29 Thomas Campbell 4.7 4633 21 2011
## 30 Rick Riordan 4.7 1463 10 2011
## 31 Paulo Coelho 4.7 35799 39 2014
## 32 Bill O'Reilly 4.7 9342 10 2012
## 33 Suzanne Collins 4.5 26741 8 2010
## 34 Sheryl Sandberg 4.5 1831 9 2017
## 35 Don Miguel Ruiz 4.7 23308 6 2018
## 36 Roger Priddy 4.7 17323 4 2015
## 37 National Geographic Kids 4.8 7665 12 2019
## 38 Jeff Kinney 4.7 6377 7 2012
## 39 Eric Carle 4.9 19546 5 2015
## 40 Suzanne Collins 4.8 16949 30 2011
## 41 Rick Riordan 4.8 6982 14 2013
## 42 Abraham Verghese 4.6 4866 11 2011
## 43 Sandra Boynton 4.8 5249 5 2016
## 44 Rush Limbaugh 4.9 3836 12 2014
## 45 Ernest Cline 4.6 22536 12 2017
## 46 Mark Manson 4.6 26490 15 2018
## 47 Adir Levy 4.8 8170 13 2019
## 48 Emily Winfield Martin 4.9 8842 10 2017
## 49 Rick Riordan 4.8 548 2 2010
## 50 Eric Carle 4.9 19546 5 2014
## 51 Gary Chapman 4.7 3477 28 2010
## 52 James Comey 4.7 5983 3 2018
## 53 American Psychological Association 4.5 8580 46 2018
## 54 Glenn Beck 4.5 471 8 2010
## 55 Sherri Duskey Rinker 4.9 7038 7 2013
## 56 Blue Star Coloring 4.4 2951 6 2015
## 57 John Grisham 4.5 13609 14 2019
## 58 Markus Zusak 4.6 23148 6 2013
## 59 Rod Campbell 4.8 10922 5 2018
## 60 Paula Hawkins 4.1 79446 18 2015
## 61 Raina Telgemeier 4.8 5476 7 2019
## 62 Audrey Niffenegger 4.4 3759 6 2009
## 63 Rick Riordan 4.8 6600 11 2014
## 64 Dale Carnegie 4.7 25001 11 2015
## 65 Mitch Albom 4.8 1930 4 2009
## 66 Patrick Thorpe 4.9 5396 20 2013
## 67 The College Board 4.4 1201 40 2014
## 68 DK 4.6 5360 5 2015
## 69 Amy Shields 4.8 7866 11 2019
## 70 Bill Martin Jr. 4.9 14344 5 2019
## 71 Sasha O'Hara 4.6 10369 4 2016
## 72 Robert Munsch 4.8 18613 5 2014
## 73 Amor Towles 4.7 19699 15 2017
## 74 Daniel James Brown 4.8 23358 12 2014
## 75 Mark R. Levin 4.8 3828 15 2009
## 76 Dr. Steven R Gundry MD 4.4 7058 17 2018
## 77 Marjorie Sarnat 4.8 3871 5 2015
## 78 American Psychological Association 4.5 8580 46 2015
## 79 Jonathan Cahn 4.6 11098 13 2012
## 80 Rupi Kaur 4.7 5487 9 2017
## 81 Julia Child 4.8 2926 27 2009
## 82 Gary Chapman 4.6 803 9 2009
## 83 Stephenie Meyer 4.6 5680 10 2009
## 84 American Psychological Association 4.5 8580 46 2017
## 85 Laura Hillenbrand 4.8 29673 16 2014
## 86 Jeff Kinney 4.8 6540 22 2014
## 87 Dav Pilkey 4.9 12619 8 2019
## 88 Andy Weir 4.7 39459 9 2015
## 89 Blue Star Coloring 4.6 2925 6 2015
## 90 Todd Burpo 4.7 15779 10 2012
## 91 Melissa Hartwig Urban 4.6 7508 16 2016
## 92 Jeff Kinney 4.7 6377 7 2012
## 93 Ree Drummond 4.8 2663 17 2013
## 94 Jennifer Smith 4.4 7396 13 2019
## 95 Stephenie Meyer 4.7 3801 82 2009
## 96 Thomas Campbell 4.7 4633 21 2011
## 97 Atul Gawande 4.8 11113 15 2015
## 98 Cheryl Strayed 4.4 17044 18 2012
## 99 Ta-Nehisi Coates 4.7 10070 13 2015
## 100 Thug Kitchen 4.6 11128 23 2016
## 101 Suzanne Collins 4.7 32122 8 2011
## 102 Mark Twain 4.2 491 14 2010
## 103 Gallup 4.0 5069 17 2014
## 104 Phil Robertson 4.8 4148 11 2013
## 105 David Platt 4.7 1985 9 2010
## 106 Sherri Duskey Rinker 4.9 7038 7 2013
## 107 David Zinczenko 4.3 956 14 2009
## 108 Scholastic 4.7 3503 9 2016
## 109 Patrick Lencioni 4.6 3207 6 2011
## 110 Laura Hillenbrand 4.8 29673 16 2011
## 111 Marjorie Sarnat 4.8 3871 5 2015
## 112 Veronica Roth 4.6 27098 15 2014
## 113 Audrey Niffenegger 4.4 3759 6 2009
## 114 Markus Zusak 4.6 23148 6 2013
## 115 Giles Andreae 4.8 14038 4 2017
## 116 Daniel Lipkowitz 4.4 4247 13 2011
## 117 Lin-Manuel Miranda 4.9 5867 54 2016
## 118 M Prefontaine 4.6 7955 5 2019
## 119 Eric Carle 4.9 19546 5 2016
## 120 Nathan W. Pyle 4.9 9382 6 2019
## 121 Dav Pilkey 4.9 12619 8 2019
## 122 Bill Martin Jr. 4.9 14344 5 2019
## 123 Johanna Basford 4.7 5413 9 2015
## 124 Khaled Hosseini 4.3 12159 13 2013
## 125 Ann Whitford Paul 4.8 16643 4 2019
## 126 Tatiana de Rosnay 4.6 3619 10 2010
## 127 Ken Follett 4.5 10760 15 2012
## 128 Rob Elliott 4.6 6990 4 2015
## 129 Jen Sincero 4.7 14331 8 2016
## 130 Michael Lewis 4.7 3536 17 2010
## 131 Veronica Roth 4.6 27098 15 2013
## 132 Rob Elliott 4.5 3673 4 2015
## 133 Rick Riordan 4.8 6247 10 2012
## 134 Samin Nosrat 4.8 7802 20 2018
## 135 John Green 4.7 50482 13 2012
## 136 Michelle Obama 4.8 61133 11 2019
## 137 Don Miguel Ruiz 4.7 23308 6 2019
## 138 Bill O'Reilly 4.6 10927 6 2014
## 139 Wizards RPG Team 4.8 16990 27 2017
## 140 Marie Kondō 4.5 22641 11 2016
## 141 Stephenie Meyer 4.6 9769 13 2009
## 142 Stephenie Meyer 4.6 5680 10 2009
## 143 Thug Kitchen 4.6 11128 23 2017
## 144 Walter Isaacson 4.5 3014 21 2017
## 145 J.K. Rowling 4.7 4370 15 2016
## 146 Margaret Atwood 4.3 29442 7 2017
## 147 Stephen King 4.6 2052 22 2011
## 148 Veronica Roth 4.5 17684 6 2014
## 149 J.K. Rowling 4.9 10052 22 2016
## 150 J. K. Rowling 4.9 7758 18 2019
## 151 Walter Isaacson 4.5 3014 21 2017
## 152 David Platt 4.7 1985 9 2011
## 153 Daniel Lipkowitz 4.4 4247 13 2012
## 154 Gary Chapman 4.8 25554 8 2015
## 155 Dan Brown 4.2 8747 19 2009
## 156 Roger Priddy 4.7 17323 4 2018
## 157 Geneen Roth 4.2 1302 11 2010
## 158 Stieg Larsson 4.7 7747 14 2010
## 159 Sasha O'Hara 4.6 10369 4 2016
## 160 Rick Riordan 4.8 6247 10 2012
## 161 Mitch Albom 4.8 1930 4 2009
## 162 J. D. Vance 4.4 15526 14 2016
## 163 Roger Priddy 4.7 17323 4 2018
## 164 Stephen R. Covey 4.6 9325 24 2013
## 165 Veronica Roth 4.6 27098 15 2014
## 166 Brandon Stanton 4.8 3490 15 2014
## 167 Andy Weir 4.7 39459 9 2015
## 168 Golden Books 4.8 4757 4 2017
## 169 Rick Riordan 4.8 4628 7 2010
## 170 Marjorie Sarnat 4.8 3871 5 2015
## 171 DK 4.5 2586 5 2014
## 172 Mark R. Levin 4.8 3828 15 2009
## 173 Silly Bear 4.8 6108 4 2019
## 174 Francis Chan 4.7 1542 14 2009
## 175 Fredrik Backman 4.6 23848 8 2017
## 176 Rupi Kaur 4.7 17739 8 2016
## 177 Daniel James Brown 4.8 23358 12 2014
## 178 Rob Bell 4.2 1649 13 2011
## 179 Margaret Wise Brown 4.8 8837 5 2018
## 180 Stephen R. Covey 4.6 9325 24 2013
## 181 Elie Wiesel 4.7 5178 9 2016
## 182 Doug Lemov 4.4 637 20 2011
## 183 Rick Riordan 4.8 4628 7 2009
## 184 Ree Drummond 4.8 2663 17 2013
## 185 Jim Collins 4.5 3457 14 2012
## 186 Samin Nosrat 4.8 7802 20 2018
## 187 R. J. Palacio 4.8 21625 9 2014
## 188 Todd Burpo 4.7 15779 10 2011
## 189 Rachel Hollis 4.6 22288 12 2018
## 190 Jill Twiss 4.9 11881 13 2018
## 191 Emily Winfield Martin 4.9 8842 10 2017
## 192 Delia Owens 4.8 87841 15 2019
## 193 Audrey Niffenegger 4.4 3759 6 2009
## 194 American Psychological Association 4.5 8580 46 2012
## 195 Rob Elliott 4.6 6990 4 2015
## 196 Bill O'Reilly 4.5 11391 12 2013
## 197 Emily Winfield Martin 4.9 8842 10 2016
## 198 R. J. Palacio 4.8 21625 9 2016
## 199 Suzanne Collins 4.7 22614 11 2011
## 200 Atul Gawande 4.8 11113 15 2015
## 201 Rebecca Skloot 4.7 9289 9 2012
## 202 Lin-Manuel Miranda 4.9 5867 54 2016
## 203 Dr. Seuss 4.7 1873 14 2015
## 204 Gary Chapman 4.8 25554 8 2016
## 205 The College Board 4.4 1201 40 2011
## 206 Rick Riordan 4.8 4628 7 2009
## 207 Jennifer Smith 4.4 7396 13 2018
## 208 The Staff of The Late Show with\u0085 4.6 6669 12 2018
## 209 DK 4.6 5360 5 2015
## 210 Randall Munroe 4.7 9292 17 2014
## 211 Crispin Boyer 4.8 5347 16 2019
## 212 James Comey 4.7 5983 3 2018
## 213 Tatiana de Rosnay 4.6 3619 10 2010
## 214 Gallup 4.0 5069 17 2014
## 215 Rick Riordan 4.7 1463 10 2011
## 216 Maurice Sendak 4.8 9967 13 2009
## 217 J.K. Rowling 4.9 10052 22 2016
## 218 John Green 4.7 50482 13 2013
## 219 Rob Bell 4.2 1649 13 2011
## 220 Julia Child 4.8 2926 27 2009
## 221 Jeff Kinney 4.8 6812 0 2013
## 222 Suzanne Collins 4.5 26741 8 2012
## 223 Chip Gaines 4.9 7861 5 2016
## 224 Gary Chapman 4.7 3477 28 2010
## 225 Raina Telgemeier 4.8 5476 7 2019
## 226 Glenn Beck 4.6 798 5 2009
## 227 Thomas Piketty 4.5 2884 28 2014
## 228 Delia Owens 4.8 87841 15 2019
## 229 Rob Bell 4.2 1649 13 2011
## 230 Stephen R. Covey 4.7 4725 16 2016
## 231 Ann Voskamp 4.6 3163 13 2011
## 232 Stephenie Meyer 4.6 9769 13 2009
## 233 Gary Chapman 4.8 25554 8 2016
## 234 David Goggins 4.8 16244 18 2019
## 235 Walter Isaacson 4.6 7827 20 2012
## 236 Stephen R. Covey 4.6 9325 24 2009
## 237 Stephenie Meyer 4.7 5505 7 2009
## 238 Mark Manson 4.6 26490 15 2019
## 239 Dav Pilkey 4.9 4786 8 2017
## 240 Jonathan Cahn 4.6 11098 13 2012
## 241 Jeff Kinney 4.8 5836 0 2017
## 242 Scholastic 4.7 3564 9 2015
## 243 Rush Limbaugh 4.9 7150 12 2013
## 244 Bill O'Reilly 4.6 5235 5 2015
## 245 Markus Zusak 4.6 23148 6 2013
## 246 Jen Sincero 4.7 14331 8 2018
## 247 Dan Brown 4.2 8747 19 2009
## 248 Dav Pilkey 4.9 4786 8 2017
## 249 Margaret Wise Brown 4.8 8837 5 2017
## 250 George R. R. Martin 4.4 12643 11 2011
## 251 Ann Whitford Paul 4.8 16643 4 2019
## 252 Jeff Kinney 4.8 5118 20 2016
## 253 Stephenie Meyer 4.6 2122 0 2010
## 254 Joel Fuhrman MD 4.5 6346 9 2012
## 255 Naomi Kleinberg 4.7 10820 5 2019
## 256 Dale Carnegie 4.7 25001 11 2018
## 257 National Geographic Kids 4.8 7665 12 2019
## 258 Jim Collins 4.5 3457 14 2011
## 259 Ree Drummond 4.8 2876 21 2012
## 260 Thomas Campbell 4.7 4633 21 2011
## 261 George Orwell 4.7 21424 6 2017
## 262 Atul Gawande 4.8 11113 15 2015
## 263 Suzanne Collins 4.5 26741 8 2011
## 264 Rob Elliott 4.6 6990 4 2014
## 265 Lysa TerKeurst 4.7 4585 9 2016
## 266 Chip Gaines 4.9 7861 5 2016
## 267 Golden Books 4.8 4757 4 2017
## 268 Anthony Bourdain 4.8 2507 8 2018
## 269 Julia Child 4.8 2926 27 2009
## 270 David Goggins 4.8 16244 18 2019
## 271 Naomi Kleinberg 4.7 10820 5 2019
## 272 Paulo Coelho 4.7 35799 39 2014
## 273 John Grisham 4.3 3523 13 2010
## 274 Ina Garten 4.7 615 21 2010
## 275 Sheryl Sandberg 4.5 1831 9 2017
## Genre sample_id
## 1 Fiction 3
## 2 Non Fiction 3
## 3 Non Fiction 3
## 4 Fiction 3
## 5 Non Fiction 3
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## 7 Non Fiction 3
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## 9 Non Fiction 3
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## 11 Non Fiction 3
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## 13 Non Fiction 3
## 14 Fiction 3
## 15 Non Fiction 3
## 16 Fiction 3
## 17 Non Fiction 3
## 18 Fiction 3
## 19 Non Fiction 3
## 20 Non Fiction 3
## 21 Fiction 3
## 22 Non Fiction 3
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## 25 Fiction 3
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## 27 Fiction 3
## 28 Fiction 3
## 29 Non Fiction 3
## 30 Fiction 3
## 31 Fiction 3
## 32 Non Fiction 3
## 33 Fiction 3
## 34 Non Fiction 3
## 35 Non Fiction 3
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## 40 Fiction 3
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##
## [[4]]
## Name
## 1 Goodnight Moon
## 2 Laugh-Out-Loud Jokes for Kids
## 3 Delivering Happiness: A Path to Profits, Passion, and Purpose
## 4 The Book Thief
## 5 The Very Hungry Caterpillar
## 6 Uninvited: Living Loved When You Feel Less Than, Left Out, and Lonely
## 7 StrengthsFinder 2.0
## 8 10-Day Green Smoothie Cleanse
## 9 Thomas Jefferson: The Art of Power
## 10 Crazy Love: Overwhelmed by a Relentless God
## 11 Unbroken: A World War II Story of Survival, Resilience, and Redemption
## 12 Killing Jesus (Bill O'Reilly's Killing Series)
## 13 The Goldfinch: A Novel (Pulitzer Prize for Fiction)
## 14 Salt, Fat, Acid, Heat: Mastering the Elements of Good Cooking
## 15 The Going-To-Bed Book
## 16 Olive Kitteridge
## 17 Catching Fire (The Hunger Games)
## 18 The Very Hungry Caterpillar
## 19 Delivering Happiness: A Path to Profits, Passion, and Purpose
## 20 The 7 Habits of Highly Effective People: Powerful Lessons in Personal Change
## 21 The Goldfinch: A Novel (Pulitzer Prize for Fiction)
## 22 Little Fires Everywhere
## 23 The Four Agreements: A Practical Guide to Personal Freedom (A Toltec Wisdom Book)
## 24 Steve Jobs
## 25 Good to Great: Why Some Companies Make the Leap and Others Don't
## 26 Diagnostic and Statistical Manual of Mental Disorders, 5th Edition: DSM-5
## 27 The Road to Serfdom: Text and Documents--The Definitive Edition (The Collected Works of F. A. Hayek, Volume 2)
## 28 The Five Dysfunctions of a Team: A Leadership Fable
## 29 The Help
## 30 The Maze Runner (Book 1)
## 31 The Day the Crayons Quit
## 32 Hillbilly Elegy: A Memoir of a Family and Culture in Crisis
## 33 The Fault in Our Stars
## 34 Adult Coloring Book: Stress Relieving Patterns
## 35 The 5 Love Languages: The Secret to Love That Lasts
## 36 The Life-Changing Magic of Tidying Up: The Japanese Art of Decluttering and Organizing
## 37 The Road to Serfdom: Text and Documents--The Definitive Edition (The Collected Works of F. A. Hayek, Volume 2)
## 38 The Body Keeps the Score: Brain, Mind, and Body in the Healing of Trauma
## 39 What Should Danny Do? (The Power to Choose Series)
## 40 The Pout-Pout Fish
## 41 Being Mortal: Medicine and What Matters in the End
## 42 Killing Kennedy: The End of Camelot
## 43 Crazy Rich Asians (Crazy Rich Asians Trilogy)
## 44 Diary of a Wimpy Kid: The Last Straw (Book 3)
## 45 Publication Manual of the American Psychological Association, 6th Edition
## 46 Alexander Hamilton
## 47 Humans of New York : Stories
## 48 First 100 Words
## 49 The Guardians: A Novel
## 50 Wonder
## 51 Alexander Hamilton
## 52 The Subtle Art of Not Giving a F*ck: A Counterintuitive Approach to Living a Good Life
## 53 Mindset: The New Psychology of Success
## 54 If Animals Kissed Good Night
## 55 Pokémon Deluxe Essential Handbook: The Need-to-Know Stats and Facts on Over 700 Pokémon
## 56 Divergent
## 57 Eat This Not That! Supermarket Survival Guide: The No-Diet Weight Loss Solution
## 58 The Litigators
## 59 The Wonky Donkey
## 60 Player's Handbook (Dungeons & Dragons)
## 61 Adult Coloring Books: A Coloring Book for Adults Featuring Mandalas and Henna Inspired Flowers, Animals, and Paisley…
## 62 A Man Called Ove: A Novel
## 63 Dead Reckoning (Sookie Stackhouse/True Blood, Book 11)
## 64 The Complete Ketogenic Diet for Beginners: Your Essential Guide to Living the Keto Lifestyle
## 65 The Help
## 66 Harry Potter and the Cursed Child, Parts 1 & 2, Special Rehearsal Edition Script
## 67 Option B: Facing Adversity, Building Resilience, and Finding Joy
## 68 Oh, the Places You'll Go!
## 69 The Girl with the Dragon Tattoo (Millennium Series)
## 70 Make Your Bed: Little Things That Can Change Your Life...And Maybe the World
## 71 To Kill a Mockingbird
## 72 Catching Fire (The Hunger Games)
## 73 The Getaway
## 74 Killers of the Flower Moon: The Osage Murders and the Birth of the FBI
## 75 The Girl with the Dragon Tattoo (Millennium Series)
## 76 Eat to Live: The Amazing Nutrient-Rich Program for Fast and Sustained Weight Loss, Revised Edition
## 77 Oh, the Places You'll Go!
## 78 Gone Girl
## 79 The Alchemist
## 80 Harry Potter and the Goblet of Fire: The Illustrated Edition (Harry Potter, Book 4) (4)
## 81 Little Fires Everywhere
## 82 Adult Coloring Book: Stress Relieving Animal Designs
## 83 The Official SAT Study Guide, 2016 Edition (Official Study Guide for the New Sat)
## 84 Whose Boat Is This Boat?: Comments That Don't Help in the Aftermath of a Hurricane
## 85 Mockingjay (The Hunger Games)
## 86 The 7 Habits of Highly Effective People: Powerful Lessons in Personal Change
## 87 To Kill a Mockingbird
## 88 Crazy Love: Overwhelmed by a Relentless God
## 89 Player's Handbook (Dungeons & Dragons)
## 90 Killing Patton: The Strange Death of World War II's Most Audacious General (Bill O'Reilly's Killing Series)
## 91 To Kill a Mockingbird
## 92 The Blood of Olympus (The Heroes of Olympus (5))
## 93 The Alchemist
## 94 Wonder
## 95 Oh, the Places You'll Go!
## 96 Adult Coloring Book: Stress Relieving Animal Designs
## 97 The Racketeer
## 98 What Should Danny Do? (The Power to Choose Series)
## 99 Fahrenheit 451
## 100 Diagnostic and Statistical Manual of Mental Disorders, 5th Edition: DSM-5
## 101 The Constitution of the United States
## 102 The Great Gatsby
## 103 The Wonderful Things You Will Be
## 104 Doctor Sleep: A Novel
## 105 Make It Ahead: A Barefoot Contessa Cookbook
## 106 Wheat Belly: Lose the Wheat, Lose the Weight, and Find Your Path Back to Health
## 107 Autobiography of Mark Twain, Vol. 1
## 108 The Last Olympian (Percy Jackson and the Olympians, Book 5)
## 109 Harry Potter and the Chamber of Secrets: The Illustrated Edition (Harry Potter, Book 2)
## 110 Dover Creative Haven Art Nouveau Animal Designs Coloring Book (Creative Haven Coloring Books)
## 111 Publication Manual of the American Psychological Association, 6th Edition
## 112 The Four Agreements: A Practical Guide to Personal Freedom (A Toltec Wisdom Book)
## 113 A Patriot's History of the United States: From Columbus's Great Discovery to the War on Terror
## 114 The Wonky Donkey
## 115 Good to Great: Why Some Companies Make the Leap and Others Don't
## 116 Wonder
## 117 Hamilton: The Revolution
## 118 A Higher Loyalty: Truth, Lies, and Leadership
## 119 The Boys in the Boat: Nine Americans and Their Epic Quest for Gold at the 1936 Berlin Olympics
## 120 The Girl on the Train
## 121 Ready Player One: A Novel
## 122 David and Goliath: Underdogs, Misfits, and the Art of Battling Giants
## 123 The Five Dysfunctions of a Team: A Leadership Fable
## 124 The House of Hades (Heroes of Olympus, Book 4)
## 125 Killing Reagan: The Violent Assault That Changed a Presidency (Bill O'Reilly's Killing Series)
## 126 How to Win Friends & Influence People
## 127 StrengthsFinder 2.0
## 128 Thug Kitchen: The Official Cookbook: Eat Like You Give a F*ck (Thug Kitchen Cookbooks)
## 129 Glenn Beck's Common Sense: The Case Against an Out-of-Control Government, Inspired by Thomas Paine
## 130 If Animals Kissed Good Night
## 131 Heaven is for Real: A Little Boy's Astounding Story of His Trip to Heaven and Back
## 132 Rush Revere and the First Patriots: Time-Travel Adventures With Exceptional Americans (2)
## 133 The Whole30: The 30-Day Guide to Total Health and Food Freedom
## 134 The Sun and Her Flowers
## 135 StrengthsFinder 2.0
## 136 Milk and Honey
## 137 The 5 Love Languages: The Secret to Love That Lasts
## 138 Laugh-Out-Loud Jokes for Kids
## 139 StrengthsFinder 2.0
## 140 The Life-Changing Magic of Tidying Up: The Japanese Art of Decluttering and Organizing
## 141 Outliers: The Story of Success
## 142 The Subtle Art of Not Giving a F*ck: A Counterintuitive Approach to Living a Good Life
## 143 The Wonky Donkey
## 144 The Fault in Our Stars
## 145 Goodnight Moon
## 146 The Very Hungry Caterpillar
## 147 One Thousand Gifts: A Dare to Live Fully Right Where You Are
## 148 Educated: A Memoir
## 149 What Pet Should I Get? (Classic Seuss)
## 150 Jesus Calling: Enjoying Peace in His Presence (with Scripture References)
## 151 Player's Handbook (Dungeons & Dragons)
## 152 Proof of Heaven: A Neurosurgeon's Journey into the Afterlife
## 153 The Daily Show with Jon Stewart Presents Earth (The Book): A Visitor's Guide to the Human Race
## 154 Have a Little Faith: A True Story
## 155 Gone Girl
## 156 You Are a Badass: How to Stop Doubting Your Greatness and Start Living an Awesome Life
## 157 Knock-Knock Jokes for Kids
## 158 Salt, Fat, Acid, Heat: Mastering the Elements of Good Cooking
## 159 Fear: Trump in the White House
## 160 It's Not Supposed to Be This Way: Finding Unexpected Strength When Disappointments Leave You Shattered
## 161 Becoming
## 162 Mockingjay (The Hunger Games)
## 163 Game Change: Obama and the Clintons, McCain and Palin, and the Race of a Lifetime
## 164 Steve Jobs
## 165 A Wrinkle in Time (Time Quintet)
## 166 The Mark of Athena (Heroes of Olympus, Book 3)
## 167 The Immortal Life of Henrietta Lacks
## 168 The Lego Ideas Book: Unlock Your Imagination
## 169 Mindset: The New Psychology of Success
## 170 Publication Manual of the American Psychological Association, 6th Edition
## 171 Publication Manual of the American Psychological Association, 6th Edition
## 172 Catching Fire (The Hunger Games)
## 173 Outliers: The Story of Success
## 174 The 5 Love Languages: The Secret to Love That Lasts
## 175 Lettering and Modern Calligraphy: A Beginner's Guide: Learn Hand Lettering and Brush Lettering
## 176 Old School (Diary of a Wimpy Kid #10)
## 177 Goodnight Moon
## 178 The Red Pyramid (The Kane Chronicles, Book 1)
## 179 Delivering Happiness: A Path to Profits, Passion, and Purpose
## 180 Game of Thrones Boxed Set: A Game of Thrones/A Clash of Kings/A Storm of Swords/A Feast for Crows
## 181 Balance (Angie's Extreme Stress Menders)
## 182 Eclipse (Twilight Sagas)
## 183 The Third Wheel (Diary of a Wimpy Kid, Book 7)
## 184 Diagnostic and Statistical Manual of Mental Disorders, 5th Edition: DSM-5
## 185 Publication Manual of the American Psychological Association, 6th Edition
## 186 The Subtle Art of Not Giving a F*ck: A Counterintuitive Approach to Living a Good Life
## 187 Difficult Riddles For Smart Kids: 300 Difficult Riddles And Brain Teasers Families Will Love (Books for Smart Kids)
## 188 Secret Garden: An Inky Treasure Hunt and Coloring Book (For Adults, mindfulness coloring)
## 189 The Help
## 190 Cutting for Stone
## 191 Dog Man: A Tale of Two Kitties: From the Creator of Captain Underpants (Dog Man #3)
## 192 Shred: The Revolutionary Diet: 6 Weeks 4 Inches 2 Sizes
## 193 Divergent
## 194 Wheat Belly: Lose the Wheat, Lose the Weight, and Find Your Path Back to Health
## 195 One Thousand Gifts: A Dare to Live Fully Right Where You Are
## 196 Glenn Beck's Common Sense: The Case Against an Out-of-Control Government, Inspired by Thomas Paine
## 197 1984 (Signet Classics)
## 198 Liberty and Tyranny: A Conservative Manifesto
## 199 Dog Days (Diary of a Wimpy Kid, Book 4) (Volume 4)
## 200 You Are a Badass: How to Stop Doubting Your Greatness and Start Living an Awesome Life
## 201 The Lego Ideas Book: Unlock Your Imagination
## 202 Oh, the Places You'll Go!
## 203 Daring Greatly: How the Courage to Be Vulnerable Transforms the Way We Live, Love, Parent, and Lead
## 204 Gone Girl
## 205 Killing Kennedy: The End of Camelot
## 206 Sh*t My Dad Says
## 207 The Immortal Life of Henrietta Lacks
## 208 You Are a Badass: How to Stop Doubting Your Greatness and Start Living an Awesome Life
## 209 Diary of a Wimpy Kid: The Last Straw (Book 3)
## 210 Oh, the Places You'll Go!
## 211 The 7 Habits of Highly Effective People: Powerful Lessons in Personal Change
## 212 The Dukan Diet: 2 Steps to Lose the Weight, 2 Steps to Keep It Off Forever
## 213 Humans of New York : Stories
## 214 Mindset: The New Psychology of Success
## 215 Publication Manual of the American Psychological Association, 6th Edition
## 216 Good to Great: Why Some Companies Make the Leap and Others Don't
## 217 The Book of Basketball: The NBA According to The Sports Guy
## 218 Grey: Fifty Shades of Grey as Told by Christian (Fifty Shades of Grey Series)
## 219 Gone Girl
## 220 The 5 Love Languages: The Secret to Love That Lasts
## 221 Lean In: Women, Work, and the Will to Lead
## 222 Killing Kennedy: The End of Camelot
## 223 The Twilight Saga Collection
## 224 Under the Dome: A Novel
## 225 Dear Zoo: A Lift-the-Flap Book
## 226 The Life-Changing Magic of Tidying Up: The Japanese Art of Decluttering and Organizing
## 227 Barefoot Contessa, How Easy Is That?: Fabulous Recipes & Easy Tips
## 228 StrengthsFinder 2.0
## 229 Allegiant
## 230 Super Freakonomics: Global Cooling, Patriotic Prostitutes, and Why Suicide Bombers Should Buy Life Insurance
## 231 The House of Hades (Heroes of Olympus, Book 4)
## 232 Tina Fey: Bossypants
## 233 First 100 Words
## 234 School Zone - Big Preschool Workbook - Ages 4 and Up, Colors, Shapes, Numbers 1-10, Alphabet, Pre-Writing, Pre-Reading…
## 235 Wonder
## 236 Thug Kitchen: The Official Cookbook: Eat Like You Give a F*ck (Thug Kitchen Cookbooks)
## 237 Harry Potter and the Chamber of Secrets: The Illustrated Edition (Harry Potter, Book 2)
## 238 Breaking Dawn (The Twilight Saga, Book 4)
## 239 The Boys in the Boat: Nine Americans and Their Epic Quest for Gold at the 1936 Berlin Olympics
## 240 The 5000 Year Leap
## 241 The Boys in the Boat: Nine Americans and Their Epic Quest for Gold at the 1936 Berlin Olympics
## 242 The 5 Love Languages: The Secret to Love that Lasts
## 243 Adult Coloring Book: Stress Relieving Animal Designs
## 244 The Four Agreements: A Practical Guide to Personal Freedom (A Toltec Wisdom Book)
## 245 The Hunger Games
## 246 Going Rogue: An American Life
## 247 Joyland (Hard Case Crime)
## 248 Knock-Knock Jokes for Kids
## 249 The Ugly Truth (Diary of a Wimpy Kid, Book 5)
## 250 Publication Manual of the American Psychological Association, 6th Edition
## 251 Capital in the Twenty First Century
## 252 Astrophysics for People in a Hurry
## 253 The Great Gatsby
## 254 Catching Fire (The Hunger Games)
## 255 Gone Girl
## 256 Love You Forever
## 257 Divergent
## 258 Alexander Hamilton
## 259 Inheritance: Book IV (Inheritance Cycle)
## 260 Oh, the Places You'll Go!
## 261 Gone Girl
## 262 Love You Forever
## 263 Olive Kitteridge
## 264 The Red Pyramid (The Kane Chronicles, Book 1)
## 265 The Casual Vacancy
## 266 Killing the Rising Sun: How America Vanquished World War II Japan (Bill O'Reilly's Killing Series)
## 267 The Total Money Makeover: Classic Edition: A Proven Plan for Financial Fitness
## 268 First 100 Words
## 269 Teach Like a Champion: 49 Techniques that Put Students on the Path to College
## 270 Tools of Titans: The Tactics, Routines, and Habits of Billionaires, Icons, and World-Class Performers
## 271 New Moon (The Twilight Saga)
## 272 Love Wins: A Book About Heaven, Hell, and the Fate of Every Person Who Ever Lived
## 273 Water for Elephants: A Novel
## 274 Milk and Honey
## 275 Between the World and Me
## Author User.Rating Reviews Price Year
## 1 Margaret Wise Brown 4.8 8837 5 2018
## 2 Rob Elliott 4.6 6990 4 2015
## 3 Tony Hsieh 4.6 1651 15 2010
## 4 Markus Zusak 4.6 23148 6 2014
## 5 Eric Carle 4.9 19546 5 2013
## 6 Lysa TerKeurst 4.7 4585 9 2016
## 7 Gallup 4.0 5069 17 2016
## 8 JJ Smith 4.7 17350 8 2016
## 9 Jon Meacham 4.5 1904 23 2012
## 10 Francis Chan 4.7 1542 14 2010
## 11 Laura Hillenbrand 4.8 29673 13 2014
## 12 Bill O'Reilly 4.5 11391 12 2013
## 13 Donna Tartt 3.9 33844 20 2014
## 14 Samin Nosrat 4.8 7802 20 2019
## 15 Sandra Boynton 4.8 5249 5 2017
## 16 Elizabeth Strout 4.2 4519 12 2009
## 17 Suzanne Collins 4.7 22614 11 2012
## 18 Eric Carle 4.9 19546 5 2015
## 19 Tony Hsieh 4.6 1651 15 2010
## 20 Stephen R. Covey 4.6 9325 24 2009
## 21 Donna Tartt 3.9 33844 20 2014
## 22 Celeste Ng 4.5 25706 12 2018
## 23 Don Miguel Ruiz 4.7 23308 6 2018
## 24 Walter Isaacson 4.6 7827 20 2012
## 25 Jim Collins 4.5 3457 14 2011
## 26 American Psychiatric Association 4.5 6679 105 2014
## 27 F. A. Hayek 4.6 1204 14 2010
## 28 Patrick Lencioni 4.6 3207 6 2012
## 29 Kathryn Stockett 4.8 13871 6 2009
## 30 James Dashner 4.5 10101 8 2014
## 31 Drew Daywalt 4.8 8922 9 2015
## 32 J. D. Vance 4.4 15526 14 2017
## 33 John Green 4.7 50482 13 2012
## 34 Blue Star Coloring 4.4 2951 6 2015
## 35 Gary Chapman 4.7 3477 28 2010
## 36 Marie Kondō 4.5 22641 11 2015
## 37 F. A. Hayek 4.6 1204 14 2010
## 38 Bessel van der Kolk M.D. 4.8 12361 12 2019
## 39 Adir Levy 4.8 8170 13 2019
## 40 Deborah Diesen 4.8 9784 5 2018
## 41 Atul Gawande 4.8 11113 15 2015
## 42 Bill O'Reilly 4.6 8634 25 2012
## 43 Kevin Kwan 4.3 6143 8 2018
## 44 Jeff Kinney 4.8 3837 15 2009
## 45 American Psychological Association 4.5 8580 46 2015
## 46 Ron Chernow 4.8 9198 13 2016
## 47 Brandon Stanton 4.9 2812 17 2015
## 48 Roger Priddy 4.7 17323 4 2017
## 49 John Grisham 4.5 13609 14 2019
## 50 R. J. Palacio 4.8 21625 9 2013
## 51 Ron Chernow 4.8 9198 13 2016
## 52 Mark Manson 4.6 26490 15 2017
## 53 Carol S. Dweck 4.6 5542 10 2016
## 54 Ann Whitford Paul 4.8 16643 4 2017
## 55 Scholastic 4.7 3503 9 2016
## 56 Veronica Roth 4.6 27098 15 2013
## 57 David Zinczenko 4.5 720 1 2009
## 58 John Grisham 4.4 6222 18 2011
## 59 Craig Smith 4.8 30183 4 2019
## 60 Wizards RPG Team 4.8 16990 27 2018
## 61 Coloring Books for Adults 4.5 2426 8 2015
## 62 Fredrik Backman 4.6 23848 8 2017
## 63 Charlaine Harris 4.2 2094 4 2011
## 64 Amy Ramos 4.3 13061 6 2018
## 65 Kathryn Stockett 4.8 13871 7 2011
## 66 J.K. Rowling 4.0 23973 12 2016
## 67 Sheryl Sandberg 4.5 1831 9 2017
## 68 Dr. Seuss 4.9 21834 8 2018
## 69 Stieg Larsson 4.4 10559 2 2010
## 70 Admiral William H. McRaven 4.7 10199 11 2017
## 71 Harper Lee 4.8 26234 0 2013
## 72 Suzanne Collins 4.7 22614 11 2011
## 73 Jeff Kinney 4.8 5836 0 2017
## 74 David Grann 4.6 8393 17 2017
## 75 Stieg Larsson 4.4 10559 2 2009
## 76 Joel Fuhrman MD 4.5 6346 9 2012
## 77 Dr. Seuss 4.9 21834 8 2017
## 78 Gillian Flynn 4.0 57271 10 2013
## 79 Paulo Coelho 4.7 35799 39 2014
## 80 J. K. Rowling 4.9 7758 18 2019
## 81 Celeste Ng 4.5 25706 12 2018
## 82 Blue Star Coloring 4.6 2925 6 2015
## 83 The College Board 4.3 807 36 2016
## 84 The Staff of The Late Show with\u0085 4.6 6669 12 2018
## 85 Suzanne Collins 4.5 26741 8 2012
## 86 Stephen R. Covey 4.6 9325 24 2009
## 87 Harper Lee 4.8 26234 7 2019
## 88 Francis Chan 4.7 1542 14 2010
## 89 Wizards RPG Team 4.8 16990 27 2018
## 90 Bill O'Reilly 4.6 10927 6 2014
## 91 Harper Lee 4.8 26234 0 2013
## 92 Rick Riordan 4.8 6600 11 2014
## 93 Paulo Coelho 4.7 35799 39 2014
## 94 R. J. Palacio 4.8 21625 9 2017
## 95 Dr. Seuss 4.9 21834 8 2014
## 96 Blue Star Coloring 4.6 2925 6 2015
## 97 John Grisham 4.3 14493 18 2012
## 98 Adir Levy 4.8 8170 13 2019
## 99 Ray Bradbury 4.6 10721 8 2018
## 100 American Psychiatric Association 4.5 6679 105 2014
## 101 Delegates of the Constitutional\u0085 4.8 2774 0 2016
## 102 F. Scott Fitzgerald 4.4 11616 7 2013
## 103 Emily Winfield Martin 4.9 8842 10 2018
## 104 Stephen King 4.7 15845 13 2013
## 105 Ina Garten 4.5 1386 20 2014
## 106 William Davis 4.4 7497 6 2013
## 107 Mark Twain 4.2 491 14 2010
## 108 Rick Riordan 4.8 4628 7 2010
## 109 J.K. Rowling 4.9 19622 30 2016
## 110 Marty Noble 4.6 2134 5 2015
## 111 American Psychological Association 4.5 8580 46 2014
## 112 Don Miguel Ruiz 4.7 23308 6 2013
## 113 Larry Schweikart 4.6 460 2 2010
## 114 Craig Smith 4.8 30183 4 2019
## 115 Jim Collins 4.5 3457 14 2010
## 116 R. J. Palacio 4.8 21625 9 2017
## 117 Lin-Manuel Miranda 4.9 5867 54 2016
## 118 James Comey 4.7 5983 3 2018
## 119 Daniel James Brown 4.8 23358 12 2014
## 120 Paula Hawkins 4.1 79446 7 2016
## 121 Ernest Cline 4.6 22536 12 2017
## 122 Malcolm Gladwell 4.4 4642 13 2013
## 123 Patrick Lencioni 4.6 3207 6 2013
## 124 Rick Riordan 4.8 6982 14 2013
## 125 Bill O'Reilly 4.6 5235 5 2015
## 126 Dale Carnegie 4.7 25001 11 2014
## 127 Gallup 4.0 5069 17 2010
## 128 Thug Kitchen 4.6 11128 23 2017
## 129 Glenn Beck 4.6 1365 11 2009
## 130 Ann Whitford Paul 4.8 16643 4 2017
## 131 Todd Burpo 4.7 15779 10 2012
## 132 Rush Limbaugh 4.9 3836 12 2014
## 133 Melissa Hartwig Urban 4.6 7508 16 2015
## 134 Rupi Kaur 4.7 5487 9 2017
## 135 Gallup 4.0 5069 17 2014
## 136 Rupi Kaur 4.7 17739 8 2016
## 137 Gary Chapman 4.7 3477 28 2012
## 138 Rob Elliott 4.6 6990 4 2017
## 139 Gallup 4.0 5069 17 2013
## 140 Marie Kondō 4.5 22641 11 2015
## 141 Malcolm Gladwell 4.6 10426 20 2009
## 142 Mark Manson 4.6 26490 15 2019
## 143 Craig Smith 4.8 30183 4 2019
## 144 John Green 4.7 50482 13 2012
## 145 Margaret Wise Brown 4.8 8837 5 2018
## 146 Eric Carle 4.9 19546 5 2013
## 147 Ann Voskamp 4.6 3163 13 2011
## 148 Tara Westover 4.7 28729 15 2018
## 149 Dr. Seuss 4.7 1873 14 2015
## 150 Sarah Young 4.9 19576 8 2012
## 151 Wizards RPG Team 4.8 16990 27 2018
## 152 Eben Alexander 4.3 13616 10 2012
## 153 Jon Stewart 4.4 440 11 2010
## 154 Mitch Albom 4.8 1930 4 2009
## 155 Gillian Flynn 4.0 57271 9 2014
## 156 Jen Sincero 4.7 14331 8 2019
## 157 Rob Elliott 4.5 3673 4 2013
## 158 Samin Nosrat 4.8 7802 20 2018
## 159 Bob Woodward 4.4 6042 2 2018
## 160 Lysa TerKeurst 4.8 7062 12 2019
## 161 Michelle Obama 4.8 61133 11 2018
## 162 Suzanne Collins 4.5 26741 8 2011
## 163 John Heilemann 4.4 1215 9 2010
## 164 Walter Isaacson 4.6 7827 20 2012
## 165 Madeleine L'Engle 4.5 5153 5 2018
## 166 Rick Riordan 4.8 6247 10 2012
## 167 Rebecca Skloot 4.7 9289 13 2010
## 168 Daniel Lipkowitz 4.4 4247 13 2011
## 169 Carol S. Dweck 4.6 5542 10 2016
## 170 American Psychological Association 4.5 8580 46 2012
## 171 American Psychological Association 4.5 8580 46 2014
## 172 Suzanne Collins 4.7 22614 11 2012
## 173 Malcolm Gladwell 4.6 10426 20 2010
## 174 Gary Chapman 4.7 3477 28 2014
## 175 Paper Peony Press 4.4 7550 6 2018
## 176 Jeff Kinney 4.8 6169 7 2015
## 177 Margaret Wise Brown 4.8 8837 5 2017
## 178 Rick Riordan 4.6 2186 12 2010
## 179 Tony Hsieh 4.6 1651 15 2010
## 180 George R.R. Martin 4.6 5594 5 2012
## 181 Angie Grace 4.6 1909 11 2015
## 182 Stephenie Meyer 4.7 5505 7 2009
## 183 Jeff Kinney 4.7 6377 7 2012
## 184 American Psychiatric Association 4.5 6679 105 2013
## 185 American Psychological Association 4.5 8580 46 2013
## 186 Mark Manson 4.6 26490 15 2017
## 187 M Prefontaine 4.6 7955 5 2019
## 188 Johanna Basford 4.7 9366 9 2015
## 189 Kathryn Stockett 4.8 13871 8 2011
## 190 Abraham Verghese 4.6 4866 11 2011
## 191 Dav Pilkey 4.9 4786 8 2017
## 192 Ian K. Smith M.D. 4.1 2272 6 2013
## 193 Veronica Roth 4.6 27098 15 2013
## 194 William Davis 4.4 7497 6 2012
## 195 Ann Voskamp 4.6 3163 13 2011
## 196 Glenn Beck 4.6 1365 11 2009
## 197 George Orwell 4.7 21424 6 2017
## 198 Mark R. Levin 4.8 3828 15 2009
## 199 Jeff Kinney 4.8 3181 12 2009
## 200 Jen Sincero 4.7 14331 8 2017
## 201 Daniel Lipkowitz 4.4 4247 13 2012
## 202 Dr. Seuss 4.9 21834 8 2015
## 203 Brené Brown 4.8 1329 10 2013
## 204 Gillian Flynn 4.0 57271 10 2013
## 205 Bill O'Reilly 4.6 8634 25 2012
## 206 Justin Halpern 4.7 1265 11 2010
## 207 Rebecca Skloot 4.7 9289 9 2012
## 208 Jen Sincero 4.7 14331 8 2016
## 209 Jeff Kinney 4.8 3837 15 2009
## 210 Dr. Seuss 4.9 21834 8 2017
## 211 Stephen R. Covey 4.6 9325 24 2011
## 212 Pierre Dukan 4.1 2023 15 2011
## 213 Brandon Stanton 4.9 2812 17 2015
## 214 Carol S. Dweck 4.6 5542 10 2014
## 215 American Psychological Association 4.5 8580 46 2009
## 216 Jim Collins 4.5 3457 14 2012
## 217 Bill Simmons 4.7 858 53 2009
## 218 E L James 4.4 25624 14 2015
## 219 Gillian Flynn 4.0 57271 10 2012
## 220 Gary Chapman 4.7 3477 28 2010
## 221 Sheryl Sandberg 4.5 6132 13 2013
## 222 Bill O'Reilly 4.6 8634 25 2012
## 223 Stephenie Meyer 4.7 3801 82 2009
## 224 Stephen King 4.3 6740 20 2009
## 225 Rod Campbell 4.8 10922 5 2018
## 226 Marie Kondō 4.5 22641 11 2016
## 227 Ina Garten 4.7 615 21 2010
## 228 Gallup 4.0 5069 17 2013
## 229 Veronica Roth 3.9 6310 13 2013
## 230 Steven D. Levitt 4.5 1583 18 2009
## 231 Rick Riordan 4.8 6982 14 2013
## 232 Tina Fey 4.3 5977 12 2011
## 233 Roger Priddy 4.7 17323 4 2018
## 234 School Zone 4.8 23047 6 2018
## 235 R. J. Palacio 4.8 21625 9 2014
## 236 Thug Kitchen 4.6 11128 23 2015
## 237 J.K. Rowling 4.9 19622 30 2016
## 238 Stephenie Meyer 4.6 9769 13 2009
## 239 Daniel James Brown 4.8 23358 12 2014
## 240 W. Cleon Skousen 4.8 1680 12 2009
## 241 Daniel James Brown 4.8 23358 12 2015
## 242 Gary Chapman 4.8 25554 8 2017
## 243 Blue Star Coloring 4.6 2925 6 2015
## 244 Don Miguel Ruiz 4.7 23308 6 2018
## 245 Suzanne Collins 4.7 32122 14 2010
## 246 Sarah Palin 4.6 1636 6 2009
## 247 Stephen King 4.5 4748 12 2013
## 248 Rob Elliott 4.5 3673 4 2015
## 249 Jeff Kinney 4.8 3796 12 2010
## 250 American Psychological Association 4.5 8580 46 2017
## 251 Thomas Piketty 4.5 2884 28 2014
## 252 Neil deGrasse Tyson 4.7 9374 9 2017
## 253 F. Scott Fitzgerald 4.4 11616 7 2013
## 254 Suzanne Collins 4.7 22614 11 2012
## 255 Gillian Flynn 4.0 57271 10 2012
## 256 Robert Munsch 4.8 18613 5 2015
## 257 Veronica Roth 4.6 27098 15 2014
## 258 Ron Chernow 4.8 9198 13 2016
## 259 Christopher Paolini 4.6 5299 20 2011
## 260 Dr. Seuss 4.9 21834 8 2012
## 261 Gillian Flynn 4.0 57271 10 2013
## 262 Robert Munsch 4.8 18613 5 2015
## 263 Elizabeth Strout 4.2 4519 12 2009
## 264 Rick Riordan 4.6 2186 12 2010
## 265 J.K. Rowling 3.3 9372 12 2012
## 266 Bill O'Reilly 4.8 8916 6 2016
## 267 Dave Ramsey 4.7 11550 10 2019
## 268 Roger Priddy 4.7 17323 4 2016
## 269 Doug Lemov 4.4 637 20 2011
## 270 Timothy Ferriss 4.6 4360 21 2017
## 271 Stephenie Meyer 4.6 5680 10 2009
## 272 Rob Bell 4.2 1649 13 2011
## 273 Sara Gruen 4.5 8958 12 2011
## 274 Rupi Kaur 4.7 17739 8 2018
## 275 Ta-Nehisi Coates 4.7 10070 13 2016
## Genre sample_id
## 1 Fiction 4
## 2 Non Fiction 4
## 3 Non Fiction 4
## 4 Fiction 4
## 5 Fiction 4
## 6 Non Fiction 4
## 7 Non Fiction 4
## 8 Non Fiction 4
## 9 Non Fiction 4
## 10 Non Fiction 4
## 11 Non Fiction 4
## 12 Non Fiction 4
## 13 Fiction 4
## 14 Non Fiction 4
## 15 Fiction 4
## 16 Fiction 4
## 17 Fiction 4
## 18 Fiction 4
## 19 Non Fiction 4
## 20 Non Fiction 4
## 21 Fiction 4
## 22 Fiction 4
## 23 Non Fiction 4
## 24 Non Fiction 4
## 25 Non Fiction 4
## 26 Non Fiction 4
## 27 Non Fiction 4
## 28 Non Fiction 4
## 29 Fiction 4
## 30 Fiction 4
## 31 Fiction 4
## 32 Non Fiction 4
## 33 Fiction 4
## 34 Non Fiction 4
## 35 Non Fiction 4
## 36 Non Fiction 4
## 37 Non Fiction 4
## 38 Non Fiction 4
## 39 Fiction 4
## 40 Fiction 4
## 41 Non Fiction 4
## 42 Non Fiction 4
## 43 Fiction 4
## 44 Fiction 4
## 45 Non Fiction 4
## 46 Non Fiction 4
## 47 Non Fiction 4
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##
## [[5]]
## Name
## 1 Gone Girl
## 2 Catching Fire (The Hunger Games)
## 3 Publication Manual of the American Psychological Association, 6th Edition
## 4 Good to Great: Why Some Companies Make the Leap and Others Don't
## 5 Killing Lincoln: The Shocking Assassination that Changed America Forever (Bill O'Reilly's Killing Series)
## 6 The Official SAT Study Guide
## 7 Jesus Calling: Enjoying Peace in His Presence (with Scripture References)
## 8 Balance (Angie's Extreme Stress Menders)
## 9 Killing Kennedy: The End of Camelot
## 10 If I Stay
## 11 Jesus Calling: Enjoying Peace in His Presence (with Scripture References)
## 12 The Life-Changing Magic of Tidying Up: The Japanese Art of Decluttering and Organizing
## 13 In the Garden of Beasts: Love, Terror, and an American Family in Hitler's Berlin
## 14 The Life-Changing Magic of Tidying Up: The Japanese Art of Decluttering and Organizing
## 15 Inferno
## 16 Capital in the Twenty First Century
## 17 The Immortal Life of Henrietta Lacks
## 18 Thinking, Fast and Slow
## 19 Wonder
## 20 Player's Handbook (Dungeons & Dragons)
## 21 Inferno
## 22 The Subtle Art of Not Giving a F*ck: A Counterintuitive Approach to Living a Good Life
## 23 Girl, Wash Your Face: Stop Believing the Lies About Who You Are So You Can Become Who You Were Meant to Be
## 24 The Hunger Games Trilogy Boxed Set (1)
## 25 Olive Kitteridge
## 26 Good Days Start With Gratitude: A 52 Week Guide To Cultivate An Attitude Of Gratitude: Gratitude Journal
## 27 Educated: A Memoir
## 28 The Life-Changing Magic of Tidying Up: The Japanese Art of Decluttering and Organizing
## 29 The Great Gatsby
## 30 The Pioneer Woman Cooks: Dinnertime - Comfort Classics, Freezer Food, 16-minute Meals, and Other Delicious Ways to Solve…
## 31 Instant Pot Pressure Cooker Cookbook: 500 Everyday Recipes for Beginners and Advanced Users. Try Easy and Healthy…
## 32 Ready Player One: A Novel
## 33 Crazy Love: Overwhelmed by a Relentless God
## 34 What Pet Should I Get? (Classic Seuss)
## 35 The Red Pyramid (The Kane Chronicles, Book 1)
## 36 The Martian
## 37 The 5 Love Languages: The Secret to Love that Lasts
## 38 Teach Like a Champion: 49 Techniques that Put Students on the Path to College
## 39 It's Not Supposed to Be This Way: Finding Unexpected Strength When Disappointments Leave You Shattered
## 40 Barefoot Contessa, How Easy Is That?: Fabulous Recipes & Easy Tips
## 41 Fahrenheit 451
## 42 Giraffes Can't Dance
## 43 The Plant Paradox Cookbook: 100 Delicious Recipes to Help You Lose Weight, Heal Your Gut, and Live Lectin-Free
## 44 The Hate U Give
## 45 Diagnostic and Statistical Manual of Mental Disorders, 5th Edition: DSM-5
## 46 You Are a Badass: How to Stop Doubting Your Greatness and Start Living an Awesome Life
## 47 The Girl on the Train
## 48 Quiet: The Power of Introverts in a World That Can't Stop Talking
## 49 The Hunger Games Trilogy Boxed Set (1)
## 50 Wonder
## 51 Wonder
## 52 Oh, the Places You'll Go!
## 53 Sookie Stackhouse
## 54 Jesus Calling: Enjoying Peace in His Presence (with Scripture References)
## 55 Broke: The Plan to Restore Our Trust, Truth and Treasure
## 56 Killing Lincoln: The Shocking Assassination that Changed America Forever (Bill O'Reilly's Killing Series)
## 57 The Day the Crayons Quit
## 58 Origin: A Novel (Robert Langdon)
## 59 Teach Like a Champion: 49 Techniques that Put Students on the Path to College
## 60 The Book with No Pictures
## 61 Teach Like a Champion: 49 Techniques that Put Students on the Path to College
## 62 Jesus Calling: Enjoying Peace in His Presence (with Scripture References)
## 63 The Book of Basketball: The NBA According to The Sports Guy
## 64 Catching Fire (The Hunger Games)
## 65 The Five Dysfunctions of a Team: A Leadership Fable
## 66 StrengthsFinder 2.0
## 67 Wonder
## 68 Milk and Honey
## 69 StrengthsFinder 2.0
## 70 First 100 Words
## 71 A Patriot's History of the United States: From Columbus's Great Discovery to the War on Terror
## 72 The Twilight Saga Collection
## 73 Little Blue Truck
## 74 Thug Kitchen: The Official Cookbook: Eat Like You Give a F*ck (Thug Kitchen Cookbooks)
## 75 The Son of Neptune (Heroes of Olympus, Book 2)
## 76 I Am Confident, Brave & Beautiful: A Coloring Book for Girls
## 77 Howard Stern Comes Again
## 78 The 5 Love Languages: The Secret to Love That Lasts
## 79 Hillbilly Elegy: A Memoir of a Family and Culture in Crisis
## 80 Publication Manual of the American Psychological Association, 6th Edition
## 81 Divergent
## 82 Fantastic Beasts and Where to Find Them: The Original Screenplay (Harry Potter)
## 83 Eat to Live: The Amazing Nutrient-Rich Program for Fast and Sustained Weight Loss, Revised Edition
## 84 Creative Haven Owls Coloring Book (Adult Coloring)
## 85 The Girl with the Dragon Tattoo (Millennium Series)
## 86 Goodnight Moon
## 87 Fahrenheit 451
## 88 Arguing with Idiots: How to Stop Small Minds and Big Government
## 89 The Wonky Donkey
## 90 Humans of New York
## 91 School Zone - Big Preschool Workbook - Ages 4 and Up, Colors, Shapes, Numbers 1-10, Alphabet, Pre-Writing, Pre-Reading…
## 92 Unfreedom of the Press
## 93 The Life-Changing Magic of Tidying Up: The Japanese Art of Decluttering and Organizing
## 94 Unfreedom of the Press
## 95 Born to Run
## 96 Leonardo da Vinci
## 97 Thirteen Reasons Why
## 98 The 5 Love Languages: The Secret to Love That Lasts
## 99 The Pioneer Woman Cooks: Dinnertime - Comfort Classics, Freezer Food, 16-minute Meals, and Other Delicious Ways to Solve…
## 100 Becoming
## 101 Hillbilly Elegy: A Memoir of a Family and Culture in Crisis
## 102 Killing Lincoln: The Shocking Assassination that Changed America Forever (Bill O'Reilly's Killing Series)
## 103 Wild: From Lost to Found on the Pacific Crest Trail
## 104 Humans of New York : Stories
## 105 Barefoot Contessa, How Easy Is That?: Fabulous Recipes & Easy Tips
## 106 George Washington's Secret Six: The Spy Ring That Saved the American Revolution
## 107 Between the World and Me
## 108 Inheritance: Book IV (Inheritance Cycle)
## 109 Decision Points
## 110 Quiet: The Power of Introverts in a World That Can't Stop Talking
## 111 The Official SAT Study Guide
## 112 The Art of Racing in the Rain: A Novel
## 113 Hillbilly Elegy: A Memoir of a Family and Culture in Crisis
## 114 The Hunger Games Trilogy Boxed Set (1)
## 115 The Book with No Pictures
## 116 A Patriot's History of the United States: From Columbus's Great Discovery to the War on Terror
## 117 A Man Called Ove: A Novel
## 118 Lettering and Modern Calligraphy: A Beginner's Guide: Learn Hand Lettering and Brush Lettering
## 119 Balance (Angie's Extreme Stress Menders)
## 120 The Great Gatsby
## 121 Lettering and Modern Calligraphy: A Beginner's Guide: Learn Hand Lettering and Brush Lettering
## 122 The Very Hungry Caterpillar
## 123 Diary of a Wimpy Kid: The Long Haul
## 124 StrengthsFinder 2.0
## 125 Oh, the Places You'll Go!
## 126 Eat This Not That! Supermarket Survival Guide: The No-Diet Weight Loss Solution
## 127 Mockingjay (The Hunger Games)
## 128 P is for Potty! (Sesame Street) (Lift-the-Flap)
## 129 If Animals Kissed Good Night
## 130 The Hunger Games
## 131 The 5 Love Languages: The Secret to Love that Lasts
## 132 Adult Coloring Book Designs: Stress Relief Coloring Book: Garden Designs, Mandalas, Animals, and Paisley Patterns
## 133 The Four Agreements: A Practical Guide to Personal Freedom (A Toltec Wisdom Book)
## 134 The Subtle Art of Not Giving a F*ck: A Counterintuitive Approach to Living a Good Life
## 135 Thirteen Reasons Why
## 136 The 5 Love Languages: The Secret to Love That Lasts
## 137 Dear Zoo: A Lift-the-Flap Book
## 138 Diagnostic and Statistical Manual of Mental Disorders, 5th Edition: DSM-5
## 139 Thug Kitchen: The Official Cookbook: Eat Like You Give a F*ck (Thug Kitchen Cookbooks)
## 140 The Total Money Makeover: Classic Edition: A Proven Plan for Financial Fitness
## 141 The Help
## 142 Unicorn Coloring Book: For Kids Ages 4-8 (US Edition) (Silly Bear Coloring Books)
## 143 The 5 Love Languages: The Secret to Love that Lasts
## 144 A Game of Thrones / A Clash of Kings / A Storm of Swords / A Feast of Crows / A Dance with Dragons
## 145 One Thousand Gifts: A Dare to Live Fully Right Where You Are
## 146 A Stolen Life: A Memoir
## 147 Obama: An Intimate Portrait
## 148 The Great Gatsby
## 149 The Short Second Life of Bree Tanner: An Eclipse Novella (The Twilight Saga)
## 150 Diary of a Wimpy Kid: The Last Straw (Book 3)
## 151 Oh, the Places You'll Go!
## 152 The Last Olympian (Percy Jackson and the Olympians, Book 5)
## 153 Laugh-Out-Loud Jokes for Kids
## 154 Becoming
## 155 Jesus Calling: Enjoying Peace in His Presence (with Scripture References)
## 156 The Fault in Our Stars
## 157 The 7 Habits of Highly Effective People: Powerful Lessons in Personal Change
## 158 The Wonderful Things You Will Be
## 159 What If?: Serious Scientific Answers to Absurd Hypothetical Questions
## 160 Night (Night)
## 161 JOURNEY TO THE ICE P
## 162 Grain Brain: The Surprising Truth about Wheat, Carbs, and Sugar--Your Brain's Silent Killers
## 163 Gone Girl
## 164 Rush Revere and the Brave Pilgrims: Time-Travel Adventures with Exceptional Americans (1)
## 165 Knock-Knock Jokes for Kids
## 166 The Four Agreements: A Practical Guide to Personal Freedom (A Toltec Wisdom Book)
## 167 What If?: Serious Scientific Answers to Absurd Hypothetical Questions
## 168 How to Win Friends & Influence People
## 169 Educated: A Memoir
## 170 The Last Olympian (Percy Jackson and the Olympians, Book 5)
## 171 Thirteen Reasons Why
## 172 Laugh-Out-Loud Jokes for Kids
## 173 The Racketeer
## 174 Goodnight, Goodnight Construction Site (Hardcover Books for Toddlers, Preschool Books for Kids)
## 175 The 5 Love Languages: The Secret to Love that Lasts
## 176 The Plant Paradox Cookbook: 100 Delicious Recipes to Help You Lose Weight, Heal Your Gut, and Live Lectin-Free
## 177 StrengthsFinder 2.0
## 178 Allegiant
## 179 The Fault in Our Stars
## 180 The Girl Who Kicked the Hornet's Nest (Millennium Trilogy)
## 181 Double Down (Diary of a Wimpy Kid #11)
## 182 Double Down (Diary of a Wimpy Kid #11)
## 183 Publication Manual of the American Psychological Association, 6th Edition
## 184 Knock-Knock Jokes for Kids
## 185 The Art of Racing in the Rain: A Novel
## 186 The Nightingale: A Novel
## 187 The Red Pyramid (The Kane Chronicles, Book 1)
## 188 The Last Olympian (Percy Jackson and the Olympians, Book 5)
## 189 George Washington's Sacred Fire
## 190 Fahrenheit 451
## 191 The Life-Changing Magic of Tidying Up: The Japanese Art of Decluttering and Organizing
## 192 The Shack: Where Tragedy Confronts Eternity
## 193 Good to Great: Why Some Companies Make the Leap and Others Don't
## 194 You Are a Badass: How to Stop Doubting Your Greatness and Start Living an Awesome Life
## 195 And the Mountains Echoed
## 196 5,000 Awesome Facts (About Everything!) (National Geographic Kids)
## 197 The Girl Who Kicked the Hornet's Nest (Millennium Trilogy)
## 198 Crazy Love: Overwhelmed by a Relentless God
## 199 One Thousand Gifts: A Dare to Live Fully Right Where You Are
## 200 Difficult Riddles For Smart Kids: 300 Difficult Riddles And Brain Teasers Families Will Love (Books for Smart Kids)
## 201 The Instant Pot Electric Pressure Cooker Cookbook: Easy Recipes for Fast & Healthy Meals
## 202 Proof of Heaven: A Neurosurgeon's Journey into the Afterlife
## 203 The Big Short: Inside the Doomsday Machine
## 204 Publication Manual of the American Psychological Association, 6th Edition
## 205 Gone Girl
## 206 The Very Hungry Caterpillar
## 207 Uninvited: Living Loved When You Feel Less Than, Left Out, and Lonely
## 208 Goodnight, Goodnight Construction Site (Hardcover Books for Toddlers, Preschool Books for Kids)
## 209 Mindset: The New Psychology of Success
## 210 P is for Potty! (Sesame Street) (Lift-the-Flap)
## 211 Creative Haven Creative Cats Coloring Book (Adult Coloring)
## 212 The Girl Who Kicked the Hornet's Nest (Millennium Trilogy)
## 213 If I Stay
## 214 The Confession: A Novel
## 215 Barefoot Contessa Foolproof: Recipes You Can Trust: A Cookbook
## 216 Fifty Shades of Grey: Book One of the Fifty Shades Trilogy (Fifty Shades of Grey Series)
## 217 Killing the Rising Sun: How America Vanquished World War II Japan (Bill O'Reilly's Killing Series)
## 218 Wonder
## 219 Happy, Happy, Happy: My Life and Legacy as the Duck Commander
## 220 Towers of Midnight (Wheel of Time, Book Thirteen)
## 221 Secret Garden: An Inky Treasure Hunt and Coloring Book (For Adults, mindfulness coloring)
## 222 Dead Reckoning (Sookie Stackhouse/True Blood, Book 11)
## 223 To Kill a Mockingbird
## 224 Diary of a Wimpy Kid: Hard Luck, Book 8
## 225 The Son of Neptune (Heroes of Olympus, Book 2)
## 226 Player's Handbook (Dungeons & Dragons)
## 227 What Happened
## 228 The Book Thief
## 229 Broke: The Plan to Restore Our Trust, Truth and Treasure
## 230 Difficult Riddles For Smart Kids: 300 Difficult Riddles And Brain Teasers Families Will Love (Books for Smart Kids)
## 231 Goodnight, Goodnight Construction Site (Hardcover Books for Toddlers, Preschool Books for Kids)
## 232 Sh*t My Dad Says
## 233 George Washington's Sacred Fire
## 234 Outliers: The Story of Success
## 235 Laugh-Out-Loud Jokes for Kids
## 236 Quiet: The Power of Introverts in a World That Can't Stop Talking
## 237 Good to Great: Why Some Companies Make the Leap and Others Don't
## 238 Girl, Wash Your Face: Stop Believing the Lies About Who You Are So You Can Become Who You Were Meant to Be
## 239 The 7 Habits of Highly Effective People: Powerful Lessons in Personal Change
## 240 The Road to Serfdom: Text and Documents--The Definitive Edition (The Collected Works of F. A. Hayek, Volume 2)
## 241 The Four Agreements: A Practical Guide to Personal Freedom (A Toltec Wisdom Book)
## 242 Hamilton: The Revolution
## 243 How to Win Friends & Influence People
## 244 Balance (Angie's Extreme Stress Menders)
## 245 Goodnight Moon
## 246 Dear Zoo: A Lift-the-Flap Book
## 247 Sookie Stackhouse
## 248 Frozen (Little Golden Book)
## 249 Oh, the Places You'll Go!
## 250 Make It Ahead: A Barefoot Contessa Cookbook
## 251 The Wright Brothers
## 252 Old School (Diary of a Wimpy Kid #10)
## 253 The Magnolia Story
## 254 Broke: The Plan to Restore Our Trust, Truth and Treasure
## 255 Little Blue Truck
## 256 Teach Like a Champion: 49 Techniques that Put Students on the Path to College
## 257 Laugh-Out-Loud Jokes for Kids
## 258 Fear: Trump in the White House
## 259 The Wonky Donkey
## 260 The Wonky Donkey
## 261 Oh, the Places You'll Go!
## 262 The Body Keeps the Score: Brain, Mind, and Body in the Healing of Trauma
## 263 What Happened
## 264 Harry Potter and the Cursed Child, Parts 1 & 2, Special Rehearsal Edition Script
## 265 Diary of a Wimpy Kid: Hard Luck, Book 8
## 266 StrengthsFinder 2.0
## 267 Dog Man: Fetch-22: From the Creator of Captain Underpants (Dog Man #8)
## 268 The Day the Crayons Quit
## 269 Thomas Jefferson: The Art of Power
## 270 Good to Great: Why Some Companies Make the Leap and Others Don't
## 271 Origin: A Novel (Robert Langdon)
## 272 How to Win Friends & Influence People
## 273 Adult Coloring Books: A Coloring Book for Adults Featuring Mandalas and Henna Inspired Flowers, Animals, and Paisley…
## 274 Harry Potter Coloring Book
## 275 Things That Matter: Three Decades of Passions, Pastimes and Politics [Deckled Edge]
## Author User.Rating Reviews Price Year
## 1 Gillian Flynn 4.0 57271 9 2014
## 2 Suzanne Collins 4.7 22614 11 2012
## 3 American Psychological Association 4.5 8580 46 2011
## 4 Jim Collins 4.5 3457 14 2009
## 5 Bill O'Reilly 4.7 9342 10 2011
## 6 The College Board 4.4 1201 40 2013
## 7 Sarah Young 4.9 19576 8 2014
## 8 Angie Grace 4.6 1909 11 2015
## 9 Bill O'Reilly 4.6 8634 25 2012
## 10 Gayle Forman 4.3 7153 9 2014
## 11 Sarah Young 4.9 19576 8 2012
## 12 Marie Kondō 4.5 22641 11 2017
## 13 Eric Larson 4.4 4571 21 2011
## 14 Marie Kondō 4.5 22641 11 2017
## 15 Dan Brown 4.1 29651 14 2013
## 16 Thomas Piketty 4.5 2884 28 2014
## 17 Rebecca Skloot 4.7 9289 13 2010
## 18 Daniel Kahneman 4.6 11034 19 2011
## 19 R. J. Palacio 4.8 21625 9 2016
## 20 Wizards RPG Team 4.8 16990 27 2017
## 21 Dan Brown 4.1 29651 14 2013
## 22 Mark Manson 4.6 26490 15 2017
## 23 Rachel Hollis 4.6 22288 12 2018
## 24 Suzanne Collins 4.8 16949 30 2011
## 25 Elizabeth Strout 4.2 4519 12 2009
## 26 Pretty Simple Press 4.6 10141 6 2019
## 27 Tara Westover 4.7 28729 15 2019
## 28 Marie Kondō 4.5 22641 11 2017
## 29 F. Scott Fitzgerald 4.4 11616 7 2014
## 30 Ree Drummond 4.8 3428 14 2015
## 31 Jennifer Smith 4.4 7396 13 2019
## 32 Ernest Cline 4.6 22536 12 2017
## 33 Francis Chan 4.7 1542 14 2009
## 34 Dr. Seuss 4.7 1873 14 2015
## 35 Rick Riordan 4.6 2186 12 2010
## 36 Andy Weir 4.7 39459 9 2015
## 37 Gary Chapman 4.8 25554 8 2018
## 38 Doug Lemov 4.4 637 20 2011
## 39 Lysa TerKeurst 4.8 7062 12 2019
## 40 Ina Garten 4.7 615 21 2010
## 41 Ray Bradbury 4.6 10721 8 2018
## 42 Giles Andreae 4.8 14038 4 2015
## 43 Dr. Steven R Gundry MD 4.5 3601 18 2018
## 44 Angie Thomas 4.8 9947 11 2018
## 45 American Psychiatric Association 4.5 6679 105 2014
## 46 Jen Sincero 4.7 14331 8 2017
## 47 Paula Hawkins 4.1 79446 18 2015
## 48 Susan Cain 4.6 10009 20 2012
## 49 Suzanne Collins 4.8 16949 30 2012
## 50 R. J. Palacio 4.8 21625 9 2017
## 51 R. J. Palacio 4.8 21625 9 2016
## 52 Dr. Seuss 4.9 21834 8 2015
## 53 Charlaine Harris 4.7 973 25 2009
## 54 Sarah Young 4.9 19576 8 2013
## 55 Glenn Beck 4.5 471 8 2010
## 56 Bill O'Reilly 4.7 9342 10 2011
## 57 Drew Daywalt 4.8 8922 9 2014
## 58 Dan Brown 4.3 18904 13 2017
## 59 Doug Lemov 4.4 637 20 2010
## 60 B. J. Novak 4.8 8081 8 2015
## 61 Doug Lemov 4.4 637 20 2011
## 62 Sarah Young 4.9 19576 8 2011
## 63 Bill Simmons 4.7 858 53 2009
## 64 Suzanne Collins 4.7 22614 11 2012
## 65 Patrick Lencioni 4.6 3207 6 2013
## 66 Gallup 4.0 5069 17 2011
## 67 R. J. Palacio 4.8 21625 9 2015
## 68 Rupi Kaur 4.7 17739 8 2016
## 69 Gallup 4.0 5069 17 2011
## 70 Roger Priddy 4.7 17323 4 2017
## 71 Larry Schweikart 4.6 460 2 2010
## 72 Stephenie Meyer 4.7 3801 82 2009
## 73 Alice Schertle 4.9 1884 0 2014
## 74 Thug Kitchen 4.6 11128 23 2016
## 75 Rick Riordan 4.8 4290 10 2011
## 76 Hopscotch Girls 4.8 9737 7 2019
## 77 Howard Stern 4.3 5272 16 2019
## 78 Gary Chapman 4.7 3477 28 2011
## 79 J. D. Vance 4.4 15526 14 2017
## 80 American Psychological Association 4.5 8580 46 2012
## 81 Veronica Roth 4.6 27098 15 2014
## 82 J.K. Rowling 4.7 4370 15 2016
## 83 Joel Fuhrman MD 4.5 6346 9 2011
## 84 Marjorie Sarnat 4.8 3871 5 2015
## 85 Stieg Larsson 4.4 10559 2 2009
## 86 Margaret Wise Brown 4.8 8837 5 2017
## 87 Ray Bradbury 4.6 10721 8 2018
## 88 Glenn Beck 4.6 798 5 2009
## 89 Craig Smith 4.8 30183 4 2019
## 90 Brandon Stanton 4.8 3490 15 2013
## 91 School Zone 4.8 23047 6 2018
## 92 Mark R. Levin 4.9 5956 11 2019
## 93 Marie Kondō 4.5 22641 11 2015
## 94 Mark R. Levin 4.9 5956 11 2019
## 95 Bruce Springsteen 4.7 3729 18 2016
## 96 Walter Isaacson 4.5 3014 21 2017
## 97 Jay Asher 4.5 7932 9 2017
## 98 Gary Chapman 4.7 3477 28 2011
## 99 Ree Drummond 4.8 3428 14 2015
## 100 Michelle Obama 4.8 61133 11 2018
## 101 J. D. Vance 4.4 15526 14 2017
## 102 Bill O'Reilly 4.7 9342 10 2011
## 103 Cheryl Strayed 4.4 17044 18 2012
## 104 Brandon Stanton 4.9 2812 17 2015
## 105 Ina Garten 4.7 615 21 2010
## 106 Brian Kilmeade 4.6 4799 16 2013
## 107 Ta-Nehisi Coates 4.7 10070 13 2015
## 108 Christopher Paolini 4.6 5299 20 2011
## 109 George W. Bush 4.6 2137 17 2010
## 110 Susan Cain 4.6 10009 7 2013
## 111 The College Board 4.4 1201 40 2010
## 112 Garth Stein 4.7 11813 10 2010
## 113 J. D. Vance 4.4 15526 14 2016
## 114 Suzanne Collins 4.8 16949 30 2012
## 115 B. J. Novak 4.8 8081 8 2015
## 116 Larry Schweikart 4.6 460 2 2010
## 117 Fredrik Backman 4.6 23848 8 2017
## 118 Paper Peony Press 4.4 7550 6 2018
## 119 Angie Grace 4.6 1909 11 2015
## 120 F. Scott Fitzgerald 4.4 11616 7 2012
## 121 Paper Peony Press 4.4 7550 6 2018
## 122 Eric Carle 4.9 19546 5 2018
## 123 Jeff Kinney 4.8 6540 22 2014
## 124 Gallup 4.0 5069 17 2014
## 125 Dr. Seuss 4.9 21834 8 2017
## 126 David Zinczenko 4.5 720 1 2009
## 127 Suzanne Collins 4.5 26741 8 2010
## 128 Naomi Kleinberg 4.7 10820 5 2018
## 129 Ann Whitford Paul 4.8 16643 4 2017
## 130 Suzanne Collins 4.7 32122 14 2010
## 131 Gary Chapman 4.8 25554 8 2017
## 132 Adult Coloring Book Designs 4.5 2313 4 2016
## 133 Don Miguel Ruiz 4.7 23308 6 2018
## 134 Mark Manson 4.6 26490 15 2018
## 135 Jay Asher 4.5 7932 9 2017
## 136 Gary Chapman 4.7 3477 28 2014
## 137 Rod Campbell 4.8 10922 5 2018
## 138 American Psychiatric Association 4.5 6679 105 2013
## 139 Thug Kitchen 4.6 11128 23 2017
## 140 Dave Ramsey 4.7 11550 10 2019
## 141 Kathryn Stockett 4.8 13871 6 2009
## 142 Silly Bear 4.8 6108 4 2019
## 143 Gary Chapman 4.8 25554 8 2017
## 144 George R. R. Martin 4.7 19735 30 2014
## 145 Ann Voskamp 4.6 3163 13 2011
## 146 Jaycee Dugard 4.6 4149 32 2011
## 147 Pete Souza 4.9 3192 22 2017
## 148 F. Scott Fitzgerald 4.4 11616 7 2013
## 149 Stephenie Meyer 4.6 2122 0 2010
## 150 Jeff Kinney 4.8 3837 15 2009
## 151 Dr. Seuss 4.9 21834 8 2013
## 152 Rick Riordan 4.8 4628 7 2010
## 153 Rob Elliott 4.6 6990 4 2015
## 154 Michelle Obama 4.8 61133 11 2019
## 155 Sarah Young 4.9 19576 8 2012
## 156 John Green 4.7 50482 13 2014
## 157 Stephen R. Covey 4.6 9325 24 2009
## 158 Emily Winfield Martin 4.9 8842 10 2016
## 159 Randall Munroe 4.7 9292 17 2014
## 160 Elie Wiesel 4.7 5178 9 2016
## 161 RH Disney 4.6 978 0 2014
## 162 David Perlmutter MD 4.6 5972 10 2014
## 163 Gillian Flynn 4.0 57271 10 2012
## 164 Rush Limbaugh 4.9 7150 12 2013
## 165 Rob Elliott 4.5 3673 4 2015
## 166 Don Miguel Ruiz 4.7 23308 6 2013
## 167 Randall Munroe 4.7 9292 17 2014
## 168 Dale Carnegie 4.7 25001 11 2014
## 169 Tara Westover 4.7 28729 15 2018
## 170 Rick Riordan 4.8 4628 7 2010
## 171 Jay Asher 4.5 7932 9 2017
## 172 Rob Elliott 4.6 6990 4 2015
## 173 John Grisham 4.3 14493 18 2012
## 174 Sherri Duskey Rinker 4.9 7038 7 2012
## 175 Gary Chapman 4.8 25554 8 2016
## 176 Dr. Steven R Gundry MD 4.5 3601 18 2018
## 177 Gallup 4.0 5069 17 2017
## 178 Veronica Roth 3.9 6310 13 2013
## 179 John Green 4.7 50482 13 2014
## 180 Stieg Larsson 4.7 7747 14 2011
## 181 Jeff Kinney 4.8 5118 20 2016
## 182 Jeff Kinney 4.8 5118 20 2016
## 183 American Psychological Association 4.5 8580 46 2015
## 184 Rob Elliott 4.5 3673 4 2013
## 185 Garth Stein 4.7 11813 10 2011
## 186 Kristin Hannah 4.8 49288 11 2016
## 187 Rick Riordan 4.6 2186 12 2010
## 188 Rick Riordan 4.8 4628 7 2009
## 189 Peter A. Lillback 4.5 408 20 2010
## 190 Ray Bradbury 4.6 10721 8 2018
## 191 Marie Kondō 4.5 22641 11 2017
## 192 William P. Young 4.6 19720 8 2009
## 193 Jim Collins 4.5 3457 14 2012
## 194 Jen Sincero 4.7 14331 8 2017
## 195 Khaled Hosseini 4.3 12159 13 2013
## 196 National Geographic Kids 4.8 7665 12 2019
## 197 Stieg Larsson 4.7 7747 14 2011
## 198 Francis Chan 4.7 1542 14 2009
## 199 Ann Voskamp 4.6 3163 13 2011
## 200 M Prefontaine 4.6 7955 5 2019
## 201 Laurel Randolph 4.3 7368 7 2018
## 202 Eben Alexander 4.3 13616 10 2013
## 203 Michael Lewis 4.7 3536 17 2010
## 204 American Psychological Association 4.5 8580 46 2018
## 205 Gillian Flynn 4.0 57271 9 2014
## 206 Eric Carle 4.9 19546 5 2018
## 207 Lysa TerKeurst 4.7 4585 9 2016
## 208 Sherri Duskey Rinker 4.9 7038 7 2012
## 209 Carol S. Dweck 4.6 5542 10 2016
## 210 Naomi Kleinberg 4.7 10820 5 2019
## 211 Marjorie Sarnat 4.8 4022 4 2015
## 212 Stieg Larsson 4.7 7747 14 2011
## 213 Gayle Forman 4.3 7153 9 2014
## 214 John Grisham 4.3 3523 13 2010
## 215 Ina Garten 4.8 1296 24 2012
## 216 E L James 3.8 47265 14 2013
## 217 Bill O'Reilly 4.8 8916 6 2016
## 218 R. J. Palacio 4.8 21625 9 2017
## 219 Phil Robertson 4.8 4148 11 2013
## 220 Robert Jordan 4.8 2282 21 2010
## 221 Johanna Basford 4.7 9366 9 2015
## 222 Charlaine Harris 4.2 2094 4 2011
## 223 Harper Lee 4.8 26234 0 2014
## 224 Jeff Kinney 4.8 6812 0 2013
## 225 Rick Riordan 4.8 4290 10 2011
## 226 Wizards RPG Team 4.8 16990 27 2017
## 227 Hillary Rodham Clinton 4.6 5492 18 2017
## 228 Markus Zusak 4.6 23148 6 2013
## 229 Glenn Beck 4.5 471 8 2010
## 230 M Prefontaine 4.6 7955 5 2019
## 231 Sherri Duskey Rinker 4.9 7038 7 2012
## 232 Justin Halpern 4.7 1265 11 2010
## 233 Peter A. Lillback 4.5 408 20 2010
## 234 Malcolm Gladwell 4.6 10426 20 2010
## 235 Rob Elliott 4.6 6990 4 2013
## 236 Susan Cain 4.6 10009 20 2012
## 237 Jim Collins 4.5 3457 14 2009
## 238 Rachel Hollis 4.6 22288 12 2018
## 239 Stephen R. Covey 4.7 4725 16 2015
## 240 F. A. Hayek 4.6 1204 14 2010
## 241 Don Miguel Ruiz 4.7 23308 6 2017
## 242 Lin-Manuel Miranda 4.9 5867 54 2016
## 243 Dale Carnegie 4.7 25001 11 2015
## 244 Angie Grace 4.6 1909 11 2015
## 245 Margaret Wise Brown 4.8 8837 5 2017
## 246 Rod Campbell 4.8 10922 5 2015
## 247 Charlaine Harris 4.7 973 25 2009
## 248 RH Disney 4.7 3642 0 2014
## 249 Dr. Seuss 4.9 21834 8 2019
## 250 Ina Garten 4.5 1386 20 2014
## 251 David McCullough 4.7 6169 16 2015
## 252 Jeff Kinney 4.8 6169 7 2015
## 253 Chip Gaines 4.9 7861 5 2016
## 254 Glenn Beck 4.5 471 8 2010
## 255 Alice Schertle 4.9 1884 0 2014
## 256 Doug Lemov 4.4 637 20 2011
## 257 Rob Elliott 4.6 6990 4 2014
## 258 Bob Woodward 4.4 6042 2 2018
## 259 Craig Smith 4.8 30183 4 2018
## 260 Craig Smith 4.8 30183 4 2018
## 261 Dr. Seuss 4.9 21834 8 2018
## 262 Bessel van der Kolk M.D. 4.8 12361 12 2019
## 263 Hillary Rodham Clinton 4.6 5492 18 2017
## 264 J.K. Rowling 4.0 23973 12 2016
## 265 Jeff Kinney 4.8 6812 0 2013
## 266 Gallup 4.0 5069 17 2017
## 267 Dav Pilkey 4.9 12619 8 2019
## 268 Drew Daywalt 4.8 8922 9 2015
## 269 Jon Meacham 4.5 1904 23 2012
## 270 Jim Collins 4.5 3457 14 2011
## 271 Dan Brown 4.3 18904 13 2017
## 272 Dale Carnegie 4.7 25001 11 2017
## 273 Coloring Books for Adults 4.5 2426 8 2015
## 274 Scholastic 4.7 3564 9 2015
## 275 Charles Krauthammer 4.7 7034 15 2013
## Genre sample_id
## 1 Fiction 5
## 2 Fiction 5
## 3 Non Fiction 5
## 4 Non Fiction 5
## 5 Non Fiction 5
## 6 Non Fiction 5
## 7 Non Fiction 5
## 8 Non Fiction 5
## 9 Non Fiction 5
## 10 Fiction 5
## 11 Non Fiction 5
## 12 Non Fiction 5
## 13 Non Fiction 5
## 14 Non Fiction 5
## 15 Fiction 5
## 16 Non Fiction 5
## 17 Non Fiction 5
## 18 Non Fiction 5
## 19 Fiction 5
## 20 Fiction 5
## 21 Fiction 5
## 22 Non Fiction 5
## 23 Non Fiction 5
## 24 Fiction 5
## 25 Fiction 5
## 26 Non Fiction 5
## 27 Non Fiction 5
## 28 Non Fiction 5
## 29 Fiction 5
## 30 Non Fiction 5
## 31 Non Fiction 5
## 32 Fiction 5
## 33 Non Fiction 5
## 34 Fiction 5
## 35 Fiction 5
## 36 Fiction 5
## 37 Non Fiction 5
## 38 Non Fiction 5
## 39 Non Fiction 5
## 40 Non Fiction 5
## 41 Fiction 5
## 42 Fiction 5
## 43 Non Fiction 5
## 44 Fiction 5
## 45 Non Fiction 5
## 46 Non Fiction 5
## 47 Fiction 5
## 48 Non Fiction 5
## 49 Fiction 5
## 50 Fiction 5
## 51 Fiction 5
## 52 Fiction 5
## 53 Fiction 5
## 54 Non Fiction 5
## 55 Non Fiction 5
## 56 Non Fiction 5
## 57 Fiction 5
## 58 Fiction 5
## 59 Non Fiction 5
## 60 Fiction 5
## 61 Non Fiction 5
## 62 Non Fiction 5
## 63 Non Fiction 5
## 64 Fiction 5
## 65 Non Fiction 5
## 66 Non Fiction 5
## 67 Fiction 5
## 68 Non Fiction 5
## 69 Non Fiction 5
## 70 Non Fiction 5
## 71 Non Fiction 5
## 72 Fiction 5
## 73 Fiction 5
## 74 Non Fiction 5
## 75 Fiction 5
## 76 Non Fiction 5
## 77 Non Fiction 5
## 78 Non Fiction 5
## 79 Non Fiction 5
## 80 Non Fiction 5
## 81 Fiction 5
## 82 Fiction 5
## 83 Non Fiction 5
## 84 Non Fiction 5
## 85 Fiction 5
## 86 Fiction 5
## 87 Fiction 5
## 88 Non Fiction 5
## 89 Fiction 5
## 90 Non Fiction 5
## 91 Non Fiction 5
## 92 Non Fiction 5
## 93 Non Fiction 5
## 94 Non Fiction 5
## 95 Non Fiction 5
## 96 Non Fiction 5
## 97 Fiction 5
## 98 Non Fiction 5
## 99 Non Fiction 5
## 100 Non Fiction 5
## 101 Non Fiction 5
## 102 Non Fiction 5
## 103 Non Fiction 5
## 104 Non Fiction 5
## 105 Non Fiction 5
## 106 Non Fiction 5
## 107 Non Fiction 5
## 108 Fiction 5
## 109 Non Fiction 5
## 110 Non Fiction 5
## 111 Non Fiction 5
## 112 Fiction 5
## 113 Non Fiction 5
## 114 Fiction 5
## 115 Fiction 5
## 116 Non Fiction 5
## 117 Fiction 5
## 118 Non Fiction 5
## 119 Non Fiction 5
## 120 Fiction 5
## 121 Non Fiction 5
## 122 Fiction 5
## 123 Fiction 5
## 124 Non Fiction 5
## 125 Fiction 5
## 126 Non Fiction 5
## 127 Fiction 5
## 128 Non Fiction 5
## 129 Fiction 5
## 130 Fiction 5
## 131 Non Fiction 5
## 132 Non Fiction 5
## 133 Non Fiction 5
## 134 Non Fiction 5
## 135 Fiction 5
## 136 Non Fiction 5
## 137 Fiction 5
## 138 Non Fiction 5
## 139 Non Fiction 5
## 140 Non Fiction 5
## 141 Fiction 5
## 142 Non Fiction 5
## 143 Non Fiction 5
## 144 Fiction 5
## 145 Non Fiction 5
## 146 Non Fiction 5
## 147 Non Fiction 5
## 148 Fiction 5
## 149 Fiction 5
## 150 Fiction 5
## 151 Fiction 5
## 152 Fiction 5
## 153 Non Fiction 5
## 154 Non Fiction 5
## 155 Non Fiction 5
## 156 Fiction 5
## 157 Non Fiction 5
## 158 Fiction 5
## 159 Non Fiction 5
## 160 Non Fiction 5
## 161 Fiction 5
## 162 Non Fiction 5
## 163 Fiction 5
## 164 Fiction 5
## 165 Non Fiction 5
## 166 Non Fiction 5
## 167 Non Fiction 5
## 168 Non Fiction 5
## 169 Non Fiction 5
## 170 Fiction 5
## 171 Fiction 5
## 172 Non Fiction 5
## 173 Fiction 5
## 174 Fiction 5
## 175 Non Fiction 5
## 176 Non Fiction 5
## 177 Non Fiction 5
## 178 Fiction 5
## 179 Fiction 5
## 180 Fiction 5
## 181 Fiction 5
## 182 Fiction 5
## 183 Non Fiction 5
## 184 Non Fiction 5
## 185 Fiction 5
## 186 Fiction 5
## 187 Fiction 5
## 188 Fiction 5
## 189 Non Fiction 5
## 190 Fiction 5
## 191 Non Fiction 5
## 192 Fiction 5
## 193 Non Fiction 5
## 194 Non Fiction 5
## 195 Fiction 5
## 196 Non Fiction 5
## 197 Fiction 5
## 198 Non Fiction 5
## 199 Non Fiction 5
## 200 Non Fiction 5
## 201 Non Fiction 5
## 202 Non Fiction 5
## 203 Non Fiction 5
## 204 Non Fiction 5
## 205 Fiction 5
## 206 Fiction 5
## 207 Non Fiction 5
## 208 Fiction 5
## 209 Non Fiction 5
## 210 Non Fiction 5
## 211 Non Fiction 5
## 212 Fiction 5
## 213 Fiction 5
## 214 Fiction 5
## 215 Non Fiction 5
## 216 Fiction 5
## 217 Non Fiction 5
## 218 Fiction 5
## 219 Non Fiction 5
## 220 Fiction 5
## 221 Non Fiction 5
## 222 Fiction 5
## 223 Fiction 5
## 224 Fiction 5
## 225 Fiction 5
## 226 Fiction 5
## 227 Non Fiction 5
## 228 Fiction 5
## 229 Non Fiction 5
## 230 Non Fiction 5
## 231 Fiction 5
## 232 Non Fiction 5
## 233 Non Fiction 5
## 234 Non Fiction 5
## 235 Non Fiction 5
## 236 Non Fiction 5
## 237 Non Fiction 5
## 238 Non Fiction 5
## 239 Non Fiction 5
## 240 Non Fiction 5
## 241 Non Fiction 5
## 242 Non Fiction 5
## 243 Non Fiction 5
## 244 Non Fiction 5
## 245 Fiction 5
## 246 Fiction 5
## 247 Fiction 5
## 248 Fiction 5
## 249 Fiction 5
## 250 Non Fiction 5
## 251 Non Fiction 5
## 252 Fiction 5
## 253 Non Fiction 5
## 254 Non Fiction 5
## 255 Fiction 5
## 256 Non Fiction 5
## 257 Non Fiction 5
## 258 Non Fiction 5
## 259 Fiction 5
## 260 Fiction 5
## 261 Fiction 5
## 262 Non Fiction 5
## 263 Non Fiction 5
## 264 Fiction 5
## 265 Fiction 5
## 266 Non Fiction 5
## 267 Fiction 5
## 268 Fiction 5
## 269 Non Fiction 5
## 270 Non Fiction 5
## 271 Fiction 5
## 272 Non Fiction 5
## 273 Non Fiction 5
## 274 Non Fiction 5
## 275 Non Fiction 5descriptive_stats <- lapply(samples, function(df) {
df %>% summarise(
Mean_Rating = mean(User.Rating, na.rm = TRUE),
Median_Rating = median(User.Rating, na.rm = TRUE),
SD_Rating = sd(User.Rating, na.rm = TRUE),
Min_Rating = min(User.Rating, na.rm = TRUE),
Max_Rating = max(User.Rating, na.rm = TRUE),
Count = n()
)
})descriptive_stats[[1]]## Mean_Rating Median_Rating SD_Rating Min_Rating Max_Rating Count
## 1 4.628727 4.7 0.206315 3.9 4.9 275descriptive_stats[[2]]## Mean_Rating Median_Rating SD_Rating Min_Rating Max_Rating Count
## 1 4.616364 4.7 0.2258509 3.8 4.9 275descriptive_stats[[3]]## Mean_Rating Median_Rating SD_Rating Min_Rating Max_Rating Count
## 1 4.664 4.7 0.1811722 4 4.9 275descriptive_stats[[4]]## Mean_Rating Median_Rating SD_Rating Min_Rating Max_Rating Count
## 1 4.597818 4.6 0.2370646 3.3 4.9 275descriptive_stats[[5]]## Mean_Rating Median_Rating SD_Rating Min_Rating Max_Rating Count
## 1 4.621818 4.7 0.2148594 3.8 4.9 275Statistics shows that there is a high level of user satisfaction, with mean ratings spanning from 4.5978 to 4.664 across different subsamples. Subsample 3 has the highest average rating at 4.664, indicating a marginally more favorable reception, while subsample 4, with the lowest mean of 4.5978, might reflect slightly less satisfaction. Despite these differences in means, the median ratings are quite stable across all subsamples, consistently close to 4.7. This stability in the medians indicates a central tendency that doesn’t vary much, suggesting uniformity in user ratings around a high satisfaction level.
The standard deviation values, ranging from 0.1812 in subsample 3 to 0.2371 in subsample 4, demonstrate a moderate spread of ratings around the mean, with subsample 4 showing the highest variability. This could suggest a broader range of user opinions or the presence of outliers, particularly as it also records the lowest minimum rating at 3.3. This minimum might highlight specific discontent or critical views, which could be useful for identifying areas needing improvement.
A consistently high maximum rating of 4.9 across all samples indicates that many users rate their experience very favorably. Furthermore, each subsample containing exactly 275 observations underscores that the sampling process was balanced, providing a solid basis for comparison across groups.
One key aspect to consider is the lower minimum rating in subsample 4, which could skew the average and points to specific dissatisfaction not as prevalent in other groups.
# Plotting histograms for each sample for User.Rating
library(ggplot2)
plot_histograms <- lapply(samples, function(df) {
ggplot(df, aes(x = User.Rating)) +
geom_histogram(bins = 15, fill = "blue", color = "black") +
ggtitle("Distribution of User Ratings")
})plot_histograms[[1]]
plot_histograms[[2]]
plot_histograms[[3]]
plot_histograms[[4]]
plot_histograms[[5]]
# Compare average User.Rating across all samples
average_ratings <- lapply(samples, function(df) {
mean(df$User.Rating, na.rm = TRUE)
})
average_ratings## [[1]]
## [1] 4.628727
##
## [[2]]
## [1] 4.616364
##
## [[3]]
## [1] 4.664
##
## [[4]]
## [1] 4.597818
##
## [[5]]
## [1] 4.621818The average user ratings across five different subsamples range from about 4.60 to 4.66, showing generally high satisfaction levels across the board. Subsample 3 has the highest average rating at 4.664, suggesting users in this group are the most satisfied. Subsample 4 has the lowest at 4.597818, indicating slightly less satisfaction. While these differences are small, they could still be meaningful depending on the context. Overall, users rate their experiences positively across all subsamples.
# Correlation matrix for the first sample
correlation_matrix <- cor(df_1[, c("User.Rating", "Price", "Reviews")], use = "complete.obs")
correlation_matrix## User.Rating Price Reviews
## User.Rating 1.000000000 -0.07970681 -0.008175975
## Price -0.079706812 1.00000000 -0.102792273
## Reviews -0.008175975 -0.10279227 1.000000000# Correlation matrix for the second sample
correlation_matrix <- cor(df_2[, c("User.Rating", "Price", "Reviews")], use = "complete.obs")
correlation_matrix## User.Rating Price Reviews
## User.Rating 1.0000000 -0.1464498 -0.1062852
## Price -0.1464498 1.0000000 -0.1263990
## Reviews -0.1062852 -0.1263990 1.0000000# Correlation matrix for the third sample
correlation_matrix <- cor(df_3[, c("User.Rating", "Price", "Reviews")], use = "complete.obs")
correlation_matrix## User.Rating Price Reviews
## User.Rating 1.00000000 -0.083298571 0.060448572
## Price -0.08329857 1.000000000 -0.006143498
## Reviews 0.06044857 -0.006143498 1.000000000# Correlation matrix for the fourth sample
correlation_matrix <- cor(df_4[, c("User.Rating", "Price", "Reviews")], use = "complete.obs")
correlation_matrix## User.Rating Price Reviews
## User.Rating 1.00000000 -0.06988153 -0.1095454
## Price -0.06988153 1.00000000 -0.1124785
## Reviews -0.10954537 -0.11247846 1.0000000# Correlation matrix for the fifth sample
correlation_matrix <- cor(df_5[, c("User.Rating", "Price", "Reviews")], use = "complete.obs")
correlation_matrix## User.Rating Price Reviews
## User.Rating 1.00000000 -0.1143515 -0.08468581
## Price -0.11435148 1.0000000 -0.13163760
## Reviews -0.08468581 -0.1316376 1.00000000In all sub-samples, there’s a negative correlation between User Rating and Price, though it’s weak (ranging from about -0.08 to -0.11). This suggests that as price increases, user ratings slightly decrease, but the effect is not strong.
The correlation between User Rating and Reviews is also negative across all subsamples, but again very weak (ranging from about -0.008 to -0.08). This indicates a very small tendency for higher rated items to have fewer reviews, but the relationship is not significant.
There is a negative correlation between Price and Reviews in all subsamples (ranging from about -0.10 to -0.13), implying that more expensive products tend to have fewer reviews. This relationship, while still weak, is slightly stronger than that between User Ratings and the other variables.
Overall, these metrics show that there are only weak relationships between User Ratings, Price, and Reviews, suggesting that other factors not included in these matrices might play a more significant role in influencing these variables.
Monte-Carlo Simulations
- Monte Carlo Simulations can be used to investigate how the user ratings or prices could vary under different simulated market conditions or reader preferences.
set.seed(123) # for reproducibility
# Number of simulations
n_sims <- 1000
simulated_averages_ratings <- numeric(n_sims)
simulated_averages_prices <- numeric(n_sims)
# Performing Monte Carlo Simulations
for(i in 1:n_sims) {
# Adding random noise to User.Rating and Price; assuming normal distribution of errors
noisy_ratings <- books$User.Rating + rnorm(nrow(books), mean = 0, sd = 0.1)
noisy_prices <- books$Price + rnorm(nrow(books), mean = 0, sd = 5) # Assuming price changes could be around +/- 5 $
# Calculating the mean rating and price for this simulation
simulated_averages_ratings[i] <- mean(noisy_ratings)
simulated_averages_prices[i] <- mean(noisy_prices)
}
# Calculating the mean and standard deviation of the simulated averages for ratings and prices
sim_mean_ratings <- mean(simulated_averages_ratings)
sim_sd_ratings <- sd(simulated_averages_ratings)
sim_mean_prices <- mean(simulated_averages_prices)
sim_sd_prices <- sd(simulated_averages_prices)
# Results
cat("Estimated Mean User Rating:", sim_mean_ratings, "\n")## Estimated Mean User Rating: 4.618402cat("Standard Deviation of Simulated Means for Ratings:", sim_sd_ratings, "\n")## Standard Deviation of Simulated Means for Ratings: 0.004183989cat("Estimated Mean Price:", sim_mean_prices, "\n")## Estimated Mean Price: 13.09105cat("Standard Deviation of Simulated Means for Prices:", sim_sd_prices, "\n")## Standard Deviation of Simulated Means for Prices: 0.2089371This suggest a high level of stability in user ratings, with an estimated mean rating of approximately 4.62 and a very low standard deviation, indicating minimal variability under simulated conditions. This consistency suggests that user ratings are robust to small fluctuations, potentially caused by measurement errors or minor shifts in user perception. On the pricing front, the average simulated book price is about $13.09, with a standard deviation of around $0.21, reflecting some variability. This degree of price fluctuation could represent normal market dynamics like supply and demand changes or promotional pricing adjustments.
Overall, the small standard deviations in both ratings and prices highlight the reliability of these metrics, suggesting that the dataset is relatively stable and can serve as a solid basis for making informed business decisions regarding pricing strategies and understanding customer satisfaction.