First, I load the appropriate packages.
library(dplyr)##
## Attaching package: 'dplyr'## The following objects are masked from 'package:stats':
##
## filter, lag## The following objects are masked from 'package:base':
##
## intersect, setdiff, setequal, unionlibrary(tidyverse)## ── Attaching packages ──────────────────────────────────────────────────────────────────────── tidyverse 1.2.1 ──## ✔ ggplot2 3.1.0 ✔ readr 1.3.1
## ✔ tibble 2.0.1 ✔ purrr 0.3.0
## ✔ tidyr 0.8.3 ✔ stringr 1.3.1
## ✔ ggplot2 3.1.0 ✔ forcats 0.4.0## ── Conflicts ─────────────────────────────────────────────────────────────────────────── tidyverse_conflicts() ──
## ✖ dplyr::filter() masks stats::filter()
## ✖ dplyr::lag() masks stats::lag()library(tidyr)Then, I load the data.
#i got this url from the discussion post
topbooksraw <- read.csv("https://raw.githubusercontent.com/henryvalentine/MSDS2019/master/Classes/DATA%20607/Projects/Project2/topBooks.csv", na.strings = "")
#the following urls are from my own github
nationalparksraw <- read.csv("https://raw.githubusercontent.com/miasiracusa/Data607/master/project2/NPS__Points_of_Interest_POIs.csv", na.strings = "")
scienceraw <- read.csv("https://raw.githubusercontent.com/miasiracusa/Data607/master/project2/color%20and%20heat%20absorbtion%20-%20Sheet1.csv", na.strings = "")I’ll first work with the science data. I need to rename the columns.
scienceraw## color minute.0 minute.10 minute.20 minute.30 minute.40 minute.50
## 1 white 78 81 83 88 93 96
## 2 red 78 82 90 93 98 106
## 3 pink 78 82 84 90 96 99
## 4 black 78 88 92 98 108 116
## 5 green 78 81 85 91 95 102
## 6 white 98 96 93 80 78 78
## 7 red 109 106 95 87 82 80
## 8 pink 102 96 90 83 80 78
## 9 black 121 108 98 90 84 79
## 10 green 105 94 90 82 80 78
## minute.60 phase
## 1 98 heating
## 2 109 heating
## 3 102 heating
## 4 121 heating
## 5 105 heating
## 6 78 cooling
## 7 78 cooling
## 8 78 cooling
## 9 78 cooling
## 10 78 coolingscience.data <- (scienceraw)
#rename rows
names(science.data)[c(2, 3, 4, 5, 6, 7, 8)] <- c("minute 0", "minute 10", "minute 20", "minute 30", "minute 40", "minute 50", "minute 60")
science.data <- gather(science.data, "minutes", "temperature", 2:8)
#split into heating and cooling tables
heating.data <- science.data[which(science.data$phase == "heating"), c("color","phase","minutes", "temperature")]
heating.data <- heating.data[order(heating.data$color),]
cooling.data <- science.data[which(science.data$phase == "cooling"), c("color","phase","minutes", "temperature")]
cooling.data <- cooling.data[order(cooling.data$color),]
cooling.data## color phase minutes temperature
## 9 black cooling minute 0 121
## 19 black cooling minute 10 108
## 29 black cooling minute 20 98
## 39 black cooling minute 30 90
## 49 black cooling minute 40 84
## 59 black cooling minute 50 79
## 69 black cooling minute 60 78
## 10 green cooling minute 0 105
## 20 green cooling minute 10 94
## 30 green cooling minute 20 90
## 40 green cooling minute 30 82
## 50 green cooling minute 40 80
## 60 green cooling minute 50 78
## 70 green cooling minute 60 78
## 8 pink cooling minute 0 102
## 18 pink cooling minute 10 96
## 28 pink cooling minute 20 90
## 38 pink cooling minute 30 83
## 48 pink cooling minute 40 80
## 58 pink cooling minute 50 78
## 68 pink cooling minute 60 78
## 7 red cooling minute 0 109
## 17 red cooling minute 10 106
## 27 red cooling minute 20 95
## 37 red cooling minute 30 87
## 47 red cooling minute 40 82
## 57 red cooling minute 50 80
## 67 red cooling minute 60 78
## 6 white cooling minute 0 98
## 16 white cooling minute 10 96
## 26 white cooling minute 20 93
## 36 white cooling minute 30 80
## 46 white cooling minute 40 78
## 56 white cooling minute 50 78
## 66 white cooling minute 60 78heating.data## color phase minutes temperature
## 4 black heating minute 0 78
## 14 black heating minute 10 88
## 24 black heating minute 20 92
## 34 black heating minute 30 98
## 44 black heating minute 40 108
## 54 black heating minute 50 116
## 64 black heating minute 60 121
## 5 green heating minute 0 78
## 15 green heating minute 10 81
## 25 green heating minute 20 85
## 35 green heating minute 30 91
## 45 green heating minute 40 95
## 55 green heating minute 50 102
## 65 green heating minute 60 105
## 3 pink heating minute 0 78
## 13 pink heating minute 10 82
## 23 pink heating minute 20 84
## 33 pink heating minute 30 90
## 43 pink heating minute 40 96
## 53 pink heating minute 50 99
## 63 pink heating minute 60 102
## 2 red heating minute 0 78
## 12 red heating minute 10 82
## 22 red heating minute 20 90
## 32 red heating minute 30 93
## 42 red heating minute 40 98
## 52 red heating minute 50 106
## 62 red heating minute 60 109
## 1 white heating minute 0 78
## 11 white heating minute 10 81
## 21 white heating minute 20 83
## 31 white heating minute 30 88
## 41 white heating minute 40 93
## 51 white heating minute 50 96
## 61 white heating minute 60 98Then I’ll work with the national park data.
park.data <- (nationalparksraw)
#rename columns to clarify information
names(park.data)[c(1,2)] <- c("Longitude", "Latitude")
#order by POI type so users of data can easily find what their interested in/compare locations of everything easily
park.data <- park.data[order(park.data$POITYPE),]
#split data by park, so someone at one park can easily find what they're looking for and not need to look thrugh irrelevant data, I also left out irrelevant information
Curecanti.data <- park.data[which(park.data$UNITNAME == "Curecanti National Recreation Area"), c("UNITNAME", "POINAME","POITYPE", "Longitude", "Latitude")]
BlackCanyon.data <- park.data[which(park.data$UNITNAME == "Black Canyon of the Gunnison National Park"), c("UNITNAME", "POINAME","POITYPE", "Longitude", "Latitude")]
CanyondeChelly.data <- park.data[which(park.data$UNITNAME == "Canyon de Chelly National Monument"), c("UNITNAME", "POINAME","POITYPE", "Longitude", "Latitude")]
CasaGrandeRuins.data <- park.data[which(park.data$UNITNAME == "Casa Grande Ruins National Monument"), c("UNITNAME", "POINAME","POITYPE", "Longitude", "Latitude")]
Canyonlands.data <- park.data[which(park.data$UNITNAME == "Canyonlands National Park"), c("UNITNAME", "POINAME","POITYPE", "Longitude", "Latitude")]
CapitolReef.data <- park.data[which(park.data$UNITNAME == "Capitol Reef National Park"), c("UNITNAME", "POINAME","POITYPE", "Longitude", "Latitude")]
CarlsbadCaverns.data <- park.data[which(park.data$UNITNAME == "Carlsbad Caverns National Park"), c("UNITNAME", "POINAME","POITYPE", "Longitude", "Latitude")]
CapulinVolcano.data <- park.data[which(park.data$UNITNAME == "Capulin Volcano National Monument"), c("UNITNAME", "POINAME","POITYPE", "Longitude", "Latitude")]
CedarBreaks.data <- park.data[which(park.data$UNITNAME == "Cedar Breaks National Monument"), c("UNITNAME", "POINAME","POITYPE", "Longitude", "Latitude")]
Chamizal.data <- park.data[which(park.data$UNITNAME == "Chamizal National Memorial"), c("UNITNAME", "POINAME","POITYPE", "Longitude", "Latitude")]
ChacoCulture.data <- park.data[which(park.data$UNITNAME == "Chaco Culture National Historical Park"), c("UNITNAME", "POINAME","POITYPE", "Longitude", "Latitude")]
Chickasaw.data <- park.data[which(park.data$UNITNAME == "Chickasaw National Recreation Area"), c("UNITNAME", "POINAME","POITYPE", "Longitude", "Latitude")]Then, the Top Amazon Books data.
topbooksraw ## title
## 1 Zoo Nebraska
## 2 Code Girls
## 3 Extraordinary Lives
## 4 The Threat
## 5 Extreme Ownership
## 6 Sapiens
## 7 The Broken Circle
## 8 The Things Our Fathers Saw\x97The Untold Stories of the World War II Generation From Hometown, USA-Volume I
## 9 The Threat
## 10 Say Nothing
## 11 The Threat
## 12 Bury My Heart at Wounded Knee
## 13 Mastering the Art of French Eating
## 14 Say Nothing
## 15 Born Survivors
## 16 Sapiens
## 17 Dissolving Illusions
## 18 Queen of Scots
## 19 The Case for Trump
## 20 Say Nothing
## 21 Extreme Ownership
## 22 The Worst Hard Time
## 23 At the Existentialist Caf\xe9
## 24 Topgun
## 25 Spearhead
## 26 Sapiens
## 27 21 Lessons for the 21st Century
## 28 The Day the World Came to Town
## 29 Monster City
## 30 D DAY Through German Eyes - Book Two - More hidden stories from June 6th 1944 (D DAY - Through German Eyes)
## 31 Thunder Dog
## 32 Fly Girls
## 33 What You Should Know About Politics . . . But Don't
## 34 Five Presidents
## 35 Man's Search for Meaning
## 36 Prague Winter
## 37 Stuff Matters
## 38 The Library Book
## 39 Madame Fourcade's Secret War
## 40 Homo Deus
## 41 Spearhead
## 42 The Forgotten 500
## 43 Boomerang
## 44 The First Conspiracy
## 45 The Library Book
## 46 Five Presidents
## 47 The First Conspiracy
## 48 Astrophysics for People in a Hurry
## 49 Midnight in Chernobyl
## 50 The Negro Motorist Green-Book
## 51 Girl, Stop Apologizing
## 52 Thief of Corinth
## 53 Girl, Stop Apologizing (Audible Exclusive Edition)
## 54 Girl, Wash Your Face
## 55 The Miracle Morning
## 56 Girl, Wash Your Face
## 57 A World Full of Strangers
## 58 The Life-Changing Magic of Tidying Up
## 59 The 5 Love Languages
## 60 The Lost Girls of Paris
## 61 The Tattooist of Auschwitz
## 62 Capital Gaines
## 63 Along the Cane River
## 64 It's Not Supposed to Be This Way
## 65 Choosing Happiness Even When Life Is Hard
## 66 The Four Agreements
## 67 The Total Money Makeover
## 68 The Rock, the Road, and the Rabbi
## 69 Once Upon a Prince (Royal Wedding Series Book 1)
## 70 The Tattooist of Auschwitz
## 71 The Five Love Languages
## 72 Girl, Wash Your Face
## 73 The Life-Changing Magic of Tidying Up
## 74 The Power of Now
## 75 The Tattooist of Auschwitz
## 76 Girl, Stop Apologizing
## 77 Things I Never Told You (Thatcher Sisters)
## 78 Attempt to Locate (Lantern Beach P.D. Book 2)
## 79 The Total Money Makeover
## 80 The Four Agreements
## 81 Same Kind of Different As Me
## 82 The Complete Holy Bible - KJV
## 83 Explosive Force (Military K-9 Unit)
## 84 When I Pray for You
## 85 Warrior of the Light
## 86 The 5 Love Languages
## 87 Justice Comes Home (The Texas Riders Western) (A Western Frontier Fiction)
## 88 It's Not Supposed to Be This Way
## 89 Jesus Calling
## 90 A Mother's Love
## 91 Consciousness Beyond Life
## 92 The Gifts of Imperfection
## 93 The Lost Girls of Paris
## 94 The Alchemist
## 95 Willow Falls (Matt Bannister Western Book 1)
## 96 Becoming Supernatural
## 97 How to Change Your Mind
## 98 A New Earth
## 99 My Spiritual Journey
## 100 Spark Joy
## 101 The Elephant in the Brain
## 102 12 Rules for Life
## 103 Sapiens
## 104 The Uninhabitable Earth
## 105 Mama's Last Hug
## 106 Sapiens
## 107 Thinking, Fast and Slow
## 108 The Undoing Project
## 109 The Uninhabitable Earth
## 110 Consciousness Beyond Life
## 111 The Worst Hard Time
## 112 Feeding You Lies
## 113 If I Understood You, Would I Have This Look on My Face?
## 114 Sapiens
## 115 The Plant Paradox Quick and Easy
## 116 Digital Minimalism
## 117 Misbehaving
## 118 Maps of Meaning
## 119 Thinking, Fast and Slow
## 120 Outliers
## 121 There's No Place Like Space
## 122 Astrophysics for People in a Hurry
## 123 The Untethered Soul
## 124 Stuff Matters
## 125 The Uninhabitable Earth
## 126 The Untethered Soul
## 127 Homo Deus
## 128 The Power of Habit
## 129 Grit
## 130 Walden (AmazonClassics Edition)
## 131 Mama's Last Hug
## 132 No-Drama Discipline
## 133 The Body Keeps the Score
## 134 Astrophysics for People in a Hurry
## 135 Midnight in Chernobyl
## 136 Digital Minimalism
## 137 The Truth About Men
## 138 Grit
## 139 Wine Grapes
## 140 The Story of Earth
## 141 Why We Sleep
## 142 Attached
## 143 Quiet
## 144 Influence
## 145 Why We Sleep
## 146 Attached
## 147 Astrophysics for People in a Hurry
## 148 Midnight in Chernobyl
## 149 Algorithms to Live By
## 150 Women in Science
## 151 The Rescue (Ryan Decker Book 1)
## 152 I'm Fine and Neither Are You
## 153 A Lily in the Light
## 154 Beyond the Shadow of Night
## 155 Tumble (Dogwood Lane Book 1)
## 156 Where the Crawdads Sing
## 157 Surprise Delivery
## 158 Where the Forest Meets the Stars
## 159 A Curve in the Road
## 160 The Handmaid's Tale
## 161 Where the Crawdads Sing
## 162 Stillhouse Lake
## 163 The Beantown Girls
## 164 Verses for the Dead (Agent Pendergast)
## 165 What the Wind Knows
## 166 Thief of Corinth
## 167 Beneath a Scarlet Sky
## 168 The Storyteller's Secret
## 169 On the Island
## 170 Harry Potter and the Sorcerer's Stone
## 171 Where the Crawdads Sing
## 172 Southern Player
## 173 Every Breath
## 174 The Victory Garden
## 175 Ex's Best Friend
## 176 Lethal White (A Cormoran Strike Novel Book 4)
## 177 The Perfect Child
## 178 All This I Will Give to You
## 179 Runner (Sam Dryden series Book 1)
## 180 The Killer Collective
## 181 X (Kinsey Millhone Book 24)
## 182 Flirting with the Frenemy (Bro Code Book 1)
## 183 Since You've Been Gone
## 184 Winter Cottage
## 185 The Strange Journey of Alice Pendelbury
## 186 In Farleigh Field
## 187 Mr Spencer
## 188 Since We Fell
## 189 The Secret Orphan
## 190 My Sister's Grave (Tracy Crosswhite Book 1)
## 191 A World Full of Strangers
## 192 The Spitfire Girls
## 193 Winter World (The Long Winter Book 1)
## 194 Edge of Eternity (The Century Trilogy, Book 3)
## 195 Blue Moon
## 196 The Magnolia Inn
## 197 Inevitable
## 198 Heartless (An Enemies To Lovers Novel Book 1)
## 199 Daddy
## 200 The Beach House
## 201 Becoming
## 202 Becoming
## 203 My Own Words
## 204 Mindset
## 205 Just Mercy
## 206 Just Mercy
## 207 The New Jim Crow
## 208 Michelle Obama
## 209 Doing Justice
## 210 Doing Justice
## 211 The Mueller Report
## 212 Licensed to Lie
## 213 Bending Toward Justice
## 214 Until We Reckon
## 215 10 Actual, Official LSAT PrepTests Volume VI
## 216 The Unwinding of the Miracle
## 217 The Sun Does Shine
## 218 All Good Things
## 219 The Mastermind
## 220 A Higher Loyalty
## 221 The Adventures of Big-Foot Wallace
## 222 The Color of Law
## 223 The New Jim Crow
## 224 The Unwinding of the Miracle
## 225 Mindhunter
## 226 Just Mercy
## 227 Notorious RBG
## 228 The Innocent Man
## 229 Separate
## 230 Robert's Rules of Order Newly Revised (Robert's Rules of Order (Paperback))
## 231 A Higher Loyalty
## 232 Doing Justice
## 233 Becoming
## 234 The LSAT Trainer
## 235 The Mastermind
## 236 Becoming
## 237 Quicken Willmaker Plus 2019 Edition
## 238 The Unwinding of the Miracle
## 239 10 Actual, Official LSAT PrepTests Volume V
## 240 My Own Words
## 241 How to Debate Leftists and Destroy Them
## 242 Notorious RBG
## 243 The Smartest Guys in the Room
## 244 ASVAB Study Guide 2018-2019
## 245 My Own Words
## 246 Black Klansman
## 247 The Gulag Archipelago Abridged
## 248 Becoming
## 249 The Complete Sherlock Holmes
## 250 The Mastermind
## author genre rating
## 1 Carson Vaughan History 4.5
## 2 Liza Mundy History 4.5
## 3 William Zinsser History 4.3
## 4 Andrew G. McCabe History 4.7
## 5 Jocko Willink History 4.8
## 6 Yuval Noah Harari History 4.5
## 7 Enjeela Ahmadi-Miller History 4.5
## 8 Matthew Rozell History 4.6
## 9 Andrew G. McCabe History 4.7
## 10 Patrick Radden Keefe History 4.8
## 11 Andrew G. McCabe History 4.7
## 12 Dee Brown History 4.7
## 13 Ann Mah History 4.2
## 14 Patrick Radden Keefe History 4.8
## 15 Wendy Holden History 4.8
## 16 Yuval Noah Harari History 4.5
## 17 Suzanne Humphries MD History 4.8
## 18 John Guy History 4.2
## 19 Victor Davis Hanson History NA
## 20 Patrick Radden Keefe History 4.8
## 21 Jocko Willink History 4.8
## 22 Timothy Egan History 4.5
## 23 Sarah Bakewell History 4.5
## 24 Dan Pedersen History 4.6
## 25 Adam Makos History 5.0
## 26 Yuval Noah Harari History 4.5
## 27 Yuval Noah Harari History 4.2
## 28 Jim DeFede History 4.6
## 29 Michael Arntfield History 4.3
## 30 Holger Eckhertz History 4.6
## 31 Michael Hingson History 4.6
## 32 Keith O'Brien History 4.5
## 33 Jessamyn Conrad History 4.4
## 34 Clint Hill History 4.6
## 35 Viktor E. Frankl History 4.7
## 36 Madeleine Korbel Albright History 4.4
## 37 Mark Miodownik History 4.5
## 38 Susan Orlean History 4.2
## 39 Lynne Olson History NA
## 40 Yuval Noah Harari History 4.4
## 41 Adam Makos History 5.0
## 42 Gregory A. Freeman History 4.6
## 43 Michael Lewis History 4.3
## 44 Brad Meltzer History 4.2
## 45 Susan Orlean History 4.2
## 46 Clint Hill History 4.6
## 47 Brad Meltzer History 4.2
## 48 Neil deGrasse Tyson History 4.6
## 49 Adam Higginbotham History 4.6
## 50 Victor H. Green History 4.7
## 51 Rachel Hollis Religion NA
## 52 Tessa Afshar Religion 4.7
## 53 Rachel Hollis Religion NA
## 54 Rachel Hollis Religion 4.7
## 55 Hal Elrod Religion 4.6
## 56 Rachel Hollis Religion 4.7
## 57 Cynthia Freeman Religion 4.0
## 58 Marie Kondo Religion 4.4
## 59 Gary Chapman Religion 4.8
## 60 Pam Jenoff Religion 4.3
## 61 Heather Morris Religion 4.6
## 62 Chip Gaines Religion 4.7
## 63 Mary Jane Hathaway Religion 4.7
## 64 Lysa TerKeurst Religion 4.8
## 65 Frank Minirth Religion 4.2
## 66 Don Miguel Ruiz Religion 4.6
## 67 Dave Ramsey Religion 4.7
## 68 Kathie Lee Gifford Religion 4.7
## 69 Rachel Hauck Religion 4.5
## 70 Heather Morris Religion 4.6
## 71 Gary Chapman Religion 4.8
## 72 Rachel Hollis Religion 4.7
## 73 Marie Kondo Religion 4.4
## 74 Eckhart Tolle Religion 4.6
## 75 Heather Morris Religion 4.6
## 76 Rachel Hollis Religion NA
## 77 Beth K. Vogt Religion 4.6
## 78 Christy Barritt Religion 4.8
## 79 Dave Ramsey Religion 4.7
## 80 don Miguel Ruiz Religion 4.6
## 81 Ron Hall Religion 4.8
## 82 Topics Media Group Religion 4.5
## 83 Lynette Eason Religion 4.6
## 84 Matthew Paul Turner Religion 4.9
## 85 Paulo Coelho Religion 4.3
## 86 Gary Chapman Religion 4.8
## 87 Joseph Powell Religion 4.3
## 88 Lysa TerKeurst Religion 4.8
## 89 Sarah Young Religion 4.9
## 90 Charlotte Hubbard Religion 4.6
## 91 Pim van Lommel Religion 4.5
## 92 Bren\xe9 Brown Religion 4.6
## 93 Pam Jenoff Religion 4.3
## 94 Paulo Coelho Religion 4.6
## 95 Ken Pratt Religion 4.3
## 96 Dr. Joe Dispenza Religion 4.8
## 97 Michael Pollan Religion 4.6
## 98 Eckhart Tolle Religion 4.6
## 99 Dalai Lama Religion 4.4
## 100 Marie Kondo Religion 4.6
## 101 Kevin Simler Science & Math 4.1
## 102 Jordan B. Peterson Science & Math 4.6
## 103 Yuval Noah Harari Science & Math 4.5
## 104 David Wallace-Wells Science & Math 4.5
## 105 Frans de Waal Science & Math 5.0
## 106 Yuval Noah Harari Science & Math 4.5
## 107 Daniel Kahneman Science & Math 4.5
## 108 Michael Lewis Science & Math 4.2
## 109 David Wallace-Wells Science & Math 4.5
## 110 Pim van Lommel Science & Math 4.5
## 111 Timothy Egan Science & Math 4.5
## 112 Vani Hari Science & Math 4.9
## 113 Alan Alda Science & Math 4.4
## 114 Yuval Noah Harari Science & Math 4.5
## 115 Dr. Steven R Gundry M.D. Science & Math 4.1
## 116 Cal Newport Science & Math 4.5
## 117 Richard H. Thaler Science & Math 4.4
## 118 Jordan B. Peterson Science & Math 4.6
## 119 Daniel Kahneman Science & Math 4.5
## 120 Malcolm Gladwell Science & Math 4.6
## 121 Tish Rabe Science & Math 4.7
## 122 Neil deGrasse Tyson Science & Math 4.6
## 123 Michael A. Singer Science & Math 4.7
## 124 Mark Miodownik Science & Math 4.5
## 125 David Wallace-Wells Science & Math 4.5
## 126 Michael A. Singer Science & Math 4.7
## 127 Yuval Noah Harari Science & Math 4.4
## 128 Charles Duhigg Science & Math 4.5
## 129 Angela Duckworth Science & Math 4.5
## 130 Henry David Thoreau Science & Math 4.2
## 131 Frans de Waal Science & Math 5.0
## 132 Daniel J. Siegel Science & Math 4.6
## 133 Bessel Van der Kolk MD Science & Math 4.8
## 134 Neil deGrasse Tyson Science & Math 4.6
## 135 Adam Higginbotham Science & Math 4.6
## 136 Cal Newport Science & Math 4.5
## 137 DeVon Franklin Science & Math 4.5
## 138 Angela Duckworth Science & Math 4.5
## 139 Jancis Robinson Science & Math 4.7
## 140 Robert M. Hazen Science & Math 4.7
## 141 Matthew Walker PhD Science & Math 4.7
## 142 Amir Levine Science & Math 4.7
## 143 Susan Cain Science & Math 4.5
## 144 Robert B. Cialdini Science & Math 4.5
## 145 Matthew Walker PhD Science & Math 4.7
## 146 Amir Levine Science & Math 4.7
## 147 Neil de Grasse Tyson Science & Math 4.6
## 148 Adam Higginbotham Science & Math 4.6
## 149 Brian Christian Science & Math 4.5
## 150 Rachel Ignotofsky Science & Math 4.6
## 151 Steven Konkoly Literature & Fiction 4.9
## 152 Camille Pag\xe1n Literature & Fiction 4.6
## 153 Kristin Fields Literature & Fiction 4.0
## 154 Ray Kingfisher Literature & Fiction 4.4
## 155 Adriana Locke Literature & Fiction 4.4
## 156 Delia Owens Literature & Fiction 4.8
## 157 R.R. Banks Literature & Fiction 4.1
## 158 Glendy Vanderah Literature & Fiction 4.7
## 159 Julianne MacLean Literature & Fiction 4.3
## 160 Margaret Atwood Literature & Fiction 4.1
## 161 Delia Owens Literature & Fiction 4.8
## 162 Rachel Caine Literature & Fiction 4.5
## 163 Jane Healey Literature & Fiction 4.7
## 164 Douglas Preston Literature & Fiction 4.3
## 165 Amy Harmon Literature & Fiction 4.8
## 166 Tessa Afshar Literature & Fiction 4.7
## 167 Mark Sullivan Literature & Fiction 4.8
## 168 Sejal Badani Literature & Fiction 4.8
## 169 Tracey Garvis Graves Literature & Fiction 4.6
## 170 J.K. Rowling Literature & Fiction 4.8
## 171 Delia Owens Literature & Fiction 4.8
## 172 Jessica Peterson Literature & Fiction 4.8
## 173 Nicholas Sparks Literature & Fiction 4.7
## 174 Rhys Bowen Literature & Fiction 4.4
## 175 Aubrey Wright Literature & Fiction 4.8
## 176 Robert Galbraith Literature & Fiction 4.5
## 177 Lucinda Berry Literature & Fiction 4.1
## 178 Dolores Redondo Literature & Fiction 4.6
## 179 Patrick Lee Literature & Fiction 4.5
## 180 Barry Eisler Literature & Fiction 4.4
## 181 Sue Grafton Literature & Fiction 4.3
## 182 Pippa Grant Literature & Fiction 4.8
## 183 Christa Allan Literature & Fiction 4.4
## 184 Mary Ellen Taylor Literature & Fiction 4.6
## 185 Marc Levy Literature & Fiction 4.5
## 186 Rhys Bowen Literature & Fiction 4.2
## 187 T L Swan Literature & Fiction 4.8
## 188 Dennis Lehane Literature & Fiction 3.6
## 189 Glynis Peters Literature & Fiction 4.5
## 190 Robert Dugoni Literature & Fiction 4.4
## 191 Cynthia Freeman Literature & Fiction 4.0
## 192 Soraya M. Lane Literature & Fiction 4.4
## 193 A.G. Riddle Literature & Fiction 4.9
## 194 Ken Follett Literature & Fiction 4.1
## 195 Lee Child Literature & Fiction NA
## 196 Carolyn Brown Literature & Fiction 4.4
## 197 C.J. Petit Literature & Fiction 4.7
## 198 Michelle Heard Literature & Fiction 4.4
## 199 Katy Kaylee Literature & Fiction 4.5
## 200 Mary Alice Monroe Literature & Fiction 4.6
## 201 Michelle Obama Law 4.9
## 202 Michelle Obama Law 4.9
## 203 Ruth Bader Ginsburg Law 4.3
## 204 Carol S. Dweck Law 4.5
## 205 Bryan Stevenson Law 4.8
## 206 Bryan Stevenson Law 4.8
## 207 Michelle Alexander Law 4.7
## 208 Peter Slevin Law 4.4
## 209 Preet Bharara Law NA
## 210 Preet Bharara Law NA
## 211 Robert S. Mueller III Law NA
## 212 Sidney Powell Law 4.9
## 213 Doug Jones Law 4.1
## 214 Danielle Sered Law NA
## 215 Law School Admission Council Law 4.6
## 216 Julie Yip-Williams Law 4.6
## 217 Anthony Ray Hinton Law 4.9
## 218 Rosemary Reeve Law 4.9
## 219 Evan Ratliff Law 4.6
## 220 James Comey Law 4.7
## 221 John C. Duval Law 4.2
## 222 Richard Rothstein Law 4.8
## 223 Michelle Alexander Law 4.7
## 224 Julie Yip-Williams Law 4.6
## 225 John E. Douglas Law 4.4
## 226 Bryan Stevenson Law 4.8
## 227 Irin Carmon Law 4.5
## 228 John Grisham Law 4.2
## 229 Steve Luxenberg Law 5.0
## 230 Henry M. Robert III Law 4.6
## 231 James Comey Law 4.7
## 232 Preet Bharara Law NA
## 233 Michelle Obama Law 4.4
## 234 Mike Kim Law 4.5
## 235 Evan Ratliff Law 4.6
## 236 Michelle Obama Law 4.9
## 237 Editors of Nolo Law 4.2
## 238 Julie Yip-Williams Law 4.6
## 239 Law School Admission Council Law 4.7
## 240 Ruth Bader Ginsburg Law 4.3
## 241 Ben Shapiro Law 4.5
## 242 Irin Carmon Law 4.5
## 243 Bethany McLean Law 4.5
## 244 Test Prep Books Military Team Law 4.5
## 245 Ruth Bader Ginsburg Law 4.3
## 246 Ron Stallworth Law 4.2
## 247 Aleksandr Solzhenitsyn Law 4.6
## 248 Michelle Obama Law 4.9
## 249 Arthur Conan Doyle Law 4.5
## 250 Evan Ratliff Law 4.6
## img
## 1 https://images-na.ssl-images-amazon.com/images/I/91Lm8MYUs2L.__BG0,0,0,0_FMpng_AC_UL200_SR200,200_.jpg
## 2 https://images-na.ssl-images-amazon.com/images/I/81wLZGJfUcL.__BG0,0,0,0_FMpng_AC_UL200_SR200,200_.jpg
## 3 https://images-na.ssl-images-amazon.com/images/I/71ZvpEUKP%2BL.__BG0,0,0,0_FMpng_AC_UL200_SR200,200_.jpg
## 4 https://images-na.ssl-images-amazon.com/images/I/81daKLuXheL._AC_UL200_SR200,200_.jpg
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## numRater type price
## 1 16 Kindle Edition 4.99
## 2 459 Kindle Edition 11.99
## 3 53 Kindle Edition 1.99
## 4 192 Audible Audiobook Free with Audible trial
## 5 2597 Audible Audiobook Free with Audible trial
## 6 5630 Audible Audiobook Free with Audible trial
## 7 269 Kindle Edition 4.99
## 8 630 Kindle Edition 1.99
## 9 192 Hardcover 17.99
## 10 19 Hardcover 17.37
## 11 192 Kindle Edition 14.99
## 12 1236 Kindle Edition 9.99
## 13 197 Kindle Edition 1.99
## 14 19 Kindle Edition 14.99
## 15 1351 Kindle Edition 11.99
## 16 5630 Paperback 13.79
## 17 525 Paperback 22.8
## 18 136 Kindle Edition 9.99
## 19 NA Hardcover 19.49
## 20 19 Audible Audiobook Free with Audible trial
## 21 2597 Hardcover 15.35
## 22 1743 Kindle Edition 9.99
## 23 303 Kindle Edition 1.99
## 24 17 Hardcover 18.3
## 25 44 Hardcover 16.85
## 26 5630 Kindle Edition 14.99
## 27 351 Audible Audiobook Free with Audible trial
## 28 1332 Kindle Edition 10.99
## 29 28 Kindle Edition 0.99
## 30 1310 Kindle Edition 2.99
## 31 1410 Kindle Edition 9.99
## 32 121 Audible Audiobook Free with Audible trial
## 33 33 Kindle Edition 1.99
## 34 711 Paperback 14.7
## 35 4427 Paperback 9.89
## 36 544 Kindle Edition 2.99
## 37 596 Kindle Edition 9.99
## 38 484 Kindle Edition 14.99
## 39 NA Kindle Edition 13.99
## 40 1363 Audible Audiobook Free with Audible trial
## 41 44 Kindle Edition 13.99
## 42 1297 Kindle Edition 1.99
## 43 1200 Kindle Edition 9.99
## 44 171 Kindle Edition 14.99
## 45 484 Hardcover 16.8
## 46 711 Kindle Edition 12.99
## 47 171 Hardcover 17.99
## 48 3800 Hardcover 13.26
## 49 31 Kindle Edition 14.99
## 50 161 Paperback 8.09
## 51 NA Hardcover 14.99
## 52 107 Audible Audiobook Free with Audible trial
## 53 NA Audible Audiobook Free with Audible trial
## 54 9513 Audible Audiobook Free with Audible trial
## 55 3460 Kindle Edition 9.97
## 56 9513 Hardcover 13.29
## 57 53 Kindle Edition 1.99
## 58 13958 Hardcover 9.69
## 59 14160 Paperback 9.59
## 60 238 Kindle Edition 9.99
## 61 1291 Kindle Edition 11.99
## 62 1070 Kindle Edition 9.99
## 63 94 Kindle Edition 0.99
## 64 431 Hardcover 14.99
## 65 24 Kindle Edition 0.99
## 66 7610 Paperback 7.49
## 67 6227 Audible Audiobook Free with Audible trial
## 68 467 Kindle Edition 9.99
## 69 684 Kindle Edition 7.99
## 70 1291 Audible Audiobook Free with Audible trial
## 71 14160 Audible Audiobook Free with Audible trial
## 72 9513 Kindle Edition 12.99
## 73 13958 Audible Audiobook Free with Audible trial
## 74 5847 Audible Audiobook Free with Audible trial
## 75 1291 Paperback 10.19
## 76 NA Kindle Edition 12.99
## 77 76 Kindle Edition 0.99
## 78 31 Kindle Edition 0.99
## 79 6227 Hardcover 16.19
## 80 7610 Audible Audiobook Free with Audible trial
## 81 3170 Kindle Edition 9.99
## 82 1509 Audible Audiobook Free with Audible trial
## 83 21 Kindle Edition 0.99
## 84 136 Hardcover 8.13
## 85 443 Kindle Edition 12.99
## 86 14160 Kindle Edition 6.67
## 87 47 Kindle Edition 0.99
## 88 431 Audible Audiobook Free with Audible trial
## 89 17535 Hardcover 8.49
## 90 66 Kindle Edition 0.99
## 91 178 Kindle Edition 1.99
## 92 3953 Paperback 11.42
## 93 238 Paperback 10.19
## 94 12311 Audible Audiobook Free with Audible trial
## 95 271 Kindle Edition 0.99
## 96 686 Audible Audiobook Free with Audible trial
## 97 392 Audible Audiobook Free with Audible trial
## 98 4124 Audible Audiobook Free with Audible trial
## 99 129 Kindle Edition 13.99
## 100 1154 Hardcover 13.29
## 101 62 Audible Audiobook Free with Audible trial
## 102 4601 Audible Audiobook Free with Audible trial
## 103 5630 Audible Audiobook Free with Audible trial
## 104 25 Hardcover 16.2
## 105 3 Hardcover 18.27
## 106 5630 Paperback 13.79
## 107 3080 Audible Audiobook Free with Audible trial
## 108 1389 Kindle Edition 9.61
## 109 25 Kindle Edition 13.99
## 110 178 Kindle Edition 1.99
## 111 1743 Kindle Edition 9.99
## 112 146 Hardcover 16.79
## 113 210 Kindle Edition 9.99
## 114 5630 Kindle Edition 14.99
## 115 40 Paperback 12.78
## 116 63 Audible Audiobook Free with Audible trial
## 117 410 Kindle Edition 10.61
## 118 192 Paperback 29.99
## 119 3080 Paperback 9.49
## 120 5152 Audible Audiobook Free with Audible trial
## 121 804 Hardcover 6
## 122 3800 Audible Audiobook Free with Audible trial
## 123 4888 Audible Audiobook Free with Audible trial
## 124 596 Kindle Edition 9.99
## 125 25 Audible Audiobook Free with Audible trial
## 126 4888 Paperback 16.16
## 127 1363 Audible Audiobook Free with Audible trial
## 128 4843 Paperback 13.07
## 129 1150 Paperback 9.88
## 130 1797 Kindle Edition 2.99
## 131 3 Kindle Edition 14.87
## 132 430 Paperback 10.87
## 133 1878 Audible Audiobook Free with Audible trial
## 134 3800 Hardcover 13.26
## 135 31 Kindle Edition 14.99
## 136 63 Kindle Edition 13.99
## 137 38 Hardcover 15.6
## 138 1150 Audible Audiobook Free with Audible trial
## 139 109 Kindle Edition 3.99
## 140 187 Kindle Edition 2.99
## 141 478 Paperback 11.55
## 142 1061 Kindle Edition 1.99
## 143 5630 Paperback 12.79
## 144 2073 Audible Audiobook Free with Audible trial
## 145 478 Audible Audiobook Free with Audible trial
## 146 1061 Paperback 10.84
## 147 3800 Kindle Edition 9.99
## 148 31 Hardcover 17.97
## 149 289 Audible Audiobook Free with Audible trial
## 150 581 Hardcover 11.55
## 151 49 Kindle Edition 4.99
## 152 65 Kindle Edition 4.99
## 153 19 Kindle Edition 4.99
## 154 8 Kindle Edition 4.99
## 155 261 Kindle Edition 3.99
## 156 5859 Kindle Edition 12.99
## 157 231 Kindle Edition 0.99
## 158 1597 Kindle Edition 4.99
## 159 755 Kindle Edition 1.99
## 160 14012 Kindle Edition 9.99
## 161 5860 Audible Audiobook Free with Audible trial
## 162 9368 Kindle Edition 1.99
## 163 529 Kindle Edition 3.99
## 164 505 Kindle Edition 14.99
## 165 766 Kindle Edition 4.99
## 166 107 Audible Audiobook Free with Audible trial
## 167 24053 Kindle Edition 5.99
## 168 5894 Kindle Edition 4.99
## 169 2982 Kindle Edition 1.99
## 170 35429 Kindle Edition 8.99
## 171 5859 Hardcover 16.2
## 172 125 Kindle Edition 2.99
## 173 1530 Kindle Edition 12.99
## 174 232 Kindle Edition 5.99
## 175 68 Kindle Edition 0.99
## 176 1226 Kindle Edition 14.99
## 177 898 Kindle Edition 4.99
## 178 95 Audible Audiobook Free with Audible trial
## 179 329 Kindle Edition 1.99
## 180 1382 Kindle Edition 4.99
## 181 4415 Kindle Edition 1.99
## 182 138 Kindle Edition 2.99
## 183 394 Kindle Edition 1.99
## 184 271 Kindle Edition 4.99
## 185 142 Kindle Edition 4.99
## 186 4905 Kindle Edition 5.49
## 187 203 Kindle Edition 2.99
## 188 860 Kindle Edition 11.99
## 189 266 Kindle Edition 0.99
## 190 15097 Kindle Edition 4.99
## 191 53 Kindle Edition 1.99
## 192 30 Kindle Edition 4.99
## 193 41 Kindle Edition 4.99
## 194 16474 Kindle Edition 1.99
## 195 NA Kindle Edition 14.99
## 196 940 Kindle Edition 4.99
## 197 89 Kindle Edition 0.99
## 198 223 Kindle Edition 0.99
## 199 131 Kindle Edition 0.99
## 200 2411 Kindle Edition 6.99
## 201 9239 Hardcover 19.47
## 202 9239 Kindle Edition 14.99
## 203 222 Audible Audiobook Free with Audible trial
## 204 2546 Paperback 10.2
## 205 3414 Paperback 12
## 206 3414 Audible Audiobook Free with Audible trial
## 207 2898 Paperback 13.56
## 208 168 Kindle Edition 2.99
## 209 NA Hardcover 22.28
## 210 NA Audible Audiobook Free with Audible trial
## 211 NA Paperback 9.37
## 212 749 Paperback 13.36
## 213 7 Hardcover 19.49
## 214 NA Hardcover 17.7
## 215 58 Paperback 23.11
## 216 46 Kindle Edition 13.99
## 217 703 Kindle Edition 13.99
## 218 33 Kindle Edition 0.99
## 219 34 Audible Audiobook Free with Audible trial
## 220 4640 Audible Audiobook Free with Audible trial
## 221 40 Kindle Edition 0.99
## 222 338 Paperback 12.2
## 223 2898 Audible Audiobook Free with Audible trial
## 224 46 Hardcover 18.36
## 225 616 Audible Audiobook Free with Audible trial
## 226 3414 Kindle Edition 12.99
## 227 821 Hardcover 15.63
## 228 2404 Kindle Edition 9.99
## 229 5 Hardcover 22.48
## 230 848 Paperback 12.88
## 231 4640 Hardcover 15
## 232 NA Kindle Edition 14.99
## 233 241 Paperback 15.96
## 234 315 Paperback 49.43
## 235 34 Kindle Edition 13.99
## 236 9239 Paperback 23.45
## 237 20 Paperback 49.24
## 238 46 Audible Audiobook Free with Audible trial
## 239 174 Paperback 21.89
## 240 222 Kindle Edition 10.99
## 241 1291 Kindle Edition 0.99
## 242 821 Audible Audiobook Free with Audible trial
## 243 328 Audible Audiobook Free with Audible trial
## 244 134 Paperback 14.24
## 245 222 Paperback 12.23
## 246 192 Kindle Edition 9.99
## 247 429 Paperback 14.86
## 248 9239 Audio CD 23.63
## 249 5750 Kindle Edition 0.49
## 250 34 Hardcover 16.36books.data <- (topbooksraw)
#remove image column
books.data <- books.data[, -5]
names(books.data)[c(5)] <- c("number of ratings")
books.data <- books.data[order(books.data$genre),]
#change variable type so i can work with it. find average rating and cost for each genre
books.data <- books.data %>% mutate(
rating = as.numeric(rating),
price = as.numeric(price)
)
books.data## title
## 1 Zoo Nebraska
## 2 Code Girls
## 3 Extraordinary Lives
## 4 The Threat
## 5 Extreme Ownership
## 6 Sapiens
## 7 The Broken Circle
## 8 The Things Our Fathers Saw\x97The Untold Stories of the World War II Generation From Hometown, USA-Volume I
## 9 The Threat
## 10 Say Nothing
## 11 The Threat
## 12 Bury My Heart at Wounded Knee
## 13 Mastering the Art of French Eating
## 14 Say Nothing
## 15 Born Survivors
## 16 Sapiens
## 17 Dissolving Illusions
## 18 Queen of Scots
## 19 The Case for Trump
## 20 Say Nothing
## 21 Extreme Ownership
## 22 The Worst Hard Time
## 23 At the Existentialist Caf\xe9
## 24 Topgun
## 25 Spearhead
## 26 Sapiens
## 27 21 Lessons for the 21st Century
## 28 The Day the World Came to Town
## 29 Monster City
## 30 D DAY Through German Eyes - Book Two - More hidden stories from June 6th 1944 (D DAY - Through German Eyes)
## 31 Thunder Dog
## 32 Fly Girls
## 33 What You Should Know About Politics . . . But Don't
## 34 Five Presidents
## 35 Man's Search for Meaning
## 36 Prague Winter
## 37 Stuff Matters
## 38 The Library Book
## 39 Madame Fourcade's Secret War
## 40 Homo Deus
## 41 Spearhead
## 42 The Forgotten 500
## 43 Boomerang
## 44 The First Conspiracy
## 45 The Library Book
## 46 Five Presidents
## 47 The First Conspiracy
## 48 Astrophysics for People in a Hurry
## 49 Midnight in Chernobyl
## 50 The Negro Motorist Green-Book
## 51 Becoming
## 52 Becoming
## 53 My Own Words
## 54 Mindset
## 55 Just Mercy
## 56 Just Mercy
## 57 The New Jim Crow
## 58 Michelle Obama
## 59 Doing Justice
## 60 Doing Justice
## 61 The Mueller Report
## 62 Licensed to Lie
## 63 Bending Toward Justice
## 64 Until We Reckon
## 65 10 Actual, Official LSAT PrepTests Volume VI
## 66 The Unwinding of the Miracle
## 67 The Sun Does Shine
## 68 All Good Things
## 69 The Mastermind
## 70 A Higher Loyalty
## 71 The Adventures of Big-Foot Wallace
## 72 The Color of Law
## 73 The New Jim Crow
## 74 The Unwinding of the Miracle
## 75 Mindhunter
## 76 Just Mercy
## 77 Notorious RBG
## 78 The Innocent Man
## 79 Separate
## 80 Robert's Rules of Order Newly Revised (Robert's Rules of Order (Paperback))
## 81 A Higher Loyalty
## 82 Doing Justice
## 83 Becoming
## 84 The LSAT Trainer
## 85 The Mastermind
## 86 Becoming
## 87 Quicken Willmaker Plus 2019 Edition
## 88 The Unwinding of the Miracle
## 89 10 Actual, Official LSAT PrepTests Volume V
## 90 My Own Words
## 91 How to Debate Leftists and Destroy Them
## 92 Notorious RBG
## 93 The Smartest Guys in the Room
## 94 ASVAB Study Guide 2018-2019
## 95 My Own Words
## 96 Black Klansman
## 97 The Gulag Archipelago Abridged
## 98 Becoming
## 99 The Complete Sherlock Holmes
## 100 The Mastermind
## 101 The Rescue (Ryan Decker Book 1)
## 102 I'm Fine and Neither Are You
## 103 A Lily in the Light
## 104 Beyond the Shadow of Night
## 105 Tumble (Dogwood Lane Book 1)
## 106 Where the Crawdads Sing
## 107 Surprise Delivery
## 108 Where the Forest Meets the Stars
## 109 A Curve in the Road
## 110 The Handmaid's Tale
## 111 Where the Crawdads Sing
## 112 Stillhouse Lake
## 113 The Beantown Girls
## 114 Verses for the Dead (Agent Pendergast)
## 115 What the Wind Knows
## 116 Thief of Corinth
## 117 Beneath a Scarlet Sky
## 118 The Storyteller's Secret
## 119 On the Island
## 120 Harry Potter and the Sorcerer's Stone
## 121 Where the Crawdads Sing
## 122 Southern Player
## 123 Every Breath
## 124 The Victory Garden
## 125 Ex's Best Friend
## 126 Lethal White (A Cormoran Strike Novel Book 4)
## 127 The Perfect Child
## 128 All This I Will Give to You
## 129 Runner (Sam Dryden series Book 1)
## 130 The Killer Collective
## 131 X (Kinsey Millhone Book 24)
## 132 Flirting with the Frenemy (Bro Code Book 1)
## 133 Since You've Been Gone
## 134 Winter Cottage
## 135 The Strange Journey of Alice Pendelbury
## 136 In Farleigh Field
## 137 Mr Spencer
## 138 Since We Fell
## 139 The Secret Orphan
## 140 My Sister's Grave (Tracy Crosswhite Book 1)
## 141 A World Full of Strangers
## 142 The Spitfire Girls
## 143 Winter World (The Long Winter Book 1)
## 144 Edge of Eternity (The Century Trilogy, Book 3)
## 145 Blue Moon
## 146 The Magnolia Inn
## 147 Inevitable
## 148 Heartless (An Enemies To Lovers Novel Book 1)
## 149 Daddy
## 150 The Beach House
## 151 Girl, Stop Apologizing
## 152 Thief of Corinth
## 153 Girl, Stop Apologizing (Audible Exclusive Edition)
## 154 Girl, Wash Your Face
## 155 The Miracle Morning
## 156 Girl, Wash Your Face
## 157 A World Full of Strangers
## 158 The Life-Changing Magic of Tidying Up
## 159 The 5 Love Languages
## 160 The Lost Girls of Paris
## 161 The Tattooist of Auschwitz
## 162 Capital Gaines
## 163 Along the Cane River
## 164 It's Not Supposed to Be This Way
## 165 Choosing Happiness Even When Life Is Hard
## 166 The Four Agreements
## 167 The Total Money Makeover
## 168 The Rock, the Road, and the Rabbi
## 169 Once Upon a Prince (Royal Wedding Series Book 1)
## 170 The Tattooist of Auschwitz
## 171 The Five Love Languages
## 172 Girl, Wash Your Face
## 173 The Life-Changing Magic of Tidying Up
## 174 The Power of Now
## 175 The Tattooist of Auschwitz
## 176 Girl, Stop Apologizing
## 177 Things I Never Told You (Thatcher Sisters)
## 178 Attempt to Locate (Lantern Beach P.D. Book 2)
## 179 The Total Money Makeover
## 180 The Four Agreements
## 181 Same Kind of Different As Me
## 182 The Complete Holy Bible - KJV
## 183 Explosive Force (Military K-9 Unit)
## 184 When I Pray for You
## 185 Warrior of the Light
## 186 The 5 Love Languages
## 187 Justice Comes Home (The Texas Riders Western) (A Western Frontier Fiction)
## 188 It's Not Supposed to Be This Way
## 189 Jesus Calling
## 190 A Mother's Love
## 191 Consciousness Beyond Life
## 192 The Gifts of Imperfection
## 193 The Lost Girls of Paris
## 194 The Alchemist
## 195 Willow Falls (Matt Bannister Western Book 1)
## 196 Becoming Supernatural
## 197 How to Change Your Mind
## 198 A New Earth
## 199 My Spiritual Journey
## 200 Spark Joy
## 201 The Elephant in the Brain
## 202 12 Rules for Life
## 203 Sapiens
## 204 The Uninhabitable Earth
## 205 Mama's Last Hug
## 206 Sapiens
## 207 Thinking, Fast and Slow
## 208 The Undoing Project
## 209 The Uninhabitable Earth
## 210 Consciousness Beyond Life
## 211 The Worst Hard Time
## 212 Feeding You Lies
## 213 If I Understood You, Would I Have This Look on My Face?
## 214 Sapiens
## 215 The Plant Paradox Quick and Easy
## 216 Digital Minimalism
## 217 Misbehaving
## 218 Maps of Meaning
## 219 Thinking, Fast and Slow
## 220 Outliers
## 221 There's No Place Like Space
## 222 Astrophysics for People in a Hurry
## 223 The Untethered Soul
## 224 Stuff Matters
## 225 The Uninhabitable Earth
## 226 The Untethered Soul
## 227 Homo Deus
## 228 The Power of Habit
## 229 Grit
## 230 Walden (AmazonClassics Edition)
## 231 Mama's Last Hug
## 232 No-Drama Discipline
## 233 The Body Keeps the Score
## 234 Astrophysics for People in a Hurry
## 235 Midnight in Chernobyl
## 236 Digital Minimalism
## 237 The Truth About Men
## 238 Grit
## 239 Wine Grapes
## 240 The Story of Earth
## 241 Why We Sleep
## 242 Attached
## 243 Quiet
## 244 Influence
## 245 Why We Sleep
## 246 Attached
## 247 Astrophysics for People in a Hurry
## 248 Midnight in Chernobyl
## 249 Algorithms to Live By
## 250 Women in Science
## author genre rating
## 1 Carson Vaughan History 7
## 2 Liza Mundy History 7
## 3 William Zinsser History 5
## 4 Andrew G. McCabe History 9
## 5 Jocko Willink History 10
## 6 Yuval Noah Harari History 7
## 7 Enjeela Ahmadi-Miller History 7
## 8 Matthew Rozell History 8
## 9 Andrew G. McCabe History 9
## 10 Patrick Radden Keefe History 10
## 11 Andrew G. McCabe History 9
## 12 Dee Brown History 9
## 13 Ann Mah History 4
## 14 Patrick Radden Keefe History 10
## 15 Wendy Holden History 10
## 16 Yuval Noah Harari History 7
## 17 Suzanne Humphries MD History 10
## 18 John Guy History 4
## 19 Victor Davis Hanson History 13
## 20 Patrick Radden Keefe History 10
## 21 Jocko Willink History 10
## 22 Timothy Egan History 7
## 23 Sarah Bakewell History 7
## 24 Dan Pedersen History 8
## 25 Adam Makos History 12
## 26 Yuval Noah Harari History 7
## 27 Yuval Noah Harari History 4
## 28 Jim DeFede History 8
## 29 Michael Arntfield History 5
## 30 Holger Eckhertz History 8
## 31 Michael Hingson History 8
## 32 Keith O'Brien History 7
## 33 Jessamyn Conrad History 6
## 34 Clint Hill History 8
## 35 Viktor E. Frankl History 9
## 36 Madeleine Korbel Albright History 6
## 37 Mark Miodownik History 7
## 38 Susan Orlean History 4
## 39 Lynne Olson History 13
## 40 Yuval Noah Harari History 6
## 41 Adam Makos History 12
## 42 Gregory A. Freeman History 8
## 43 Michael Lewis History 5
## 44 Brad Meltzer History 4
## 45 Susan Orlean History 4
## 46 Clint Hill History 8
## 47 Brad Meltzer History 4
## 48 Neil deGrasse Tyson History 8
## 49 Adam Higginbotham History 8
## 50 Victor H. Green History 9
## 51 Michelle Obama Law 11
## 52 Michelle Obama Law 11
## 53 Ruth Bader Ginsburg Law 5
## 54 Carol S. Dweck Law 7
## 55 Bryan Stevenson Law 10
## 56 Bryan Stevenson Law 10
## 57 Michelle Alexander Law 9
## 58 Peter Slevin Law 6
## 59 Preet Bharara Law 13
## 60 Preet Bharara Law 13
## 61 Robert S. Mueller III Law 13
## 62 Sidney Powell Law 11
## 63 Doug Jones Law 3
## 64 Danielle Sered Law 13
## 65 Law School Admission Council Law 8
## 66 Julie Yip-Williams Law 8
## 67 Anthony Ray Hinton Law 11
## 68 Rosemary Reeve Law 11
## 69 Evan Ratliff Law 8
## 70 James Comey Law 9
## 71 John C. Duval Law 4
## 72 Richard Rothstein Law 10
## 73 Michelle Alexander Law 9
## 74 Julie Yip-Williams Law 8
## 75 John E. Douglas Law 6
## 76 Bryan Stevenson Law 10
## 77 Irin Carmon Law 7
## 78 John Grisham Law 4
## 79 Steve Luxenberg Law 12
## 80 Henry M. Robert III Law 8
## 81 James Comey Law 9
## 82 Preet Bharara Law 13
## 83 Michelle Obama Law 6
## 84 Mike Kim Law 7
## 85 Evan Ratliff Law 8
## 86 Michelle Obama Law 11
## 87 Editors of Nolo Law 4
## 88 Julie Yip-Williams Law 8
## 89 Law School Admission Council Law 9
## 90 Ruth Bader Ginsburg Law 5
## 91 Ben Shapiro Law 7
## 92 Irin Carmon Law 7
## 93 Bethany McLean Law 7
## 94 Test Prep Books Military Team Law 7
## 95 Ruth Bader Ginsburg Law 5
## 96 Ron Stallworth Law 4
## 97 Aleksandr Solzhenitsyn Law 8
## 98 Michelle Obama Law 11
## 99 Arthur Conan Doyle Law 7
## 100 Evan Ratliff Law 8
## 101 Steven Konkoly Literature & Fiction 11
## 102 Camille Pag\xe1n Literature & Fiction 8
## 103 Kristin Fields Literature & Fiction 2
## 104 Ray Kingfisher Literature & Fiction 6
## 105 Adriana Locke Literature & Fiction 6
## 106 Delia Owens Literature & Fiction 10
## 107 R.R. Banks Literature & Fiction 3
## 108 Glendy Vanderah Literature & Fiction 9
## 109 Julianne MacLean Literature & Fiction 5
## 110 Margaret Atwood Literature & Fiction 3
## 111 Delia Owens Literature & Fiction 10
## 112 Rachel Caine Literature & Fiction 7
## 113 Jane Healey Literature & Fiction 9
## 114 Douglas Preston Literature & Fiction 5
## 115 Amy Harmon Literature & Fiction 10
## 116 Tessa Afshar Literature & Fiction 9
## 117 Mark Sullivan Literature & Fiction 10
## 118 Sejal Badani Literature & Fiction 10
## 119 Tracey Garvis Graves Literature & Fiction 8
## 120 J.K. Rowling Literature & Fiction 10
## 121 Delia Owens Literature & Fiction 10
## 122 Jessica Peterson Literature & Fiction 10
## 123 Nicholas Sparks Literature & Fiction 9
## 124 Rhys Bowen Literature & Fiction 6
## 125 Aubrey Wright Literature & Fiction 10
## 126 Robert Galbraith Literature & Fiction 7
## 127 Lucinda Berry Literature & Fiction 3
## 128 Dolores Redondo Literature & Fiction 8
## 129 Patrick Lee Literature & Fiction 7
## 130 Barry Eisler Literature & Fiction 6
## 131 Sue Grafton Literature & Fiction 5
## 132 Pippa Grant Literature & Fiction 10
## 133 Christa Allan Literature & Fiction 6
## 134 Mary Ellen Taylor Literature & Fiction 8
## 135 Marc Levy Literature & Fiction 7
## 136 Rhys Bowen Literature & Fiction 4
## 137 T L Swan Literature & Fiction 10
## 138 Dennis Lehane Literature & Fiction 1
## 139 Glynis Peters Literature & Fiction 7
## 140 Robert Dugoni Literature & Fiction 6
## 141 Cynthia Freeman Literature & Fiction 2
## 142 Soraya M. Lane Literature & Fiction 6
## 143 A.G. Riddle Literature & Fiction 11
## 144 Ken Follett Literature & Fiction 3
## 145 Lee Child Literature & Fiction 13
## 146 Carolyn Brown Literature & Fiction 6
## 147 C.J. Petit Literature & Fiction 9
## 148 Michelle Heard Literature & Fiction 6
## 149 Katy Kaylee Literature & Fiction 7
## 150 Mary Alice Monroe Literature & Fiction 8
## 151 Rachel Hollis Religion 13
## 152 Tessa Afshar Religion 9
## 153 Rachel Hollis Religion 13
## 154 Rachel Hollis Religion 9
## 155 Hal Elrod Religion 8
## 156 Rachel Hollis Religion 9
## 157 Cynthia Freeman Religion 2
## 158 Marie Kondo Religion 6
## 159 Gary Chapman Religion 10
## 160 Pam Jenoff Religion 5
## 161 Heather Morris Religion 8
## 162 Chip Gaines Religion 9
## 163 Mary Jane Hathaway Religion 9
## 164 Lysa TerKeurst Religion 10
## 165 Frank Minirth Religion 4
## 166 Don Miguel Ruiz Religion 8
## 167 Dave Ramsey Religion 9
## 168 Kathie Lee Gifford Religion 9
## 169 Rachel Hauck Religion 7
## 170 Heather Morris Religion 8
## 171 Gary Chapman Religion 10
## 172 Rachel Hollis Religion 9
## 173 Marie Kondo Religion 6
## 174 Eckhart Tolle Religion 8
## 175 Heather Morris Religion 8
## 176 Rachel Hollis Religion 13
## 177 Beth K. Vogt Religion 8
## 178 Christy Barritt Religion 10
## 179 Dave Ramsey Religion 9
## 180 don Miguel Ruiz Religion 8
## 181 Ron Hall Religion 10
## 182 Topics Media Group Religion 7
## 183 Lynette Eason Religion 8
## 184 Matthew Paul Turner Religion 11
## 185 Paulo Coelho Religion 5
## 186 Gary Chapman Religion 10
## 187 Joseph Powell Religion 5
## 188 Lysa TerKeurst Religion 10
## 189 Sarah Young Religion 11
## 190 Charlotte Hubbard Religion 8
## 191 Pim van Lommel Religion 7
## 192 Bren\xe9 Brown Religion 8
## 193 Pam Jenoff Religion 5
## 194 Paulo Coelho Religion 8
## 195 Ken Pratt Religion 5
## 196 Dr. Joe Dispenza Religion 10
## 197 Michael Pollan Religion 8
## 198 Eckhart Tolle Religion 8
## 199 Dalai Lama Religion 6
## 200 Marie Kondo Religion 8
## 201 Kevin Simler Science & Math 3
## 202 Jordan B. Peterson Science & Math 8
## 203 Yuval Noah Harari Science & Math 7
## 204 David Wallace-Wells Science & Math 7
## 205 Frans de Waal Science & Math 12
## 206 Yuval Noah Harari Science & Math 7
## 207 Daniel Kahneman Science & Math 7
## 208 Michael Lewis Science & Math 4
## 209 David Wallace-Wells Science & Math 7
## 210 Pim van Lommel Science & Math 7
## 211 Timothy Egan Science & Math 7
## 212 Vani Hari Science & Math 11
## 213 Alan Alda Science & Math 6
## 214 Yuval Noah Harari Science & Math 7
## 215 Dr. Steven R Gundry M.D. Science & Math 3
## 216 Cal Newport Science & Math 7
## 217 Richard H. Thaler Science & Math 6
## 218 Jordan B. Peterson Science & Math 8
## 219 Daniel Kahneman Science & Math 7
## 220 Malcolm Gladwell Science & Math 8
## 221 Tish Rabe Science & Math 9
## 222 Neil deGrasse Tyson Science & Math 8
## 223 Michael A. Singer Science & Math 9
## 224 Mark Miodownik Science & Math 7
## 225 David Wallace-Wells Science & Math 7
## 226 Michael A. Singer Science & Math 9
## 227 Yuval Noah Harari Science & Math 6
## 228 Charles Duhigg Science & Math 7
## 229 Angela Duckworth Science & Math 7
## 230 Henry David Thoreau Science & Math 4
## 231 Frans de Waal Science & Math 12
## 232 Daniel J. Siegel Science & Math 8
## 233 Bessel Van der Kolk MD Science & Math 10
## 234 Neil deGrasse Tyson Science & Math 8
## 235 Adam Higginbotham Science & Math 8
## 236 Cal Newport Science & Math 7
## 237 DeVon Franklin Science & Math 7
## 238 Angela Duckworth Science & Math 7
## 239 Jancis Robinson Science & Math 9
## 240 Robert M. Hazen Science & Math 9
## 241 Matthew Walker PhD Science & Math 9
## 242 Amir Levine Science & Math 9
## 243 Susan Cain Science & Math 7
## 244 Robert B. Cialdini Science & Math 7
## 245 Matthew Walker PhD Science & Math 9
## 246 Amir Levine Science & Math 9
## 247 Neil de Grasse Tyson Science & Math 8
## 248 Adam Higginbotham Science & Math 8
## 249 Brian Christian Science & Math 7
## 250 Rachel Ignotofsky Science & Math 8
## number of ratings type price
## 1 16 Kindle Edition 64
## 2 459 Kindle Edition 13
## 3 53 Kindle Edition 4
## 4 192 Audible Audiobook 1
## 5 2597 Audible Audiobook 1
## 6 5630 Audible Audiobook 1
## 7 269 Kindle Edition 64
## 8 630 Kindle Edition 4
## 9 192 Hardcover 48
## 10 19 Hardcover 45
## 11 192 Kindle Edition 32
## 12 1236 Kindle Edition 86
## 13 197 Kindle Edition 4
## 14 19 Kindle Edition 32
## 15 1351 Kindle Edition 13
## 16 5630 Paperback 26
## 17 525 Paperback 58
## 18 136 Kindle Edition 86
## 19 NA Hardcover 53
## 20 19 Audible Audiobook 1
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## 24 17 Hardcover 50
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## 29 28 Kindle Edition 3
## 30 1310 Kindle Edition 54
## 31 1410 Kindle Edition 86
## 32 121 Audible Audiobook 1
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## 104 8 Kindle Edition 64
## 105 261 Kindle Edition 63
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## 148 223 Kindle Edition 3
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## 151 NA Hardcover 32
## 152 107 Audible Audiobook 1
## 153 NA Audible Audiobook 1
## 154 9513 Audible Audiobook 1
## 155 3460 Kindle Edition 85
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## 157 53 Kindle Edition 4
## 158 13958 Hardcover 82
## 159 14160 Paperback 80
## 160 238 Kindle Edition 86
## 161 1291 Kindle Edition 13
## 162 1070 Kindle Edition 86
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## 164 431 Hardcover 32
## 165 24 Kindle Edition 3
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## 167 6227 Audible Audiobook 1
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## 169 684 Kindle Edition 73
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## 184 136 Hardcover 75
## 185 443 Kindle Edition 20
## 186 14160 Kindle Edition 70
## 187 47 Kindle Edition 3
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## 190 66 Kindle Edition 3
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## 192 3953 Paperback 11
## 193 238 Paperback 5
## 194 12311 Audible Audiobook 1
## 195 271 Kindle Edition 3
## 196 686 Audible Audiobook 1
## 197 392 Audible Audiobook 1
## 198 4124 Audible Audiobook 1
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## 200 1154 Hardcover 23
## 201 62 Audible Audiobook 1
## 202 4601 Audible Audiobook 1
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## 204 25 Hardcover 40
## 205 3 Hardcover 49
## 206 5630 Paperback 26
## 207 3080 Audible Audiobook 1
## 208 1389 Kindle Edition 81
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## 213 210 Kindle Edition 86
## 214 5630 Kindle Edition 32
## 215 40 Paperback 17
## 216 63 Audible Audiobook 1
## 217 410 Kindle Edition 7
## 218 192 Paperback 62
## 219 3080 Paperback 79
## 220 5152 Audible Audiobook 1
## 221 804 Hardcover 69
## 222 3800 Audible Audiobook 1
## 223 4888 Audible Audiobook 1
## 224 596 Kindle Edition 86
## 225 25 Audible Audiobook 1
## 226 4888 Paperback 38
## 227 1363 Audible Audiobook 1
## 228 4843 Paperback 21
## 229 1150 Paperback 83
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## 231 3 Kindle Edition 31
## 232 430 Paperback 9
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## 238 1150 Audible Audiobook 1
## 239 109 Kindle Edition 63
## 240 187 Kindle Edition 54
## 241 478 Paperback 12
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## 244 2073 Audible Audiobook 1
## 245 478 Audible Audiobook 1
## 246 1061 Paperback 8
## 247 3800 Kindle Edition 86
## 248 31 Hardcover 47
## 249 289 Audible Audiobook 1
## 250 581 Hardcover 12books.data.summary <- books.data %>% group_by(genre) %>%
summarise(
average.rating = mean(rating),
average.price = mean(price)
)
books.data.summary## # A tibble: 5 x 3
## genre average.rating average.price
## <fct> <dbl> <dbl>
## 1 History 7.7 34.9
## 2 Law 8.38 30.1
## 3 Literature & Fiction 7.24 38.5
## 4 Religion 8.24 25.5
## 5 Science & Math 7.56 29.3