Split (1)

train · 3.05k rows

rank int64 1 3.05k	percentile_rank float64 0 100	book_id int64 11 235M	title stringlengths 1 166	author stringlengths 4 27	rating float64 0 4.93	rating_category stringclasses 4 values	rating_tier stringclasses 10 values	is_high_rated bool 2 classes	title_length int64 1 166	title_complexity stringclasses 4 values	word_count int64 1 29	author_count int64 1 1	author_name_length int64 4 27	has_series_info bool 2 classes	series_number float64 0 146 ⌀	title_type stringclasses 4 values	has_subtitle bool 2 classes	has_middle_name bool 2 classes	estimated_popularity stringclasses 5 values
101	3.3	18,527,497	The Brightest Night (Wings of Fire, #5)	Tui T. Sutherland	4.53	Excellent	Tier_10	true	39	Moderate	7	1	17	true	5	Series	false	true	High
102	3.3	11,706,669	The First Law Trilogy	Joe Abercrombie	4.53	Excellent	Tier_10	true	21	Moderate	4	1	15	false	null	Standard	false	false	High
103	3.4	108,428	Are Prisons Obsolete?	Angela Y. Davis	4.52	Excellent	Tier_10	true	21	Moderate	3	1	15	false	null	Standard	false	true	High
104	3.4	17,886	Fyodor Dostoyevsky's Crime and Punishment	John D. Simons	4.52	Excellent	Tier_10	true	41	Complex	5	1	14	false	null	Standard	false	true	High
105	3.4	25,740,919	Half-Blood (Ilyon Chronicles #0.5)	Jaye L. Knight	4.52	Excellent	Tier_10	true	34	Moderate	4	1	14	false	0	Standard	false	true	High
106	3.5	13,184,992	Rock Chick Regret (Rock Chick, #7)	Kristen Ashley	4.52	Excellent	Tier_10	true	34	Moderate	6	1	14	true	7	Series	false	false	High
107	3.5	148,964,801	Sidewinder (Rachel Hatch #11)	L.T. Ryan	4.52	Excellent	Tier_10	true	29	Moderate	4	1	9	true	11	Series	false	false	High
108	3.5	8,447,255	The Crippled God (Malazan Book of the Fallen, #10)	Steven Erikson	4.52	Excellent	Tier_10	true	50	Complex	9	1	14	true	10	Series	false	false	High
109	3.6	186,074	The Name of the Wind (The Kingkiller Chronicle, #1)	Patrick Rothfuss	4.52	Excellent	Tier_10	true	51	Complex	9	1	16	true	1	Series	false	false	High
110	3.6	17,465,709	Braiding Sweetgrass: Indigenous Wisdom, Scientific Knowledge, and the Teachings of Plants	Robin Wall Kimmerer	4.51	Excellent	Tier_10	true	89	Very Complex	11	1	19	false	null	Subtitle	true	true	High
111	3.6	39,926,005	Heartsong (Green Creek, #3)	T.J. Klune	4.51	Excellent	Tier_10	true	27	Moderate	4	1	10	true	3	Series	false	false	High
112	3.7	28,476,490	How an iPhone Made Me the Youngest Billionaairee	K SARAFF	4.51	Excellent	Tier_10	true	48	Complex	8	1	8	false	null	Standard	false	false	High
113	3.7	732,139	Nausicaä of the Valley of the Wind, Vol. 2	Hayao Miyazaki	4.51	Excellent	Tier_10	true	42	Complex	9	1	14	false	null	Standard	false	false	High
114	3.7	14,904	Pride and Prejudice, Mansfield Park, Persuasion	Jane Austen	4.51	Excellent	Tier_10	true	47	Complex	6	1	11	false	null	Standard	false	false	High
115	3.8	11,422	Redeeming Love	Francine Rivers	4.51	Excellent	Tier_10	true	14	Simple	2	1	16	false	null	Standard	false	false	High
116	3.8	59,235,511	The Ascension of Mary	William West	4.51	Excellent	Tier_10	true	21	Moderate	4	1	13	false	null	Standard	false	false	High
117	3.8	33,253,215	The Heart's Invisible Furies	John Boyne	4.51	Excellent	Tier_10	true	28	Moderate	4	1	10	false	null	Standard	false	false	High
118	3.9	60,425,483	The Monarch's Ring (The Lost Artefacts, #2)	Johnathon Nicolaou	4.51	Excellent	Tier_10	true	43	Complex	7	1	18	true	2	Series	false	false	High
119	3.9	35,400,826	The Wrath of Truth (The Wages of Sin, #2)	L.E. Parker	4.51	Excellent	Tier_10	true	41	Complex	9	1	12	true	2	Series	false	false	High
120	3.9	12,356,963	Μικρό βιβλίο για μεγάλα όνειρα	Tasos Leivaditis	4.51	Excellent	Tier_10	true	30	Moderate	5	1	16	false	null	Standard	false	false	High
121	4	24,379,960	Chasing the Scream: The First and Last Days of the War on Drugs	Johann Hari	4.5	Excellent	Tier_10	true	63	Very Complex	13	1	11	false	null	Subtitle	true	false	High
122	4	4,947,464	Complete Works of Arthur Conan Doyle	Arthur Conan Doyle	4.5	Excellent	Tier_10	true	36	Moderate	6	1	18	false	null	Standard	false	true	High
123	4	29,226,553	Dark Age (Red Rising Saga, #5)	Pierce Brown	4.5	Excellent	Tier_10	true	30	Moderate	6	1	12	true	5	Series	false	false	High
124	4.1	58,613,451	Harry Potter and the Order of the Phoenix (Harry Potter, #5)	J.K. Rowling	4.5	Excellent	Tier_10	true	60	Complex	11	1	12	true	5	Series	false	false	High
125	4.1	15,746,178	He Whistles for the Cricket	Gwen Walker	4.5	Excellent	Tier_10	true	27	Moderate	5	1	11	false	null	Standard	false	false	High
126	4.1	58,438,630	In the Blood (Terminal List, #5)	Jack Carr	4.5	Excellent	Tier_10	true	32	Moderate	6	1	9	true	5	Series	false	false	High
127	4.2	50,281,680	Murder in the Coven: Maya's Magical Adventures continue	Malcolm McCoard	4.5	Excellent	Tier_10	true	55	Complex	8	1	15	false	null	Subtitle	true	false	High
128	4.2	29,762,076	Mutantupproret 99,4% DNA	Martin J. Sallberg	4.5	Excellent	Tier_10	true	24	Moderate	3	1	18	false	null	Standard	false	true	High
129	4.2	19,571,104	Rebirth (The Keeper, #3)	O.L. Ramos	4.5	Excellent	Tier_10	true	24	Moderate	4	1	10	true	3	Series	false	false	High
130	4.3	23,524,878	Ruin (The Faithful and the Fallen, #3)	John Gwynne	4.5	Excellent	Tier_10	true	38	Moderate	7	1	11	true	3	Series	false	false	High
131	4.3	37,751,162	The Amazon Legacy	Zenay Bekele Ben-Yochanan	4.5	Excellent	Tier_10	true	17	Simple	3	1	25	false	null	Standard	false	true	High
132	4.3	230,938,064	The Dumb Dumb's Handbook: To Twin Flame Relationships	A.R. Merrydew	4.5	Excellent	Tier_10	true	53	Complex	8	1	13	false	null	Subtitle	true	false	High
133	4.4	34,452,792	The Last Herald-Mage (Valdemar: The Last Herald-Mage #1-3)	Mercedes Lackey	4.5	Excellent	Tier_10	true	58	Complex	8	1	15	false	1	Subtitle	true	false	High
134	4.4	55,734	The Mysteries of Harris Burdick	Chris Van Allsburg	4.5	Excellent	Tier_10	true	31	Moderate	5	1	18	false	null	Standard	false	true	High
135	4.4	36,316,617	The Red Prince (1 Book 3)	Stephen Lucas Lacroix	4.5	Excellent	Tier_10	true	25	Moderate	6	1	21	false	null	Standard	false	true	High
136	4.5	35,892,215	The Son of Saint Death	Derek Weisman	4.5	Excellent	Tier_10	true	22	Moderate	5	1	13	false	null	Standard	false	false	High
137	4.5	21,808,422	The Unity Tree: A Whimsical Muse on Cosmic Consciousness	Jennifer Sodini	4.5	Excellent	Tier_10	true	56	Complex	9	1	15	false	null	Subtitle	true	false	High
138	4.5	778,334	The g Factor: The Science of Mental Ability (Human Evolution, Behavior, and Intelligence)	Arthur R. Jensen	4.5	Excellent	Tier_10	true	89	Very Complex	13	1	16	false	null	Subtitle	true	true	High
139	4.6	40,919,465	Warp	Natalie Lynn Harrison	4.5	Excellent	Tier_10	true	4	Simple	1	1	21	false	null	Standard	false	true	High
140	4.6	4,506,722	A Little Touch of Drama (Ukrainian Classics in Translation, 1)	Valerian Pidmohylny	4.49	Excellent	Tier_10	true	62	Very Complex	10	1	19	false	null	Standard	false	false	High
141	4.6	158,420	Alcoholics Anonymous	Alcoholics Anonymous	4.49	Excellent	Tier_10	true	20	Simple	2	1	20	false	null	Standard	false	false	High
142	4.7	20,696,006	Being Mortal: Medicine and What Matters in the End	Atul Gawande	4.49	Excellent	Tier_10	true	50	Complex	9	1	12	false	null	Subtitle	true	false	High
143	4.7	29,780,253	Born a Crime: Stories From a South African Childhood	Trevor Noah	4.49	Excellent	Tier_10	true	52	Complex	9	1	11	false	null	Subtitle	true	false	High
144	4.7	56,791,389	Dungeon Crawler Carl (Dungeon Crawler Carl, #1)	Matt Dinniman	4.49	Excellent	Tier_10	true	47	Complex	7	1	13	true	1	Series	false	false	High
145	4.8	45,108	Fool's Fate (Tawny Man, #3)	Robin Hobb	4.49	Excellent	Tier_10	true	27	Moderate	5	1	10	true	3	Series	false	false	High
146	4.8	21,425,079	Golden Son (Red Rising Saga, #2)	Pierce Brown	4.49	Excellent	Tier_10	true	32	Moderate	6	1	12	true	2	Series	false	false	High
147	4.8	24,611,623	In Order to Live: A North Korean Girl's Journey to Freedom	Yeonmi Park	4.49	Excellent	Tier_10	true	58	Complex	11	1	11	false	null	Subtitle	true	false	High
148	4.9	11,566	The Green Mile	Stephen King	4.49	Excellent	Tier_10	true	14	Simple	3	1	19	false	null	Standard	false	false	High
149	4.9	362,413	The Road to Mecca	Muhammad Asad	4.49	Excellent	Tier_10	true	17	Simple	4	1	13	false	null	Standard	false	false	High
150	4.9	36,621,586	The Winter of the Witch (The Winternight Trilogy, #3)	Katherine Arden	4.49	Excellent	Tier_10	true	53	Complex	9	1	15	true	3	Series	false	false	High
151	5	34,951,137	The Witcher Boxed Set (The Witcher, #1-3)	Andrzej Sapkowski	4.49	Excellent	Tier_10	true	41	Complex	7	1	17	false	1	Standard	false	false	High
152	5	20,897,799	Appaloosa Rising: Or, the Legend of the Cowboy Buddha	Gino Sky	4.48	Excellent	Tier_10	true	53	Complex	9	1	8	false	null	Subtitle	true	false	High
153	5	1,262,461	Drenai Tales: Volume Three (Drenai Tales, #7-9)	David Gemmell	4.48	Excellent	Tier_10	true	47	Complex	7	1	13	false	7	Subtitle	true	false	High
154	5.1	694,321	Heavy Sand	Anatoli Rybakov	4.48	Excellent	Tier_10	true	10	Simple	2	1	15	false	null	Standard	false	false	High
155	5.1	873,890	Louis de Bernières Box Set of 3 books: The War of Don Emmanuel's Nether Parts / Señor Vivo and the Coca Lord / The Troublesome Offspring of Cardinal Guzmán	Louis Berniéres	4.48	Excellent	Tier_10	true	155	Very Complex	29	1	15	false	null	Subtitle	true	false	High
156	5.1	929,782	Martin Eden	Jack London	4.48	Excellent	Tier_10	true	11	Simple	2	1	11	false	null	Standard	false	false	High
157	5.2	28,469,207	Monique	Fox Emerson	4.48	Excellent	Tier_10	true	7	Simple	1	1	11	false	null	Standard	false	false	High
158	5.2	20,317,262	Status of Women in Islam	Yusuf Al-Hajj Ahmad	4.48	Excellent	Tier_10	true	24	Moderate	5	1	19	false	null	Standard	false	true	High
159	5.2	569,564	The Complete Works	William Shakespeare	4.48	Excellent	Tier_10	true	18	Simple	3	1	19	false	null	Standard	false	false	High
160	5.3	23,947,089	The Lost Metal (Mistborn, #7)	Brandon Sanderson	4.48	Excellent	Tier_10	true	29	Moderate	5	1	17	true	7	Series	false	false	High
161	5.3	48,717,744	The Tower of Nero (The Trials of Apollo, #5)	Rick Riordan	4.48	Excellent	Tier_10	true	44	Complex	9	1	12	true	5	Series	false	false	High
162	5.3	18,045	The World of Jeeves (Jeeves, #2-4)	P.G. Wodehouse	4.48	Excellent	Tier_10	true	34	Moderate	6	1	14	false	2	Standard	false	false	High
163	5.4	8,269,450	Darkest Powers Trilogy (Darkest Powers, #1-3)	Kelley Armstrong	4.47	Excellent	Tier_10	true	45	Complex	6	1	16	false	1	Standard	false	false	High
164	5.4	13,615	Death Note, Vol. 1: Boredom (Death Note, #1)	Tsugumi Ohba	4.47	Excellent	Tier_10	true	44	Complex	8	1	12	true	1	Series_Subtitle	true	false	High
165	5.4	177,246	Room on the Broom	Julia Donaldson	4.47	Excellent	Tier_10	true	17	Simple	4	1	15	false	null	Standard	false	false	High
166	5.5	3,581	Sherlock Holmes: The Complete Novels and Stories, Volume I	Arthur Conan Doyle	4.47	Excellent	Tier_10	true	58	Complex	9	1	18	false	null	Subtitle	true	true	High
167	5.5	36,642,458	Skyward (Skyward, #1)	Brandon Sanderson	4.47	Excellent	Tier_10	true	21	Moderate	3	1	17	true	1	Series	false	false	High
168	5.5	5,488	The Cairo Trilogy: Palace Walk, Palace of Desire, Sugar Street (The Cairo Trilogy #1-3)	Naguib Mahfouz	4.47	Excellent	Tier_10	true	87	Very Complex	14	1	14	false	1	Subtitle	true	false	High
169	5.6	49,017,036	The Cruel Prince / The Wicked King / The Queen of Nothing (The Folk of the Air, #1-3)	Holly Black	4.47	Excellent	Tier_10	true	85	Very Complex	18	1	11	false	1	Standard	false	false	High
170	5.6	34,571,302	The Eye of Verishten	K.E. Barron	4.47	Excellent	Tier_10	true	20	Simple	4	1	11	false	null	Standard	false	false	High
171	5.6	4,667,024	The Help	Kathryn Stockett	4.47	Excellent	Tier_10	true	8	Simple	2	1	16	false	null	Standard	false	false	High
172	5.6	12,127,750	The Mark of Athena (The Heroes of Olympus, #3)	Rick Riordan	4.47	Excellent	Tier_10	true	46	Complex	9	1	12	true	3	Series	false	false	High
173	5.7	703,017	The Vision and the Voice: With Commentary and Other Papers (Equinox IV:2)	Aleister Crowley	4.47	Excellent	Tier_10	true	73	Very Complex	12	1	16	false	null	Subtitle	true	false	High
174	5.7	360,464	To Lie with Lions (The House of Niccolò, #6)	Dorothy Dunnett	4.47	Excellent	Tier_10	true	44	Complex	9	1	15	true	6	Series	false	false	High
175	5.7	6,092,250	الإسلام بين الشرق والغرب	Alija Izetbegović	4.47	Excellent	Tier_10	true	24	Moderate	4	1	17	false	null	Standard	false	false	High
176	5.8	23,766,634	A Court of Wings and Ruin (A Court of Thorns and Roses, #3)	Sarah J. Maas	4.46	Excellent	Tier_10	true	59	Complex	13	1	13	true	3	Series	false	true	High
177	5.8	38,822,883	My Summer in St. Ives	Don Barr	4.46	Excellent	Tier_10	true	21	Moderate	5	1	8	false	null	Standard	false	false	High
178	5.8	40,604,846	Nothing to Envy: Ordinary Lives in North Korea	Barbara Demick	4.46	Excellent	Tier_10	true	46	Complex	8	1	14	false	null	Subtitle	true	false	High
179	5.9	106,393	The Coldest Winter Ever (The Coldest Winter Ever, #1)	Sister Souljah	4.46	Excellent	Tier_10	true	53	Complex	9	1	14	true	1	Series	false	false	High
180	5.9	8,069,828	The Crimson Crown (Seven Realms, #4)	Cinda Williams Chima	4.46	Excellent	Tier_10	true	36	Moderate	6	1	20	true	4	Series	false	true	High
181	5.9	60,583,047	The Husky and His White Cat Shizun: Erha He Ta De Bai Mao Shizun (Novel) Vol. 1	Rou Bao Bu Chi Rou	4.46	Excellent	Tier_10	true	79	Very Complex	17	1	18	false	null	Subtitle	true	true	High
182	6	44,186	The Monster at the End of this Book	Jon Stone	4.46	Excellent	Tier_10	true	35	Moderate	8	1	9	false	null	Standard	false	false	High
183	6	35,272,885	The Salamander's Smile (Three Wells of the Sea, #2)	Terry Madden	4.46	Excellent	Tier_10	true	51	Complex	9	1	13	true	2	Series	false	false	High
184	6	6,139,020	The Study Series Bundle (Study, #1-3)	Maria V. Snyder	4.46	Excellent	Tier_10	true	37	Moderate	6	1	15	false	1	Standard	false	true	High
185	6.1	13,496	A Game of Thrones (A Song of Ice and Fire, #1)	George R.R. Martin	4.45	Excellent	Tier_10	true	46	Complex	11	1	18	true	1	Series	false	true	High
186	6.1	128,029	A Thousand Splendid Suns	Khaled Hosseini	4.45	Excellent	Tier_10	true	24	Moderate	4	1	15	false	null	Standard	false	false	High
187	6.1	49,617,123	A Very Medoran Kaldoras (The Medoran Chronicles, #5.1)	Lynette Noni	4.45	Excellent	Tier_10	true	54	Complex	8	1	12	false	5	Standard	false	false	High
188	6.2	146,943,294	Binding 13 (Boys of Tommen, #1)	Chloe Walsh	4.45	Excellent	Tier_10	true	31	Moderate	6	1	11	true	1	Series	false	false	High
189	6.2	30,123,107	Flash	Alex Hoagland	4.45	Excellent	Tier_10	true	5	Simple	1	1	13	false	null	Standard	false	false	High
190	6.2	44,778,083	House of Earth and Blood (Crescent City, #1)	Sarah J. Maas	4.45	Excellent	Tier_10	true	44	Complex	8	1	13	true	1	Series	false	true	High
191	6.3	56,545,030	I Came Upon a Lighthouse: A Short Memoir Of Life With Ratan Tata	Shantanu Naidu	4.45	Excellent	Tier_10	true	64	Very Complex	13	1	14	false	null	Subtitle	true	false	High
192	6.3	18,769	I, Claudius/Claudius the God	Robert Graves	4.45	Excellent	Tier_10	true	28	Moderate	4	1	13	false	null	Standard	false	false	High
193	6.3	13,363,270	Just One Drop (The Grey Wolves, #3)	Quinn Loftis	4.45	Excellent	Tier_10	true	35	Moderate	7	1	12	true	3	Series	false	false	High
194	6.4	59,661,342	Mother of Learning: ARC 1	Domagoj Kurmaić	4.45	Excellent	Tier_10	true	25	Moderate	5	1	15	false	null	Subtitle	true	false	High
195	6.4	112,080	Queens' Play (The Lymond Chronicles, #2)	Dorothy Dunnett	4.45	Excellent	Tier_10	true	40	Moderate	6	1	15	true	2	Series	false	false	High
196	6.4	50,882,394	The Blood Traitor (The Prison Healer, #3)	Lynette Noni	4.45	Excellent	Tier_10	true	41	Complex	7	1	12	true	3	Series	false	false	High
197	6.5	34,927,828	The Great Alone	Kristin Hannah	4.45	Excellent	Tier_10	true	15	Simple	3	1	14	false	null	Standard	false	false	High
198	6.5	233,712	The PreHistory of The Far Side: A 10th Anniversary Exhibit	Gary Larson	4.45	Excellent	Tier_10	true	58	Complex	10	1	11	false	null	Subtitle	true	false	High
199	6.5	39,280,558	The Remarkable Journey of Coyote Sunrise (Coyote Sunrise #1)	Dan Gemeinhart	4.45	Excellent	Tier_10	true	60	Complex	9	1	14	true	1	Series	false	false	High
200	6.6	56,728	You Are Special (Wemmicksville, #1)	Max Lucado	4.45	Excellent	Tier_10	true	35	Moderate	5	1	10	true	1	Series	false	false	High

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