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
1,801	59.1	31,423,133	Make Your Bed: Little Things That Can Change Your Life...and Maybe the World	William H. McRaven	4.01	Excellent	Tier_4	true	76	Very Complex	13	1	18	false	null	Subtitle	true	true	Below Average
1,802	59.2	4,137	Me Talk Pretty One Day	David Sedaris	4.01	Excellent	Tier_4	true	22	Moderate	5	1	13	false	null	Standard	false	false	Below Average
1,803	59.2	18,114,060	Missing You	Harlan Coben	4.01	Excellent	Tier_4	true	11	Simple	2	1	12	false	null	Standard	false	false	Below Average
1,804	59.2	7,402,393	Nightshade (Nightshade, #1; Nightshade World, #4)	Andrea Cremer	4.01	Excellent	Tier_4	true	49	Complex	6	1	13	true	1	Series	false	false	Below Average
1,805	59.3	43,263,680	Ninth House (Alex Stern, #1)	Leigh Bardugo	4.01	Excellent	Tier_4	true	28	Moderate	5	1	13	true	1	Series	false	false	Below Average
1,806	59.3	12,926,132	Palace of Stone (Princess Academy, #2)	Shannon Hale	4.01	Excellent	Tier_4	true	38	Moderate	6	1	12	true	2	Series	false	false	Below Average
1,807	59.3	77,395	Rainbow Valley (Anne of Green Gables, #7)	L.M. Montgomery	4.01	Excellent	Tier_4	true	41	Complex	7	1	15	true	7	Series	false	false	Below Average
1,808	59.4	6,361,885	Red Bones (Shetland, #3)	Ann Cleeves	4.01	Excellent	Tier_4	true	24	Moderate	4	1	11	true	3	Series	false	false	Below Average
1,809	59.4	212,509,663	Risen (The Boy in the Iron Box, #4)	Guillermo del Toro	4.01	Excellent	Tier_4	true	35	Moderate	8	1	18	true	4	Series	false	true	Below Average
1,810	59.4	114,162	Secrets of a Summer Night (Wallflowers, #1)	Lisa Kleypas	4.01	Excellent	Tier_4	true	43	Complex	7	1	12	true	1	Series	false	false	Below Average
1,811	59.5	18,045,891	Sharp Objects	Gillian Flynn	4.01	Excellent	Tier_4	true	13	Simple	2	1	13	false	null	Standard	false	false	Below Average
1,812	59.5	93,947	Simple Genius (Sean King & Michelle Maxwell, #3)	David Baldacci	4.01	Excellent	Tier_4	true	48	Complex	8	1	14	true	3	Series	false	false	Below Average
1,813	59.5	376,580	Songs My Mother Taught Me	Marlon Brando	4.01	Excellent	Tier_4	true	25	Moderate	5	1	13	false	null	Standard	false	false	Below Average
1,814	59.6	460,069	Standing in the Light: The Captive Diary of Catharine Carey Logan, Delaware Valley, Pennsylvania, 1763	Mary Pope Osborne	4.01	Excellent	Tier_4	true	102	Very Complex	15	1	17	false	null	Subtitle	true	true	Below Average
1,815	59.6	15,796,897	Swallows and Amazons (Swallows and Amazons, #1)	Arthur Ransome	4.01	Excellent	Tier_4	true	47	Complex	7	1	14	true	1	Series	false	false	Below Average
1,816	59.6	30,868	The Bean Trees (Greer Family, #1)	Barbara Kingsolver	4.01	Excellent	Tier_4	true	33	Moderate	6	1	18	true	1	Series	false	false	Below Average
1,817	59.7	53,387,949	The Burning Girls	C.J. Tudor	4.01	Excellent	Tier_4	true	17	Simple	3	1	10	false	null	Standard	false	false	Below Average
1,818	59.7	10,822,858	The Keeper of Lost Causes (Department Q, #1)	Jussi Adler-Olsen	4.01	Excellent	Tier_4	true	44	Complex	8	1	17	true	1	Series	false	false	Below Average
1,819	59.7	84,369	The Last Battle (Chronicles of Narnia, #7)	C.S. Lewis	4.01	Excellent	Tier_4	true	42	Complex	7	1	10	true	7	Series	false	false	Below Average
1,820	59.8	36,626,748	The Last Time I Lied	Riley Sager	4.01	Excellent	Tier_4	true	20	Simple	5	1	11	false	null	Standard	false	false	Below Average
1,821	59.8	18,185	The Pillow Book	Sei Shōnagon	4.01	Excellent	Tier_4	true	15	Simple	3	1	12	false	null	Standard	false	false	Below Average
1,822	59.8	363,421	The Pretender (Animorphs, #23)	K.A. Applegate	4.01	Excellent	Tier_4	true	30	Moderate	4	1	14	true	23	Series	false	false	Below Average
1,823	59.9	34,988	The Scions of Shannara (Heritage of Shannara, #1)	Terry Brooks	4.01	Excellent	Tier_4	true	49	Complex	8	1	12	true	1	Series	false	false	Below Average
1,824	59.9	48,757	The Tao of Pooh	Benjamin Hoff	4.01	Excellent	Tier_4	true	15	Simple	4	1	13	false	null	Standard	false	false	Below Average
1,825	59.9	43,521,657	The Ten Thousand Doors of January	Alix E. Harrow	4.01	Excellent	Tier_4	true	33	Moderate	6	1	14	false	null	Standard	false	true	Below Average
1,826	60	197,986,472	The Worst Ship in the Fleet (Dumb Luck and Dead Heroes, #1)	Skyler Ramirez	4.01	Excellent	Tier_4	true	59	Complex	12	1	14	true	1	Series	false	false	Below Average
1,827	60	1,342,657	Union Street	Pat Barker	4.01	Excellent	Tier_4	true	12	Simple	2	1	10	false	null	Standard	false	false	Below Average
1,828	60	11,438	What We Talk About When We Talk About Love	Raymond Carver	4.01	Excellent	Tier_4	true	42	Complex	9	1	14	false	null	Standard	false	false	Below Average
1,829	60.1	925	A Clean Kill in Tokyo (John Rain, #1)	Barry Eisler	3.99	Good	Tier_4	false	37	Moderate	8	1	12	true	1	Series	false	false	Below Average
1,830	60.1	252,000	A Taste of Blackberries	Doris Buchanan Smith	3.99	Good	Tier_4	false	23	Moderate	4	1	20	false	null	Standard	false	true	Below Average
1,831	60.1	373,755	Absalom, Absalom!	William Faulkner	3.99	Good	Tier_4	false	17	Simple	2	1	16	false	null	Standard	false	false	Below Average
1,832	60.2	60,671,823	Alice's Adventures in Wonderland	Lewis Carroll	3.99	Good	Tier_4	false	32	Moderate	4	1	13	false	null	Standard	false	false	Below Average
1,833	60.2	10,033	Being and Nothingness	Jean-Paul Sartre	3.99	Good	Tier_4	false	21	Moderate	3	1	16	false	null	Standard	false	false	Below Average
1,834	60.2	5,129	Brave New World	Aldous Huxley	3.99	Good	Tier_4	false	15	Simple	3	1	13	false	null	Standard	false	false	Below Average
1,835	60.3	256,124	Breach of Faith: The Fall of Richard Nixon	Theodore H. White	3.99	Good	Tier_4	false	42	Complex	8	1	17	false	null	Subtitle	true	true	Below Average
1,836	60.3	10,592	Carrie	Stephen King	3.99	Good	Tier_4	false	6	Simple	1	1	19	false	null	Standard	false	false	Below Average
1,837	60.3	27,037	Confessions	Augustine of Hippo	3.99	Good	Tier_4	false	11	Simple	1	1	18	false	null	Standard	false	true	Below Average
1,838	60.4	144,773	Contest	Matthew Reilly	3.99	Good	Tier_4	false	7	Simple	1	1	14	false	null	Standard	false	false	Below Average
1,839	60.4	249,042	Darkness Visible: A Memoir of Madness	William Styron	3.99	Good	Tier_4	false	37	Moderate	6	1	14	false	null	Subtitle	true	false	Below Average
1,840	60.4	824,734	Dinosaurs Before Dark (Magic Tree House, #1)	Mary Pope Osborne	3.99	Good	Tier_4	false	44	Complex	7	1	17	true	1	Series	false	true	Below Average
1,841	60.5	39,862,826	Dual Sword God	Shadows Finger	3.99	Good	Tier_4	false	14	Simple	3	1	14	false	null	Standard	false	false	Below Average
1,842	60.5	472,343	Duma Key	Stephen King	3.99	Good	Tier_4	false	8	Simple	2	1	19	false	null	Standard	false	false	Below Average
1,843	60.5	15,768,536	Fall From Grace (Mad World, #1)	Christine Zolendz	3.99	Good	Tier_4	false	31	Moderate	6	1	17	true	1	Series	false	false	Below Average
1,844	60.6	46,170	For Whom the Bell Tolls	Ernest Hemingway	3.99	Good	Tier_4	false	23	Moderate	5	1	16	false	null	Standard	false	false	Below Average
1,845	60.6	125,691,510	Getting It On With Gargoyles (Haven Ever After, #1)	Hazel Mack	3.99	Good	Tier_4	false	51	Complex	9	1	10	true	1	Series	false	false	Below Average
1,846	60.6	2,593,329	Granny Dan	Danielle Steel	3.99	Good	Tier_4	false	10	Simple	2	1	14	false	null	Standard	false	false	Below Average
1,847	60.7	60,099,660	If You Could See the Sun	Ann Liang	3.99	Good	Tier_4	false	24	Moderate	6	1	9	false	null	Standard	false	false	Below Average
1,848	60.7	283,494	Ironside (Modern Faerie Tales, #3)	Holly Black	3.99	Good	Tier_4	false	34	Moderate	5	1	11	true	3	Series	false	false	Below Average
1,849	60.7	9,627,755	Isla and the Happily Ever After (Anna and the French Kiss, #3)	Stephanie Perkins	3.99	Good	Tier_4	false	62	Very Complex	12	1	17	true	3	Series	false	false	Below Average
1,850	60.8	73,090	Lady Be Good (Wynette, Texas, #2)	Susan Elizabeth Phillips	3.99	Good	Tier_4	false	33	Moderate	6	1	24	true	2	Series	false	true	Below Average
1,851	60.8	99,085	Lord Brocktree (Redwall, #13)	Brian Jacques	3.99	Good	Tier_4	false	29	Moderate	4	1	13	true	13	Series	false	false	Below Average
1,852	60.8	14,504	Marjorie Morningstar	Herman Wouk	3.99	Good	Tier_4	false	20	Simple	2	1	11	false	null	Standard	false	false	Below Average
1,853	60.9	36,439,333	Matchmaking for Beginners	Maddie Dawson	3.99	Good	Tier_4	false	25	Moderate	3	1	13	false	null	Standard	false	false	Below Average
1,854	60.9	142,973	Mystique	Amanda Quick	3.99	Good	Tier_4	false	8	Simple	1	1	12	false	null	Standard	false	false	Below Average
1,855	60.9	11,297	Norwegian Wood	Haruki Murakami	3.99	Good	Tier_4	false	14	Simple	2	1	15	false	null	Standard	false	false	Below Average
1,856	61	14,995	Odd Thomas (Odd Thomas, #1)	Dean Koontz	3.99	Good	Tier_4	false	27	Moderate	5	1	11	true	1	Series	false	false	Below Average
1,857	61	20,263,040	Personal (Jack Reacher, #19)	Lee Child	3.99	Good	Tier_4	false	28	Moderate	4	1	9	true	19	Series	false	false	Below Average
1,858	61	87,640	PostSecret: Extraordinary Confessions from Ordinary Lives	Frank Warren	3.99	Good	Tier_4	false	57	Complex	6	1	12	false	null	Subtitle	true	false	Below Average
1,859	61.1	1,993,498	Raise The Titanic!	Clive Cussler	3.99	Good	Tier_4	false	18	Simple	3	1	13	false	null	Standard	false	false	Below Average
1,860	61.1	89,187	Revelation Space (Revelation Space, #1)	Alastair Reynolds	3.99	Good	Tier_4	false	39	Moderate	5	1	17	true	1	Series	false	false	Below Average
1,861	61.1	127,280,062	Ruthless Vows (Letters of Enchantment, #2)	Rebecca Ross	3.99	Good	Tier_4	false	42	Complex	6	1	14	true	2	Series	false	false	Below Average
1,862	61.1	25,734,172	Seven Brief Lessons on Physics	Carlo Rovelli	3.99	Good	Tier_4	false	30	Moderate	5	1	13	false	null	Standard	false	false	Below Average
1,863	61.2	16,300	Sleeping Murder (Miss Marple, #12)	Agatha Christie	3.99	Good	Tier_4	false	34	Moderate	5	1	15	true	12	Series	false	false	Below Average
1,864	61.2	101,635	Swords of the Legion (The Videssos Cycle, #4)	Harry Turtledove	3.99	Good	Tier_4	false	45	Complex	8	1	16	true	4	Series	false	false	Below Average
1,865	61.2	410,445	T is for Trespass (Kinsey Millhone, #20)	Sue Grafton	3.99	Good	Tier_4	false	40	Moderate	7	1	11	true	20	Series	false	false	Below Average
1,866	61.3	11,359	Tar Baby	Toni Morrison	3.99	Good	Tier_4	false	8	Simple	2	1	13	false	null	Standard	false	false	Below Average
1,867	61.3	682,745	The Basketball Diaries	Jim Carroll	3.99	Good	Tier_4	false	22	Moderate	3	1	11	false	null	Standard	false	false	Below Average
1,868	61.3	34,497	The Color of Magic (Discworld, #1; Rincewind, #1)	Terry Pratchett	3.99	Good	Tier_4	false	49	Complex	8	1	15	true	1	Series	false	false	Below Average
1,869	61.4	189,783	The Elfstones of Shannara (The Original Shannara Trilogy, #2)	Terry Brooks	3.99	Good	Tier_4	false	62	Very Complex	9	1	12	true	2	Series	false	false	Below Average
1,870	61.4	13,373,791	The Fate of the Dwarves (The Dwarves #4)	Markus Heitz	3.99	Good	Tier_4	false	40	Moderate	8	1	12	true	4	Series	false	false	Below Average
1,871	61.4	8,147	The Gift	Vladimir Nabokov	3.99	Good	Tier_4	false	8	Simple	2	1	16	false	null	Standard	false	false	Below Average
1,872	61.5	618,399	The Hunter (Parker, #1)	Richard Stark	3.99	Good	Tier_4	false	23	Moderate	4	1	13	true	1	Series	false	false	Below Average
1,873	61.5	1,933,181	The Lady Elizabeth	Alison Weir	3.99	Good	Tier_4	false	18	Simple	3	1	11	false	null	Standard	false	false	Below Average
1,874	61.5	797,165	The Lusiads	Luís de Camões	3.99	Good	Tier_4	false	11	Simple	2	1	14	false	null	Standard	false	true	Below Average
1,875	61.6	1,540	The Oedipus Cycle: Oedipus Rex, Oedipus at Colonus, Antigone	Sophocles	3.99	Good	Tier_4	false	60	Complex	9	1	9	false	null	Subtitle	true	false	Below Average
1,876	61.6	113,304	The Thief Lord	Cornelia Funke	3.99	Good	Tier_4	false	14	Simple	3	1	14	false	null	Standard	false	false	Below Average
1,877	61.6	2,536	The Year of the Death of Ricardo Reis	José Saramago	3.99	Good	Tier_4	false	37	Moderate	8	1	13	false	null	Standard	false	false	Below Average
1,878	61.7	185,908	Time Bomb (Alex Delaware, #5)	Jonathan Kellerman	3.99	Good	Tier_4	false	29	Moderate	5	1	18	true	5	Series	false	false	Below Average
1,879	61.7	17,913,223	Valor's Choice (Confederation, #1)	Tanya Huff	3.99	Good	Tier_4	false	34	Moderate	4	1	10	true	1	Series	false	false	Below Average
1,880	61.7	763,145	Wildest Hearts	Jayne Ann Krentz	3.99	Good	Tier_4	false	14	Simple	2	1	16	false	null	Standard	false	true	Below Average
1,881	61.8	55,196	A History of Warfare	John Keegan	3.98	Good	Tier_4	false	20	Simple	4	1	11	false	null	Standard	false	false	Below Average
1,882	61.8	123,263,665	A Touch of Innocence (Touch #1)	Julie Mannino	3.98	Good	Tier_4	false	31	Moderate	6	1	13	true	1	Series	false	false	Below Average
1,883	61.8	7,664,334	Amy & Roger's Epic Detour	Morgan Matson	3.98	Good	Tier_4	false	25	Moderate	5	1	13	false	null	Standard	false	false	Below Average
1,884	61.9	11,869,272	Behind the Beautiful Forevers: Life, Death, and Hope in a Mumbai Undercity	Katherine Boo	3.98	Good	Tier_4	false	74	Very Complex	12	1	13	false	null	Subtitle	true	false	Below Average
1,885	61.9	1,769,122	Das siebte Kreuz	Anna Seghers	3.98	Good	Tier_4	false	16	Simple	3	1	12	false	null	Standard	false	false	Below Average
1,886	61.9	56,674	Empire of the Sun	J.G. Ballard	3.98	Good	Tier_4	false	17	Simple	4	1	12	false	null	Standard	false	false	Below Average
1,887	62	21,326	Fables, Vol. 1: Legends in Exile	Bill Willingham	3.98	Good	Tier_4	false	32	Moderate	6	1	15	false	null	Subtitle	true	false	Below Average
1,888	62	438,072	Funeral in Berlin (Secret File #3)	Len Deighton	3.98	Good	Tier_4	false	34	Moderate	6	1	12	true	3	Series	false	false	Below Average
1,889	62	10,140,661	Gabriel's Inferno (Gabriel's Inferno, #1)	Sylvain Reynard	3.98	Good	Tier_4	false	41	Complex	5	1	15	true	1	Series	false	false	Below Average
1,890	62.1	12,612	Hegemony or Survival: America's Quest for Global Dominance	Noam Chomsky	3.98	Good	Tier_4	false	58	Complex	8	1	12	false	null	Subtitle	true	false	Below Average
1,891	62.1	61,986	Jack of Shadows	Roger Zelazny	3.98	Good	Tier_4	false	15	Simple	3	1	13	false	null	Standard	false	false	Below Average
1,892	62.1	2,477,223	Managing Oneself	Peter F. Drucker	3.98	Good	Tier_4	false	16	Simple	2	1	16	false	null	Standard	false	true	Below Average
1,893	62.2	12,439,061	Mystic (Soul Seekers, #3)	Alyson Noel	3.98	Good	Tier_4	false	25	Moderate	4	1	11	true	3	Series	false	false	Below Average
1,894	62.2	3,522,419	Nemesis (Harry Hole, #4)	Jo Nesbø	3.98	Good	Tier_4	false	24	Moderate	4	1	8	true	4	Series	false	false	Below Average
1,895	62.2	1,883,026	None Shall Look Back (Southern Classics) (Southern Classics Series)	Caroline Gordon	3.98	Good	Tier_4	false	67	Very Complex	9	1	15	false	null	Standard	false	false	Below Average
1,896	62.3	17,125	One Day in the Life of Ivan Denisovich	Aleksandr Solzhenitsyn	3.98	Good	Tier_4	false	38	Moderate	8	1	22	false	null	Standard	false	false	Below Average
1,897	62.3	68,494	Perdido Street Station (New Crobuzon, #1)	China Miéville	3.98	Good	Tier_4	false	41	Complex	6	1	14	true	1	Series	false	false	Below Average
1,898	62.3	906,720	Redcoat	Bernard Cornwell	3.98	Good	Tier_4	false	7	Simple	1	1	16	false	null	Standard	false	false	Below Average
1,899	62.4	5,655,220	Sonata Pathetique	Mykola Kulish	3.98	Good	Tier_4	false	17	Simple	2	1	13	false	null	Standard	false	false	Below Average
1,900	62.4	24,780	The Book of Three (The Chronicles of Prydain, #1)	Lloyd Alexander	3.98	Good	Tier_4	false	49	Complex	9	1	15	true	1	Series	false	false	Below Average

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