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
601	19.7	8,150,317	Deeper Than Midnight (Midnight Breed, #9)	Lara Adrian	4.28	Excellent	Tier_8	true	41	Complex	6	1	11	true	9	Series	false	false	Above Average
602	19.8	28,009,303	Dodging Satan: My Irish/Italian, Sometimes Awesome, But Mostly Creepy, Childhood	Kathleen Zamboni McCormick	4.28	Excellent	Tier_8	true	80	Very Complex	10	1	26	false	null	Subtitle	true	true	Above Average
603	19.8	40,974,111	Eye on the Ball (Playing for Glory, #1)	Francine Beaton	4.28	Excellent	Tier_8	true	39	Moderate	8	1	15	true	1	Series	false	false	Above Average
604	19.8	6,542,645	Fantasy in Death (In Death, #30)	J.D. Robb	4.28	Excellent	Tier_8	true	32	Moderate	6	1	9	true	30	Series	false	false	Above Average
605	19.9	58,065,033	Lessons in Chemistry	Bonnie Garmus	4.28	Excellent	Tier_8	true	20	Simple	3	1	13	false	null	Standard	false	false	Above Average
606	19.9	333,103	Man on Fire (Creasy, #1)	A.J. Quinnell	4.28	Excellent	Tier_8	true	24	Moderate	5	1	13	true	1	Series	false	false	Above Average
607	19.9	1,140,797	Manchild in the Promised Land	Claude Brown	4.28	Excellent	Tier_8	true	29	Moderate	5	1	13	false	null	Standard	false	false	Above Average
608	20	54,815,513	Median Gray	Bill Mesce Jr.	4.28	Excellent	Tier_8	true	11	Simple	2	1	14	false	null	Standard	false	true	Above Average
609	20	12,279	Molloy / Malone Dies / The Unnamable	Samuel Beckett	4.28	Excellent	Tier_8	true	36	Moderate	7	1	14	false	null	Standard	false	false	Above Average
610	20	112,078	Niccolò Rising (The House of Niccolò, #1)	Dorothy Dunnett	4.28	Excellent	Tier_8	true	41	Complex	7	1	15	true	1	Series	false	false	Above Average
611	20.1	362,593	Night's Sorceries (Flat Earth, #5)	Tanith Lee	4.28	Excellent	Tier_8	true	34	Moderate	5	1	10	true	5	Series	false	false	Above Average
612	20.1	2,168,860	One Foot in the Grave (Night Huntress, #2)	Jeaniene Frost	4.28	Excellent	Tier_8	true	42	Complex	8	1	14	true	2	Series	false	false	Above Average
613	20.1	95,406	Preacher, Volume 2: Until the End of the World	Garth Ennis	4.28	Excellent	Tier_8	true	46	Complex	9	1	11	false	null	Subtitle	true	false	Above Average
614	20.2	201,175	Rapture in Death (In Death, #4)	J.D. Robb	4.28	Excellent	Tier_8	true	31	Moderate	6	1	9	true	4	Series	false	false	Above Average
615	20.2	33,600	Shantaram	Gregory David Roberts	4.28	Excellent	Tier_8	true	9	Simple	1	1	21	false	null	Standard	false	true	Above Average
616	20.2	11,127	The Chronicles of Narnia (The Chronicles of Narnia, #1-7)	C.S. Lewis	4.28	Excellent	Tier_8	true	57	Complex	9	1	10	false	1	Standard	false	false	Above Average
617	20.3	2,144,702	The Inn of the Sixth Happiness	Alan Burgess	4.28	Excellent	Tier_8	true	30	Moderate	6	1	12	false	null	Standard	false	false	Above Average
618	20.3	1,391,817	The Minds of Billy Milligan	Daniel Keyes	4.28	Excellent	Tier_8	true	27	Moderate	5	1	12	false	null	Standard	false	false	Above Average
619	20.3	12,823	The Night Trilogy: Night, Dawn, The Accident	Elie Wiesel	4.28	Excellent	Tier_8	true	44	Complex	7	1	11	false	null	Subtitle	true	false	Above Average
620	20.4	9,539	The Shadow Rising (The Wheel of Time, #4)	Robert Jordan	4.28	Excellent	Tier_8	true	41	Complex	8	1	13	true	4	Series	false	false	Above Average
621	20.4	11,588	The Shining (The Shining, #1)	Stephen King	4.28	Excellent	Tier_8	true	29	Moderate	5	1	19	true	1	Series	false	false	Above Average
622	20.4	35,706,952	The Sidepiece Handbook	toniwo	4.28	Excellent	Tier_8	true	22	Moderate	3	1	6	false	null	Standard	false	false	Above Average
623	20.5	345,279	The Song of the Bird	Anthony de Mello	4.28	Excellent	Tier_8	true	20	Simple	5	1	16	false	null	Standard	false	true	Above Average
624	20.5	13,926	The Well of Shades (The Bridei Chronicles, #3)	Juliet Marillier	4.28	Excellent	Tier_8	true	46	Complex	8	1	16	true	3	Series	false	false	Above Average
625	20.5	576,379	This House of Sky: Landscapes of a Western Mind	Ivan Doig	4.28	Excellent	Tier_8	true	47	Complex	9	1	9	false	null	Subtitle	true	false	Above Average
626	20.6	20,413	A Child's Garden of Verses	Robert Louis Stevenson	4.27	Excellent	Tier_8	true	26	Moderate	5	1	22	false	null	Standard	false	true	Above Average
627	20.6	6,048,807	A Crónica de Travnik	Ivo Andrić	4.27	Excellent	Tier_8	true	20	Simple	4	1	10	false	null	Standard	false	false	Above Average
628	20.6	133,664	Academ's Fury (Codex Alera, #2)	Jim Butcher	4.27	Excellent	Tier_8	true	31	Moderate	5	1	12	true	2	Series	false	false	Above Average
629	20.7	13,831	Alanna: The First Adventure (Song of the Lioness, #1)	Tamora Pierce	4.27	Excellent	Tier_8	true	53	Complex	9	1	13	true	1	Series_Subtitle	true	false	Above Average
630	20.7	34,670,250	An Empire in Runes (The Runes of Issalia #3)	Jeffrey L. Kohanek	4.27	Excellent	Tier_8	true	44	Complex	9	1	18	true	3	Series	false	true	Above Average
631	20.7	46,265,792	And Then There Were None	Agatha Christie	4.27	Excellent	Tier_8	true	24	Moderate	5	1	15	false	null	Standard	false	false	Above Average
632	20.8	15,177	Bridge of Birds (The Chronicles of Master Li and Number Ten Ox, #1)	Barry Hughart	4.27	Excellent	Tier_8	true	67	Very Complex	13	1	13	true	1	Series	false	false	Above Average
633	20.8	74,036	Ceremony in Death (In Death, #5)	J.D. Robb	4.27	Excellent	Tier_8	true	32	Moderate	6	1	9	true	5	Series	false	false	Above Average
634	20.8	59,151	Chess Story	Stefan Zweig	4.27	Excellent	Tier_8	true	11	Simple	2	1	12	false	null	Standard	false	false	Above Average
635	20.9	34,992,959	Defy Me (Shatter Me, #5)	Tahereh Mafi	4.27	Excellent	Tier_8	true	24	Moderate	5	1	12	true	5	Series	false	false	Above Average
636	20.9	3,344,411	Every Man Dies Alone	Hans Fallada	4.27	Excellent	Tier_8	true	20	Simple	4	1	12	false	null	Standard	false	false	Above Average
637	20.9	108,119	Final Harvest: Emily Dickinson's Poems	Emily Dickinson	4.27	Excellent	Tier_8	true	38	Moderate	5	1	15	false	null	Subtitle	true	false	Above Average
638	21	53,134,912	Goldy (Happily Never After, #2)	Plum Pascal	4.27	Excellent	Tier_8	true	31	Moderate	5	1	11	true	2	Series	false	false	Above Average
639	21	862,109	Gone to Soldiers	Marge Piercy	4.27	Excellent	Tier_8	true	16	Simple	3	1	12	false	null	Standard	false	false	Above Average
640	21	36,613,747	How to Change Your Mind: The New Science of Psychedelics	Michael Pollan	4.27	Excellent	Tier_8	true	56	Complex	10	1	14	false	null	Subtitle	true	false	Above Average
641	21.1	39,884,814	Hunt Them Down (Pierce Hunt, #1)	Simon Gervais	4.27	Excellent	Tier_8	true	32	Moderate	6	1	13	true	1	Series	false	false	Above Average
642	21.1	179,272,668	Losing My Breath	J. Rose Black	4.27	Excellent	Tier_8	true	16	Simple	3	1	13	false	null	Standard	false	true	Above Average
643	21.1	1,128,437	Miecz przeznaczenia (Saga o Wiedźminie, #0.7)	Andrzej Sapkowski	4.27	Excellent	Tier_8	true	45	Complex	6	1	17	false	0	Standard	false	false	Above Average
644	21.1	75,087	Mystery and Manners: Occasional Prose	Flannery O'Connor	4.27	Excellent	Tier_8	true	37	Moderate	5	1	17	false	null	Subtitle	true	false	Above Average
645	21.2	33,917,107	On Tyranny: Twenty Lessons from the Twentieth Century	Timothy Snyder	4.27	Excellent	Tier_8	true	53	Complex	8	1	14	false	null	Subtitle	true	false	Above Average
646	21.2	9,516	Persepolis: The Story of a Childhood (Persepolis, #1)	Marjane Satrapi	4.27	Excellent	Tier_8	true	53	Complex	8	1	15	true	1	Series_Subtitle	true	false	Above Average
647	21.2	53,146,871	Shadow Princess (Zodiac Academy, #4)	Caroline Peckham	4.27	Excellent	Tier_8	true	36	Moderate	5	1	16	true	4	Series	false	false	Above Average
648	21.3	807,644	Solitudes Crowded With Loneliness	Bob Kaufman	4.27	Excellent	Tier_8	true	33	Moderate	4	1	11	false	null	Standard	false	false	Above Average
649	21.3	786,256	Stellaluna	Janell Cannon	4.27	Excellent	Tier_8	true	10	Simple	1	1	13	false	null	Standard	false	false	Above Average
650	21.3	223,896	Stick It Up Your Punter!: The Uncut Story of the Sun Newspaper	Chris Horrie	4.27	Excellent	Tier_8	true	62	Very Complex	12	1	12	false	null	Subtitle	true	false	Above Average
651	21.4	25,454,056	Sword of Destiny (The Witcher, #0.7)	Andrzej Sapkowski	4.27	Excellent	Tier_8	true	36	Moderate	6	1	17	false	0	Standard	false	false	Above Average
652	21.4	233,649	The Great Hunt (The Wheel of Time, #2)	Robert Jordan	4.27	Excellent	Tier_8	true	38	Moderate	8	1	13	true	2	Series	false	false	Above Average
653	21.4	218,431	The History of Joseph Smith by His Mother	Lucy Mack Smith	4.27	Excellent	Tier_8	true	41	Complex	8	1	15	false	null	Standard	false	true	Above Average
654	21.5	40,776,644	The Moment of Lift: How Empowering Women Changes the World	Melinda French Gates	4.27	Excellent	Tier_8	true	58	Complex	10	1	20	false	null	Subtitle	true	true	Above Average
655	21.5	815,234	The Napping House	Audrey Wood	4.27	Excellent	Tier_8	true	17	Simple	3	1	11	false	null	Standard	false	false	Above Average
656	21.5	21,787	The Princess Bride	William Goldman	4.27	Excellent	Tier_8	true	18	Simple	3	1	15	false	null	Standard	false	false	Above Average
657	21.6	6,503,156	The Reluctant Vampire (Argeneau, #15)	Lynsay Sands	4.27	Excellent	Tier_8	true	37	Moderate	5	1	12	true	15	Series	false	false	Above Average
658	21.6	12,893,742	The Serpent's Shadow (The Kane Chronicles, #3)	Rick Riordan	4.27	Excellent	Tier_8	true	46	Complex	7	1	12	true	3	Series	false	false	Above Average
659	21.6	29,963,453	The Silent Waters (Elements, #3)	Brittainy C. Cherry	4.27	Excellent	Tier_8	true	32	Moderate	5	1	19	true	3	Series	false	true	Above Average
660	21.7	26,032,887	The Wicked King (The Folk of the Air, #2)	Holly Black	4.27	Excellent	Tier_8	true	41	Complex	9	1	11	true	2	Series	false	false	Above Average
661	21.7	384,356	Warlord (Hythrun Chronicles: Wolfblade, #3)	Jennifer Fallon	4.27	Excellent	Tier_8	true	43	Complex	5	1	15	true	3	Series_Subtitle	true	false	Above Average
662	21.7	687,278	When Things Fall Apart: Heart Advice for Difficult Times	Pema Chödrön	4.27	Excellent	Tier_8	true	56	Complex	9	1	12	false	null	Subtitle	true	false	Above Average
663	21.8	25,356,019	Willing to Endure (The Shedim Rebellion, #3)	Burke Fitzpatrick	4.27	Excellent	Tier_8	true	44	Complex	7	1	17	true	3	Series	false	false	Above Average
664	21.8	474,858	A Bad Case of Stripes (Scholastic Bookshelf)	David Shannon	4.26	Excellent	Tier_8	true	44	Complex	7	1	13	false	null	Standard	false	false	Above Average
665	21.8	76,401	Bury My Heart at Wounded Knee: An Indian History of the American West	Dee Brown	4.26	Excellent	Tier_8	true	69	Very Complex	13	1	9	false	null	Subtitle	true	false	Above Average
666	21.9	1,439,660	Can I Get There by Candlelight?	Jean Slaughter Doty	4.26	Excellent	Tier_8	true	31	Moderate	6	1	19	false	null	Standard	false	true	Above Average
667	21.9	293,595	Chicka Chicka Boom Boom	Bill Martin Jr.	4.26	Excellent	Tier_8	true	23	Moderate	4	1	15	false	null	Standard	false	true	Above Average
668	21.9	198,327,636	Dangerous Play (Kate Green, #2)	Elise Hart Kipness	4.26	Excellent	Tier_8	true	31	Moderate	5	1	18	true	2	Series	false	true	Above Average
669	22	2,339	Jessica	Bryce Courtenay	4.26	Excellent	Tier_8	true	7	Simple	1	1	15	false	null	Standard	false	false	Above Average
670	22	4,381,973	Knowing People: The Personal Use of Social Psychology	Michael J. Lovaglia	4.26	Excellent	Tier_8	true	53	Complex	8	1	19	false	null	Subtitle	true	true	Above Average
671	22	60,570,739	LOOP	William Kely McClung	4.26	Excellent	Tier_8	true	4	Simple	1	1	20	false	null	Standard	false	true	Above Average
672	22.1	823,516	Laddie: A True Blue Story	Gene Stratton-Porter	4.26	Excellent	Tier_8	true	25	Moderate	5	1	20	false	null	Subtitle	true	false	Above Average
673	22.1	23,494,381	Lucky Go Happy: Make Happiness Happen!	Paul Van Der Merwe	4.26	Excellent	Tier_8	true	38	Moderate	6	1	18	false	null	Subtitle	true	true	Above Average
674	22.1	475,339	Madeline	Ludwig Bemelmans	4.26	Excellent	Tier_8	true	8	Simple	1	1	16	false	null	Standard	false	false	Above Average
675	22.2	273,511	Midnight (Warriors: The New Prophecy, #1)	Erin Hunter	4.26	Excellent	Tier_8	true	41	Complex	6	1	11	true	1	Series_Subtitle	true	false	Above Average
676	22.2	35,887,567	On the Come Up	Angie Thomas	4.26	Excellent	Tier_8	true	14	Simple	4	1	12	false	null	Standard	false	false	Above Average
677	22.2	10,964	Outlander (Outlander, #1)	Diana Gabaldon	4.26	Excellent	Tier_8	true	25	Moderate	3	1	14	true	1	Series	false	false	Above Average
678	22.3	77,432	Post Captain (Aubrey & Maturin #2)	Patrick O'Brian	4.26	Excellent	Tier_8	true	34	Moderate	6	1	15	true	2	Series	false	false	Above Average
679	22.3	24,477,484	Psycho Sitter	Alexandria Ayers	4.26	Excellent	Tier_8	true	13	Simple	2	1	16	false	null	Standard	false	false	Above Average
680	22.3	16,065,004	Shadows of Self (Mistborn, #5)	Brandon Sanderson	4.26	Excellent	Tier_8	true	30	Moderate	5	1	17	true	5	Series	false	false	Above Average
681	22.4	906,669	Sharpe's Rifles (Sharpe, #6)	Bernard Cornwell	4.26	Excellent	Tier_8	true	28	Moderate	4	1	16	true	6	Series	false	false	Above Average
682	22.4	529,626	Sometimes a Great Notion	Ken Kesey	4.26	Excellent	Tier_8	true	24	Moderate	4	1	9	false	null	Standard	false	false	Above Average
683	22.4	138,684	Sovereign (Matthew Shardlake, #3)	C.J. Sansom	4.26	Excellent	Tier_8	true	33	Moderate	4	1	11	true	3	Series	false	false	Above Average
684	22.5	112,751	Spell of the Highlander (Highlander, #7)	Karen Marie Moning	4.26	Excellent	Tier_8	true	40	Moderate	6	1	18	true	7	Series	false	true	Above Average
685	22.5	74,275	Stalking Darkness (Nightrunner, #2)	Lynn Flewelling	4.26	Excellent	Tier_8	true	35	Moderate	4	1	15	true	2	Series	false	false	Above Average
686	22.5	285,151	The Bat-Poet	Randall Jarrell	4.26	Excellent	Tier_8	true	12	Simple	2	1	15	false	null	Standard	false	false	Above Average
687	22.6	214,332	The Case for Faith: A Journalist Investigates the Toughest Objections to Christianity	Lee Strobel	4.26	Excellent	Tier_8	true	85	Very Complex	12	1	11	false	null	Subtitle	true	false	Above Average
688	22.6	356,525	The City of Joy	Dominique Lapierre	4.26	Excellent	Tier_8	true	15	Simple	4	1	18	false	null	Standard	false	false	Above Average
689	22.6	782,580	The Complete Poetry and Prose	William Blake	4.26	Excellent	Tier_8	true	29	Moderate	5	1	13	false	null	Standard	false	false	Above Average
690	22.7	33,260,689	The Devil's Advocate (The Wages of Sin, #1)	L.E. Parker	4.26	Excellent	Tier_8	true	43	Complex	8	1	12	true	1	Series	false	false	Above Average
691	22.7	13,651	The Dispossessed: An Ambiguous Utopia	Ursula K. Le Guin	4.26	Excellent	Tier_8	true	37	Moderate	5	1	17	false	null	Subtitle	true	true	Above Average
692	22.7	36,661,214	The Dragon Queen (The Dragon #2)	William Andrews	4.26	Excellent	Tier_8	true	32	Moderate	6	1	16	true	2	Series	false	false	Above Average
693	22.8	40,873	The Green Pearl and Madouc (Lyonesse, #2-3)	Jack Vance	4.26	Excellent	Tier_8	true	43	Complex	7	1	10	false	2	Standard	false	false	Above Average
694	22.8	18,079,776	The Invention of Wings	Sue Monk Kidd	4.26	Excellent	Tier_8	true	22	Moderate	4	1	13	false	null	Standard	false	true	Above Average
695	22.8	49,353	The Last Coyote (Harry Bosch, #4)	Michael Connelly	4.26	Excellent	Tier_8	true	33	Moderate	6	1	19	true	4	Series	false	false	Above Average
696	22.9	2,313,182	The New Way Things Work	David Macaulay	4.26	Excellent	Tier_8	true	23	Moderate	5	1	14	false	null	Standard	false	false	Above Average
697	22.9	37,553,146	The Power of Dao: A Timeless Guide to Happiness and Harmony	Lou Marinoff	4.26	Excellent	Tier_8	true	59	Complex	11	1	12	false	null	Subtitle	true	false	Above Average
698	22.9	23,807	The Silence of the Lambs (Hannibal Lecter, #2)	Thomas Harris	4.26	Excellent	Tier_8	true	47	Complex	8	1	14	true	2	Series	false	false	Above Average
699	23	2,657	To Kill a Mockingbird	Harper Lee	4.26	Excellent	Tier_8	true	21	Moderate	4	1	10	false	null	Standard	false	false	Above Average
700	23	5,805	V for Vendetta	Alan Moore	4.26	Excellent	Tier_8	true	14	Simple	3	1	22	false	null	Standard	false	false	Above Average

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