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
701	23	30,458	Yesterday, I Cried	Iyanla Vanzant	4.26	Excellent	Tier_8	true	18	Simple	3	1	14	false	null	Standard	false	false	Above Average
702	23.1	12,712,121	Αμοργός	Nikos Gatsos	4.26	Excellent	Tier_8	true	7	Simple	1	1	12	false	null	Standard	false	false	Above Average
703	23.1	845,977	A Return to Love: Reflections on the Principles of "A Course in Miracles"	Marianne Williamson	4.25	Excellent	Tier_8	true	73	Very Complex	13	1	19	false	null	Subtitle	true	false	Above Average
704	23.1	334,643	Abhorsen (Abhorsen, #3)	Garth Nix	4.25	Excellent	Tier_8	true	23	Moderate	3	1	9	true	3	Series	false	false	Above Average
705	23.2	12,667,194	Accordance (Significance, #2)	Shelly Crane	4.25	Excellent	Tier_8	true	29	Moderate	3	1	12	true	2	Series	false	false	Above Average
706	23.2	61,049	Autobiography of Red	Anne Carson	4.25	Excellent	Tier_8	true	20	Simple	3	1	11	false	null	Standard	false	false	Above Average
707	23.2	639,864	Autobiography of a Yogi	Paramahansa Yogananda	4.25	Excellent	Tier_8	true	23	Moderate	4	1	21	false	null	Standard	false	false	Above Average
708	23.3	18,222,670	Beethoven: Anguish and Triumph	Jan Swafford	4.25	Excellent	Tier_8	true	30	Moderate	4	1	12	false	null	Subtitle	true	false	Above Average
709	23.3	270,807	Burned (Burned, #1)	Ellen Hopkins	4.25	Excellent	Tier_8	true	19	Simple	3	1	13	true	1	Series	false	false	Above Average
710	23.3	35,879,889	Christy	Catherine Marshall	4.25	Excellent	Tier_8	true	7	Simple	1	1	18	false	null	Standard	false	false	Above Average
711	23.3	20,613,761	Citizen: An American Lyric	Claudia Rankine	4.25	Excellent	Tier_8	true	26	Moderate	4	1	15	false	null	Subtitle	true	false	Above Average
712	23.4	42,359,082	Crowfall (Raven's Mark, #3)	Ed McDonald	4.25	Excellent	Tier_8	true	27	Moderate	4	1	11	true	3	Series	false	false	Above Average
713	23.4	2,021,816	Death Note: Another Note - The Los Angeles BB Murder Cases	NisiOisiN	4.25	Excellent	Tier_8	true	58	Complex	11	1	9	false	null	Subtitle	true	false	Above Average
714	23.4	669,570	Dragon Slippers (Dragon Slippers, #1)	Jessica Day George	4.25	Excellent	Tier_8	true	37	Moderate	5	1	18	true	1	Series	false	true	Above Average
715	23.5	36,572,537	Filhos da Degradação (Ordem Vermelha, #1)	Felipe Castilho	4.25	Excellent	Tier_8	true	41	Complex	6	1	15	true	1	Series	false	false	Above Average
716	23.5	15,704,459	Firefight (The Reckoners, #2)	Brandon Sanderson	4.25	Excellent	Tier_8	true	29	Moderate	4	1	17	true	2	Series	false	false	Above Average
717	23.5	153,784	First Test (Protector of the Small, #1)	Tamora Pierce	4.25	Excellent	Tier_8	true	39	Moderate	7	1	13	true	1	Series	false	false	Above Average
718	23.6	537,296	Frog and Toad Are Friends (Frog and Toad, #1)	Arnold Lobel	4.25	Excellent	Tier_8	true	45	Complex	9	1	12	true	1	Series	false	false	Above Average
719	23.6	18,001,649	Georgetown Academy: Season One	Alyssa Embree Schwartz	4.25	Excellent	Tier_8	true	30	Moderate	4	1	22	false	null	Subtitle	true	true	Above Average
720	23.6	350,672	Kane and Abel / The Prodigal Daughter / Not a Penny More, Not a Penny Less	Jeffrey Archer	4.25	Excellent	Tier_8	true	74	Very Complex	16	1	14	false	null	Standard	false	false	Above Average
721	23.7	42,283,287	Lethal White (Cormoran Strike, #4)	Robert Galbraith	4.25	Excellent	Tier_8	true	34	Moderate	5	1	16	true	4	Series	false	false	Above Average
722	23.7	58,295,398	Magic Alex and the Secret History of Rock and Roll	Harry F. MacDonald	4.25	Excellent	Tier_8	true	50	Complex	10	1	18	false	null	Standard	false	true	Above Average
723	23.7	13,810	Magician: Master (The Riftwar Saga, #2)	Raymond E. Feist	4.25	Excellent	Tier_8	true	39	Moderate	6	1	16	true	2	Series_Subtitle	true	true	Above Average
724	23.8	129,650	Mastering the Art of French Cooking	Julia Child	4.25	Excellent	Tier_8	true	35	Moderate	6	1	11	false	null	Standard	false	false	Above Average
725	23.8	18,626,461	Messages From Heaven	Collette Sinclaire	4.25	Excellent	Tier_8	true	20	Simple	3	1	18	false	null	Standard	false	false	Above Average
726	23.8	165,548	Parent Effectiveness Training: The Proven Program for Raising Responsible Children	Thomas Gordon	4.25	Excellent	Tier_8	true	82	Very Complex	10	1	13	false	null	Subtitle	true	false	Above Average
727	23.9	1,378,768	Peter Freuchen's Book of the Eskimos	Peter Freuchen	4.25	Excellent	Tier_8	true	36	Moderate	6	1	14	false	null	Standard	false	false	Above Average
728	23.9	11,553,583	Prokleta avlija	Ivo Andrić	4.25	Excellent	Tier_8	true	15	Simple	2	1	10	false	null	Standard	false	false	Above Average
729	23.9	9,513,722	Rage of the Fallen (The Last Apprentice / Wardstone Chronicles, #8)	Joseph Delaney	4.25	Excellent	Tier_8	true	67	Very Complex	11	1	15	true	8	Series	false	false	Above Average
730	24	36,298,621	Saliyum Drakarta: The Lost Stones of Alathar	Natalia Schleifer	4.25	Excellent	Tier_8	true	44	Complex	7	1	17	false	null	Subtitle	true	false	Above Average
731	24	7,779,059	Side Jobs (The Dresden Files, #12.5)	Jim Butcher	4.25	Excellent	Tier_8	true	36	Moderate	6	1	12	false	12	Standard	false	false	Above Average
732	24	58,549,182	The Bridge to Rembrandt	Nelson K. Foley	4.25	Excellent	Tier_8	true	23	Moderate	4	1	15	false	null	Standard	false	true	Above Average
733	24.1	57,819,305	The Brothers Silver	Marc Jampole	4.25	Excellent	Tier_8	true	19	Simple	3	1	12	false	null	Standard	false	false	Above Average
734	24.1	299,758	The Citadel of the Autarch (The Book of the New Sun, #4)	Gene Wolfe	4.25	Excellent	Tier_8	true	56	Complex	12	1	10	true	4	Series	false	false	Above Average
735	24.1	44,458	The Collected Dorothy Parker	Dorothy Parker	4.25	Excellent	Tier_8	true	28	Moderate	4	1	14	false	null	Standard	false	false	Above Average
736	24.2	11,010,251	The Lost Wife	Alyson Richman	4.25	Excellent	Tier_8	true	13	Simple	3	1	14	false	null	Standard	false	false	Above Average
737	24.2	24,586,590	The Nature of the Beast (Chief Inspector Armand Gamache, #11)	Louise Penny	4.25	Excellent	Tier_8	true	61	Very Complex	10	1	12	true	11	Series	false	false	Above Average
738	24.2	118,754	The Raging Quiet	Sherryl Jordan	4.25	Excellent	Tier_8	true	16	Simple	3	1	14	false	null	Standard	false	false	Above Average
739	24.3	23,754	The Sandman, Vol. 1: Preludes & Nocturnes	Neil Gaiman	4.25	Excellent	Tier_8	true	41	Complex	7	1	11	false	null	Subtitle	true	false	Above Average
740	24.3	34,498	The Truth: Stage Adaptation	Stephen Briggs	4.25	Excellent	Tier_8	true	27	Moderate	4	1	14	false	null	Subtitle	true	false	Above Average
741	24.3	55,073,379	The Venice Sketchbook	Rhys Bowen	4.25	Excellent	Tier_8	true	21	Moderate	3	1	10	false	null	Standard	false	false	Above Average
742	24.4	18,051,504	You Are the Placebo: Making Your Mind Matter	Joe Dispenza	4.25	Excellent	Tier_8	true	44	Complex	8	1	12	false	null	Subtitle	true	false	Above Average
743	24.4	27,774,758	An Ember in the Ashes (An Ember in the Ashes, #1)	Sabaa Tahir	4.24	Excellent	Tier_8	true	49	Complex	11	1	11	true	1	Series	false	false	Above Average
744	24.4	81,959	As a Man Thinketh	James Allen	4.24	Excellent	Tier_8	true	17	Simple	4	1	11	false	null	Standard	false	false	Above Average
745	24.5	59,980	Batman: Year One	Frank Miller	4.24	Excellent	Tier_8	true	16	Simple	3	1	12	false	null	Subtitle	true	false	Above Average
746	24.5	40,121,205	Broken Promises (Past Imperfect Mystery, #1)	Anne Willow	4.24	Excellent	Tier_8	true	44	Complex	6	1	12	true	1	Series	false	false	Above Average
747	24.5	25,633,975	Defender, Avenger, Champion (Sanctuary #1-3)	Robert J. Crane	4.24	Excellent	Tier_8	true	44	Complex	5	1	15	false	1	Standard	false	true	Above Average
748	24.6	8,745	Desert Flower	Waris Dirie	4.24	Excellent	Tier_8	true	13	Simple	2	1	11	false	null	Standard	false	false	Above Average
749	24.6	23,246,694	Dom Wars: Round 4, 5, 6 (Dom Wars, #4-6)	Lucian Bane	4.24	Excellent	Tier_8	true	40	Moderate	9	1	11	false	4	Subtitle	true	false	Above Average
750	24.6	9,923,510	El enamorado de la Osa Mayor	Sergiusz Piasecki	4.24	Excellent	Tier_8	true	28	Moderate	6	1	17	false	null	Standard	false	false	Above Average
751	24.7	385,706	Gregor and the Curse of the Warmbloods (Underland Chronicles, #3)	Suzanne Collins	4.24	Excellent	Tier_8	true	65	Very Complex	10	1	15	true	3	Series	false	false	Above Average
752	24.7	18,765	I, Claudius (Claudius, #1)	Robert Graves	4.24	Excellent	Tier_8	true	26	Moderate	4	1	13	true	1	Series	false	false	Above Average
753	24.7	55,885,803	Jeremy and the Witches’ Medallion: The Witch Hunt	Randy Gauthier	4.24	Excellent	Tier_8	true	49	Complex	8	1	15	false	null	Subtitle	true	false	Above Average
754	24.8	438,970	Klondike: The Last Great Gold Rush, 1896-1899	Pierre Berton	4.24	Excellent	Tier_8	true	45	Complex	7	1	13	false	null	Subtitle	true	false	Above Average
755	24.8	7,674,727	Lífsins tré	Böðvar Guðmundsson	4.24	Excellent	Tier_8	true	11	Simple	2	1	18	false	null	Standard	false	false	Above Average
756	24.8	9,592	Mother Night	Kurt Vonnegut Jr.	4.24	Excellent	Tier_8	true	12	Simple	2	1	17	false	null	Standard	false	true	Above Average
757	24.9	433,533	Rilla of Ingleside (Anne of Green Gables, #8)	L.M. Montgomery	4.24	Excellent	Tier_8	true	45	Complex	8	1	15	true	8	Series	false	false	Above Average
758	24.9	9,565,045	Second Grave on the Left (Charley Davidson, #2)	Darynda Jones	4.24	Excellent	Tier_8	true	47	Complex	8	1	13	true	2	Series	false	false	Above Average
759	24.9	17,188,876	Seis poemas gallegos	Federico García Lorca	4.24	Excellent	Tier_8	true	20	Simple	3	1	21	false	null	Standard	false	true	Above Average
760	25	201,114	Sold	Patricia McCormick	4.24	Excellent	Tier_8	true	4	Simple	1	1	18	false	null	Standard	false	false	Above Average
761	25	218,487,053	TWISTED	Fayton Hollington	4.24	Excellent	Tier_8	true	7	Simple	1	1	17	false	null	Standard	false	false	Above Average
762	25	30,760,409	The Arbitrator	Max Nowaz	4.24	Excellent	Tier_8	true	14	Simple	2	1	9	false	null	Standard	false	false	Above Average
763	25.1	5,094	The Drawing of the Three (The Dark Tower, #2)	Stephen King	4.24	Excellent	Tier_8	true	45	Complex	9	1	19	true	2	Series	false	false	Above Average
764	25.1	509,784	The End of Eternity	Isaac Asimov	4.24	Excellent	Tier_8	true	19	Simple	4	1	12	false	null	Standard	false	false	Above Average
765	25.1	1,148,721	The Fionavar Tapestry (The Fionavar Tapestry, #1-3)	Guy Gavriel Kay	4.24	Excellent	Tier_8	true	51	Complex	7	1	15	false	1	Standard	false	true	Above Average
766	25.2	30,262	The Good, the Bad, and the Undead (The Hollows, #2)	Kim Harrison	4.24	Excellent	Tier_8	true	51	Complex	10	1	12	true	2	Series	false	false	Above Average
767	25.2	9,013	The Long Walk: The True Story of a Trek to Freedom	Slavomir Rawicz	4.24	Excellent	Tier_8	true	50	Complex	11	1	15	false	null	Subtitle	true	false	Above Average
768	25.2	40,613,322	The Maddest Obsession (Made, #2)	Danielle Lori	4.24	Excellent	Tier_8	true	32	Moderate	5	1	13	true	2	Series	false	false	Above Average
769	25.3	22,628	The Perks of Being a Wallflower	Stephen Chbosky	4.24	Excellent	Tier_8	true	31	Moderate	6	1	15	false	null	Standard	false	false	Above Average
770	25.3	231,083	The Principia : Mathematical Principles of Natural Philosophy	Isaac Newton	4.24	Excellent	Tier_8	true	61	Very Complex	8	1	12	false	null	Subtitle	true	false	Above Average
771	25.3	89,543	The Ramona Collection, Vol. 1: (Ramona #1-#4)	Beverly Cleary	4.24	Excellent	Tier_8	true	45	Complex	7	1	14	true	1	Series_Subtitle	true	false	Above Average
772	25.4	55,307,199	The Raven Heiress (Sun, Moon, Sand and Star, #4)	Jeremy Forsyth	4.24	Excellent	Tier_8	true	48	Complex	9	1	14	true	4	Series	false	false	Above Average
773	25.4	25,100	The Sandman, Vol. 3: Dream Country	Neil Gaiman	4.24	Excellent	Tier_8	true	34	Moderate	6	1	11	false	null	Subtitle	true	false	Above Average
774	25.4	907,676	There is a River: The Story of Edgar Cayce	Thomas Joseph Sugrue	4.24	Excellent	Tier_8	true	42	Complex	9	1	20	false	null	Subtitle	true	true	Above Average
775	25.5	1,350,625	Watch for Me on the Mountain	Forrest Carter	4.24	Excellent	Tier_8	true	28	Moderate	6	1	14	false	null	Standard	false	false	Above Average
776	25.5	1,035,282	When Memory Dies	Ambalavaner Sivanandan	4.24	Excellent	Tier_8	true	16	Simple	3	1	22	false	null	Standard	false	false	Above Average
777	25.5	209,741,142	Anathema (The Eating Woods, #1)	Keri Lake	4.23	Excellent	Tier_8	true	31	Moderate	5	1	9	true	1	Series	false	false	Above Average
778	25.6	32,502	Angels Flight (Harry Bosch, #6; Harry Bosch Universe, #8)	Michael Connelly	4.23	Excellent	Tier_8	true	57	Complex	9	1	19	true	6	Series	false	false	Above Average
779	25.6	11,254,250	Cabin Fever (Diary of a Wimpy Kid, #6)	Jeff Kinney	4.23	Excellent	Tier_8	true	38	Moderate	8	1	11	true	6	Series	false	false	Above Average
780	25.6	20,801,439	Circle of Five (Pha Yul, #1)	Jan Raymond	4.23	Excellent	Tier_8	true	28	Moderate	6	1	11	true	1	Series	false	false	Above Average
781	25.6	816	Cryptonomicon	Neal Stephenson	4.23	Excellent	Tier_8	true	13	Simple	1	1	15	false	null	Standard	false	false	Above Average
782	25.7	17,855,756	Dust (Silo, #3)	Hugh Howey	4.23	Excellent	Tier_8	true	15	Simple	3	1	10	true	3	Series	false	false	Above Average
783	25.7	60,831,918	Dust Child	Nguyễn Phan Quế Mai	4.23	Excellent	Tier_8	true	10	Simple	2	1	19	false	null	Standard	false	true	Above Average
784	25.7	31,434,883	Eleanor Oliphant Is Completely Fine	Gail Honeyman	4.23	Excellent	Tier_8	true	35	Moderate	5	1	13	false	null	Standard	false	false	Above Average
785	25.8	34,618,190	Glimpse Spirit vol. 6 (The Glimpse Series - Imagined Scenes from Imagined Lives)	Lisa Mathisen	4.23	Excellent	Tier_8	true	80	Very Complex	13	1	13	false	null	Standard	false	false	Above Average
786	25.8	16,150,831	In the Afterlight (The Darkest Minds, #3)	Alexandra Bracken	4.23	Excellent	Tier_8	true	41	Complex	7	1	17	true	3	Series	false	false	Above Average
787	25.8	24,044,596	Kulti	Mariana Zapata	4.23	Excellent	Tier_8	true	5	Simple	1	1	14	false	null	Standard	false	false	Above Average
788	25.9	12,016	Look to Windward (Culture, #7)	Iain M. Banks	4.23	Excellent	Tier_8	true	30	Moderate	5	1	13	true	7	Series	false	true	Above Average
789	25.9	10,614	Misery	Stephen King	4.23	Excellent	Tier_8	true	6	Simple	1	1	19	false	null	Standard	false	false	Above Average
790	25.9	133,486	Nicholas and Alexandra: The Classic Account of the Fall of the Romanov Dynasty	Robert K. Massie	4.23	Excellent	Tier_8	true	78	Very Complex	13	1	16	false	null	Subtitle	true	true	Above Average
791	26	13,362,536	Opal (Lux, #3)	Jennifer L. Armentrout	4.23	Excellent	Tier_8	true	14	Simple	3	1	22	true	3	Series	false	true	Above Average
792	26	58,174	Promise at Dawn	Romain Gary	4.23	Excellent	Tier_8	true	15	Simple	3	1	11	false	null	Standard	false	false	Above Average
793	26	110,737	Seabiscuit: An American Legend	Laura Hillenbrand	4.23	Excellent	Tier_8	true	30	Moderate	4	1	17	false	null	Subtitle	true	false	Above Average
794	26.1	484,465	Seeker's Mask (Kencyrath, #3)	P.C. Hodgell	4.23	Excellent	Tier_8	true	29	Moderate	4	1	12	true	3	Series	false	false	Above Average
795	26.1	42,088,819	She Said!: The Book of Quotes	Chriselda Barretto	4.23	Excellent	Tier_8	true	29	Moderate	6	1	18	false	null	Subtitle	true	false	Above Average
796	26.1	56,179,372	Slewfoot: A Tale of Bewitchery	Brom	4.23	Excellent	Tier_8	true	30	Moderate	5	1	4	false	null	Subtitle	true	false	Above Average
797	26.2	1,422,253	The Accidental Vampire (Argeneau, #7)	Lynsay Sands	4.23	Excellent	Tier_8	true	37	Moderate	5	1	12	true	7	Series	false	false	Above Average
798	26.2	6,319	The BFG	Roald Dahl	4.23	Excellent	Tier_8	true	7	Simple	2	1	10	false	null	Standard	false	false	Above Average
799	26.2	7,165,300	The Black Prism (Lightbringer, #1)	Brent Weeks	4.23	Excellent	Tier_8	true	34	Moderate	5	1	11	true	1	Series	false	false	Above Average
800	26.3	22,916	The Complete Fairy Tales of The Brothers Grimm	Jacob Grimm	4.23	Excellent	Tier_8	true	46	Complex	8	1	11	false	null	Standard	false	false	Above Average

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