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
2,701	88.7	552,285	Radix (Radix, #1)	A.A. Attanasio	3.75	Good	Tier_2	false	17	Simple	3	1	14	true	1	Series	false	false	Low
2,702	88.7	302,998	The Buddha of Suburbia	Hanif Kureishi	3.75	Good	Tier_2	false	22	Moderate	4	1	14	false	null	Standard	false	false	Low
2,703	88.8	99,329	The History of Tom Jones, a Foundling	Henry Fielding	3.75	Good	Tier_2	false	37	Moderate	7	1	14	false	null	Standard	false	false	Low
2,704	88.8	11,361,168	The Letter Killers Club	Sigizmund Krzhizhanovsky	3.75	Good	Tier_2	false	23	Moderate	4	1	24	false	null	Standard	false	false	Low
2,705	88.8	55,196,813	The Maid (Molly the Maid, #1)	Nita Prose	3.75	Good	Tier_2	false	29	Moderate	6	1	10	true	1	Series	false	false	Low
2,706	88.9	849,493	The Proteus Operation	James P. Hogan	3.75	Good	Tier_2	false	21	Moderate	3	1	14	false	null	Standard	false	true	Low
2,707	88.9	6,495,359	The Scarpetta Factor (Kay Scarpetta, #17)	Patricia Cornwell	3.75	Good	Tier_2	false	41	Complex	6	1	17	true	17	Series	false	false	Low
2,708	88.9	263,147	Vampire Kisses (Vampire Kisses, #1)	Ellen Schreiber	3.75	Good	Tier_2	false	35	Moderate	5	1	15	true	1	Series	false	false	Low
2,709	89	5,204	We Were the Mulvaneys	Joyce Carol Oates	3.75	Good	Tier_2	false	21	Moderate	4	1	17	false	null	Standard	false	true	Low
2,710	89	7,667	Airframe	Michael Crichton	3.74	Good	Tier_2	false	8	Simple	1	1	16	false	null	Standard	false	false	Low
2,711	89	428,263	Eclipse (The Twilight Saga, #3)	Stephenie Meyer	3.74	Good	Tier_2	false	31	Moderate	5	1	15	true	3	Series	false	false	Low
2,712	89.1	785,479	El capitán Alatriste (Las aventuras del capitán Alatriste, #1)	Arturo Pérez-Reverte	3.74	Good	Tier_2	false	62	Very Complex	9	1	20	true	1	Series	false	false	Low
2,713	89.1	16,088,599	From Man to Man (Wroge Elements, #0.5)	D.E.M. Emrys	3.74	Good	Tier_2	false	38	Moderate	7	1	12	false	0	Standard	false	false	Low
2,714	89.1	3,378	Generation X: Tales for an Accelerated Culture	Douglas Coupland	3.74	Good	Tier_2	false	46	Complex	7	1	16	false	null	Subtitle	true	false	Low
2,715	89.2	46,799	Go Ask Alice	Beatrice Sparks	3.74	Good	Tier_2	false	12	Simple	3	1	15	false	null	Standard	false	false	Low
2,716	89.2	25,366	Grotesque	Natsuo Kirino	3.74	Good	Tier_2	false	9	Simple	1	1	13	false	null	Standard	false	false	Low
2,717	89.2	18,803,640	H is for Hawk	Helen Macdonald	3.74	Good	Tier_2	false	13	Simple	4	1	15	false	null	Standard	false	false	Low
2,718	89.3	29,430,824	Hidden Bodies (You, #2)	Caroline Kepnes	3.74	Good	Tier_2	false	23	Moderate	4	1	15	true	2	Series	false	false	Low
2,719	89.3	53,375,824	Lore	Alexandra Bracken	3.74	Good	Tier_2	false	4	Simple	1	1	17	false	null	Standard	false	false	Low
2,720	89.3	49,195	My Life	Bill Clinton	3.74	Good	Tier_2	false	7	Simple	2	1	12	false	null	Standard	false	false	Low
2,721	89.4	18,135	Romeo and Juliet	William Shakespeare	3.74	Good	Tier_2	false	16	Simple	3	1	19	false	null	Standard	false	false	Low
2,722	89.4	57,280,624	Stop Overthinking: 23 Techniques to Relieve Stress, Stop Negative Spirals, Declutter Your Mind, and Focus on the Present (The Path to Calm Book 1)	Nick Trenton	3.74	Good	Tier_2	false	146	Very Complex	24	1	12	false	null	Subtitle	true	false	Low
2,723	89.4	71,458	Stupeur et tremblements	Amélie Nothomb	3.74	Good	Tier_2	false	23	Moderate	3	1	14	false	null	Standard	false	false	Low
2,724	89.5	527,862	The Acid House	Irvine Welsh	3.74	Good	Tier_2	false	14	Simple	3	1	12	false	null	Standard	false	false	Low
2,725	89.5	41,574,593	The Forgotten Hours	Katrin Schumann	3.74	Good	Tier_2	false	19	Simple	3	1	15	false	null	Standard	false	false	Low
2,726	89.5	92,517	The Glass Menagerie	Tennessee Williams	3.74	Good	Tier_2	false	19	Simple	3	1	18	false	null	Standard	false	false	Low
2,727	89.6	831,916	The Moving Toyshop (Gervase Fen, #3)	Edmund Crispin	3.74	Good	Tier_2	false	36	Moderate	6	1	14	true	3	Series	false	false	Low
2,728	89.6	3,314,369	The Steel Remains (A Land Fit for Heroes, #1)	Richard K. Morgan	3.74	Good	Tier_2	false	45	Complex	9	1	17	true	1	Series	false	true	Low
2,729	89.6	57,628,810	56 Days	Catherine Ryan Howard	3.73	Good	Tier_1	false	7	Simple	2	1	21	false	null	Standard	false	true	Low
2,730	89.7	6,338,619	After	Amy Efaw	3.73	Good	Tier_1	false	5	Simple	1	1	8	false	null	Standard	false	false	Low
2,731	89.7	11,283,685	Crossroads (Crossroads Saga, #1)	Mary Ting	3.73	Good	Tier_1	false	32	Moderate	4	1	9	true	1	Series	false	false	Low
2,732	89.7	55,761,476	Kill Joy (A Good Girl's Guide to Murder, #0.5)	Holly Jackson	3.73	Good	Tier_1	false	46	Complex	9	1	14	false	0	Standard	false	false	Low
2,733	89.8	304,195	Nasty People	Jay Carter	3.73	Good	Tier_1	false	12	Simple	2	1	10	false	null	Standard	false	false	Low
2,734	89.8	34,521	Only You Can Save Mankind (Johnny Maxwell, #1)	Terry Pratchett	3.73	Good	Tier_1	false	46	Complex	8	1	15	true	1	Series	false	false	Low
2,735	89.8	316,496	Oscar and Lucinda	Peter Carey	3.73	Good	Tier_1	false	17	Simple	3	1	11	false	null	Standard	false	false	Low
2,736	89.9	28,186,273	Our Chemical Hearts	Krystal Sutherland	3.73	Good	Tier_1	false	19	Simple	3	1	18	false	null	Standard	false	false	Low
2,737	89.9	34,466,922	Sleeping Beauties	Stephen King	3.73	Good	Tier_1	false	17	Simple	2	1	19	false	null	Standard	false	false	Low
2,738	89.9	124,509	Smilla's Sense of Snow	Peter Høeg	3.73	Good	Tier_1	false	22	Moderate	4	1	10	false	null	Standard	false	false	Low
2,739	90	1,144,058	Tempting Fortune (Malloren, #2)	Jo Beverley	3.73	Good	Tier_1	false	31	Moderate	4	1	11	true	2	Series	false	false	Low
2,740	90	203,073	The Apprenticeship of Duddy Kravitz	Mordecai Richler	3.73	Good	Tier_1	false	35	Moderate	5	1	16	false	null	Standard	false	false	Low
2,741	90	4,708	The Beautiful and Damned	F. Scott Fitzgerald	3.73	Good	Tier_1	false	24	Moderate	4	1	19	false	null	Standard	false	true	Low
2,742	90	388,018	The Clocks (Hercule Poirot, #39)	Agatha Christie	3.73	Good	Tier_1	false	32	Moderate	5	1	15	true	39	Series	false	false	Low
2,743	90.1	138,378,623	The Diamond of London	Andrea Penrose	3.73	Good	Tier_1	false	21	Moderate	4	1	14	false	null	Standard	false	false	Low
2,744	90.1	101,094	The Famished Road	Ben Okri	3.73	Good	Tier_1	false	17	Simple	3	1	8	false	null	Standard	false	false	Low
2,745	90.1	38,657	The Stolen Child	Keith Donohue	3.73	Good	Tier_1	false	16	Simple	3	1	13	false	null	Standard	false	false	Low
2,746	90.2	1,096,390	The Uncommon Reader	Alan Bennett	3.73	Good	Tier_1	false	19	Simple	3	1	12	false	null	Standard	false	false	Low
2,747	90.2	22,929,563	The Watchmaker of Filigree Street (The Watchmaker of Filigree Street, #1)	Natasha Pulley	3.73	Good	Tier_1	false	73	Very Complex	11	1	14	true	1	Series	false	false	Low
2,748	90.2	1,677,998	A Student of Weather	Elizabeth Hay	3.72	Good	Tier_1	false	20	Simple	4	1	13	false	null	Standard	false	false	Low
2,749	90.3	75,302,266	A Study in Drowning (A Study in Drowning, #1)	Ava Reid	3.72	Good	Tier_1	false	45	Complex	9	1	8	true	1	Series	false	false	Low
2,750	90.3	22,540,125	After We Collided (After, #2)	Anna Todd	3.72	Good	Tier_1	false	29	Moderate	5	1	9	true	2	Series	false	false	Low
2,751	90.3	311,226	An Infamous Army (Alastair-Audley, #4)	Georgette Heyer	3.72	Good	Tier_1	false	38	Moderate	5	1	15	true	4	Series	false	false	Low
2,752	90.4	77,013	As I Lay Dying	William Faulkner	3.72	Good	Tier_1	false	14	Simple	4	1	16	false	null	Standard	false	false	Low
2,753	90.4	1,199,688	Babel-17	Samuel R. Delany	3.72	Good	Tier_1	false	8	Simple	1	1	16	false	null	Standard	false	true	Low
2,754	90.4	444,347	Chasing Vermeer (Chasing Vermeer, #1)	Blue Balliett	3.72	Good	Tier_1	false	37	Moderate	5	1	13	true	1	Series	false	false	Low
2,755	90.5	34,091,026	Choosing Light: When an Earthquake Buried Me and My Family for 5 Days, I Learned to Fully Live	Viral Dalal	3.72	Good	Tier_1	false	94	Very Complex	18	1	11	false	null	Subtitle	true	false	Low
2,756	90.5	153,568	Evening Clouds	Junzo Shono	3.72	Good	Tier_1	false	14	Simple	2	1	11	false	null	Standard	false	false	Low
2,757	90.5	30,979,432	Hunter (The Hunter Saga, #1)	Sarai Henderson	3.72	Good	Tier_1	false	28	Moderate	5	1	15	true	1	Series	false	false	Low
2,758	90.6	27,834,600	In a Dark, Dark Wood	Ruth Ware	3.72	Good	Tier_1	false	20	Simple	5	1	9	false	null	Standard	false	false	Low
2,759	90.6	13,538,873	Mr. Penumbra's 24-Hour Bookstore (Mr. Penumbra's 24-Hour Bookstore, #1)	Robin Sloan	3.72	Good	Tier_1	false	71	Very Complex	9	1	11	true	1	Series	false	false	Low
2,760	90.6	7,135,858	My Name Is Memory	Ann Brashares	3.72	Good	Tier_1	false	17	Simple	4	1	13	false	null	Standard	false	false	Low
2,761	90.7	50,892,433	One by One	Ruth Ware	3.72	Good	Tier_1	false	10	Simple	3	1	9	false	null	Standard	false	false	Low
2,762	90.7	58,659,343	Our Wives Under the Sea	Julia Armfield	3.72	Good	Tier_1	false	23	Moderate	5	1	14	false	null	Standard	false	false	Low
2,763	90.7	18,516,961	Selling Scarlett (Love Inc., #1)	Ella James	3.72	Good	Tier_1	false	32	Moderate	5	1	10	true	1	Series	false	false	Low
2,764	90.8	41,564,765	Shadows of Kiev	Eliza Tilton	3.72	Good	Tier_1	false	15	Simple	3	1	12	false	null	Standard	false	false	Low
2,765	90.8	57,523,977	The Breath Between Waves	Charlotte Anne Hamilton	3.72	Good	Tier_1	false	24	Moderate	4	1	23	false	null	Standard	false	true	Low
2,766	90.8	26,154,406	The Passenger	Lisa Lutz	3.72	Good	Tier_1	false	13	Simple	2	1	9	false	null	Standard	false	false	Low
2,767	90.9	212,684,848	Back Seat Baby	May Alder	3.71	Good	Tier_1	false	14	Simple	3	1	9	false	null	Standard	false	false	Low
2,768	90.9	89,800	Beach House (Point Horror, #32)	R.L. Stine	3.71	Good	Tier_1	false	31	Moderate	5	1	10	true	32	Series	false	false	Low
2,769	90.9	91,099	Bring the Jubilee	Ward Moore	3.71	Good	Tier_1	false	17	Simple	3	1	10	false	null	Standard	false	false	Low
2,770	91	153,596	Defiance	Carole Maso	3.71	Good	Tier_1	false	8	Simple	1	1	11	false	null	Standard	false	false	Low
2,771	91	649,361	Farewell to Manzanar: A True Story of Japanese American Experience During and After the World War II Internment	Jeanne Wakatsuki Houston	3.71	Good	Tier_1	false	111	Very Complex	18	1	24	false	null	Subtitle	true	true	Low
2,772	91	212,203,126	Honeysuckle and Bone	Trisha Tobias	3.71	Good	Tier_1	false	20	Simple	3	1	13	false	null	Standard	false	false	Low
2,773	91.1	10,600,242	How to Be a Woman	Caitlin Moran	3.71	Good	Tier_1	false	17	Simple	5	1	13	false	null	Standard	false	false	Low
2,774	91.1	25,721,483	In the Shadow of the Dragon King (Chronicles of Fallhollow, #1)	J. Keller Ford	3.71	Good	Tier_1	false	63	Very Complex	11	1	14	true	1	Series	false	true	Low
2,775	91.1	13,747	Julie and Julia: 365 Days, 524 Recipes, 1 Tiny Apartment Kitchen	Julie Powell	3.71	Good	Tier_1	false	64	Very Complex	11	1	12	false	null	Subtitle	true	false	Low
2,776	91.2	13,006	Julius Caesar	William Shakespeare	3.71	Good	Tier_1	false	13	Simple	2	1	19	false	null	Standard	false	false	Low
2,777	91.2	22,091,705	Juxta, Magi	Geoffrey Porter	3.71	Good	Tier_1	false	11	Simple	2	1	15	false	null	Standard	false	false	Low
2,778	91.2	257,213	Le Bourgeois Gentilhomme	Molière	3.71	Good	Tier_1	false	24	Moderate	3	1	7	false	null	Standard	false	false	Low
2,779	91.3	6,647,312	Nothing	Janne Teller	3.71	Good	Tier_1	false	7	Simple	1	1	12	false	null	Standard	false	false	Low
2,780	91.3	107,481	Private Screening (Tony Lord #1)	Richard North Patterson	3.71	Good	Tier_1	false	32	Moderate	5	1	23	true	1	Series	false	true	Low
2,781	91.3	16,685	The Cat Who Walks Through Walls	Robert A. Heinlein	3.71	Good	Tier_1	false	31	Moderate	6	1	18	false	null	Standard	false	true	Low
2,782	91.4	6,058,948	The Convenient Marriage (Regency Romances, 1)	Georgette Heyer	3.71	Good	Tier_1	false	45	Complex	6	1	15	false	null	Standard	false	false	Low
2,783	91.4	378,650	The Doorman	Reinaldo Arenas	3.71	Good	Tier_1	false	11	Simple	2	1	15	false	null	Standard	false	false	Low
2,784	91.4	89,788	The Lady and the Unicorn	Tracy Chevalier	3.71	Good	Tier_1	false	24	Moderate	5	1	15	false	null	Standard	false	false	Low
2,785	91.5	18,453,119	The Oversight (Oversight Trilogy, #1)	Charlie Fletcher	3.71	Good	Tier_1	false	37	Moderate	5	1	16	true	1	Series	false	false	Low
2,786	91.5	1,468,912	The Stormcaller (Twilight Reign, #1)	Tom Lloyd	3.71	Good	Tier_1	false	36	Moderate	5	1	9	true	1	Series	false	false	Low
2,787	91.5	143,513	The Three Sisters	Anton Chekhov	3.71	Good	Tier_1	false	17	Simple	3	1	13	false	null	Standard	false	false	Low
2,788	91.6	55,285,911	A Deal with the Elf King (Married to Magic, #1)	Elise Kova	3.7	Good	Tier_1	false	47	Complex	10	1	10	true	1	Series	false	false	Low
2,789	91.6	7,331,435	A Visit from the Goon Squad	Jennifer Egan	3.7	Good	Tier_1	false	27	Moderate	6	1	13	false	null	Standard	false	false	Low
2,790	91.6	872,333	Blue Bloods (Blue Bloods, #1)	Melissa de la Cruz	3.7	Good	Tier_1	false	29	Moderate	5	1	18	true	1	Series	false	true	Low
2,791	91.7	397,437	Crystal (Orphans, #2)	V.C. Andrews	3.7	Good	Tier_1	false	21	Moderate	3	1	12	true	2	Series	false	false	Low
2,792	91.7	31,645,392	Declutter Your Mind: How to Stop Worrying, Relieve Anxiety, and Eliminate Negative Thinking	S.J. Scott	3.7	Good	Tier_1	false	91	Very Complex	13	1	10	false	null	Subtitle	true	false	Low
2,793	91.7	18,144,794	Dialogue With the Devil	Stephen Biro	3.7	Good	Tier_1	false	23	Moderate	4	1	12	false	null	Standard	false	false	Low
2,794	91.8	33,547	Hell House	Richard Matheson	3.7	Good	Tier_1	false	10	Simple	2	1	16	false	null	Standard	false	false	Low
2,795	91.8	27,276,408	Invisible Influence: The Hidden Forces that Shape Behavior	Jonah Berger	3.7	Good	Tier_1	false	58	Complex	8	1	12	false	null	Subtitle	true	false	Low
2,796	91.8	7,624	Lord of the Flies	William Golding	3.7	Good	Tier_1	false	17	Simple	4	1	15	false	null	Standard	false	false	Low
2,797	91.9	843,086	Silent Night (Silent Night, #1; Fear Street Super Chiller, #2)	R.L. Stine	3.7	Good	Tier_1	false	62	Very Complex	10	1	10	true	1	Series	false	false	Low
2,798	91.9	18,580	Summer of My German Soldier (Summer of My German Soldier, #1)	Bette Greene	3.7	Good	Tier_1	false	61	Very Complex	11	1	12	true	1	Series	false	false	Low
2,799	91.9	10,464,963	The Buddha in the Attic	Julie Otsuka	3.7	Good	Tier_1	false	23	Moderate	5	1	12	false	null	Standard	false	false	Low
2,800	92	13,624	The Worm Ouroboros	E.R. Eddison	3.7	Good	Tier_1	false	18	Simple	3	1	12	false	null	Standard	false	false	Low

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