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
1,601	52.6	30,344,847	Cold Iron (Masters & Mages, #1)	Miles Cameron	4.05	Excellent	Tier_5	true	31	Moderate	6	1	14	true	1	Series	false	false	Average
1,602	52.6	34,001,659	Don't Let Go	Harlan Coben	4.05	Excellent	Tier_5	true	12	Simple	3	1	12	false	null	Standard	false	false	Average
1,603	52.6	6,969	Emma	Jane Austen	4.05	Excellent	Tier_5	true	4	Simple	1	1	11	false	null	Standard	false	false	Average
1,604	52.7	787,660	Heaven (Casteel, #1)	V.C. Andrews	4.05	Excellent	Tier_5	true	20	Simple	3	1	12	true	1	Series	false	false	Average
1,605	52.7	2,173,611	House of Many Ways (Howl's Moving Castle, #3)	Diana Wynne Jones	4.05	Excellent	Tier_5	true	45	Complex	8	1	17	true	3	Series	false	true	Average
1,606	52.7	58,157,435	Magic Dark, Magic Divine (Warrior of the Divine Sword, #1)	A.J. Locke	4.05	Excellent	Tier_5	true	58	Complex	10	1	10	true	1	Series	false	false	Average
1,607	52.8	13,650,512	Miracles	C.S. Lewis	4.05	Excellent	Tier_5	true	8	Simple	1	1	10	false	null	Standard	false	false	Average
1,608	52.8	618,174	Moonheart	Charles de Lint	4.05	Excellent	Tier_5	true	9	Simple	1	1	15	false	null	Standard	false	true	Average
1,609	52.8	238,727	My First Summer in the Sierra	John Muir	4.05	Excellent	Tier_5	true	29	Moderate	6	1	9	false	null	Standard	false	false	Average
1,610	52.9	1,189,878	My Most Excellent Year	Steve Kluger	4.05	Excellent	Tier_5	true	22	Moderate	4	1	12	false	null	Standard	false	false	Average
1,611	52.9	63,031,640	Powerless (Chestnut Springs, #3)	Elsie Silver	4.05	Excellent	Tier_5	true	33	Moderate	4	1	12	true	3	Series	false	false	Average
1,612	52.9	228,296	Rosemary’s Baby (Rosemary's Baby, #1)	Ira Levin	4.05	Excellent	Tier_5	true	37	Moderate	5	1	9	true	1	Series	false	false	Average
1,613	53	439,288	Speak	Laurie Halse Anderson	4.05	Excellent	Tier_5	true	5	Simple	1	1	21	false	null	Standard	false	true	Average
1,614	53	11,454,587	Spell Bound (Hex Hall, #3)	Rachel Hawkins	4.05	Excellent	Tier_5	true	26	Moderate	5	1	14	true	3	Series	false	false	Average
1,615	53	99,894	The Boys from Brazil	Ira Levin	4.05	Excellent	Tier_5	true	20	Simple	4	1	9	false	null	Standard	false	false	Average
1,616	53.1	10,031,259	The Emperor's Edge (The Emperor's Edge, #1)	Lindsay Buroker	4.05	Excellent	Tier_5	true	43	Complex	7	1	15	true	1	Series	false	false	Average
1,617	53.1	176,327	The Fairy-Tale Detectives (The Sisters Grimm, #1)	Michael Buckley	4.05	Excellent	Tier_5	true	49	Complex	7	1	15	true	1	Series	false	false	Average
1,618	53.1	327,255	The Fourth Protocol	Frederick Forsyth	4.05	Excellent	Tier_5	true	19	Simple	3	1	17	false	null	Standard	false	false	Average
1,619	53.2	603,515	The Hound of Rowan (The Tapestry, #1)	Henry H. Neff	4.05	Excellent	Tier_5	true	37	Moderate	7	1	13	true	1	Series	false	true	Average
1,620	53.2	56,817,365	The Last Cuentista	Donna Barba Higuera	4.05	Excellent	Tier_5	true	18	Simple	3	1	19	false	null	Standard	false	true	Average
1,621	53.2	129,020	The Legend of Nightfall (Nightfall, #1)	Mickey Zucker Reichert	4.05	Excellent	Tier_5	true	39	Moderate	6	1	22	true	1	Series	false	true	Average
1,622	53.3	16,286	The Magus	John Fowles	4.05	Excellent	Tier_5	true	9	Simple	2	1	11	false	null	Standard	false	false	Average
1,623	53.3	6,033,727	The Mark: The Beast Rules the World	Tim LaHaye	4.05	Excellent	Tier_5	true	35	Moderate	7	1	10	false	null	Subtitle	true	false	Average
1,624	53.3	7,805,064	The Maze Runner (Maze Runner, #1)	James Dashner	4.05	Excellent	Tier_5	true	33	Moderate	6	1	13	true	1	Series	false	false	Average
1,625	53.4	54,218	The Mismeasure of Man	Stephen Jay Gould	4.05	Excellent	Tier_5	true	21	Moderate	4	1	17	false	null	Standard	false	true	Average
1,626	53.4	52,462,895	The Paper Girl of Paris	Jordyn Taylor	4.05	Excellent	Tier_5	true	23	Moderate	5	1	13	false	null	Standard	false	false	Average
1,627	53.4	6,690,798	The Passage (The Passage, #1)	Justin Cronin	4.05	Excellent	Tier_5	true	29	Moderate	5	1	13	true	1	Series	false	false	Average
1,628	53.5	17,675,462	The Raven Boys (The Raven Cycle, #1)	Maggie Stiefvater	4.05	Excellent	Tier_5	true	36	Moderate	7	1	17	true	1	Series	false	false	Average
1,629	53.5	692,969	The Road to Avalon (Dark Ages of Britain, #1)	Joan Wolf	4.05	Excellent	Tier_5	true	45	Complex	9	1	9	true	1	Series	false	false	Average
1,630	53.5	39,122,892	The Scholar (Cormac Reilly, #2)	Dervla McTiernan	4.05	Excellent	Tier_5	true	31	Moderate	5	1	16	true	2	Series	false	false	Average
1,631	53.6	219,601	The Tenant	Roland Topor	4.05	Excellent	Tier_5	true	10	Simple	2	1	12	false	null	Standard	false	false	Average
1,632	53.6	13,326,831	The Testing (The Testing, #1)	Joelle Charbonneau	4.05	Excellent	Tier_5	true	29	Moderate	5	1	18	true	1	Series	false	false	Average
1,633	53.6	40,879,126	The War Within (The Great God's War #2)	Stephen R. Donaldson	4.05	Excellent	Tier_5	true	39	Moderate	8	1	20	true	2	Series	false	true	Average
1,634	53.7	39,357,430	The Watchmaker's Doctor	G.M.T. Schuilling	4.05	Excellent	Tier_5	true	23	Moderate	3	1	17	false	null	Standard	false	false	Average
1,635	53.7	257,506	The Western Lands (The Red Night Trilogy, #3)	William S. Burroughs	4.05	Excellent	Tier_5	true	45	Complex	8	1	20	true	3	Series	false	true	Average
1,636	53.7	1,335,601	The Willows	Algernon Blackwood	4.05	Excellent	Tier_5	true	11	Simple	2	1	18	false	null	Standard	false	false	Average
1,637	53.8	16,140,036	This Man (This Man, #1)	Jodi Ellen Malpas	4.05	Excellent	Tier_5	true	23	Moderate	5	1	17	true	1	Series	false	true	Average
1,638	53.8	8,411,301	Uneasy Money	P.G. Wodehouse	4.05	Excellent	Tier_5	true	12	Simple	2	1	14	false	null	Standard	false	false	Average
1,639	53.8	43,035	White Fang	Jack London	4.05	Excellent	Tier_5	true	10	Simple	2	1	11	false	null	Standard	false	false	Average
1,640	53.9	1,911,138	Willow	Wayland Drew	4.05	Excellent	Tier_5	true	6	Simple	1	1	12	false	null	Standard	false	false	Average
1,641	53.9	104,737	A Monstrous Regiment of Women (Mary Russell and Sherlock Holmes, #2)	Laurie R. King	4.04	Excellent	Tier_5	true	68	Very Complex	11	1	14	true	2	Series	false	true	Average
1,642	53.9	25,912,358	A Thousand Boy Kisses (A Thousand Boy Kisses, #1)	Tillie Cole	4.04	Excellent	Tier_5	true	49	Complex	9	1	11	true	1	Series	false	false	Average
1,643	54	2,744	Anansi Boys	Neil Gaiman	4.04	Excellent	Tier_5	true	11	Simple	2	1	11	false	null	Standard	false	false	Average
1,644	54	30,745,337	Betrayal	Tim Tigner	4.04	Excellent	Tier_5	true	8	Simple	1	1	10	false	null	Standard	false	false	Average
1,645	54	17,333,319	Burial Rites	Hannah Kent	4.04	Excellent	Tier_5	true	12	Simple	2	1	11	false	null	Standard	false	false	Average
1,646	54.1	58,696	David Copperfield	Charles Dickens	4.04	Excellent	Tier_5	true	17	Simple	2	1	15	false	null	Standard	false	false	Average
1,647	54.1	72,623	Dream Man	Linda Howard	4.04	Excellent	Tier_5	true	9	Simple	2	1	12	false	null	Standard	false	false	Average
1,648	54.1	42,931,497	Forgotten Bones (Dead Remaining, #1)	Vivian Barz	4.04	Excellent	Tier_5	true	36	Moderate	5	1	11	true	1	Series	false	false	Average
1,649	54.2	352,724	Games of Command	Linnea Sinclair	4.04	Excellent	Tier_5	true	16	Simple	3	1	15	false	null	Standard	false	false	Average
1,650	54.2	762,806	Gorky Park (Arkady Renko, #1)	Martin Cruz Smith	4.04	Excellent	Tier_5	true	29	Moderate	5	1	17	true	1	Series	false	true	Average
1,651	54.2	1,842	Guns, Germs, and Steel: The Fates of Human Societies	Jared Diamond	4.04	Excellent	Tier_5	true	52	Complex	9	1	13	false	null	Subtitle	true	false	Average
1,652	54.3	7,933,292	Heaven is for Real: A Little Boy's Astounding Story of His Trip to Heaven and Back	Todd Burpo	4.04	Excellent	Tier_5	true	82	Very Complex	16	1	10	false	null	Subtitle	true	false	Average
1,653	54.3	6,614,960	House Rules	Jodi Picoult	4.04	Excellent	Tier_5	true	11	Simple	2	1	12	false	null	Standard	false	false	Average
1,654	54.3	61,374,793	I Am Not Jessica Chen	Ann Liang	4.04	Excellent	Tier_5	true	21	Moderate	5	1	9	false	null	Standard	false	false	Average
1,655	54.4	762,476	Kokoro	Natsume Sōseki	4.04	Excellent	Tier_5	true	6	Simple	1	1	14	false	null	Standard	false	false	Average
1,656	54.4	17,983,690	Lick (Stage Dive, #1)	Kylie Scott	4.04	Excellent	Tier_5	true	21	Moderate	4	1	11	true	1	Series	false	false	Average
1,657	54.4	52,894,528	Life is Big	Kiki Denis	4.04	Excellent	Tier_5	true	11	Simple	3	1	10	false	null	Standard	false	false	Average
1,658	54.4	15,796,908	Little Women	Louisa May Alcott	4.04	Excellent	Tier_5	true	12	Simple	2	1	17	false	null	Standard	false	true	Average
1,659	54.5	36,383,208	Loving Ordinary Life: The Self-Help Book for People Who Are Tired of Self-Help Books	Anastasia Petrenko	4.04	Excellent	Tier_5	true	84	Very Complex	14	1	18	false	null	Subtitle	true	false	Average
1,660	54.5	15,622	Native Son	Richard Wright	4.04	Excellent	Tier_5	true	10	Simple	2	1	14	false	null	Standard	false	false	Average
1,661	54.5	25,486,998	P.S. I Like You	Kasie West	4.04	Excellent	Tier_5	true	15	Simple	4	1	10	false	null	Standard	false	false	Average
1,662	54.6	169,690,624	Picking Daisies on Sundays (Picking Daisies on Sundays, #1)	Liana Cincotti	4.04	Excellent	Tier_5	true	59	Complex	9	1	14	true	1	Series	false	false	Average
1,663	54.6	85,990	Princess Academy (Princess Academy, #1)	Shannon Hale	4.04	Excellent	Tier_5	true	39	Moderate	5	1	12	true	1	Series	false	false	Average
1,664	54.6	18,545	Rosencrantz and Guildenstern Are Dead	Tom Stoppard	4.04	Excellent	Tier_5	true	37	Moderate	5	1	12	false	null	Standard	false	false	Average
1,665	54.7	42,201,395	Sorcery of Thorns (Sorcery of Thorns, #1)	Margaret Rogerson	4.04	Excellent	Tier_5	true	41	Complex	7	1	18	true	1	Series	false	false	Average
1,666	54.7	9,566	Still Life with Woodpecker	Tom Robbins	4.04	Excellent	Tier_5	true	26	Moderate	4	1	11	false	null	Standard	false	false	Average
1,667	54.7	91,661	The Beekeeper's Apprentice (Mary Russell and Sherlock Holmes, #1)	Laurie R. King	4.04	Excellent	Tier_5	true	65	Very Complex	9	1	14	true	1	Series	false	true	Average
1,668	54.8	6,588	The Big Bad Wolf (Alex Cross, #9)	James Patterson	4.04	Excellent	Tier_5	true	34	Moderate	7	1	16	true	9	Series	false	false	Average
1,669	54.8	32,987	The Greatest Generation	Tom Brokaw	4.04	Excellent	Tier_5	true	23	Moderate	3	1	10	false	null	Standard	false	false	Average
1,670	54.8	35,158,801	The Last Thing She Ever Did	Gregg Olsen	4.04	Excellent	Tier_5	true	27	Moderate	6	1	11	false	null	Standard	false	false	Average
1,671	54.9	1,088,471	The Life of Andrew Jackson	Robert V. Remini	4.04	Excellent	Tier_5	true	26	Moderate	5	1	16	false	null	Standard	false	true	Average
1,672	54.9	13,158,800	The Light Between Oceans	M.L. Stedman	4.04	Excellent	Tier_5	true	24	Moderate	4	1	12	false	null	Standard	false	false	Average
1,673	54.9	357	The Long Dark Tea-Time of the Soul (Dirk Gently, #2)	Douglas Adams	4.04	Excellent	Tier_5	true	52	Complex	10	1	13	true	2	Series	false	false	Average
1,674	55	79,852	The Passions of the Mind	Irving Stone	4.04	Excellent	Tier_5	true	24	Moderate	5	1	12	false	null	Standard	false	false	Average
1,675	55	921,359	The Ragged Trousered Philanthropists	Robert Tressell	4.04	Excellent	Tier_5	true	36	Moderate	4	1	15	false	null	Standard	false	false	Average
1,676	55	8,411,749	The Rogue (Traitor Spy Trilogy, #2)	Trudi Canavan	4.04	Excellent	Tier_5	true	35	Moderate	6	1	13	true	2	Series	false	false	Average
1,677	55.1	22,026	The Sicilian (The Godfather, #2)	Mario Puzo	4.04	Excellent	Tier_5	true	32	Moderate	5	1	10	true	2	Series	false	false	Average
1,678	55.1	40,493	The Valley of Horses (Earth's Children, #2)	Jean M. Auel	4.04	Excellent	Tier_5	true	43	Complex	7	1	12	true	2	Series	false	true	Average
1,679	55.1	71,865	Tomorrow, When the War Began (Tomorrow, #1)	John Marsden	4.04	Excellent	Tier_5	true	43	Complex	7	1	12	true	1	Series	false	false	Average
1,680	55.2	624,938	Unconditional Surrender	Evelyn Waugh	4.04	Excellent	Tier_5	true	23	Moderate	2	1	12	false	null	Standard	false	false	Average
1,681	55.2	18,163,202	Wolf's Head (The Forest Lord, #1)	Steven A. McKay	4.04	Excellent	Tier_5	true	33	Moderate	6	1	15	true	1	Series	false	true	Average
1,682	55.2	1,662,160	Your Inner Fish: a Journey into the 3.5-Billion-Year History of the Human Body	Neil Shubin	4.04	Excellent	Tier_5	true	78	Very Complex	13	1	11	false	null	Subtitle	true	false	Average
1,683	55.3	21,721	A Faint Cold Fear (Grant County, #3)	Karin Slaughter	4.03	Excellent	Tier_5	true	36	Moderate	7	1	15	true	3	Series	false	false	Average
1,684	55.3	13,544,022	A Year of Biblical Womanhood	Rachel Held Evans	4.03	Excellent	Tier_5	true	28	Moderate	5	1	17	false	null	Standard	false	true	Average
1,685	55.3	1,001,282	After Long Silence: A Memoir	Helen Fremont	4.03	Excellent	Tier_5	true	28	Moderate	5	1	13	false	null	Subtitle	true	false	Average
1,686	55.4	7,507,944	Akata Witch (The Nsibidi Scripts, #1)	Nnedi Okorafor	4.03	Excellent	Tier_5	true	37	Moderate	6	1	14	true	1	Series	false	false	Average
1,687	55.4	592,191	Birdy	William Wharton	4.03	Excellent	Tier_5	true	5	Simple	1	1	15	false	null	Standard	false	false	Average
1,688	55.4	759,961	Chainer's Torment (Magic: The Gathering: Odyssey Cycle, #2)	Scott McGough	4.03	Excellent	Tier_5	true	59	Complex	8	1	13	true	2	Series_Subtitle	true	false	Average
1,689	55.5	16,001,893	Down to You (The Bad Boys, #1)	M. Leighton	4.03	Excellent	Tier_5	true	30	Moderate	7	1	11	true	1	Series	false	false	Average
1,690	55.5	13,202,092	Eat & Run: My Unlikely Journey to Ultramarathon Greatness	Scott Jurek	4.03	Excellent	Tier_5	true	57	Complex	9	1	11	false	null	Subtitle	true	false	Average
1,691	55.5	77,206	Eight Skilled Gentlemen (The Chronicles of Master Li and Number Ten Ox, #3)	Barry Hughart	4.03	Excellent	Tier_5	true	75	Very Complex	13	1	13	true	3	Series	false	false	Average
1,692	55.6	21,307,056	Extraordinary Tales	Jorge Luis Borges	4.03	Excellent	Tier_5	true	19	Simple	2	1	17	false	null	Standard	false	true	Average
1,693	55.6	72,997	Fables for Our Time and Famous Poems Illustrated	James Thurber	4.03	Excellent	Tier_5	true	48	Complex	8	1	13	false	null	Standard	false	false	Average
1,694	55.6	10,662,420	Fire with Fire (Burn for Burn, #2)	Jenny Han	4.03	Excellent	Tier_5	true	34	Moderate	7	1	9	true	2	Series	false	false	Average
1,695	55.7	104,342	Grass (Arbai, #1)	Sheri S. Tepper	4.03	Excellent	Tier_5	true	17	Simple	3	1	15	true	1	Series	false	true	Average
1,696	55.7	8,709,271	Griffin & Sabine: An Extraordinary Correspondence	Nick Bantock	4.03	Excellent	Tier_5	true	49	Complex	6	1	12	false	null	Subtitle	true	false	Average
1,697	55.7	2,474,061	Happy as a Tapir	Terry Carbone	4.03	Excellent	Tier_5	true	16	Simple	4	1	13	false	null	Standard	false	false	Average
1,698	55.8	135,742	In Praise of Idleness and Other Essays	Bertrand Russell	4.03	Excellent	Tier_5	true	38	Moderate	7	1	16	false	null	Standard	false	false	Average
1,699	55.8	12,925,063	Inescapable (The Premonition, #1)	Amy A. Bartol	4.03	Excellent	Tier_5	true	33	Moderate	4	1	13	true	1	Series	false	true	Average
1,700	55.8	59,689	Lapidarium	Ryszard Kapuściński	4.03	Excellent	Tier_5	true	10	Simple	1	1	19	false	null	Standard	false	false	Average

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