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
401	13.2	163,363	All But My Life	Gerda Weissmann Klein	4.33	Excellent	Tier_9	true	15	Simple	4	1	21	false	null	Standard	false	true	High
402	13.2	25,002,451	Alone... You're Not	serenity finlay	4.33	Excellent	Tier_9	true	19	Simple	3	1	15	false	null	Standard	false	false	High
403	13.2	50,832,839	Annabel Horton And The Black Witch of Pau (Book Two)	Olivia Hardy Ray	4.33	Excellent	Tier_9	true	52	Complex	10	1	16	false	null	Standard	false	true	High
404	13.3	58,740,438	Arising Son: Part One (The Guardians of the Temple Saga)	Marie Montine	4.33	Excellent	Tier_9	true	56	Complex	10	1	13	false	null	Subtitle	true	false	High
405	13.3	242,884	Bullfrog Builds a House	Rosamond Dauer	4.33	Excellent	Tier_9	true	23	Moderate	4	1	14	false	null	Standard	false	false	High
406	13.3	150,549	Collected Short Stories: Volume 1	W. Somerset Maugham	4.33	Excellent	Tier_9	true	33	Moderate	5	1	19	false	null	Subtitle	true	true	High
407	13.4	39,789,257	Colorado Takedown (The McAllister Brothers, #1)	Cricket Rohman	4.33	Excellent	Tier_9	true	47	Complex	6	1	14	true	1	Series	false	false	High
408	13.4	16,220,184	Crossroads and the Himalayan Crystals (Crossroads, #1)	C. Toni Graham	4.33	Excellent	Tier_9	true	54	Complex	7	1	14	true	1	Series	false	true	High
409	13.4	8,390,830	Don Camillo della Bassa: Gente così - Lo spumarino pallido	Giovannino Guareschi	4.33	Excellent	Tier_9	true	58	Complex	10	1	20	false	null	Subtitle	true	false	High
410	13.5	1,738,338	Earthly Paradise	Colette	4.33	Excellent	Tier_9	true	16	Simple	2	1	7	false	null	Standard	false	false	High
411	13.5	2,836,109	Erak's Ransom (Ranger's Apprentice, #7)	John Flanagan	4.33	Excellent	Tier_9	true	39	Moderate	5	1	13	true	7	Series	false	false	High
412	13.5	51,601,327	Everything Is Always Gonna Be Alright, Durban Frankenshooze	Jamie McHone	4.33	Excellent	Tier_9	true	59	Complex	8	1	12	false	null	Standard	false	false	High
413	13.6	1,106,179	Freedom at Midnight	Larry Collins	4.33	Excellent	Tier_9	true	19	Simple	3	1	13	false	null	Standard	false	false	High
414	13.6	52,664,722	Ground Zero	Alan Gratz	4.33	Excellent	Tier_9	true	11	Simple	2	1	10	false	null	Standard	false	false	High
415	13.6	270,435	Heal Your Body: The Mental Causes for Physical Illness and the Metaphysical Way to Overcome Them	Louise L. Hay	4.33	Excellent	Tier_9	true	96	Very Complex	16	1	13	false	null	Subtitle	true	true	High
416	13.7	13,502,958	Magician's End (The Chaoswar Saga, #3)	Raymond E. Feist	4.33	Excellent	Tier_9	true	38	Moderate	6	1	16	true	3	Series	false	true	High
417	13.7	46,002,342	Me and White Supremacy: Combat Racism, Change the World, and Become a Good Ancestor	Layla F. Saad	4.33	Excellent	Tier_9	true	83	Very Complex	14	1	13	false	null	Subtitle	true	true	High
418	13.7	3,601,593	Non Violent Communication A Language of Life	Marshall B. Rosenberg	4.33	Excellent	Tier_9	true	44	Complex	7	1	21	false	null	Standard	false	true	High
419	13.8	12,926,804	One for the Murphys	Lynda Mullaly Hunt	4.33	Excellent	Tier_9	true	19	Simple	4	1	18	false	null	Standard	false	true	High
420	13.8	213,600,891	Sacrifices Beyond Kingdoms: A Provocative Romance Torn Between Continents and Cultures (The Sacrifices and Kingdoms Series Book 2)	Patricia D'Arcy Laughlin	4.33	Excellent	Tier_9	true	130	Very Complex	18	1	24	false	null	Subtitle	true	true	High
421	13.8	45,102	Ship of Destiny (Liveship Traders, #3)	Robin Hobb	4.33	Excellent	Tier_9	true	38	Moderate	6	1	10	true	3	Series	false	false	High
422	13.9	532,752	The Country Bunny and the Little Gold Shoes	DuBose Heyward	4.33	Excellent	Tier_9	true	43	Complex	8	1	14	false	null	Standard	false	false	High
423	13.9	366,889	The Day Lasts More than a Hundred Years	Chingiz Aitmatov	4.33	Excellent	Tier_9	true	39	Moderate	8	1	16	false	null	Standard	false	false	High
424	13.9	96,281	The Deed of Paksenarrion (The Deed of Paksenarrion, #1-3)	Elizabeth Moon	4.33	Excellent	Tier_9	true	57	Complex	9	1	14	false	1	Standard	false	false	High
425	14	38,108,499	The Enigmatic Expanse - Existence	Sreedhar P. Iyer	4.33	Excellent	Tier_9	true	33	Moderate	5	1	16	false	null	Standard	false	true	High
426	14	184,803	The Keys of the Kingdom	A.J. Cronin	4.33	Excellent	Tier_9	true	23	Moderate	5	1	11	false	null	Standard	false	false	High
427	14	157,993	The Little Prince	Antoine de Saint-Exupéry	4.33	Excellent	Tier_9	true	17	Simple	3	1	24	false	null	Standard	false	true	High
428	14.1	353,325	The Motion of Light in Water: Sex and Science Fiction Writing in the East Village	Samuel R. Delany	4.33	Excellent	Tier_9	true	81	Very Complex	15	1	16	false	null	Subtitle	true	true	High
429	14.1	37,786,729	The Shaman's Apprentice (Jovai, #1)	B. Muze	4.33	Excellent	Tier_9	true	35	Moderate	5	1	7	true	1	Series	false	false	High
430	14.1	56,360,682	The You Beyond You: The Knowledge of the Willing	Ramzi Najjar	4.33	Excellent	Tier_9	true	48	Complex	9	1	12	false	null	Subtitle	true	false	High
431	14.2	294,861	Tisha: The Wonderful True Love Story of a Young Teacher in the Alaskan Wilderness	Robert Specht	4.33	Excellent	Tier_9	true	81	Very Complex	14	1	13	false	null	Subtitle	true	false	High
432	14.2	48,893,380	Tragedy of Me (Legend of Me, #2)	Rebekah L. Purdy	4.33	Excellent	Tier_9	true	32	Moderate	7	1	16	true	2	Series	false	true	High
433	14.2	56,449,476	West With Giraffes	Lynda Rutledge	4.33	Excellent	Tier_9	true	18	Simple	3	1	14	false	null	Standard	false	false	High
434	14.3	13,416,236	Whispers at Moonrise (Shadow Falls, #4)	C.C. Hunter	4.33	Excellent	Tier_9	true	39	Moderate	6	1	11	true	4	Series	false	false	High
435	14.3	49,599,733	A Gracious Enemy	Michael G. Kramer	4.32	Excellent	Tier_9	true	16	Simple	3	1	17	false	null	Standard	false	true	High
436	14.3	8,127	Anne of Green Gables (Anne of Green Gables, #1)	L.M. Montgomery	4.32	Excellent	Tier_9	true	47	Complex	9	1	15	true	1	Series	false	false	High
437	14.4	58,330,567	Atlas of the Heart: Mapping Meaningful Connection and the Language of Human Experience	Brené Brown	4.32	Excellent	Tier_9	true	86	Very Complex	13	1	11	false	null	Subtitle	true	false	High
438	14.4	254,389	Battlefield of the Mind: Winning the Battle in Your Mind	Joyce Meyer	4.32	Excellent	Tier_9	true	56	Complex	10	1	11	false	null	Subtitle	true	false	High
439	14.4	804,698	Black Girl Lost	Donald Goines	4.32	Excellent	Tier_9	true	15	Simple	3	1	13	false	null	Standard	false	false	High
440	14.4	52,140,091	Book of Leo: Prequel to Mystical Trash	Mary Ramsey	4.32	Excellent	Tier_9	true	38	Moderate	7	1	11	false	null	Subtitle	true	false	High
441	14.5	197,122,500	Framed & Hunted: A True Story of Occult Persecution	Edward Williams	4.32	Excellent	Tier_9	true	51	Complex	9	1	22	false	null	Subtitle	true	false	High
442	14.5	389,881	Hanta Yo: An American Saga	Ruth Beebe Hill	4.32	Excellent	Tier_9	true	26	Moderate	5	1	15	false	null	Subtitle	true	true	High
443	14.5	30,024,695	Hiding Haelo (Candeon Heirs #1)	T.M. Holladay	4.32	Excellent	Tier_9	true	31	Moderate	5	1	13	true	1	Series	false	false	High
444	14.6	10,388,653	Invisible Assassin (The Queen's Blade, #3)	T.C. Southwell	4.32	Excellent	Tier_9	true	42	Complex	6	1	14	true	3	Series	false	false	High
445	14.6	139,855	Knowing God	J.I. Packer	4.32	Excellent	Tier_9	true	11	Simple	2	1	11	false	null	Standard	false	false	High
446	14.6	20,652,804	Music Notes (Heartbeat, #3)	Renee Lee Fisher	4.32	Excellent	Tier_9	true	27	Moderate	4	1	16	true	3	Series	false	true	High
447	14.7	1,611,657	On the Edge of the Dark Sea of Darkness (The Wingfeather Saga, #1)	Andrew Peterson	4.32	Excellent	Tier_9	true	66	Very Complex	13	1	21	true	1	Series	false	false	High
448	14.7	543,143	One of our Submarines	Edward Young	4.32	Excellent	Tier_9	true	21	Moderate	4	1	14	false	null	Standard	false	false	High
449	14.7	1,157,542	Open Horizons	Sigurd F. Olson	4.32	Excellent	Tier_9	true	13	Simple	2	1	15	false	null	Standard	false	true	High
450	14.8	60,932	Parable of the Talents (Earthseed, #2)	Octavia E. Butler	4.32	Excellent	Tier_9	true	38	Moderate	6	1	17	true	2	Series	false	true	High
451	14.8	19,314	Ronia, the Robber's Daughter	Astrid Lindgren	4.32	Excellent	Tier_9	true	28	Moderate	4	1	15	false	null	Standard	false	false	High
452	14.8	34,484	Small Gods (Discworld, #13)	Terry Pratchett	4.32	Excellent	Tier_9	true	27	Moderate	4	1	15	true	13	Series	false	false	High
453	14.9	190,128,604	Sown in Tears: A Historical Novel of Love and Struggle	Beverly Magid	4.32	Excellent	Tier_9	true	54	Complex	10	1	13	false	null	Subtitle	true	false	High
454	14.9	6,479,259	Spirit Bound (Vampire Academy, #5)	Richelle Mead	4.32	Excellent	Tier_9	true	34	Moderate	5	1	13	true	5	Series	false	false	High
455	14.9	1,297,150	Sword Song (The Saxon Stories, #4)	Bernard Cornwell	4.32	Excellent	Tier_9	true	34	Moderate	6	1	16	true	4	Series	false	false	High
456	15	105,986	The Code of the Woosters (Jeeves, #7)	P.G. Wodehouse	4.32	Excellent	Tier_9	true	37	Moderate	7	1	14	true	7	Series	false	false	High
457	15	34,234,731	The Land: Catacombs (Chaos Seeds, #4)	Aleron Kong	4.32	Excellent	Tier_9	true	37	Moderate	6	1	11	true	4	Series_Subtitle	true	false	High
458	15	118,389	The Love Song of J. Alfred Prufrock and Other Poems	T.S. Eliot	4.32	Excellent	Tier_9	true	51	Complex	10	1	10	false	null	Standard	false	false	High
459	15.1	217,217,019	The Pink Cadillac	Rebecca Harlem	4.32	Excellent	Tier_9	true	17	Simple	3	1	14	false	null	Standard	false	false	High
460	15.1	23,791,610	The Singularity is Coming: The Artificial Intelligence Explosion	Tony Thorne	4.32	Excellent	Tier_9	true	64	Very Complex	8	1	12	false	null	Subtitle	true	false	High
461	15.1	35,523,006	The Tattooist of Auschwitz	Heather Morris	4.32	Excellent	Tier_9	true	26	Moderate	4	1	16	false	null	Standard	false	false	High
462	15.2	38,359,036	The Tattooist of Auschwitz (The Tattooist of Auschwitz, #1)	Heather Morris	4.32	Excellent	Tier_9	true	59	Complex	9	1	16	true	1	Series	false	false	High
463	15.2	90,779,476	The Trial of Joe Harlan Junior (Talion #0.5)	J.K. Franko	4.32	Excellent	Tier_9	true	44	Complex	8	1	11	false	0	Standard	false	false	High
464	15.2	123,425,153	Triple Deception (Remmich/Miller, #4)	Karl Braungart	4.32	Excellent	Tier_9	true	37	Moderate	4	1	14	true	4	Series	false	false	High
465	15.3	35,218,197	Under The Rug: The Unforgettable Forgotten	L. Marie Williams	4.32	Excellent	Tier_9	true	42	Complex	6	1	17	false	null	Subtitle	true	true	High
466	15.3	83,171,755	Who Has Buried the Dead?: From Stalin to Putin … The last great secret of World War Two	K.G.E. Konkel	4.32	Excellent	Tier_9	true	87	Very Complex	18	1	13	false	null	Subtitle	true	false	High
467	15.3	6,603,203	Το καπλάνι της βιτρίνας	Alki Zei	4.32	Excellent	Tier_9	true	23	Moderate	4	1	8	false	null	Standard	false	false	High
468	15.4	84,005	A Treatise on White Magic: The Way of the Disciple	Alice A. Bailey	4.31	Excellent	Tier_9	true	50	Complex	10	1	15	false	null	Subtitle	true	true	High
469	15.4	171,970	Alamut	Vladimir Bartol	4.31	Excellent	Tier_9	true	6	Simple	1	1	15	false	null	Standard	false	false	High
470	15.4	17,830,325	All Hallows Eve (New England Witch Chronicles #4)	Chelsea Luna	4.31	Excellent	Tier_9	true	49	Complex	8	1	12	true	4	Series	false	false	High
471	15.5	14,290,364	Champion (Legend, #3)	Marie Lu	4.31	Excellent	Tier_9	true	21	Moderate	3	1	8	true	3	Series	false	false	High
472	15.5	36,697,343	Christmas in Smithville (Hometown, #4)	Kirsten Fullmer	4.31	Excellent	Tier_9	true	38	Moderate	5	1	15	true	4	Series	false	false	High
473	15.5	7,171,637	Clockwork Angel (The Infernal Devices, #1)	Cassandra Clare	4.31	Excellent	Tier_9	true	42	Complex	6	1	15	true	1	Series	false	false	High
474	15.6	375,802	Ender’s Game (Ender's Saga, #1)	Orson Scott Card	4.31	Excellent	Tier_9	true	31	Moderate	5	1	16	true	1	Series	false	true	High
475	15.6	1,623,567	English Grammar in Use With Answers: Reference and Practice for Intermediate Students	Raymond Murphy	4.31	Excellent	Tier_9	true	85	Very Complex	12	1	14	false	null	Subtitle	true	false	High
476	15.6	52,346,471	Firekeeper’s Daughter (Firekeeper's Daughter, #1)	Angeline Boulley	4.31	Excellent	Tier_9	true	49	Complex	5	1	16	true	1	Series	false	false	High
477	15.7	34,924,026	From The Shadows (Blaze #1)	David Carter	4.31	Excellent	Tier_9	true	27	Moderate	5	1	15	true	1	Series	false	false	High
478	15.7	65,498,175	Glucose Control Eating: Lose Weight Stay Slimmer Live Healthier Live Longer	Rick Mystrom	4.31	Excellent	Tier_9	true	75	Very Complex	11	1	12	false	null	Subtitle	true	false	High
479	15.7	18,405	Gone with the Wind	Margaret Mitchell	4.31	Excellent	Tier_9	true	18	Simple	4	1	17	false	null	Standard	false	false	High
480	15.8	59,356,142	Hoodwinked: Uncovering Our Fundamental Superstitions	Larry Gottlieb	4.31	Excellent	Tier_9	true	52	Complex	5	1	15	false	null	Subtitle	true	false	High
481	15.8	31,371,230	House of Spies (Gabriel Allon, #17)	Daniel Silva	4.31	Excellent	Tier_9	true	35	Moderate	6	1	12	true	17	Series	false	false	High
482	15.8	41,219,459	Iola O	G.M. Monks	4.31	Excellent	Tier_9	true	6	Simple	2	1	10	false	null	Standard	false	false	High
483	15.9	60,931	Kindred	Octavia E. Butler	4.31	Excellent	Tier_9	true	7	Simple	1	1	17	false	null	Standard	false	true	High
484	15.9	13,570,854	Lover at Last (Black Dagger Brotherhood, #11)	J.R. Ward	4.31	Excellent	Tier_9	true	45	Complex	7	1	9	true	11	Series	false	false	High
485	15.9	201,272,400	Marked by Magic (Tracking Trouble #1)	Lindsay Buroker	4.31	Excellent	Tier_9	true	37	Moderate	6	1	15	true	1	Series	false	false	High
486	16	568,093	Midnight Falcon (The Rigante, #2)	David Gemmell	4.31	Excellent	Tier_9	true	33	Moderate	5	1	13	true	2	Series	false	false	High
487	16	171,832,024	My Unbeating Heart	Eli Wilde	4.31	Excellent	Tier_9	true	18	Simple	3	1	9	false	null	Standard	false	false	High
488	16	159,116,833	Not Till We Are Lost (Bobiverse, #5)	Dennis E. Taylor	4.31	Excellent	Tier_9	true	36	Moderate	7	1	16	true	5	Series	false	true	High
489	16.1	4,339,852	Old Bear	Jane Hissey	4.31	Excellent	Tier_9	true	8	Simple	2	1	11	false	null	Standard	false	false	High
490	16.1	25,635,416	One Good Dragon Deserves Another (Heartstrikers, #2)	Rachel Aaron	4.31	Excellent	Tier_9	true	52	Complex	7	1	12	true	2	Series	false	false	High
491	16.1	199,296,785	Sacrifices For Kingdoms	Patricia D'Arcy Laughlin	4.31	Excellent	Tier_9	true	23	Moderate	3	1	24	false	null	Standard	false	true	High
492	16.2	18,513,792	Scientific Miracles in Ocean and Animals	Yusuf Al-Hajj Ahmad	4.31	Excellent	Tier_9	true	40	Moderate	6	1	19	false	null	Standard	false	true	High
493	16.2	571,512	Since You Went Away (Children of the Promise, #2)	Dean Hughes	4.31	Excellent	Tier_9	true	49	Complex	9	1	11	true	2	Series	false	false	High
494	16.2	42,933	Tai-Pan (Asian Saga, #2)	James Clavell	4.31	Excellent	Tier_9	true	24	Moderate	4	1	13	true	2	Series	false	false	High
495	16.3	43,453,815	The Association	Sharon Ann Ziegler	4.31	Excellent	Tier_9	true	15	Simple	2	1	18	false	null	Standard	false	true	High
496	16.3	2,880,715	The Black Dagger Brotherhood: An Insider's Guide	J.R. Ward	4.31	Excellent	Tier_9	true	48	Complex	7	1	9	false	null	Subtitle	true	false	High
497	16.3	43,582,376	The Body: A Guide for Occupants	Bill Bryson	4.31	Excellent	Tier_9	true	31	Moderate	6	1	11	false	null	Subtitle	true	false	High
498	16.4	272,599	The Family Nobody Wanted	Helen Grigsby Doss	4.31	Excellent	Tier_9	true	24	Moderate	4	1	18	false	null	Standard	false	true	High
499	16.4	6,249,757	The Fourth Apprentice (Warriors: Omen of the Stars, #1)	Erin Hunter	4.31	Excellent	Tier_9	true	55	Complex	9	1	11	true	1	Series_Subtitle	true	false	High
500	16.4	8,709,523	The Golden Lily (Bloodlines, #2)	Richelle Mead	4.31	Excellent	Tier_9	true	32	Moderate	5	1	13	true	2	Series	false	false	High

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