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
901	29.6	49,596,377	Above the Bay of Angels	Rhys Bowen	4.2	Excellent	Tier_7	true	23	Moderate	5	1	10	false	null	Standard	false	false	Above Average
902	29.6	36,305,094	Battlefield Korea (Red Storm, #2)	James Rosone	4.2	Excellent	Tier_7	true	33	Moderate	5	1	12	true	2	Series	false	false	Above Average
903	29.7	296,182	Brothers in Arms (Vorkosigan Saga, #5)	Lois McMaster Bujold	4.2	Excellent	Tier_7	true	38	Moderate	6	1	20	true	5	Series	false	true	Above Average
904	29.7	106,096	Death on the Installment Plan	Louis-Ferdinand Céline	4.2	Excellent	Tier_7	true	29	Moderate	5	1	22	false	null	Standard	false	false	Above Average
905	29.7	52,090	Eichmann in Jerusalem: A Report on the Banality of Evil	Hannah Arendt	4.2	Excellent	Tier_7	true	55	Complex	10	1	13	false	null	Subtitle	true	false	Above Average
906	29.8	58,087	Fire Bringer	David Clement-Davies	4.2	Excellent	Tier_7	true	12	Simple	2	1	20	false	null	Standard	false	false	Above Average
907	29.8	13,449,686	Frederica	Georgette Heyer	4.2	Excellent	Tier_7	true	9	Simple	1	1	15	false	null	Standard	false	false	Above Average
908	29.8	29,662,945	Harnessing Heaven: How One Reluctant Wall-Streeter Tapped the Power of the Hereafter	Clifford Michaels	4.2	Excellent	Tier_7	true	84	Very Complex	12	1	17	false	null	Subtitle	true	false	Above Average
909	29.9	826,584	If You Give a Moose a Muffin	Laura Numeroff	4.2	Excellent	Tier_7	true	28	Moderate	7	1	14	false	null	Standard	false	false	Above Average
910	29.9	9,827	King Rat (Asian Saga, #4)	James Clavell	4.2	Excellent	Tier_7	true	25	Moderate	5	1	13	true	4	Series	false	false	Above Average
911	29.9	13,888	Knife of Dreams (The Wheel of Time, #11)	Robert Jordan	4.2	Excellent	Tier_7	true	40	Moderate	8	1	13	true	11	Series	false	false	Above Average
912	30	825,081	Lilly's Purple Plastic Purse	Kevin Henkes	4.2	Excellent	Tier_7	true	28	Moderate	4	1	12	false	null	Standard	false	false	Above Average
913	30	8,253	Little Town on the Prairie (Little House, #7)	Laura Ingalls Wilder	4.2	Excellent	Tier_7	true	46	Complex	8	1	20	true	7	Series	false	true	Above Average
914	30	10,235	Mountains Beyond Mountains: The Quest of Dr. Paul Farmer, a Man Who Would Cure the World	Tracy Kidder	4.2	Excellent	Tier_7	true	88	Very Complex	16	1	12	false	null	Subtitle	true	false	Above Average
915	30	60,576,339	My Dearest Miss Fairfax	Jeanette Watts	4.2	Excellent	Tier_7	true	23	Moderate	4	1	14	false	null	Standard	false	false	Above Average
916	30.1	762,134	Palace Walk (The Cairo Trilogy, #1)	Naguib Mahfouz	4.2	Excellent	Tier_7	true	35	Moderate	6	1	14	true	1	Series	false	false	Above Average
917	30.1	6,134,783	Prey (Shifters, #4)	Rachel Vincent	4.2	Excellent	Tier_7	true	19	Simple	3	1	14	true	4	Series	false	false	Above Average
918	30.1	394,469	Suttree	Cormac McCarthy	4.2	Excellent	Tier_7	true	7	Simple	1	1	15	false	null	Standard	false	false	Above Average
919	30.2	387,061	Tall, Dark & Hungry (Argeneau, #4)	Lynsay Sands	4.2	Excellent	Tier_7	true	34	Moderate	6	1	12	true	4	Series	false	false	Above Average
920	30.2	10,803,121	The Alloy of Law (Mistborn, #4)	Brandon Sanderson	4.2	Excellent	Tier_7	true	31	Moderate	6	1	17	true	4	Series	false	false	Above Average
921	30.2	64,255	The Ape Who Guards the Balance (Amelia Peabody, #10)	Elizabeth Peters	4.2	Excellent	Tier_7	true	52	Complex	9	1	16	true	10	Series	false	false	Above Average
922	30.3	16,045,144	The Beautiful Mystery (Chief Inspector Armand Gamache, #8)	Louise Penny	4.2	Excellent	Tier_7	true	58	Complex	8	1	12	true	8	Series	false	false	Above Average
923	30.3	118,413	The Bedbug and Selected Poetry	Vladimir Mayakovsky	4.2	Excellent	Tier_7	true	30	Moderate	5	1	19	false	null	Standard	false	false	Above Average
924	30.3	29,429,083	The Blood Legacy (The Divine Elements #1)	Daman	4.2	Excellent	Tier_7	true	41	Complex	7	1	5	true	1	Series	false	false	Above Average
925	30.4	407,813	The Blue Sword (Damar, #1)	Robin McKinley	4.2	Excellent	Tier_7	true	26	Moderate	5	1	14	true	1	Series	false	false	Above Average
926	30.4	55,506,538	The Daughter of Kurdland: A Life Dedicated to Humankind	Widad Akreyi	4.2	Excellent	Tier_7	true	55	Complex	9	1	12	false	null	Subtitle	true	false	Above Average
927	30.4	93,302	The Last Letters of Thomas More	Thomas More	4.2	Excellent	Tier_7	true	31	Moderate	6	1	11	false	null	Standard	false	false	Above Average
928	30.5	10,626,950	The Ministry of Necessity (Gentleman Bastard, #5)	Scott Lynch	4.2	Excellent	Tier_7	true	49	Complex	7	1	11	true	5	Series	false	false	Above Average
929	30.5	13,658	The Other Wind (Earthsea Cycle, #6)	Ursula K. Le Guin	4.2	Excellent	Tier_7	true	35	Moderate	6	1	17	true	6	Series	false	true	Above Average
930	30.5	266,904	The Penderwicks: A Summer Tale of Four Sisters, Two Rabbits, and a Very Interesting Boy (The Penderwicks, #1)	Jeanne Birdsall	4.2	Excellent	Tier_7	true	109	Very Complex	18	1	15	true	1	Series_Subtitle	true	false	Above Average
931	30.6	378	The Phantom Tollbooth	Norton Juster	4.2	Excellent	Tier_7	true	21	Moderate	3	1	13	false	null	Standard	false	false	Above Average
932	30.6	173,526	The Ragamuffin Gospel	Brennan Manning	4.2	Excellent	Tier_7	true	21	Moderate	3	1	15	false	null	Standard	false	false	Above Average
933	30.6	395,058	The Recognitions	William Gaddis	4.2	Excellent	Tier_7	true	16	Simple	2	1	14	false	null	Standard	false	false	Above Average
934	30.7	41,810	The Robots of Dawn (Robot, #3)	Isaac Asimov	4.2	Excellent	Tier_7	true	30	Moderate	6	1	12	true	3	Series	false	false	Above Average
935	30.7	175,599	The Shining Court (The Sun Sword, #3)	Michelle West	4.2	Excellent	Tier_7	true	37	Moderate	7	1	13	true	3	Series	false	false	Above Average
936	30.7	63,028,719	The Sun and the Star (The Nico di Angelo Adventures #1)	Rick Riordan	4.2	Excellent	Tier_7	true	55	Complex	11	1	12	true	1	Series	false	false	Above Average
937	30.8	10,836,813	The Time in Between	María Dueñas	4.2	Excellent	Tier_7	true	19	Simple	4	1	12	false	null	Standard	false	false	Above Average
938	30.8	15,985,392	Threat Vector (Jack Ryan Jr, #4; Jack Ryan Universe, #15)	Tom Clancy	4.2	Excellent	Tier_7	true	57	Complex	10	1	10	true	4	Series	false	false	Above Average
939	30.8	7,060,582	Twice Bitten (Chicagoland Vampires, #3)	Chloe Neill	4.2	Excellent	Tier_7	true	39	Moderate	5	1	11	true	3	Series	false	false	Above Average
940	30.9	1,328,721	Written in Bone (David Hunter, #2)	Simon Beckett	4.2	Excellent	Tier_7	true	34	Moderate	6	1	13	true	2	Series	false	false	Above Average
941	30.9	56,905,097	As Good As Dead (A Good Girl's Guide to Murder, #3)	Holly Jackson	4.19	Excellent	Tier_7	true	51	Complex	11	1	14	true	3	Series	false	false	Above Average
942	30.9	12,958,037	Biting Bad (Chicagoland Vampires, #8)	Chloe Neill	4.19	Excellent	Tier_7	true	37	Moderate	5	1	11	true	8	Series	false	false	Above Average
943	31	32,258	Body Double (Rizzoli & Isles, #4)	Tess Gerritsen	4.19	Excellent	Tier_7	true	33	Moderate	6	1	14	true	4	Series	false	false	Above Average
944	31	171,625	Bomber	Len Deighton	4.19	Excellent	Tier_7	true	6	Simple	1	1	12	false	null	Standard	false	false	Above Average
945	31	106,134	Bone, Vol. 1: Out from Boneville (Bone, #1)	Jeff Smith	4.19	Excellent	Tier_7	true	43	Complex	8	1	10	true	1	Series_Subtitle	true	false	Above Average
946	31.1	669,030	Delusion's Master (Flat Earth, #3)	Tanith Lee	4.19	Excellent	Tier_7	true	34	Moderate	5	1	10	true	3	Series	false	false	Above Average
947	31.1	11,306,337	EntreLeadership: 20 Years of Practical Business Wisdom from the Trenches	Dave Ramsey	4.19	Excellent	Tier_7	true	72	Very Complex	10	1	11	false	null	Subtitle	true	false	Above Average
948	31.1	61,681,786	Final Offer (Dreamland Billionaires, #3)	Lauren Asher	4.19	Excellent	Tier_7	true	40	Moderate	5	1	12	true	3	Series	false	false	Above Average
949	31.2	10,813,480	For You (The 'Burg, #1)	Kristen Ashley	4.19	Excellent	Tier_7	true	23	Moderate	5	1	14	true	1	Series	false	false	Above Average
950	31.2	23,529	From Hell	Alan Moore	4.19	Excellent	Tier_7	true	9	Simple	2	1	22	false	null	Standard	false	false	Above Average
951	31.2	194,802,722	Funny Story	Emily Henry	4.19	Excellent	Tier_7	true	11	Simple	2	1	11	false	null	Standard	false	false	Above Average
952	31.3	31,351,689	Girl Made of Stars	Ashley Herring Blake	4.19	Excellent	Tier_7	true	18	Simple	4	1	20	false	null	Standard	false	true	Above Average
953	31.3	4,494,917	Gone Tomorrow (Jack Reacher, #13)	Lee Child	4.19	Excellent	Tier_7	true	33	Moderate	5	1	9	true	13	Series	false	false	Above Average
954	31.3	43,890,641	Hamnet	Maggie O'Farrell	4.19	Excellent	Tier_7	true	6	Simple	1	1	16	false	null	Standard	false	false	Above Average
955	31.4	8,045,080	Hell's Corner (The Camel Club, #5)	David Baldacci	4.19	Excellent	Tier_7	true	34	Moderate	6	1	14	true	5	Series	false	false	Above Average
956	31.4	6,858	Hot Six (Stephanie Plum, #6)	Janet Evanovich	4.19	Excellent	Tier_7	true	28	Moderate	5	1	15	true	6	Series	false	false	Above Average
957	31.4	47,990	Jingo (Discworld, #21; City Watch, #4)	Terry Pratchett	4.19	Excellent	Tier_7	true	38	Moderate	6	1	15	true	21	Series	false	false	Above Average
958	31.5	1,844,941	Kuyucaklı Yusuf	Sabahattin Ali	4.19	Excellent	Tier_7	true	15	Simple	2	1	14	false	null	Standard	false	false	Above Average
959	31.5	123,632	Man and His Symbols	C.G. Jung	4.19	Excellent	Tier_7	true	19	Simple	4	1	9	false	null	Standard	false	false	Above Average
960	31.5	87,665	Orthodoxy	G.K. Chesterton	4.19	Excellent	Tier_7	true	9	Simple	1	1	15	false	null	Standard	false	false	Above Average
961	31.6	16,163,690	Own the Wind (Chaos, #1)	Kristen Ashley	4.19	Excellent	Tier_7	true	24	Moderate	5	1	14	true	1	Series	false	false	Above Average
962	31.6	230,200	Paroles	Jacques Prévert	4.19	Excellent	Tier_7	true	7	Simple	1	1	15	false	null	Standard	false	false	Above Average
963	31.6	7,520	Path of the Assassin (Scot Harvath, #2)	Brad Thor	4.19	Excellent	Tier_7	true	39	Moderate	7	1	9	true	2	Series	false	false	Above Average
964	31.7	25,135,194	Prisoners of Geography: Ten Maps That Tell You Everything You Need to Know About Global Politics (Politics of Place, #1)	Tim Marshall	4.19	Excellent	Tier_7	true	120	Very Complex	20	1	13	true	1	Series_Subtitle	true	false	Above Average
965	31.7	43,866	Reinventing Your Life: The Breakthrough Program to End Negative Behavior...and Feel Great Again	Jeffrey E. Young	4.19	Excellent	Tier_7	true	95	Very Complex	13	1	16	false	null	Subtitle	true	true	Above Average
966	31.7	315,519	Rich Man, Poor Man	Irwin Shaw	4.19	Excellent	Tier_7	true	18	Simple	4	1	10	false	null	Standard	false	false	Above Average
967	31.8	50,094,058	Setting the Family Free	Eric D. Goodman	4.19	Excellent	Tier_7	true	23	Moderate	4	1	15	false	null	Standard	false	true	Above Average
968	31.8	15,817,952	Seven Minutes in Heaven (The Lying Game, #6)	Sara Shepard	4.19	Excellent	Tier_7	true	44	Complex	8	1	12	true	6	Series	false	false	Above Average
969	31.8	23,397,921	Sixth of the Dusk	Brandon Sanderson	4.19	Excellent	Tier_7	true	17	Simple	4	1	17	false	null	Standard	false	false	Above Average
970	31.9	817,416	Spring's Gentle Promise (Seasons of the Heart, #4)	Janette Oke	4.19	Excellent	Tier_7	true	50	Complex	8	1	11	true	4	Series	false	false	Above Average
971	31.9	99,944	The Bhagavad Gita	Krishna-Dwaipayana Vyasa	4.19	Excellent	Tier_7	true	17	Simple	3	1	24	false	null	Standard	false	false	Above Average
972	31.9	171,125	The Carpet Makers	Andreas Eschbach	4.19	Excellent	Tier_7	true	17	Simple	3	1	16	false	null	Standard	false	false	Above Average
973	32	2,728,527	The Guernsey Literary and Potato Peel Pie Society	Mary Ann Shaffer	4.19	Excellent	Tier_7	true	49	Complex	8	1	16	false	null	Standard	false	true	Above Average
974	32	21,951,456	The Human Comedy By William Saroyan	Author	4.19	Excellent	Tier_7	true	35	Moderate	6	1	6	false	null	Standard	false	false	Above Average
975	32	534,289	The I Ching or Book of Changes	Anonymous	4.19	Excellent	Tier_7	true	30	Moderate	7	1	9	false	null	Standard	false	false	Above Average
976	32.1	48,499,436	The Lady of the Tower (The Lydiard Chronicles, #1)	Elizabeth St. John	4.19	Excellent	Tier_7	true	50	Complex	9	1	18	true	1	Series	false	true	Above Average
977	32.1	8,737	The Last Temptation of Christ	Nikos Kazantzakis	4.19	Excellent	Tier_7	true	29	Moderate	5	1	17	false	null	Standard	false	false	Above Average
978	32.1	527,756	The Man Without Qualities	Robert Musil	4.19	Excellent	Tier_7	true	25	Moderate	4	1	12	false	null	Standard	false	false	Above Average
979	32.2	6,114,607	The Midwife: A Memoir of Birth, Joy, and Hard Times	Jennifer Worth	4.19	Excellent	Tier_7	true	51	Complex	10	1	14	false	null	Subtitle	true	false	Above Average
980	32.2	11,499	The Promise (Reuven Malter, #2)	Chaim Potok	4.19	Excellent	Tier_7	true	31	Moderate	5	1	11	true	2	Series	false	false	Above Average
981	32.2	68,497	The Scar (New Crobuzon, #2)	China Miéville	4.19	Excellent	Tier_7	true	27	Moderate	5	1	14	true	2	Series	false	false	Above Average
982	32.2	2,054,514	The Scarlet Seed (Heaven Tree, #3)	Edith Pargeter	4.19	Excellent	Tier_7	true	34	Moderate	6	1	14	true	3	Series	false	false	Above Average
983	32.3	73,297	The Scarlet Thread	Francine Rivers	4.19	Excellent	Tier_7	true	18	Simple	3	1	16	false	null	Standard	false	false	Above Average
984	32.3	22,609,358	The Seven Sisters (The Seven Sisters, #1)	Lucinda Riley	4.19	Excellent	Tier_7	true	41	Complex	7	1	13	true	1	Series	false	false	Above Average
985	32.3	27,210,226	There's A Bear On My Chair	Ross Collins	4.19	Excellent	Tier_7	true	26	Moderate	6	1	12	false	null	Standard	false	false	Above Average
986	32.4	75,517,360	Tree of Aeons (Tree of Aeons, #1)	spaizzzer	4.19	Excellent	Tier_7	true	33	Moderate	7	1	9	true	1	Series	false	false	Above Average
987	32.4	32,423	Watchers	Dean Koontz	4.19	Excellent	Tier_7	true	8	Simple	1	1	11	false	null	Standard	false	false	Above Average
988	32.4	18,642,531	With Angel's Wings	Stephanie A. Collins	4.19	Excellent	Tier_7	true	18	Simple	3	1	20	false	null	Standard	false	true	Above Average
989	32.5	364,419	Wizard of the Upper Amazon: The Story of Manuel C¢rdova-Rios	Frank Bruce Lamb	4.19	Excellent	Tier_7	true	60	Complex	10	1	16	false	null	Subtitle	true	true	Above Average
990	32.5	6,782,468	An Artificial Night (October Daye, #3)	Seanan McGuire	4.18	Excellent	Tier_7	true	38	Moderate	6	1	14	true	3	Series	false	false	Above Average
991	32.5	102,738	Another Day of Life	Ryszard Kapuściński	4.18	Excellent	Tier_7	true	19	Simple	4	1	19	false	null	Standard	false	false	Above Average
992	32.6	21,412,202	As You Wish: Inconceivable Tales from the Making of The Princess Bride	Cary Elwes	4.18	Excellent	Tier_7	true	70	Very Complex	12	1	10	false	null	Subtitle	true	false	Above Average
993	32.6	16,729	Beach Music	Pat Conroy	4.18	Excellent	Tier_7	true	11	Simple	2	1	10	false	null	Standard	false	false	Above Average
994	32.6	56,852,407	Billy Summers	Stephen King	4.18	Excellent	Tier_7	true	13	Simple	2	1	19	false	null	Standard	false	false	Above Average
995	32.7	8,248	By the Shores of Silver Lake (Little House, #5)	Laura Ingalls Wilder	4.18	Excellent	Tier_7	true	48	Complex	9	1	20	true	5	Series	false	true	Above Average
996	32.7	158,446	Captain Blood	Rafael Sabatini	4.18	Excellent	Tier_7	true	13	Simple	2	1	15	false	null	Standard	false	false	Above Average
997	32.7	645,023	Castle of Wizardry (The Belgariad #4)	David Eddings	4.18	Excellent	Tier_7	true	37	Moderate	6	1	13	true	4	Series	false	false	Above Average
998	32.8	6,780,439	Dark Visions (Dark Visions, #1-3)	L.J. Smith	4.18	Excellent	Tier_7	true	33	Moderate	5	1	10	false	1	Standard	false	false	Above Average
999	32.8	8,835,897	Defiance (Strange Angels, #4)	Lili St. Crow	4.18	Excellent	Tier_7	true	29	Moderate	4	1	13	true	4	Series	false	true	Above Average
1,000	32.8	773,514	Emily Climbs (Emily, #2)	L.M. Montgomery	4.18	Excellent	Tier_7	true	24	Moderate	4	1	15	true	2	Series	false	false	Above Average

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