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
801	26.3	22,917	The Complete Grimm's Fairy Tales	Jacob Grimm	4.23	Excellent	Tier_8	true	32	Moderate	5	1	11	false	null	Standard	false	false	Above Average
802	26.3	49,350	The Concrete Blonde (Harry Bosch, #3; Harry Bosch Universe, #3)	Michael Connelly	4.23	Excellent	Tier_8	true	63	Very Complex	10	1	19	true	3	Series	false	false	Above Average
803	26.4	2,498,983	The Darkest Kiss (Lords of the Underworld, #2)	Gena Showalter	4.23	Excellent	Tier_8	true	46	Complex	8	1	14	true	2	Series	false	false	Above Average
804	26.4	18,501,652	The Guardian of Secrets and Her Deathly Pact	Jana Petken	4.23	Excellent	Tier_8	true	44	Complex	8	1	11	false	null	Standard	false	false	Above Average
805	26.4	92,308	The Importance of Being Earnest and Other Plays	Oscar Wilde	4.23	Excellent	Tier_8	true	47	Complex	8	1	11	false	null	Standard	false	false	Above Average
806	26.5	22,852,698	The Liar's Key (The Red Queen's War, #2)	Mark Lawrence	4.23	Excellent	Tier_8	true	40	Moderate	8	1	14	true	2	Series	false	false	Above Average
807	26.5	168,525	The Mabinogion Tetralogy	Evangeline Walton	4.23	Excellent	Tier_8	true	24	Moderate	3	1	17	false	null	Standard	false	false	Above Average
808	26.5	43,993	The Quiet Game (Penn Cage #1)	Greg Iles	4.23	Excellent	Tier_8	true	29	Moderate	6	1	9	true	1	Series	false	false	Above Average
809	26.6	1,166,131	The Recruit (Cherub, #1)	Robert Muchamore	4.23	Excellent	Tier_8	true	24	Moderate	4	1	16	true	1	Series	false	false	Above Average
810	26.6	219,919	The Robe	Lloyd C. Douglas	4.23	Excellent	Tier_8	true	8	Simple	2	1	16	false	null	Standard	false	true	Above Average
811	26.6	53,065,750	The Silent Wife (Will Trent, #10)	Karin Slaughter	4.23	Excellent	Tier_8	true	33	Moderate	6	1	15	true	10	Series	false	false	Above Average
812	26.7	42,201,995	The Stationery Shop	Marjan Kamali	4.23	Excellent	Tier_8	true	19	Simple	3	1	13	false	null	Standard	false	false	Above Average
813	26.7	297,621	The Unknown Revolution, 1917-1921	Voline	4.23	Excellent	Tier_8	true	33	Moderate	4	1	6	false	null	Standard	false	false	Above Average
814	26.7	760,205	There's a Nightmare in My Closet (There's Something in My Room Series)	Mercer Mayer	4.23	Excellent	Tier_8	true	70	Very Complex	12	1	12	false	null	Standard	false	false	Above Average
815	26.8	117,054	Towards a Poor Theatre	Jerzy Grotowski	4.23	Excellent	Tier_8	true	22	Moderate	4	1	15	false	null	Standard	false	false	Above Average
816	26.8	26,077,627	A Grief Observed	C.S. Lewis	4.22	Excellent	Tier_8	true	16	Simple	3	1	10	false	null	Standard	false	false	Above Average
817	26.8	41,045,102	Circe	Madeline Miller	4.22	Excellent	Tier_8	true	5	Simple	1	1	15	false	null	Standard	false	false	Above Average
818	26.9	190,038	Critical Path	R. Buckminster Fuller	4.22	Excellent	Tier_8	true	13	Simple	2	1	21	false	null	Standard	false	true	Above Average
819	26.9	218,659	Everything That Rises Must Converge: Stories	Flannery O'Connor	4.22	Excellent	Tier_8	true	44	Complex	6	1	17	false	null	Subtitle	true	false	Above Average
820	26.9	51,931,067	Felix Ever After	Kacen Callender	4.22	Excellent	Tier_8	true	16	Simple	3	1	15	false	null	Standard	false	false	Above Average
821	27	147,844	First Rider's Call (Green Rider, #2)	Kristen Britain	4.22	Excellent	Tier_8	true	36	Moderate	6	1	15	true	2	Series	false	false	Above Average
822	27	29,581	Foundation and Empire (Foundation, #2)	Isaac Asimov	4.22	Excellent	Tier_8	true	38	Moderate	5	1	12	true	2	Series	false	false	Above Average
823	27	15,790,833	Game (I Hunt Killers, #2)	Barry Lyga	4.22	Excellent	Tier_8	true	25	Moderate	5	1	10	true	2	Series	false	false	Above Average
824	27.1	205,973	Good Times/Bad Times	James Kirkwood Jr.	4.22	Excellent	Tier_8	true	20	Simple	3	1	18	false	null	Standard	false	true	Above Average
825	27.1	15,717,943	Hopeless (Hopeless, #1)	Colleen Hoover	4.22	Excellent	Tier_8	true	23	Moderate	3	1	14	true	1	Series	false	false	Above Average
826	27.1	7,779	Horton Hears a Who!	Dr. Seuss	4.22	Excellent	Tier_8	true	19	Simple	4	1	9	false	null	Standard	false	false	Above Average
827	27.2	197,891,975	I'm Glad You're Dead: Preternatural Chronicles Book 1	Hunter Blain	4.22	Excellent	Tier_8	true	53	Complex	8	1	12	false	null	Subtitle	true	false	Above Average
828	27.2	17,332,310	Kiss of the Night (Dark-Hunter, #4)	Sherrilyn Kenyon	4.22	Excellent	Tier_8	true	35	Moderate	6	1	16	true	4	Series	false	false	Above Average
829	27.2	18,251,020	Life Song	Christine M. Knight	4.22	Excellent	Tier_8	true	9	Simple	2	1	19	false	null	Standard	false	true	Above Average
830	27.3	1,061,320	Love's Abiding Joy (Love Comes Softly Series #4)	Janette Oke	4.22	Excellent	Tier_8	true	48	Complex	8	1	11	true	4	Series	false	false	Above Average
831	27.3	44,107,480	Lovely War	Julie Berry	4.22	Excellent	Tier_8	true	10	Simple	2	1	11	false	null	Standard	false	false	Above Average
832	27.3	13,047,090	Onyx (Lux, #2)	Jennifer L. Armentrout	4.22	Excellent	Tier_8	true	14	Simple	3	1	22	true	2	Series	false	true	Above Average
833	27.4	28,220,888	Red Tide (The Chronicles of the Exile, #3)	Marc Turner	4.22	Excellent	Tier_8	true	42	Complex	8	1	11	true	3	Series	false	false	Above Average
834	27.4	9,551	Shadow of the Almighty: The Life and Testament of Jim Elliot	Elisabeth Elliot	4.22	Excellent	Tier_8	true	60	Complex	11	1	16	false	null	Subtitle	true	false	Above Average
835	27.4	59,687,517	Son of Mercia (Eagle of Mercia Chronicles, #1)	M.J. Porter	4.22	Excellent	Tier_8	true	46	Complex	8	1	11	true	1	Series	false	false	Above Average
836	27.5	61,030	The Country Under My Skin: A Memoir of Love and War	Gioconda Belli	4.22	Excellent	Tier_8	true	51	Complex	11	1	14	false	null	Subtitle	true	false	Above Average
837	27.5	20,767,918	The Escape (John Puller, #3)	David Baldacci	4.22	Excellent	Tier_8	true	28	Moderate	5	1	14	true	3	Series	false	false	Above Average
838	27.5	17,333,227	The Gods of Guilt (The Lincoln Lawyer, #5; Harry Bosch Universe, #26)	Michael Connelly	4.22	Excellent	Tier_8	true	69	Very Complex	12	1	19	true	5	Series	false	false	Above Average
839	27.6	11	The Hitchhiker’s Guide to the Galaxy (Hitchhiker's Guide to the Galaxy, #1)	Douglas Adams	4.22	Excellent	Tier_8	true	75	Very Complex	12	1	13	true	1	Series	false	false	Above Average
840	27.6	386,162	The Hitchhiker’s Guide to the Galaxy (The Hitchhiker's Guide to the Galaxy, #1)	Douglas Adams	4.22	Excellent	Tier_8	true	79	Very Complex	13	1	13	true	1	Series	false	false	Above Average
841	27.6	13,597,723	The Naturals (The Naturals, #1)	Jennifer Lynn Barnes	4.22	Excellent	Tier_8	true	31	Moderate	5	1	20	true	1	Series	false	true	Above Average
842	27.7	59,124,646	The Rattler	Ryan Berridge	4.22	Excellent	Tier_8	true	11	Simple	2	1	13	false	null	Standard	false	false	Above Average
843	27.7	434,903	The Rings of Saturn	W.G. Sebald	4.22	Excellent	Tier_8	true	19	Simple	4	1	11	false	null	Standard	false	false	Above Average
844	27.7	40,929	The Rise of Theodore Roosevelt (Theodore Roosevelt, #1)	Edmund Morris	4.22	Excellent	Tier_8	true	55	Complex	8	1	14	true	1	Series	false	false	Above Average
845	27.8	60,234,446	The Southern Lawyer (Joe Hennessy Legal Thriller #1)	Peter O'Mahoney	4.22	Excellent	Tier_8	true	52	Complex	8	1	15	true	1	Series	false	false	Above Average
846	27.8	44,242,501	The Transhumanism Handbook	Newton Lee	4.22	Excellent	Tier_8	true	26	Moderate	3	1	10	false	null	Standard	false	false	Above Average
847	27.8	41,220,009	The Transitional Program for Socialist Revolution	Leon Trotsky	4.22	Excellent	Tier_8	true	49	Complex	6	1	12	false	null	Standard	false	false	Above Average
848	27.8	77,770	These Happy Golden Years (Little House, #8)	Laura Ingalls Wilder	4.22	Excellent	Tier_8	true	43	Complex	7	1	20	true	8	Series	false	true	Above Average
849	27.9	26,157,586	Toe to Toe (Nonie Broussard Ghost Tracker Series)	Deborah Leblanc	4.22	Excellent	Tier_8	true	49	Complex	8	1	15	false	null	Standard	false	false	Above Average
850	27.9	12,792,658	UnSouled (Unwind, #3)	Neal Shusterman	4.22	Excellent	Tier_8	true	21	Moderate	3	1	15	true	3	Series	false	false	Above Average
851	27.9	21,855,894	Unholy War (Moontide Quartet, #3)	David Hair	4.22	Excellent	Tier_8	true	33	Moderate	5	1	10	true	3	Series	false	false	Above Average
852	28	384,353	Warrior (Hythrun Chronicles: Wolfblade, #2)	Jennifer Fallon	4.22	Excellent	Tier_8	true	43	Complex	5	1	15	true	2	Series_Subtitle	true	false	Above Average
853	28	8,357,992	Worth Dying For (Jack Reacher, #15)	Lee Child	4.22	Excellent	Tier_8	true	35	Moderate	6	1	9	true	15	Series	false	false	Above Average
854	28	45,112	Assassin's Quest (Farseer Trilogy, #3)	Robin Hobb	4.21	Excellent	Tier_8	true	38	Moderate	5	1	10	true	3	Series	false	false	Above Average
855	28.1	24,178	Charlotte’s Web	E.B. White	4.21	Excellent	Tier_8	true	15	Simple	2	1	10	false	null	Standard	false	false	Above Average
856	28.1	59,829	Dance Upon the Air (Three Sisters Island, #1)	Nora Roberts	4.21	Excellent	Tier_8	true	45	Complex	8	1	12	true	1	Series	false	false	Above Average
857	28.1	69,173	Dark of the Moon (Kencyrath, #2)	P.C. Hodgell	4.21	Excellent	Tier_8	true	32	Moderate	6	1	12	true	2	Series	false	false	Above Average
858	28.2	6,617,037	Debt: The First 5,000 Years	David Graeber	4.21	Excellent	Tier_8	true	27	Moderate	5	1	13	false	null	Subtitle	true	false	Above Average
859	28.2	23,000,635	Dogshit Saved My Life	Karl Wiggins	4.21	Excellent	Tier_8	true	21	Moderate	4	1	12	false	null	Standard	false	false	Above Average
860	28.2	148,109	Escape from Reason	Francis A. Schaeffer	4.21	Excellent	Tier_8	true	18	Simple	3	1	20	false	null	Standard	false	true	Above Average
861	28.3	92,364	Eye of the Needle	Ken Follett	4.21	Excellent	Tier_8	true	17	Simple	4	1	11	false	null	Standard	false	false	Above Average
862	28.3	6,746,405	Fawcetta (Voices and Echoes of the Coliseum, #1)	Dalian Artanian	4.21	Excellent	Tier_8	true	48	Complex	8	1	15	true	1	Series	false	false	Above Average
863	28.3	40,496	How Green Was My Valley	Richard Llewellyn	4.21	Excellent	Tier_8	true	23	Moderate	5	1	17	false	null	Standard	false	false	Above Average
864	28.4	41,804	I, Robot (Robot, #0.1)	Isaac Asimov	4.21	Excellent	Tier_8	true	22	Moderate	4	1	12	false	0	Standard	false	false	Above Average
865	28.4	378,440	In the Freud Archives	Janet Malcolm	4.21	Excellent	Tier_8	true	21	Moderate	4	1	13	false	null	Standard	false	false	Above Average
866	28.4	33,609	Katherine	Anya Seton	4.21	Excellent	Tier_8	true	9	Simple	1	1	10	false	null	Standard	false	false	Above Average
867	28.5	24,280	Les Misérables	Victor Hugo	4.21	Excellent	Tier_8	true	14	Simple	2	1	11	false	null	Standard	false	false	Above Average
868	28.5	8,337	Little House in the Big Woods (Little House, #1)	Laura Ingalls Wilder	4.21	Excellent	Tier_8	true	48	Complex	9	1	20	true	1	Series	false	true	Above Average
869	28.5	60,063	Mapp and Lucia (Lucia, #4)	E.F. Benson	4.21	Excellent	Tier_8	true	26	Moderate	5	1	11	true	4	Series	false	false	Above Average
870	28.6	58,870,490	Marked by Magic (Hunted Mates, #3)	Christa Wick	4.21	Excellent	Tier_8	true	34	Moderate	6	1	12	true	3	Series	false	false	Above Average
871	28.6	1,928,873	Midnight Rising (Midnight Breed, #4)	Lara Adrian	4.21	Excellent	Tier_8	true	36	Moderate	5	1	11	true	4	Series	false	false	Above Average
872	28.6	153,542	Mike Mulligan and His Steam Shovel	Virginia Lee Burton	4.21	Excellent	Tier_8	true	34	Moderate	6	1	19	false	null	Standard	false	true	Above Average
873	28.7	209,439,446	Onyx Storm (The Empyrean, #3)	Rebecca Yarros	4.21	Excellent	Tier_8	true	29	Moderate	5	1	14	true	3	Series	false	false	Above Average
874	28.7	26,474	Out of Africa / Shadows on the Grass	Isak Dinesen	4.21	Excellent	Tier_8	true	36	Moderate	8	1	12	false	null	Standard	false	false	Above Average
875	28.7	114,331	Peter's Chair	Ezra Jack Keats	4.21	Excellent	Tier_8	true	13	Simple	2	1	15	false	null	Standard	false	true	Above Average
876	28.8	1,086,140	Platoon Leader: A Memoir of Command in Combat	James R. McDonough	4.21	Excellent	Tier_8	true	45	Complex	8	1	18	false	null	Subtitle	true	true	Above Average
877	28.8	318,525	Red Storm Rising	Tom Clancy	4.21	Excellent	Tier_8	true	16	Simple	3	1	10	false	null	Standard	false	false	Above Average
878	28.8	8,626,241	Rise of the Wolf (Wereworld, #1)	Curtis Jobling	4.21	Excellent	Tier_8	true	32	Moderate	6	1	14	true	1	Series	false	false	Above Average
879	28.9	53,960	Scrub Dog of Alaska	Walt Morey	4.21	Excellent	Tier_8	true	19	Simple	4	1	10	false	null	Standard	false	false	Above Average
880	28.9	13,566,041	Shadow (New Species, #9)	Laurann Dohner	4.21	Excellent	Tier_8	true	24	Moderate	4	1	14	true	9	Series	false	false	Above Average
881	28.9	15,845,199	Sharpe's Fortress (Sharpe, #3)	Bernard Cornwell	4.21	Excellent	Tier_8	true	30	Moderate	4	1	16	true	3	Series	false	false	Above Average
882	29	275,338	Sneetches are Sneetches: Learn About Same and Different	Dr. Seuss	4.21	Excellent	Tier_8	true	55	Complex	8	1	9	false	null	Subtitle	true	false	Above Average
883	29	39,033	Still Life With Crows (Pendergast, #4)	Douglas Preston	4.21	Excellent	Tier_8	true	38	Moderate	6	1	15	true	4	Series	false	false	Above Average
884	29	260,025	Test of the Twins (Dragonlance: Legends, #3)	Margaret Weis	4.21	Excellent	Tier_8	true	44	Complex	7	1	13	true	3	Series_Subtitle	true	false	Above Average
885	29.1	93,801	The Confessor (Gabriel Allon, #3)	Daniel Silva	4.21	Excellent	Tier_8	true	33	Moderate	5	1	12	true	3	Series	false	false	Above Average
886	29.1	47,601	The Dalemark Quartet (The Dalemark Quartet, #1-4)	Diana Wynne Jones	4.21	Excellent	Tier_8	true	49	Complex	7	1	17	false	1	Standard	false	true	Above Average
887	29.1	17,563,539	The Egg	Andy Weir	4.21	Excellent	Tier_8	true	7	Simple	2	1	9	false	null	Standard	false	false	Above Average
888	29.2	36,504,212	The Mountain Throne (Sindathi Twilight Trilogy #1)	A.M. Sterling	4.21	Excellent	Tier_8	true	50	Complex	7	1	14	true	1	Series	false	false	Above Average
889	29.2	674,749	The Ordinary Princess	M.M. Kaye	4.21	Excellent	Tier_8	true	21	Moderate	3	1	9	false	null	Standard	false	false	Above Average
890	29.2	766,020	The Rainbow Fish	Marcus Pfister	4.21	Excellent	Tier_8	true	16	Simple	3	1	14	false	null	Standard	false	false	Above Average
891	29.3	202,257,535	The Survival Rule (Rain City Legal, #3)	Stephen Penner	4.21	Excellent	Tier_8	true	39	Moderate	7	1	14	true	3	Series	false	false	Above Average
892	29.3	32,638	The Thief of Always	Clive Barker	4.21	Excellent	Tier_8	true	19	Simple	4	1	12	false	null	Standard	false	false	Above Average
893	29.3	7,793,780	The War Poems of Siegfried Sassoon	Siegfried Sassoon	4.21	Excellent	Tier_8	true	34	Moderate	6	1	17	false	null	Standard	false	false	Above Average
894	29.4	26,030,734	The Wild Robot (The Wild Robot, #1)	Peter Brown	4.21	Excellent	Tier_8	true	35	Moderate	7	1	12	true	1	Series	false	false	Above Average
895	29.4	264,204	Wanderer	Sterling Hayden	4.21	Excellent	Tier_8	true	8	Simple	1	1	15	false	null	Standard	false	false	Above Average
896	29.4	764,647	Wild Seed (Patternmaster, #1)	Octavia E. Butler	4.21	Excellent	Tier_8	true	29	Moderate	4	1	17	true	1	Series	false	true	Above Average
897	29.5	3,553,395	جدد حياتك	محمد الغزالي	4.21	Excellent	Tier_8	true	9	Simple	2	1	12	false	null	Standard	false	false	Above Average
898	29.5	45,431,240	100 Days of Sunlight	Abbie Emmons	4.2	Excellent	Tier_7	true	20	Simple	4	1	12	false	null	Standard	false	false	Above Average
899	29.5	40,961,427	1984	George Orwell	4.2	Excellent	Tier_7	true	4	Simple	1	1	13	false	null	Standard	false	false	Above Average
900	29.6	13,813	A Darkness at Sethanon (The Riftwar Saga, #4)	Raymond E. Feist	4.2	Excellent	Tier_7	true	45	Complex	8	1	16	true	4	Series	false	true	Above Average

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