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
1,001	32.9	19,381,626	Fall of Light (The Kharkanas Trilogy, #2)	Steven Erikson	4.18	Excellent	Tier_7	true	41	Complex	7	1	14	true	2	Series	false	false	Above Average
1,002	32.9	39,939,417	Five Feet Apart	Rachael Lippincott	4.18	Excellent	Tier_7	true	15	Simple	3	1	18	false	null	Standard	false	false	Above Average
1,003	32.9	76,683	Foundation's Edge (Foundation, #4)	Isaac Asimov	4.18	Excellent	Tier_7	true	34	Moderate	4	1	12	true	4	Series	false	false	Above Average
1,004	33	40,482	Harvest	Tess Gerritsen	4.18	Excellent	Tier_7	true	7	Simple	1	1	14	false	null	Standard	false	false	Above Average
1,005	33	12,395	Journey to the End of the Night	Louis-Ferdinand Céline	4.18	Excellent	Tier_7	true	31	Moderate	7	1	22	false	null	Standard	false	false	Above Average
1,006	33	57,727	L.A. Confidential (L.A. Quartet, #3)	James Ellroy	4.18	Excellent	Tier_7	true	36	Moderate	5	1	12	true	3	Series	false	false	Above Average
1,007	33.1	6,341,916	La nanotecnología. El surgimiento de las máquinas de creación	K. Eric Drexler	4.18	Excellent	Tier_7	true	61	Very Complex	9	1	15	false	null	Standard	false	true	Above Average
1,008	33.1	21,028,440	Letter For The King	Tonke Dragt	4.18	Excellent	Tier_7	true	19	Simple	4	1	11	false	null	Standard	false	false	Above Average
1,009	33.1	42,115,981	Loveless	Alice Oseman	4.18	Excellent	Tier_7	true	8	Simple	1	1	12	false	null	Standard	false	false	Above Average
1,010	33.2	40,893	Madouc (Lyonesse, #3)	Jack Vance	4.18	Excellent	Tier_7	true	21	Moderate	3	1	10	true	3	Series	false	false	Above Average
1,011	33.2	33,163,378	Moxie	Jennifer Mathieu	4.18	Excellent	Tier_7	true	5	Simple	1	1	16	false	null	Standard	false	false	Above Average
1,012	33.2	51,248,257	Murder Board (Boston Crime Thriller #1)	Brian Christopher Shea	4.18	Excellent	Tier_7	true	39	Moderate	6	1	22	true	1	Series	false	true	Above Average
1,013	33.3	4,009	Nine Stories	J.D. Salinger	4.18	Excellent	Tier_7	true	12	Simple	2	1	13	false	null	Standard	false	false	Above Average
1,014	33.3	1,333,713	Obama: From Promise to Power	David Mendell	4.18	Excellent	Tier_7	true	28	Moderate	5	1	13	false	null	Subtitle	true	false	Above Average
1,015	33.3	784,911	Rise of the Evening Star (Fablehaven, #2)	Brandon Mull	4.18	Excellent	Tier_7	true	41	Complex	7	1	12	true	2	Series	false	false	Above Average
1,016	33.4	52,917,242	Silent Pantheon	Eric Nierstedt	4.18	Excellent	Tier_7	true	15	Simple	2	1	14	false	null	Standard	false	false	Above Average
1,017	33.4	30,628	Space Trilogy: Out of the Silent Planet / Perelandra / That Hideous Strength	C.S. Lewis	4.18	Excellent	Tier_7	true	76	Very Complex	13	1	10	false	null	Subtitle	true	false	Above Average
1,018	33.4	15,992,396	Take a Deep Breath - 21 Top Tips for Relaxed, Rewarding and Healthy Life for Stressed Wage Earners	Michal Siwiec	4.18	Excellent	Tier_7	true	98	Very Complex	18	1	13	false	null	Standard	false	false	Above Average
1,019	33.5	16,241,200	Thank You, Jeeves (Jeeves, #5)	P.G. Wodehouse	4.18	Excellent	Tier_7	true	30	Moderate	5	1	14	true	5	Series	false	false	Above Average
1,020	33.5	71,189	The Collected Short Stories of Saki	Saki	4.18	Excellent	Tier_7	true	35	Moderate	6	1	4	false	null	Standard	false	false	Above Average
1,021	33.5	359,581	The Courts of Chaos (The Chronicles of Amber, #5)	Roger Zelazny	4.18	Excellent	Tier_7	true	49	Complex	9	1	13	true	5	Series	false	false	Above Average
1,022	33.6	33,514	The Elements of Style	William Strunk Jr.	4.18	Excellent	Tier_7	true	21	Moderate	4	1	18	false	null	Standard	false	true	Above Average
1,023	33.6	56,465	The Gift of Fear: Survival Signals That Protect Us from Violence	Gavin de Becker	4.18	Excellent	Tier_7	true	64	Very Complex	11	1	15	false	null	Subtitle	true	true	Above Average
1,024	33.6	64,105	The Last Enchantment (Arthurian Saga, #3)	Mary Stewart	4.18	Excellent	Tier_7	true	41	Complex	6	1	13	true	3	Series	false	false	Above Average
1,025	33.7	27,712	The Neverending Story	Michael Ende	4.18	Excellent	Tier_7	true	21	Moderate	3	1	12	false	null	Standard	false	false	Above Average
1,026	33.7	971,861	The Restless Flame: A Novel about Saint Augustine	Louis de Wohl	4.18	Excellent	Tier_7	true	49	Complex	8	1	13	false	null	Subtitle	true	true	Above Average
1,027	33.7	77,736	The Short Victorious War (Honor Harrington, #3)	David Weber	4.18	Excellent	Tier_7	true	47	Complex	7	1	11	true	3	Series	false	false	Above Average
1,028	33.8	862,311	The Star Rover	Jack London	4.18	Excellent	Tier_7	true	14	Simple	3	1	11	false	null	Standard	false	false	Above Average
1,029	33.8	11,038,479	The Whisperer (Mila Vasquez, #1)	Donato Carrisi	4.18	Excellent	Tier_7	true	32	Moderate	5	1	14	true	1	Series	false	false	Above Average
1,030	33.8	51,720,411	Think Like a Rocket Scientist: Simple Strategies You Can Use to Make Giant Leaps in Work and Life	Ozan Varol	4.18	Excellent	Tier_7	true	97	Very Complex	18	1	10	false	null	Subtitle	true	false	Above Average
1,031	33.9	76,703,559	Throne of Glass (Throne of Glass, #1)	Sarah J. Maas	4.18	Excellent	Tier_7	true	37	Moderate	7	1	13	true	1	Series	false	true	Above Average
1,032	33.9	25,355,956	Today Is Too Late (The Shedim Rebellion, #1)	Burke Fitzpatrick	4.18	Excellent	Tier_7	true	44	Complex	8	1	17	true	1	Series	false	false	Above Average
1,033	33.9	45,303,818	Tracking Game (Timber Creek K-9 Mystery, #5)	Margaret Mizushima	4.18	Excellent	Tier_7	true	44	Complex	7	1	18	true	5	Series	false	false	Above Average
1,034	34	54,626,274	We Should All Be Millionaires: A Woman’s Guide to Earning More, Building Wealth, and Gaining Economic Power	Rachel Rodgers	4.18	Excellent	Tier_7	true	107	Very Complex	17	1	14	false	null	Subtitle	true	false	Above Average
1,035	34	20,582,260	În căutarea unei lumi mai bune: conferințe și eseuri din trei decenii	Karl Popper	4.18	Excellent	Tier_7	true	69	Very Complex	12	1	11	false	null	Subtitle	true	false	Above Average
1,036	34	74,034	Amusing Ourselves to Death: Public Discourse in the Age of Show Business	Neil Postman	4.17	Excellent	Tier_7	true	72	Very Complex	12	1	12	false	null	Subtitle	true	false	Above Average
1,037	34.1	18,170,143	An Astronaut's Guide to Life on Earth	Chris Hadfield	4.17	Excellent	Tier_7	true	37	Moderate	7	1	14	false	null	Standard	false	false	Above Average
1,038	34.1	2,845,024	Anathem	Neal Stephenson	4.17	Excellent	Tier_7	true	7	Simple	1	1	15	false	null	Standard	false	false	Above Average
1,039	34.1	53,799,686	Anxious People	Fredrik Backman	4.17	Excellent	Tier_7	true	14	Simple	2	1	15	false	null	Standard	false	false	Above Average
1,040	34.2	775,597	Caps for Sale: A Tale of a Peddler, Some Monkeys and Their Monkey Business	Esphyr Slobodkina	4.17	Excellent	Tier_7	true	74	Very Complex	14	1	17	false	null	Subtitle	true	false	Above Average
1,041	34.2	407,999	Competitive Strategy: Techniques for Analyzing Industries and Competitors	Michael E. Porter	4.17	Excellent	Tier_7	true	73	Very Complex	8	1	17	false	null	Subtitle	true	true	Above Average
1,042	34.2	23,664,877	Feast of Fates (Four Feasts Till Darkness #1)	Christian A. Brown	4.17	Excellent	Tier_7	true	45	Complex	8	1	18	true	1	Series	false	true	Above Average
1,043	34.3	56,061,480	Glorious Christmas (The Serve, #7)	Cece Whittaker	4.17	Excellent	Tier_7	true	34	Moderate	5	1	14	true	7	Series	false	false	Above Average
1,044	34.3	217,388,081	Hidden Nature	Nora Roberts	4.17	Excellent	Tier_7	true	13	Simple	2	1	12	false	null	Standard	false	false	Above Average
1,045	34.3	73,086	Kiss an Angel	Susan Elizabeth Phillips	4.17	Excellent	Tier_7	true	13	Simple	3	1	24	false	null	Standard	false	true	Above Average
1,046	34.4	60,142	La ciudad y los perros	Mario Vargas Llosa	4.17	Excellent	Tier_7	true	22	Moderate	5	1	18	false	null	Standard	false	true	Above Average
1,047	34.4	1,044,175	La reina estrangulada (Los Reyes Malditos, #2)	Maurice Druon	4.17	Excellent	Tier_7	true	46	Complex	7	1	13	true	2	Series	false	false	Above Average
1,048	34.4	30,128	Lafcadio, the Lion Who Shot Back	Shel Silverstein	4.17	Excellent	Tier_7	true	32	Moderate	6	1	16	false	null	Standard	false	false	Above Average
1,049	34.4	1,118,616	Le grand cahier	Ágota Kristóf	4.17	Excellent	Tier_7	true	15	Simple	3	1	13	false	null	Standard	false	false	Above Average
1,050	34.5	1,934	Little Women (Little Women, #1)	Louisa May Alcott	4.17	Excellent	Tier_7	true	31	Moderate	5	1	17	true	1	Series	false	true	Above Average
1,051	34.5	13,812	Magician: Apprentice (The Riftwar Saga, #1)	Raymond E. Feist	4.17	Excellent	Tier_7	true	43	Complex	6	1	16	true	1	Series_Subtitle	true	true	Above Average
1,052	34.5	14,866	Nineteen Minutes	Jodi Picoult	4.17	Excellent	Tier_7	true	16	Simple	2	1	12	false	null	Standard	false	false	Above Average
1,053	34.6	714,902	Noughts & Crosses (Noughts & Crosses, #1)	Malorie Blackman	4.17	Excellent	Tier_7	true	41	Complex	7	1	16	true	1	Series	false	false	Above Average
1,054	34.6	153,283,393	Powerless (The Powerless Trilogy, #1)	Lauren Roberts	4.17	Excellent	Tier_7	true	37	Moderate	5	1	15	true	1	Series	false	false	Above Average
1,055	34.6	7,137,775	Rules of Attraction (Perfect Chemistry, #2)	Simone Elkeles	4.17	Excellent	Tier_7	true	43	Complex	6	1	14	true	2	Series	false	false	Above Average
1,056	34.7	126,151,280	So Below (The Fallen, #2)	Julie Mannino	4.17	Excellent	Tier_7	true	25	Moderate	5	1	13	true	2	Series	false	false	Above Average
1,057	34.7	758,739	The Age of Federalism	Stanley Elkins	4.17	Excellent	Tier_7	true	21	Moderate	4	1	14	false	null	Standard	false	false	Above Average
1,058	34.7	93,948	The Basic Writings of C.G. Jung	C.G. Jung	4.17	Excellent	Tier_7	true	31	Moderate	6	1	9	false	null	Standard	false	false	Above Average
1,059	34.8	52,876	The Business of Fancydancing	Sherman Alexie	4.17	Excellent	Tier_7	true	28	Moderate	4	1	14	false	null	Standard	false	false	Above Average
1,060	34.8	57,730,258	The Christmas Pig	J.K. Rowling	4.17	Excellent	Tier_7	true	17	Simple	3	1	12	false	null	Standard	false	false	Above Average
1,061	34.8	88,389	The Discovery of Heaven	Harry Mulisch	4.17	Excellent	Tier_7	true	23	Moderate	4	1	13	false	null	Standard	false	false	Above Average
1,062	34.9	231,562	The Enemy (Jack Reacher, #8)	Lee Child	4.17	Excellent	Tier_7	true	28	Moderate	5	1	9	true	8	Series	false	false	Above Average
1,063	34.9	93,795	The English Assassin (Gabriel Allon, #2)	Daniel Silva	4.17	Excellent	Tier_7	true	40	Moderate	6	1	12	true	2	Series	false	false	Above Average
1,064	34.9	36,605,806	The Fall of Celene (The Goddess Prophecies, #2)	Araya Evermore	4.17	Excellent	Tier_7	true	47	Complex	8	1	14	true	2	Series	false	false	Above Average
1,065	35	32,559	The Fall of the House of Usher and Other Tales	Edgar Allan Poe	4.17	Excellent	Tier_7	true	46	Complex	10	1	15	false	null	Standard	false	true	Above Average
1,066	35	68,582	The Green Pearl (Lyonesse, #2)	Jack Vance	4.17	Excellent	Tier_7	true	30	Moderate	5	1	10	true	2	Series	false	false	Above Average
1,067	35	62,030,623	The Hunted (The Hunted, #1)	Julie Mannino	4.17	Excellent	Tier_7	true	27	Moderate	5	1	13	true	1	Series	false	false	Above Average
1,068	35.1	92,303	The Importance of Being Earnest	Oscar Wilde	4.17	Excellent	Tier_7	true	31	Moderate	5	1	11	false	null	Standard	false	false	Above Average
1,069	35.1	9,659,607	The Iron Knight (The Iron Fey, #4)	Julie Kagawa	4.17	Excellent	Tier_7	true	34	Moderate	7	1	12	true	4	Series	false	false	Above Average
1,070	35.1	38,525,405	The League: How Five Rivals Created the NFL and Launched a Sports Empire	John Eisenberg	4.17	Excellent	Tier_7	true	72	Very Complex	13	1	14	false	null	Subtitle	true	false	Above Average
1,071	35.2	17,407,748	The Longest Ride	Nicholas Sparks	4.17	Excellent	Tier_7	true	16	Simple	3	1	15	false	null	Standard	false	false	Above Average
1,072	35.2	543,343	The Onion Girl (Newford, #8)	Charles de Lint	4.17	Excellent	Tier_7	true	28	Moderate	5	1	15	true	8	Series	false	true	Above Average
1,073	35.2	86,336	The Paul Street Boys	Ferenc Molnár	4.17	Excellent	Tier_7	true	20	Simple	4	1	13	false	null	Standard	false	false	Above Average
1,074	35.3	40,275,288	The Priory of the Orange Tree (The Roots of Chaos, #1)	Samantha Shannon	4.17	Excellent	Tier_7	true	54	Complex	11	1	16	true	1	Series	false	false	Above Average
1,075	35.3	11,289	The Rise of Endymion (Hyperion Cantos, #4)	Dan Simmons	4.17	Excellent	Tier_7	true	42	Complex	7	1	11	true	4	Series	false	false	Above Average
1,076	35.3	63,033	The Savage Detectives	Roberto Bolaño	4.17	Excellent	Tier_7	true	21	Moderate	3	1	14	false	null	Standard	false	false	Above Average
1,077	35.4	2,998	The Secret Garden	Frances Hodgson Burnett	4.17	Excellent	Tier_7	true	17	Simple	3	1	23	false	null	Standard	false	true	Above Average
1,078	35.4	40,097,951	The Silent Patient	Alex Michaelides	4.17	Excellent	Tier_7	true	18	Simple	3	1	16	false	null	Standard	false	false	Above Average
1,079	35.4	199,327,824	The Villain's Princess	Abby McCormick	4.17	Excellent	Tier_7	true	22	Moderate	3	1	14	false	null	Standard	false	false	Above Average
1,080	35.5	10,065	Wayside School Is Falling Down (Wayside School, #2)	Louis Sachar	4.17	Excellent	Tier_7	true	51	Complex	8	1	12	true	2	Series	false	false	Above Average
1,081	35.5	716,696	رباعيات خيام	Omar Khayyám	4.17	Excellent	Tier_7	true	12	Simple	2	1	12	false	null	Standard	false	false	Above Average
1,082	35.5	6,362,800	قبسات من الرسول	محمد قطب	4.17	Excellent	Tier_7	true	15	Simple	3	1	8	false	null	Standard	false	false	Above Average
1,083	35.6	54,386,622	A Court of Thorns and Roses (A Court of Thorns and Roses, #1)	Sarah J. Maas	4.16	Excellent	Tier_7	true	61	Very Complex	13	1	13	true	1	Series	false	true	Above Average
1,084	35.6	48,464	A Good Man Is Hard to Find and Other Stories	Flannery O'Connor	4.16	Excellent	Tier_7	true	44	Complex	10	1	17	false	null	Standard	false	false	Above Average
1,085	35.6	20,587,018	Agency Rules - Never an Easy Day at the Office	Khalid Muhammad	4.16	Excellent	Tier_7	true	46	Complex	10	1	15	false	null	Standard	false	false	Above Average
1,086	35.7	3,399	Birds Without Wings	Louis de Bernières	4.16	Excellent	Tier_7	true	19	Simple	3	1	18	false	null	Standard	false	true	Above Average
1,087	35.7	394,535	Blood Meridian, or, the Evening Redness in the West	Cormac McCarthy	4.16	Excellent	Tier_7	true	51	Complex	9	1	15	false	null	Standard	false	false	Above Average
1,088	35.7	13,107,655	Brawn (New Species, #5)	Laurann Dohner	4.16	Excellent	Tier_7	true	23	Moderate	4	1	14	true	5	Series	false	false	Above Average
1,089	35.8	16,078,584	Broken Homes (Rivers of London, #4)	Ben Aaronovitch	4.16	Excellent	Tier_7	true	35	Moderate	6	1	15	true	4	Series	false	false	Above Average
1,090	35.8	15,019	Conversations With God: An Uncommon Dialogue, Book 2	Neale Donald Walsch	4.16	Excellent	Tier_7	true	52	Complex	8	1	19	false	null	Subtitle	true	true	Above Average
1,091	35.8	270,730	Crank (Crank, #1)	Ellen Hopkins	4.16	Excellent	Tier_7	true	17	Simple	3	1	13	true	1	Series	false	false	Above Average
1,092	35.9	9,820	Crossing to Safety	Wallace Stegner	4.16	Excellent	Tier_7	true	18	Simple	3	1	15	false	null	Standard	false	false	Above Average
1,093	35.9	6,665,847	Daemon (Daemon, #1)	Daniel Suarez	4.16	Excellent	Tier_7	true	19	Simple	3	1	13	true	1	Series	false	false	Above Average
1,094	35.9	150,739	Dealing with Dragons (Enchanted Forest Chronicles, #1)	Patricia C. Wrede	4.16	Excellent	Tier_7	true	54	Complex	7	1	17	true	1	Series	false	true	Above Average
1,095	36	35,744,961	Devil's Bait	Debbie Boek	4.16	Excellent	Tier_7	true	12	Simple	2	1	11	false	null	Standard	false	false	Above Average
1,096	36	8,142,670	Dream a Little Dream (Chicago Stars, #4)	Susan Elizabeth Phillips	4.16	Excellent	Tier_7	true	40	Moderate	7	1	24	true	4	Series	false	true	Above Average
1,097	36	84,049	Désirée	Annemarie Selinko	4.16	Excellent	Tier_7	true	7	Simple	1	1	17	false	null	Standard	false	false	Above Average
1,098	36.1	3,028	Economics in One Lesson	Henry Hazlitt	4.16	Excellent	Tier_7	true	23	Moderate	4	1	13	false	null	Standard	false	false	Above Average
1,099	36.1	769,255	Elijah (Nightwalkers, #3)	Jacquelyn Frank	4.16	Excellent	Tier_7	true	25	Moderate	3	1	15	true	3	Series	false	false	Above Average
1,100	36.1	150,346,434	Ensnared (Brutes of Bristlebrook #1)	Rebecca Quinn	4.16	Excellent	Tier_7	true	36	Moderate	5	1	13	true	1	Series	false	false	Above Average

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