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
2,601	85.4	127,028	The Magnificent Ambersons	Booth Tarkington	3.79	Good	Tier_2	false	25	Moderate	3	1	16	false	null	Standard	false	false	Low
2,602	85.5	101,299	The Reader	Bernhard Schlink	3.79	Good	Tier_2	false	10	Simple	2	1	16	false	null	Standard	false	false	Low
2,603	85.5	25,064,648	The Reader (Sea of Ink and Gold, #1)	Traci Chee	3.79	Good	Tier_2	false	36	Moderate	8	1	10	true	1	Series	false	false	Low
2,604	85.5	266,607	Valiant (Modern Faerie Tales, #2)	Holly Black	3.79	Good	Tier_2	false	33	Moderate	5	1	11	true	2	Series	false	false	Low
2,605	85.6	411,496	Voss	Patrick White	3.79	Good	Tier_2	false	4	Simple	1	1	13	false	null	Standard	false	false	Low
2,606	85.6	615,955	Walt Disney Pictures Presents: The Prince and the Pauper (Little Golden Book)	Fran Manushkin	3.79	Good	Tier_2	false	77	Very Complex	12	1	14	false	null	Subtitle	true	false	Low
2,607	85.6	55,584,194	Watch Her Fall	Erin Kelly	3.79	Good	Tier_2	false	14	Simple	3	1	10	false	null	Standard	false	false	Low
2,608	85.6	162,898	A Connecticut Yankee in King Arthur's Court	Mark Twain	3.78	Good	Tier_2	false	43	Complex	7	1	10	false	null	Standard	false	false	Low
2,609	85.7	8,714	An Inconvenient Truth: The Planetary Emergency of Global Warming and What We Can Do About It	Al Gore	3.78	Good	Tier_2	false	92	Very Complex	16	1	7	false	null	Subtitle	true	false	Low
2,610	85.7	7,948,945	Falling Under (Falling Under, #1)	Gwen Hayes	3.78	Good	Tier_2	false	33	Moderate	5	1	10	true	1	Series	false	false	Low
2,611	85.7	204,179,517	Gilded Lies (Midas #1)	Julie Mannino	3.78	Good	Tier_2	false	22	Moderate	4	1	13	true	1	Series	false	false	Low
2,612	85.8	6,421,588	Hourglass (Evernight, #3)	Claudia Gray	3.78	Good	Tier_2	false	25	Moderate	3	1	12	true	3	Series	false	false	Low
2,613	85.8	7,697,032	Lendas e Narrativas	Alexandre Herculano	3.78	Good	Tier_2	false	19	Simple	3	1	19	false	null	Standard	false	false	Low
2,614	85.8	34,878,995	Mark of Truth (Wicked Kingdoms, #1)	Graceley Knox	3.78	Good	Tier_2	false	35	Moderate	6	1	13	true	1	Series	false	false	Low
2,615	85.9	14,098	Mindfulness for Beginners: Reclaiming the Present Moment―and Your Life	Jon Kabat-Zinn	3.78	Good	Tier_2	false	70	Very Complex	9	1	14	false	null	Subtitle	true	false	Low
2,616	85.9	883,995	Morality Play	Barry Unsworth	3.78	Good	Tier_2	false	13	Simple	2	1	14	false	null	Standard	false	false	Low
2,617	85.9	34,964,946	Never Get Angry Again: The Foolproof Way to Stay Calm and in Control in Any Conversation or Situation	David J. Lieberman	3.78	Good	Tier_2	false	101	Very Complex	18	1	18	false	null	Subtitle	true	true	Low
2,618	86	18,770,398	Night Film	Marisha Pessl	3.78	Good	Tier_2	false	10	Simple	2	1	13	false	null	Standard	false	false	Low
2,619	86	186,103	Peeps (Peeps, #1)	Scott Westerfeld	3.78	Good	Tier_2	false	17	Simple	3	1	16	true	1	Series	false	false	Low
2,620	86	4,946,005	Relentless	Dean R. Koontz	3.78	Good	Tier_2	false	10	Simple	1	1	14	false	null	Standard	false	true	Low
2,621	86.1	45,020	Shakespeare's Landlord (Lily Bard, #1)	Charlaine Harris	3.78	Good	Tier_2	false	38	Moderate	5	1	16	true	1	Series	false	false	Low
2,622	86.1	437,786	Son of Avonar (The Bridge of D'Arnath, #1)	Carol Berg	3.78	Good	Tier_2	false	42	Complex	8	1	10	true	1	Series	false	false	Low
2,623	86.1	36,337,550	The 7 1/2 Deaths of Evelyn Hardcastle	Stuart Turton	3.78	Good	Tier_2	false	37	Moderate	7	1	13	false	null	Standard	false	false	Low
2,624	86.2	45,791	The Ballad of the Sad Café and Other Stories	Carson McCullers	3.78	Good	Tier_2	false	44	Complex	9	1	16	false	null	Standard	false	false	Low
2,625	86.2	92,743	The Black Cauldron	Walt Disney Company	3.78	Good	Tier_2	false	18	Simple	3	1	19	false	null	Standard	false	true	Low
2,626	86.2	21,704	The Black Dahlia (L.A. Quartet, #1)	James Ellroy	3.78	Good	Tier_2	false	35	Moderate	6	1	12	true	1	Series	false	false	Low
2,627	86.3	18,159,154	The Black Guard (The Long War, #1)	A.J. Smith	3.78	Good	Tier_2	false	34	Moderate	7	1	12	true	1	Series	false	false	Low
2,628	86.3	7,381,647	The Book of Awesome	Neil Pasricha	3.78	Good	Tier_2	false	19	Simple	4	1	13	false	null	Standard	false	false	Low
2,629	86.3	606,928	The Case of the Missing Marquess (Enola Holmes, #1)	Nancy Springer	3.78	Good	Tier_2	false	51	Complex	9	1	14	true	1	Series	false	false	Low
2,630	86.4	523,562	The Caveman's Valentine	George Dawes Green	3.78	Good	Tier_2	false	23	Moderate	3	1	18	false	null	Standard	false	true	Low
2,631	86.4	41,681	The Jungle	Upton Sinclair	3.78	Good	Tier_2	false	10	Simple	2	1	14	false	null	Standard	false	false	Low
2,632	86.4	669,450	The Kingdom of This World	Alejo Carpentier	3.78	Good	Tier_2	false	25	Moderate	5	1	16	false	null	Standard	false	false	Low
2,633	86.5	55,994,372	The Paper Palace	Miranda Cowley Heller	3.78	Good	Tier_2	false	16	Simple	3	1	21	false	null	Standard	false	true	Low
2,634	86.5	119,382	The Sands of Time	Sidney Sheldon	3.78	Good	Tier_2	false	17	Simple	4	1	14	false	null	Standard	false	false	Low
2,635	86.5	10,428,720	The Shattered Gates (Rifter, #1)	Ginn Hale	3.78	Good	Tier_2	false	32	Moderate	5	1	9	true	1	Series	false	false	Low
2,636	86.6	10,956	The Virgin Suicides	Jeffrey Eugenides	3.78	Good	Tier_2	false	19	Simple	3	1	17	false	null	Standard	false	false	Low
2,637	86.6	40,067	Thunderstruck	Erik Larson	3.78	Good	Tier_2	false	13	Simple	1	1	11	false	null	Standard	false	false	Low
2,638	86.6	66,918	Trans-Atlantyk	Witold Gombrowicz	3.78	Good	Tier_2	false	14	Simple	1	1	17	false	null	Standard	false	false	Low
2,639	86.7	31,173	Villette	Charlotte Brontë	3.78	Good	Tier_2	false	8	Simple	1	1	16	false	null	Standard	false	false	Low
2,640	86.7	5,407,245	Von Mädchen und Drachen: ein Märchenroman	Susanne Kaiser	3.78	Good	Tier_2	false	41	Complex	6	1	14	false	null	Subtitle	true	false	Low
2,641	86.7	811,038	Weatherwitch (The Crowthistle Chronicles, #3)	Cecilia Dart-Thornton	3.78	Good	Tier_2	false	45	Complex	5	1	21	true	3	Series	false	false	Low
2,642	86.8	629	Zen and the Art of Motorcycle Maintenance: An Inquiry Into Values (Phaedrus, #1)	Robert M. Pirsig	3.78	Good	Tier_2	false	80	Very Complex	13	1	16	true	1	Series_Subtitle	true	true	Low
2,643	86.8	37,793	A Doll's House	Henrik Ibsen	3.77	Good	Tier_2	false	14	Simple	3	1	12	false	null	Standard	false	false	Low
2,644	86.8	4,659	A Widow for One Year	John Irving	3.77	Good	Tier_2	false	20	Simple	5	1	11	false	null	Standard	false	false	Low
2,645	86.9	2,213,324	Airhead (Airhead, #1)	Meg Cabot	3.77	Good	Tier_2	false	21	Moderate	3	1	9	true	1	Series	false	false	Low
2,646	86.9	6,304,335	Beautiful Creatures (Caster Chronicles, #1)	Kami Garcia	3.77	Good	Tier_2	false	43	Complex	5	1	11	true	1	Series	false	false	Low
2,647	86.9	16,141,924	Dad Is Fat	Jim Gaffigan	3.77	Good	Tier_2	false	10	Simple	3	1	12	false	null	Standard	false	false	Low
2,648	87	40,144	Dermaphoria	Craig Clevenger	3.77	Good	Tier_2	false	11	Simple	1	1	15	false	null	Standard	false	false	Low
2,649	87	31,862	Discourse on Method and Meditations on First Philosophy	René Descartes	3.77	Good	Tier_2	false	55	Complex	8	1	14	false	null	Standard	false	false	Low
2,650	87	415,463	Dragonworld	Byron Preiss	3.77	Good	Tier_2	false	11	Simple	1	1	12	false	null	Standard	false	false	Low
2,651	87.1	20,718,101	Fae: The Wild Hunt (Riven Wyrde Saga #1)	Graham Austin-King	3.77	Good	Tier_2	false	40	Moderate	8	1	18	true	1	Series_Subtitle	true	false	Low
2,652	87.1	15,581	Ferdydurke	Witold Gombrowicz	3.77	Good	Tier_2	false	10	Simple	1	1	17	false	null	Standard	false	false	Low
2,653	87.1	41,001	From Bauhaus to Our House	Tom Wolfe	3.77	Good	Tier_2	false	25	Moderate	5	1	9	false	null	Standard	false	false	Low
2,654	87.2	10,281,980	I giganti della montagna	Luigi Pirandello	3.77	Good	Tier_2	false	24	Moderate	4	1	16	false	null	Standard	false	false	Low
2,655	87.2	13,665,333	Inborn (The Sagas of Di'Ghon, #1)	John LeViness	3.77	Good	Tier_2	false	33	Moderate	6	1	13	true	1	Series	false	false	Low
2,656	87.2	16,172,345	It Began With Ashes (Wroge Elements, #1)	D.E.M. Emrys	3.77	Good	Tier_2	false	40	Moderate	7	1	12	true	1	Series	false	false	Low
2,657	87.3	82,970	Lucky	Alice Sebold	3.77	Good	Tier_2	false	5	Simple	1	1	12	false	null	Standard	false	false	Low
2,658	87.3	25,346	Out of the Dust	Karen Hesse	3.77	Good	Tier_2	false	15	Simple	4	1	11	false	null	Standard	false	false	Low
2,659	87.3	52,263	SCUM Manifesto	Valerie Solanas	3.77	Good	Tier_2	false	14	Simple	2	1	15	false	null	Standard	false	false	Low
2,660	87.4	9,846,485	Strictly Professional (Strictly Professional, #1)	Sherri Hayes	3.77	Good	Tier_2	false	49	Complex	5	1	12	true	1	Series	false	false	Low
2,661	87.4	5,354	The Brethren	John Grisham	3.77	Good	Tier_2	false	12	Simple	2	1	12	false	null	Standard	false	false	Low
2,662	87.4	28,274	The Darksword Trilogy: Forging the Darksword, Doom of the Darksword and Triumph of the Darksword	Margaret Weis	3.77	Good	Tier_2	false	96	Very Complex	15	1	13	false	null	Subtitle	true	false	Low
2,663	87.5	42,201,962	The Deep	Rivers Solomon	3.77	Good	Tier_2	false	8	Simple	2	1	14	false	null	Standard	false	false	Low
2,664	87.5	24,100	The Golden Notebook	Doris Lessing	3.77	Good	Tier_2	false	19	Simple	3	1	13	false	null	Standard	false	false	Low
2,665	87.5	18,144,053	The Museum of Extraordinary Things	Alice Hoffman	3.77	Good	Tier_2	false	34	Moderate	5	1	13	false	null	Standard	false	false	Low
2,666	87.6	128,770	The Unvanquished: The Corrected Text	William Faulkner	3.77	Good	Tier_2	false	36	Moderate	5	1	16	false	null	Subtitle	true	false	Low
2,667	87.6	338,798	Ulysses	James Joyce	3.77	Good	Tier_2	false	7	Simple	1	1	11	false	null	Standard	false	false	Low
2,668	87.6	5,983,759	يوميات عبقري	Salvador Dalí	3.77	Good	Tier_2	false	12	Simple	2	1	13	false	null	Standard	false	false	Low
2,669	87.7	140,093	A Bone to Pick (Aurora Teagarden, #2)	Charlaine Harris	3.76	Good	Tier_2	false	37	Moderate	7	1	16	true	2	Series	false	false	Low
2,670	87.7	89,798	All-Night Party (Fear Street, #43)	R.L. Stine	3.76	Good	Tier_2	false	34	Moderate	5	1	10	true	43	Series	false	false	Low
2,671	87.7	56,030,239	An Heir Comes to Rise (An Heir Comes to Rise, #1)	C.C. Peñaranda	3.76	Good	Tier_2	false	49	Complex	11	1	14	true	1	Series	false	false	Low
2,672	87.8	10,677,277	Article 5 (Article 5, #1)	Kristen Simmons	3.76	Good	Tier_2	false	25	Moderate	5	1	15	true	1	Series	false	false	Low
2,673	87.8	511,527	Double Act	Jacqueline Wilson	3.76	Good	Tier_2	false	10	Simple	2	1	17	false	null	Standard	false	false	Low
2,674	87.8	16,171,283	Hangsaman	Shirley Jackson	3.76	Good	Tier_2	false	9	Simple	1	1	15	false	null	Standard	false	false	Low
2,675	87.8	134,353	I'm OK - You're OK	Thomas A. Harris	3.76	Good	Tier_2	false	18	Simple	5	1	16	false	null	Standard	false	true	Low
2,676	87.9	36,676,942	Kertamen	Mauro Martone	3.76	Good	Tier_2	false	8	Simple	1	1	13	false	null	Standard	false	false	Low
2,677	87.9	214,856	Leven Thumps and the Gateway to Foo (Leven Thumps, #1)	Obert Skye	3.76	Good	Tier_2	false	54	Complex	10	1	10	true	1	Series	false	false	Low
2,678	87.9	10,990	Lord John and the Private Matter (Lord John Grey, #1)	Diana Gabaldon	3.76	Good	Tier_2	false	53	Complex	10	1	14	true	1	Series	false	false	Low
2,679	88	252,669	Mariette in Ecstasy	Ron Hansen	3.76	Good	Tier_2	false	19	Simple	3	1	10	false	null	Standard	false	false	Low
2,680	88	41,021,967	Punk 57	Penelope Douglas	3.76	Good	Tier_2	false	7	Simple	2	1	16	false	null	Standard	false	false	Low
2,681	88	383,921	Shadow Star (Chronicles of the Shadow War, #3)	Chris Claremont	3.76	Good	Tier_2	false	46	Complex	8	1	15	true	3	Series	false	false	Low
2,682	88.1	4,909	Teacher Man (Frank McCourt, #3)	Frank McCourt	3.76	Good	Tier_2	false	31	Moderate	5	1	13	true	3	Series	false	false	Low
2,683	88.1	11,044,632	Tell Me You Want Me (College Romance, #1)	Amelia James	3.76	Good	Tier_2	false	41	Complex	8	1	12	true	1	Series	false	false	Low
2,684	88.1	7,058,405	The Ice Princess (Fjällbacka, #1)	Camilla Läckberg	3.76	Good	Tier_2	false	33	Moderate	5	1	16	true	1	Series	false	false	Low
2,685	88.2	28,116	The Know-It-All	A.J. Jacobs	3.76	Good	Tier_2	false	15	Simple	2	1	11	false	null	Standard	false	false	Low
2,686	88.2	6,609,714	The Lonely Hearts Club (The Lonely Hearts Club, #1)	Elizabeth Eulberg	3.76	Good	Tier_2	false	51	Complex	9	1	17	true	1	Series	false	false	Low
2,687	88.2	6,411,961	The Lost Symbol (Robert Langdon, #3)	Dan Brown	3.76	Good	Tier_2	false	36	Moderate	6	1	12	true	3	Series	false	false	Low
2,688	88.3	40,603,982	The Monster of Florence	Douglas Preston	3.76	Good	Tier_2	false	23	Moderate	4	1	15	false	null	Standard	false	false	Low
2,689	88.3	25,807	The Postman Always Rings Twice	James M. Cain	3.76	Good	Tier_2	false	30	Moderate	5	1	13	false	null	Standard	false	true	Low
2,690	88.3	114,823	The Seven Basic Plots: Why We Tell Stories	Christopher Booker	3.76	Good	Tier_2	false	42	Complex	8	1	18	false	null	Subtitle	true	false	Low
2,691	88.4	44,842	Time's arrow, or, The nature of the offence	Martin Amis	3.76	Good	Tier_2	false	43	Complex	8	1	11	false	null	Standard	false	false	Low
2,692	88.4	6,251,012	UR	Stephen King	3.76	Good	Tier_2	false	2	Simple	1	1	19	false	null	Standard	false	false	Low
2,693	88.4	1,868,171	William Golding's Lord of the Flies	Harold Bloom	3.76	Good	Tier_2	false	35	Moderate	6	1	12	false	null	Standard	false	false	Low
2,694	88.5	3,323,065	عاشقة في محبرة	غادة السمان	3.76	Good	Tier_2	false	14	Simple	3	1	11	false	null	Standard	false	false	Low
2,695	88.5	38,240,386	An Unwanted Guest	Shari Lapena	3.75	Good	Tier_2	false	17	Simple	3	1	12	false	null	Standard	false	false	Low
2,696	88.5	6,596,845	Blacklands (Exmoor Trilogy, #1)	Belinda Bauer	3.75	Good	Tier_2	false	31	Moderate	4	1	13	true	1	Series	false	false	Low
2,697	88.6	1,162,543	Breaking Dawn (The Twilight Saga, #4)	Stephenie Meyer	3.75	Good	Tier_2	false	37	Moderate	6	1	15	true	4	Series	false	false	Low
2,698	88.6	492,243	Claudine's House	Colette	3.75	Good	Tier_2	false	16	Simple	2	1	7	false	null	Standard	false	false	Low
2,699	88.6	35,414,701	Exactly What to Say: The Magic Words for Influence and Impact	Phil M. Jones	3.75	Good	Tier_2	false	61	Very Complex	11	1	13	false	null	Subtitle	true	true	Low
2,700	88.7	137,963	Monster	Christopher Pike	3.75	Good	Tier_2	false	7	Simple	1	1	16	false	null	Standard	false	false	Low

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