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
2,301	75.6	774,600	In the Year of the Boar and Jackie Robinson	Bette Bao Lord	3.88	Good	Tier_3	false	43	Complex	9	1	14	false	null	Standard	false	true	Below Average
2,302	75.6	41,044,096	Island of the Blue Dolphins	Scott O'Dell	3.88	Good	Tier_3	false	27	Moderate	5	1	12	false	null	Standard	false	false	Below Average
2,303	75.6	10,119,052	Lady Knight	L.-J. Baker	3.88	Good	Tier_3	false	11	Simple	2	1	11	false	null	Standard	false	false	Below Average
2,304	75.7	30,593	Pnin	Vladimir Nabokov	3.88	Good	Tier_3	false	4	Simple	1	1	16	false	null	Standard	false	false	Below Average
2,305	75.7	13,517,455	Reboot (Reboot, #1)	Amy Tintera	3.88	Good	Tier_3	false	19	Simple	3	1	11	true	1	Series	false	false	Below Average
2,306	75.7	761,732	Soul of the Fire (Sword of Truth, #5)	Terry Goodkind	3.88	Good	Tier_3	false	37	Moderate	8	1	14	true	5	Series	false	false	Below Average
2,307	75.8	994,156	Supernova: Ksatria, Puteri, dan Bintang Jatuh	Dee Lestari	3.88	Good	Tier_3	false	45	Complex	6	1	11	false	null	Subtitle	true	false	Below Average
2,308	75.8	29,948	The Bridge Across Forever: A True Love Story	Richard Bach	3.88	Good	Tier_3	false	44	Complex	8	1	12	false	null	Subtitle	true	false	Below Average
2,309	75.8	446	The Brooklyn Follies	Paul Auster	3.88	Good	Tier_3	false	20	Simple	3	1	11	false	null	Standard	false	false	Below Average
2,310	75.9	45,685	The Canterville Ghost	Oscar Wilde	3.88	Good	Tier_3	false	21	Moderate	3	1	11	false	null	Standard	false	false	Below Average
2,311	75.9	6,713,625	The Complaints (Malcolm Fox, #1)	Ian Rankin	3.88	Good	Tier_3	false	32	Moderate	5	1	10	true	1	Series	false	false	Below Average
2,312	75.9	363,355	The Escape (Animorphs, #15)	K.A. Applegate	3.88	Good	Tier_3	false	27	Moderate	4	1	14	true	15	Series	false	false	Below Average
2,313	76	27,003	The Eyre Affair (Thursday Next, #1)	Jasper Fforde	3.88	Good	Tier_3	false	35	Moderate	6	1	13	true	1	Series	false	false	Below Average
2,314	76	150,472	The Fish Can Sing	Halldór Laxness	3.88	Good	Tier_3	false	17	Simple	4	1	15	false	null	Standard	false	false	Below Average
2,315	76	56,034	The French Lieutenant’s Woman	John Fowles	3.88	Good	Tier_3	false	29	Moderate	4	1	11	false	null	Standard	false	false	Below Average
2,316	76.1	61,887	The Hallowed Hunt (World of the Five Gods, #3)	Lois McMaster Bujold	3.88	Good	Tier_3	false	46	Complex	9	1	20	true	3	Series	false	true	Below Average
2,317	76.1	13,316,328	The Last Dragonslayer (The Last Dragonslayer, #1)	Jasper Fforde	3.88	Good	Tier_3	false	49	Complex	7	1	13	true	1	Series	false	false	Below Average
2,318	76.1	891,906	The Man in the Gray Flannel Suit	Sloan Wilson	3.88	Good	Tier_3	false	32	Moderate	7	1	12	false	null	Standard	false	false	Below Average
2,319	76.2	51,070	The Secret Diary of Adrian Mole, Aged 13 3/4 (Adrian Mole, #1)	Sue Townsend	3.88	Good	Tier_3	false	63	Very Complex	12	1	12	true	1	Series	false	false	Below Average
2,320	76.2	7,354	The Shipping News	Annie Proulx	3.88	Good	Tier_3	false	17	Simple	3	1	12	false	null	Standard	false	false	Below Average
2,321	76.2	34,942	The Tangle Box (Magic Kingdom of Landover, #4)	Terry Brooks	3.88	Good	Tier_3	false	46	Complex	8	1	12	true	4	Series	false	false	Below Average
2,322	76.3	58,321,103	The Watchers (The Watchers, #1)	A.M. Shine	3.88	Good	Tier_3	false	31	Moderate	5	1	10	true	1	Series	false	false	Below Average
2,323	76.3	6,224,935	This is Where I Leave You	Jonathan Tropper	3.88	Good	Tier_3	false	25	Moderate	6	1	16	false	null	Standard	false	false	Below Average
2,324	76.3	5,231,173	Twenty Boy Summer	Sarah Ockler	3.88	Good	Tier_3	false	17	Simple	3	1	12	false	null	Standard	false	false	Below Average
2,325	76.4	302,457	Vampire of the Mists (Ravenloft, #1)	Christie Golden	3.88	Good	Tier_3	false	36	Moderate	6	1	15	true	1	Series	false	false	Below Average
2,326	76.4	76,171	We	Yevgeny Zamyatin	3.88	Good	Tier_3	false	2	Simple	1	1	16	false	null	Standard	false	false	Below Average
2,327	76.4	300,818	Writing Degree Zero	Roland Barthes	3.88	Good	Tier_3	false	19	Simple	3	1	14	false	null	Standard	false	false	Below Average
2,328	76.5	5,664,022	حوار مع صديقي الملحد	مصطفى محمود	3.88	Good	Tier_3	false	20	Simple	4	1	11	false	null	Standard	false	false	Below Average
2,329	76.5	28,588,390	A Study in Scarlet Women (Lady Sherlock, #1)	Sherry Thomas	3.87	Good	Tier_3	false	44	Complex	8	1	13	true	1	Series	false	false	Below Average
2,330	76.5	25,613,996	At First Blush	Beth Ellyn Summer	3.87	Good	Tier_3	false	14	Simple	3	1	17	false	null	Standard	false	true	Below Average
2,331	76.6	464,001	Beginner's Luck (Hallie Palmer, #1)	Laura Pedersen	3.87	Good	Tier_3	false	35	Moderate	5	1	14	true	1	Series	false	false	Below Average
2,332	76.6	587,977	Beyond the Pale (The Last Rune, #1)	Mark Anthony	3.87	Good	Tier_3	false	35	Moderate	7	1	12	true	1	Series	false	false	Below Average
2,333	76.6	40,364,335	Brave, Not Perfect: Fear Less, Fail More, and Live Bolder	Reshma Saujani	3.87	Good	Tier_3	false	57	Complex	10	1	14	false	null	Subtitle	true	false	Below Average
2,334	76.7	51,220,325	Conjure Women	Afia Atakora	3.87	Good	Tier_3	false	13	Simple	2	1	12	false	null	Standard	false	false	Below Average
2,335	76.7	16,158,512	Emotional First Aid: Practical Strategies for Treating Failure, Rejection, Guilt, and Other Everyday Psychological Injuries	Guy Winch	3.87	Good	Tier_3	false	123	Very Complex	15	1	9	false	null	Subtitle	true	false	Below Average
2,336	76.7	23,920,769	Empire Ascendant (Worldbreaker Saga, #2)	Kameron Hurley	3.87	Good	Tier_3	false	40	Moderate	5	1	14	true	2	Series	false	false	Below Average
2,337	76.7	15,096	Five Quarters of the Orange	Joanne Harris	3.87	Good	Tier_3	false	27	Moderate	5	1	13	false	null	Standard	false	false	Below Average
2,338	76.8	50,042,494	Ghosts	Dolly Alderton	3.87	Good	Tier_3	false	6	Simple	1	1	14	false	null	Standard	false	false	Below Average
2,339	76.8	25,365,530	Good Me, Bad Me	Ali Land	3.87	Good	Tier_3	false	15	Simple	4	1	8	false	null	Standard	false	false	Below Average
2,340	76.8	27,570,138	Good-Bye Def Leppard: I'll Miss Those Jeans	Stef Kramer	3.87	Good	Tier_3	false	43	Complex	7	1	11	false	null	Subtitle	true	false	Below Average
2,341	76.9	53,044	Hiroshima mon amour	Marguerite Duras	3.87	Good	Tier_3	false	19	Simple	3	1	16	false	null	Standard	false	false	Below Average
2,342	76.9	1,857,440	John Dies at the End (John Dies at the End, #1)	David Wong	3.87	Good	Tier_3	false	47	Complex	11	1	11	true	1	Series	false	false	Below Average
2,343	76.9	14,201	Jonathan Strange & Mr Norrell	Susanna Clarke	3.87	Good	Tier_3	false	29	Moderate	5	1	14	false	null	Standard	false	false	Below Average
2,344	77	61,881	Legacy (The Sharing Knife, #2)	Lois McMaster Bujold	3.87	Good	Tier_3	false	30	Moderate	5	1	20	true	2	Series	false	true	Below Average
2,345	77	6,193	Life & Times of Michael K	J.M. Coetzee	3.87	Good	Tier_3	false	25	Moderate	6	1	12	false	null	Standard	false	false	Below Average
2,346	77	15,771,846	Mage's Blood (Moontide Quartet, #1)	David Hair	3.87	Good	Tier_3	false	35	Moderate	5	1	10	true	1	Series	false	false	Below Average
2,347	77.1	2,517	My Name Is Red	Orhan Pamuk	3.87	Good	Tier_3	false	14	Simple	4	1	11	false	null	Standard	false	false	Below Average
2,348	77.1	7,740,121	No One Would Listen	Harry Markopolos	3.87	Good	Tier_3	false	19	Simple	4	1	16	false	null	Standard	false	false	Below Average
2,349	77.1	6,665,671	Please Ignore Vera Dietz	A.S. King	3.87	Good	Tier_3	false	24	Moderate	4	1	9	false	null	Standard	false	false	Below Average
2,350	77.2	2,569,496	Richard's Cork Leg	Brendan Behan	3.87	Good	Tier_3	false	18	Simple	3	1	13	false	null	Standard	false	false	Below Average
2,351	77.2	4,831	Shame	Salman Rushdie	3.87	Good	Tier_3	false	5	Simple	1	1	14	false	null	Standard	false	false	Below Average
2,352	77.2	42,003	Sheer Mischief	Jill Mansell	3.87	Good	Tier_3	false	14	Simple	2	1	12	false	null	Standard	false	false	Below Average
2,353	77.3	12,180,581	Switched (Trylle, #1)	Amanda Hocking	3.87	Good	Tier_3	false	21	Moderate	3	1	14	true	1	Series	false	false	Below Average
2,354	77.3	15,161	The Ladies of Grace Adieu and Other Stories	Susanna Clarke	3.87	Good	Tier_3	false	43	Complex	8	1	14	false	null	Standard	false	false	Below Average
2,355	77.3	634,117	The Lady from the Sea	Henrik Ibsen	3.87	Good	Tier_3	false	21	Moderate	5	1	12	false	null	Standard	false	false	Below Average
2,356	77.4	8,650	The Lost World (Jurassic Park, #2)	Michael Crichton	3.87	Good	Tier_3	false	34	Moderate	6	1	16	true	2	Series	false	false	Below Average
2,357	77.4	36,054,062	The Mongoliad: Book Three (Foreworld, #3)	Neal Stephenson	3.87	Good	Tier_3	false	41	Complex	6	1	15	true	3	Series_Subtitle	true	false	Below Average
2,358	77.4	604,606	The Seven Minutes	Irving Wallace	3.87	Good	Tier_3	false	17	Simple	3	1	14	false	null	Standard	false	false	Below Average
2,359	77.5	129,117	The Spellman Files (The Spellmans, #1)	Lisa Lutz	3.87	Good	Tier_3	false	38	Moderate	6	1	9	true	1	Series	false	false	Below Average
2,360	77.5	235,141	The Structural Transformation of the Public Sphere: An Inquiry into a Category of Bourgeois Society	Jürgen Habermas	3.87	Good	Tier_3	false	99	Very Complex	15	1	15	false	null	Subtitle	true	false	Below Average
2,361	77.5	13,707,734	The Swerve: How the World Became Modern	Stephen Greenblatt	3.87	Good	Tier_3	false	39	Moderate	7	1	18	false	null	Subtitle	true	false	Below Average
2,362	77.6	39,801	The White Lioness (Kurt Wallander, #3)	Henning Mankell	3.87	Good	Tier_3	false	38	Moderate	6	1	15	true	3	Series	false	false	Below Average
2,363	77.6	698,034	Time Out of Joint	Philip K. Dick	3.87	Good	Tier_3	false	17	Simple	4	1	14	false	null	Standard	false	true	Below Average
2,364	77.6	7,669	Timeline	Michael Crichton	3.87	Good	Tier_3	false	8	Simple	1	1	16	false	null	Standard	false	false	Below Average
2,365	77.7	364,550	Two Treatises of Government	John Locke	3.87	Good	Tier_3	false	27	Moderate	4	1	10	false	null	Standard	false	false	Below Average
2,366	77.7	32,421	Velocity	Dean Koontz	3.87	Good	Tier_3	false	8	Simple	1	1	11	false	null	Standard	false	false	Below Average
2,367	77.7	498,405	Voices (Inspector Erlendur, #5)	Arnaldur Indriðason	3.87	Good	Tier_3	false	31	Moderate	4	1	19	true	5	Series	false	false	Below Average
2,368	77.8	92,805	Wayfinder's Story (Lost Swords, #7)	Fred Saberhagen	3.87	Good	Tier_3	false	35	Moderate	5	1	15	true	7	Series	false	false	Below Average
2,369	77.8	1,398,140	Who Has Seen The Wind	W.O. Mitchell	3.87	Good	Tier_3	false	21	Moderate	5	1	13	false	null	Standard	false	false	Below Average
2,370	77.8	1,255,962	Will: The Autobiography of G. Gordon Liddy	G. Gordon Liddy	3.87	Good	Tier_3	false	42	Complex	7	1	15	false	null	Subtitle	true	true	Below Average
2,371	77.9	2,567	Aké: The Years of Childhood	Wole Soyinka	3.86	Good	Tier_3	false	27	Moderate	5	1	12	false	null	Subtitle	true	false	Below Average
2,372	77.9	249,747	Artemis Fowl (Artemis Fowl, #1)	Eoin Colfer	3.86	Good	Tier_3	false	31	Moderate	5	1	11	true	1	Series	false	false	Below Average
2,373	77.9	30,256,248	By Your Side	Kasie West	3.86	Good	Tier_3	false	12	Simple	3	1	10	false	null	Standard	false	false	Below Average
2,374	78	47,520	Castle in the Air (Howl's Moving Castle, #2)	Diana Wynne Jones	3.86	Good	Tier_3	false	44	Complex	8	1	17	true	2	Series	false	true	Below Average
2,375	78	16,326	Death in the Clouds (Hercule Poirot, #12)	Agatha Christie	3.86	Good	Tier_3	false	41	Complex	7	1	15	true	12	Series	false	false	Below Average
2,376	78	193,898,666	Heart of Night and Fire (The Nightfire Quartet, #1)	Nisha J. Tuli	3.86	Good	Tier_3	false	51	Complex	9	1	13	true	1	Series	false	true	Below Average
2,377	78.1	11,602	Hearts in Atlantis	Stephen King	3.86	Good	Tier_3	false	18	Simple	3	1	19	false	null	Standard	false	false	Below Average
2,378	78.1	1,251,032	Hero	Perry Moore	3.86	Good	Tier_3	false	4	Simple	1	1	14	false	null	Standard	false	false	Below Average
2,379	78.1	499,712	Katherine Swynford: The Story of John of Gaunt and His Scandalous Duchess	Alison Weir	3.86	Good	Tier_3	false	73	Very Complex	12	1	11	false	null	Subtitle	true	false	Below Average
2,380	78.2	39,218,350	Maid: Hard Work, Low Pay, and a Mother's Will to Survive	Stephanie Land	3.86	Good	Tier_3	false	56	Complex	11	1	15	false	null	Subtitle	true	false	Below Average
2,381	78.2	121,622	Mrs. McGinty's Dead (Hercule Poirot, #32)	Agatha Christie	3.86	Good	Tier_3	false	41	Complex	6	1	15	true	32	Series	false	false	Below Average
2,382	78.2	149,610	Night Without End	Alistair MacLean	3.86	Good	Tier_3	false	17	Simple	3	1	16	false	null	Standard	false	false	Below Average
2,383	78.3	22,571,859	Snow in July	Kim Iverson Headlee	3.86	Good	Tier_3	false	12	Simple	3	1	19	false	null	Standard	false	true	Below Average
2,384	78.3	640,020	The Cult of Loving Kindness (The Starbridge Chronicles, #3)	Paul Park	3.86	Good	Tier_3	false	59	Complex	9	1	9	true	3	Series	false	false	Below Average
2,385	78.3	554,774	The Dark Tide (Mithgar, #1; The Iron Tower, #1)	Dennis L. McKiernan	3.86	Good	Tier_3	false	47	Complex	9	1	19	true	1	Series	false	true	Below Average
2,386	78.4	18,271,164	The End of the Jesus Era (An Investigation, #1)	Danail Hristov	3.86	Good	Tier_3	false	47	Complex	9	1	14	true	1	Series	false	false	Below Average
2,387	78.4	25,883,848	The Hating Game	Sally Thorne	3.86	Good	Tier_3	false	15	Simple	3	1	13	false	null	Standard	false	false	Below Average
2,388	78.4	1,656,001	The Host (The Host, #1)	Stephenie Meyer	3.86	Good	Tier_3	false	23	Moderate	5	1	15	true	1	Series	false	false	Below Average
2,389	78.5	511,684	The Illustrated Mum (Illustrated Mum, #1)	Jacqueline Wilson	3.86	Good	Tier_3	false	41	Complex	6	1	17	true	1	Series	false	false	Below Average
2,390	78.5	5,345	The Innocent Man: Murder and Injustice in a Small Town	John Grisham	3.86	Good	Tier_3	false	54	Complex	10	1	12	false	null	Subtitle	true	false	Below Average
2,391	78.5	9,279,177	The Lover's Dictionary	David Levithan	3.86	Good	Tier_3	false	22	Moderate	3	1	14	false	null	Standard	false	false	Below Average
2,392	78.6	303,922	The Mountain Lion	Jean Stafford	3.86	Good	Tier_3	false	17	Simple	3	1	13	false	null	Standard	false	false	Below Average
2,393	78.6	39,863,482	The Night Tiger	Yangsze Choo	3.86	Good	Tier_3	false	15	Simple	3	1	12	false	null	Standard	false	false	Below Average
2,394	78.6	36,589,612	The Pilgrim's Regress	C.S. Lewis	3.86	Good	Tier_3	false	21	Moderate	3	1	10	false	null	Standard	false	false	Below Average
2,395	78.7	32,075,825	The Rise and Fall of D.O.D.O. (D.O.D.O., #1)	Neal Stephenson	3.86	Good	Tier_3	false	44	Complex	8	1	15	true	1	Series	false	false	Below Average
2,396	78.7	13,944	The Secret Life of Houdini: The Making of America's First Superhero	William Kalush	3.86	Good	Tier_3	false	67	Very Complex	11	1	14	false	null	Subtitle	true	false	Below Average
2,397	78.7	1,007,332	The Starfollowers of Coramonde (Coramonde, #2)	Brian Daley	3.86	Good	Tier_3	false	46	Complex	6	1	11	true	2	Series	false	false	Below Average
2,398	78.8	35,297,394	The Wicked Deep	Shea Ernshaw	3.86	Good	Tier_3	false	15	Simple	3	1	12	false	null	Standard	false	false	Below Average
2,399	78.8	146,559	The Wild Palms	William Faulkner	3.86	Good	Tier_3	false	14	Simple	3	1	16	false	null	Standard	false	false	Below Average
2,400	78.8	77,364	Winter Rose (Winter Rose, #1)	Patricia A. McKillip	3.86	Good	Tier_3	false	29	Moderate	5	1	20	true	1	Series	false	true	Below Average

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