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
2,201	72.3	853,180	The Cater Street Hangman (Charlotte & Thomas Pitt, #1)	Anne Perry	3.91	Good	Tier_3	false	54	Complex	9	1	10	true	1	Series	false	false	Below Average
2,202	72.3	92,717	The Darkangel (Darkangel Trilogy, #1)	Meredith Ann Pierce	3.91	Good	Tier_3	false	37	Moderate	5	1	19	true	1	Series	false	true	Below Average
2,203	72.3	1,302,584	The Fire-Dwellers	Margaret Laurence	3.91	Good	Tier_3	false	17	Simple	2	1	17	false	null	Standard	false	false	Below Average
2,204	72.4	55,022	The Neon Rain (Dave Robicheaux, #1)	James Lee Burke	3.91	Good	Tier_3	false	35	Moderate	6	1	15	true	1	Series	false	true	Below Average
2,205	72.4	270,521	The Russia House	John Le Carré	3.91	Good	Tier_3	false	16	Simple	3	1	13	false	null	Standard	false	true	Below Average
2,206	72.4	1,250,316	The Secret of Crickley Hall	James Herbert	3.91	Good	Tier_3	false	27	Moderate	5	1	13	false	null	Standard	false	false	Below Average
2,207	72.5	590,327	The Shamer's Daughter (The Shamer Chronicles, #1)	Lene Kaaberbøl	3.91	Good	Tier_3	false	49	Complex	7	1	14	true	1	Series	false	false	Below Average
2,208	72.5	41,074	The Sheep Look Up	John Brunner	3.91	Good	Tier_3	false	17	Simple	4	1	12	false	null	Standard	false	false	Below Average
2,209	72.5	6,136,455	The Swiss Family Robinson	Johann David Wyss	3.91	Good	Tier_3	false	25	Moderate	4	1	17	false	null	Standard	false	true	Below Average
2,210	72.6	13,064	Tourist Season	Carl Hiaasen	3.91	Good	Tier_3	false	14	Simple	2	1	12	false	null	Standard	false	false	Below Average
2,211	72.6	18,774,981	Waking Up: A Guide to Spirituality Without Religion	Sam Harris	3.91	Good	Tier_3	false	51	Complex	8	1	10	false	null	Subtitle	true	false	Below Average
2,212	72.6	1,173,576	What Every Body is Saying: An Ex-FBI Agent's Guide to Speed-Reading People	Joe Navarro	3.91	Good	Tier_3	false	74	Very Complex	12	1	11	false	null	Subtitle	true	false	Below Average
2,213	72.7	38,198,018	What Have You Done (Adler and Dwyer, #0.5)	Matthew Farrell	3.91	Good	Tier_3	false	42	Complex	8	1	15	false	0	Standard	false	false	Below Average
2,214	72.7	102,303	Why Didn't They Ask Evans?	Agatha Christie	3.91	Good	Tier_3	false	26	Moderate	5	1	15	false	null	Standard	false	false	Below Average
2,215	72.7	373,915	20th Century Ghosts	Joe Hill	3.9	Good	Tier_3	false	19	Simple	3	1	8	false	null	Standard	false	false	Below Average
2,216	72.8	6,202,861	A Princess of Landover (Magic Kingdom of Landover, #6)	Terry Brooks	3.9	Good	Tier_3	false	54	Complex	9	1	12	true	6	Series	false	false	Below Average
2,217	72.8	588,002	A Very Long Engagement	Sébastien Japrisot	3.9	Good	Tier_3	false	22	Moderate	4	1	18	false	null	Standard	false	false	Below Average
2,218	72.8	2,496,956	All the Little Animals	Walker Hamilton	3.9	Good	Tier_3	false	22	Moderate	4	1	15	false	null	Standard	false	false	Below Average
2,219	72.9	39,073,387	Bloom	Kevin Panetta	3.9	Good	Tier_3	false	5	Simple	1	1	13	false	null	Standard	false	false	Below Average
2,220	72.9	4,325	Dreamland	Sarah Dessen	3.9	Good	Tier_3	false	9	Simple	1	1	12	false	null	Standard	false	false	Below Average
2,221	72.9	28,512,671	Everybody Lies: Big Data, New Data, and What the Internet Can Tell Us About Who We Really Are	Seth Stephens-Davidowitz	3.9	Good	Tier_3	false	93	Very Complex	18	1	24	false	null	Subtitle	true	false	Below Average
2,222	73	382,450	Fevre Dream	George R.R. Martin	3.9	Good	Tier_3	false	11	Simple	2	1	18	false	null	Standard	false	true	Below Average
2,223	73	55,642,469	Fireborne (The Aurelian Cycle, #1)	Rosaria Munda	3.9	Good	Tier_3	false	34	Moderate	5	1	13	true	1	Series	false	false	Below Average
2,224	73	285,092	High Fidelity	Nick Hornby	3.9	Good	Tier_3	false	13	Simple	2	1	11	false	null	Standard	false	false	Below Average
2,225	73.1	110,428	I'm Not Scared	Niccolò Ammaniti	3.9	Good	Tier_3	false	14	Simple	3	1	16	false	null	Standard	false	false	Below Average
2,226	73.1	25	I'm a Stranger Here Myself: Notes on Returning to America After Twenty Years Away	Bill Bryson	3.9	Good	Tier_3	false	81	Very Complex	14	1	11	false	null	Subtitle	true	false	Below Average
2,227	73.1	127,515	Invasion of the Body Snatchers	Jack Finney	3.9	Good	Tier_3	false	30	Moderate	5	1	11	false	null	Standard	false	false	Below Average
2,228	73.2	604,208	Jamilia	Chingiz Aitmatov	3.9	Good	Tier_3	false	7	Simple	1	1	16	false	null	Standard	false	false	Below Average
2,229	73.2	59,571,699	Love on the Brain	Ali Hazelwood	3.9	Good	Tier_3	false	17	Simple	4	1	13	false	null	Standard	false	false	Below Average
2,230	73.2	6,643,090	Major Pettigrew's Last Stand	Helen Simonson	3.9	Good	Tier_3	false	28	Moderate	4	1	14	false	null	Standard	false	false	Below Average
2,231	73.3	25,230,946	Mercy (Mercy, #1)	Lucian Bane	3.9	Good	Tier_3	false	17	Simple	3	1	11	true	1	Series	false	false	Below Average
2,232	73.3	44,654,627	One of Us Is Next (One of Us Is Lying, #2)	Karen M. McManus	3.9	Good	Tier_3	false	42	Complex	11	1	16	true	2	Series	false	true	Below Average
2,233	73.3	9,597	Player Piano	Kurt Vonnegut Jr.	3.9	Good	Tier_3	false	12	Simple	2	1	17	false	null	Standard	false	true	Below Average
2,234	73.4	247,369	Reckless	Amanda Quick	3.9	Good	Tier_3	false	8	Simple	1	1	12	false	null	Standard	false	false	Below Average
2,235	73.4	338,691	Still Life (Chief Inspector Armand Gamache, #1)	Louise Penny	3.9	Good	Tier_3	false	47	Complex	7	1	12	true	1	Series	false	false	Below Average
2,236	73.4	477,362	Suspect (Joseph O'Loughlin, #1)	Michael Robotham	3.9	Good	Tier_3	false	31	Moderate	4	1	16	true	1	Series	false	false	Below Average
2,237	73.5	40,425	Tarzan of the Apes (Tarzan, #1)	Edgar Rice Burroughs	3.9	Good	Tier_3	false	31	Moderate	6	1	20	true	1	Series	false	true	Below Average
2,238	73.5	142,296	The Anubis Gates	Tim Powers	3.9	Good	Tier_3	false	16	Simple	3	1	10	false	null	Standard	false	false	Below Average
2,239	73.5	49,011	The Bloody Chamber and Other Stories	Angela Carter	3.9	Good	Tier_3	false	36	Moderate	6	1	13	false	null	Standard	false	false	Below Average
2,240	73.6	19,155,234	The Cellar (The Cellar, #1)	Natasha Preston	3.9	Good	Tier_3	false	27	Moderate	5	1	15	true	1	Series	false	false	Below Average
2,241	73.6	77,661	The Daughter of Time (Inspector Alan Grant, #5)	Josephine Tey	3.9	Good	Tier_3	false	47	Complex	8	1	13	true	5	Series	false	false	Below Average
2,242	73.6	114,936	The Dragon and the George (Dragon Knight, #1)	Gordon R. Dickson	3.9	Good	Tier_3	false	45	Complex	8	1	17	true	1	Series	false	true	Below Average
2,243	73.7	946,054	The Escapement (Engineer Trilogy, #3)	K.J. Parker	3.9	Good	Tier_3	false	37	Moderate	5	1	11	true	3	Series	false	false	Below Average
2,244	73.7	58,775	The Ghost of the Lantern Lady (Nancy Drew, #146)	Carolyn Keene	3.9	Good	Tier_3	false	48	Complex	9	1	13	true	146	Series	false	false	Below Average
2,245	73.7	129,494	The Greek Way	Edith Hamilton	3.9	Good	Tier_3	false	13	Simple	3	1	14	false	null	Standard	false	false	Below Average
2,246	73.8	24,611,980	The Hanging Girl (Department Q, #6)	Jussi Adler-Olsen	3.9	Good	Tier_3	false	35	Moderate	6	1	17	true	6	Series	false	false	Below Average
2,247	73.8	776,877	The Invasion (Animorphs, #1)	K.A. Applegate	3.9	Good	Tier_3	false	28	Moderate	4	1	14	true	1	Series	false	false	Below Average
2,248	73.8	341,281	The Woodlanders	Thomas Hardy	3.9	Good	Tier_3	false	15	Simple	2	1	12	false	null	Standard	false	false	Below Average
2,249	73.9	24,767	Touching Darkness (Midnighters, #2)	Scott Westerfeld	3.9	Good	Tier_3	false	35	Moderate	4	1	16	true	2	Series	false	false	Below Average
2,250	73.9	12,991,188	Train Dreams	Denis Johnson	3.9	Good	Tier_3	false	12	Simple	2	1	13	false	null	Standard	false	false	Below Average
2,251	73.9	4,570,768	Willow	Julia Hoban	3.9	Good	Tier_3	false	6	Simple	1	1	11	false	null	Standard	false	false	Below Average
2,252	74	35,503	Without Feathers	Woody Allen	3.9	Good	Tier_3	false	16	Simple	2	1	11	false	null	Standard	false	false	Below Average
2,253	74	6,185	Wuthering Heights	Emily Brontë	3.9	Good	Tier_3	false	17	Simple	2	1	12	false	null	Standard	false	false	Below Average
2,254	74	3,482,579	يوميات نائب في الأرياف	Tawfiq Al-Hakim	3.9	Good	Tier_3	false	22	Moderate	4	1	15	false	null	Standard	false	false	Below Average
2,255	74.1	113,091	A Death in the Family	James Agee	3.89	Good	Tier_3	false	21	Moderate	5	1	10	false	null	Standard	false	false	Below Average
2,256	74.1	6,178,354	ArchEnemy (The Looking Glass Wars, #3)	Frank Beddor	3.89	Good	Tier_3	false	38	Moderate	6	1	12	true	3	Series	false	false	Below Average
2,257	74.1	16,102,004	Beautiful Bastard (Beautiful Bastard, #1)	Christina Lauren	3.89	Good	Tier_3	false	41	Complex	5	1	16	true	1	Series	false	false	Below Average
2,258	74.2	1,844,658	Black and Blue	Anna Quindlen	3.89	Good	Tier_3	false	14	Simple	3	1	13	false	null	Standard	false	false	Below Average
2,259	74.2	31,337	Blackwood Farm (The Vampire Chronicles, #9)	Anne Rice	3.89	Good	Tier_3	false	43	Complex	6	1	9	true	9	Series	false	false	Below Average
2,260	74.2	15,752	By the Light of the Moon	Dean Koontz	3.89	Good	Tier_3	false	24	Moderate	6	1	11	false	null	Standard	false	false	Below Average
2,261	74.3	10,920	Cold Mountain	Charles Frazier	3.89	Good	Tier_3	false	13	Simple	2	1	15	false	null	Standard	false	false	Below Average
2,262	74.3	68,099	Death at La Fenice (Commissario Brunetti, #1)	Donna Leon	3.89	Good	Tier_3	false	45	Complex	7	1	10	true	1	Series	false	false	Below Average
2,263	74.3	44,492,285	Dune Messiah (Dune #2)	Frank Herbert	3.89	Good	Tier_3	false	22	Moderate	4	1	13	true	2	Series	false	false	Below Average
2,264	74.4	9,439,303	Life	Keith Richards	3.89	Good	Tier_3	false	4	Simple	1	1	14	false	null	Standard	false	false	Below Average
2,265	74.4	213,753	Life As We Knew It (Last Survivors, #1)	Susan Beth Pfeffer	3.89	Good	Tier_3	false	39	Moderate	8	1	18	true	1	Series	false	true	Below Average
2,266	74.4	13,623,749	Marco Effekten (Afdeling Q, #5)	Jussi Adler-Olsen	3.89	Good	Tier_3	false	31	Moderate	5	1	17	true	5	Series	false	false	Below Average
2,267	74.4	6,088,007	Neuromancer (Sprawl, #1)	William Gibson	3.89	Good	Tier_3	false	24	Moderate	3	1	14	true	1	Series	false	false	Below Average
2,268	74.5	890	Of Mice and Men	John Steinbeck	3.89	Good	Tier_3	false	15	Simple	4	1	14	false	null	Standard	false	false	Below Average
2,269	74.5	12,996	Othello	William Shakespeare	3.89	Good	Tier_3	false	7	Simple	1	1	19	false	null	Standard	false	false	Below Average
2,270	74.5	175,675	Ragtime	E.L. Doctorow	3.89	Good	Tier_3	false	7	Simple	1	1	13	false	null	Standard	false	false	Below Average
2,271	74.6	352,270	Raising Dragons (Dragons in Our Midst, #1)	Bryan Davis	3.89	Good	Tier_3	false	42	Complex	7	1	12	true	1	Series	false	false	Below Average
2,272	74.6	6,457,081	Remarkable Creatures	Tracy Chevalier	3.89	Good	Tier_3	false	20	Simple	2	1	15	false	null	Standard	false	false	Below Average
2,273	74.6	159,760	Reviving Ophelia: Saving the Selves of Adolescent Girls	Mary Pipher	3.89	Good	Tier_3	false	55	Complex	8	1	11	false	null	Subtitle	true	false	Below Average
2,274	74.7	367,749	Scandal	Amanda Quick	3.89	Good	Tier_3	false	7	Simple	1	1	12	false	null	Standard	false	false	Below Average
2,275	74.7	13,505,130	The Absent One (Department Q, #2)	Jussi Adler-Olsen	3.89	Good	Tier_3	false	33	Moderate	6	1	17	true	2	Series	false	false	Below Average
2,276	74.7	6,178,773	The Death of Grass	John Christopher	3.89	Good	Tier_3	false	18	Simple	4	1	16	false	null	Standard	false	false	Below Average
2,277	74.8	3,077	The Enchanted April	Elizabeth von Arnim	3.89	Good	Tier_3	false	19	Simple	3	1	19	false	null	Standard	false	true	Below Average
2,278	74.8	11,716	The English Patient: A Screenplay	Anthony Minghella	3.89	Good	Tier_3	false	33	Moderate	5	1	17	false	null	Subtitle	true	false	Below Average
2,279	74.8	18,660,447	The Fill-In Boyfriend	Kasie West	3.89	Good	Tier_3	false	21	Moderate	3	1	10	false	null	Standard	false	false	Below Average
2,280	74.9	7,682	The Great Train Robbery	Michael Crichton	3.89	Good	Tier_3	false	23	Moderate	4	1	16	false	null	Standard	false	false	Below Average
2,281	74.9	32,950,745	The Mage with the Dragon Magic: 4 Book Bundle	Irfan Mirza	3.89	Good	Tier_3	false	45	Complex	9	1	12	false	null	Subtitle	true	false	Below Average
2,282	74.9	43,882	The Monk Who Sold His Ferrari	Robin Sharma	3.89	Good	Tier_3	false	29	Moderate	6	1	12	false	null	Standard	false	false	Below Average
2,283	75	43,877	The Monk Who Sold His Ferrari: A Fable About Fulfilling Your Dreams and Reaching Your Destiny	Robin Sharma	3.89	Good	Tier_3	false	93	Very Complex	16	1	12	false	null	Subtitle	true	false	Below Average
2,284	75	64,931	The Ophiuchi Hotline	John Varley	3.89	Good	Tier_3	false	20	Simple	3	1	11	false	null	Standard	false	false	Below Average
2,285	75	37,969,723	The Silence of the Girls (Women of Troy, #1)	Pat Barker	3.89	Good	Tier_3	false	44	Complex	9	1	10	true	1	Series	false	false	Below Average
2,286	75.1	77,554	The Stone Diaries	Carol Shields	3.89	Good	Tier_3	false	17	Simple	3	1	13	false	null	Standard	false	false	Below Average
2,287	75.1	5,351	The Street Lawyer	John Grisham	3.89	Good	Tier_3	false	17	Simple	3	1	12	false	null	Standard	false	false	Below Average
2,288	75.1	11,115,457	Time Between Us (Time Between Us, #1)	Tamara Ireland Stone	3.89	Good	Tier_3	false	37	Moderate	7	1	20	true	1	Series	false	true	Below Average
2,289	75.2	18,108,877	Timebound (The Chronos Files, #1)	Rysa Walker	3.89	Good	Tier_3	false	33	Moderate	5	1	11	true	1	Series	false	false	Below Average
2,290	75.2	24,249	A Cavern of Black Ice (Sword of Shadows, #1)	J.V. Jones	3.88	Good	Tier_3	false	44	Complex	9	1	10	true	1	Series	false	false	Below Average
2,291	75.2	43,980	A History of the World in 10½ Chapters	Julian Barnes	3.88	Good	Tier_3	false	39	Moderate	8	1	13	false	null	Standard	false	false	Below Average
2,292	75.3	20,454,107	Coma	Robin Cook	3.88	Good	Tier_3	false	4	Simple	1	1	10	false	null	Standard	false	false	Below Average
2,293	75.3	563,452	Darkest Hour (Cutler, #5)	V.C. Andrews	3.88	Good	Tier_3	false	25	Moderate	4	1	12	true	5	Series	false	false	Below Average
2,294	75.3	43,886	Debt of Bones (Sword of Truth, #0.5)	Terry Goodkind	3.88	Good	Tier_3	false	36	Moderate	7	1	14	false	0	Standard	false	false	Below Average
2,295	75.4	5,600,151	Dog on It (A Chet and Bernie Mystery, #1)	Spencer Quinn	3.88	Good	Tier_3	false	41	Complex	9	1	13	true	1	Series	false	false	Below Average
2,296	75.4	1,530,799	Don't Bump the Glump! and Other Fantasies	Shel Silverstein	3.88	Good	Tier_3	false	41	Complex	7	1	16	false	null	Standard	false	false	Below Average
2,297	75.4	18,304,322	Dumplin' (Dumplin', #1)	Julie Murphy	3.88	Good	Tier_3	false	23	Moderate	3	1	14	true	1	Series	false	false	Below Average
2,298	75.5	29,639,736	Everything We Keep (Everything, #1)	Kerry Lonsdale	3.88	Good	Tier_3	false	35	Moderate	5	1	14	true	1	Series	false	false	Below Average
2,299	75.5	44,439,415	God Emperor of Dune (Dune #4)	Frank Herbert	3.88	Good	Tier_3	false	29	Moderate	6	1	13	true	4	Series	false	false	Below Average
2,300	75.5	16,133,025	Hannah's Voice	Robb Grindstaff	3.88	Good	Tier_3	false	14	Simple	2	1	15	false	null	Standard	false	false	Below Average

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