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
1,201	39.4	161,275	Superman: Whatever Happened to the Man of Tomorrow?	DC Comics	4.14	Excellent	Tier_6	true	51	Complex	8	1	9	false	null	Subtitle	true	false	Average
1,202	39.5	32,508	The Black Echo (Harry Bosch, #1; Harry Bosch Universe, #1)	Michael Connelly	4.14	Excellent	Tier_6	true	58	Complex	10	1	19	true	1	Series	false	false	Average
1,203	39.5	32,718,027	The City of Brass (The Daevabad Trilogy, #1)	S.A. Chakraborty	4.14	Excellent	Tier_6	true	44	Complex	8	1	16	true	1	Series	false	false	Average
1,204	39.5	48,093	The Dark Wind (Leaphorn & Chee, #5)	Tony Hillerman	4.14	Excellent	Tier_6	true	35	Moderate	7	1	14	true	5	Series	false	false	Average
1,205	39.6	305,689	The Descent of Woman: The Classic Study of Evolution	Elaine Morgan	4.14	Excellent	Tier_6	true	52	Complex	9	1	13	false	null	Subtitle	true	false	Average
1,206	39.6	10,108,463	The Devil All the Time	Donald Ray Pollock	4.14	Excellent	Tier_6	true	22	Moderate	5	1	18	false	null	Standard	false	true	Average
1,207	39.6	25,378	The Dirt: Confessions of the World's Most Notorious Rock Band	Tommy Lee	4.14	Excellent	Tier_6	true	61	Very Complex	10	1	9	false	null	Subtitle	true	false	Average
1,208	39.7	28,512,548	The Female of the Species	Mindy McGinnis	4.14	Excellent	Tier_6	true	25	Moderate	5	1	14	false	null	Standard	false	false	Average
1,209	39.7	21,611	The Forever War (The Forever War, #1)	Joe Haldeman	4.14	Excellent	Tier_6	true	37	Moderate	7	1	12	true	1	Series	false	false	Average
1,210	39.7	25,990,381	The Forged Prince (Chronicles of Tethera #1)	Michael Laird	4.14	Excellent	Tier_6	true	44	Complex	7	1	13	true	1	Series	false	false	Average
1,211	39.8	55,658,356	The Georgia Express: A Tale of the Civil War	Phillip Urlevich	4.14	Excellent	Tier_6	true	44	Complex	9	1	16	false	null	Subtitle	true	false	Average
1,212	39.8	179,064	The Goose Girl (The Books of Bayern, #1)	Shannon Hale	4.14	Excellent	Tier_6	true	40	Moderate	8	1	12	true	1	Series	false	false	Average
1,213	39.8	17,571,536	The Heart of Everything That Is: The Untold Story of Red Cloud, An American Legend	Bob Drury	4.14	Excellent	Tier_6	true	82	Very Complex	15	1	9	false	null	Subtitle	true	false	Average
1,214	39.9	536,982	The Never War (Pendragon, #3)	D.J. MacHale	4.14	Excellent	Tier_6	true	29	Moderate	5	1	12	true	3	Series	false	false	Average
1,215	39.9	149,572	The Odessa File	Frederick Forsyth	4.14	Excellent	Tier_6	true	15	Simple	3	1	17	false	null	Standard	false	false	Average
1,216	39.9	231,804	The Outsiders	S.E. Hinton	4.14	Excellent	Tier_6	true	13	Simple	2	1	11	false	null	Standard	false	false	Average
1,217	40	8,659,601	The Power of Six (Lorien Legacies, #2)	Pittacus Lore	4.14	Excellent	Tier_6	true	38	Moderate	7	1	13	true	2	Series	false	false	Average
1,218	40	334,176	The Sparrow (The Sparrow, #1)	Mary Doria Russell	4.14	Excellent	Tier_6	true	29	Moderate	5	1	18	true	1	Series	false	true	Average
1,219	40	13,662	The Tombs of Atuan (Earthsea Cycle, #2)	Ursula K. Le Guin	4.14	Excellent	Tier_6	true	39	Moderate	7	1	17	true	2	Series	false	true	Average
1,220	40.1	2,325,390	The Waste Land, Prufrock and Other Poems	T.S. Eliot	4.14	Excellent	Tier_6	true	40	Moderate	7	1	10	false	null	Standard	false	false	Average
1,221	40.1	46,114	The Waves	Virginia Woolf	4.14	Excellent	Tier_6	true	9	Simple	2	1	14	false	null	Standard	false	false	Average
1,222	40.1	17,675,031	This Star Won't Go Out: The Life and Words of Esther Grace Earl	Esther Earl	4.14	Excellent	Tier_6	true	63	Very Complex	13	1	11	false	null	Subtitle	true	false	Average
1,223	40.2	74,273	Traitor's Moon (Nightrunner, #3)	Lynn Flewelling	4.14	Excellent	Tier_6	true	32	Moderate	4	1	15	true	3	Series	false	false	Average
1,224	40.2	53,926	Travesuras de la niña mala	Mario Vargas Llosa	4.14	Excellent	Tier_6	true	26	Moderate	5	1	18	false	null	Standard	false	true	Average
1,225	40.2	33,835	When True Night Falls (The Coldfire Trilogy, #2)	C.S. Friedman	4.14	Excellent	Tier_6	true	48	Complex	8	1	13	true	2	Series	false	false	Average
1,226	40.3	148,337	Where Eagles Dare	Alistair MacLean	4.14	Excellent	Tier_6	true	17	Simple	3	1	16	false	null	Standard	false	false	Average
1,227	40.3	21,841,659	A Unique Kind of Love	Jasmine Rose	4.13	Excellent	Tier_6	true	21	Moderate	5	1	13	false	null	Standard	false	false	Average
1,228	40.3	8,306,745	A World Without Heroes (Beyonders, #1)	Brandon Mull	4.13	Excellent	Tier_6	true	38	Moderate	6	1	12	true	1	Series	false	false	Average
1,229	40.4	28,946,688	Absolution (The Godswar Saga Book 4)	Jennifer Vale	4.13	Excellent	Tier_6	true	36	Moderate	6	1	13	false	null	Standard	false	false	Average
1,230	40.4	61,341,955	An American Beauty	Shana Abe	4.13	Excellent	Tier_6	true	18	Simple	3	1	9	false	null	Standard	false	false	Average
1,231	40.4	384,597	Arcadia	Tom Stoppard	4.13	Excellent	Tier_6	true	7	Simple	1	1	12	false	null	Standard	false	false	Average
1,232	40.5	56,980,548	Aristotle and Dante Dive into the Waters of the World (Aristotle and Dante, #2)	Benjamin Alire Sáenz	4.13	Excellent	Tier_6	true	79	Very Complex	14	1	20	true	2	Series	false	true	Average
1,233	40.5	58,438	Armageddon: A Novel of Berlin	Leon Uris	4.13	Excellent	Tier_6	true	29	Moderate	5	1	9	false	null	Subtitle	true	false	Average
1,234	40.5	20,448,515	Bared to You (Crossfire, #1)	Sylvia Day	4.13	Excellent	Tier_6	true	28	Moderate	5	1	10	true	1	Series	false	false	Average
1,235	40.6	114,159	Blue Dahlia (In the Garden, #1)	Nora Roberts	4.13	Excellent	Tier_6	true	31	Moderate	6	1	12	true	1	Series	false	false	Average
1,236	40.6	2,714,425	Cała jaskrawość	Edward Stachura	4.13	Excellent	Tier_6	true	15	Simple	2	1	15	false	null	Standard	false	false	Average
1,237	40.6	12,812,550	Days of Blood & Starlight (Daughter of Smoke & Bone, #2)	Laini Taylor	4.13	Excellent	Tier_6	true	56	Complex	11	1	12	true	2	Series	false	false	Average
1,238	40.7	13,335,037	Divergent (Divergent, #1)	Veronica Roth	4.13	Excellent	Tier_6	true	25	Moderate	3	1	13	true	1	Series	false	false	Average
1,239	40.7	17,797,344	Dr. Seuss's ABC: An Amazing Alphabet Book!	Dr. Seuss	4.13	Excellent	Tier_6	true	42	Complex	7	1	9	false	null	Subtitle	true	false	Average
1,240	40.7	231,183	Eye of the Oracle (Oracles of Fire, #1)	Bryan Davis	4.13	Excellent	Tier_6	true	39	Moderate	8	1	12	true	1	Series	false	false	Average
1,241	40.8	7,748	Fear and Loathing: On the Campaign Trail '72	Hunter S. Thompson	4.13	Excellent	Tier_6	true	44	Complex	8	1	18	false	null	Subtitle	true	true	Average
1,242	40.8	11,721,966	Good Strategy Bad Strategy: The Difference and Why It Matters	Richard P. Rumelt	4.13	Excellent	Tier_6	true	61	Very Complex	10	1	17	false	null	Subtitle	true	true	Average
1,243	40.8	143,428	I Married Adventure: The Lives of Martin and Osa Johnson	Osa Johnson	4.13	Excellent	Tier_6	true	56	Complex	10	1	11	false	null	Subtitle	true	false	Average
1,244	40.9	17,555,774	I'd Rather Be Riding My Bike	Eric Pinder	4.13	Excellent	Tier_6	true	28	Moderate	6	1	11	false	null	Standard	false	false	Average
1,245	40.9	222,515,576	Just Say Yes (King Family, #5)	Lena Hendrix	4.13	Excellent	Tier_6	true	30	Moderate	6	1	12	true	5	Series	false	false	Average
1,246	40.9	163,014	Ka: Stories of the Mind and Gods of India	Roberto Calasso	4.13	Excellent	Tier_6	true	41	Complex	9	1	15	false	null	Subtitle	true	false	Average
1,247	41	27,272,420	Like Lions (Bull Mountain, #2)	Brian Panowich	4.13	Excellent	Tier_6	true	30	Moderate	5	1	14	true	2	Series	false	false	Average
1,248	41	78,876	Maskerade (Discworld, #18; Witches, #5)	Terry Pratchett	4.13	Excellent	Tier_6	true	39	Moderate	5	1	15	true	18	Series	false	false	Average
1,249	41	164,006	Memoirs of a Dutiful Daughter	Simone de Beauvoir	4.13	Excellent	Tier_6	true	29	Moderate	5	1	18	false	null	Standard	false	true	Average
1,250	41.1	201,341	Mossflower (Redwall, #2)	Brian Jacques	4.13	Excellent	Tier_6	true	24	Moderate	3	1	13	true	2	Series	false	false	Average
1,251	41.1	479,309	Naked in Death (In Death, #1)	J.D. Robb	4.13	Excellent	Tier_6	true	29	Moderate	6	1	9	true	1	Series	false	false	Average
1,252	41.1	13,360,101	Never Seduce a Scot (The Montgomerys and Armstrongs, #1)	Maya Banks	4.13	Excellent	Tier_6	true	56	Complex	9	1	10	true	1	Series	false	false	Average
1,253	41.1	77,259	O Jerusalem (Mary Russell and Sherlock Holmes, #5)	Laurie R. King	4.13	Excellent	Tier_6	true	50	Complex	8	1	14	true	5	Series	false	true	Average
1,254	41.2	76,658	On a Pale Horse (Incarnations of Immortality #1)	Piers Anthony	4.13	Excellent	Tier_6	true	48	Complex	8	1	13	true	1	Series	false	false	Average
1,255	41.2	355,190	Orientalism	Edward W. Said	4.13	Excellent	Tier_6	true	11	Simple	1	1	14	false	null	Standard	false	true	Average
1,256	41.2	156,427	Psycho (Psycho, #1)	Robert Bloch	4.13	Excellent	Tier_6	true	19	Simple	3	1	12	true	1	Series	false	false	Average
1,257	41.3	11,532,160	Requiem (Providence, #2)	Jamie McGuire	4.13	Excellent	Tier_6	true	24	Moderate	3	1	13	true	2	Series	false	false	Average
1,258	41.3	331,256	Roadside Picnic	Arkady Strugatsky	4.13	Excellent	Tier_6	true	15	Simple	2	1	17	false	null	Standard	false	false	Average
1,259	41.3	615,225	Sharpe's Devil (Sharpe, #22)	Bernard Cornwell	4.13	Excellent	Tier_6	true	28	Moderate	4	1	16	true	22	Series	false	false	Average
1,260	41.4	11,337	The Bluest Eye	Toni Morrison	4.13	Excellent	Tier_6	true	14	Simple	3	1	13	false	null	Standard	false	false	Average
1,261	41.4	297,249	The Boxcar Children (The Boxcar Children, #1)	Gertrude Chandler Warner	4.13	Excellent	Tier_6	true	45	Complex	7	1	24	true	1	Series	false	true	Average
1,262	41.4	199,280,824	The Consequence of Anna	Kate Birkin	4.13	Excellent	Tier_6	true	23	Moderate	4	1	11	false	null	Standard	false	false	Average
1,263	41.5	16,065,538	The Eye of God (Sigma Force, #9)	James Rollins	4.13	Excellent	Tier_6	true	32	Moderate	7	1	13	true	9	Series	false	false	Average
1,264	41.5	1,972,634	The Frozen Echo: Greenland and the Exploration of North America, ca. A.D. 1000-1500	Kirsten A. Seaver	4.13	Excellent	Tier_6	true	83	Very Complex	13	1	17	false	null	Subtitle	true	true	Average
1,265	41.5	31,341,685	The Goddess Prophecies #1-3	Araya Evermore	4.13	Excellent	Tier_6	true	27	Moderate	4	1	14	false	1	Standard	false	false	Average
1,266	41.6	33,230,889	The Good Daughter (Good Daughter, #1)	Karin Slaughter	4.13	Excellent	Tier_6	true	37	Moderate	6	1	15	true	1	Series	false	false	Average
1,267	41.6	9,918,128	The Hidden (The Hollow, #3)	Jessica Verday	4.13	Excellent	Tier_6	true	27	Moderate	5	1	14	true	3	Series	false	false	Average
1,268	41.6	24,830	The Illustrated Man	Ray Bradbury	4.13	Excellent	Tier_6	true	19	Simple	3	1	12	false	null	Standard	false	false	Average
1,269	41.7	6,493,208	The Immortal Life of Henrietta Lacks	Rebecca Skloot	4.13	Excellent	Tier_6	true	36	Moderate	6	1	14	false	null	Standard	false	false	Average
1,270	41.7	61,720,087	The Irish Boarding House (The Irish Boarding House #1)	Sandy Taylor	4.13	Excellent	Tier_6	true	54	Complex	9	1	12	true	1	Series	false	false	Average
1,271	41.7	5,297	The Picture of Dorian Gray	Oscar Wilde	4.13	Excellent	Tier_6	true	26	Moderate	5	1	11	false	null	Standard	false	false	Average
1,272	41.8	12,609,433	The Power of Habit: Why We Do What We Do in Life and Business	Charles Duhigg	4.13	Excellent	Tier_6	true	61	Very Complex	14	1	14	false	null	Subtitle	true	false	Average
1,273	41.8	13,650,513	The Problem of Pain	C.S. Lewis	4.13	Excellent	Tier_6	true	19	Simple	4	1	10	false	null	Standard	false	false	Average
1,274	41.8	7,684,939	The Scarab Path (Shadows of the Apt, #5)	Adrian Tchaikovsky	4.13	Excellent	Tier_6	true	40	Moderate	8	1	18	true	5	Series	false	false	Average
1,275	41.9	59,221,559	The Shadow Sect (Netherdei #1)	Peter Hackshaw	4.13	Excellent	Tier_6	true	30	Moderate	5	1	14	true	1	Series	false	false	Average
1,276	41.9	133,784	The Sunflower	Richard Paul Evans	4.13	Excellent	Tier_6	true	13	Simple	2	1	18	false	null	Standard	false	true	Average
1,277	41.9	89,370	The Tao of Pooh and The Te of Piglet	Benjamin Hoff	4.13	Excellent	Tier_6	true	36	Moderate	9	1	13	false	null	Standard	false	false	Average
1,278	42	55,539,565	Think Again: The Power of Knowing What You Don't Know	Adam M. Grant	4.13	Excellent	Tier_6	true	53	Complex	10	1	13	false	null	Subtitle	true	true	Average
1,279	42	13,253,276	Through the Ever Night (Under the Never Sky, #2)	Veronica Rossi	4.13	Excellent	Tier_6	true	48	Complex	9	1	14	true	2	Series	false	false	Average
1,280	42	136,636	Thunderhead (Nora Kelly, #0A)	Douglas Preston	4.13	Excellent	Tier_6	true	29	Moderate	4	1	15	false	0	Standard	false	false	Average
1,281	42.1	91,873	Two or Three Things I Know for Sure	Dorothy Allison	4.13	Excellent	Tier_6	true	35	Moderate	8	1	15	false	null	Standard	false	false	Average
1,282	42.1	129,618	Until You (Westmoreland, #3)	Judith McNaught	4.13	Excellent	Tier_6	true	28	Moderate	4	1	15	true	3	Series	false	false	Average
1,283	42.1	19,352,995	Лезвие бритвы	Иван Ефремов	4.13	Excellent	Tier_6	true	13	Simple	2	1	12	false	null	Standard	false	false	Average
1,284	42.2	9,862,761	1493: Uncovering the New World Columbus Created	Charles C. Mann	4.12	Excellent	Tier_6	true	47	Complex	7	1	15	false	null	Subtitle	true	true	Average
1,285	42.2	4,606,874	A Morte Melancólica do Rapaz Ostra & Outras Estórias	Tim Burton	4.12	Excellent	Tier_6	true	52	Complex	9	1	10	false	null	Standard	false	false	Average
1,286	42.2	32,542	A Time to Kill (Jake Brigance, #1)	John Grisham	4.12	Excellent	Tier_6	true	34	Moderate	7	1	12	true	1	Series	false	false	Average
1,287	42.3	260,352	Acid Dreams: The CIA, LSD and the Sixties Rebellion	Martin A. Lee	4.12	Excellent	Tier_6	true	51	Complex	9	1	13	false	null	Subtitle	true	true	Average
1,288	42.3	16,301	Agatha Christie: An Autobiography	Agatha Christie	4.12	Excellent	Tier_6	true	33	Moderate	4	1	15	false	null	Subtitle	true	false	Average
1,289	42.3	35,476	Black Elk Speaks: Being the Life Story of a Holy Man of the Oglala Sioux	John G. Neihardt	4.12	Excellent	Tier_6	true	72	Very Complex	15	1	16	false	null	Subtitle	true	true	Average
1,290	42.4	61,190,770	Chain-Gang All-Stars	Nana Kwame Adjei-Brenyah	4.12	Excellent	Tier_6	true	20	Simple	2	1	24	false	null	Standard	false	true	Average
1,291	42.4	720,298	Codependent No More: How to Stop Controlling Others and Start Caring for Yourself	Melody Beattie	4.12	Excellent	Tier_6	true	81	Very Complex	13	1	14	false	null	Subtitle	true	false	Average
1,292	42.4	13,618,440	Dreams of Gods & Monsters (Daughter of Smoke & Bone, #3)	Laini Taylor	4.12	Excellent	Tier_6	true	56	Complex	11	1	12	true	3	Series	false	false	Average
1,293	42.5	17,828,418	Fixed on You (Fixed, #1)	Laurelin Paige	4.12	Excellent	Tier_6	true	24	Moderate	5	1	14	true	1	Series	false	false	Average
1,294	42.5	10,832,473	HIDDEN MICKEY 3: Wolf! The Legend of Tom Sawyer's Island (Hidden Mickey, #3)	Nancy Temple Rodrigue	4.12	Excellent	Tier_6	true	76	Very Complex	13	1	21	true	3	Series_Subtitle	true	true	Average
1,295	42.5	35,068,432	I'll Be Gone in the Dark: One Woman's Obsessive Search for the Golden State Killer	Michelle McNamara	4.12	Excellent	Tier_6	true	82	Very Complex	15	1	17	false	null	Subtitle	true	false	Average
1,296	42.6	1,425,569	Kein Keks für Kobolde	Cornelia Funke	4.12	Excellent	Tier_6	true	21	Moderate	4	1	14	false	null	Standard	false	false	Average
1,297	42.6	57,361,474	Local Woman Missing	Mary Kubica	4.12	Excellent	Tier_6	true	19	Simple	3	1	11	false	null	Standard	false	false	Average
1,298	42.6	1,397,673	Mar Morto	Jorge Amado	4.12	Excellent	Tier_6	true	9	Simple	2	1	11	false	null	Standard	false	false	Average
1,299	42.7	15,725,379	Miss Buncle's Book (Miss Buncle #1)	D.E. Stevenson	4.12	Excellent	Tier_6	true	35	Moderate	6	1	14	true	1	Series	false	false	Average
1,300	42.7	7,260,188	Mockingjay (The Hunger Games, #3)	Suzanne Collins	4.12	Excellent	Tier_6	true	33	Moderate	5	1	15	true	3	Series	false	false	Average

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