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
2,101	69	13,330,771	Hallucinations	Oliver Sacks	3.93	Good	Tier_3	false	14	Simple	1	1	12	false	null	Standard	false	false	Below Average
2,102	69	657,034	Heartsick (Archie Sheridan & Gretchen Lowell, #1)	Chelsea Cain	3.93	Good	Tier_3	false	49	Complex	7	1	12	true	1	Series	false	false	Below Average
2,103	69.1	7,747,374	I Am Number Four (Lorien Legacies, #1)	Pittacus Lore	3.93	Good	Tier_3	false	38	Moderate	7	1	13	true	1	Series	false	false	Below Average
2,104	69.1	24,739	If the River Was Whiskey	T. Coraghessan Boyle	3.93	Good	Tier_3	false	24	Moderate	5	1	20	false	null	Standard	false	true	Below Average
2,105	69.1	253,264	Inherit the Wind: The Powerful Courtroom Drama in which Two Men Wage the Legal War of the Century	Jerome Lawrence	3.93	Good	Tier_3	false	97	Very Complex	18	1	15	false	null	Subtitle	true	false	Below Average
2,106	69.2	1,057,012	La Patience De Maigret (Inspector Maigret #64)	Georges Simenon	3.93	Good	Tier_3	false	46	Complex	7	1	15	true	64	Series	false	false	Below Average
2,107	69.2	147,865	Love, Rosie	Cecelia Ahern	3.93	Good	Tier_3	false	11	Simple	2	1	13	false	null	Standard	false	false	Below Average
2,108	69.2	462,033	Maisie Dobbs (Maisie Dobbs, #1)	Jacqueline Winspear	3.93	Good	Tier_3	false	31	Moderate	5	1	19	true	1	Series	false	false	Below Average
2,109	69.3	86,643	Mistress of the Art of Death (Mistress of the Art of Death, #1)	Ariana Franklin	3.93	Good	Tier_3	false	63	Very Complex	13	1	15	true	1	Series	false	false	Below Average
2,110	69.3	7,224,584	Nightshade (Arravan, #1)	Shea Godfrey	3.93	Good	Tier_3	false	24	Moderate	3	1	12	true	1	Series	false	false	Below Average
2,111	69.3	2,211,221	Nothing to Lose (Jack Reacher, #12)	Lee Child	3.93	Good	Tier_3	false	35	Moderate	6	1	9	true	12	Series	false	false	Below Average
2,112	69.4	8,113,512	Poison	Bridget Zinn	3.93	Good	Tier_3	false	6	Simple	1	1	12	false	null	Standard	false	false	Below Average
2,113	69.4	40,409,718	Post Office	Charles Bukowski	3.93	Good	Tier_3	false	11	Simple	2	1	16	false	null	Standard	false	false	Below Average
2,114	69.4	524,001	Random Acts of Senseless Violence	Jack Womack	3.93	Good	Tier_3	false	33	Moderate	5	1	11	false	null	Standard	false	false	Below Average
2,115	69.5	48,328	Revolutionary Road	Richard Yates	3.93	Good	Tier_3	false	18	Simple	2	1	13	false	null	Standard	false	false	Below Average
2,116	69.5	36,742,940	Rush	Lisa Patton	3.93	Good	Tier_3	false	4	Simple	1	1	11	false	null	Standard	false	false	Below Average
2,117	69.5	34,726,469	Sky in the Deep (Sky and Sea, #1)	Adrienne Young	3.93	Good	Tier_3	false	33	Moderate	8	1	14	true	1	Series	false	false	Below Average
2,118	69.6	44,995,423	Spiel im Morgengrauen	Arthur Schnitzler	3.93	Good	Tier_3	false	21	Moderate	3	1	17	false	null	Standard	false	false	Below Average
2,119	69.6	40,869	Suldrun's Garden (Lyonesse, #1)	Jack Vance	3.93	Good	Tier_3	false	31	Moderate	4	1	10	true	1	Series	false	false	Below Average
2,120	69.6	7,076,703	Survivor	Chuck Palahniuk	3.93	Good	Tier_3	false	8	Simple	1	1	15	false	null	Standard	false	false	Below Average
2,121	69.7	7,165,405	The Ambassador's Mission (Traitor Spy Trilogy, #1)	Trudi Canavan	3.93	Good	Tier_3	false	50	Complex	7	1	13	true	1	Series	false	false	Below Average
2,122	69.7	176,811	The Ax	Donald E. Westlake	3.93	Good	Tier_3	false	6	Simple	2	1	18	false	null	Standard	false	true	Below Average
2,123	69.7	380,609	The Bacchae	Euripides	3.93	Good	Tier_3	false	11	Simple	2	1	9	false	null	Standard	false	false	Below Average
2,124	69.8	695,125	The Concept of Mind	Gilbert Ryle	3.93	Good	Tier_3	false	19	Simple	4	1	12	false	null	Standard	false	false	Below Average
2,125	69.8	968	The Da Vinci Code (Robert Langdon, #2)	Dan Brown	3.93	Good	Tier_3	false	38	Moderate	7	1	12	true	2	Series	false	false	Below Average
2,126	69.8	57,687	The Gilded Chain (The King's Blades, #1)	Dave Duncan	3.93	Good	Tier_3	false	40	Moderate	7	1	11	true	1	Series	false	false	Below Average
2,127	69.9	4,671	The Great Gatsby	F. Scott Fitzgerald	3.93	Good	Tier_3	false	16	Simple	3	1	19	false	null	Standard	false	true	Below Average
2,128	69.9	253,386	The Jeweler's Eye.	William F. Buckley Jr.	3.93	Good	Tier_3	false	18	Simple	3	1	22	false	null	Standard	false	true	Below Average
2,129	69.9	101,549	The Legion of Videssos (The Videssos Cycle, #3)	Harry Turtledove	3.93	Good	Tier_3	false	47	Complex	8	1	16	true	3	Series	false	false	Below Average
2,130	70	455,219	The Mabinogion	Unknown	3.93	Good	Tier_3	false	14	Simple	2	1	7	false	null	Standard	false	false	Below Average
2,131	70	813,214	The Mist	Stephen King	3.93	Good	Tier_3	false	8	Simple	2	1	19	false	null	Standard	false	false	Below Average
2,132	70	762,211	The Old Man Who Read Love Stories	Luis Sepúlveda	3.93	Good	Tier_3	false	33	Moderate	7	1	14	false	null	Standard	false	false	Below Average
2,133	70	15,783,307	The Perfect Game (The Perfect Game, #1)	J. Sterling	3.93	Good	Tier_3	false	39	Moderate	7	1	11	true	1	Series	false	false	Below Average
2,134	70.1	61,198,133	The Stolen Heir (The Stolen Heir Duology, #1)	Holly Black	3.93	Good	Tier_3	false	45	Complex	8	1	11	true	1	Series	false	false	Below Average
2,135	70.1	161,656	The Tail of Emily Windsnap (Emily Windsnap, #1)	Liz Kessler	3.93	Good	Tier_3	false	47	Complex	8	1	11	true	1	Series	false	false	Below Average
2,136	70.1	154,392	The Town and the City	Jack Kerouac	3.93	Good	Tier_3	false	21	Moderate	5	1	12	false	null	Standard	false	false	Below Average
2,137	70.2	58,733,682	Twin Crowns (Twin Crowns, #1)	Catherine Doyle	3.93	Good	Tier_3	false	29	Moderate	5	1	15	true	1	Series	false	false	Below Average
2,138	70.2	35,909,975	Vampire Mage (Clutch Mistress #1)	Janelle Peel	3.93	Good	Tier_3	false	33	Moderate	5	1	12	true	1	Series	false	false	Below Average
2,139	70.2	28,243,032	We Are Okay	Nina LaCour	3.93	Good	Tier_3	false	11	Simple	3	1	11	false	null	Standard	false	false	Below Average
2,140	70.3	6,464,448	معالم في الطريق	Sayyid Qutb	3.93	Good	Tier_3	false	15	Simple	3	1	11	false	null	Standard	false	false	Below Average
2,141	70.3	76,664	A Spell for Chameleon (Xanth, #1)	Piers Anthony	3.92	Good	Tier_3	false	33	Moderate	6	1	13	true	1	Series	false	false	Below Average
2,142	70.3	224,387	A Vindication of the Rights of Woman	Mary Wollstonecraft	3.92	Good	Tier_3	false	36	Moderate	7	1	19	false	null	Standard	false	false	Below Average
2,143	70.4	831,231	Anna's Book	Barbara Vine	3.92	Good	Tier_3	false	11	Simple	2	1	12	false	null	Standard	false	false	Below Average
2,144	70.4	10,589	Bag of Bones	Stephen King	3.92	Good	Tier_3	false	12	Simple	3	1	19	false	null	Standard	false	false	Below Average
2,145	70.4	9,347,801	Cold Fire (Spiritwalker, #2)	Kate Elliott	3.92	Good	Tier_3	false	28	Moderate	4	1	12	true	2	Series	false	false	Below Average
2,146	70.5	12,014	Complicity	Iain Banks	3.92	Good	Tier_3	false	10	Simple	1	1	10	false	null	Standard	false	false	Below Average
2,147	70.5	334,286	Equus	Peter Shaffer	3.92	Good	Tier_3	false	5	Simple	1	1	13	false	null	Standard	false	false	Below Average
2,148	70.5	50,849	Expanded Universe	Robert A. Heinlein	3.92	Good	Tier_3	false	17	Simple	2	1	18	false	null	Standard	false	true	Below Average
2,149	70.6	15,836	Fugitive Pieces	Anne Michaels	3.92	Good	Tier_3	false	15	Simple	2	1	14	false	null	Standard	false	false	Below Average
2,150	70.6	376,561	Invitation to a Beheading	Vladimir Nabokov	3.92	Good	Tier_3	false	25	Moderate	4	1	16	false	null	Standard	false	false	Below Average
2,151	70.6	122,649	Lady Windermere's Fan	Oscar Wilde	3.92	Good	Tier_3	false	21	Moderate	3	1	11	false	null	Standard	false	false	Below Average
2,152	70.7	317,457	Making History	Stephen Fry	3.92	Good	Tier_3	false	14	Simple	2	1	11	false	null	Standard	false	false	Below Average
2,153	70.7	338,670	Mrs. 'Arris Goes to Paris	Paul Gallico	3.92	Good	Tier_3	false	25	Moderate	5	1	12	false	null	Standard	false	false	Below Average
2,154	70.7	944,350	Night Probe (Dirk Pitt, #6)	Clive Cussler	3.92	Good	Tier_3	false	27	Moderate	5	1	13	true	6	Series	false	false	Below Average
2,155	70.8	20,618,110	Solitaire	Alice Oseman	3.92	Good	Tier_3	false	9	Simple	1	1	12	false	null	Standard	false	false	Below Average
2,156	70.8	816,953	Someone Like You	Sarah Dessen	3.92	Good	Tier_3	false	16	Simple	3	1	12	false	null	Standard	false	false	Below Average
2,157	70.8	212,622	Sparkling Cyanide (Colonel Race, #4)	Agatha Christie	3.92	Good	Tier_3	false	37	Moderate	5	1	15	true	4	Series	false	false	Below Average
2,158	70.9	6,572	Suffer the Children	John Saul	3.92	Good	Tier_3	false	19	Simple	3	1	9	false	null	Standard	false	false	Below Average
2,159	70.9	865	The Alchemist	Paulo Coelho	3.92	Good	Tier_3	false	13	Simple	2	1	12	false	null	Standard	false	false	Below Average
2,160	70.9	38,743,281	The Beast Within (Blindfold, Inc., #1)	Liz Cowan	3.92	Good	Tier_3	false	38	Moderate	6	1	10	true	1	Series	false	false	Below Average
2,161	71	2,666	The Bonfire of the Vanities	Tom Wolfe	3.92	Good	Tier_3	false	27	Moderate	5	1	9	false	null	Standard	false	false	Below Average
2,162	71	1,661,275	The Cream of the Jest	James Branch Cabell	3.92	Good	Tier_3	false	21	Moderate	5	1	19	false	null	Standard	false	true	Below Average
2,163	71	41,541	The Prestige	Christopher Priest	3.92	Good	Tier_3	false	12	Simple	2	1	18	false	null	Standard	false	false	Below Average
2,164	71.1	127,970	The Prize Winner of Defiance, Ohio: How My Mother Raised 10 Kids on 25 Words or Less	Terry Ryan	3.92	Good	Tier_3	false	84	Very Complex	17	1	10	false	null	Subtitle	true	false	Below Average
2,165	71.1	4,756,984	The Straw Giant: Triumph and Failure, America's Armed Forces	Arthur T. Hadley	3.92	Good	Tier_3	false	60	Complex	9	1	16	false	null	Subtitle	true	true	Below Average
2,166	71.1	254	The Time of the Assassins: A Study of Rimbaud	Henry Miller	3.92	Good	Tier_3	false	45	Complex	9	1	12	false	null	Subtitle	true	false	Below Average
2,167	71.2	304,687	To Reign in Hell	Steven Brust	3.92	Good	Tier_3	false	16	Simple	4	1	12	false	null	Standard	false	false	Below Average
2,168	71.2	341,946	Tortuga	Rudolfo Anaya	3.92	Good	Tier_3	false	7	Simple	1	1	13	false	null	Standard	false	false	Below Average
2,169	71.2	43,078,409	What You Did	Claire McGowan	3.92	Good	Tier_3	false	12	Simple	3	1	14	false	null	Standard	false	false	Below Average
2,170	71.3	9,892,369	Young Zwane (Baobab Tree, #1)	Terry Taylor	3.92	Good	Tier_3	false	29	Moderate	5	1	15	true	1	Series	false	false	Below Average
2,171	71.3	30,257,963	12 Rules for Life: An Antidote to Chaos	Jordan B. Peterson	3.91	Good	Tier_3	false	39	Moderate	8	1	18	false	null	Subtitle	true	true	Below Average
2,172	71.3	23,215,490	13 Things Mentally Strong People Don't Do: Take Back Your Power, Embrace Change, Face Your Fears, and Train Your Brain for Happiness and Success	Amy Morin	3.91	Good	Tier_3	false	144	Very Complex	24	1	9	false	null	Subtitle	true	false	Below Average
2,173	71.4	21,727	A Simple Plan	Scott Smith	3.91	Good	Tier_3	false	13	Simple	3	1	18	false	null	Standard	false	false	Below Average
2,174	71.4	7,930,335	Beautiful Redemption (Caster Chronicles, #4)	Kami Garcia	3.91	Good	Tier_3	false	44	Complex	5	1	11	true	4	Series	false	false	Below Average
2,175	71.4	292,314	Cider with Rosie	Laurie Lee	3.91	Good	Tier_3	false	16	Simple	3	1	10	false	null	Standard	false	false	Below Average
2,176	71.5	435,488	Copenhagen	Michael Frayn	3.91	Good	Tier_3	false	10	Simple	1	1	13	false	null	Standard	false	false	Below Average
2,177	71.5	498,214	Daggerspell (Deverry, #1)	Katharine Kerr	3.91	Good	Tier_3	false	25	Moderate	3	1	14	true	1	Series	false	false	Below Average
2,178	71.5	397,456	Dawn (Cutler, #1)	V.C. Andrews	3.91	Good	Tier_3	false	17	Simple	3	1	12	true	1	Series	false	false	Below Average
2,179	71.6	15,814,383	E-Squared: Nine Do-It-Yourself Energy Experiments That Prove Your Thoughts Create Your Reality	Pam Grout	3.91	Good	Tier_3	false	94	Very Complex	12	1	9	false	null	Subtitle	true	false	Below Average
2,180	71.6	6,050,217	Emília no País da Gramática	Monteiro Lobato	3.91	Good	Tier_3	false	27	Moderate	5	1	15	false	null	Standard	false	false	Below Average
2,181	71.6	54,529	Falling Leaves	Adeline Yen Mah	3.91	Good	Tier_3	false	14	Simple	2	1	15	false	null	Standard	false	true	Below Average
2,182	71.7	17,841	Foucault’s Pendulum	Umberto Eco	3.91	Good	Tier_3	false	19	Simple	2	1	11	false	null	Standard	false	false	Below Average
2,183	71.7	3,764	From Russia with Love (James Bond, #5)	Ian Fleming	3.91	Good	Tier_3	false	38	Moderate	7	1	11	true	5	Series	false	false	Below Average
2,184	71.7	34,352	Gertrude	Hermann Hesse	3.91	Good	Tier_3	false	8	Simple	1	1	13	false	null	Standard	false	false	Below Average
2,185	71.8	24,751	Greasy Lake & Other Stories	T. Coraghessan Boyle	3.91	Good	Tier_3	false	27	Moderate	5	1	20	false	null	Standard	false	true	Below Average
2,186	71.8	25,804,214	Hope and Red (Empire of Storms, #1)	Kelley Skovron	3.91	Good	Tier_3	false	35	Moderate	7	1	14	true	1	Series	false	false	Below Average
2,187	71.8	4,374,400	If I Stay (If I Stay, #1)	Gayle Forman	3.91	Good	Tier_3	false	25	Moderate	7	1	12	true	1	Series	false	false	Below Average
2,188	71.9	13,565,914	Knight (Unfinished Hero, #1)	Kristen Ashley	3.91	Good	Tier_3	false	28	Moderate	4	1	14	true	1	Series	false	false	Below Average
2,189	71.9	15,547	Magic Kingdom for Sale/Sold (Magic Kingdom of Landover, #1)	Terry Brooks	3.91	Good	Tier_3	false	59	Complex	9	1	12	true	1	Series	false	false	Below Average
2,190	71.9	686,718	Murder on Astor Place (Gaslight Mystery, #1)	Victoria Thompson	3.91	Good	Tier_3	false	44	Complex	7	1	17	true	1	Series	false	false	Below Average
2,191	72	38,502	Notes of a Dirty Old Man	Charles Bukowski	3.91	Good	Tier_3	false	24	Moderate	6	1	16	false	null	Standard	false	false	Below Average
2,192	72	58,679,358	One of Us Is Lying (One of Us is Lying, #1)	Karen M. McManus	3.91	Good	Tier_3	false	43	Complex	11	1	16	true	1	Series	false	true	Below Average
2,193	72	6,050,822	Puhdistus	Sofi Oksanen	3.91	Good	Tier_3	false	9	Simple	1	1	12	false	null	Standard	false	false	Below Average
2,194	72.1	165,395	Rubyfruit Jungle	Rita Mae Brown	3.91	Good	Tier_3	false	16	Simple	2	1	14	false	null	Standard	false	true	Below Average
2,195	72.1	760,713	Rush Limbaugh Is a Big Fat Idiot: And Other Observations	Al Franken	3.91	Good	Tier_3	false	56	Complex	10	1	10	false	null	Subtitle	true	false	Below Average
2,196	72.1	43,982,433	Someone We Know	Shari Lapena	3.91	Good	Tier_3	false	15	Simple	3	1	12	false	null	Standard	false	false	Below Average
2,197	72.2	618,207	Sourcery (Discworld, #5)	Terry Pratchett	3.91	Good	Tier_3	false	24	Moderate	3	1	15	true	5	Series	false	false	Below Average
2,198	72.2	368,593	The 4-Hour Workweek	Timothy Ferriss	3.91	Good	Tier_3	false	19	Simple	3	1	15	false	null	Standard	false	false	Below Average
2,199	72.2	19,687	The Bear and the Dragon (John Clark, #3; Jack Ryan Universe, #11)	Tom Clancy	3.91	Good	Tier_3	false	66	Very Complex	12	1	10	true	3	Series	false	false	Below Average
2,200	72.2	11,498	The Book of Lights	Chaim Potok	3.91	Good	Tier_3	false	18	Simple	4	1	11	false	null	Standard	false	false	Below Average

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