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
1,101	36.2	25,644,437	Find Her (Detective D.D. Warren, #9)	Lisa Gardner	4.16	Excellent	Tier_7	true	36	Moderate	6	1	12	true	9	Series	false	false	Above Average
1,102	36.2	87,284	In-House Weddings	Bohumil Hrabal	4.16	Excellent	Tier_7	true	17	Simple	2	1	14	false	null	Standard	false	false	Above Average
1,103	36.2	10,210	Jane Eyre	Charlotte Brontë	4.16	Excellent	Tier_7	true	9	Simple	2	1	16	false	null	Standard	false	false	Above Average
1,104	36.3	1,915,481	Jantera Bianglala	Ahmad Tohari	4.16	Excellent	Tier_7	true	17	Simple	2	1	12	false	null	Standard	false	false	Above Average
1,105	36.3	46,041,199	Kim Jiyoung, Born 1982	Cho Nam-Joo	4.16	Excellent	Tier_7	true	22	Moderate	4	1	11	false	null	Standard	false	false	Above Average
1,106	36.3	790,171	Kon-Tiki	Thor Heyerdahl	4.16	Excellent	Tier_7	true	8	Simple	1	1	14	false	null	Standard	false	false	Above Average
1,107	36.4	25,932	Lost Illusions	Honoré de Balzac	4.16	Excellent	Tier_7	true	14	Simple	2	1	16	false	null	Standard	false	true	Above Average
1,108	36.4	222,018,066	Love Bites Hard (Mated to the King, #2)	Lola Glass	4.16	Excellent	Tier_7	true	39	Moderate	8	1	10	true	2	Series	false	false	Above Average
1,109	36.4	5,984,208	Maldoror and Poems	Comte de Lautréamont	4.16	Excellent	Tier_7	true	18	Simple	3	1	20	false	null	Standard	false	true	Above Average
1,110	36.5	929	Memoirs of a Geisha	Arthur Golden	4.16	Excellent	Tier_7	true	19	Simple	4	1	13	false	null	Standard	false	false	Above Average
1,111	36.5	14,497	Neverwhere (London Below, #1)	Neil Gaiman	4.16	Excellent	Tier_7	true	29	Moderate	4	1	11	true	1	Series	false	false	Above Average
1,112	36.5	896,621	Shanna	Kathleen E. Woodiwiss	4.16	Excellent	Tier_7	true	6	Simple	1	1	21	false	null	Standard	false	true	Above Average
1,113	36.6	4,878,336	Sledge Patrol: A WWII Epic Of Escape, Survival, And Victory	David Howarth	4.16	Excellent	Tier_7	true	59	Complex	10	1	13	false	null	Subtitle	true	false	Above Average
1,114	36.6	13,642,963	Speaking from Among the Bones (Flavia de Luce, #5)	Alan Bradley	4.16	Excellent	Tier_7	true	50	Complex	9	1	12	true	5	Series	false	false	Above Average
1,115	36.6	218,149,428	Sunday Morning (Sunday Morning, #1)	Jewel E. Ann	4.16	Excellent	Tier_7	true	35	Moderate	5	1	12	true	1	Series	false	true	Above Average
1,116	36.7	36,072	The 7 Habits of Highly Effective People: Powerful Lessons in Personal Change	Stephen R. Covey	4.16	Excellent	Tier_7	true	76	Very Complex	12	1	16	false	null	Subtitle	true	true	Above Average
1,117	36.7	827	The Diamond Age: Or, a Young Lady's Illustrated Primer	Neal Stephenson	4.16	Excellent	Tier_7	true	54	Complex	9	1	15	false	null	Subtitle	true	false	Above Average
1,118	36.7	6,117,055	The Greatest Show on Earth: The Evidence for Evolution	Richard Dawkins	4.16	Excellent	Tier_7	true	54	Complex	9	1	15	false	null	Subtitle	true	false	Above Average
1,119	36.7	43,822,024	The Toll (Arc of a Scythe, #3)	Neal Shusterman	4.16	Excellent	Tier_7	true	30	Moderate	7	1	15	true	3	Series	false	false	Above Average
1,120	36.8	21,913,812	This Changes Everything: Capitalism vs. The Climate	Naomi Klein	4.16	Excellent	Tier_7	true	51	Complex	7	1	11	false	null	Subtitle	true	false	Above Average
1,121	36.8	12,007	Use of Weapons (Culture, #3)	Iain M. Banks	4.16	Excellent	Tier_7	true	28	Moderate	5	1	13	true	3	Series	false	true	Above Average
1,122	36.8	8,960	Vampire Mountain (Cirque Du Freak, #4)	Darren Shan	4.16	Excellent	Tier_7	true	38	Moderate	6	1	11	true	4	Series	false	false	Above Average
1,123	36.9	17,920,175	Wayward (Wayward Pines, #2)	Blake Crouch	4.16	Excellent	Tier_7	true	27	Moderate	4	1	12	true	2	Series	false	false	Above Average
1,124	36.9	134,116,829	Always Remember: Ben's Story (Ravenswood, #3)	Mary Balogh	4.15	Excellent	Tier_7	true	45	Complex	6	1	11	true	3	Series_Subtitle	true	false	Above Average
1,125	36.9	7,201	As the Crow Flies	Jeffrey Archer	4.15	Excellent	Tier_7	true	17	Simple	4	1	14	false	null	Standard	false	false	Above Average
1,126	37	411,053	Better Homes and Gardens New Cook Book	Better Homes and Gardens	4.15	Excellent	Tier_7	true	38	Moderate	7	1	24	false	null	Standard	false	true	Above Average
1,127	37	57,282,621	Brothers of the Wind (The Last King of Osten Ard, #0.75)	Tad Williams	4.15	Excellent	Tier_7	true	56	Complex	11	1	12	false	0	Standard	false	false	Above Average
1,128	37	20,821,284	Brown Girl Dreaming	Jacqueline Woodson	4.15	Excellent	Tier_7	true	19	Simple	3	1	18	false	null	Standard	false	false	Above Average
1,129	37.1	60,929	Dawn (Xenogenesis, #1)	Octavia E. Butler	4.15	Excellent	Tier_7	true	22	Moderate	3	1	17	true	1	Series	false	true	Above Average
1,130	37.1	29,753,421	Devotion (The Afflicted Saga: Tale of the Fallen #1)	Katika Schneider	4.15	Excellent	Tier_7	true	52	Complex	9	1	16	true	1	Series_Subtitle	true	false	Above Average
1,131	37.1	331,653	Die Therapie	Sebastian Fitzek	4.15	Excellent	Tier_7	true	12	Simple	2	1	16	false	null	Standard	false	false	Above Average
1,132	37.2	1,178,578	Dragons of Winter Night	Margaret Weis	4.15	Excellent	Tier_7	true	23	Moderate	4	1	13	false	null	Standard	false	false	Above Average
1,133	37.2	2,068,019	Interesting Times (Discworld, #17)	Terry Pratchett	4.15	Excellent	Tier_7	true	34	Moderate	4	1	15	true	17	Series	false	false	Above Average
1,134	37.2	194,006	Legacy	Susan Kay	4.15	Excellent	Tier_7	true	6	Simple	1	1	10	false	null	Standard	false	false	Above Average
1,135	37.3	63,321	Lizard Music	Daniel Pinkwater	4.15	Excellent	Tier_7	true	12	Simple	2	1	16	false	null	Standard	false	false	Above Average
1,136	37.3	3,305,961	Looking Backwards: Recollections	Colette	4.15	Excellent	Tier_7	true	32	Moderate	3	1	7	false	null	Subtitle	true	false	Above Average
1,137	37.3	44,688	Magician's Gambit (The Belgariad #3)	David Eddings	4.15	Excellent	Tier_7	true	36	Moderate	5	1	13	true	3	Series	false	false	Above Average
1,138	37.4	219,220	Mordant's Need (Mordant's Need, #1-2)	Stephen R. Donaldson	4.15	Excellent	Tier_7	true	37	Moderate	5	1	20	false	1	Standard	false	true	Above Average
1,139	37.4	31,548	Of Human Bondage	W. Somerset Maugham	4.15	Excellent	Tier_7	true	16	Simple	3	1	19	false	null	Standard	false	true	Above Average
1,140	37.4	455,941	Persuader (Jack Reacher, #7)	Lee Child	4.15	Excellent	Tier_7	true	28	Moderate	4	1	9	true	7	Series	false	false	Above Average
1,141	37.5	19,302	Pippi Longstocking (Pippi Långstrump, #1)	Astrid Lindgren	4.15	Excellent	Tier_7	true	41	Complex	5	1	15	true	1	Series	false	false	Above Average
1,142	37.5	587,582	Queen of Sorcery (The Belgariad #2)	David Eddings	4.15	Excellent	Tier_7	true	35	Moderate	6	1	13	true	2	Series	false	false	Above Average
1,143	37.5	6,781,956	Savor the Moment (Bride Quartet, #3)	Nora Roberts	4.15	Excellent	Tier_7	true	36	Moderate	6	1	12	true	3	Series	false	false	Above Average
1,144	37.6	21,411,388	Shadows for Silence in the Forests of Hell	Brandon Sanderson	4.15	Excellent	Tier_7	true	42	Complex	8	1	17	false	null	Standard	false	false	Above Average
1,145	37.6	239,293	Simians, Cyborgs, and Women: The Reinvention of Nature	Donna J. Haraway	4.15	Excellent	Tier_7	true	54	Complex	8	1	16	false	null	Subtitle	true	true	Above Average
1,146	37.6	29,474,940	Splitting the Arrow: Understanding the business of Life	Prem Rawat	4.15	Excellent	Tier_7	true	55	Complex	8	1	10	false	null	Subtitle	true	false	Above Average
1,147	37.7	12,534	Teaching a Stone to Talk: Expeditions and Encounters	Annie Dillard	4.15	Excellent	Tier_7	true	52	Complex	8	1	13	false	null	Subtitle	true	false	Above Average
1,148	37.7	42,745,490	That Wedding (That Boy, #2)	Jillian Dodd	4.15	Excellent	Tier_7	true	27	Moderate	5	1	12	true	2	Series	false	false	Above Average
1,149	37.7	21,838	The Brotherhood of the Rose (Mortalis, #1)	David Morrell	4.15	Excellent	Tier_7	true	42	Complex	7	1	13	true	1	Series	false	false	Above Average
1,150	37.8	275,325	The Butter Battle Book	Dr. Seuss	4.15	Excellent	Tier_7	true	22	Moderate	4	1	9	false	null	Standard	false	false	Above Average
1,151	37.8	16,162,553	The Changeling (Weald Fae Journals, #2)	Christopher Shields	4.15	Excellent	Tier_7	true	39	Moderate	6	1	20	true	2	Series	false	false	Above Average
1,152	37.8	36,551	The Color of Summer: or The New Garden of Earthly Delights	Reinaldo Arenas	4.15	Excellent	Tier_7	true	58	Complex	11	1	15	false	null	Subtitle	true	false	Above Average
1,153	37.9	31,145,052	The Librarian of Auschwitz	Antonio Iturbe	4.15	Excellent	Tier_7	true	26	Moderate	4	1	14	false	null	Standard	false	false	Above Average
1,154	37.9	7,981	The Long Patrol (Redwall, #10)	Brian Jacques	4.15	Excellent	Tier_7	true	30	Moderate	5	1	13	true	10	Series	false	false	Above Average
1,155	37.9	796,571	The Philosophy of Space and Time (Dover Books on Physics)	Hans Reichenbach	4.15	Excellent	Tier_7	true	57	Complex	10	1	16	false	null	Standard	false	false	Above Average
1,156	38	420,224	The Puritans (American Family Portrait #1)	Jack Cavanaugh	4.15	Excellent	Tier_7	true	42	Complex	6	1	15	true	1	Series	false	false	Above Average
1,157	38	416,108	The Scramble for Africa: The White Man's Conquest of the Dark Continent from 1876 to 1912	Thomas Pakenham	4.15	Excellent	Tier_7	true	89	Very Complex	16	1	15	false	null	Subtitle	true	false	Above Average
1,158	38	37,835,621	The Second Korean War (Russian Agents #1)	Ted Halstead	4.15	Excellent	Tier_7	true	41	Complex	7	1	12	true	1	Series	false	false	Above Average
1,159	38.1	9,578,677	The Silent Girl (Rizzoli & Isles, #9)	Tess Gerritsen	4.15	Excellent	Tier_7	true	37	Moderate	7	1	14	true	9	Series	false	false	Above Average
1,160	38.1	4,982	The Sirens of Titan	Kurt Vonnegut Jr.	4.15	Excellent	Tier_7	true	19	Simple	4	1	17	false	null	Standard	false	true	Above Average
1,161	38.1	17,910,054	The Sixth Extinction: An Unnatural History	Elizabeth Kolbert	4.15	Excellent	Tier_7	true	42	Complex	6	1	17	false	null	Subtitle	true	false	Above Average
1,162	38.2	31,795	The Story of Philosophy: The Lives and Opinions of the World's Greatest Philosophers	Will Durant	4.15	Excellent	Tier_7	true	84	Very Complex	13	1	11	false	null	Subtitle	true	false	Above Average
1,163	38.2	41,637,836	The Subtle Knife (His Dark Materials, #2)	Philip Pullman	4.15	Excellent	Tier_7	true	41	Complex	7	1	14	true	2	Series	false	false	Above Average
1,164	38.2	62,984,900	Those Empty Eyes	Charlie Donlea	4.15	Excellent	Tier_7	true	16	Simple	3	1	14	false	null	Standard	false	false	Above Average
1,165	38.3	6,854	Three to Get Deadly (Stephanie Plum, #3)	Janet Evanovich	4.15	Excellent	Tier_7	true	40	Moderate	7	1	15	true	3	Series	false	false	Above Average
1,166	38.3	32,673,847	Unraveling (Unblemished, #2)	Sara Ella	4.15	Excellent	Tier_7	true	28	Moderate	3	1	9	true	2	Series	false	false	Above Average
1,167	38.3	1,624	West with the Night	Beryl Markham	4.15	Excellent	Tier_7	true	19	Simple	4	1	13	false	null	Standard	false	false	Above Average
1,168	38.4	60,748	A Child Called "It" (Dave Pelzer, #1)	Dave Pelzer	4.14	Excellent	Tier_6	true	37	Moderate	7	1	11	true	1	Series	false	false	Average
1,169	38.4	52,219,386	Almond	Sohn Won-Pyung	4.14	Excellent	Tier_6	true	6	Simple	1	1	14	false	null	Standard	false	false	Average
1,170	38.4	48,890,486	Breath: The New Science of a Lost Art	James Nestor	4.14	Excellent	Tier_6	true	37	Moderate	8	1	12	false	null	Subtitle	true	false	Average
1,171	38.5	369,110	Captains and the Kings: The Story of an American Dynasty	Taylor Caldwell	4.14	Excellent	Tier_6	true	56	Complex	10	1	15	false	null	Subtitle	true	false	Average
1,172	38.5	128,048	Carry On, Mr. Bowditch	Jean Lee Latham	4.14	Excellent	Tier_6	true	22	Moderate	4	1	15	false	null	Standard	false	true	Average
1,173	38.5	10,836	Che Guevara: A Revolutionary Life	Jon Lee Anderson	4.14	Excellent	Tier_6	true	33	Moderate	5	1	16	false	null	Subtitle	true	true	Average
1,174	38.6	187,500	Cry No More	Linda Howard	4.14	Excellent	Tier_6	true	11	Simple	3	1	12	false	null	Standard	false	false	Average
1,175	38.6	398,176	Custard the Dragon and the Wicked Knight	Ogden Nash	4.14	Excellent	Tier_6	true	40	Moderate	7	1	10	false	null	Standard	false	false	Average
1,176	38.6	568,092	Dark Moon	David Gemmell	4.14	Excellent	Tier_6	true	9	Simple	2	1	13	false	null	Standard	false	false	Average
1,177	38.7	34,703,445	Edgedancer (The Stormlight Archive, #2.5)	Brandon Sanderson	4.14	Excellent	Tier_6	true	41	Complex	5	1	17	false	2	Standard	false	false	Average
1,178	38.7	44,652	Fablehaven (Fablehaven, #1)	Brandon Mull	4.14	Excellent	Tier_6	true	27	Moderate	3	1	12	true	1	Series	false	false	Average
1,179	38.7	539,096	First Term at Malory Towers (Malory Towers, #1)	Enid Blyton	4.14	Excellent	Tier_6	true	47	Complex	8	1	11	true	1	Series	false	false	Average
1,180	38.8	24,724,602	Flash Boys: A Wall Street Revolt	Michael Lewis	4.14	Excellent	Tier_6	true	32	Moderate	6	1	15	false	null	Subtitle	true	false	Average
1,181	38.8	36,549,981	Going Gone	Abraham Lopez	4.14	Excellent	Tier_6	true	10	Simple	2	1	13	false	null	Standard	false	false	Average
1,182	38.8	38,501	Ham on Rye	Charles Bukowski	4.14	Excellent	Tier_6	true	10	Simple	3	1	16	false	null	Standard	false	false	Average
1,183	38.9	117,251	Hamlet: Screenplay, Introduction And Film Diary	Kenneth Branagh	4.14	Excellent	Tier_6	true	47	Complex	6	1	15	false	null	Subtitle	true	false	Average
1,184	38.9	53,439,886	How the King of Elfhame Learned to Hate Stories (The Folk of the Air, #3.5)	Holly Black	4.14	Excellent	Tier_6	true	75	Very Complex	15	1	11	false	3	Standard	false	false	Average
1,185	38.9	29,496,076	Killers of the Flower Moon: The Osage Murders and the Birth of the FBI	David Grann	4.14	Excellent	Tier_6	true	70	Very Complex	14	1	11	false	null	Subtitle	true	false	Average
1,186	38.9	62,987,104	Lady of Darkness (Lady of Darkness, #1)	Melissa K. Roehrich	4.14	Excellent	Tier_6	true	39	Moderate	7	1	19	true	1	Series	false	true	Average
1,187	39	298,137	Mao's Last Dancer	Li Cunxin	4.14	Excellent	Tier_6	true	17	Simple	3	1	9	false	null	Standard	false	false	Average
1,188	39	18,774,178	Marina	Carlos Ruiz Zafón	4.14	Excellent	Tier_6	true	6	Simple	1	1	17	false	null	Standard	false	true	Average
1,189	39	7,198,269	Married by Morning (The Hathaways, #4)	Lisa Kleypas	4.14	Excellent	Tier_6	true	38	Moderate	6	1	12	true	4	Series	false	false	Average
1,190	39.1	6,315,775	Mindsight: The New Science of Personal Transformation	Daniel J. Siegel	4.14	Excellent	Tier_6	true	53	Complex	7	1	16	false	null	Subtitle	true	true	Average
1,191	39.1	42,286,389	Oh Laxmi!	Catherine Forsayeth	4.14	Excellent	Tier_6	true	9	Simple	2	1	19	false	null	Standard	false	false	Average
1,192	39.1	56,480	Passion and Purity: Learning to Bring Your Love Life Under Christ's Control	Elisabeth Elliot	4.14	Excellent	Tier_6	true	75	Very Complex	12	1	16	false	null	Subtitle	true	false	Average
1,193	39.2	43,841,234	Primed For Revenge	Carolyn M. Bowen	4.14	Excellent	Tier_6	true	18	Simple	3	1	16	false	null	Standard	false	true	Average
1,194	39.2	7,996	Redwall (Redwall, #1)	Brian Jacques	4.14	Excellent	Tier_6	true	21	Moderate	3	1	13	true	1	Series	false	false	Average
1,195	39.2	181,077	Sadako and the Thousand Paper Cranes	Eleanor Coerr	4.14	Excellent	Tier_6	true	36	Moderate	6	1	13	false	null	Standard	false	false	Average
1,196	39.3	17,899,384	Saints of the Shadow Bible (Inspector Rebus, #19)	Ian Rankin	4.14	Excellent	Tier_6	true	49	Complex	8	1	10	true	19	Series	false	false	Average
1,197	39.3	110,694	Seeress of Kell (The Malloreon, #5)	David Eddings	4.14	Excellent	Tier_6	true	35	Moderate	6	1	13	true	5	Series	false	false	Average
1,198	39.3	615,286	Sharpe's Tiger (Sharpe, #1)	Bernard Cornwell	4.14	Excellent	Tier_6	true	27	Moderate	4	1	16	true	1	Series	false	false	Average
1,199	39.4	21,015,194	Shit my History Teacher DID NOT tell me!	Karl Wiggins	4.14	Excellent	Tier_6	true	40	Moderate	8	1	12	false	null	Standard	false	false	Average
1,200	39.4	246,225	Strong Poison (Lord Peter Wimsey, #6)	Dorothy L. Sayers	4.14	Excellent	Tier_6	true	37	Moderate	6	1	17	true	6	Series	false	true	Average

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