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
2,901	95.3	7,735,333	Matched (Matched, #1)	Ally Condie	3.62	Good	Tier_1	false	21	Moderate	3	1	11	true	1	Series	false	false	Low
2,902	95.3	6,408,579	Prairie Tale	Melissa Gilbert	3.62	Good	Tier_1	false	12	Simple	2	1	15	false	null	Standard	false	false	Low
2,903	95.3	6,488,591	Tales of the Klondyke	Jack London	3.62	Good	Tier_1	false	21	Moderate	4	1	11	false	null	Standard	false	false	Low
2,904	95.4	18,773,360	The Seer King: Book One of the Seer King Trilogy	Chris Bunch	3.62	Good	Tier_1	false	48	Complex	10	1	11	false	null	Subtitle	true	false	Low
2,905	95.4	4,813	1421: The Year China Discovered America	Gavin Menzies	3.61	Good	Tier_1	false	39	Moderate	6	1	13	false	null	Subtitle	true	false	Low
2,906	95.4	908,135	Atlan (Atlan, #2)	Jane Gaskell	3.61	Good	Tier_1	false	17	Simple	3	1	12	true	2	Series	false	false	Low
2,907	95.5	62,837,289	Becoming Free Indeed: My Story of Disentangling Faith from Fear	Jinger Duggar Vuolo	3.61	Good	Tier_1	false	63	Very Complex	10	1	19	false	null	Subtitle	true	true	Low
2,908	95.5	46,105	Between the Acts	Virginia Woolf	3.61	Good	Tier_1	false	16	Simple	3	1	14	false	null	Standard	false	false	Low
2,909	95.5	915,341	Black Trillium	Marion Zimmer Bradley	3.61	Good	Tier_1	false	14	Simple	2	1	21	false	null	Standard	false	true	Low
2,910	95.6	2,169,223	Bloodheir (The Godless World, #2)	Brian Ruckley	3.61	Good	Tier_1	false	33	Moderate	5	1	13	true	2	Series	false	false	Low
2,911	95.6	362,620	Karameikos: Kingdom of Adventure (Advanced Dungeons & Dragons, 2nd Edition: Mystara Campaign)	Jeff Grubb	3.61	Good	Tier_1	false	93	Very Complex	12	1	10	false	null	Subtitle	true	false	Low
2,912	95.6	49,041	New Moon (The Twilight Saga, #2)	Stephenie Meyer	3.61	Good	Tier_1	false	32	Moderate	6	1	15	true	2	Series	false	false	Low
2,913	95.7	3,979	Song of Kali	Dan Simmons	3.61	Good	Tier_1	false	12	Simple	3	1	11	false	null	Standard	false	false	Low
2,914	95.7	12,474	The Armies of the Night: History as a Novel, The Novel as History	Norman Mailer	3.61	Good	Tier_1	false	65	Very Complex	13	1	13	false	null	Subtitle	true	false	Low
2,915	95.7	52,379,735	The Echo Wife	Sarah Gailey	3.61	Good	Tier_1	false	13	Simple	3	1	12	false	null	Standard	false	false	Low
2,916	95.8	15,967	The Falls	Joyce Carol Oates	3.61	Good	Tier_1	false	9	Simple	2	1	17	false	null	Standard	false	true	Low
2,917	95.8	40,009,804	Whiskey in a Teacup: What Growing Up in the South Taught Me About Life, Love, and Baking Biscuits	Reese Witherspoon	3.61	Good	Tier_1	false	97	Very Complex	18	1	17	false	null	Subtitle	true	false	Low
2,918	95.8	35,410,511	Baby Teeth	Zoje Stage	3.6	Good	Tier_1	false	10	Simple	2	1	10	false	null	Standard	false	false	Low
2,919	95.9	146,549	Blasted	Sarah Kane	3.6	Good	Tier_1	false	7	Simple	1	1	10	false	null	Standard	false	false	Low
2,920	95.9	11,041	Delta of Venus	Anaïs Nin	3.6	Good	Tier_1	false	14	Simple	3	1	9	false	null	Standard	false	false	Low
2,921	95.9	3,975,774	Evermore (The Immortals, #1)	Alyson Noel	3.6	Good	Tier_1	false	28	Moderate	4	1	11	true	1	Series	false	false	Low
2,922	96	6,314,293	Flesh and Fire (Vineart War, #1)	Laura Anne Gilman	3.6	Good	Tier_1	false	32	Moderate	6	1	17	true	1	Series	false	true	Low
2,923	96	27,800,137	Kerfol	Edith Wharton	3.6	Good	Tier_1	false	6	Simple	1	1	13	false	null	Standard	false	false	Low
2,924	96	1,883,025	Penhally (Southern Classics Series)	Caroline Gordon	3.6	Good	Tier_1	false	35	Moderate	4	1	15	false	null	Standard	false	false	Low
2,925	96.1	596,986	That Awful Mess on the Via Merulana	Carlo Emilio Gadda	3.6	Good	Tier_1	false	35	Moderate	7	1	18	false	null	Standard	false	true	Low
2,926	96.1	908,138	The City (Atlan, #3)	Jane Gaskell	3.6	Good	Tier_1	false	20	Simple	4	1	12	true	3	Series	false	false	Low
2,927	96.1	42,190,273	The Last House Guest	Megan Miranda	3.6	Good	Tier_1	false	20	Simple	4	1	13	false	null	Standard	false	false	Low
2,928	96.2	304,372	The Smile at the Foot of the Ladder	Henry Miller	3.6	Good	Tier_1	false	35	Moderate	8	1	12	false	null	Standard	false	false	Low
2,929	96.2	63,432	3001: The Final Odyssey	Arthur C. Clarke	3.59	Good	Tier_1	false	23	Moderate	4	1	16	false	null	Subtitle	true	true	Low
2,930	96.2	212,294,435	At the Bottom of the Garden	Camilla Bruce	3.59	Good	Tier_1	false	27	Moderate	6	1	14	false	null	Standard	false	false	Low
2,931	96.3	12,898	Death of a Salesman	Arthur Miller	3.59	Good	Tier_1	false	19	Simple	4	1	13	false	null	Standard	false	false	Low
2,932	96.3	20,193,924	Mind's Eye (Inspector Van Veeteren, #1)	Håkan Nesser	3.59	Good	Tier_1	false	39	Moderate	6	1	12	true	1	Series	false	false	Low
2,933	96.3	3,121,162	Testimony	Anita Shreve	3.59	Good	Tier_1	false	9	Simple	1	1	12	false	null	Standard	false	false	Low
2,934	96.4	296,302	The Last Summer of You and Me	Ann Brashares	3.59	Good	Tier_1	false	29	Moderate	7	1	13	false	null	Standard	false	false	Low
2,935	96.4	40,610,803	The Marriage Pact	Michelle Richmond	3.59	Good	Tier_1	false	17	Simple	3	1	17	false	null	Standard	false	false	Low
2,936	96.4	1,286,453	We Disappear	Scott Heim	3.59	Good	Tier_1	false	12	Simple	2	1	10	false	null	Standard	false	false	Low
2,937	96.5	25,622,780	Wide Sargasso Sea	Jean Rhys	3.59	Good	Tier_1	false	17	Simple	3	1	9	false	null	Standard	false	false	Low
2,938	96.5	565,335	Acacia: The War with the Mein (Acacia #1)	David Anthony Durham	3.58	Good	Tier_1	false	41	Complex	8	1	20	true	1	Series_Subtitle	true	true	Low
2,939	96.5	48,180	Hell	Henri Barbusse	3.58	Good	Tier_1	false	4	Simple	1	1	14	false	null	Standard	false	false	Low
2,940	96.6	26,213,001	Humanism: The Whore of Babylon and the Sleeping Church	Christina M. Lopez	3.58	Good	Tier_1	false	54	Complex	9	1	19	false	null	Subtitle	true	true	Low
2,941	96.6	1,036,470	Icefields	Thomas Wharton	3.58	Good	Tier_1	false	9	Simple	1	1	14	false	null	Standard	false	false	Low
2,942	96.6	1,427	The Zahir	Paulo Coelho	3.58	Good	Tier_1	false	9	Simple	2	1	12	false	null	Standard	false	false	Low
2,943	96.7	11,187,932	Blood & Spirits (The Coming Storm, #1)	Dennis Sharpe	3.57	Good	Tier_1	false	38	Moderate	7	1	13	true	1	Series	false	false	Low
2,944	96.7	621,236	Deus X and Other Stories	Norman Spinrad	3.57	Good	Tier_1	false	24	Moderate	5	1	14	false	null	Standard	false	false	Low
2,945	96.7	7,095,793	Fall of Thanes (The Godless World, #3)	Brian Ruckley	3.57	Good	Tier_1	false	38	Moderate	7	1	13	true	3	Series	false	false	Low
2,946	96.7	35,542,451	Girl Wash your Face	Rachel Hollis	3.57	Good	Tier_1	false	19	Simple	4	1	13	false	null	Standard	false	false	Low
2,947	96.8	16,307	Hallowe'en Party (Hercule Poirot, #41)	Agatha Christie	3.57	Good	Tier_1	false	38	Moderate	5	1	15	true	41	Series	false	false	Low
2,948	96.8	250,041	Miss Lonelyhearts	Nathanael West	3.57	Good	Tier_1	false	17	Simple	2	1	14	false	null	Standard	false	false	Low
2,949	96.8	5,576,714	Scientology 8-80: The Discovery & Increase of Life Energy in the Genus Homo Sapiens	L. Ron Hubbard	3.57	Good	Tier_1	false	83	Very Complex	14	1	14	false	null	Subtitle	true	true	Low
2,950	96.9	16,316	The Big Four (Hercule Poirot, #5)	Agatha Christie	3.57	Good	Tier_1	false	33	Moderate	6	1	15	true	5	Series	false	false	Low
2,951	96.9	17,557,913	The Farm	Tom Rob Smith	3.57	Good	Tier_1	false	8	Simple	2	1	13	false	null	Standard	false	true	Low
2,952	96.9	7,234,875	The Little Stranger	Sarah Waters	3.57	Good	Tier_1	false	19	Simple	3	1	12	false	null	Standard	false	false	Low
2,953	97	728,046	Time Spiral (Magic: The Gathering: Time Spiral Cycle, #1)	Scott McGough	3.57	Good	Tier_1	false	57	Complex	9	1	13	true	1	Series_Subtitle	true	false	Low
2,954	97	13,380,915	Zom-B	Darren Shan	3.57	Good	Tier_1	false	5	Simple	1	1	11	false	null	Standard	false	false	Low
2,955	97	70,253	Cocaine Nights	J.G. Ballard	3.56	Good	Tier_1	false	14	Simple	2	1	12	false	null	Standard	false	false	Low
2,956	97.1	180,026	Diary of a Lost Girl: The Autobiography of Kola Boof	Kola Boof	3.56	Good	Tier_1	false	52	Complex	10	1	9	false	null	Subtitle	true	false	Low
2,957	97.1	93,769	Emergency Room	Caroline B. Cooney	3.56	Good	Tier_1	false	14	Simple	2	1	18	false	null	Standard	false	true	Low
2,958	97.1	70,236	Running Wild	J.G. Ballard	3.56	Good	Tier_1	false	12	Simple	2	1	12	false	null	Standard	false	false	Low
2,959	97.2	93,839	The Key	Jun'ichirō Tanizaki	3.56	Good	Tier_1	false	7	Simple	2	1	19	false	null	Standard	false	false	Low
2,960	97.2	7,507,908	The Replacement	Brenna Yovanoff	3.56	Good	Tier_1	false	15	Simple	2	1	15	false	null	Standard	false	false	Low
2,961	97.2	3,573,469	A Noite dos Elfos (A Trilogia dos Elfos, #2)	Jean-Louis Fetjaine	3.55	Good	Tier_1	false	44	Complex	9	1	19	true	2	Series	false	false	Low
2,962	97.3	595,140	Eleuthéria	Samuel Beckett	3.55	Good	Tier_1	false	10	Simple	1	1	14	false	null	Standard	false	false	Low
2,963	97.3	9,913	Glamorama	Bret Easton Ellis	3.55	Good	Tier_1	false	9	Simple	1	1	17	false	null	Standard	false	true	Low
2,964	97.3	2,296,567	Say You're One of Them	Uwem Akpan	3.55	Good	Tier_1	false	22	Moderate	5	1	10	false	null	Standard	false	false	Low
2,965	97.4	18,414	Utopia	Thomas More	3.55	Good	Tier_1	false	6	Simple	1	1	11	false	null	Standard	false	false	Low
2,966	97.4	29,405,007	Freedom: My Book of Firsts	Jaycee Dugard	3.54	Good	Tier_1	false	26	Moderate	5	1	13	false	null	Subtitle	true	false	Low
2,967	97.4	10,718	Something Happened	Joseph Heller	3.54	Good	Tier_1	false	18	Simple	2	1	13	false	null	Standard	false	false	Low
2,968	97.5	212,534	The Bedroom Secrets of the Master Chefs	Irvine Welsh	3.54	Good	Tier_1	false	39	Moderate	7	1	12	false	null	Standard	false	false	Low
2,969	97.5	70,912	The Dice Man	Luke Rhinehart	3.54	Good	Tier_1	false	12	Simple	3	1	14	false	null	Standard	false	false	Low
2,970	97.5	16,131,077	The Shining Girls	Lauren Beukes	3.54	Good	Tier_1	false	17	Simple	3	1	13	false	null	Standard	false	false	Low
2,971	97.6	285,825	Divided Kingdom	Rupert Thomson	3.53	Good	Tier_1	false	15	Simple	2	1	14	false	null	Standard	false	false	Low
2,972	97.6	2,202,113	Leaves of Fortune	Linda Barlow	3.53	Good	Tier_1	false	17	Simple	3	1	12	false	null	Standard	false	false	Low
2,973	97.6	5,879,789	Lord of the Isles (#1)	David Drake	3.53	Good	Tier_1	false	22	Moderate	5	1	11	true	1	Series	false	false	Low
2,974	97.7	11,660,590	Micro	Michael Crichton	3.53	Good	Tier_1	false	5	Simple	1	1	16	false	null	Standard	false	false	Low
2,975	97.7	31,450,821	Single-Minded	Lisa Daily	3.53	Good	Tier_1	false	13	Simple	1	1	10	false	null	Standard	false	false	Low
2,976	97.7	7,897,478	The Bedwetter: Stories of Courage, Redemption, and Pee	Sarah Silverman	3.53	Good	Tier_1	false	54	Complex	8	1	15	false	null	Subtitle	true	false	Low
2,977	97.8	908,296	The Sword of Rhiannon	Leigh Brackett	3.53	Good	Tier_1	false	21	Moderate	4	1	14	false	null	Standard	false	false	Low
2,978	97.8	40,550,366	Blood & Honey (Serpent & Dove, #2)	Shelby Mahurin	3.52	Good	Tier_1	false	34	Moderate	7	1	14	true	2	Series	false	false	Low
2,979	97.8	771,507	Loving	Henry Green	3.52	Good	Tier_1	false	6	Simple	1	1	11	false	null	Standard	false	false	Low
2,980	97.9	587,359	The Romance of Tristan and Iseult	Joseph Bédier	3.52	Good	Tier_1	false	33	Moderate	6	1	13	false	null	Standard	false	false	Low
2,981	97.9	7,937,462	The Short Second Life of Bree Tanner (The Twilight Saga, #3.5)	Stephenie Meyer	3.52	Good	Tier_1	false	62	Very Complex	11	1	15	false	3	Standard	false	false	Low
2,982	97.9	56,803,179	The Woman in the Library	Sulari Gentill	3.51	Good	Tier_1	false	24	Moderate	5	1	14	false	null	Standard	false	false	Low
2,983	98	28,231,145	Hanu Ancuței. Baltagul	Mihail Sadoveanu	3.5	Good	Tier_1	false	22	Moderate	3	1	16	false	null	Standard	false	false	Low
2,984	98	61,794	La vida de Lazarillo de Tormes	Anonymous	3.5	Good	Tier_1	false	30	Moderate	6	1	9	false	null	Standard	false	false	Low
2,985	98	23,278,537	The Little Paris Bookshop	Nina George	3.5	Good	Tier_1	false	25	Moderate	4	1	11	false	null	Standard	false	false	Low
2,986	98.1	1,581,698	Witches' Brew	Alfred Hitchcock	3.5	Good	Tier_1	false	13	Simple	2	1	16	false	null	Standard	false	false	Low
2,987	98.1	22,286	Clown Girl	Monica Drake	3.49	Good	Tier_1	false	10	Simple	2	1	12	false	null	Standard	false	false	Low
2,988	98.1	395,875	Dark Reunion (The Vampire Diaries #4)	L.J. Smith	3.49	Good	Tier_1	false	37	Moderate	6	1	10	true	4	Series	false	false	Low
2,989	98.2	40,116,691	Man of the Year	Caroline Louise Walker	3.49	Good	Tier_1	false	15	Simple	4	1	22	false	null	Standard	false	true	Low
2,990	98.2	20,646,731	The Mirror Empire (Worldbreaker Saga, #1)	Kameron Hurley	3.49	Good	Tier_1	false	41	Complex	6	1	14	true	1	Series	false	false	Low
2,991	98.2	9,654	Fear of Flying	Erica Jong	3.48	Good	Tier_1	false	14	Simple	3	1	10	false	null	Standard	false	false	Low
2,992	98.3	16,142,105	Save Yourself	Kelly Braffet	3.48	Good	Tier_1	false	13	Simple	2	1	13	false	null	Standard	false	false	Low
2,993	98.3	56,554,626	The Ex Hex (The Ex Hex, #1)	Erin Sterling	3.48	Good	Tier_1	false	27	Moderate	7	1	13	true	1	Series	false	false	Low
2,994	98.3	812,056	The Moon Goddess and the Son	Donald Kingsbury	3.48	Good	Tier_1	false	28	Moderate	6	1	16	false	null	Standard	false	false	Low
2,995	98.4	7,437	Naked Lunch: The Restored Text	William S. Burroughs	3.46	Good	Tier_1	false	30	Moderate	5	1	20	false	null	Subtitle	true	true	Low
2,996	98.4	104,379	That Summer	Sarah Dessen	3.46	Good	Tier_1	false	11	Simple	2	1	12	false	null	Standard	false	false	Low
2,997	98.4	95,186	The Inheritance of Loss	Kiran Desai	3.46	Good	Tier_1	false	23	Moderate	4	1	11	false	null	Standard	false	false	Low
2,998	98.5	38,345,685	Are Men the Weaker Sex?	Josette Sona	3.45	Good	Tier_1	false	23	Moderate	5	1	12	false	null	Standard	false	false	Low
2,999	98.5	46,755	Surfacing	Margaret Atwood	3.45	Good	Tier_1	false	9	Simple	1	1	15	false	null	Standard	false	false	Low
3,000	98.5	17,204	The Friday Night Knitting Club (Friday Night Knitting Club, #1)	Kate Jacobs	3.45	Good	Tier_1	false	63	Very Complex	10	1	11	true	1	Series	false	false	Low

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