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
1,901	62.4	157,205,597	The Curious Secrets of Yesterday	Namrata Patel	3.98	Good	Tier_4	false	32	Moderate	5	1	14	false	null	Standard	false	false	Below Average
1,902	62.5	29,225,318	The Devil's Prayer	Luke Gracias	3.98	Good	Tier_4	false	18	Simple	3	1	12	false	null	Standard	false	false	Below Average
1,903	62.5	33,259,027	The Duchess Deal (Girl Meets Duke, #1)	Tessa Dare	3.98	Good	Tier_4	false	38	Moderate	7	1	10	true	1	Series	false	false	Below Average
1,904	62.5	3,342,764	The Magician's Apprentice (Black Magician, #0.5)	Trudi Canavan	3.98	Good	Tier_4	false	48	Complex	6	1	13	false	0	Standard	false	false	Below Average
1,905	62.6	53,450,790	The Perfect Marriage (Perfect, #1)	Jeneva Rose	3.98	Good	Tier_4	false	34	Moderate	5	1	11	true	1	Series	false	false	Below Average
1,906	62.6	73,723	The President	Miguel Ángel Asturias	3.98	Good	Tier_4	false	13	Simple	2	1	21	false	null	Standard	false	true	Below Average
1,907	62.6	22,864,842	The Queen of the Tearling (The Queen of the Tearling, #1)	Erika Johansen	3.98	Good	Tier_4	false	57	Complex	11	1	14	true	1	Series	false	false	Below Average
1,908	62.7	13,602,426	The Round House	Louise Erdrich	3.98	Good	Tier_4	false	15	Simple	3	1	14	false	null	Standard	false	false	Below Average
1,909	62.7	39,913,740	The Sentence is Death (Hawthorne & Horowitz, #2)	Anthony Horowitz	3.98	Good	Tier_4	false	48	Complex	8	1	16	true	2	Series	false	false	Below Average
1,910	62.7	13,539,044	The Silver Linings Playbook	Matthew Quick	3.98	Good	Tier_4	false	27	Moderate	4	1	13	false	null	Standard	false	false	Below Average
1,911	62.8	821,099	The Story Girl (The Story Girl, #1)	L.M. Montgomery	3.98	Good	Tier_4	false	35	Moderate	7	1	15	true	1	Series	false	false	Below Average
1,912	62.8	47,887	The Tricksters	Margaret Mahy	3.98	Good	Tier_4	false	14	Simple	2	1	13	false	null	Standard	false	false	Below Average
1,913	62.8	11,594,257	Under the Never Sky (Under the Never Sky, #1)	Veronica Rossi	3.98	Good	Tier_4	false	45	Complex	9	1	14	true	1	Series	false	false	Below Average
1,914	62.9	52,129,515	Untamed	Glennon Doyle	3.98	Good	Tier_4	false	7	Simple	1	1	13	false	null	Standard	false	false	Below Average
1,915	62.9	61,273,331	While Time Remains: A North Korean Defector's Search for Freedom in America	Yeonmi Park	3.98	Good	Tier_4	false	75	Very Complex	12	1	11	false	null	Subtitle	true	false	Below Average
1,916	62.9	11,330,361	A Stolen Life	Jaycee Dugard	3.97	Good	Tier_4	false	13	Simple	3	1	13	false	null	Standard	false	false	Below Average
1,917	63	1,228,958	Au bonheur des ogres	Daniel Pennac	3.97	Good	Tier_4	false	20	Simple	4	1	13	false	null	Standard	false	false	Below Average
1,918	63	368,468	Bud, Not Buddy	Christopher Paul Curtis	3.97	Good	Tier_4	false	14	Simple	3	1	23	false	null	Standard	false	true	Below Average
1,919	63	6,917,952	Burned (House of Night, #7)	P.C. Cast	3.97	Good	Tier_4	false	27	Moderate	5	1	9	true	7	Series	false	false	Below Average
1,920	63.1	7,011,225	Caim	José Saramago	3.97	Good	Tier_4	false	4	Simple	1	1	13	false	null	Standard	false	false	Below Average
1,921	63.1	31,815,310	Cara's Twelve	Chantel Seabrook	3.97	Good	Tier_4	false	13	Simple	2	1	16	false	null	Standard	false	false	Below Average
1,922	63.1	33,876,059	Caraval (Caraval, #1)	Stephanie Garber	3.97	Good	Tier_4	false	21	Moderate	3	1	16	true	1	Series	false	false	Below Average
1,923	63.2	30,201,299	El Diablo	M. Robinson	3.97	Good	Tier_4	false	9	Simple	2	1	12	false	null	Standard	false	false	Below Average
1,924	63.2	43,706,482	Everything is Figureoutable	Marie Forleo	3.97	Good	Tier_4	false	27	Moderate	3	1	12	false	null	Standard	false	false	Below Average
1,925	63.2	4,588	Extremely Loud & Incredibly Close	Jonathan Safran Foer	3.97	Good	Tier_4	false	33	Moderate	5	1	20	false	null	Standard	false	true	Below Average
1,926	63.3	13,079,982	Fahrenheit 451	Ray Bradbury	3.97	Good	Tier_4	false	14	Simple	2	1	12	false	null	Standard	false	false	Below Average
1,927	63.3	20,419	Four Novels By Marguerite Duras - The Square - Moderato Cantabile - 10:30 on a Saturday Night - The Afternoon of Mr. Andesmas	Marguerite Duras	3.97	Good	Tier_4	false	125	Very Complex	23	1	16	false	null	Subtitle	true	false	Below Average
1,928	63.3	33,290,408	God Bless You, Mr. Rosewater	Kurt Vonnegut Jr.	3.97	Good	Tier_4	false	28	Moderate	5	1	17	false	null	Standard	false	true	Below Average
1,929	63.3	36,254	Green Darkness	Anya Seton	3.97	Good	Tier_4	false	14	Simple	2	1	10	false	null	Standard	false	false	Below Average
1,930	63.4	18,666,047	Half a King (Shattered Sea, #1)	Joe Abercrombie	3.97	Good	Tier_4	false	31	Moderate	6	1	15	true	1	Series	false	false	Below Average
1,931	63.4	296,662	Lies My Teacher Told Me: Everything Your American History Textbook Got Wrong	James W. Loewen	3.97	Good	Tier_4	false	76	Very Complex	12	1	15	false	null	Subtitle	true	true	Below Average
1,932	63.4	339,387	Listen, Little Man!	Wilhelm Reich	3.97	Good	Tier_4	false	19	Simple	3	1	13	false	null	Standard	false	false	Below Average
1,933	63.5	19,476,409	Mentalitatea anticapitalistă	Ludwig von Mises	3.97	Good	Tier_4	false	28	Moderate	2	1	16	false	null	Standard	false	true	Below Average
1,934	63.5	34,510	Moving Pictures (Discworld, #10; Industrial Revolution, #1)	Terry Pratchett	3.97	Good	Tier_4	false	59	Complex	7	1	15	true	10	Series	false	false	Below Average
1,935	63.5	61,549	Mr. Popper's Penguins	Richard Atwater	3.97	Good	Tier_4	false	21	Moderate	3	1	15	false	null	Standard	false	false	Below Average
1,936	63.6	28,936,874	Ordination (The Paladin Trilogy, #1)	Daniel M. Ford	3.97	Good	Tier_4	false	36	Moderate	5	1	14	true	1	Series	false	true	Below Average
1,937	63.6	388,223	Robin Hood: The Prince of Thieves	Alexandre Dumas	3.97	Good	Tier_4	false	33	Moderate	6	1	15	false	null	Subtitle	true	false	Below Average
1,938	63.6	14,061,957	Ruin and Rising (The Shadow and Bone Trilogy, #3)	Leigh Bardugo	3.97	Good	Tier_4	false	49	Complex	9	1	13	true	3	Series	false	false	Below Average
1,939	63.7	40,024,139	Serpent & Dove (Serpent & Dove, #1)	Shelby Mahurin	3.97	Good	Tier_4	false	35	Moderate	7	1	14	true	1	Series	false	false	Below Average
1,940	63.7	9,534	Shadow of the Hegemon (The Shadow Series, #2)	Orson Scott Card	3.97	Good	Tier_4	false	45	Complex	8	1	16	true	2	Series	false	true	Below Average
1,941	63.7	32,594,382	Should I Hate or Love	Kisnaa	3.97	Good	Tier_4	false	21	Moderate	5	1	6	false	null	Standard	false	false	Below Average
1,942	63.8	13,440	Skeleton Crew	Stephen King	3.97	Good	Tier_4	false	13	Simple	2	1	19	false	null	Standard	false	false	Below Average
1,943	63.8	10,959	Sophie’s World	Jostein Gaarder	3.97	Good	Tier_4	false	14	Simple	2	1	15	false	null	Standard	false	false	Below Average
1,944	63.8	53,835	The Age of Innocence	Edith Wharton	3.97	Good	Tier_4	false	20	Simple	4	1	13	false	null	Standard	false	false	Below Average
1,945	63.9	6,391,876	The Big Leap: Conquer Your Hidden Fear and Take Life to the Next Level	Gay Hendricks	3.97	Good	Tier_4	false	70	Very Complex	14	1	13	false	null	Subtitle	true	false	Below Average
1,946	63.9	858,313	The Children's Hour	Lillian Hellman	3.97	Good	Tier_4	false	19	Simple	3	1	15	false	null	Standard	false	false	Below Average
1,947	63.9	27,206,615	The Forgetting Moon (The Five Warrior Angels, #1)	Brian Lee Durfee	3.97	Good	Tier_4	false	49	Complex	8	1	16	true	1	Series	false	true	Below Average
1,948	64	2,595,138	The Gargoyle	Andrew Davidson	3.97	Good	Tier_4	false	12	Simple	2	1	16	false	null	Standard	false	false	Below Average
1,949	64	28,869,025	The Makings of a Fatherless Child	Chandler Alexander	3.97	Good	Tier_4	false	33	Moderate	6	1	18	false	null	Standard	false	false	Below Average
1,950	64	30,289	The Republic	Plato	3.97	Good	Tier_4	false	12	Simple	2	1	5	false	null	Standard	false	false	Below Average
1,951	64.1	194,740	The Setting Sun	Osamu Dazai	3.97	Good	Tier_4	false	15	Simple	3	1	11	false	null	Standard	false	false	Below Average
1,952	64.1	390,245	The Spell of the Black Dagger (Ethshar, #6)	Lawrence Watt-Evans	3.97	Good	Tier_4	false	43	Complex	8	1	19	true	6	Series	false	false	Below Average
1,953	64.1	31,456	The Twits	Roald Dahl	3.97	Good	Tier_4	false	9	Simple	2	1	10	false	null	Standard	false	false	Below Average
1,954	64.2	39,028	The Wheel of Darkness (Pendergast, #8)	Douglas Preston	3.97	Good	Tier_4	false	38	Moderate	6	1	15	true	8	Series	false	false	Below Average
1,955	64.2	87,280	Too Loud a Solitude	Bohumil Hrabal	3.97	Good	Tier_4	false	19	Simple	4	1	14	false	null	Standard	false	false	Below Average
1,956	64.2	43,807,935	When She Returned	Lucinda Berry	3.97	Good	Tier_4	false	17	Simple	3	1	13	false	null	Standard	false	false	Below Average
1,957	64.3	59,947,696	Wrong Place Wrong Time	Gillian McAllister	3.97	Good	Tier_4	false	22	Moderate	4	1	18	false	null	Standard	false	false	Below Average
1,958	64.3	53,139,508	بيت القبطية	أشرف العشماوي	3.97	Good	Tier_4	false	11	Simple	2	1	13	false	null	Standard	false	false	Below Average
1,959	64.3	20,316,309	في قلبي أنثى عبرية	خولة حمدي	3.97	Good	Tier_4	false	18	Simple	4	1	10	false	null	Standard	false	false	Below Average
1,960	64.4	2,430,907	A Fórmula de Deus (Tomás Noronha, #2)	José Rodrigues dos Santos	3.96	Good	Tier_4	false	37	Moderate	7	1	25	true	2	Series	false	true	Below Average
1,961	64.4	6,936,382	Anna and the French Kiss (Anna and the French Kiss, #1)	Stephanie Perkins	3.96	Good	Tier_4	false	55	Complex	11	1	17	true	1	Series	false	false	Below Average
1,962	64.4	17,560,444	Arrow of the Mist (Arrow of the Mist, #1)	Christina Mercer	3.96	Good	Tier_4	false	41	Complex	9	1	16	true	1	Series	false	false	Below Average
1,963	64.5	58,734,811	Bittersweet: How Sorrow and Longing Make Us Whole	Susan Cain	3.96	Good	Tier_4	false	49	Complex	8	1	10	false	null	Subtitle	true	false	Below Average
1,964	64.5	77,829	Brazzaville Beach	William Boyd	3.96	Good	Tier_4	false	17	Simple	2	1	13	false	null	Standard	false	false	Below Average
1,965	64.5	801,178	Chicken Soup for the Soul	Jack Canfield	3.96	Good	Tier_4	false	25	Moderate	5	1	13	false	null	Standard	false	false	Below Average
1,966	64.6	205,041	Colors of the Mountain: A Memoir	Da Chen	3.96	Good	Tier_4	false	32	Moderate	6	1	7	false	null	Subtitle	true	false	Below Average
1,967	64.6	7,875,327	Dead Beautiful (Dead Beautiful, #1)	Yvonne Woon	3.96	Good	Tier_4	false	35	Moderate	5	1	11	true	1	Series	false	false	Below Average
1,968	64.6	15,798,078	Decisive: How to Make Better Choices in Life and Work	Chip Heath	3.96	Good	Tier_4	false	53	Complex	10	1	10	false	null	Subtitle	true	false	Below Average
1,969	64.7	46,020	Devices and Desires (Adam Dalgliesh, #8)	P.D. James	3.96	Good	Tier_4	false	40	Moderate	6	1	10	true	8	Series	false	false	Below Average
1,970	64.7	763,175	Dreams: Part One (Dreams, #1)	Jayne Ann Krentz	3.96	Good	Tier_4	false	29	Moderate	5	1	16	true	1	Series_Subtitle	true	true	Below Average
1,971	64.7	16,033,906	Fever (Breathless, #2)	Maya Banks	3.96	Good	Tier_4	false	22	Moderate	3	1	10	true	2	Series	false	false	Below Average
1,972	64.8	367,158	Fire and Hemlock	Diana Wynne Jones	3.96	Good	Tier_4	false	16	Simple	3	1	17	false	null	Standard	false	true	Below Average
1,973	64.8	148,465	Forever	Pete Hamill	3.96	Good	Tier_4	false	7	Simple	1	1	11	false	null	Standard	false	false	Below Average
1,974	64.8	278,958	I Am David	Anne Holm	3.96	Good	Tier_4	false	10	Simple	3	1	9	false	null	Standard	false	false	Below Average
1,975	64.9	2,211,675	I Dreamed of Africa	Kuki Gallmann	3.96	Good	Tier_4	false	19	Simple	4	1	13	false	null	Standard	false	false	Below Average
1,976	64.9	175,929,609	Left Field Love	C.W. Farnsworth	3.96	Good	Tier_4	false	15	Simple	3	1	15	false	null	Standard	false	false	Below Average
1,977	64.9	140,138	Loamhedge (Redwall, #16)	Brian Jacques	3.96	Good	Tier_4	false	24	Moderate	3	1	13	true	16	Series	false	false	Below Average
1,978	65	23,513,349	Milk and honey	Rupi Kaur	3.96	Good	Tier_4	false	14	Simple	3	1	9	false	null	Standard	false	false	Below Average
1,979	65	569,429	Mostly Harmless (Hitchhiker's Guide to the Galaxy, #5)	Douglas Adams	3.96	Good	Tier_4	false	54	Complex	8	1	13	true	5	Series	false	false	Below Average
1,980	65	911,316	One Christmas	Truman Capote	3.96	Good	Tier_4	false	13	Simple	2	1	13	false	null	Standard	false	false	Below Average
1,981	65.1	535,349	Precious Dragon (Detective Inspector Chen, #3)	Liz Williams	3.96	Good	Tier_4	false	46	Complex	6	1	12	true	3	Series	false	false	Below Average
1,982	65.1	43,514,655	Reveal Me (Shatter Me, #5.5)	Tahereh Mafi	3.96	Good	Tier_4	false	28	Moderate	5	1	12	false	5	Standard	false	false	Below Average
1,983	65.1	20,662,430	Sand (The Sand Chronicles, #1)	Hugh Howey	3.96	Good	Tier_4	false	30	Moderate	5	1	10	true	1	Series	false	false	Below Average
1,984	65.2	3,276,072	Scat	Carl Hiaasen	3.96	Good	Tier_4	false	4	Simple	1	1	12	false	null	Standard	false	false	Below Average
1,985	65.2	292,410	Skinnybones	Barbara Park	3.96	Good	Tier_4	false	11	Simple	1	1	12	false	null	Standard	false	false	Below Average
1,986	65.2	615,570	The Artist's Way: A Spiritual Path to Higher Creativity	Julia Cameron	3.96	Good	Tier_4	false	55	Complex	9	1	13	false	null	Subtitle	true	false	Below Average
1,987	65.3	463,293	The Broken Citadel	Joyce Ballou Gregorian	3.96	Good	Tier_4	false	18	Simple	3	1	22	false	null	Standard	false	true	Below Average
1,988	65.3	76,740	The Demolished Man	Alfred Bester	3.96	Good	Tier_4	false	18	Simple	3	1	13	false	null	Standard	false	false	Below Average
1,989	65.3	712,731	The Door Within (The Door Within, #1)	Wayne Thomas Batson	3.96	Good	Tier_4	false	37	Moderate	7	1	19	true	1	Series	false	true	Below Average
1,990	65.4	9,777	The God of Small Things	Arundhati Roy	3.96	Good	Tier_4	false	23	Moderate	5	1	13	false	null	Standard	false	false	Below Average
1,991	65.4	17,333,223	The Goldfinch	Donna Tartt	3.96	Good	Tier_4	false	13	Simple	2	1	11	false	null	Standard	false	false	Below Average
1,992	65.4	11,899	The Hours	Michael Cunningham	3.96	Good	Tier_4	false	9	Simple	2	1	18	false	null	Standard	false	false	Below Average
1,993	65.5	20,578,940	The Iron Trial (Magisterium, #1)	Holly Black	3.96	Good	Tier_4	false	32	Moderate	5	1	11	true	1	Series	false	false	Below Average
1,994	65.5	49,824	The Mammoth Hunters (Earth's Children, #3)	Jean M. Auel	3.96	Good	Tier_4	false	42	Complex	6	1	12	true	3	Series	false	true	Below Average
1,995	65.5	480,204	The Phantom of the Opera	Gaston Leroux	3.96	Good	Tier_4	false	24	Moderate	5	1	13	false	null	Standard	false	false	Below Average
1,996	65.6	26,721,568	The Problem with Forever	Jennifer L. Armentrout	3.96	Good	Tier_4	false	24	Moderate	4	1	22	false	null	Standard	false	true	Below Average
1,997	65.6	104,086	The Summer Tree (The Fionavar Tapestry, #1)	Guy Gavriel Kay	3.96	Good	Tier_4	false	43	Complex	7	1	15	true	1	Series	false	true	Below Average
1,998	65.6	45,196,581	The Tryst	Grace Livingston Hill	3.96	Good	Tier_4	false	9	Simple	2	1	21	false	null	Standard	false	true	Below Average
1,999	65.6	1,762,141	The Vanishing Tower (Elric, #4)	Michael Moorcock	3.96	Good	Tier_4	false	31	Moderate	5	1	16	true	4	Series	false	false	Below Average
2,000	65.7	177,404	The Waiting Years	Fumiko Enchi	3.96	Good	Tier_4	false	17	Simple	3	1	12	false	null	Standard	false	false	Below Average

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