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
2,401	78.9	11,709,037	You Are Not So Smart	David McRaney	3.86	Good	Tier_3	false	20	Simple	5	1	13	false	null	Standard	false	false	Below Average
2,402	78.9	16,002,294	A Christmas Proposal (Hidden Threat, #1.5)	Sherri Hayes	3.85	Good	Tier_3	false	42	Complex	6	1	12	false	1	Standard	false	false	Below Average
2,403	78.9	691,775	Before I Say Goodbye	Mary Higgins Clark	3.85	Good	Tier_3	false	20	Simple	4	1	18	false	null	Standard	false	true	Below Average
2,404	78.9	251,688	Breakfast at Tiffany’s and Three Stories	Truman Capote	3.85	Good	Tier_3	false	40	Moderate	6	1	13	false	null	Standard	false	false	Below Average
2,405	79	59,144	Cousin Bette	Honoré de Balzac	3.85	Good	Tier_3	false	12	Simple	2	1	16	false	null	Standard	false	true	Below Average
2,406	79	1,427,030	Cuore	Edmondo de Amicis	3.85	Good	Tier_3	false	5	Simple	1	1	17	false	null	Standard	false	true	Below Average
2,407	79	121,645	Death Comes as the End	Agatha Christie	3.85	Good	Tier_3	false	22	Moderate	5	1	15	false	null	Standard	false	false	Below Average
2,408	79.1	37,526	Henry V	William Shakespeare	3.85	Good	Tier_3	false	7	Simple	2	1	19	false	null	Standard	false	false	Below Average
2,409	79.1	44,492,287	Heretics of Dune (Dune #5)	Frank Herbert	3.85	Good	Tier_3	false	26	Moderate	5	1	13	true	5	Series	false	false	Below Average
2,410	79.1	13,112,915	In the Shadow of Blackbirds	Cat Winters	3.85	Good	Tier_3	false	27	Moderate	5	1	11	false	null	Standard	false	false	Below Average
2,411	79.2	597	Killing Yourself to Live: 85% of a True Story	Chuck Klosterman	3.85	Good	Tier_3	false	45	Complex	9	1	16	false	null	Subtitle	true	false	Below Average
2,412	79.2	50,398	Northanger Abbey	Jane Austen	3.85	Good	Tier_3	false	16	Simple	2	1	11	false	null	Standard	false	false	Below Average
2,413	79.2	2,681,470	Oliver and Company (Mouse Works Classic Storybook Collection)	Walt Disney Company	3.85	Good	Tier_3	false	61	Very Complex	8	1	19	false	null	Standard	false	true	Below Average
2,414	79.3	15,997	Paradise Lost	John Milton	3.85	Good	Tier_3	false	13	Simple	2	1	11	false	null	Standard	false	false	Below Average
2,415	79.3	21,412,673	Prince Lestat (The Vampire Chronicles, #11)	Anne Rice	3.85	Good	Tier_3	false	43	Complex	6	1	9	true	11	Series	false	false	Below Average
2,416	79.3	111,012	Princess at Sea (Princess, #2)	Dawn Cook	3.85	Good	Tier_3	false	30	Moderate	5	1	9	true	2	Series	false	false	Below Average
2,417	79.4	15,811,568	Six Years	Harlan Coben	3.85	Good	Tier_3	false	9	Simple	2	1	12	false	null	Standard	false	false	Below Average
2,418	79.4	139,289	Sovereign Ladies: Sex, Sacrifice, and Power--The Six Reigning Queens of England	Maureen Waller	3.85	Good	Tier_3	false	79	Very Complex	11	1	15	false	null	Subtitle	true	false	Below Average
2,419	79.4	20,527,133	Superintelligence: Paths, Dangers, Strategies	Nick Bostrom	3.85	Good	Tier_3	false	45	Complex	4	1	12	false	null	Subtitle	true	false	Below Average
2,420	79.5	38,503	Tales of Ordinary Madness	Charles Bukowski	3.85	Good	Tier_3	false	25	Moderate	4	1	16	false	null	Standard	false	false	Below Average
2,421	79.5	297,773	Tea and Sympathy	Robert Woodruff Anderson	3.85	Good	Tier_3	false	16	Simple	3	1	24	false	null	Standard	false	true	Below Average
2,422	79.5	16,061,340	The Colossus Rises (Seven Wonders, #1)	Peter Lerangis	3.85	Good	Tier_3	false	38	Moderate	6	1	14	true	1	Series	false	false	Below Average
2,423	79.6	833,565	The Dirt Eaters	Dennis Foon	3.85	Good	Tier_3	false	15	Simple	3	1	11	false	null	Standard	false	false	Below Average
2,424	79.6	93,157	The Monk	Matthew Gregory Lewis	3.85	Good	Tier_3	false	8	Simple	2	1	21	false	null	Standard	false	true	Below Average
2,425	79.6	18,143,905	The Opposite of Loneliness: Essays and Stories	Marina Keegan	3.85	Good	Tier_3	false	46	Complex	7	1	13	false	null	Subtitle	true	false	Below Average
2,426	79.7	882,953	The Screaming Mimi	Fredric Brown	3.85	Good	Tier_3	false	18	Simple	3	1	13	false	null	Standard	false	false	Below Average
2,427	79.7	9,850,443	The Sisters Brothers	Patrick deWitt	3.85	Good	Tier_3	false	20	Simple	3	1	14	false	null	Standard	false	false	Below Average
2,428	79.7	75,651,263	The Surgeon	Leslie Wolfe	3.85	Good	Tier_3	false	11	Simple	2	1	12	false	null	Standard	false	false	Below Average
2,429	79.8	969,733	The lost ones (An Evergreen original E-587)	Samuel Beckett	3.85	Good	Tier_3	false	43	Complex	7	1	14	false	null	Standard	false	false	Below Average
2,430	79.8	295	Treasure Island	Robert Louis Stevenson	3.85	Good	Tier_3	false	15	Simple	2	1	22	false	null	Standard	false	true	Below Average
2,431	79.8	144,109	Wizardborn (Runelords, #3)	David Farland	3.85	Good	Tier_3	false	26	Moderate	3	1	13	true	3	Series	false	false	Below Average
2,432	79.9	20,910,157	Yes Please	Amy Poehler	3.85	Good	Tier_3	false	10	Simple	2	1	11	false	null	Standard	false	false	Below Average
2,433	79.9	4,624,955	Agents of Artifice (Magic: The Gathering: Planeswalker, #1)	Ari Marmell	3.84	Good	Tier_2	false	59	Complex	8	1	11	true	1	Series_Subtitle	true	false	Low
2,434	79.9	40,173	Are You There, Vodka? It's Me, Chelsea	Chelsea Handler	3.84	Good	Tier_2	false	38	Moderate	7	1	15	false	null	Standard	false	false	Low
2,435	80	25,667,918	Binti (Binti, #1)	Nnedi Okorafor	3.84	Good	Tier_2	false	17	Simple	3	1	14	true	1	Series	false	false	Low
2,436	80	9,598	Deadeye Dick	Kurt Vonnegut Jr.	3.84	Good	Tier_2	false	12	Simple	2	1	17	false	null	Standard	false	true	Low
2,437	80	11,012	Dubliners	James Joyce	3.84	Good	Tier_2	false	9	Simple	1	1	11	false	null	Standard	false	false	Low
2,438	80.1	938,418	Expecting Someone Taller	Tom Holt	3.84	Good	Tier_2	false	24	Moderate	3	1	8	false	null	Standard	false	false	Low
2,439	80.1	5,152,561	Fragile Eternity (Wicked Lovely, #3)	Melissa Marr	3.84	Good	Tier_2	false	36	Moderate	5	1	12	true	3	Series	false	false	Low
2,440	80.1	11,324,204	Houdini Heart	Ki Longfellow	3.84	Good	Tier_2	false	13	Simple	2	1	13	false	null	Standard	false	false	Low
2,441	80.2	816,708	Nada	Carmen Laforet	3.84	Good	Tier_2	false	4	Simple	1	1	14	false	null	Standard	false	false	Low
2,442	80.2	220,713	Organizing from the Inside Out: The Foolproof System for Organizing Your Home, Your Office and Your Life	Julie Morgenstern	3.84	Good	Tier_2	false	104	Very Complex	17	1	17	false	null	Subtitle	true	false	Low
2,443	80.2	2,874,621	Outcasts United: A Refugee Team, an American Town	Warren St. John	3.84	Good	Tier_2	false	49	Complex	8	1	15	false	null	Subtitle	true	true	Low
2,444	80.3	965,154	Platero y yo	Juan Ramón Jiménez	3.84	Good	Tier_2	false	12	Simple	3	1	18	false	null	Standard	false	true	Low
2,445	80.3	15,050	Sexing the Cherry	Jeanette Winterson	3.84	Good	Tier_2	false	17	Simple	3	1	18	false	null	Standard	false	false	Low
2,446	80.3	32,510	Shakespeare's Champion (Lily Bard, #2)	Charlaine Harris	3.84	Good	Tier_2	false	38	Moderate	5	1	16	true	2	Series	false	false	Low
2,447	80.4	581,126	Somewhere In Time	Richard Matheson	3.84	Good	Tier_2	false	17	Simple	3	1	16	false	null	Standard	false	false	Low
2,448	80.4	15,739,018	Taking Chances (Taking Chances, #1)	Molly McAdams	3.84	Good	Tier_2	false	35	Moderate	5	1	13	true	1	Series	false	false	Low
2,449	80.4	32,261	Tess of the D’Urbervilles	Thomas Hardy	3.84	Good	Tier_2	false	25	Moderate	4	1	12	false	null	Standard	false	false	Low
2,450	80.5	67	The Known World	Edward P. Jones	3.84	Good	Tier_2	false	15	Simple	3	1	15	false	null	Standard	false	true	Low
2,451	80.5	676,921	The Man-Eater of Malgudi	R.K. Narayan	3.84	Good	Tier_2	false	24	Moderate	4	1	12	false	null	Standard	false	false	Low
2,452	80.5	12,820,793	The Oath of the Vayuputras (Shiva Trilogy, #3)	Amish Tripathi	3.84	Good	Tier_2	false	46	Complex	8	1	14	true	3	Series	false	false	Low
2,453	80.6	25,019	The Professor and the Madman: A Tale of Murder, Insanity and the Making of the Oxford English Dictionary	Simon Winchester	3.84	Good	Tier_2	false	104	Very Complex	18	1	16	false	null	Subtitle	true	false	Low
2,454	80.6	32,073	The Rocking-Horse Winner	D.H. Lawrence	3.84	Good	Tier_2	false	24	Moderate	3	1	13	false	null	Standard	false	false	Low
2,455	80.6	27,292	The Roman Way	Edith Hamilton	3.84	Good	Tier_2	false	13	Simple	3	1	14	false	null	Standard	false	false	Low
2,456	80.7	162,332	The Sailor Who Fell from Grace with the Sea	Yukio Mishima	3.84	Good	Tier_2	false	43	Complex	9	1	13	false	null	Standard	false	false	Low
2,457	80.7	60,211	The Shadow of the Torturer (The Book of the New Sun, #1)	Gene Wolfe	3.84	Good	Tier_2	false	56	Complex	12	1	10	true	1	Series	false	false	Low
2,458	80.7	75,024	The Templar Legacy (Cotton Malone, #1)	Steve Berry	3.84	Good	Tier_2	false	38	Moderate	6	1	11	true	1	Series	false	false	Low
2,459	80.8	30,826,775	The Trachiniae	Sophocles	3.84	Good	Tier_2	false	14	Simple	2	1	9	false	null	Standard	false	false	Low
2,460	80.8	214,841	The War of the Saints	Jorge Amado	3.84	Good	Tier_2	false	21	Moderate	5	1	11	false	null	Standard	false	false	Low
2,461	80.8	1,217,100	Thirteen Reasons Why	Jay Asher	3.84	Good	Tier_2	false	20	Simple	3	1	9	false	null	Standard	false	false	Low
2,462	80.9	24,770	Uglies (Uglies, #1)	Scott Westerfeld	3.84	Good	Tier_2	false	19	Simple	3	1	16	true	1	Series	false	false	Low
2,463	80.9	660,521	Unfinished Symphony (Logan, #3)	V.C. Andrews	3.84	Good	Tier_2	false	31	Moderate	4	1	12	true	3	Series	false	false	Low
2,464	80.9	17,716	Waiting for Godot	Samuel Beckett	3.84	Good	Tier_2	false	17	Simple	3	1	14	false	null	Standard	false	false	Low
2,465	81	48,678,117	Winter Counts	David Heska Wanbli Weiden	3.84	Good	Tier_2	false	13	Simple	2	1	25	false	null	Standard	false	true	Low
2,466	81	64,481	A Northern Light	Jennifer Donnelly	3.83	Good	Tier_2	false	16	Simple	3	1	17	false	null	Standard	false	false	Low
2,467	81	4,523,395	Amazing ghosts & other mysteries	Peter Eldin	3.83	Good	Tier_2	false	32	Moderate	5	1	11	false	null	Standard	false	false	Low
2,468	81.1	269,746	Catering to Nobody (A Goldy Bear Culinary Mystery, #1)	Diane Mott Davidson	3.83	Good	Tier_2	false	54	Complex	9	1	19	true	1	Series	false	true	Low
2,469	81.1	6,472,246	Chelsea Chelsea Bang Bang	Chelsea Handler	3.83	Good	Tier_2	false	25	Moderate	4	1	15	false	null	Standard	false	false	Low
2,470	81.1	723,801	Demons of the Ocean (Vampirates, #1)	Justin Somper	3.83	Good	Tier_2	false	36	Moderate	6	1	13	true	1	Series	false	false	Low
2,471	81.1	38,738,219	F*ck Your Feelings: Master Your Mind, Accomplish Any Goal, and Become A More Significant Human	Ryan Munsey	3.83	Good	Tier_2	false	94	Very Complex	15	1	11	false	null	Subtitle	true	false	Low
2,472	81.2	14,706	Faust, First Part	Johann Wolfgang von Goethe	3.83	Good	Tier_2	false	17	Simple	3	1	26	false	null	Standard	false	true	Low
2,473	81.2	681,552	God's Spy (Father Anthony Fowler, #1)	Juan Gómez-Jurado	3.83	Good	Tier_2	false	37	Moderate	6	1	17	true	1	Series	false	false	Low
2,474	81.2	5,021,704	Grand Canyon: A Trail Through Time	Linda Vieira	3.83	Good	Tier_2	false	34	Moderate	6	1	12	false	null	Subtitle	true	false	Low
2,475	81.3	598,506	How to Think Like Leonardo da Vinci: Seven Steps to Genius Every Day	Michael J. Gelb	3.83	Good	Tier_2	false	68	Very Complex	13	1	15	false	null	Subtitle	true	true	Low
2,476	81.3	147,029	If I Ran the Zoo	Dr. Seuss	3.83	Good	Tier_2	false	16	Simple	5	1	9	false	null	Standard	false	false	Low
2,477	81.3	211,642,122	Immortal	Sue Lynn Tan	3.83	Good	Tier_2	false	8	Simple	1	1	12	false	null	Standard	false	true	Low
2,478	81.4	3,389,671	Jessica's Guide to Dating on the Dark Side (Jessica, #1)	Beth Fantaskey	3.83	Good	Tier_2	false	56	Complex	10	1	14	true	1	Series	false	false	Low
2,479	81.4	386,286	Julie of the Wolves (Julie of the Wolves, #1)	Jean Craighead George	3.83	Good	Tier_2	false	45	Complex	9	1	21	true	1	Series	false	true	Low
2,480	81.4	484,466	Lalka	Bolesław Prus	3.83	Good	Tier_2	false	5	Simple	1	1	13	false	null	Standard	false	false	Low
2,481	81.5	69,719	Lucy	Jamaica Kincaid	3.83	Good	Tier_2	false	4	Simple	1	1	15	false	null	Standard	false	false	Low
2,482	81.5	65,684	Monster	Frank E. Peretti	3.83	Good	Tier_2	false	7	Simple	1	1	16	false	null	Standard	false	true	Low
2,483	81.5	879,162	Mrs Craddock (Classic, 20th-Century, Penguin)	W. Somerset Maugham	3.83	Good	Tier_2	false	45	Complex	5	1	19	false	null	Standard	false	true	Low
2,484	81.6	393,137	Mystery on Maui (Nancy Drew, #143)	Carolyn Keene	3.83	Good	Tier_2	false	34	Moderate	6	1	13	true	143	Series	false	false	Low
2,485	81.6	909,932	Ordeal by Innocence	Agatha Christie	3.83	Good	Tier_2	false	19	Simple	3	1	15	false	null	Standard	false	false	Low
2,486	81.6	9,579,634	Prince of Thorns (Broken Empire, #1)	Mark Lawrence	3.83	Good	Tier_2	false	36	Moderate	6	1	14	true	1	Series	false	false	Low
2,487	81.7	293,101	The Amityville Horror	Jay Anson	3.83	Good	Tier_2	false	21	Moderate	3	1	9	false	null	Standard	false	false	Low
2,488	81.7	22,450,859	The Boston Girl	Anita Diamant	3.83	Good	Tier_2	false	15	Simple	3	1	13	false	null	Standard	false	false	Low
2,489	81.7	12,813,630	The Coldest Girl in Coldtown	Holly Black	3.83	Good	Tier_2	false	28	Moderate	5	1	11	false	null	Standard	false	false	Low
2,490	81.8	51,211,417	The Holdout	Graham Moore	3.83	Good	Tier_2	false	11	Simple	2	1	12	false	null	Standard	false	false	Low
2,491	81.8	10,639	The Paradox of Choice: Why More Is Less	Barry Schwartz	3.83	Good	Tier_2	false	39	Moderate	8	1	14	false	null	Subtitle	true	false	Low
2,492	81.8	17,650	The Robber Bride	Margaret Atwood	3.83	Good	Tier_2	false	16	Simple	3	1	15	false	null	Standard	false	false	Low
2,493	81.9	4,921	Three Men in a Boat (Three Men, #1)	Jerome K. Jerome	3.83	Good	Tier_2	false	35	Moderate	8	1	16	true	1	Series	false	true	Low
2,494	81.9	163,977	Tortilla Flat	John Steinbeck	3.83	Good	Tier_2	false	13	Simple	2	1	14	false	null	Standard	false	false	Low
2,495	81.9	76,706	Track of the Cat (Anna Pigeon, #1)	Nevada Barr	3.83	Good	Tier_2	false	34	Moderate	7	1	11	true	1	Series	false	false	Low
2,496	82	33,667,720	Vagabonds in France	Michael A. Barry	3.83	Good	Tier_2	false	19	Simple	3	1	17	false	null	Standard	false	true	Low
2,497	82	83,400	A Sleeping Life (Inspector Wexford, #10)	Ruth Rendell	3.82	Good	Tier_2	false	40	Moderate	6	1	12	true	10	Series	false	false	Low
2,498	82	41,193	A Thousand Acres	Jane Smiley	3.82	Good	Tier_2	false	16	Simple	3	1	11	false	null	Standard	false	false	Low
2,499	82.1	14,362	Bless Me, Ultima	Rudolfo Anaya	3.82	Good	Tier_2	false	16	Simple	3	1	13	false	null	Standard	false	false	Low
2,500	82.1	33,724	Can You Keep a Secret?	Sophie Kinsella	3.82	Good	Tier_2	false	22	Moderate	5	1	15	false	null	Standard	false	false	Low

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