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
1,301	42.7	110,265	Mountain Man	Vardis Fisher	4.12	Excellent	Tier_6	true	12	Simple	2	1	13	false	null	Standard	false	false	Average
1,302	42.8	2,036,659	My Sister Jodie	Jacqueline Wilson	4.12	Excellent	Tier_6	true	15	Simple	3	1	17	false	null	Standard	false	false	Average
1,303	42.8	221,981,311	Never Your Girl (Western Wildcats Hockey, #7)	Jennifer Sucevic	4.12	Excellent	Tier_6	true	45	Complex	7	1	16	true	7	Series	false	false	Average
1,304	42.8	320	One Hundred Years of Solitude	Gabriel García Márquez	4.12	Excellent	Tier_6	true	29	Moderate	5	1	22	false	null	Standard	false	true	Average
1,305	42.9	15,742,663	Perfect Timing (Kendrick/Coulter/Harrigan, #11)	Catherine Anderson	4.12	Excellent	Tier_6	true	47	Complex	4	1	18	true	11	Series	false	false	Average
1,306	42.9	18,884	Polgara the Sorceress	David Eddings	4.12	Excellent	Tier_6	true	21	Moderate	3	1	13	false	null	Standard	false	false	Average
1,307	42.9	51,852,191	Rage and Ruin (The Harbinger, #2)	Jennifer L. Armentrout	4.12	Excellent	Tier_6	true	33	Moderate	6	1	22	true	2	Series	false	true	Average
1,308	43	32,802,595	Record of a Spaceborn Few (Wayfarers, #3)	Becky Chambers	4.12	Excellent	Tier_6	true	41	Complex	7	1	14	true	3	Series	false	false	Average
1,309	43	28,421,168	Renegades (Renegades, #1)	Marissa Meyer	4.12	Excellent	Tier_6	true	25	Moderate	3	1	13	true	1	Series	false	false	Average
1,310	43	29,090,898	Resonance (The Fray Theory, #1)	Nelou Keramati	4.12	Excellent	Tier_6	true	31	Moderate	5	1	14	true	1	Series	false	false	Average
1,311	43.1	94,093	Space-time and beyond : toward an explanation of the unexplainable	Bob Toben	4.12	Excellent	Tier_6	true	66	Very Complex	10	1	9	false	null	Subtitle	true	false	Average
1,312	43.1	61,885,029	Starter Villain	John Scalzi	4.12	Excellent	Tier_6	true	15	Simple	2	1	11	false	null	Standard	false	false	Average
1,313	43.1	56,077	Sweet Thursday (Cannery Row, #2)	John Steinbeck	4.12	Excellent	Tier_6	true	32	Moderate	5	1	14	true	2	Series	false	false	Average
1,314	43.2	67,931	The Analyst	John Katzenbach	4.12	Excellent	Tier_6	true	11	Simple	2	1	15	false	null	Standard	false	false	Average
1,315	43.2	59,986,018	The Book of Azrael (Gods & Monsters, #1)	Amber V. Nicole	4.12	Excellent	Tier_6	true	40	Moderate	8	1	15	true	1	Series	false	true	Average
1,316	43.2	36,498,092	The Book of Iudex (The Paralleled Series 1)	Tachina Eva	4.12	Excellent	Tier_6	true	43	Complex	8	1	11	false	null	Standard	false	false	Average
1,317	43.3	28,692,237	The Broken Heavens (Worldbreaker Saga, #3)	Kameron Hurley	4.12	Excellent	Tier_6	true	42	Complex	6	1	14	true	3	Series	false	false	Average
1,318	43.3	11,870,085	The Fault in Our Stars	John Green	4.12	Excellent	Tier_6	true	22	Moderate	5	1	10	false	null	Standard	false	false	Average
1,319	43.3	88,335	The Golden Spruce: A True Story of Myth, Madness, and Greed	John Vaillant	4.12	Excellent	Tier_6	true	59	Complex	11	1	13	false	null	Subtitle	true	false	Average
1,320	43.3	59,263	The Golem's Eye (Bartimaeus, #2)	Jonathan Stroud	4.12	Excellent	Tier_6	true	32	Moderate	5	1	15	true	2	Series	false	false	Average
1,321	43.4	658	The Kingdom of God Is Within You	Leo Tolstoy	4.12	Excellent	Tier_6	true	32	Moderate	7	1	11	false	null	Standard	false	false	Average
1,322	43.4	53,710,754	The Missing Prince (Ranger's Apprentice: The Royal Ranger, #4)	John Flanagan	4.12	Excellent	Tier_6	true	62	Very Complex	9	1	13	true	4	Series_Subtitle	true	false	Average
1,323	43.4	102,564	The Mysterious Stranger	Mark Twain	4.12	Excellent	Tier_6	true	23	Moderate	3	1	10	false	null	Standard	false	false	Average
1,324	43.5	22,297,138	The Novice (Summoner, #1)	Taran Matharu	4.12	Excellent	Tier_6	true	25	Moderate	4	1	13	true	1	Series	false	false	Average
1,325	43.5	108,229	The Perfect Storm: A True Story of Men Against the Sea	Sebastian Junger	4.12	Excellent	Tier_6	true	54	Complex	11	1	16	false	null	Subtitle	true	false	Average
1,326	43.5	393,145	The Riddle (The Books of Pellinor #2)	Alison Croggon	4.12	Excellent	Tier_6	true	37	Moderate	7	1	14	true	2	Series	false	false	Average
1,327	43.6	10,104	The Six Wives of Henry VIII	Alison Weir	4.12	Excellent	Tier_6	true	27	Moderate	6	1	11	false	null	Standard	false	false	Average
1,328	43.6	77,207	The Story of the Stone (The Chronicles of Master Li and Number Ten Ox, #2)	Barry Hughart	4.12	Excellent	Tier_6	true	74	Very Complex	15	1	13	true	2	Series	false	false	Average
1,329	43.6	950,986	The Struggle for Mastery in Europe, 1848-1918	A.J.P. Taylor	4.12	Excellent	Tier_6	true	45	Complex	7	1	13	false	null	Standard	false	false	Average
1,330	43.7	22,632	The Trial and Death of Socrates	Plato	4.12	Excellent	Tier_6	true	31	Moderate	6	1	5	false	null	Standard	false	false	Average
1,331	43.7	39,893,545	The Vanishing Stair (Truly Devious, #2)	Maureen Johnson	4.12	Excellent	Tier_6	true	39	Moderate	6	1	15	true	2	Series	false	false	Average
1,332	43.7	23,257,520	The Wedding: One Night with the Prince: A Bonus Chapter	T.M. Mendes	4.12	Excellent	Tier_6	true	55	Complex	10	1	11	false	null	Subtitle	true	false	Average
1,333	43.8	220,970	Tripwire (Jack Reacher, #3)	Lee Child	4.12	Excellent	Tier_6	true	28	Moderate	4	1	9	true	3	Series	false	false	Average
1,334	43.8	16,036,975	Undone	Cat Clarke	4.12	Excellent	Tier_6	true	6	Simple	1	1	10	false	null	Standard	false	false	Average
1,335	43.8	43,889	Wizard's First Rule (Sword of Truth, #1)	Terry Goodkind	4.12	Excellent	Tier_6	true	40	Moderate	7	1	14	true	1	Series	false	false	Average
1,336	43.9	6,215,512	Λωξάντρα	Μαρία Ιορδανίδου	4.12	Excellent	Tier_6	true	8	Simple	1	1	16	false	null	Standard	false	false	Average
1,337	43.9	33,668	4th of July (Women's Murder Club, #4)	James Patterson	4.11	Excellent	Tier_6	true	37	Moderate	7	1	16	true	4	Series	false	false	Average
1,338	43.9	1,148,385	Ash: A Secret History (Book of Ash, #1-4)	Mary Gentle	4.11	Excellent	Tier_6	true	41	Complex	8	1	11	false	1	Subtitle	true	false	Average
1,339	44	2,161,733	Child 44 (Leo Demidov, #1)	Tom Rob Smith	4.11	Excellent	Tier_6	true	26	Moderate	5	1	13	true	1	Series	false	true	Average
1,340	44	35,796,008	Dance of Thieves (Dance of Thieves, #1)	Mary E. Pearson	4.11	Excellent	Tier_6	true	39	Moderate	7	1	15	true	1	Series	false	true	Average
1,341	44	93,517	Dragon Seed	Pearl S. Buck	4.11	Excellent	Tier_6	true	11	Simple	2	1	13	false	null	Standard	false	true	Average
1,342	44.1	23,438,288	Flawed (Flawed, #1)	Cecelia Ahern	4.11	Excellent	Tier_6	true	19	Simple	3	1	13	true	1	Series	false	false	Average
1,343	44.1	144,407,710	Free Me (WITSEC, #4)	Ashley N. Rostek	4.11	Excellent	Tier_6	true	20	Simple	4	1	16	true	4	Series	false	true	Average
1,344	44.1	43,930	Gone for Good	Harlan Coben	4.11	Excellent	Tier_6	true	13	Simple	3	1	12	false	null	Standard	false	false	Average
1,345	44.2	189,811	King of the Murgos (The Malloreon, #2)	David Eddings	4.11	Excellent	Tier_6	true	38	Moderate	7	1	13	true	2	Series	false	false	Average
1,346	44.2	20,486,202	Kľúč (Kruh, #3)	Mats Strandberg	4.11	Excellent	Tier_6	true	15	Simple	3	1	15	true	3	Series	false	false	Average
1,347	44.2	12,687,461	Locked On (Jack Ryan Jr, #3; Jack Ryan Universe, #14)	Tom Clancy	4.11	Excellent	Tier_6	true	53	Complex	10	1	10	true	3	Series	false	false	Average
1,348	44.3	372,812	Love in a Cold Climate and Other Novels	Nancy Mitford	4.11	Excellent	Tier_6	true	39	Moderate	8	1	13	false	null	Standard	false	false	Average
1,349	44.3	34,898	My Father's Dragon (My Father's Dragon, #1)	Ruth Stiles Gannett	4.11	Excellent	Tier_6	true	43	Complex	7	1	19	true	1	Series	false	true	Average
1,350	44.3	15,505,346	On the Island (On the Island, #1)	Tracey Garvis Graves	4.11	Excellent	Tier_6	true	33	Moderate	7	1	20	true	1	Series	false	true	Average
1,351	44.4	39,799	One Step Behind (Kurt Wallander, #7)	Henning Mankell	4.11	Excellent	Tier_6	true	37	Moderate	6	1	15	true	7	Series	false	false	Average
1,352	44.4	9,263	Stand Still Like the Hummingbird	Henry Miller	4.11	Excellent	Tier_6	true	32	Moderate	5	1	12	false	null	Standard	false	false	Average
1,353	44.4	234,184	Stone of Tears (Sword of Truth, #2)	Terry Goodkind	4.11	Excellent	Tier_6	true	35	Moderate	7	1	14	true	2	Series	false	false	Average
1,354	44.5	374,388	Testament of Youth	Vera Brittain	4.11	Excellent	Tier_6	true	18	Simple	3	1	13	false	null	Standard	false	false	Average
1,355	44.5	23,711,387	The Bad Girl and the Good Boy	Karla Luna	4.11	Excellent	Tier_6	true	29	Moderate	7	1	10	false	null	Standard	false	false	Average
1,356	44.5	6,979,404	The Fifth Agreement	Miguel Ruiz	4.11	Excellent	Tier_6	true	19	Simple	3	1	11	false	null	Standard	false	false	Average
1,357	44.6	5,137	The Flame Trees of Thika: Memories of an African Childhood	Elspeth Huxley	4.11	Excellent	Tier_6	true	58	Complex	10	1	14	false	null	Subtitle	true	false	Average
1,358	44.6	762,390	The Hour of the Star	Clarice Lispector	4.11	Excellent	Tier_6	true	20	Simple	5	1	17	false	null	Standard	false	false	Average
1,359	44.6	10,842,223	The Incal	Alejandro Jodorowsky	4.11	Excellent	Tier_6	true	9	Simple	2	1	20	false	null	Standard	false	false	Average
1,360	44.7	50,523,477	The Jasmine Throne (The Burning Kingdoms, #1)	Tasha Suri	4.11	Excellent	Tier_6	true	45	Complex	7	1	10	true	1	Series	false	false	Average
1,361	44.7	15,047	The Passion	Jeanette Winterson	4.11	Excellent	Tier_6	true	11	Simple	2	1	18	false	null	Standard	false	false	Average
1,362	44.7	133,782	The Sunflower: On the Possibilities and Limits of Forgiveness	Simon Wiesenthal	4.11	Excellent	Tier_6	true	61	Very Complex	9	1	16	false	null	Subtitle	true	false	Average
1,363	44.8	34,080	The Waste Land	T.S. Eliot	4.11	Excellent	Tier_6	true	14	Simple	3	1	10	false	null	Standard	false	false	Average
1,364	44.8	3,392,089	The Winter Sea (Slains, #1)	Susanna Kearsley	4.11	Excellent	Tier_6	true	27	Moderate	5	1	16	true	1	Series	false	false	Average
1,365	44.8	15,954,540	The Wretched of Muirwood (Legends of Muirwood, #1)	Jeff Wheeler	4.11	Excellent	Tier_6	true	50	Complex	8	1	12	true	1	Series	false	false	Average
1,366	44.9	28,247	Voice of the Gods (Age of the Five, #3)	Trudi Canavan	4.11	Excellent	Tier_6	true	39	Moderate	9	1	13	true	3	Series	false	false	Average
1,367	44.9	30,226	A Stroke of Midnight (Merry Gentry, #4)	Laurell K. Hamilton	4.1	Excellent	Tier_6	true	39	Moderate	7	1	19	true	4	Series	false	true	Average
1,368	44.9	311,150	Arabella	Georgette Heyer	4.1	Excellent	Tier_6	true	8	Simple	1	1	15	false	null	Standard	false	false	Average
1,369	45	189,802	Belgarath the Sorcerer	David Eddings	4.1	Excellent	Tier_6	true	22	Moderate	3	1	13	false	null	Standard	false	false	Average
1,370	45	6,043,781	Blood of Elves (The Witcher, #1)	Andrzej Sapkowski	4.1	Excellent	Tier_6	true	32	Moderate	6	1	17	true	1	Series	false	false	Average
1,371	45	8,705,784	Born at Midnight (Shadow Falls, #1)	C.C. Hunter	4.1	Excellent	Tier_6	true	35	Moderate	6	1	11	true	1	Series	false	false	Average
1,372	45.1	6,690	Danny the Champion of the World	Roald Dahl	4.1	Excellent	Tier_6	true	31	Moderate	6	1	10	false	null	Standard	false	false	Average
1,373	45.1	127,584	Dragonquest (Dragonriders of Pern, #2)	Anne McCaffrey	4.1	Excellent	Tier_6	true	38	Moderate	5	1	14	true	2	Series	false	false	Average
1,374	45.1	205,218	Ethics	Baruch Spinoza	4.1	Excellent	Tier_6	true	6	Simple	1	1	14	false	null	Standard	false	false	Average
1,375	45.2	46,890	Ex Libris: Confessions of a Common Reader	Anne Fadiman	4.1	Excellent	Tier_6	true	41	Complex	7	1	12	false	null	Subtitle	true	false	Average
1,376	45.2	1,943,690	Farewell	Carlos Drummond de Andrade	4.1	Excellent	Tier_6	true	8	Simple	1	1	26	false	null	Standard	false	true	Average
1,377	45.2	8,252	Farmer Boy (Little House, #2)	Laura Ingalls Wilder	4.1	Excellent	Tier_6	true	29	Moderate	5	1	20	true	2	Series	false	true	Average
1,378	45.3	1,382,867	Great Maria	Cecelia Holland	4.1	Excellent	Tier_6	true	11	Simple	2	1	15	false	null	Standard	false	false	Average
1,379	45.3	684,559	Little Town in the Ozarks (Little House: The Rose Years, #5)	Roger Lea MacBride	4.1	Excellent	Tier_6	true	60	Complex	11	1	18	true	5	Series_Subtitle	true	true	Average
1,380	45.3	17,340,050	Losing Hope (Hopeless, #2)	Colleen Hoover	4.1	Excellent	Tier_6	true	26	Moderate	4	1	14	true	2	Series	false	false	Average
1,381	45.4	44,890,081	My Dark Vanessa	Kate Elizabeth Russell	4.1	Excellent	Tier_6	true	15	Simple	3	1	22	false	null	Standard	false	true	Average
1,382	45.4	22,341,263	My Sister's Grave (Tracy Crosswhite, #1)	Robert Dugoni	4.1	Excellent	Tier_6	true	40	Moderate	6	1	13	true	1	Series	false	false	Average
1,383	45.4	4,138	Naked	David Sedaris	4.1	Excellent	Tier_6	true	5	Simple	1	1	13	false	null	Standard	false	false	Average
1,384	45.5	14,060,046	Obsession	Jennifer L. Armentrout	4.1	Excellent	Tier_6	true	9	Simple	1	1	22	false	null	Standard	false	true	Average
1,385	45.5	69,571	Rich Dad, Poor Dad	Robert T. Kiyosaki	4.1	Excellent	Tier_6	true	18	Simple	4	1	18	false	null	Standard	false	true	Average
1,386	45.5	31,447,045	Saltwater	Cathy McLennan	4.1	Excellent	Tier_6	true	9	Simple	1	1	14	false	null	Standard	false	false	Average
1,387	45.6	550,571	Segu (Ségou, #1)	Maryse Condé	4.1	Excellent	Tier_6	true	16	Simple	3	1	12	true	1	Series	false	false	Average
1,388	45.6	4,707,121	Shiloh	Shelby Foote	4.1	Excellent	Tier_6	true	6	Simple	1	1	12	false	null	Standard	false	false	Average
1,389	45.6	25,146,403	The Assiduous Quest of Tobias Hopkins: Part Three: The Dutchman	James Faro	4.1	Excellent	Tier_6	true	63	Very Complex	10	1	10	false	null	Subtitle	true	false	Average
1,390	45.6	1,295	The Clan of the Cave Bear (Earth's Children, #1)	Jean M. Auel	4.1	Excellent	Tier_6	true	48	Complex	9	1	12	true	1	Series	false	true	Average
1,391	45.7	17,913,848	The Color of Vengeance (The Ties That Bind, #2)	Rob J. Hayes	4.1	Excellent	Tier_6	true	47	Complex	9	1	12	true	2	Series	false	true	Average
1,392	45.7	44,327,636	The First Step (A Thousand Li, #1)	Tao Wong	4.1	Excellent	Tier_6	true	34	Moderate	7	1	8	true	1	Series	false	false	Average
1,393	45.7	18,423	The Left Hand of Darkness	Ursula K. Le Guin	4.1	Excellent	Tier_6	true	25	Moderate	5	1	17	false	null	Standard	false	true	Average
1,394	45.8	39,242	The Milagro Beanfield War	John Nichols	4.1	Excellent	Tier_6	true	25	Moderate	4	1	16	false	null	Standard	false	false	Average
1,395	45.8	57,778	The Moon's a Balloon	David Niven	4.1	Excellent	Tier_6	true	20	Simple	4	1	12	false	null	Standard	false	false	Average
1,396	45.8	455,517	The Problem of Divine Foreknowledge and Future Contingents from Aristotle to Suarez	William Lane Craig	4.1	Excellent	Tier_6	true	83	Very Complex	12	1	18	false	null	Standard	false	true	Average
1,397	45.9	1,660,845	The Sheep-pig	Dick King-Smith	4.1	Excellent	Tier_6	true	13	Simple	2	1	15	false	null	Standard	false	false	Average
1,398	45.9	452,298	The Simpsons: A Complete Guide to Our Favorite Family (The Simpsons: A Complete Guide to Our Favorite Family, #1)	Matt Groening	4.1	Excellent	Tier_6	true	113	Very Complex	19	1	13	true	1	Series_Subtitle	true	false	Average
1,399	45.9	26,173,407	The Threat Below (Brathius History, #1)	Jason Latshaw	4.1	Excellent	Tier_6	true	39	Moderate	6	1	13	true	1	Series	false	false	Average
1,400	46	11,901	The Witching Hour (Lives of the Mayfair Witches, #1)	Anne Rice	4.1	Excellent	Tier_6	true	52	Complex	9	1	9	true	1	Series	false	false	Average

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