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
1,401	46	311,182	These Old Shades (Alastair-Audley, #1)	Georgette Heyer	4.1	Excellent	Tier_6	true	38	Moderate	5	1	15	true	1	Series	false	false	Average
1,402	46	5,726,135	View Points and Points of View: A 'Phoetry Book' from Cornwall	Clive Blake	4.1	Excellent	Tier_6	true	62	Very Complex	11	1	11	false	null	Subtitle	true	false	Average
1,403	46.1	11,201,194	Αρνούμαι	Αντώνης Σαμαράκης	4.1	Excellent	Tier_6	true	8	Simple	1	1	17	false	null	Standard	false	false	Average
1,404	46.1	43,706,466	10 Minutes 38 Seconds in This Strange World	Elif Shafak	4.09	Excellent	Tier_6	true	43	Complex	8	1	11	false	null	Standard	false	false	Average
1,405	46.1	5,326	A Christmas Carol	Charles Dickens	4.09	Excellent	Tier_6	true	17	Simple	3	1	15	false	null	Standard	false	false	Average
1,406	46.2	61,834	A Night to Remember	Walter Lord	4.09	Excellent	Tier_6	true	19	Simple	4	1	11	false	null	Standard	false	false	Average
1,407	46.2	30,008,834	A Perilous Undertaking (Veronica Speedwell, #2)	Deanna Raybourn	4.09	Excellent	Tier_6	true	47	Complex	6	1	15	true	2	Series	false	false	Average
1,408	46.2	5,527	All the King's Men	Robert Penn Warren	4.09	Excellent	Tier_6	true	18	Simple	4	1	18	false	null	Standard	false	true	Average
1,409	46.3	30,075,662	Aurora Rising (The Aurora Cycle, #1)	Amie Kaufman	4.09	Excellent	Tier_6	true	36	Moderate	6	1	12	true	1	Series	false	false	Average
1,410	46.3	13,162,223	Bentwhistle the Dragon in a Threat from the Past	Paul Cude	4.09	Excellent	Tier_6	true	48	Complex	9	1	9	false	null	Standard	false	false	Average
1,411	46.3	15,721,908	Buda 8 (Buddha, #8)	Osamu Tezuka	4.09	Excellent	Tier_6	true	19	Simple	4	1	12	true	8	Series	false	false	Average
1,412	46.4	11,111,572	Burning Lamp (Arcane Society, #8; Dreamlight Trilogy, #2)	Amanda Quick	4.09	Excellent	Tier_6	true	57	Complex	8	1	12	true	8	Series	false	false	Average
1,413	46.4	16,948	Children of God (The Sparrow, #2)	Mary Doria Russell	4.09	Excellent	Tier_6	true	33	Moderate	6	1	18	true	2	Series	false	true	Average
1,414	46.4	149,505	Collected Poems	Ted Hughes	4.09	Excellent	Tier_6	true	15	Simple	2	1	10	false	null	Standard	false	false	Average
1,415	46.5	37,676,485	Dark Game (DI Kelly Porter, #1)	Rachel Lynch	4.09	Excellent	Tier_6	true	31	Moderate	6	1	12	true	1	Series	false	false	Average
1,416	46.5	7,082	Do Androids Dream of Electric Sheep?	Philip K. Dick	4.09	Excellent	Tier_6	true	36	Moderate	6	1	14	false	null	Standard	false	true	Average
1,417	46.5	318,335	Fatelessness	Imre Kertész	4.09	Excellent	Tier_6	true	12	Simple	1	1	12	false	null	Standard	false	false	Average
1,418	46.6	214,151,222	Fearless (The Powerless Trilogy, #3)	Lauren Roberts	4.09	Excellent	Tier_6	true	36	Moderate	5	1	15	true	3	Series	false	false	Average
1,419	46.6	60,746,476	Financial Feminist: Overcome the Patriarchy's Bullsh*t to Master Your Money and Build a Life You Love	Tori Dunlap	4.09	Excellent	Tier_6	true	101	Very Complex	16	1	11	false	null	Subtitle	true	false	Average
1,420	46.6	23,214,337	Forensics: What Bugs, Burns, Prints, DNA and More Tell Us About Crime	Val McDermid	4.09	Excellent	Tier_6	true	69	Very Complex	12	1	12	false	null	Subtitle	true	false	Average
1,421	46.7	1,142,436	Genesis Unbound: A Provocative New Look at the Creation Account	John H. Sailhamer	4.09	Excellent	Tier_6	true	63	Very Complex	10	1	17	false	null	Subtitle	true	true	Average
1,422	46.7	18,468,256	Grim (Tornians, #1)	M.K. Eidem	4.09	Excellent	Tier_6	true	19	Simple	3	1	10	true	1	Series	false	false	Average
1,423	46.7	6,366,437	Half Broke Horses	Jeannette Walls	4.09	Excellent	Tier_6	true	17	Simple	3	1	15	false	null	Standard	false	false	Average
1,424	46.8	311,864	Heroes Die (The Acts of Caine, #1)	Matthew Woodring Stover	4.09	Excellent	Tier_6	true	34	Moderate	7	1	23	true	1	Series	false	true	Average
1,425	46.8	24,800	House of Leaves	Mark Z. Danielewski	4.09	Excellent	Tier_6	true	15	Simple	3	1	19	false	null	Standard	false	true	Average
1,426	46.8	36,204,301	How Women Rise: Break the 12 Habits Holding You Back from Your Next Raise, Promotion, or Job	Sally Helgesen	4.09	Excellent	Tier_6	true	92	Very Complex	17	1	14	false	null	Subtitle	true	false	Average
1,427	46.9	27,276,318	It Ends with Us (It Ends with Us, #1)	Colleen Hoover	4.09	Excellent	Tier_6	true	37	Moderate	9	1	14	true	1	Series	false	false	Average
1,428	46.9	17,262,206	Lawrence in Arabia: War, Deceit, Imperial Folly, and the Making of the Modern Middle East	Scott Anderson	4.09	Excellent	Tier_6	true	89	Very Complex	15	1	14	false	null	Subtitle	true	false	Average
1,429	46.9	111,020	Lost Truth (Truth, #4)	Dawn Cook	4.09	Excellent	Tier_6	true	22	Moderate	4	1	9	true	4	Series	false	false	Average
1,430	47	201,342	Mattimeo (Redwall, #3)	Brian Jacques	4.09	Excellent	Tier_6	true	22	Moderate	3	1	13	true	3	Series	false	false	Average
1,431	47	427,083	Not Her Real Name and Other Stories	Emily Perkins	4.09	Excellent	Tier_6	true	35	Moderate	7	1	13	false	null	Standard	false	false	Average
1,432	47	37,907,938	Orope - The White Snake (Whisperers of the Gods, #1)	Guenevere Lee	4.09	Excellent	Tier_6	true	52	Complex	10	1	13	true	1	Series	false	false	Average
1,433	47.1	68,452	Pani Jeziora (Saga o Wiedźminie, #5)	Andrzej Sapkowski	4.09	Excellent	Tier_6	true	36	Moderate	6	1	17	true	5	Series	false	false	Average
1,434	47.1	79,378	Roses Are Red (Alex Cross, #6)	James Patterson	4.09	Excellent	Tier_6	true	30	Moderate	6	1	16	true	6	Series	false	false	Average
1,435	47.1	40,873,273	Snow Flower and the Secret Fan	Lisa See	4.09	Excellent	Tier_6	true	30	Moderate	6	1	8	false	null	Standard	false	false	Average
1,436	47.2	13,659	Tales from Earthsea (Earthsea Cycle, #5)	Ursula K. Le Guin	4.09	Excellent	Tier_6	true	40	Moderate	6	1	17	true	5	Series	false	true	Average
1,437	47.2	117,047	The Blind Watchmaker: Why the Evidence of Evolution Reveals a Universe Without Design	Richard Dawkins	4.09	Excellent	Tier_6	true	85	Very Complex	13	1	15	false	null	Subtitle	true	false	Average
1,438	47.2	12,021	The Crow Road	Iain Banks	4.09	Excellent	Tier_6	true	13	Simple	3	1	10	false	null	Standard	false	false	Average
1,439	47.3	133,460	The Phoenix Guards (Khaavren Romances, #1)	Steven Brust	4.09	Excellent	Tier_6	true	42	Complex	6	1	12	true	1	Series	false	false	Average
1,440	47.3	198,712,881	The Reaping (Steinbeck and Reed, #2)	Jess Lourey	4.09	Excellent	Tier_6	true	36	Moderate	6	1	11	true	2	Series	false	false	Average
1,441	47.3	182,484,360	The Reappearance of Rachel Price	Holly Jackson	4.09	Excellent	Tier_6	true	32	Moderate	5	1	14	false	null	Standard	false	false	Average
1,442	47.4	61,613,291	The Secret Life of Sunflowers	Marta Molnar	4.09	Excellent	Tier_6	true	29	Moderate	5	1	12	false	null	Standard	false	false	Average
1,443	47.4	13,369,678	The Vincent Brothers (The Vincent Boys, #2)	Abbi Glines	4.09	Excellent	Tier_6	true	43	Complex	7	1	11	true	2	Series	false	false	Average
1,444	47.4	140,225	The Voyage of the Dawn Treader (Chronicles of Narnia, #3)	C.S. Lewis	4.09	Excellent	Tier_6	true	57	Complex	10	1	10	true	3	Series	false	false	Average
1,445	47.5	27,001	The Well of Lost Plots (Thursday Next, #3)	Jasper Fforde	4.09	Excellent	Tier_6	true	42	Complex	8	1	13	true	3	Series	false	false	Average
1,446	47.5	795,639	The White Boy Shuffle	Paul Beatty	4.09	Excellent	Tier_6	true	21	Moderate	4	1	11	false	null	Standard	false	false	Average
1,447	47.5	9,463,960	Veiled Rose (Tales of Goldstone Wood, #2)	Anne Elisabeth Stengl	4.09	Excellent	Tier_6	true	41	Complex	7	1	21	true	2	Series	false	true	Average
1,448	47.6	336,236	A Question of Blood (Inspector Rebus, #14)	Ian Rankin	4.08	Excellent	Tier_6	true	42	Complex	7	1	10	true	14	Series	false	false	Average
1,449	47.6	51,824,384	Act Your Age, Eve Brown (The Brown Sisters, #3)	Talia Hibbert	4.08	Excellent	Tier_6	true	47	Complex	9	1	13	true	3	Series	false	false	Average
1,450	47.6	11,806,716	Blackout (Newsflesh, #3)	Mira Grant	4.08	Excellent	Tier_6	true	24	Moderate	3	1	10	true	3	Series	false	false	Average
1,451	47.7	222,093	City	Clifford D. Simak	4.08	Excellent	Tier_6	true	4	Simple	1	1	17	false	null	Standard	false	true	Average
1,452	47.7	2,435,104	Confederates	Thomas Keneally	4.08	Excellent	Tier_6	true	12	Simple	1	1	15	false	null	Standard	false	false	Average
1,453	47.7	16,315	Crooked House	Agatha Christie	4.08	Excellent	Tier_6	true	13	Simple	2	1	15	false	null	Standard	false	false	Average
1,454	47.8	15,898,745	Declutter Now!: Uncovering the Hidden Joy and Freedom in Your Life	Sherry Gareis	4.08	Excellent	Tier_6	true	66	Very Complex	11	1	13	false	null	Subtitle	true	false	Average
1,455	47.8	8,428,064	Demonglass (Hex Hall, #2)	Rachel Hawkins	4.08	Excellent	Tier_6	true	25	Moderate	4	1	14	true	2	Series	false	false	Average
1,456	47.8	655,623	Dependent Rational Animals: Why Human Beings Need the Virtues	Alasdair MacIntyre	4.08	Excellent	Tier_6	true	61	Very Complex	9	1	18	false	null	Subtitle	true	false	Average
1,457	47.8	220,969	Die Trying (Jack Reacher, #2)	Lee Child	4.08	Excellent	Tier_6	true	29	Moderate	5	1	9	true	2	Series	false	false	Average
1,458	47.9	38,227,140	Djinn	Sang Kromah	4.08	Excellent	Tier_6	true	5	Simple	1	1	11	false	null	Standard	false	false	Average
1,459	47.9	91,201	Doctors	Erich Segal	4.08	Excellent	Tier_6	true	7	Simple	1	1	11	false	null	Standard	false	false	Average
1,460	47.9	332,980	FDR	Jean Edward Smith	4.08	Excellent	Tier_6	true	3	Simple	1	1	17	false	null	Standard	false	true	Average
1,461	48	6,693	Fantastic Mr. Fox	Roald Dahl	4.08	Excellent	Tier_6	true	17	Simple	3	1	10	false	null	Standard	false	false	Average
1,462	48	27,213,329	Grit: The Power of Passion and Perseverance	Angela Duckworth	4.08	Excellent	Tier_6	true	43	Complex	7	1	16	false	null	Subtitle	true	false	Average
1,463	48	35,064,610	Huntress (Life After, #1)	Julie Hall	4.08	Excellent	Tier_6	true	25	Moderate	4	1	11	true	1	Series	false	false	Average
1,464	48.1	15,793,231	If You Find Me	Emily Murdoch	4.08	Excellent	Tier_6	true	14	Simple	4	1	14	false	null	Standard	false	false	Average
1,465	48.1	349,090	Infinity Welcomes Careful Drivers (Red Dwarf, #1)	Grant Naylor	4.08	Excellent	Tier_6	true	49	Complex	7	1	12	true	1	Series	false	false	Average
1,466	48.1	616,070	Jackson Rule	Dinah McCall	4.08	Excellent	Tier_6	true	12	Simple	2	1	12	false	null	Standard	false	false	Average
1,467	48.2	3,103	Maurice	E.M. Forster	4.08	Excellent	Tier_6	true	7	Simple	1	1	12	false	null	Standard	false	false	Average
1,468	48.2	3,271,828	More Murderous Maths (Murderous Maths, #2)	Kjartan Poskitt	4.08	Excellent	Tier_6	true	42	Complex	6	1	15	true	2	Series	false	false	Average
1,469	48.2	10,037	No Exit and Three Other Plays	Jean-Paul Sartre	4.08	Excellent	Tier_6	true	29	Moderate	6	1	16	false	null	Standard	false	false	Average
1,470	48.3	33,124,137	Pet Sematary	Stephen King	4.08	Excellent	Tier_6	true	12	Simple	2	1	19	false	null	Standard	false	false	Average
1,471	48.3	11,559,200	Shadow of Night (All Souls, #2)	Deborah Harkness	4.08	Excellent	Tier_6	true	31	Moderate	6	1	16	true	2	Series	false	false	Average
1,472	48.3	43,228,184	Shalmar	Serena Whynd	4.08	Excellent	Tier_6	true	7	Simple	1	1	12	false	null	Standard	false	false	Average
1,473	48.4	550,939	Shock Wave (Dirk Pitt, #13)	Clive Cussler	4.08	Excellent	Tier_6	true	27	Moderate	5	1	13	true	13	Series	false	false	Average
1,474	48.4	39,796	Sidetracked (Kurt Wallander, #5)	Henning Mankell	4.08	Excellent	Tier_6	true	32	Moderate	4	1	15	true	5	Series	false	false	Average
1,475	48.4	149,149	So Big	Edna Ferber	4.08	Excellent	Tier_6	true	6	Simple	2	1	11	false	null	Standard	false	false	Average
1,476	48.5	30,594	Speak, Memory	Vladimir Nabokov	4.08	Excellent	Tier_6	true	13	Simple	2	1	16	false	null	Standard	false	false	Average
1,477	48.5	1,191,652	The Amazing Maurice & His Educated Rodents (Discworld, #28)	Terry Pratchett	4.08	Excellent	Tier_6	true	59	Complex	9	1	15	true	28	Series	false	false	Average
1,478	48.5	34,534	The Amazing Maurice and His Educated Rodents (Discworld, #28)	Terry Pratchett	4.08	Excellent	Tier_6	true	61	Very Complex	9	1	15	true	28	Series	false	false	Average
1,479	48.6	11,765,920	The Calling (Darkness Rising, #2)	Kelley Armstrong	4.08	Excellent	Tier_6	true	33	Moderate	5	1	16	true	2	Series	false	false	Average
1,480	48.6	254,799	The Creative Habit: Learn It and Use It for Life	Twyla Tharp	4.08	Excellent	Tier_6	true	48	Complex	10	1	11	false	null	Subtitle	true	false	Average
1,481	48.6	36,593,678	The Divinity Bureau	Tessa Clare	4.08	Excellent	Tier_6	true	19	Simple	3	1	11	false	null	Standard	false	false	Average
1,482	48.7	47,558	The Gashlycrumb Tinies (The Vinegar Works, #1)	Edward Gorey	4.08	Excellent	Tier_6	true	46	Complex	7	1	12	true	1	Series	false	false	Average
1,483	48.7	169,959	The King's Buccaneer (Krondor's Sons, #2)	Raymond E. Feist	4.08	Excellent	Tier_6	true	41	Complex	6	1	16	true	2	Series	false	true	Average
1,484	48.7	21,104,828	The Lake House	Kate Morton	4.08	Excellent	Tier_6	true	14	Simple	3	1	11	false	null	Standard	false	false	Average
1,485	48.8	112,849	The Machinery of Freedom: Guide to a Radical Capitalism	David D. Friedman	4.08	Excellent	Tier_6	true	55	Complex	9	1	17	false	null	Subtitle	true	true	Average
1,486	48.8	28,250	The Novice (The Black Magician Trilogy #2)	Trudi Canavan	4.08	Excellent	Tier_6	true	42	Complex	7	1	13	true	2	Series	false	false	Average
1,487	48.8	9,730,223	The Origins of Life: From the Birth of Life to the Origin of Language	John Maynard Smith	4.08	Excellent	Tier_6	true	69	Very Complex	14	1	18	false	null	Subtitle	true	true	Average
1,488	48.9	23,197,296	The Paradox (Oversight Trilogy, #2)	Charlie Fletcher	4.08	Excellent	Tier_6	true	35	Moderate	5	1	16	true	2	Series	false	false	Average
1,489	48.9	16,718,083	The Redemption of Callie & Kayden (The Coincidence, #2)	Jessica Sorensen	4.08	Excellent	Tier_6	true	55	Complex	9	1	16	true	2	Series	false	false	Average
1,490	48.9	953,773	The Revolution Betrayed	Leon Trotsky	4.08	Excellent	Tier_6	true	23	Moderate	3	1	12	false	null	Standard	false	false	Average
1,491	49	12,365	The Risk Pool	Richard Russo	4.08	Excellent	Tier_6	true	13	Simple	3	1	13	false	null	Standard	false	false	Average
1,492	49	185,292	The Ruins of Ambrai (Exiles, #1)	Melanie Rawn	4.08	Excellent	Tier_6	true	32	Moderate	6	1	12	true	1	Series	false	false	Average
1,493	49	228,244	This Way for the Gas, Ladies and Gentlemen	Tadeusz Borowski	4.08	Excellent	Tier_6	true	42	Complex	8	1	16	false	null	Standard	false	false	Average
1,494	49.1	5,306	Travels with Charley: In Search of America	John Steinbeck	4.08	Excellent	Tier_6	true	42	Complex	7	1	14	false	null	Subtitle	true	false	Average
1,495	49.1	62,056,013	Twisted Games (Twisted, #2)	Ana Huang	4.08	Excellent	Tier_6	true	27	Moderate	4	1	9	true	2	Series	false	false	Average
1,496	49.1	42,112,257	Virgil the Hound: Against All Odds, One Hound Breaks Away From the Pack	Tere Albanese	4.08	Excellent	Tier_6	true	71	Very Complex	13	1	13	false	null	Subtitle	true	false	Average
1,497	49.2	5,310,515	When You Reach Me	Rebecca Stead	4.08	Excellent	Tier_6	true	17	Simple	4	1	13	false	null	Standard	false	false	Average
1,498	49.2	1,772,910	White Nights	Fyodor Dostoevsky	4.08	Excellent	Tier_6	true	12	Simple	2	1	17	false	null	Standard	false	false	Average
1,499	49.2	53,916,157	Win (Windsor Horne Lockwood III, #1)	Harlan Coben	4.08	Excellent	Tier_6	true	36	Moderate	6	1	12	true	1	Series	false	false	Average
1,500	49.3	905,459	Wolf Solent	John Cowper Powys	4.08	Excellent	Tier_6	true	11	Simple	2	1	17	false	null	Standard	false	true	Average

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