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
501	16.5	28,187	The Lightning Thief (Percy Jackson and the Olympians, #1)	Rick Riordan	4.31	Excellent	Tier_9	true	57	Complex	9	1	12	true	1	Series	false	false	High
502	16.5	25,031,213	The Ogre Apprentice (The Bowl of Souls, #8 / Jharro Grove Saga, #3)	Trevor H. Cooley	4.31	Excellent	Tier_9	true	67	Very Complex	13	1	16	true	8	Series	false	true	High
503	16.5	68,528	The Pale Horseman (The Saxon Stories, #2)	Bernard Cornwell	4.31	Excellent	Tier_9	true	41	Complex	7	1	16	true	2	Series	false	false	High
504	16.6	299,081	The Plucker	Brom	4.31	Excellent	Tier_9	true	11	Simple	2	1	4	false	null	Standard	false	false	High
505	16.6	179,174	The Secret of the Unicorn (Tintin #11)	Hergé	4.31	Excellent	Tier_9	true	38	Moderate	7	1	5	true	11	Series	false	false	High
506	16.6	105,549	The Sneetches and Other Stories	Dr. Seuss	4.31	Excellent	Tier_9	true	31	Moderate	5	1	9	false	null	Standard	false	false	High
507	16.7	318,742	The Souls of Black Folk	W.E.B. Du Bois	4.31	Excellent	Tier_9	true	23	Moderate	5	1	14	false	null	Standard	false	true	High
508	16.7	34,917	The Word and the Void Omnibus	Terry Brooks	4.31	Excellent	Tier_9	true	29	Moderate	6	1	12	false	null	Standard	false	false	High
509	16.7	10,863,148	Thirteen (Women of the Otherworld, #13)	Kelley Armstrong	4.31	Excellent	Tier_9	true	39	Moderate	6	1	16	true	13	Series	false	false	High
510	16.7	324,205	Thou Art That: Transforming Religious Metaphor	Joseph Campbell	4.31	Excellent	Tier_9	true	46	Complex	6	1	15	false	null	Subtitle	true	false	High
511	16.8	3,293,409	Twelve Months: A Fairy-Tale	Samuil Marshak	4.31	Excellent	Tier_9	true	27	Moderate	4	1	14	false	null	Subtitle	true	false	High
512	16.8	43,780	Vampire Chronicles: Interview with the Vampire, The Vampire Lestat, The Queen of the Damned (Anne Rice) (The Vampire Chronicles, #1-3 Omnibus)	Anne Rice	4.31	Excellent	Tier_9	true	142	Very Complex	21	1	9	false	1	Subtitle	true	false	High
513	16.8	59,128,861	What WE Lost: Inside The Attack on Canada’s Largest Children’s Charity	Tawfiq S. Rangwala	4.31	Excellent	Tier_9	true	70	Very Complex	11	1	18	false	null	Subtitle	true	true	High
514	16.9	61,834,162	A Gracious Enemy & After the War Volume Two	Michael G. Kramer	4.3	Excellent	Tier_9	true	43	Complex	9	1	17	false	null	Standard	false	true	High
515	16.9	5,472	Animal Farm / 1984	George Orwell	4.3	Excellent	Tier_9	true	18	Simple	4	1	13	false	null	Standard	false	false	High
516	16.9	1,210,999	Animal Liberation	Peter Singer	4.3	Excellent	Tier_9	true	17	Simple	2	1	12	false	null	Standard	false	false	High
517	17	2,358,870	Artemis Fowl Boxed Set, Bks 1-5 (Artemis Fowl, #1-5)	Eoin Colfer	4.3	Excellent	Tier_9	true	52	Complex	9	1	11	false	1	Standard	false	false	High
518	17	55,403	Black Hawk Down: A Story of Modern War	Mark Bowden	4.3	Excellent	Tier_9	true	38	Moderate	8	1	11	false	null	Subtitle	true	false	High
519	17	59,365,195	Bloodmarked (The Legendborn Cycle, #2)	Tracy Deonn	4.3	Excellent	Tier_9	true	38	Moderate	5	1	11	true	2	Series	false	false	High
520	17.1	13,507,212	Bring Up the Bodies (Thomas Cromwell, #2)	Hilary Mantel	4.3	Excellent	Tier_9	true	41	Complex	7	1	13	true	2	Series	false	false	High
521	17.1	43,225,646	Dire Wolf of the Quapaw: a Jubal Smoak Mystery (Jubal Smoak Mysteries Book 1)	Phil Truman	4.3	Excellent	Tier_9	true	77	Very Complex	14	1	11	false	null	Subtitle	true	false	High
522	17.1	38,412	Fermat's Enigma	Simon Singh	4.3	Excellent	Tier_9	true	15	Simple	2	1	11	false	null	Standard	false	false	High
523	17.2	139,788,293	Get the Boy, Own the Future	Gabriel F.W. Koch	4.3	Excellent	Tier_9	true	27	Moderate	6	1	17	false	null	Standard	false	true	High
524	17.2	13,214	I Know Why the Caged Bird Sings (Maya Angelou's Autobiography, #1)	Maya Angelou	4.3	Excellent	Tier_9	true	66	Very Complex	11	1	12	true	1	Series	false	false	High
525	17.2	153,680,369	Joey and His Friend Water	Ellen J. Lewinberg	4.3	Excellent	Tier_9	true	25	Moderate	5	1	18	false	null	Standard	false	true	High
526	17.3	395,962	Kushiel's Chosen (Phèdre's Trilogy, #2)	Jacqueline Carey	4.3	Excellent	Tier_9	true	39	Moderate	5	1	16	true	2	Series	false	false	High
527	17.3	10,549,501	Last Breath (The Morganville Vampires, #11)	Rachel Caine	4.3	Excellent	Tier_9	true	43	Complex	6	1	12	true	11	Series	false	false	High
528	17.3	41,128,585	Love is the Answer God is the Cure	Aimee Cabo Nikolov	4.3	Excellent	Tier_9	true	34	Moderate	8	1	18	false	null	Standard	false	true	High
529	17.4	60,297,858	Love on the Line 2 (Women at Work, #2)	Kirsten Fullmer	4.3	Excellent	Tier_9	true	38	Moderate	9	1	15	true	2	Series	false	false	High
530	17.4	49,823,970	More Than Love, A Husband's Tale	Peter B. Forster	4.3	Excellent	Tier_9	true	32	Moderate	6	1	16	false	null	Standard	false	true	High
531	17.4	56,655,704	Path of the Guardian	Paolo Danese	4.3	Excellent	Tier_9	true	20	Simple	4	1	12	false	null	Standard	false	false	High
532	17.5	72,657	Pedagogy of the Oppressed	Paulo Freire	4.3	Excellent	Tier_9	true	25	Moderate	4	1	12	false	null	Standard	false	false	High
533	17.5	9,522	Persepolis 1	Marjane Satrapi	4.3	Excellent	Tier_9	true	12	Simple	2	1	15	false	null	Standard	false	false	High
534	17.5	23,496,498	Scarred for Life: A Boy's Brutal Suffering and a Man's Raging Regret	Joel Hunter Gun	4.3	Excellent	Tier_9	true	68	Very Complex	12	1	15	false	null	Subtitle	true	true	High
535	17.6	52,022,378	Sheever's Journal, Diary of a Poison Master	K. Ritz	4.3	Excellent	Tier_9	true	43	Complex	7	1	8	false	null	Standard	false	false	High
536	17.6	153,795	Squire (Protector of the Small, #3)	Tamora Pierce	4.3	Excellent	Tier_9	true	35	Moderate	6	1	13	true	3	Series	false	false	High
537	17.6	11,557	Swan Song	Robert McCammon	4.3	Excellent	Tier_9	true	9	Simple	2	1	15	false	null	Standard	false	false	High
538	17.7	234,730,056	The Dog Walker: Secrets (A Dog Walker Novel #1)	D.L. Maddox	4.3	Excellent	Tier_9	true	47	Complex	9	1	11	true	1	Series_Subtitle	true	false	High
539	17.7	53,138,081	The Four Winds	Kristin Hannah	4.3	Excellent	Tier_9	true	14	Simple	3	1	14	false	null	Standard	false	false	High
540	17.7	27,904,311	The Hammer of Thor (Magnus Chase and the Gods of Asgard, #2)	Rick Riordan	4.3	Excellent	Tier_9	true	60	Complex	12	1	12	true	2	Series	false	false	High
541	17.8	38,376,046	The Huntress	Kate Quinn	4.3	Excellent	Tier_9	true	12	Simple	2	1	10	false	null	Standard	false	false	High
542	17.8	783,031	The Invisible Actor	Yoshi Oida	4.3	Excellent	Tier_9	true	19	Simple	3	1	10	false	null	Standard	false	false	High
543	17.8	172,366	The Library of Babel	Jorge Luis Borges	4.3	Excellent	Tier_9	true	20	Simple	4	1	17	false	null	Standard	false	true	High
544	17.9	18,872,437	The Millionaire Fastlane: Crack the Code to Wealth and Live Rich for a Lifetime!	M.J. DeMarco	4.3	Excellent	Tier_9	true	80	Very Complex	14	1	12	false	null	Subtitle	true	false	High
545	17.9	159,019	The Only Alien on the Planet	Kristen D. Randle	4.3	Excellent	Tier_9	true	28	Moderate	6	1	17	false	null	Standard	false	true	High
546	17.9	208,051,245	The Three Witches and The Master	Max Nowaz	4.3	Excellent	Tier_9	true	32	Moderate	6	1	9	false	null	Standard	false	false	High
547	18	5,321,699	The Twelve Kingdoms: The Vast Spread of the Seas (The Twelve Kingdoms, #3)	Fuyumi Ono	4.3	Excellent	Tier_9	true	74	Very Complex	13	1	10	true	3	Series_Subtitle	true	false	High
548	18	9,662,386	Tiger's Quest (The Tiger Saga, #2)	Colleen Houck	4.3	Excellent	Tier_9	true	34	Moderate	6	1	13	true	2	Series	false	false	High
549	18	216,151,199	Unlock Your Deliverance: Keys to Freedom From Demonic Oppression	Kathryn Krick	4.3	Excellent	Tier_9	true	64	Very Complex	9	1	13	false	null	Subtitle	true	false	High
550	18.1	1,268,479	Warbreaker	Brandon Sanderson	4.3	Excellent	Tier_9	true	10	Simple	1	1	17	false	null	Standard	false	false	High
551	18.1	7,620,438	শ্রীকান্ত	Sarat Chandra Chattopadhyay	4.3	Excellent	Tier_9	true	9	Simple	1	1	27	false	null	Standard	false	true	High
552	18.1	40,916,679	A Good Girl's Guide to Murder (A Good Girl's Guide to Murder, #1)	Holly Jackson	4.29	Excellent	Tier_9	true	65	Very Complex	13	1	14	true	1	Series	false	false	High
553	18.2	475,166	Best Of Ruskin Bond	Ruskin Bond	4.29	Excellent	Tier_9	true	19	Simple	4	1	11	false	null	Standard	false	false	High
554	18.2	36,160,867	Child of Creation (Then Came A King, #1)	Robert Donohue	4.29	Excellent	Tier_9	true	40	Moderate	8	1	14	true	1	Series	false	false	High
555	18.2	19,548,967	Cracked Hearts	Linda Masemore Pirrung	4.29	Excellent	Tier_9	true	14	Simple	2	1	22	false	null	Standard	false	true	High
556	18.3	13,588,356	Daring Greatly: How the Courage to Be Vulnerable Transforms the Way We Live, Love, Parent, and Lead	Brené Brown	4.29	Excellent	Tier_9	true	99	Very Complex	17	1	11	false	null	Subtitle	true	false	High
557	18.3	43,419,431	Dune (Dune #1)	Frank Herbert	4.29	Excellent	Tier_9	true	14	Simple	3	1	13	true	1	Series	false	false	High
558	18.3	239,874	Execution by Hunger: The Hidden Holocaust	Miron Dolot	4.29	Excellent	Tier_9	true	41	Complex	6	1	11	false	null	Subtitle	true	false	High
559	18.4	33,946,361	Firestarters: How Innovators, Instigators, and Initiators Can Inspire You to Ignite Your Own Life	Raoul Davis Jr.	4.29	Excellent	Tier_9	true	97	Very Complex	14	1	15	false	null	Subtitle	true	true	High
560	18.4	833,205	Gotrek & Felix: The First Omnibus	William King	4.29	Excellent	Tier_9	true	33	Moderate	6	1	13	false	null	Subtitle	true	false	High
561	18.4	767,680	If You Give a Mouse a Cookie	Laura Joffe Numeroff	4.29	Excellent	Tier_9	true	28	Moderate	7	1	20	false	null	Standard	false	true	High
562	18.5	13,412,515	Law Man (Dream Man, #3)	Kristen Ashley	4.29	Excellent	Tier_9	true	23	Moderate	5	1	14	true	3	Series	false	false	High
563	18.5	682,596	Moominsummer Madness (The Moomins, #5)	Tove Jansson	4.29	Excellent	Tier_9	true	38	Moderate	5	1	12	true	5	Series	false	false	High
564	18.5	31,193,687	Of the Flame, Poems - Volume 15	Wendy E. Slater	4.29	Excellent	Tier_9	true	31	Moderate	7	1	15	false	null	Standard	false	true	High
565	18.6	6,950,688	Only the Good Spy Young (Gallagher Girls, #4)	Ally Carter	4.29	Excellent	Tier_9	true	45	Complex	8	1	11	true	4	Series	false	false	High
566	18.6	34,713,953	Path of a Novice (The Silvan, #1)	R.K. Lander	4.29	Excellent	Tier_9	true	33	Moderate	7	1	11	true	1	Series	false	false	High
567	18.6	100,452,497	Poems from Still Waters Running Deep	Emma McClain	4.29	Excellent	Tier_9	true	36	Moderate	6	1	12	false	null	Standard	false	false	High
568	18.7	17,118,901	Politics and the English Language	George Orwell	4.29	Excellent	Tier_9	true	33	Moderate	5	1	13	false	null	Standard	false	false	High
569	18.7	28,601,213	Presidential Agent (The Lanny Budd Novels Book 5)	Upton Sinclair	4.29	Excellent	Tier_9	true	49	Complex	8	1	14	false	null	Standard	false	false	High
570	18.7	1,885	Pride and Prejudice	Jane Austen	4.29	Excellent	Tier_9	true	19	Simple	3	1	11	false	null	Standard	false	false	High
571	18.8	200,724,335	SMILES FOR THE HOLIDAYS: Silly Seasonal Short Stories	Nancy O'Meara	4.29	Excellent	Tier_9	true	53	Complex	8	1	13	false	null	Subtitle	true	false	High
572	18.8	2,494,204	Salvation in Death (In Death, #27)	J.D. Robb	4.29	Excellent	Tier_9	true	34	Moderate	6	1	9	true	27	Series	false	false	High
573	18.8	8,435,445	Scorpia Rising (Alex Rider, #9)	Anthony Horowitz	4.29	Excellent	Tier_9	true	31	Moderate	5	1	16	true	9	Series	false	false	High
574	18.9	34,640,476	Socialism Is Dead! Long Live Socialism!: The Marx Code—Socialism with a Human Face:	Todor Bombov	4.29	Excellent	Tier_9	true	83	Very Complex	13	1	12	false	null	Subtitle	true	false	High
575	18.9	57,223,099	Surviving Chaos: How I Found Peace at A Beach Bar	Author Harold Phifer	4.29	Excellent	Tier_9	true	49	Complex	10	1	20	false	null	Subtitle	true	true	High
576	18.9	45,857,086	The Burning God (The Poppy War, #3)	R.F. Kuang	4.29	Excellent	Tier_9	true	35	Moderate	7	1	10	true	3	Series	false	false	High
577	18.9	47,730	The Complete Poems	Anne Sexton	4.29	Excellent	Tier_9	true	18	Simple	3	1	11	false	null	Standard	false	false	High
578	19	4,625	The Complete Short Stories of Ernest Hemingway	Ernest Hemingway	4.29	Excellent	Tier_9	true	46	Complex	7	1	16	false	null	Standard	false	false	High
579	19	7,519,472	The Darkest Lie (Lords of the Underworld, #6)	Gena Showalter	4.29	Excellent	Tier_9	true	45	Complex	8	1	14	true	6	Series	false	false	High
580	19	30,833	The Death and Life of Great American Cities	Jane Jacobs	4.29	Excellent	Tier_9	true	43	Complex	8	1	11	false	null	Standard	false	false	High
581	19.1	24,488,476	The Fate of Ten (Lorien Legacies, #6)	Pittacus Lore	4.29	Excellent	Tier_9	true	37	Moderate	7	1	13	true	6	Series	false	false	High
582	19.1	19,161,852	The Fifth Season	N.K. Jemisin	4.29	Excellent	Tier_9	true	16	Simple	3	1	12	false	null	Standard	false	false	High
583	19.1	9,328	The House of the Spirits	Isabel Allende	4.29	Excellent	Tier_9	true	24	Moderate	5	1	14	false	null	Standard	false	false	High
584	19.2	60,683,317	The Killing God (The Great God's War Book 3)	Stephen R. Donaldson	4.29	Excellent	Tier_9	true	44	Complex	9	1	20	false	null	Standard	false	true	High
585	19.2	59,717,828	The Sacred Well Murders (Mary Wandwalker #1)	Susan Rowland	4.29	Excellent	Tier_9	true	44	Complex	7	1	14	true	1	Series	false	false	High
586	19.2	590,652	The Slight Edge	Jeff Olson	4.29	Excellent	Tier_9	true	15	Simple	3	1	10	false	null	Standard	false	false	High
587	19.3	2,047,408	The Steel Wave (World War II: 1939-1945, #2)	Jeff Shaara	4.29	Excellent	Tier_9	true	44	Complex	8	1	11	true	2	Series_Subtitle	true	false	High
588	19.3	55,878,999	The Sunbearer Trials (The Sunbearer Duology, #1)	Aiden Thomas	4.29	Excellent	Tier_9	true	48	Complex	7	1	12	true	1	Series	false	false	High
589	19.3	35,297,106	The Terminal List (Terminal List, #1)	Jack Carr	4.29	Excellent	Tier_9	true	37	Moderate	6	1	9	true	1	Series	false	false	High
590	19.4	27,326	The Wall	John Hersey	4.29	Excellent	Tier_9	true	8	Simple	2	1	11	false	null	Standard	false	false	High
591	19.4	42,696	Trinity	Leon Uris	4.29	Excellent	Tier_9	true	7	Simple	1	1	9	false	null	Standard	false	false	High
592	19.4	568,099	Waylander (The Drenai Saga #3)	David Gemmell	4.29	Excellent	Tier_9	true	30	Moderate	5	1	13	true	3	Series	false	false	High
593	19.5	15,782,537	დიონისოს ღიმილი	Konstantine Gamsakhurdia	4.29	Excellent	Tier_9	true	15	Simple	2	1	24	false	null	Standard	false	false	High
594	19.5	56,594	A Severe Mercy: A Story of Faith, Tragedy, and Triumph	Sheldon Vanauken	4.28	Excellent	Tier_8	true	54	Complex	10	1	16	false	null	Subtitle	true	false	Above Average
595	19.5	1,299,680	Alfie Gets In First	Shirley Hughes	4.28	Excellent	Tier_8	true	19	Simple	4	1	14	false	null	Standard	false	false	Above Average
596	19.6	18,693,910	Barbarian Days: A Surfing Life	William Finnegan	4.28	Excellent	Tier_8	true	30	Moderate	5	1	16	false	null	Subtitle	true	false	Above Average
597	19.6	153,779	Bloodhound (Beka Cooper, #2)	Tamora Pierce	4.28	Excellent	Tier_8	true	28	Moderate	4	1	13	true	2	Series	false	false	Above Average
598	19.6	125,373,512	Boy of Chaotic Making (Whimbrel House, #3)	Charlie N. Holmberg	4.28	Excellent	Tier_8	true	42	Complex	7	1	19	true	3	Series	false	true	Above Average
599	19.7	7,144	Crime and Punishment	Fyodor Dostoevsky	4.28	Excellent	Tier_8	true	20	Simple	3	1	17	false	null	Standard	false	false	Above Average
600	19.7	55,401	Deadhouse Gates (Malazan Book of the Fallen, #2)	Steven Erikson	4.28	Excellent	Tier_8	true	48	Complex	8	1	14	true	2	Series	false	false	Above Average

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