Datasets:

codealchemist01
/

goodreads-books

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	0	56,859,736	Metaphysics of Sound	Nataša Pantović	4.93	Excellent	Tier_10	true	20	Simple	3	1	15	false	null	Standard	false	false	High
2	0.1	41,212,190	Learn Spanish with stories and audios as workbook. Spanish language course for beginners and advanced learners.: Spanish made simple. (SPRAUCH nº 1) (Spanish Edition)	Anton Hager	4.92	Excellent	Tier_10	true	166	Very Complex	24	1	11	false	null	Subtitle	true	false	High
3	0.1	38,479,831	Rivers Never Fill The Sea	Giselle V. Steele	4.88	Excellent	Tier_10	true	25	Moderate	5	1	17	false	null	Standard	false	true	High
4	0.1	29,380,718	Secret of the Cassin's Family Curse (Castle of Mysteries, #1)	Julie-Anne Gamble	4.88	Excellent	Tier_10	true	61	Very Complex	10	1	17	true	1	Series	false	false	High
5	0.2	35,514,861	What Healing Should Be: How to relieve pain and stop suffering	George Alexandru	4.88	Excellent	Tier_10	true	62	Very Complex	11	1	17	false	null	Subtitle	true	false	High
6	0.2	40,411,261	Grassin (Creators of Six, #2)	Jacob L. White	4.87	Excellent	Tier_10	true	29	Moderate	5	1	14	true	2	Series	false	true	High
7	0.2	34,094,311	Eternity Fades (Tainted Souls, #2)	Katelyn Anderson	4.81	Excellent	Tier_10	true	34	Moderate	5	1	16	true	2	Series	false	false	High
8	0.3	28,692,401	The Fairway (Super Indy, #2)	Alex Letner	4.81	Excellent	Tier_10	true	28	Moderate	5	1	11	true	2	Series	false	false	High
9	0.3	51,343,629	The Bible Recap: A One-Year Guide to Reading and Understanding the Entire Bible	Tara-Leigh Cobble	4.79	Excellent	Tier_10	true	79	Very Complex	13	1	17	false	null	Subtitle	true	false	High
10	0.3	28,175,937	Quantos Rising	Venancio Cadle Gomani Jr.	4.78	Excellent	Tier_10	true	14	Simple	2	1	25	false	null	Standard	false	true	High
11	0.4	37,887,580	All the Young Dudes	MsKingBean89	4.77	Excellent	Tier_10	true	19	Simple	4	1	12	false	null	Standard	false	false	High
12	0.4	59,742,204	Heaven Official's Blessing: Tian Guan Ci Fu (Novel) Vol. 4	Mò Xiāng Tóng Xiù	4.76	Excellent	Tier_10	true	58	Complex	10	1	17	false	null	Subtitle	true	true	High
13	0.4	15,800,525	Nausicaä of the Valley of the Wind: The Complete Series	Hayao Miyazaki	4.76	Excellent	Tier_10	true	55	Complex	10	1	14	false	null	Subtitle	true	false	High
14	0.5	36,145,521	Black Mirrors of the Soul (A Throne of Souls #2)	Charles W. McDonald Jr.	4.75	Excellent	Tier_10	true	48	Complex	10	1	23	true	2	Series	false	true	High
15	0.5	34,108,887	Action Words: Journey of a Journalist	Shaune Bordere	4.73	Excellent	Tier_10	true	37	Moderate	6	1	14	false	null	Subtitle	true	false	High
16	0.5	43,175,143	Easy Money Management: A Give and Save 3-6-5 Approach to Personal Finance	Laurick Ingram	4.73	Excellent	Tier_10	true	73	Very Complex	12	1	14	false	null	Subtitle	true	false	High
17	0.6	61,215,542	Leon the Lion	Julie Mannino	4.73	Excellent	Tier_10	true	13	Simple	3	1	13	false	null	Standard	false	false	High
18	0.6	60,743,324	The Cheat Code (Wisdom Revolution, #3)	Misba	4.73	Excellent	Tier_10	true	38	Moderate	6	1	5	true	3	Series	false	false	High
19	0.6	23,493,509	Meditation: Insights and Inspirations	Amit Ray	4.72	Excellent	Tier_10	true	37	Moderate	4	1	8	false	null	Subtitle	true	false	High
20	0.7	217,012,882	The Lost Artefacts - The Complete Collection	Johnathon Nicolaou	4.72	Excellent	Tier_10	true	44	Complex	7	1	18	false	null	Standard	false	false	High
21	0.7	35,295,478	A Butler Christmas	Rahiem Brooks	4.71	Excellent	Tier_10	true	18	Simple	3	1	13	false	null	Standard	false	false	High
22	0.7	59,715	The Authoritative Calvin and Hobbes: A Calvin and Hobbes Treasury	Bill Watterson	4.7	Excellent	Tier_10	true	65	Very Complex	10	1	14	false	null	Subtitle	true	false	High
23	0.8	59,684,966	The Oldest Dance (Wisdom Revolution, #2)	Misba	4.7	Excellent	Tier_10	true	40	Moderate	6	1	5	true	2	Series	false	false	High
24	0.8	50,196,744	Know My Name	Chanel Miller	4.69	Excellent	Tier_10	true	12	Simple	3	1	13	false	null	Standard	false	false	High
25	0.8	61,303,699	The High Auction (Wisdom Revolution, #1)	Misba	4.69	Excellent	Tier_10	true	40	Moderate	6	1	5	true	1	Series	false	false	High
26	0.9	58,695,931	The High Auction (Wisdom Revolution, #1)	Misba	4.69	Excellent	Tier_10	true	40	Moderate	6	1	5	true	1	Series	false	false	High
27	0.9	56,925,511	All The Young Dudes - Volume One: Years 1 - 4 (All The Young Dudes, #1)	MsKingBean89	4.68	Excellent	Tier_10	true	71	Very Complex	16	1	12	true	1	Series_Subtitle	true	false	High
28	0.9	42,794,237	Down and Rising	Rohith S. Katbamna	4.68	Excellent	Tier_10	true	15	Simple	3	1	18	false	null	Standard	false	true	High
29	1	43,256,454	Earth-chan and Friends	Tamuna Tsertsvadze	4.68	Excellent	Tier_10	true	22	Moderate	3	1	18	false	null	Standard	false	false	High
30	1	40,505,278	Brother Bewildered (The Shattered Isles #2)	Taylor Galen Kadee	4.67	Excellent	Tier_10	true	43	Complex	6	1	18	true	2	Series	false	true	High
31	1	58,825,608	Heaven Official's Blessing: Tian Guan Ci Fu (Novel) Vol. 3	Mò Xiāng Tóng Xiù	4.67	Excellent	Tier_10	true	58	Complex	10	1	17	false	null	Subtitle	true	true	High
32	1.1	32,186,912	Lady Thatcher's Wink	David Arscott	4.67	Excellent	Tier_10	true	20	Simple	3	1	13	false	null	Standard	false	false	High
33	1.1	16,008,816	Shattered Visions Haunted Memories (Valentine/Petrilo #3)	Reyna Hawk	4.67	Excellent	Tier_10	true	57	Complex	6	1	10	true	3	Series	false	false	High
34	1.1	21,087,859	Verse for Ages	Colleen Thatcher	4.67	Excellent	Tier_10	true	14	Simple	3	1	16	false	null	Standard	false	false	High
35	1.1	30,516,259	Ποιήματα, 1943-1974	Έκτωρ Κακναβάτος	4.67	Excellent	Tier_10	true	19	Simple	2	1	16	false	null	Standard	false	false	High
36	1.2	46,292	The Divan	Hafiz	4.66	Excellent	Tier_10	true	9	Simple	2	1	5	false	null	Standard	false	false	High
37	1.2	57,838,238	Jesus Listens: Daily Devotional Prayers of Peace, Joy, and Hope (A 365-Day Prayer Book)	Sarah Young	4.65	Excellent	Tier_10	true	87	Very Complex	14	1	12	false	null	Subtitle	true	false	High
38	1.2	41,745,995	Long Live Phoenixes	Jasmine Farrell	4.65	Excellent	Tier_10	true	19	Simple	3	1	15	false	null	Standard	false	false	High
39	1.3	26,198,109	Louder Than a Whisper: Clearer Than a Bell	Renée Paule	4.65	Excellent	Tier_10	true	42	Complex	8	1	11	false	null	Subtitle	true	false	High
40	1.3	50,659,468	A Court of Mist and Fury (A Court of Thorns and Roses, #2)	Sarah J. Maas	4.64	Excellent	Tier_10	true	58	Complex	13	1	13	true	2	Series	false	true	High
41	1.3	34,452,234	Fallen from Grace	Nikki Landis	4.64	Excellent	Tier_10	true	17	Simple	3	1	12	false	null	Standard	false	false	High
42	1.4	58,705,562	Heaven Official's Blessing: Tian Guan Ci Fu (Novel) Vol. 2	Mò Xiāng Tóng Xiù	4.64	Excellent	Tier_10	true	58	Complex	10	1	17	false	null	Subtitle	true	true	High
43	1.4	27,273,806	The Book of Jubilees	Eric M. Black	4.64	Excellent	Tier_10	true	20	Simple	4	1	13	false	null	Standard	false	true	High
44	1.4	15,781,600	The Daughter of Ares Chronicles: The Complete Trilogy	Shannon McRoberts	4.64	Excellent	Tier_10	true	54	Complex	8	1	17	false	null	Subtitle	true	false	High
45	1.5	31,289,593	Una corte de niebla y furia (Una corte de rosas y espinas, #2)	Sarah J. Maas	4.64	Excellent	Tier_10	true	62	Very Complex	13	1	13	true	2	Series	false	true	High
46	1.5	9,814,682	A Song of Ice and Fire (A Song of Ice and Fire, #1-4)	George R.R. Martin	4.63	Excellent	Tier_10	true	53	Complex	13	1	18	false	1	Standard	false	true	High
47	1.5	76,713,323	Empire of Storms (Throne of Glass, #5)	Sarah J. Maas	4.63	Excellent	Tier_10	true	38	Moderate	7	1	13	true	5	Series	false	true	High
48	1.6	35,427,188	Horn-Horn (Horn-Horn, #1)	A.D.T. McLellan	4.63	Excellent	Tier_10	true	25	Moderate	3	1	15	true	1	Series	false	false	High
49	1.6	199,567,567	Kyne: Millionaire Monster Daddies Book Three	August St. Clare	4.63	Excellent	Tier_10	true	44	Complex	6	1	16	false	null	Subtitle	true	true	High
50	1.6	17,447,932	Επιτάφιος	Yiannis Ritsos	4.63	Excellent	Tier_10	true	9	Simple	1	1	14	false	null	Standard	false	false	High
51	1.7	9,187,861	Bottle	D.M. Samson	4.62	Excellent	Tier_10	true	6	Simple	1	1	11	false	null	Standard	false	false	High
52	1.7	136,251	Harry Potter and the Deathly Hallows (Harry Potter, #7)	J.K. Rowling	4.62	Excellent	Tier_10	true	55	Complex	9	1	12	true	7	Series	false	false	High
53	1.7	60,044,932	Heaven Official's Blessing: Tian Guan Ci Fu (Novel) Vol. 5	Mò Xiāng Tóng Xiù	4.62	Excellent	Tier_10	true	58	Complex	10	1	17	false	null	Subtitle	true	true	High
54	1.8	29,775,762	Murphy's Path	Madeleyn Questman	4.62	Excellent	Tier_10	true	13	Simple	2	1	17	false	null	Standard	false	false	High
55	1.8	76,707,900	Queen of Shadows (Throne of Glass, #4)	Sarah J. Maas	4.62	Excellent	Tier_10	true	38	Moderate	7	1	13	true	4	Series	false	true	High
56	1.8	43,334,827	Temptation and Denial	Adam Nicke	4.62	Excellent	Tier_10	true	21	Moderate	3	1	10	false	null	Standard	false	false	High
57	1.9	12,274,389	The Dark Tower Series: Books 1-7	Stephen King	4.62	Excellent	Tier_10	true	32	Moderate	6	1	19	false	null	Subtitle	true	false	High
58	1.9	55,752,012	The Happily Never After Boxed Set (Happily Never After, #1-5)	Plum Pascal	4.62	Excellent	Tier_10	true	61	Very Complex	10	1	11	false	1	Standard	false	false	High
59	1.9	58,141,427	The Ultimate Human Secrets - The Hidden Power in our Mysterious Unconscious Knowledge	Ramzi Najjar	4.62	Excellent	Tier_10	true	85	Very Complex	13	1	12	false	null	Standard	false	false	High
60	2	58,027,863	Heartstopper: Volume 1-4	Alice Oseman	4.61	Excellent	Tier_10	true	24	Moderate	3	1	12	false	null	Subtitle	true	false	High
61	2	30	J.R.R. Tolkien 4-Book Boxed Set: The Hobbit and The Lord of the Rings	J.R.R. Tolkien	4.61	Excellent	Tier_10	true	69	Very Complex	13	1	14	false	null	Subtitle	true	false	High
62	2	27,265,224	Mindfulness Living in the Moment - Living in the Breath	Amit Ray	4.61	Excellent	Tier_10	true	55	Complex	10	1	8	false	null	Standard	false	false	High
63	2.1	5,546	The Feynman Lectures on Physics	Richard P. Feynman	4.61	Excellent	Tier_10	true	31	Moderate	5	1	18	false	null	Standard	false	true	High
64	2.1	18,713,259	Worm (Parahumans, #1)	Wildbow	4.6	Excellent	Tier_10	true	21	Moderate	3	1	7	true	1	Series	false	false	High
65	2.1	38,242,136	A Middle-Earth Traveler: Sketches from Bag End to Mordor	John Howe	4.58	Excellent	Tier_10	true	56	Complex	9	1	10	false	null	Subtitle	true	false	High
66	2.2	56,060,300	Heartstopper: Volume Four (Heartstopper, #4)	Alice Oseman	4.58	Excellent	Tier_10	true	44	Complex	5	1	12	true	4	Series_Subtitle	true	false	High
67	2.2	15,232,939	New Yesterdays	Jim L. Wright	4.58	Excellent	Tier_10	true	14	Simple	2	1	13	false	null	Standard	false	true	High
68	2.2	43,537,359	Not Just Yet. Egypt 2011: News - Incidents - Causes	Mohamed Abdel-Maksoud	4.58	Excellent	Tier_10	true	51	Complex	10	1	21	false	null	Subtitle	true	false	High
69	2.3	15,767,586	Styxx (Dark-Hunter, #22)	Sherrilyn Kenyon	4.58	Excellent	Tier_10	true	24	Moderate	3	1	16	true	22	Series	false	false	High
70	2.3	838,729	The Return of the King (The Lord of the Rings, #3)	J.R.R. Tolkien	4.58	Excellent	Tier_10	true	50	Complex	11	1	14	true	3	Series	false	false	High
71	2.3	95,617	A Voice in the Wind (Mark of the Lion, #1)	Francine Rivers	4.57	Excellent	Tier_10	true	42	Complex	10	1	16	true	1	Series	false	false	High
72	2.4	27,840,861	Crooked Kingdom (Six of Crows, #2)	Leigh Bardugo	4.57	Excellent	Tier_10	true	34	Moderate	6	1	13	true	2	Series	false	false	High
73	2.4	201,535,408	Dark Voyage Matters of the Mind (The Children of the Gods #78)	I.T. Lucas	4.57	Excellent	Tier_10	true	62	Very Complex	12	1	10	true	78	Series	false	false	High
74	2.4	59,808,349	Desperation in Death (In Death, #55)	J.D. Robb	4.57	Excellent	Tier_10	true	36	Moderate	6	1	9	true	55	Series	false	false	High
75	2.5	217,907,238	Journey's Paradox (Journey Russo FBI Mystery #6)	Mary Stone	4.57	Excellent	Tier_10	true	48	Complex	7	1	10	true	6	Series	false	false	High
76	2.5	256,008	Lonesome Dove (Lonesome Dove, #1)	Larry McMurtry	4.57	Excellent	Tier_10	true	33	Moderate	5	1	14	true	1	Series	false	false	High
77	2.5	12,127,810	The House of Hades (The Heroes of Olympus, #4)	Rick Riordan	4.57	Excellent	Tier_10	true	46	Complex	9	1	12	true	4	Series	false	false	High
78	2.6	210,137,100	Your Story Has a Villain: Identify Spiritual Warfare and Learn How to Defeat the Enemy	Jonathan "JP" Pokluda	4.57	Excellent	Tier_10	true	86	Very Complex	15	1	21	false	null	Subtitle	true	true	High
79	2.6	17,961	Collected Fictions	Jorge Luis Borges	4.56	Excellent	Tier_10	true	18	Simple	2	1	17	false	null	Standard	false	true	High
80	2.6	30,199,925	Dawn of the Magi	Donald Morrison	4.56	Excellent	Tier_10	true	16	Simple	4	1	17	false	null	Standard	false	false	High
81	2.7	30,242,931	Nineteen Cuts	Ringo Gene Hayden	4.56	Excellent	Tier_10	true	13	Simple	2	1	17	false	null	Standard	false	true	High
82	2.7	401,060	Poesía completa	Alejandra Pizarnik	4.56	Excellent	Tier_10	true	15	Simple	2	1	18	false	null	Standard	false	false	High
83	2.7	33,118,833	Stiger (Tales of the Seventh #1)	Marc Alan Edelheit	4.56	Excellent	Tier_10	true	32	Moderate	6	1	18	true	1	Series	false	true	High
84	2.8	8,118,364	Sunan Abu Dawud	أبو داود السجستاني	4.56	Excellent	Tier_10	true	15	Simple	3	1	18	false	null	Standard	false	true	High
85	2.8	40,640,622	The Birth of Death (The Wages of Sin, #4)	L.E. Parker	4.56	Excellent	Tier_10	true	41	Complex	9	1	12	true	4	Series	false	false	High
86	2.8	352,965	Fire of the Covenant: The Story of the Willie and Martin Handcart Companies	Gerald N. Lund	4.55	Excellent	Tier_10	true	75	Very Complex	13	1	14	false	null	Subtitle	true	true	High
87	2.9	7,809,619	Going Green Without Going Broke	Diedra "DD" Holley	4.55	Excellent	Tier_10	true	31	Moderate	5	1	18	false	null	Standard	false	true	High
88	2.9	464,260	The Fire Next Time	James Baldwin	4.55	Excellent	Tier_10	true	18	Simple	4	1	13	false	null	Standard	false	false	High
89	2.9	23,456,237	The King's Scrolls (Ilyon Chronicles, #2)	Jaye L. Knight	4.55	Excellent	Tier_10	true	41	Complex	6	1	14	true	2	Series	false	true	High
90	3	115,929	The New American Bible	Anonymous	4.55	Excellent	Tier_10	true	22	Moderate	4	1	9	false	null	Standard	false	false	High
91	3	25,930,928	Twisted	Anna Gallegos	4.55	Excellent	Tier_10	true	7	Simple	1	1	13	false	null	Standard	false	false	High
92	3	25,798,170	Twisted (Sinister Tales, #2)	Anna Gallegos	4.55	Excellent	Tier_10	true	28	Moderate	4	1	13	true	2	Series	false	false	High
93	3.1	1,262,434	Drenai Tales: Volume Two (Drenai Tales, #4-6)	David Gemmell	4.54	Excellent	Tier_10	true	46	Complex	7	1	13	false	4	Subtitle	true	false	High
94	3.1	201,788,158	Echo Road (Mercy Kilpatrick, #9; Bree Taggert, #9)	Kendra Elliot	4.54	Excellent	Tier_10	true	50	Complex	8	1	13	true	9	Series	false	false	High
95	3.1	7,387,900	Gazing Into the Eternal	Belzebuub	4.54	Excellent	Tier_10	true	23	Moderate	4	1	9	false	null	Standard	false	false	High
96	3.2	49,006	The Darkest Hour (Warriors, #6)	Erin Hunter	4.54	Excellent	Tier_10	true	31	Moderate	5	1	11	true	6	Series	false	false	High
97	3.2	43,746,510	The Dawn of Evil (The Wages of Sin, #5)	L.E. Parker	4.54	Excellent	Tier_10	true	39	Moderate	9	1	12	true	5	Series	false	false	High
98	3.2	40,542,933	The Fall of Innocence (The Wages of Sin, #3)	L.E. Parker	4.54	Excellent	Tier_10	true	44	Complex	9	1	12	true	3	Series	false	false	High
99	3.3	40,899,464	The Things We Cannot Say	Kelly Rimmer	4.54	Excellent	Tier_10	true	24	Moderate	5	1	12	false	null	Standard	false	false	High
100	3.3	956,323	Le Comte de Monte-Cristo I (Le Comte de Monte-Cristo, #1 of 2)	Alexandre Dumas	4.53	Excellent	Tier_10	true	63	Very Complex	12	1	15	false	1	Standard	false	false	High

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Goodreads Books Dataset

Dataset Description

A comprehensive dataset of books scraped from Goodreads, including ratings, authors, titles, and various book characteristics.

This dataset contains 3045 books with 20 features each, scraped from Goodreads. It's perfect for:

📚 Book recommendation systems
📊 Literary data analysis
🤖 Machine learning projects
📈 Rating prediction models
🔍 Book discovery algorithms

Dataset Structure

Features

Column	Type	Description
rank	int64	Book rank
percentile_rank	float64	Book percentile rank
book_id	int64	Book book id
title	object	Book title
author	object	Book author
rating	float64	Book rating
rating_category	object	Book rating category
rating_tier	object	Book rating tier
is_high_rated	bool	Book is high rated
title_length	int64	Book title length
title_complexity	object	Book title complexity
word_count	int64	Book word count
author_count	int64	Book author count
author_name_length	int64	Book author name length
has_series_info	bool	Book has series info
series_number	float64	Book series number
title_type	object	Book title type
has_subtitle	bool	Book has subtitle
has_middle_name	bool	Book has middle name
estimated_popularity	object	Book estimated popularity

Statistics

Total Records: 3,045
File Size: 0.43 MB
Data Quality: 97.0% complete
Average Rating: 4.06
Rating Range: 0.00 - 4.93

Usage

from datasets import load_dataset

# Load the dataset
dataset = load_dataset("codealchemist01/goodreads-books")

# Access the data
df = dataset['train'].to_pandas()
print(df.head())

Data Collection

The data was collected through web scraping of Goodreads.com using ethical scraping practices:

Respectful rate limiting
Robots.txt compliance
No personal user data collected

Citation

If you use this dataset in your research, please cite:

@dataset{goodreads_books_2025,
  title={Goodreads Books Dataset},
  author={Kutay Ahin},
  year={2025},
  url={https://huggingface.co/datasets/codealchemist01/goodreads-books}
}

License

This dataset is released under the CC0 1.0 Universal License.

Downloads last month: 173

Size of downloaded dataset files:

452 kB

Size of the auto-converted Parquet files:

201 kB

Number of rows:

3,045