Discover Data Preparation and Exploration: Applied to Healthcare Data by Robert Hoyt.
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Overview: Data scientists spend more than two-thirds of their time cleaning, preparing, exploring, and visualizing data before it is ready for modeling and mining. This textbook covers the important steps of data preparation and exploration that anyone who deals with data should know. The data preparation and exploration methods we include are spreadsheet and statistics package approaches, as well as the programming languages R and Python. The reader is introduced to the free stat packages Jamovi and BlueSky Statistics. Multiple techniques for data visualization are presented. Medical datasets are used for demonstrations and student exercises. Importantly, chapter content is supplemented with YouTube videos. Chapters are well referenced and there is a chapter on health data resources so the reader can find data to prepare and explore on their own. This textbook is an excellent companion text for our other textbook Introduction to Biomedical Data Science.Prominent issues such as how to handle missing data and imbalanced datasets are covered along with sections on descriptive statistics, visualization, correlations, handling duplicates and outliers, scaling, standardization, and much more.Chapters are as follows:* The importance of Data Preparation and Exploration* Data preparation* Data exploration* Automated data preparation and exploration* Healthcare data resources
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Robert Hoyt is the author of several novels. Originally from the East Coast, they now live in the Midwest with family. In addition to writing, Robert Hoyt enjoys gardening, cooking, and reading way past bedtime. Their work often explores the complexities of everyday life and human relationships.
Pretty good overall. Writing is good, just wish there was a bit more depth in certain parts. Still kept my attention though. Enjoyable weekend read.
Nicholas ClarkJune 20, 2024
Finished it in a couple of days. The writing style is very engaging. It’s easy to follow but still has a lot of depth. Will be looking for more from this author.
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James CruzJune 02, 2025
Good, but not quite perfect. Writing is good, just wish there was a bit more depth in certain parts. Still kept my attention though. Enjoyable weekend read.
David TaylorAugust 31, 2024
Pretty good overall. It held my attention, even if a few things were a little predictable. Not bad at all.
Kenneth GarciaDecember 06, 2024
Honestly one of the better books I've read lately. I got really invested in the main character's journey. Everything just clicked for me. Worth the time and money.
Andrew HillJanuary 18, 2025
I was pleasantly surprised. The pacing was spot on and the characters felt real. I didn't find myself getting bored at any point. Worth the time and money.
Kenneth TorresJuly 07, 2024
An average read for me. The writing was fine, but I didn't feel very connected to the characters. They felt a bit flat. Probably won't read it again, but it was an okay way to pass the time.
Anthony AdamsJune 23, 2025
Pretty good overall. Interesting premise and executed fairly well. Just a few slow chapters here and there. Still a good book.
Mary RiveraSeptember 11, 2024
Pretty good overall. It held my attention, even if a few things were a little predictable. I'd probably recommend it to a friend.
Carol GomezJuly 10, 2025
Finished it in a couple of days. The writing style is very engaging. It’s easy to follow but still has a lot of depth. Would probably read it again at some point.
Cynthia BrownJanuary 11, 2025
Finished it in a couple of days. The writing style is very engaging. It’s easy to follow but still has a lot of depth. Will be looking for more from this author.
Thomas TorresDecember 12, 2024
Pretty good overall. Writing is good, just wish there was a bit more depth in certain parts. Still kept my attention though. A solid 4 stars from me.
Paul SmithJuly 30, 2024
Glad someone recommended this to me. The author did a great job wrapping everything up at the end. No weird plot holes left behind. Would probably read it again at some point.
Jennifer CruzOctober 19, 2025
It was okay. The writing was fine, but I didn't feel very connected to the characters. They felt a bit flat. Probably won't read it again, but it was an okay way to pass the time.
Melissa RamirezFebruary 17, 2025
Good, but not quite perfect. Writing is good, just wish there was a bit more depth in certain parts. Still kept my attention though. Enjoyable weekend read.
Linda CruzMay 31, 2025
Took me a few chapters to get into it, but it was worth it. Writing is good, just wish there was a bit more depth in certain parts. Still kept my attention though. A solid 4 stars from me.
Gary BrownMarch 04, 2024
Such a great read. The writing style is very engaging. It’s easy to follow but still has a lot of depth. Definitely recommend it if you like this genre.
Nicholas MillerSeptember 28, 2024
Glad someone recommended this to me. I loved how the story unfolded. It kept me guessing without being too confusing. Glad I picked this up.
Nicholas ClarkJanuary 02, 2024
An average read for me. It felt a bit repetitive in the middle. Could have been shorter. Probably won't read it again, but it was an okay way to pass the time.
Susan JacksonOctober 06, 2024
I was pleasantly surprised. The pacing was spot on and the characters felt real. I didn't find myself getting bored at any point. A solid 5/5 for me.
Carol GreenSeptember 21, 2024
Really enjoyed this one. I got really invested in the main character's journey. Everything just clicked for me. Would probably read it again at some point.
David ThomasNovember 15, 2025
Glad someone recommended this to me. The author did a great job wrapping everything up at the end. No weird plot holes left behind. A solid 5/5 for me.
Ashley LeeApril 21, 2024
Finished it in a couple of days. The pacing was spot on and the characters felt real. I didn't find myself getting bored at any point. A solid 5/5 for me.
Karen JonesJune 21, 2024
I liked it for the most part. Interesting premise and executed fairly well. Just a few slow chapters here and there. A solid 4 stars from me.
Lisa ThomasFebruary 11, 2024
Finished it in a couple of days. The writing style is very engaging. It’s easy to follow but still has a lot of depth. Worth the time and money.
Barbara HallMay 03, 2025
Really enjoyed this one. The author did a great job wrapping everything up at the end. No weird plot holes left behind. Worth the time and money.
Melissa SmithAugust 21, 2025
I was pleasantly surprised. I loved how the story unfolded. It kept me guessing without being too confusing. Would probably read it again at some point.
Michael ParkerMarch 30, 2025
Such a great read. I loved how the story unfolded. It kept me guessing without being too confusing. Definitely recommend it if you like this genre.
Linda RobertsMarch 02, 2024
Took me a few chapters to get into it, but it was worth it. Writing is good, just wish there was a bit more depth in certain parts. Still kept my attention though. Not bad at all.
Nicholas MillerDecember 14, 2024
Not bad, but not my favorite. The writing was fine, but I didn't feel very connected to the characters. They felt a bit flat. Probably won't read it again, but it was an okay way to pass the time.
Daniel AdamsAugust 04, 2025
A very satisfying read. I got really invested in the main character's journey. Everything just clicked for me. Definitely recommend it if you like this genre.
James LeeNovember 12, 2025
Finished it in a couple of days. It has a good balance of dialogue and description. Everything felt like it moved at the right speed. A solid 5/5 for me.
Linda SanchezNovember 26, 2025
Really enjoyed this one. I got really invested in the main character's journey. Everything just clicked for me. Glad I picked this up.
Linda SanchezMarch 23, 2024
A very satisfying read. The author did a great job wrapping everything up at the end. No weird plot holes left behind. Will be looking for more from this author.
Richard AllenSeptember 22, 2024
Pretty good overall. Writing is good, just wish there was a bit more depth in certain parts. Still kept my attention though. I'd probably recommend it to a friend.
Melissa DavisJanuary 30, 2025
I liked it for the most part. It held my attention, even if a few things were a little predictable. A solid 4 stars from me.
Jacob RobertsMay 11, 2025
I liked it for the most part. Interesting premise and executed fairly well. Just a few slow chapters here and there. A solid 4 stars from me.
George SanchezMay 24, 2024
Good, but not quite perfect. Writing is good, just wish there was a bit more depth in certain parts. Still kept my attention though. Enjoyable weekend read.
Sarah DavisJune 15, 2025
I was pleasantly surprised. I loved how the story unfolded. It kept me guessing without being too confusing. Definitely recommend it if you like this genre.
Ryan YoungMarch 16, 2024
Glad someone recommended this to me. The pacing was spot on and the characters felt real. I didn't find myself getting bored at any point. Would probably read it again at some point.
Stephanie MartinJune 23, 2024
A solid read. The middle dragged a tiny bit, but the ending totally made up for it. A solid 4 stars from me.
Lisa ThomasMay 25, 2024
A very satisfying read. The author did a great job wrapping everything up at the end. No weird plot holes left behind. Would probably read it again at some point.
Mary LopezAugust 12, 2024
Really enjoyed this one. The author did a great job wrapping everything up at the end. No weird plot holes left behind. Glad I picked this up.
Gary BrownApril 05, 2025
A solid read. The middle dragged a tiny bit, but the ending totally made up for it. A solid 4 stars from me.
Edward PerezJune 24, 2025
Glad someone recommended this to me. The writing style is very engaging. It’s easy to follow but still has a lot of depth. Would probably read it again at some point.
Barbara ThomasAugust 10, 2024
Such a great read. I loved how the story unfolded. It kept me guessing without being too confusing. Definitely recommend it if you like this genre.
Richard KingJanuary 25, 2025
I was pleasantly surprised. It has a good balance of dialogue and description. Everything felt like it moved at the right speed. A solid 5/5 for me.
Donald MartinezFebruary 16, 2024
Not bad, but not my favorite. Some parts were interesting, while others were a bit of a slog to get through. Might work better for someone else, just wasn't completely for me.
Charles NguyenFebruary 04, 2025
Pretty good overall. The middle dragged a tiny bit, but the ending totally made up for it. Still a good book.
Lisa WilliamsApril 03, 2025
A very satisfying read. I got really invested in the main character's journey. Everything just clicked for me. Glad I picked this up.
Susan AllenAugust 15, 2024
Pretty good overall. The middle dragged a tiny bit, but the ending totally made up for it. A solid 4 stars from me.
Laura SanchezApril 15, 2025
Such a great read. I loved how the story unfolded. It kept me guessing without being too confusing. A solid 5/5 for me.
Mary LopezJune 07, 2025
I was pleasantly surprised. It has a good balance of dialogue and description. Everything felt like it moved at the right speed. Definitely recommend it if you like this genre.
Lisa ThomasAugust 29, 2024
Really enjoyed this one. I got really invested in the main character's journey. Everything just clicked for me. Glad I picked this up.
Andrew HallJune 10, 2025
Pretty good overall. Writing is good, just wish there was a bit more depth in certain parts. Still kept my attention though. Not bad at all.
Robert WilliamsJuly 16, 2025
Such a great read. I got really invested in the main character's journey. Everything just clicked for me. Will be looking for more from this author.
Richard NguyenNovember 16, 2025
A very satisfying read. It has a good balance of dialogue and description. Everything felt like it moved at the right speed. Worth the time and money.
Richard GarciaApril 03, 2024
A solid read. I liked the main character, though some of the side plots were just okay. I'd probably recommend it to a friend.
John CarterJune 25, 2025
An average read for me. Some parts were interesting, while others were a bit of a slog to get through. Probably won't read it again, but it was an okay way to pass the time.
Emily TorresSeptember 22, 2025
I was pleasantly surprised. The author did a great job wrapping everything up at the end. No weird plot holes left behind. Will be looking for more from this author.
Karen WilsonOctober 21, 2024
I was pleasantly surprised. The author did a great job wrapping everything up at the end. No weird plot holes left behind. Definitely recommend it if you like this genre.
Andrew ReyesDecember 17, 2024
A solid read. Writing is good, just wish there was a bit more depth in certain parts. Still kept my attention though. Enjoyable weekend read.
Sharon CollinsJuly 04, 2025
Finished it in a couple of days. The writing style is very engaging. It’s easy to follow but still has a lot of depth. Worth the time and money.
Steven ClarkApril 07, 2024
Honestly one of the better books I've read lately. It has a good balance of dialogue and description. Everything felt like it moved at the right speed. A solid 5/5 for me.
Nancy SmithApril 08, 2024
Such a great read. The pacing was spot on and the characters felt real. I didn't find myself getting bored at any point. Worth the time and money.
Sarah GomezNovember 15, 2024
Finished it in a couple of days. I got really invested in the main character's journey. Everything just clicked for me. Glad I picked this up.
Ashley LeeJune 03, 2025
Pretty good overall. The middle dragged a tiny bit, but the ending totally made up for it. A solid 4 stars from me.
Jessica RobertsFebruary 08, 2024
Not bad, but not my favorite. Some parts were interesting, while others were a bit of a slog to get through. A generous 3 stars.
James ThompsonJanuary 31, 2025
Really enjoyed this one. The writing style is very engaging. It’s easy to follow but still has a lot of depth. Glad I picked this up.
Carol EvansAugust 01, 2024
Pretty good overall. The middle dragged a tiny bit, but the ending totally made up for it. Not bad at all.
Richard GarciaSeptember 18, 2024
Pretty good overall. Interesting premise and executed fairly well. Just a few slow chapters here and there. Not bad at all.
Gary SmithApril 01, 2024
Such a great read. I got really invested in the main character's journey. Everything just clicked for me. Glad I picked this up.
James MooreNovember 22, 2024
Finished it in a couple of days. It has a good balance of dialogue and description. Everything felt like it moved at the right speed. Glad I picked this up.
Donald MitchellApril 13, 2025
It was just alright. It had some good moments, but the overall plot felt a bit disjointed in the second half. Might work better for someone else, just wasn't completely for me.
Linda AdamsDecember 13, 2024
A solid read. I liked the main character, though some of the side plots were just okay. Not bad at all.
Ryan DavisNovember 08, 2024
Glad someone recommended this to me. I got really invested in the main character's journey. Everything just clicked for me. Would probably read it again at some point.
Lisa ThomasSeptember 16, 2024
Glad someone recommended this to me. It has a good balance of dialogue and description. Everything felt like it moved at the right speed. Would probably read it again at some point.
Richard MartinezApril 29, 2025
Good, but not quite perfect. It held my attention, even if a few things were a little predictable. I'd probably recommend it to a friend.
Emily SanchezJune 13, 2025
Glad someone recommended this to me. The author did a great job wrapping everything up at the end. No weird plot holes left behind. Glad I picked this up.
Gary SmithSeptember 09, 2025
Honestly one of the better books I've read lately. I loved how the story unfolded. It kept me guessing without being too confusing. A solid 5/5 for me.
Steven LeeAugust 26, 2025
Finished it in a couple of days. The author did a great job wrapping everything up at the end. No weird plot holes left behind. Definitely recommend it if you like this genre.
Jennifer HallAugust 01, 2024
I was pleasantly surprised. The pacing was spot on and the characters felt real. I didn't find myself getting bored at any point. Glad I picked this up.
Gary BrownApril 14, 2024
A solid read. I liked the main character, though some of the side plots were just okay. Not bad at all.
Richard MartinezJanuary 14, 2024
Really enjoyed this one. The pacing was spot on and the characters felt real. I didn't find myself getting bored at any point. A solid 5/5 for me.
Elizabeth LopezJuly 07, 2024
Finished it in a couple of days. The writing style is very engaging. It’s easy to follow but still has a lot of depth. A solid 5/5 for me.
Joshua HillJune 23, 2025
I was pleasantly surprised. I got really invested in the main character's journey. Everything just clicked for me. Will be looking for more from this author.
Charles RiveraMarch 03, 2024
A very satisfying read. I got really invested in the main character's journey. Everything just clicked for me. A solid 5/5 for me.
Jacob ClarkJuly 01, 2024
Glad someone recommended this to me. I got really invested in the main character's journey. Everything just clicked for me. Will be looking for more from this author.
Dorothy SanchezNovember 16, 2025
Finished it in a couple of days. The author did a great job wrapping everything up at the end. No weird plot holes left behind. A solid 5/5 for me.
Ryan FloresApril 23, 2025
Good, but not quite perfect. It held my attention, even if a few things were a little predictable. A solid 4 stars from me.
William ThompsonApril 14, 2024
Good, but not quite perfect. Interesting premise and executed fairly well. Just a few slow chapters here and there. A solid 4 stars from me.
Nancy BrownOctober 29, 2024
I was pleasantly surprised. The author did a great job wrapping everything up at the end. No weird plot holes left behind. Definitely recommend it if you like this genre.
Nancy JonesFebruary 02, 2025
Good, but not quite perfect. It held my attention, even if a few things were a little predictable. Still a good book.
Joshua WalkerSeptember 01, 2025
Good, but not quite perfect. The middle dragged a tiny bit, but the ending totally made up for it. Still a good book.
Laura MitchellOctober 18, 2025
Pretty good overall. Interesting premise and executed fairly well. Just a few slow chapters here and there. Enjoyable weekend read.
James ThompsonJune 01, 2024
Such a great read. It has a good balance of dialogue and description. Everything felt like it moved at the right speed. Worth the time and money.
Susan RobertsMarch 03, 2025
Glad someone recommended this to me. The writing style is very engaging. It’s easy to follow but still has a lot of depth. Worth the time and money.
Ryan CarterFebruary 20, 2024
I was pleasantly surprised. It has a good balance of dialogue and description. Everything felt like it moved at the right speed. A solid 5/5 for me.
Kenneth AdamsJune 28, 2024
It was okay. Some parts were interesting, while others were a bit of a slog to get through. Just right down the middle.
Edward AndersonMay 25, 2025
I have mixed feelings about this one. The pacing was a bit slow and I found myself skimming a few pages. It wasn't terrible, just okay. Just right down the middle.
Richard GonzalezOctober 06, 2025
Glad someone recommended this to me. The pacing was spot on and the characters felt real. I didn't find myself getting bored at any point. Definitely recommend it if you like this genre.
Betty LewisFebruary 23, 2024
Glad someone recommended this to me. The author did a great job wrapping everything up at the end. No weird plot holes left behind. Will be looking for more from this author.
Steven NguyenMarch 24, 2024
Really enjoyed this one. It has a good balance of dialogue and description. Everything felt like it moved at the right speed. Glad I picked this up.
Michael JacksonJanuary 27, 2025
I liked it for the most part. Interesting premise and executed fairly well. Just a few slow chapters here and there. I'd probably recommend it to a friend.
Dorothy TaylorNovember 07, 2024
Glad someone recommended this to me. It has a good balance of dialogue and description. Everything felt like it moved at the right speed. A solid 5/5 for me.
Kimberly GreenAugust 30, 2025
Really enjoyed this one. I loved how the story unfolded. It kept me guessing without being too confusing. Glad I picked this up.
Edward ClarkMarch 20, 2025
It was okay. The writing was fine, but I didn't feel very connected to the characters. They felt a bit flat. Just right down the middle.
Melissa DavisOctober 11, 2024
I liked it for the most part. Writing is good, just wish there was a bit more depth in certain parts. Still kept my attention though. Still a good book.
Michael LewisMay 07, 2024
Finished it in a couple of days. The pacing was spot on and the characters felt real. I didn't find myself getting bored at any point. Will be looking for more from this author.
James AndersonJanuary 27, 2024
I liked it for the most part. I liked the main character, though some of the side plots were just okay. Still a good book.
Stephanie SmithJuly 20, 2024
Finished it in a couple of days. I loved how the story unfolded. It kept me guessing without being too confusing. A solid 5/5 for me.
James AndersonOctober 13, 2024
I liked it for the most part. Interesting premise and executed fairly well. Just a few slow chapters here and there. A solid 4 stars from me.
George NelsonJuly 29, 2025
An average read for me. It had some good moments, but the overall plot felt a bit disjointed in the second half. Just right down the middle.
Sharon JonesJanuary 29, 2024
Such a great read. The author did a great job wrapping everything up at the end. No weird plot holes left behind. Definitely recommend it if you like this genre.
Kenneth SmithSeptember 11, 2024
Finished it in a couple of days. The author did a great job wrapping everything up at the end. No weird plot holes left behind. Worth the time and money.
Susan DavisApril 04, 2025
Took me a few chapters to get into it, but it was worth it. Writing is good, just wish there was a bit more depth in certain parts. Still kept my attention though. Still a good book.
Mary RiveraNovember 29, 2025
A very satisfying read. It has a good balance of dialogue and description. Everything felt like it moved at the right speed. A solid 5/5 for me.
Michael SmithJanuary 30, 2025
Pretty good overall. Interesting premise and executed fairly well. Just a few slow chapters here and there. A solid 4 stars from me.
Susan AdamsMay 26, 2025
Pretty good overall. Interesting premise and executed fairly well. Just a few slow chapters here and there. A solid 4 stars from me.
Stephanie MartinDecember 03, 2025
It was just alright. It had some good moments, but the overall plot felt a bit disjointed in the second half. A generous 3 stars.
Nicholas RodriguezMarch 15, 2024
Such a great read. I got really invested in the main character's journey. Everything just clicked for me. Glad I picked this up.
Laura DavisMay 05, 2025
I was pleasantly surprised. The pacing was spot on and the characters felt real. I didn't find myself getting bored at any point. Definitely recommend it if you like this genre.
Ashley ThompsonMarch 18, 2024
Finished it in a couple of days. The author did a great job wrapping everything up at the end. No weird plot holes left behind. A solid 5/5 for me.
Kimberly TorresSeptember 05, 2025
Honestly one of the better books I've read lately. It has a good balance of dialogue and description. Everything felt like it moved at the right speed. Definitely recommend it if you like this genre.
Donald MartinezSeptember 18, 2025
Pretty good overall. It held my attention, even if a few things were a little predictable. A solid 4 stars from me.
Stephanie LewisMay 01, 2025
Took me a few chapters to get into it, but it was worth it. Interesting premise and executed fairly well. Just a few slow chapters here and there. Not bad at all.
Eric WalkerMarch 28, 2025
Really enjoyed this one. The author did a great job wrapping everything up at the end. No weird plot holes left behind. A solid 5/5 for me.
Ashley RobertsMarch 10, 2024
Such a great read. I loved how the story unfolded. It kept me guessing without being too confusing. A solid 5/5 for me.
Anthony GonzalezFebruary 23, 2025
An average read for me. It felt a bit repetitive in the middle. Could have been shorter. Just right down the middle.
Carol GreenJanuary 26, 2025
A very satisfying read. The writing style is very engaging. It’s easy to follow but still has a lot of depth. Would probably read it again at some point.
Robert DiazJuly 31, 2024
Glad someone recommended this to me. The pacing was spot on and the characters felt real. I didn't find myself getting bored at any point. Worth the time and money.
Robert WilliamsJune 06, 2025
I liked it for the most part. The middle dragged a tiny bit, but the ending totally made up for it. A solid 4 stars from me.
Nancy SmithSeptember 19, 2024
Pretty good overall. It held my attention, even if a few things were a little predictable. Still a good book.
Ashley YoungSeptember 18, 2024
Good, but not quite perfect. The middle dragged a tiny bit, but the ending totally made up for it. Not bad at all.
Stephanie LewisFebruary 18, 2024
Really enjoyed this one. The pacing was spot on and the characters felt real. I didn't find myself getting bored at any point. Definitely recommend it if you like this genre.
Lisa ThomasApril 26, 2024
Good, but not quite perfect. Interesting premise and executed fairly well. Just a few slow chapters here and there. Enjoyable weekend read.
Charles TurnerMarch 04, 2024
Such a great read. The author did a great job wrapping everything up at the end. No weird plot holes left behind. A solid 5/5 for me.
Ryan GarciaMay 08, 2024
It was just alright. It felt a bit repetitive in the middle. Could have been shorter. It's fine if you have nothing else to read.
Jennifer SmithJune 05, 2024
Took me a few chapters to get into it, but it was worth it. The middle dragged a tiny bit, but the ending totally made up for it. Enjoyable weekend read.
William GonzalezFebruary 15, 2024
I liked it for the most part. The middle dragged a tiny bit, but the ending totally made up for it. Not bad at all.
Jessica CollinsMay 25, 2024
It was okay. It felt a bit repetitive in the middle. Could have been shorter. Just right down the middle.
Mary RamirezMarch 29, 2025
An average read for me. It had some good moments, but the overall plot felt a bit disjointed in the second half. Might work better for someone else, just wasn't completely for me.
Linda CruzNovember 24, 2025
Finished it in a couple of days. The author did a great job wrapping everything up at the end. No weird plot holes left behind. Definitely recommend it if you like this genre.
Robert WhiteMay 22, 2025
Good, but not quite perfect. Writing is good, just wish there was a bit more depth in certain parts. Still kept my attention though. I'd probably recommend it to a friend.
Michelle WrightDecember 05, 2025
Pretty good overall. I liked the main character, though some of the side plots were just okay. Not bad at all.
Sharon HernandezNovember 17, 2024
I have mixed feelings about this one. It had some good moments, but the overall plot felt a bit disjointed in the second half. Probably won't read it again, but it was an okay way to pass the time.
Thomas TorresApril 29, 2024
Good, but not quite perfect. The middle dragged a tiny bit, but the ending totally made up for it. Still a good book.
James RiveraMay 29, 2024
A solid read. Interesting premise and executed fairly well. Just a few slow chapters here and there. Enjoyable weekend read.
Jessica ReyesJune 07, 2025
A solid read. The middle dragged a tiny bit, but the ending totally made up for it. Enjoyable weekend read.
Andrew RodriguezJanuary 25, 2025
A very satisfying read. The author did a great job wrapping everything up at the end. No weird plot holes left behind. Will be looking for more from this author.
