Computational Modeling & Analysis of Narrative Structures in Tolkien’s Middle-earth Using AI and Graph-Based Methods: A Data-Driven Approach Character Networks, Semantic Structures, Story Evolution
Computational Modeling & Analysis of Narrative Structures in Tolkien’s Middle-earth Using AI and Graph-Based Methods: A Data-Driven Approach Character Networks, Semantic Structures, Story Evolution
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... artalicous is the author of several novels. Originally from the East Coast, they now live in the Midwest with family. In addition to writing, ... artalicous enjoys gardening, cooking, and reading way past bedtime. Their work often explores the complexities of everyday life and human relationships.
An average read for me. It felt a bit repetitive in the middle. Could have been shorter. Might work better for someone else, just wasn't completely for me.
James GomezSeptember 26, 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.
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Kimberly CollinsJune 28, 2025
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. A generous 3 stars.
William RodriguezJuly 06, 2025
Pretty good overall. I liked the main character, though some of the side plots were just okay. Not bad at all.
Ryan GomezJanuary 30, 2024
It was okay. The pacing was a bit slow and I found myself skimming a few pages. It wasn't terrible, just okay. It's fine if you have nothing else to read.
Nicholas BakerMay 26, 2024
Really enjoyed this one. 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.
David LopezMarch 09, 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. Will be looking for more from this author.
Andrew GarciaOctober 06, 2025
Such a great read. 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.
Mark MitchellSeptember 07, 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. Would probably read it again at some point.
Elizabeth RiveraAugust 21, 2025
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.
Jennifer ParkerNovember 25, 2024
A solid read. Interesting premise and executed fairly well. Just a few slow chapters here and there. Still a good book.
Kimberly YoungFebruary 26, 2024
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.
Paul WalkerJuly 23, 2024
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.
Mark JonesSeptember 12, 2025
Really enjoyed this one. I got really invested in the main character's journey. Everything just clicked for me. Will be looking for more from this author.
Laura GomezMay 05, 2025
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.
Edward AndersonMay 30, 2025
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.
Kevin JonesFebruary 17, 2025
Glad someone recommended this to me. I got really invested in the main character's journey. Everything just clicked for me. Glad I picked this up.
Elizabeth ClarkApril 15, 2025
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.
Patricia AdamsJanuary 22, 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.
Jacob HillOctober 28, 2024
I liked it for the most part. I liked the main character, though some of the side plots were just okay. A solid 4 stars from me.
Richard TaylorJune 06, 2025
Glad someone recommended this to me. I loved how the story unfolded. It kept me guessing without being too confusing. Will be looking for more from this author.
Charles TorresSeptember 22, 2024
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. I'd probably recommend it to a friend.
Richard RobertsJuly 26, 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. A solid 5/5 for me.
Nicholas ThompsonMay 05, 2025
Such a great read. The author did a great job wrapping everything up at the end. No weird plot holes left behind. Worth the time and money.
Mary NelsonJanuary 04, 2025
Honestly one of the better books I've read lately. 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.
Kimberly PhillipsFebruary 27, 2024
Honestly one of the better books I've read lately. 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.
Betty ParkerMarch 22, 2024
Honestly one of the better books I've read lately. I loved how the story unfolded. It kept me guessing without being too confusing. Will be looking for more from this author.
Nancy HarrisAugust 02, 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.
Ryan AllenJune 23, 2025
Glad someone recommended this to me. I loved how the story unfolded. It kept me guessing without being too confusing. Would probably read it again at some point.
Mark TurnerSeptember 06, 2025
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.
Matthew MartinezNovember 20, 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. Will be looking for more from this author.
Eric NelsonFebruary 10, 2024
I was pleasantly surprised. It has a good balance of dialogue and description. Everything felt like it moved at the right speed. Worth the time and money.
Ryan WilsonOctober 31, 2024
Finished it in a couple of days. I loved how the story unfolded. It kept me guessing without being too confusing. Definitely recommend it if you like this genre.
George RodriguezNovember 03, 2024
Really enjoyed this one. 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.
Eric GarciaMarch 16, 2025
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.
Robert MitchellJuly 23, 2024
Good, but not quite perfect. The middle dragged a tiny bit, but the ending totally made up for it. Enjoyable weekend read.
Mark ThomasAugust 19, 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. I'd probably recommend it to a friend.
Charles WalkerOctober 12, 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. Will be looking for more from this author.
Karen ThompsonOctober 01, 2024
Finished it in a couple of days. I loved how the story unfolded. It kept me guessing without being too confusing. Definitely recommend it if you like this genre.
Susan HernandezOctober 01, 2025
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. Definitely recommend it if you like this genre.
Kenneth EdwardsMarch 10, 2025
I was pleasantly surprised. 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.
George HarrisMarch 11, 2025
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.
Jessica GarciaNovember 13, 2025
Really enjoyed this one. I got really invested in the main character's journey. Everything just clicked for me. Worth the time and money.
Nancy CarterMay 04, 2025
Such a great read. 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.
Joseph WalkerDecember 13, 2024
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.
Barbara GarciaAugust 05, 2025
A very satisfying read. I got really invested in the main character's journey. Everything just clicked for me. Will be looking for more from this author.
Rebecca YoungNovember 15, 2025
Honestly one of the better books I've read lately. 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.
Christopher BakerSeptember 03, 2024
Such a great read. 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.
Thomas MillerApril 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.
John LopezSeptember 29, 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. Enjoyable weekend read.
Mark ThomasJuly 17, 2024
Finished it in a couple of days. I loved how the story unfolded. It kept me guessing without being too confusing. Worth the time and money.
Carol JacksonJanuary 16, 2025
I was pleasantly surprised. The writing style is very engaging. It’s easy to follow but still has a lot of depth. Glad I picked this up.
Rebecca CollinsJune 09, 2024
Honestly one of the better books I've read lately. I loved how the story unfolded. It kept me guessing without being too confusing. Will be looking for more from this author.
David LopezJuly 13, 2024
Good, but not quite perfect. Interesting premise and executed fairly well. Just a few slow chapters here and there. Enjoyable weekend read.
Nancy ReyesJuly 31, 2024
A very satisfying read. I loved how the story unfolded. It kept me guessing without being too confusing. Will be looking for more from this author.
Amanda KingMarch 04, 2024
Pretty good overall. I liked the main character, though some of the side plots were just okay. Not bad at all.
Eric NelsonOctober 08, 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. Will be looking for more from this author.
Jennifer AllenJuly 01, 2025
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. Glad I picked this up.
John LopezAugust 27, 2025
Really enjoyed this one. The writing style is very engaging. It’s easy to follow but still has a lot of depth. A solid 5/5 for me.
Sandra LeeSeptember 27, 2024
I liked it for the most part. I liked the main character, though some of the side plots were just okay. Not bad at all.
Jacob JohnsonMarch 28, 2025
It was okay. Some parts were interesting, while others were a bit of a slog to get through. A generous 3 stars.
Charles BrownDecember 16, 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.
Joseph ReyesAugust 20, 2025
A very satisfying read. 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.
Charles TorresJanuary 06, 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.
Stephanie SanchezOctober 24, 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. A solid 5/5 for me.
Emily ThompsonMay 03, 2024
Finished it in a couple of days. I loved how the story unfolded. It kept me guessing without being too confusing. Worth the time and money.
Richard CarterFebruary 13, 2025
A very satisfying read. I got really invested in the main character's journey. Everything just clicked for me. Will be looking for more from this author.
Michael JonesAugust 22, 2024
Good, but not quite perfect. The middle dragged a tiny bit, but the ending totally made up for it. Not bad at all.
Joshua RiveraAugust 25, 2024
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.
Michelle GreenJuly 23, 2024
Really enjoyed this one. I got really invested in the main character's journey. Everything just clicked for me. Definitely recommend it if you like this genre.
Jessica AdamsJune 30, 2025
Honestly one of the better books I've read lately. 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.
Eric KingDecember 30, 2024
Pretty good overall. It held my attention, even if a few things were a little predictable. A solid 4 stars from me.
Charles DavisDecember 13, 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. Glad I picked this up.
Amanda TurnerOctober 22, 2024
Really enjoyed this one. 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.
Carol WilliamsJanuary 28, 2024
Pretty good overall. I liked the main character, though some of the side plots were just okay. I'd probably recommend it to a friend.
Amanda TurnerMay 10, 2024
A solid read. It held my attention, even if a few things were a little predictable. Enjoyable weekend read.
Kimberly PerezOctober 30, 2024
A solid read. Writing is good, just wish there was a bit more depth in certain parts. Still kept my attention though. Still a good book.
Kimberly JonesMay 09, 2024
I liked it for the most part. I liked the main character, though some of the side plots were just okay. Enjoyable weekend read.
Michael LopezApril 12, 2024
Good, but not quite perfect. Interesting premise and executed fairly well. Just a few slow chapters here and there. I'd probably recommend it to a friend.
Betty RamirezOctober 21, 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.
Nancy ClarkAugust 02, 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.
Thomas CampbellDecember 20, 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. Worth the time and money.
Sandra SmithDecember 18, 2024
I was pleasantly surprised. 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.
Thomas RamirezFebruary 07, 2024
I liked it for the most part. It held my attention, even if a few things were a little predictable. Still a good book.
Mary WilsonMay 08, 2024
Honestly one of the better books I've read lately. 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.
Ashley KingOctober 06, 2024
Honestly one of the better books I've read lately. The writing style is very engaging. It’s easy to follow but still has a lot of depth. A solid 5/5 for me.
John JonesApril 03, 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. I'd probably recommend it to a friend.
Nicholas MitchellJanuary 09, 2025
Not bad, but not my favorite. The pacing was a bit slow and I found myself skimming a few pages. It wasn't terrible, just okay. A generous 3 stars.
Joseph DavisOctober 21, 2025
Pretty good overall. Interesting premise and executed fairly well. Just a few slow chapters here and there. Still a good book.
Michelle MitchellNovember 25, 2024
Such a great read. I loved how the story unfolded. It kept me guessing without being too confusing. Glad I picked this up.
Thomas SanchezJune 11, 2025
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. Not bad at all.
Robert NguyenJuly 31, 2024
Honestly one of the better books I've read lately. I loved how the story unfolded. It kept me guessing without being too confusing. Will be looking for more from this author.
Sandra LeeJuly 04, 2024
Glad someone recommended this to me. I loved how the story unfolded. It kept me guessing without being too confusing. Worth the time and money.
Ryan LeeDecember 11, 2024
Really enjoyed this one. I got really invested in the main character's journey. Everything just clicked for me. Will be looking for more from this author.
Nancy EvansAugust 19, 2024
Really enjoyed this one. I loved how the story unfolded. It kept me guessing without being too confusing. Definitely recommend it if you like this genre.
Kenneth WrightMay 24, 2025
It was just alright. 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.
Richard RobertsJuly 02, 2025
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.
Carol LopezJune 14, 2025
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. Glad I picked this up.
Deborah YoungMarch 08, 2024
I have mixed feelings about this one. 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.
William WalkerApril 09, 2025
A solid read. Writing is good, just wish there was a bit more depth in certain parts. Still kept my attention though. Not bad at all.
David AndersonJuly 11, 2024
A very satisfying 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.
Edward EdwardsNovember 01, 2025
Took me a few chapters to get into it, but it was worth it. It held my attention, even if a few things were a little predictable. Enjoyable weekend read.
John TorresJune 23, 2025
Such a great read. The writing style is very engaging. It’s easy to follow but still has a lot of depth. Glad I picked this up.
Emily ThompsonOctober 30, 2024
I was pleasantly surprised. The writing style is very engaging. It’s easy to follow but still has a lot of depth. A solid 5/5 for me.
Ryan FloresJuly 22, 2025
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. A generous 3 stars.
Sandra LeeAugust 06, 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.
Kimberly PerezJune 04, 2024
Pretty good overall. The middle dragged a tiny bit, but the ending totally made up for it. Still a good book.
Margaret GonzalezMay 25, 2025
An average read for me. The writing was fine, but I didn't feel very connected to the characters. They felt a bit flat. It's fine if you have nothing else to read.
Donald RamirezMarch 24, 2025
Honestly one of the better books I've read lately. 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.
Kenneth EdwardsNovember 09, 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.
Amanda HernandezFebruary 05, 2025
Such a great read. I loved how the story unfolded. It kept me guessing without being too confusing. Would probably read it again at some point.
Michael PhillipsFebruary 27, 2025
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.
Christopher SanchezJune 05, 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.
Steven ThompsonJuly 21, 2025
A solid read. I liked the main character, though some of the side plots were just okay. Enjoyable weekend read.
Sharon GomezMarch 13, 2024
Good, but not quite perfect. The middle dragged a tiny bit, but the ending totally made up for it. A solid 4 stars from me.
Thomas CampbellAugust 10, 2025
I liked it for the most part. I liked the main character, though some of the side plots were just okay. I'd probably recommend it to a friend.
Kevin GomezJanuary 18, 2025
Really enjoyed this one. The writing style is very engaging. It’s easy to follow but still has a lot of depth. Worth the time and money.
Joshua JonesNovember 04, 2025
I was pleasantly surprised. I loved how the story unfolded. It kept me guessing without being too confusing. Will be looking for more from this author.
Amanda GomezJuly 31, 2024
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.
Richard TaylorDecember 05, 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. Glad I picked this up.
Michelle MitchellJune 06, 2025
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.
Michelle GonzalezJuly 26, 2024
Such a great read. I loved how the story unfolded. It kept me guessing without being too confusing. Worth the time and money.
Barbara GarciaFebruary 17, 2025
I was pleasantly surprised. 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.
Kevin TurnerMay 14, 2024
Good, but not quite perfect. Interesting premise and executed fairly well. Just a few slow chapters here and there. I'd probably recommend it to a friend.
Patricia NelsonJuly 18, 2025
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.
Charles DavisOctober 24, 2024
Good, but not quite perfect. The middle dragged a tiny bit, but the ending totally made up for it. Still a good book.
Brian DiazMay 04, 2025
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. It's fine if you have nothing else to read.
Cynthia CarterSeptember 14, 2025
Pretty good overall. The middle dragged a tiny bit, but the ending totally made up for it. Still a good book.
Michelle GonzalezJuly 17, 2024
Pretty good overall. Writing is good, just wish there was a bit more depth in certain parts. Still kept my attention though. Still a good book.
Ryan FloresJune 20, 2024
A very satisfying read. 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.
Kenneth MooreFebruary 11, 2024
I was pleasantly surprised. The writing style is very engaging. It’s easy to follow but still has a lot of depth. A solid 5/5 for me.
Susan HernandezJanuary 31, 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.
Ryan WalkerApril 25, 2024
A very satisfying read. I got really invested in the main character's journey. Everything just clicked for me. Glad I picked this up.
Lisa HarrisMay 08, 2025
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. Worth the time and money.
Sharon GarciaOctober 16, 2024
Such a great read. I got really invested in the main character's journey. Everything just clicked for me. Would probably read it again at some point.
John LopezOctober 21, 2025
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. Worth the time and money.
Charles DavisMarch 08, 2024
Good, but not quite perfect. It held my attention, even if a few things were a little predictable. Still a good book.
Linda ParkerFebruary 17, 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. Not bad at all.
Donna CampbellOctober 20, 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.
Sarah JacksonDecember 15, 2025
Such a great read. 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.
Laura GomezMay 01, 2024
Good, but not quite perfect. It held my attention, even if a few things were a little predictable. Not bad at all.
Deborah RobinsonJuly 20, 2025
Really enjoyed this one. 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.
Betty ParkerMay 15, 2024
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.
John LopezJanuary 26, 2025
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. A generous 3 stars.
Donald GomezApril 14, 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. Worth the time and money.
Nancy HarrisJanuary 24, 2024
Such a great read. I got really invested in the main character's journey. Everything just clicked for me. Definitely recommend it if you like this genre.
Daniel YoungDecember 21, 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. Enjoyable weekend read.
Kenneth MillerDecember 17, 2024
A very satisfying read. I loved how the story unfolded. It kept me guessing without being too confusing. Definitely recommend it if you like this genre.
Joshua JonesMay 15, 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. Definitely recommend it if you like this genre.
Michael JonesSeptember 17, 2024
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.
