Can Data Analysis With Python Predict Next Popular Novel Trends?

Betrayed, humiliated, and left for dead, Ria is given a second chance at life when she is reborn in a dangerous werewolf world. Armed with memories of her painful past and guided by a powerful AI companion, she vows to take revenge on those who destroyed her. But as hidden powers awaken, mysterious enemies emerge, and Alpha Klein becomes entangled in her fate, Ria discovers that her rebirth is connected to an ancient secret that could change the entire werewolf kingdom. Now, with revenge in her heart,she must decide whether to destroy the world that hurt her—or become powerful enough to rule it.

When the apocalypse came, she lost everything. Starving, hunted, and desperate, she trusted the one man she loved… only for him to betray her in the cruelest way possible. He stole her last supplies to please another woman and left her to die in a sea of the undead. But death wasn’t the end. She woke up days before the world collapsed. After cutting ties with her ungrateful ex and his parasitic family, a mysterious voice awakens in her mind, LUS, a Level-Up System designed to help her survive the coming end. With knowledge of the future and a system guiding her every move, she begins to prepare. She stockpiles resources, builds a base, and learns how to fight back against the horrors that once destroyed her. And when the apocalypse arrives again… she’s ready. But survival isn’t the only thing waiting for her in this new life. A silent killer who watches her like prey. A manipulative genius who wants to unravel her secrets. A gentle protector who sees the girl she hides. And a dangerous man who thrives in chaos. As the world burns and power shifts, they’re all drawn to her, each with their own motives, each with their own darkness. Even her past refuses to stay buried. Because now, the man who once abandoned her is back, broken, desperate, and begging for a second chance. Too bad she has no time for regrets. Not when she’s busy rising to power… and building a kingdom in the ruins of the world.

Elina thought she had hit rock bottom. She lost her job. Her therapy session dredged up memories of the ex-boyfriend who stalked and traumatized her. The only thing she had left to look forward to was the finale of her favorite fantasy series, Moonbound Faith. Then the show ended. The heroes won. The villain died. Everyone got their happily-ever-after. That same night, a knock at her door shatters what little peace she has left. Her ex is standing outside. The man who was supposed to be in prison. Forced to flee into a storm, Elina runs until she reaches the edge of a cliff with nowhere left to go. Faced with a choice between death and returning to the man who destroyed her life, she jumps. But instead of dying, she wakes up inside Moonbound Faith. Not as the heroine. Not as a side character. But as Luna—the infamous villainess whose tragic death she celebrated only hours before. Determined to survive, Elina plans to use her knowledge of the story to change her fate. But everything she thought she knew begins to unravel when a small boy tugs on her sleeve and calls her one word: “Mom.” The original story never mentioned a child. And when Elina uncovers the truth behind his existence, she realizes something terrifying. The villainess was never the villain. The story lied. And the ending she remembers may not be the ending waiting for her at all.

I woke up inside a novel, and not even as an important character. I became a pretty background extra in a smut novel. My brother, however, was the only normal person in the entire story. His character setting was the one man the soft, delicate heroine could never win over. He was the cold, unattainable Prince Charming she could never conquer. When the heroine cried and confessed her love, he was studying. When she offered him her whole heart and body, he was busy starting a company. When she spiraled into scandals and nightlife, he was already a billionaire, calm and untouchable. I thought he would live a quiet, ascetic life forever. Until one night, I walked in on him at midnight… holding a piece of clothing I recognized all too well, murmuring a name over and over, a name so familiar that my scalp tingled.

Vera fought for her life in the apocalypse for ten years. Ten brutal years left her disfigured, hungry, and almost broken, but she still clawed her way through it. She killed zombies, ran from mutated animals, starved, bled, and learned humans were often more dangerous than monsters. Then her brother, the only family she had left, betrayed her. Vera thought death had finally come. Instead, she woke up inside a trashy book she once read to stay sane while the old world fell apart. A book with a twisted plot and too much drama. And because her luck had always been terrible, Vera did not wake up as the heroine. No, of course not. Her second chance was to become the hated second female lead, pregnant, unwanted, and written to die when the plot no longer needed her. Her babies were supposed to die too. Even the three men who got her pregnant were written as future corpses, all to push the story toward spoiled women and one psychotic male lead. But Vera was not the woman from the book. She had survived one ruined world. She had not walked through radioactive rain and eaten mutated food just to cry over fantasy characters or beg for love inside a stupid plot. So Vera adapted. She accepted her punishment, took her three unborn babies, and left for the garbage center without making a scene. Everyone thought she had been thrown away. Vera saw a chance to make money, protect her babies, and build something of her own. Now the woman meant to disappear is building a wasteland empire, breaking the plot, and driving three men insane because she no longer chases anyone. By every rule in that world, Vera should be dead. But dying a second time was never an option.

Elise is an unemployed woman from the modern world and she transmigrated to the book "The Lazy Lucky Princess." She hated the book because of its cliché plot and the unexpected dark past of the protagonist-Alicia, an orphan who eventually became the Saint of the Empire. Alicia is a lost noble but because of her kind and intelligent nature the people naturally love and praise her including Elise. When Elise wakes up in the body of the child and realizes that she was reincarnated to the book she lazily read, she struggles on how to survive in the other world and somehow meets the characters and be acquainted with them. She tried to change the flow of the story but the events became more dangerous and Elise was reminded why she hated the original plot. Then Alicia reaches her fifteen birthday. The unexpected things happened when Elise was bleeding in the same spot Alicia had her wound. Elise also has the golden light just like the divine power of the Saint. "You've gotta be kidding me!"