Can Data Analysis With Python Predict Next Popular Novel Trends?

Adrian died with fury in his heart, hating the tragic ending of his favorite novel. The villain deserved better. But the story was never written for happy endings. Betrayed by everyone he trusted, feared by the entire world, and ultimately destroyed by the plot itself—Cassian Nyx, the infamous Demon Lord, was never meant to be saved. Until Adrian woke up inside the story. He didn't reincarnate as a harmless bystander. He woke up as Prince Elian Ashford—the tyrannical prince destined to destroy Cassian. Worse, a cold, ruthless World System instantly locks onto his soul, forcing him to keep the original tragedy on its "correct" path. [MISSION: MAINTAIN STORY STABILITY] Failure Penalty: Immediate Death. Trapped between a lethal penalty and his own morals, Adrian chooses a dangerous path: pretend to follow the plot while secretly rewriting the villain's destiny. But there’s only one problem. The more Adrian tries to save the villain, the more the dangerous, obsessive Demon Lord begins to love him. Cassian Nyx is a monster feared by the entire kingdom. He trusts no one. Until Adrian. For the first time in centuries, the scarred Demon Lord begins to hope for a future where someone finally stays. Now, the original hero has arrived, and the System is forcing the final execution. Every choice Adrian makes pushes the world further into chaotic plot deviation. Adrian must make his final choice. Will he obey the System to save his own life? Or will he destroy the entire story itself just to save his villain? Genre: BL Fantasy Romance / Transmigration Tropes: Obsessive Demon Lord ML × Reincarnated Prince MC, Saving the Obsessive Demon Lord / Destroying the Plot for You, System Missions, Enemies to Lovers, Slow Burn, Angst with Comfort, Soul Bond.

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.

The end of the world was upon us, but there weren't enough spots for evacuation. The roars of the zombies echoed in my ears as my fiancé, Oliver, gritted his teeth and pulled me onto the rescue vehicle—securing the last available seat. I arrived safely at the survivor base. Lina, his first love, did not. The zombies tore her apart. Oliver still went through with our marriage, but I never expected that he had only done so to make me suffer. In his eyes, I was the one who had killed Lina. If she had to endure such agony, then I should, too. For five years, he hated me. My life was worse than that of a stray dog scavenging for food on the street. On the day my divorce was finalized, he kidnapped me, dragged me into the wilderness, and wrapped his fingers around my throat. Then, he threw us both into the swarm of the undead. When I opened my eyes again, I was somehow reborn on the day the apocalypse began. The rescue team was shouting impatiently, "One more! We have room for one more—hurry!" I turned to Oliver, watching his hesitation. Then, with a quiet smile, I took a step back and let someone else have the last seat.

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.