How To Use Financial Libraries In Python For Stock Analysis?

I happen to come across a popular post regarding a company's finance department on social media. "Seriously, that person in the sales department is such an idiot! All I wanted was to claim reimbursement under her name for the bag I bought, and yet she still refused! "Since she doesn't want me to reimburse my bag, then she can forget about reimbursing everything! This time, I'll teach her a lesson about what happens when she offends a member of the finance department!" There are many bashing comments in the comment section, but the original poster doesn't care at all. She continues adopting a haughty tone. "What am I scared of? The finance department is extremely vital to the company! I refuse to believe that the boss has the courage to offend me, the most important person alive, just to stand up for a sales employee who's easily replaceable!" As I stare at the familiar profile picture belonging to the original poster, I can't help but mentally sneer. She wants to suspend all of my reimbursements, huh? Go ahead, then! This time, I'd like to see what the consequences are for offending a member of the finance department!

The stock remained in the warehouse for two months. The final payment due date arrived, but the company’s finance department was still unwilling to make the payment. I followed up numerous times, and the finance director finally got sick of me. “Our capital is all currently invested in wealth management products. If we liquidate it all, we’d lose four hundred dollars a day! Who then would bear the loss of the company? “Tell them to put it on our tab. We’ll immediately pay it once the investments mature!” I patiently explained that the supplier was not willing to accept any delayed payments. They would only hand us the stock once they received the money. She sized me up for a moment. “Women in sales are basically escorts! Just play coy with the supplier, and they would give you the stock! Why are you pretending to be better than that?” I was stunned. Left without a choice, I mortgaged my new house. The stock was worth four million dollars. I would be able to double the profit once I sold that off.

Julian Vane is the "Ice King" of Wall Street—a man of cold logic and zero scandals. Maya Rossi is a struggling creative who can barely pay her rent. When Maya accidentally live-streams Julian in a moment of utter, dorky vulnerability, his stock prices plummet along with his reputation. To save his empire, Julian’s PR team crafts a lie: Maya isn't a trespasser; she’s his secret fiancée. Now, Maya is traded from her cramped apartment to a glass penthouse, forced to play the doting lover to a man who treats romance like a hostile takeover. But as the cameras roll and the "likes" pour in, the lines between their contract and their chemistry begin to blur.

When heartbreak shatters her carefully planned life, Eniola Fayola does the unthinkable—she pours her pain into a diary and steps into the ruthless world of corporate real estate, determined to rebuild herself from the ground up. At Legacy Real Estate, ambition is currency, secrets are power, and loyalty is never guaranteed. As Eniola navigates office politics, whispered rumors, and relentless expectations, she catches the attention of a man she never planned to fall for—one whose authority could either protect her or ruin everything she’s worked for. Torn between her growing feelings and her hunger for success, Eniola must decide how much of herself she’s willing to sacrifice for love. But in a workplace where appearances deceive and every smile hides an agenda, trust is a dangerous gamble. Written as intimate diary entries, The Corporate Diary of Eniola Fayola is a gripping tale of love, ambition, resilience, and self-discovery—a story for those who dare to rise after heartbreak and for readers who crave romance wrapped in drama, realism, and emotional depth.

Warning! 18++ Dark romance, violence, sex and lots of sex, BDSM, age gap, sugar daddy/baby kink, kidnapping, etc. *** Series of stories of sizzling hot bad boy billionaires, who are devils in the sheets and out of it, tamed by feisty female leads. Each story can be read as a standalone, but some characters make appearances in various stories. Dive in for a long thick...I meant a good long ride, Unless you would rather be bad, Very bad.

I lead my team to develop a new drug formula that passed its first clinical trial. It becomes the key to the company's IPO. So, the board votes unanimously to award me an additional 5% in shares. But at the celebration party, my shares turn into three hams. I assume it is a prank by my colleagues. But to my surprise, Draco Faraday looks at me with disgust and says, "Don't think I don't know. You used your position as team leader to assign all the experimentation to Avery. Then, you take the credit for the results. This reward should go to her. As for you, you should be satisfied with the ham!" Seeing Avery Blake looking both flattered and overwhelmed, I am rendered speechless. I argue, "Avery is an art major. Does she even understand chemical formulas?" Draco's expression darkens. "Cross-disciplinary expertise is her strength, not a weakness. I won't argue with you this time. If it happens again, I'll fire you!” When I try to defend myself, he snaps, "Starting today, Avery is the team leader. You should get a taste of how it feels to be exploited." I look at him in disbelief for a moment before nodding forcefully with a sneer. "Fine. From now on, I won't assist if the projects run into any issues. Don't regret it." Draco looks at Avery approvingly."The only thing I regret is not making Avery the person in charge sooner."