Enhanced Markdown Example
I am a rather elderly man. The nature of my avocations for the last thirty years has brought me into more than ordinary contact with what would seem an interesting and somewhat singular set of men, of whom as yet nothing that I know of has ever been written:—I mean the law-copyists or scriveners. I have known very many of them, professionally and privately, and if I pleased, could relate divers histories, at which good-natured gentlemen might smile, and sentimental souls might weep. But I waive the biographies of all other scriveners for a few passages in the life of Bartleby, who was a scrivener of the strangest I ever saw or heard of. While of other law-copyists I might write the complete life, of Bartleby nothing of that sort can be done. I believe that no materials exist for a full and satisfactory biography of this man. It is an irreparable loss to literature. Bartleby was one of those beings of whom nothing is ascertainable, except from the original sources, and in his case those are very small. What my own astonished eyes saw of Bartleby, that is all I know of him, except, indeed, one vague report which will appear in the sequel.
How Oaktree’s Howard Marks Spots a Market Bubble
I am a rather elderly man. The nature of my avocations for the last thirty years has brought me into more than ordinary contact with what would seem an interesting and somewhat singular set of men, of whom as yet nothing that I know of has ever been written:—I mean the law-copyists or scriveners. I have known very many of them, professionally and privately, and if I pleased, could relate divers histories, at which good-natured gentlemen might smile, and sentimental souls might weep. But I waive the biographies of all other scriveners for a few passages in the life of Bartleby, who was a scrivener of the strangest I ever saw or heard of. While of other law-copyists I might write the complete life, of Bartleby nothing of that sort can be done. I believe that no materials exist for a full and satisfactory biography of this man. It is an irreparable loss to literature. Bartleby was one of those beings of whom nothing is ascertainable, except from the original sources, and in his case those are very small. What my own astonished eyes saw of Bartleby, that is all I know of him, except, indeed, one vague report which will appear in the sequel.
- Python is your core: Embrace Python’s versatile ecosystem. Libraries like NumPy and Pandas will be your workhorses for numerical computations and data manipulation. SciPy adds statistical power, while QuantLib and similar tools provide specialized financial functions for option pricing and complex modeling. This makes Python a robust and flexible choice for your financial side project.
- Data is key: Access real-world financial data using
yfinanceto pull historical stock and option information directly from Yahoo Finance. For broader data needs, explore APIs like Alpha Vantage, which offer a wide range of financial data. Consider web scraping with Beautiful Soup or Scrapy for unique datasets, while respecting website terms. Accurate and timely data is crucial for reliable modeling. - Model options: Dive into option pricing by implementing models like Black-Scholes, binomial trees, and Monte Carlo simulations. Utilize QuantLib for its pre-built financial functions, or craft your own models using NumPy and SciPy for deeper understanding. Explore volatility analysis, including implied and historical volatility, to gain insights into market dynamics.
- Visualize results: Transform raw data and model outputs into compelling visuals using Matplotlib and Seaborn. Create charts and graphs to illustrate option prices, volatility trends, and model performance. Clear visualizations are essential for conveying complex financial concepts to your blog audience.
- Share your work: Leverage Jupyter Notebooks to create interactive and reproducible blog content. You can embed code, visualizations, and explanations directly into your posts. Export notebooks to HTML or use static site generators to seamlessly integrate them into your blog. GitHub Gists provide a quick way to share code snippets, fostering collaboration and knowledge sharing.
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When $a \ne 0$, there are two solutions to $(ax^2 + bx + c = 0)$ and they are $$ x = {-b \pm \sqrt{b^2-4ac} \over 2a} $$
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Regular Blockquote
Ere introducing the scrivener, as he first appeared to me, it is fit I make some mention of myself, my employees, my business, my chambers, and general surroundings; because some such description is indispensable to an adequate understanding of the chief character about to be presented.
- Doug Engelbart, 1961
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