In this article, we will explore how to analyze stocks using Python and Excel. We will fetch historical data for three popular stocks—Realty Income (O), McDonald’s (MCD), and Johnson & Johnson (JNJ) — calculate returns, factor in dividends, and visualize…
Data wrangling with Excel and Pandas is actually quite useful tool in the belt of any Excel professional, financial professional, data analyst or a developer. Really, everyonecan benefit from the well defined libraries that ease people’s lifes. These are the libraries used:
Python can be used for various tasks. One of these is Monte Carlo simulation for future stock analysis. In the video below this is exactly what is happening. 🙂
10K simulations in 30 buckets for KO look like that.
Instead of explaining the video and its code (available also in GitHub), I will concentrate on why it is better to use log returns than simple returns in stock analysis. Which is actually part of the video as well. Below are the 3 main reasons:
1. Time-Additivity
Log returns sum over time, making multi-period calculations effortless. A 10% gain followed by a 10% loss doesn’t cancel out with simple returns—but it nearly does with logs.
2. Symmetry Matters
A +10% and -10% return aren’t true inverses in simple terms. Logs fix this, ensuring consistent math for gains and losses.
3. Better for Modeling
Log returns follow a near-normal distribution, crucial for statistical models like Monte Carlo simulations.
Reading financial data from the internet is sometimes challenging. In this short article with two python snippets, I will show how to read it from Wikipedia and from and from API, delivering in JSON format:
This is how the financial json data from the api looks like.
Reading the data from the API is actually not tough, if you have experience reading JSON, with nested lists. If not, simply try with trial and error and eventually you will succeed:
With the reading from wikipedia, it is actually even easier – the site works flawlessly with pandas, and if you count the tables correctly, you would get what you want:
Sometimes, the graphs of stocks are useful. Sometimes these are not. In general, do your own research, none of this is financial advice.
And while doing that, if you want to analyze stocks with just a few lines of python, this article might help? This simple yet powerful script helps you spot potential buy and sell opportunities for Apple (AAPL) using two classic technical indicators: moving averages and RSI.
Understanding the Strategy
1. SMA Crossover: The Trend Following Signal
The script first calculates two Simple Moving Averages (SMA):
The crossover strategy is simple:
This works because moving averages smooth out price noise, helping identify the overall trend direction.
2. RSI: The Overbought/Oversold Indicator
The Relative Strength Index (RSI) measures whether a stock is overbought or oversold:
By combining SMA crossovers (trend confirmation) and RSI extremes (timing), we get stronger signals.
This plot is generated with less than 40 lines of python code
There are many business lines in the world that are not easy to manage, and the trucking business is one of them. This industry is one of the booming industries in many countries.
Nowadays, many business owners are trying to take part in this industry. Over the past years, this business has shown constant growth, which has made it a popular business line. If you are planning to start a trucking business, then you have to understand the complex jargon of this field. Along with that, you need to get a DOT authority for operating a business in your State.
In this blog, you will find out how you can start and run your trucking business successfully.
Do your research
To hit the jackpot, the first thing you need to do is to crack the nuts. This means you will have to research the market and needs.
By doing in-depth research, you will be able to identify your business niche in the trucking industry. Are you interested in transporting goods or using a truck for mobile billboards? These are only two examples, but when you research it, you will definitely find more possibilities in it.
After that, it will be easy for you to develop a business plan.
Find your target market
Another one of the leading business strategies is finding and understanding the target audience. Once you understand for whom you will offer your services and what their needs are, it will become easy for you to offer the services and make more sales.
It will be a wise decision if you develop your business strategy according to the niche market. By following this approach, you can ensure that your operations are cohesive and on track. When you tailor your trucking services according to the needs of your clients, in results your business will be able to earn a reputation and revenue.
Finance your fleet
Businesses are all about heavy investment, no matter the size or scale of your startup. When it comes to the trucking business, you will be surprised to know the buying cost of trucks. When planning the finances for buying trucks, you will also have to prepare for the maintenance costs. You can find many financing options to start your business.
You can also start your own company with new vehicles or can consider investing in offers for used commercial vehicles and construction machinery.
Make it legal
It is crucial for business owners to meet all the legal requirements to operate their businesses in State. Without legal recognition or approval, the federal ministry can take charge of you, and you could end up losing your business.
Many people enter the trucking business without knowing that it is highly regulated. You will need to get a permit or authority to operate your business activities interstate. You will also need to file for a DOT MC Number in your State.
Ensure that your business complies with the applicable laws for maintaining legitimacy.
Invest on technology
Technology is the future, and especially for trucking business startups, you should realize its importance earlier. Technology is about to dominate services and different businesses. With technology, you will provide numerous benefits to your business.
When it comes to transporting business, you will have to track and manage the orders. For this, it is crucial for you to use mobile applications or websites to promote your business and make it visible. If you cannot afford oversized technological items in your business, you can still add basics like GPS systems, smart cameras, and more.
Learn your competition
When you research your market, you should also study your competitors. It will help you to understand the threats and weaknesses that already existing businesses are facing. This way, you will come up with innovative business strategies and fill the needs of the clients.
You can also offer the most competitive prices from other truckers and brokers with reasonable margins, so a good number of clients will attract your business.
Pro tip:
You should always connect directly with consigners so you will pass the benefits to your clients through a reduction in prices.
Final note:
There is no doubt in it that the trucking business has been booming over the years, and it has brought gold for owners. If you get the fundamentals right, being new in the market, you can also harvest the jackpot.
Writing an essay is one of the many tasks you’ll face as a student, so it’s essential to have good essay-writing skills. Strong writing skills can help you excel in your classes, standardized tests, and workplace. Fortunately, there are many ways you can improve your essay-writing skills. This article will provide golden tips to help you become a better essay writer.
Seek Professional Writing Help
Seeking professional writing help is one of the golden tips to improve your essay writing skills because it gives you access to experienced and knowledgeable writers who can help you craft a high-quality essay. Essay writing can be challenging and time-consuming for many students, particularly those needing strong writing skills or more confidence in writing a good essay.
With professional writing help, you can get personalized feedback, guidance, and support to ensure your essay is of the highest quality. Professional writing help can also allow you to learn from the expertise of experienced writers, enabling you to improve your essay-writing skills. Students can look into platforms like www.vivaessays.com/essay-writer/ to get the needed assistance.
Read Widely
Another crucial tip for improving your essay writing skills is to read widely. Reading other people’s work can give you a better insight into what makes a good essay and can help you to develop your writing style. Reading other people’s work can also help gain new knowledge and ideas.
Additionally, reading widely allows you to better understand grammar and sentence structure, which will help you construct your sentences. Finally, reading widely can help you develop your critical thinking skills and allow you to compare and contrast different ideas and viewpoints. All of these skills will be beneficial when writing your essays.
Practice!
They say that practice makes perfect, and this is certainly true when it comes to essay writing. You can improve your essays by consistently practicing and honing your writing skills. Practicing can help you become more comfortable with the structure of an essay and become familiar with the conventions of essay writing.
Additionally, practicing can help you become more aware of which words and phrases work best in an essay, as well as help you become a more effective and clear communicator. Practicing can also help you become more confident in your writing and can help you identify any weak areas that need improvement. In short, practicing can help you hone your skills and make you a better essay writer.
Have Someone Else Review Your Work
Having a third eye review of your work can help you identify areas of improvement in your essay-writing skills. It can see you identify areas where you may be using too many words or where your writing may be confusing or unclear. It can also aid in identifying areas where you may be making the same mistakes or where you may be repeating yourself. Furthermore, it can help you identify weak points in your argument or areas where you may need to provide more evidence or detail.
Finally, it can help you identify any grammar, spelling, or punctuation mistakes that you may have made. Ultimately, having someone review your work can help you become a better essay writer by highlighting areas you need to improve and providing constructive feedback.
Have A Study Buddy
Having a study buddy or group can help improve your essay-writing skills by providing a constructive environment for peer review. The group members can read each other’s work, offer feedback and criticism, and discuss ways to improve the essay. This can help identify common mistakes and improvement areas and provide insight on how to structure an essay for clarity and effectiveness. Additionally, studying with a group can keep you motivated and on task. It can give a sense of camaraderie and support when tackling a complex writing task.
Work On Your Grammar, Spelling, And Punctuation Skills
Lastly, improving your grammar, spelling, and punctuation skills is essential for improving your essay writing skills. Good grammar, spelling, and punctuation are the foundation of effective communication. If your writing is filled with errors, your message may be lost, and your essay will not make the grade.
Furthermore, when you write an essay, it is essential to remember the conventions of grammar, spelling, and punctuation. This will help ensure that your essay is straightforward to read. Additionally, if you can use correct grammar, spelling, and punctuation correctly, it will make your essay appear more professional and polished. Therefore, improving your grammar, spelling, and punctuation skills is essential to improving your essay writing skills.
Conclusion
Essays are part of every student’s life, so it’s crucial to have good essay-writing skills. Fortunately, there are many tips and strategies to help you become a better essay writer. These include seeking professional writing help, reading widely, practicing, having someone else review your work, and having a study buddy or group. Following these golden tips can improve your essay-writing skills and become a better essay writer.
Millions of articles extolling the advantages of remote work. It can be found online, but what about the less glamorous aspects of working from home? While obtaining remote employment has its benefits, there are a few things you may want to put into a statement before submitting your application if this is your first-time job search and applying for a remote position.
Being alone when working remotely
The days, weeks, and months might quickly start to seem lonely, although working remotely from home may seem like an introvert’s dream. Depending on the demands of your remote employees, you can go days without speaking to anyone, and when you do, it’s frequently over video chat or messaging software. By allowing their employees to socialise online or in person whenever possible, good remote employers will attempt to create a community among their staff.
It requires more effort to communicate
It’s simple to approach a coworker across the room or drop by their office in an office setting to discuss a project. It takes work to communicate as a remote team and includes job search. It’s far simpler for ideas to get lost in translation when you can’t share them in person and groups can span multiple time zones. Indeed, platforms and Slack make remote discussions more manageable. Setting your online status is as important as remembering to send a follow-up email or participate in a group chat when efficiently engaging with a remote team.
The Work of Your Remote Employer May Cross Many Time Zones
Working in a remote team requires becoming acclimated to communicating with individuals. Even if it’s simple to do this online, you still need to account for everyone’s time zone and national holidays. It may be necessary to compromise on your work schedule or schedule meetings at odd hours while working remotely with a large international team. It might not be for you to work remotely as part of a global team across time zones if you prefer a set 9 to 5 and demand constant access to all of your coworkers at RemoteHub. Using world clock apps is a simple approach to monitoring time in several time zones.
You might not receive payment in your home currency
Employers get to choose from among the people on the planet, which is one benefit of using a remote workforce. You might have to get used to receiving your pay in a different currency if you’re one of those remote workers. Every employer has a different pay structure. Some online firms will deposit money into your bank account immediately, while others may use a third-party payment system.
A Quality Remote Setup Can Be Expensive
You don’t fully understand how profitable it is to have office supplies like printers, stationery, ergonomic chairs, and standing desks until you leave an office setting. Most small companies expect you to have access to the tools you need to execute your job, while others will provide you with a budget to set up a remote home office. In addition to small items like pencils and paper, collect a desk, an ergonomic chair, a computer, a second monitor, a printer, headphones, a camera, and a quick internet connection.
Cryptocurrency has exploded in popularity in recent years, with Bitcoin and Ethereum leading the charge. As a result, many businesses have taken notice and are now looking to get involved in the market. One of the first things you need to do is optimize your website for cryptocurrency SEO.
Here are four strategies for doing just that.
1. Build a strong title tag
Your title tag is the first thing people see when they visit your website. Make sure it’s descriptive and keyword rich, so you can rank well for relevant keywords.
2. Optimize your meta data
Metadata is information about your website that search engines use to determine how to display your page in their results pages. Including relevant keywords in your title, description, and h1 tags will help boost your ranking.
3. Add alt tags and images
Adding alt tags and images to your content can help improve click-through rates (CTRs) and SERP visibility. Plus, it can add an extra layer of protection against Googlebot stealing your content.
4. Monitor traffic trends and make adjustments accordingly
Keep track of monthly traffic trends so you can make changes to your website strategy as needed. If you see a drop in traffic, for example, you may need to adjust your SEO tactics accordingly.
What is Cryptocurrency SEO?
Cryptocurrency SEO is an ever-growing field that employs a variety of strategies in order to optimize a website for search engine results. One of the most important aspects of cryptocurrency SEO is creating SEO targeted content that is both informative and engaging, as this will help draw in potential investors and customers.
Here are some pointers for cryptocurrency SEO-optimizing your website:
1. Write Quality Articles:
One of the most important aspects of cryptocurrency SEO is writing quality content that is both informative and engaging. This will help draw in potential investors and customers.
2. Publish Regularly:
It is important to publish regular content on your website in order to keep it top of mind for search engine results.
3. Include keyword rich titles and descriptions:
When writing your content, make sure to include keyword rich titles and descriptions in order to improve your site’s visibility for cryptocurrency SEO purposes.
4. Optimize Images for Ranking:
In order to improve your website’s rankings for cryptocurrency SEO, ensure that all images are optimized for ranking. This includes uploading high-quality images, using alt tags, and adding keywords throughout the image files.
5. Use In-Page SEO Opportunities:
In addition to optimizing images, make sure to take advantage of in-page SEO opportunities such as keyword placement in header tags, meta descriptions, and title tags. However, if you are having trouble on-page optimising your website and want to set your website apart from the rest of your competitors, then Incrementors New Jersey on-page seo services can assist you in website optimization and can raise the ranking of your website in Google.
6. Research Your Competitors:
It is important to research your competitors in order to learn what works best for them and how you can improve upon it. This will help you stay ahead of the competition and attract more investors and customers.
How does cryptocurrency SEO work?
Cryptocurrency SEO is all about getting your website ranked higher in search engine results pages (SERPs) for keywords related to cryptocurrencies. There are a number of strategies you can employ to optimize your website for these keywords, including using keyword research tools and Google AdWords guidelines.
To get started, you’ll need to understand the basics of cryptocurrency SEO: what keywords to target, how to rank for those keywords, and which advertising channels work best. Once you have a good understanding of the basics, it’s time to start optimizing your website.
One of the most important aspects of cryptocurrency SEO is keyword research. You must identify specific keywords that potential cryptocurrency customers are likely to be searching for. To do this, you’ll need to use keyword analysis tools like Google Trends or Moz Pro. Once you have a list of targeted keywords, it’s time to start developing your strategy for ranking for them.
There are a number of ways to rank higher in SERPs for cryptocurrency-related keywords: through organic search results, paid search campaigns, or social media optimization. It’s important to choose the strategy that works best for your website and campaign goals; some methods may be more effective than others depending on your site’s content and audience.
Once you’ve selected a strategy and implemented it on your website, it’s important to monitor results carefully and make adjustments as needed. Cryptocurrency SEO is an ongoing process; constant tweaks are necessary in order to maintain top rankings and maximize ROI.
What are the benefits of cryptocurrency SEO?
Cryptocurrency SEO can be a great way to improve your website’s organic search engine ranking. Many people are interested in cryptocurrencies and may be searching for information about them on Google. Optimizing your website for cryptocurrency SEO can help increase traffic and leads from these searches.
There are many different ways to optimize your website for cryptocurrency SEO, so it’s important to choose the strategy that will work best for you and your website. Some common strategies include using relevant keywords, creating quality content, and optimizing your site for mobile devices.
Using relevant keywords is the most important aspect of cryptocurrency SEO. Make sure to include keywords in the titles of your articles, in the tags used on your posts, and in the name of your website. Try to use keywords that people would actually search for when looking for information about cryptocurrencies.
Quality content is also important when optimizing your website for cryptocurrency SEO. Make sure that all of the content on your site is high-quality and relevant to potential customers. In addition, make sure that all of the images used on your site are properly tagged and optimized for SEO purposes.
Finally, check to see if your website is mobile-friendly. Mobile users tend to be more likely than desktop users to look for information about cryptocurrencies online. If you have a mobile version of your website, make sure that it’s properly designed and optimized for mobile viewing.
How do you identify the best keywords for your website?
There are a few different ways to identify the best keywords for your website.
Use Google AdWords Keyword Planner: This tool will show you how many people are searching for specific keywords and what their competition is. It also allows you to see trends over time, so you can adjust your campaigns accordingly.
Use Google Trends: Search interest in a keyword over time can give you an idea of which keywords are becoming more popular. However, be aware that this data changes frequently, so it’s always worth checking back regularly.
Conduct Your Own Research: Not all keywords will be related to your business, so it’s important to research which ones might be the most relevant to your niche. You can use online tools like SEMrush or Ahrefs to find related keywords and analyze their competition.
While there aren’t surefire tips for finding the best keywords for your website, these three strategies should help you get started.
What other factors should you consider when optimizing your website for cryptocurrency SEO?
There are a few other factors you should consider when optimizing your website for cryptocurrency SEO. First, make sure your site is well-organized and easy to navigate. Make sure all of your content is easily accessible and search engine friendly. Also, make sure all of your site’s links are optimized properly. Finally, make sure your site features an engaging and user-friendly design that will draw in cryptocurrency investors.
Conclusion
Cryptocurrency SEO is a growing field and with good reason – it can help your website rank higher in google search results for specific keywords. However, like any form of marketing, cryptocurrency SEO requires some planning and knowledge in order to be successful. In this article, I’ll outline the basics of cryptocurrency SEO so that you can start optimizing your website today!