If momentum trading has returned an average of 7% in annual returns over the last 137 years without todays computational

A study was conducted on more than a century of data, just to check its effectiveness and its results were astounding. The study found that Momentum trading was profitable since the last 137 years. After testing the entire sample from 1880 to 2016, the annualized excess return stood at 7%.

Computers are revolutionizing the way people invest. Now that 80% of every day trades are done by machines, easily accessible data is becoming vastly more important. Independent investors and hedge funds alike are looking for new ways in which they can leverage the speed of computers with their increasingly large troves of data to make more informed investing decisions. This is where technical analysis comes into play.

I felt no pressure from anyone else but myself to do this. In fact, my mom, my husband, and a few of my close friends regularly encouraged me to wear my hair more naturally. As my husband put it, “Your hair looks nice when it’s straightened, but it’s just… so clearly not your natural hair.” He’s not wrong, now, is he? I think he was also a bit opposed to inserting “dry bar” as a line item in the family budget. But he said to go for it if it made me happy.

That’s the thing, though. It didn’t really make me happy. Sure, I liked — in fact, I still like — the look of my hair when it was straight. But I didn’t like why I liked it. It didn’t make me happy to know I was trying to pass as someone other than who I am.

After I left corporate America and my corporate paycheck behind, I tried to quit straightening treatments. But I couldn’t quite do it. I freaked out as soon as my curly “new growth” hit the previously unheard of six-month mark. Would I be relegated back to the damn braid-and-bun?

Fortunately, this period in my life coincided with the introduction of the pinnacle of first-world services: the Dry Bar. This is the cutesy name of the first salon of its kind, but there are imitators everywhere these days. Here’s what happens at a dry bar: A stylist washes your hair a few times and then blow-dries it. You then get up and go to the front desk to fork over $45. Seriously. This is the entirety of the service provided by this salon. (Fine, they also offer a flat-iron or a beachy-wave finish). And yet they’re making a killing, in part thanks to me! I reached a point where I was going to the dry bar, like, once a week. There was something about having another person apply heat to my hair that made it look sleeker and last longer. Also, I could just sit there and scroll through my phone. (I said it was a first-world service!)

Calculating technical indicators takes time away from the modeling process and can therefore be a deterrent to building more complex statistical models. With the TA (technical analysis) library though, we can substantiate any stock’s historical price data with more than 40 different technical indicators using just one line of code. This is huge. Since I’ve never seen anyone using it, I decided to write this quick guide in hopes of encouraging more people to take advantage of it.

Technical indicators are exploratory variables usually derived from a stock’s price and volume. They are used to explain a stock’s price movements in hopes of predicting future swings. In other words, they are used to determine whether a stock is “overbought” or “oversold”. Though these indicators are widely exploited by both independent investors and hedge funds alike, many people do not have quick way of obtaining them. They have to resort to calculating each indicator one at a time. This process takes a great deal of time and computational power. Believe me. I’ve spent my fair share of time coding this process using python in the past (see proof in the articles below):

It is honorable for you to try to change and adapt and grow throughout your life. Trust that you will. But you are not responsible for using your suffering as self-improvement. Your responsibility is to evolve, not optimize. When life gives you lemons, you do not owe anybody a glass of lemonade.

It is honorable for you to try to change and adapt and grow throughout your life. Trust that you will. But you are not responsible for using your suffering as self-improvement. Your responsibility is to evolve, not optimize. When life gives you lemons, you do not owe anybody a glass of lemonade.

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reason: Teaching something makes you understand the topic as much as you can. Online course students will eventually ask you questions and you’ll want to give excellent answers. No one wants to look ignorant in front of their students!

When it comes to wearing my hair down and curly—you know, I somewhat agree with a March 2020 critique of the natural hair movement featured in HuffPost. The writer points out that many pro-natural hair products currently exist to help Black women get their locks to form looser, wider curls. In other words: hair that hangs down. And so we’ve come full circle? Who knows.

No matter how I end up wearing my hair, now or in the future, I am relieved to have reached a part of my identity journey where I am no longer trying to pass as anyone else but who I am.

Technical analysis attempts to extract information about a stock from the patterns in it’s past movements. To do this, we use an assortment of variables calculated from the stock’s historical data to make predictions. If we have enough indicators, we can even leverage the power of our computers to search for patterns that are unique to each stock and may help us predict it’s future price swings. This code is a simple and fast way to enhance the amount of data (number of technical indicators) you have about a stock. You can then visualize the indicators if you would like or even run them through your own statistical models.

I’m finally being honest about that, even if I can’t say that my journey has reached a destination. I haven’t paid money for a chemical straightener or gone to a dry bar for quite some time now. As I type this, my hair is tied up on top of my head in the “reverse messy bun” thing that has become downright fashionable in the Covid-19 era.