HedBox App 13/12/2023

I am making three datasets: train1, train2, and train3. Train1 has already been cleaned to remove unnecessary columns, train2 is left untouched since I didn’t do time series analysis (it would take me too long to explain to you why), and the third one is the testing dataset and will be split into two: testing (we’re doing feature engineering here) and unseen (we’ll talk about the latter later on). The goal of having these different kinds of datasets is that you need to have two datasets to feed into a pipeline and have the same rows on both data sets, otherwise the model won’t scale right and you end up with mismatched datasets. My original plan was to add some features to the training dataset, so I could load it again (to fit a larger sample of train2 ) or even create multiple instances of data (to fit a smaller subset of train2 ) and add those rows to the trained1 and tested3 datasets. A quick google search showed me how hard it is to do such analyses without actually going through the code, so I’ll skip that. Fortunately some libraries (like statsmodels) let us combine data frames and that is basically what I used to accomplish this. If I had known there wouldn’t be any preprocessing (like removing missing values, or grouping data by categories or such) that would allow to do this analysis I wouldn’t have bothered.

If I hadn’t done all of this during the second half of 2020 I wouldn’t have been able to get it completed at all if I hadn’t also done it during the spring break semester I spent at UW. At least I would not have had all of the dependencies installed on the local machine I’m renting until late June and would have had some issues installing. Those were tough lessons I learned, especially when you learn something that is new and it is not compatible with something you did before.

A screenshot from one of my notebooks

That will get you started if you have access to a Unix terminal and know how to type things up there. However, if you are new to Linux or MacOS, a Mac or PC, or another operating system, you do not need to worry about connecting directly to an OS. You can install everything in Git, clone the repository, fork the repo, move to a new directory, clone it, and start working on a new notebook.

First few lines from an initial version of a notebook (they might change)

Here are the instructions for getting it ready for publishing: https://github.com/pierrondott/py_sphark_notebook

It gets more straightforward from there. Yes, this first step is not as tricky as it seems, but some times what you can achieve with these tools is way outside your grasp. As a beginner it feels like you can write whatever you want, but as your knowledge grows you might be discouraged and think that it isn’t worth it to figure it all yourself. That is all just sad truth, especially when you can rely on help from StackOverflow or Quora to pull you through.

After you have uploaded a notebook please leave it alone. Someone else can check and review it and see if it’s good or not. Keep the link on the gist, but don’t edit it, make it public, or anything else you think might confuse anyone who may see it in their future when you upload new stuff. When I see something in a notebook I try to make a comment about it on the web, but only after someone notices the link (I don’t really like it, but at least I’m keeping a copy of the whole thing for reference). I tried to make a note to include the exact same thing I did before (there is no documentation on GitHub for those), but I forgot about it and didn’t see it.

There are several ways to reach out if you need help building a similar project as mine. One option is obviously Medium or Twitter. I usually go on a random walk to my spot and blog about it on a daily basis. I’d love to hear of someone who uses this approach too.

If someone likes what they see here let them share it. I’m making some changes with this version after writing this post .

( HOW TO DOWNLOAD APPLIACTION )

Open File Explorer and find the zipped folder.To unzip the entire folder, right-click to select Extract All, and then follow the instructions.To unzip a single file or App, double-click the zipped folder to open it. Then, drag or copy the item from the zipped.

07  Forex Relative Strength

it is evident that, in order to excel with Forex analytical techniques, traders have to be able to comprehend and appreciate the different specific Forex indicators and how they function so that he can comprehend them in the correct way and effectively use them. Also, it is important to remember that when it comes to market Forex trading, a basic Forex trading strategies are often the most profitable, but it is not the most complicated Forex trading strategy. Therefore, it is necessary to have a few Forex indicators that can make the technological analysis beneficial for traders and help his benefit. Below, you’ll find technical Forex indicators, and the best way you can use them to earn gains in Forex.

Forex Relative Strength Indicator

This is an indicator of oscillation traders use to determine if the market for currencies of a specific currency pair is either overbought or oversold. Index readings of 70 or more typically suggest an overbought market, when an index reading lower than 30 signifies an oversold marketplace and that a turn around is expected to occur in the near future. Another benefit of using an RSI Forex indicator is to confirm the new Forex trend. A trend is confirmed when the indicator rises beyond 50. A downtrend is confirmed when it falls below 50.

Moving averages of Forex

It is among the most well-known and extensively utilized Forex technological indicators. It is possible to plot it on a monitor or the price chart in itself. There are a variety of Forex moving averages. However, an example of one that is the most widely used known, reliable and effective can be an exponential Forex moving averages. It’s basically an image from two Forex moving averages on Forex charts. They are used to knowing how to determine the Forex directions of currency.

The person who trades on the Forex market with a the latest Forex analysis that uses just a few Forex indicators. If a trader uses with a large number of Forex indicators it can make him confused and dissatisfied. It is important to remember that keeping trading straightforward is the key to successful Forex trading.

Forex Trading Strategies Using Technical Analysis Indicators

Technical analysis in Forex is the best method to trade on the market for stocks. There is many different sets of Forex indicators which have been studied thoroughly within Forex technological analysis.

What Forex methods can be utilized together with the other Forex indicators to generate precise and free tips for daytime trading. The Forex indicator is able to give accurate daily trading tips as well as useful information about stocks through purchasing and selling.

The Forex indicator is an indicator that follows trends

It shows what is the present Forex trend and allows you to keep track of the trend. It is displayed by the black dots that appear on the price chart in relation to dates. The sequence in the Forex chart will indicate whether the price is going in the upward Forex direction , or the upward Forex direction. So, traders can utilize Forex strategies to trade successfully for success in Forex day trading, as well as short time Forex trading.

Parabola pointers can be utilized together with other pointers. Forex Indicator is used to determine the quality of the Forex trend. It determines whether it is a Forex trend is strong or weak trend. Therefore, both indicators can be utilized to create solid Forex signals to help you trade on a daily basis.

This Forex indicator can be used in conjunction with the index of relative strength. It is the Relative Strength Index will help to determine the levels of the overbought and undersold areas of currency. There are numerous opportunities to reverse price movements in short and overbought positions. Therefore, the Forex trends reversal signals are able to be verified by an indicator of relative strength Forex indicator.

There are numerous, options for trading on the market for stocks. Technical analysis is among the most crucial and crucial methods to trade in Forex. There is the variety of Forex indicators that have been tested to test Forex technological analysis. There are two kinds of Forex indicators that are used in technical analysis.

Momentum Forex indicator and oscillator Forex indicator are two major types of Forex indicators.

A majority of the time momentum Forex indicators verify that the Forex trend and show what is currently the Forex trend. In general, an oscillator indicator is an indicator of strength Forex indicator, and it can also be used to determine the intensity of Forex trends. This momentum Forex indicator provides important information regarding how to determine the Forex direction to be followed and helps to determine the signals for buying and selling trades that are based on current Forex trends information. In addition oscillators Forex indicators can provide many Forex signals regarding price reverses.

Popular momentum Forex indicators are Forex moving averages since they are a symbol of diversification and convergence in the movement average Forex. They are renowned for their Forex moving averages, which are composed of two kinds that are the basic moving average, and the other is the exponential Forex moving averages. The simple Forex moving average has the slow response when contrasted to the second kind of exponential moving averages.

Other popular Forex oscillators comprise the RSI which it is the RSI Forex indicates and takes the range of 0 to 100 points. A value close to 30 indicates oversold levels , while the value of 70 is an indication of the overbought level of oversold levels. The short and overbought options are the special chances for a trend reverse. and oscillating Forex indicators give you indications of a buy .



( HOW TO DOWNLOAD APPLIACTION )

Open File Explorer and find the zipped folder.To unzip the entire folder, right-click to select Extract All, and then follow the instructions.To unzip a single file or App, double-click the zipped folder to open it. Then, drag or copy the item from the zipped.

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