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Profitable Forex Strategy Reddit | 3 Easy Forex Strategies Easy For MT4

Profitable Forex Strategy Reddit | 3 Easy Forex Strategies Easy For MT4

The need for a trading strategy in Forex market

https://preview.redd.it/r6u8stdmeaw51.jpg?width=1320&format=pjpg&auto=webp&s=1b0292502d6e68f5c220af5a5851aeb8061b395b
Almost all trading manuals talk about the need to have your own trading strategy. First of all, the process of creating your trading scheme allows you to perfectly understand trading and exclude from it any eventuality that hides additional risk.
Profitable forex strategy: it is a type of instruction for the trader, which helps to follow a clearly verified algorithm and safeguard his deposit from emotional errors and consequences of the unpredictability of the Forex currency market.
Thanks to her, you will always know the answer to the question: how to act in certain market conditions. You have the conditions of opening a transaction, the conditions of its closing, likewise, you do not guess if it is time or not. You do what the trading strategy tells you. This does not mean that it cannot be changed. A healthy trading scheme in the forex market must be constantly adjusted, it must comply with the realities of current market trends, but there must be no unfounded arguments in it.
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Profitable Forex Strategy Reddit

Types of trading strategies
The forms of a trading strategy can combine a variety of methods. However, several of the most commonly used options can be highlighted.
  • Trading strategy based on various complementary technical indicators
  • Trading strategy using Bollinger Bands
  • Moving Average Strategy
  • Technical figures and patterns
  • Trading with Fibonacci levels
  • Candlestick trading strategy
  • Trend trading strategy
  • Flat trading strategy
  • Scalping
  • Fundamental analysis as the basis of the strategy

Three most profitable Forex strategies

Important! These strategies are the basis for building your own trading system. Indicator settings and recommended pending order levels are for consultation only. If you do not get a satisfactory outcome in the test result or in a live account, that does not mean that the problem is the strategy. It is enough to choose individual parameters of indicators under a separate asset and under the current market situation.

1. “Bali” scalping strategy

This strategy is one of the most popular, at least its description can be found on many websites. However, the recommendations will be different. According to the author's idea, "Bali" refers to scalping tactics, as it facilitates a fairly short stop loss (SL) and take profit (TP). However, the recommended time frame is high, because the signals appear not very often. The authors recommend using the H1 interval and the EUR / USD currency pair.
Indicators used:
  • Linear Weighted Moving Average. Period 48 (red line).
https://preview.redd.it/9mhs67mxeaw51.jpg?width=461&format=pjpg&auto=webp&s=913d428edd4cab0a3237e7039829a76dd587f1f5
The weighted linear moving average here acts as an additional filter. Due to the fact that LWMA gives more weight to the values ​​of the last periods, the indicator in the long periods practically excludes delays. In some cases, LWMA can give a signal beforehand, but in this strategy only the moving position relative to price is important. Bearish LWMA is a buy signal, sell bullish.
  • Trend Envelopes_v2. Period 2 (orange and blue lines).
https://preview.redd.it/8bap0s41faw51.jpg?width=627&format=pjpg&auto=webp&s=a6236ad06765280bbfd655fa1fb4153b28aaaf56
The indicator is also based on the moving average, but the formula is slightly different for the calculation. Its marking is more precise (the impact of price noise has been eliminated). It allows you to identify the twists of the trend compared to the usual mobile with a slight anticipation. Trend Envelopes has an interesting property: the color of the line and its new location changes when the price penetrates its old trend line, a kind of signal.
  • DSS of momentum. The configuration in the screenshot below.
https://preview.redd.it/9ch27cj4faw51.jpg?width=630&format=pjpg&auto=webp&s=00558bbd90378009bef33b7c96c77f884b912667
The indicator is placed in a separate window below the chart. This is an oscillator whose task is to determine the pivot points of the trend. And it does so much faster than standard oscillators. It has two lines: the signal is dotted, the additional line is solid, but the receiver has 2 kinds of colors (orange and green).
  • Important! Note that the indicators for the “Bali” strategy are chosen in such a way as to ultimately give an early signal. This gives the trader time to confirm the signal and check the fundamentals.
MA is one of the basics on MT4, the other two indicators can be found in the archive for free here. To add them to the platform, click on MT4: "File / Open data directory". In the folder that opens, follow the following path: MQL4 / Indicators. Copy the flags to the folder and restart the platform.
Also Read: Make Money With Trading
Conditions to open a long position:
  • Price penetrates the orange Trend Envelopes line from the bottom up. At the same time in the same candle there is a change of the orange line that falls to a growing celestial.
  • The candle is above LWMA. Once the above condition has been met, we wait for the candle to appear above the moving one. It is important that it closes above the LWMA red line. It is mandatory to have a Skyline Trend Envelopes on a signal candle.
  • The additional DSS of momentum line on the signal candle is green and is above the dotted line of the signal (that is, it crosses or crosses it).
We open a trade at the close of the signal candle. The recommended stop level is 20-25 points in 4-digit quotes, take profit at 40-50 points.
https://preview.redd.it/t48d55s8faw51.jpg?width=1000&format=pjpg&auto=webp&s=1e93863745e74dec536178539817225767cbeb1c
The arrow indicates a signal candle where a Trend Envelopes color change occurred. Note (purple ovals) that the blue line is below the orange line and goes upwards (in other cases the signal should be ignored). In the signal candle, the green DSS of momentum line is above the dotted line.
Conditions to open a short position:
  • Price penetrates the Trend Envelopes sky line from top to bottom. At the same time in the same candle there is a change from the increasing celestial line to the falling orange.
  • The candle is below LWMA. Once the above condition has been met, we wait for the candle to appear below the mobile. It is important that it closes below the LWMA red line. It is mandatory to have an orange Trend Envelopes line on a signal candle.
  • The additional DSS of momentum line on the signal candle is orange and is below the dotted line of the signal (i.e. crosses or crosses it).
https://preview.redd.it/6uixkl1dfaw51.jpg?width=1000&format=pjpg&auto=webp&s=dd53442c633e80c1e55da72cd5ffe9cda2e85b8a
Some examples where a transaction cannot be opened:
  1. In the screenshot below the signal candle closed at the moving level (red line), it was practically below it.
https://preview.redd.it/2o1wpocgfaw51.jpg?width=1000&format=pjpg&auto=webp&s=58d3286bf2884b5f0dfdaa0a62b68d2d50cdabf8
  1. In the screenshot below the signal candle is DSS below its signal line. Also, the celestial line is horizontal and not ascending.
https://preview.redd.it/1nfi1etjfaw51.jpg?width=801&format=pjpg&auto=webp&s=ff9fcbc10a485c5102ef7a135de47332827caf54
The signals are relatively rare, a signal can be expected for several days. In half the cases, it is better to control the transaction and close in advance, without waiting for profit taking. We do not operate at the time of flat. Try this strategy directly in the browser and see the result.
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2. “Va-Bank” candle strategy

This profitable Forex strategy is weekly and can be used on different currency pairs. It is based on the spring principle of price movement, what went up quickly, sooner or later must fall. To trade you will only need a schedule on any platform and W1 time frame (although the daily interval can be used).
You should estimate the size of the candle bodies of different currency pairs ( AUDCAD , AUDJPY , AUDUSD , EURGBP , EURJPY , GBPUSD , CHFJPY , NZDCHF , EURAUD , AUDCHF , CADCHF , EURUSD , EURCAD , GBPCHF ) and choose the largest distance from the opening to the close of the candle in the framework of the week. In this to open a transaction at the beginning of the following week.
Conditions to open a long position:
  • The bearish candle, which signifies last week's movement, has a relatively large body.
Open a long position early next week. Make sure to place a stop loss at 100-140 points and a take profit at 50-70 points. When it is midweek, close the order if it has not yet been closed at take profit or stop loss. After that, wait again for the beginning of the week and repeat the procedure, in any case do not open operations at the end of the current week.
https://preview.redd.it/vuihnqspfaw51.jpg?width=1000&format=pjpg&auto=webp&s=7641e9d7701911cc255c4f0c8a53e1660c35c9fe
On this chart it is clearly seen that after each large bearish candle there is necessarily a bullish candle (although smaller). The only question is what period to take where it makes sense to compare the relative length of the candles. Here everything is individual for each currency pair. Note that a rising candle was observed followed by a few small bearish candles. But when it comes to minimizing risks, it is best not to open a long response position, as the relatively small decline from the previous week may continue.
Conditions to open a short position:
  • The bullish candle, which signifies last week's movement, has a relatively large body.
We open a short position early next week.
https://preview.redd.it/tv4zmf5ufaw51.jpg?width=1000&format=pjpg&auto=webp&s=61cd1dcfc4aebfa6f80343b6c51f7a6e46358602
The red arrows point to the candles that had a large body around the previous bullish candles. Almost all signals turned out to be profitable, except for the transactions indicated by a blue arrow. The shortcomings of the strategy are rare signs, albeit with a high probability of profit. The best thing is that it can be used in several pairs at the same time.
This strategy has an interesting modification based on similar logic. Investors with little capital opt for intraday strategies, as their money is insufficient to exert radical pressure on the market. Therefore, if there is a strong move on the weekly chart, this may indicate a cluster of large strong traders. In other words, if there are three weekly candles in one direction, it is most likely the fourth. Here you also have to take into account the psychological factor, 4 candles is equal to one month, and those who "push" the market in one direction, within a month will begin to set profits.
Strategy principle:
  • A "three candles" pattern (ascending and descending) formed on the weekly chart.
  • It is preferable that each subsequent candle was larger than the previous one. Doji is not taken into account (disembodied candles).
  • Stop is placed at the closing level of the first candle of the constructed formation. Take profit at 50-100% of the last candle, but it is often better to manually close the trade.
An example of this type of formation in the screenshot below.
https://preview.redd.it/iu7cwa7xfaw51.jpg?width=1000&format=pjpg&auto=webp&s=9195d24b72d2bda5394614380e9e5bc167f108a5
Of the 5 patterns, 4 were effective. Lack of strategy, the pattern can be expected 2-3 months. But when launching a multi-currency strategy this expectation is justified. Consider swaps!
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3. Parabolic Profit Based on Moving Average

This strategy is universal and is usually given as an example for novice traders. It uses classic EMA (Exponential Moving Average) indicators for MT4 and Parabolic SAR, which acts as a confirmatory indicator.
The strategy is trend. Most sources suggest using it in "minutes", but price noise reduces its efficiency. It is better to use M15-M30 intervals. Currency pairs - Any, but you may need to adjust the indicator settings.
Indicators used:
  • EMA with periods 5, 25 and 50. EMA (5) in red, EMA (25) and EMA (50) in yellow. Apply to Close (closing price).
https://preview.redd.it/ly7ju8o3gaw51.jpg?width=1000&format=pjpg&auto=webp&s=61dee5b0d994d09a375e01e2b9afe188dd2ee0ed
  • Parabolic SAR, parameters remain unchanged (color correct at your discretion).
https://preview.redd.it/sonpv1m8gaw51.jpg?width=1000&format=pjpg&auto=webp&s=823e9ce5d279d3a98ef072694766a112a3ece775
Conditions to open a long position:
  • Red EMA (5) crosses the yellows from bottom to top.
  • Parabolic SAR is located under the sails.
Conditions to open a short position:
  • Red EMA (5) crosses the yellows from top to bottom.
  • Parabolic SAR is located above the candles.
The transaction can be opened on the same candle where the mobile crossover occurred. Stop loss at the local minimum, take profit at 20-25 points. But with the manual management of transactions you can extract great benefits. For example, close at the time of the transition from EMA (5) to a horizontal position (change of the angle of inclination of the growth to flat).
https://preview.redd.it/4un92jlegaw51.jpg?width=1000&format=pjpg&auto=webp&s=406a700c00722349622d031e20d0858e4196d18b
This screen shows that all three signals (two long and one short) were effective. It would be possible to enter the market on the candle by following the signal (in order to accurately verify the direction of the trend), but you would then miss the right time to enter. It is up to you to decide whether it is worth the risk. For one-hour intervals, these parameters hardly work, so be sure to check the performance of the indicators for each period of time in a minimum span of three years.
And now that you know the theory, a few words about how to put these strategies into practice.
Ready? Then let's get started!

From the theory to the practice

Step 1. Open demo account It's free, requires no deposit, takes up to 15 minutes, and no verification required. On the main page of your broker there is for sures a button "Register", click and follow the instructions. An account can also be opened from other menus (for example, from the top menu, from the commercial conditions of the account, etc.).
Step 2. Familiarize yourself with the functionality of the Personal Area. It won't take long. It is at the most user friendly and intuitive. You just need to understand the instruments of the platform and understand how the trades are opened.
Step 3. Launch the trading platform. The Personal Area has the platform incorporated, but it is impossible to add templates. Hence, the "Bali" and "Parabolic Profit" strategies can only be executed on MT4.

Characteristics of an effective Forex strategy Reddit

And finally, let's see what makes a profitable Forex strategy effective. What properties should it have? Perhaps three of the most important characteristics can be pointed out.
  • The minimum number of lag indicators. The smaller they are, the greater the forecast accuracy.
  • Easy. Understanding your strategy is more important than your saturation with complex elements, formulas, and schematics.
  • Uniqueness. Any trading strategy must be "tailored" to your trading style, your character, your circumstances, and so on.
It is very important to develop your own trading strategy, but it is necessary to test a large number of already available and proven strategies. On the Forex blog you will find trading strategies available for download. Before using a live account, test your chosen strategy on the demo account on the MetaTrader trading platform.
Conclusion. To successfully trade the Forex currency market, create your own trading strategy. Learn what's new, learn out-of-the-box trading schemes, and improve your individual action plan in the market. Only in this case, the trading results will satisfy you to the fullest. Success, dear readers!
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Where is Bitcoin Going and When?

Where is Bitcoin Going and When?

The Federal Reserve and the United States government are pumping extreme amounts of money into the economy, already totaling over $484 billion. They are doing so because it already had a goal to inflate the United States Dollar (USD) so that the market can continue to all-time highs. It has always had this goal. They do not care how much inflation goes up by now as we are going into a depression with the potential to totally crash the US economy forever. They believe the only way to save the market from going to zero or negative values is to inflate it so much that it cannot possibly crash that low. Even if the market does not dip that low, inflation serves the interest of powerful people.
The impending crash of the stock market has ramifications for Bitcoin, as, though there is no direct ongoing-correlation between the two, major movements in traditional markets will necessarily affect Bitcoin. According to the Blockchain Center’s Cryptocurrency Correlation Tool, Bitcoin is not correlated with the stock market. However, when major market movements occur, they send ripples throughout the financial ecosystem which necessary affect even ordinarily uncorrelated assets.
Therefore, Bitcoin will reach X price on X date after crashing to a price of X by X date.

Stock Market Crash

The Federal Reserve has caused some serious consternation with their release of ridiculous amounts of money in an attempt to buoy the economy. At face value, it does not seem to have any rationale or logic behind it other than keeping the economy afloat long enough for individuals to profit financially and politically. However, there is an underlying basis to what is going on which is important to understand in order to profit financially.
All markets are functionally price probing systems. They constantly undergo a price-discovery process. In a fiat system, money is an illusory and a fundamentally synthetic instrument with no intrinsic value – similar to Bitcoin. The primary difference between Bitcoin is the underlying technology which provides a slew of benefits that fiat does not. Fiat, however, has an advantage in being able to have the support of powerful nation-states which can use their might to insure the currency’s prosperity.
Traditional stock markets are composed of indices (pl. of index). Indices are non-trading market instruments which are essentially summaries of business values which comprise them. They are continuously recalculated throughout a trading day, and sometimes reflected through tradable instruments such as Exchange Traded Funds or Futures. Indices are weighted by market capitalizations of various businesses.
Price theory essentially states that when a market fails to take out a new low in a given range, it will have an objective to take out the high. When a market fails to take out a new high, it has an objective to make a new low. This is why price-time charts go up and down, as it does this on a second-by-second, minute-by-minute, day-by-day, and even century-by-century basis. Therefore, market indices will always return to some type of bull market as, once a true low is formed, the market will have a price objective to take out a new high outside of its’ given range – which is an all-time high. Instruments can only functionally fall to zero, whereas they can grow infinitely.
So, why inflate the economy so much?
Deflation is disastrous for central banks and markets as it raises the possibility of producing an overall price objective of zero or negative values. Therefore, under a fractional reserve system with a fiat currency managed by a central bank – the goal of the central bank is to depreciate the currency. The dollar is manipulated constantly with the intention of depreciating its’ value.
Central banks have a goal of continued inflated fiat values. They tend to ordinarily contain it at less than ten percent (10%) per annum in order for the psyche of the general populace to slowly adjust price increases. As such, the markets are divorced from any other logic. Economic policy is the maintenance of human egos, not catering to fundamental analysis. Gross Domestic Product (GDP) growth is well-known not to be a measure of actual growth or output. It is a measure of increase in dollars processed. Banks seek to produce raising numbers which make society feel like it is growing economically, making people optimistic. To do so, the currency is inflated, though inflation itself does not actually increase growth. When society is optimistic, it spends and engages in business – resulting in actual growth. It also encourages people to take on credit and debts, creating more fictional fiat.
Inflation is necessary for markets to continue to reach new heights, generating positive emotional responses from the populace, encouraging spending, encouraging debt intake, further inflating the currency, and increasing the sale of government bonds. The fiat system only survives by generating more imaginary money on a regular basis.
Bitcoin investors may profit from this by realizing that stock investors as a whole always stand to profit from the market so long as it is managed by a central bank and does not collapse entirely. If those elements are filled, it has an unending price objective to raise to new heights. It also allows us to realize that this response indicates that the higher-ups believe that the economy could crash in entirety, and it may be wise for investors to have multiple well-thought-out exit strategies.

Economic Analysis of Bitcoin

The reason why the Fed is so aggressively inflating the economy is due to fears that it will collapse forever or never rebound. As such, coupled with a global depression, a huge demand will appear for a reserve currency which is fundamentally different than the previous system. Bitcoin, though a currency or asset, is also a market. It also undergoes a constant price-probing process. Unlike traditional markets, Bitcoin has the exact opposite goal. Bitcoin seeks to appreciate in value and not depreciate. This has a quite different affect in that Bitcoin could potentially become worthless and have a price objective of zero.
Bitcoin was created in 2008 by a now famous mysterious figure known as Satoshi Nakamoto and its’ open source code was released in 2009. It was the first decentralized cryptocurrency to utilize a novel protocol known as the blockchain. Up to one megabyte of data may be sent with each transaction. It is decentralized, anonymous, transparent, easy to set-up, and provides myriad other benefits. Bitcoin is not backed up by anything other than its’ own technology.
Bitcoin is can never be expected to collapse as a framework, even were it to become worthless. The stock market has the potential to collapse in entirety, whereas, as long as the internet exists, Bitcoin will be a functional system with a self-authenticating framework. That capacity to persist regardless of the actual price of Bitcoin and the deflationary nature of Bitcoin means that it has something which fiat does not – inherent value.
Bitcoin is based on a distributed database known as the “blockchain.” Blockchains are essentially decentralized virtual ledger books, replete with pages known as “blocks.” Each page in a ledger is composed of paragraph entries, which are the actual transactions in the block.
Blockchains store information in the form of numerical transactions, which are just numbers. We can consider these numbers digital assets, such as Bitcoin. The data in a blockchain is immutable and recorded only by consensus-based algorithms. Bitcoin is cryptographic and all transactions are direct, without intermediary, peer-to-peer.
Bitcoin does not require trust in a central bank. It requires trust on the technology behind it, which is open-source and may be evaluated by anyone at any time. Furthermore, it is impossible to manipulate as doing so would require all of the nodes in the network to be hacked at once – unlike the stock market which is manipulated by the government and “Market Makers”. Bitcoin is also private in that, though the ledge is openly distributed, it is encrypted. Bitcoin’s blockchain has one of the greatest redundancy and information disaster recovery systems ever developed.
Bitcoin has a distributed governance model in that it is controlled by its’ users. There is no need to trust a payment processor or bank, or even to pay fees to such entities. There are also no third-party fees for transaction processing. As the ledge is immutable and transparent it is never possible to change it – the data on the blockchain is permanent. The system is not easily susceptible to attacks as it is widely distributed. Furthermore, as users of Bitcoin have their private keys assigned to their transactions, they are virtually impossible to fake. No lengthy verification, reconciliation, nor clearing process exists with Bitcoin.
Bitcoin is based on a proof-of-work algorithm. Every transaction on the network has an associated mathetical “puzzle”. Computers known as miners compete to solve the complex cryptographic hash algorithm that comprises that puzzle. The solution is proof that the miner engaged in sufficient work. The puzzle is known as a nonce, a number used only once. There is only one major nonce at a time and it issues 12.5 Bitcoin. Once it is solved, the fact that the nonce has been solved is made public.
A block is mined on average of once every ten minutes. However, the blockchain checks every 2,016,000 minutes (approximately four years) if 201,600 blocks were mined. If it was faster, it increases difficulty by half, thereby deflating Bitcoin. If it was slower, it decreases, thereby inflating Bitcoin. It will continue to do this until zero Bitcoin are issued, projected at the year 2140. On the twelfth of May, 2020, the blockchain will halve the amount of Bitcoin issued when each nonce is guessed. When Bitcoin was first created, fifty were issued per block as a reward to miners. 6.25 BTC will be issued from that point on once each nonce is solved.
Unlike fiat, Bitcoin is a deflationary currency. As BTC becomes scarcer, demand for it will increase, also raising the price. In this, BTC is similar to gold. It is predictable in its’ output, unlike the USD, as it is based on a programmed supply. We can predict BTC’s deflation and inflation almost exactly, if not exactly. Only 21 million BTC will ever be produced, unless the entire network concedes to change the protocol – which is highly unlikely.
Some of the drawbacks to BTC include congestion. At peak congestion, it may take an entire day to process a Bitcoin transaction as only three to five transactions may be processed per second. Receiving priority on a payment may cost up to the equivalent of twenty dollars ($20). Bitcoin mining consumes enough energy in one day to power a single-family home for an entire week.

Trading or Investing?

The fundamental divide in trading revolves around the question of market structure. Many feel that the market operates totally randomly and its’ behavior cannot be predicted. For the purposes of this article, we will assume that the market has a structure, but that that structure is not perfect. That market structure naturally generates chart patterns as the market records prices in time. In order to determine when the stock market will crash, causing a major decline in BTC price, we will analyze an instrument, an exchange traded fund, which represents an index, as opposed to a particular stock. The price patterns of the various stocks in an index are effectively smoothed out. In doing so, a more technical picture arises. Perhaps the most popular of these is the SPDR S&P Standard and Poor 500 Exchange Traded Fund ($SPY).
In trading, little to no concern is given about value of underlying asset. We are concerned primarily about liquidity and trading ranges, which are the amount of value fluctuating on a short-term basis, as measured by volatility-implied trading ranges. Fundamental analysis plays a role, however markets often do not react to real-world factors in a logical fashion. Therefore, fundamental analysis is more appropriate for long-term investing.
The fundamental derivatives of a chart are time (x-axis) and price (y-axis). The primary technical indicator is price, as everything else is lagging in the past. Price represents current asking price and incorrectly implementing positions based on price is one of the biggest trading errors.
Markets and currencies ordinarily have noise, their tendency to back-and-fill, which must be filtered out for true pattern recognition. That noise does have a utility, however, in allowing traders second chances to enter favorable positions at slightly less favorable entry points. When you have any market with enough liquidity for historical data to record a pattern, then a structure can be divined. The market probes prices as part of an ongoing price-discovery process. Market technicians must sometimes look outside of the technical realm and use visual inspection to ascertain the relevance of certain patterns, using a qualitative eye that recognizes the underlying quantitative nature
Markets and instruments rise slower than they correct, however they rise much more than they fall. In the same vein, instruments can only fall to having no worth, whereas they could theoretically grow infinitely and have continued to grow over time. Money in a fiat system is illusory. It is a fundamentally synthetic instrument which has no intrinsic value. Hence, the recent seemingly illogical fluctuations in the market.
According to trade theory, the unending purpose of a market or instrument is to create and break price ranges according to the laws of supply and demand. We must determine when to trade based on each market inflection point as defined in price and in time as opposed to abandoning the trend (as the contrarian trading in this sub often does). Time and Price symmetry must be used to be in accordance with the trend. When coupled with a favorable risk to reward ratio, the ability to stay in the market for most of the defined time period, and adherence to risk management rules; the trader has a solid methodology for achieving considerable gains.
We will engage in a longer term market-oriented analysis to avoid any time-focused pressure. The Bitcoin market is open twenty-four-hours a day, so trading may be done when the individual is ready, without any pressing need to be constantly alert. Let alone, we can safely project months in advance with relatively high accuracy. Bitcoin is an asset which an individual can both trade and invest, however this article will be focused on trading due to the wide volatility in BTC prices over the short-term.

Technical Indicator Analysis of Bitcoin

Technical indicators are often considered self-fulfilling prophecies due to mass-market psychology gravitating towards certain common numbers yielded from them. They are also often discounted when it comes to BTC. That means a trader must be especially aware of these numbers as they can prognosticate market movements. Often, they are meaningless in the larger picture of things.
  • Volume – derived from the market itself, it is mostly irrelevant. The major problem with volume for stocks is that the US market open causes tremendous volume surges eradicating any intrinsic volume analysis. This does not occur with BTC, as it is open twenty-four-seven. At major highs and lows, the market is typically anemic. Most traders are not active at terminal discretes (peaks and troughs) because of levels of fear. Volume allows us confidence in time and price symmetry market inflection points, if we observe low volume at a foretold range of values. We can rationalize that an absolute discrete is usually only discovered and anticipated by very few traders. As the general market realizes it, a herd mentality will push the market in the direction favorable to defending it. Volume is also useful for swing trading, as chances for swing’s validity increases if an increase in volume is seen on and after the swing’s activation. Volume is steadily decreasing. Lows and highs are reached when volume is lower.
Therefore, due to the relatively high volume on the 12th of March, we can safely determine that a low for BTC was not reached.
  • VIX – Volatility Index, this technical indicator indicates level of fear by the amount of options-based “insurance” in portfolios. A low VIX environment, less than 20 for the S&P index, indicates a stable market with a possible uptrend. A high VIX, over 20, indicates a possible downtrend. VIX is essentially useless for BTC as BTC-based options do not exist. It allows us to predict the market low for $SPY, which will have an indirect impact on BTC in the short term, likely leading to the yearly low. However, it is equally important to see how VIX is changing over time, if it is decreasing or increasing, as that indicates increasing or decreasing fear. Low volatility allows high leverage without risk or rest. Occasionally, markets do rise with high VIX.
As VIX is unusually high, in the forties, we can be confident that a downtrend for the S&P 500 is imminent.
  • RSI (Relative Strength Index): The most important technical indicator, useful for determining highs and lows when time symmetry is not availing itself. Sometimes analysis of RSI can conflict in different time frames, easiest way to use it is when it is at extremes – either under 30 or over 70. Extremes can be used for filtering highs or lows based on time-and-price window calculations. Highly instructive as to major corrective clues and indicative of continued directional movement. Must determine if longer-term RSI values find support at same values as before. It is currently at 73.56.
  • Secondly, RSI may be used as a high or low filter, to observe the level that short-term RSI reaches in counter-trend corrections. Repetitions based on market movements based on RSI determine how long a trade should be held onto. Once a short term RSI reaches an extreme and stay there, the other RSI’s should gradually reach the same extremes. Once all RSI’s are at extreme highs, a trend confirmation should occur and RSI’s should drop to their midpoint.

Trend Definition Analysis of Bitcoin

Trend definition is highly powerful, cannot be understated. Knowledge of trend logic is enough to be a profitable trader, yet defining a trend is an arduous process. Multiple trends coexist across multiple time frames and across multiple market sectors. Like time structure, it makes the underlying price of the instrument irrelevant. Trend definitions cannot determine the validity of newly formed discretes. Trend becomes apparent when trades based in counter-trend inflection points continue to fail.
Downtrends are defined as an instrument making lower lows and lower highs that are recurrent, additive, qualified swing setups. Downtrends for all instruments are similar, except forex. They are fast and complete much quicker than uptrends. An average downtrend is 18 months, something which we will return to. An uptrend inception occurs when an instrument reaches a point where it fails to make a new low, then that low will be tested. After that, the instrument will either have a deep range retracement or it may take out the low slightly, resulting in a double-bottom. A swing must eventually form.
A simple way to roughly determine trend is to attempt to draw a line from three tops going upwards (uptrend) or a line from three bottoms going downwards (downtrend). It is not possible to correctly draw a downtrend line on the BTC chart, but it is possible to correctly draw an uptrend – indicating that the overall trend is downwards. The only mitigating factor is the impending stock market crash.

Time Symmetry Analysis of Bitcoin

Time is the movement from the past through the present into the future. It is a measurement in quantified intervals. In many ways, our perception of it is a human construct. It is more powerful than price as time may be utilized for a trade regardless of the market inflection point’s price. Were it possible to perfectly understand time, price would be totally irrelevant due to the predictive certainty time affords. Time structure is easier to learn than price, but much more difficult to apply with any accuracy. It is the hardest aspect of trading to learn, but also the most rewarding.
Humans do not have the ability to recognize every time window, however the ability to define market inflection points in terms of time is the single most powerful trading edge. Regardless, price should not be abandoned for time alone. Time structure analysis It is inherently flawed, as such the markets have a fail-safe, which is Price Structure. Even though Time is much more powerful, Price Structure should never be completely ignored. Time is the qualifier for Price and vice versa. Time can fail by tricking traders into counter-trend trading.
Time is a predestined trade quantifier, a filter to slow trades down, as it allows a trader to specifically focus on specific time windows and rest at others. It allows for quantitative measurements to reach deterministic values and is the primary qualifier for trends. Time structure should be utilized before price structure, and it is the primary trade criterion which requires support from price. We can see price structure on a chart, as areas of mathematical support or resistance, but we cannot see time structure.
Time may be used to tell us an exact point in the future where the market will inflect, after Price Theory has been fulfilled. In the present, price objectives based on price theory added to possible future times for market inflection points give us the exact time of market inflection points and price.
Time Structure is repetitions of time or inherent cycles of time, occurring in a methodical way to provide time windows which may be utilized for inflection points. They are not easily recognized and not easily defined by a price chart as measuring and observing time is very exact. Time structure is not a science, yet it does require precise measurements. Nothing is certain or definite. The critical question must be if a particular approach to time structure is currently lucrative or not.
We will measure it in intervals of 180 bars. Our goal is to determine time windows, when the market will react and when we should pay the most attention. By using time repetitions, the fact that market inflection points occurred at some point in the past and should, therefore, reoccur at some point in the future, we should obtain confidence as to when SPY will reach a market inflection point. Time repetitions are essentially the market’s memory. However, simply measuring the time between two points then trying to extrapolate into the future does not work. Measuring time is not the same as defining time repetitions. We will evaluate past sessions for market inflection points, whether discretes, qualified swings, or intra-range. Then records the times that the market has made highs or lows in a comparable time period to the future one seeks to trade in.
What follows is a time Histogram – A grouping of times which appear close together, then segregated based on that closeness. Time is aligned into combined histogram of repetitions and cycles, however cycles are irrelevant on a daily basis. If trading on an hourly basis, do not use hours.
  • Yearly Lows (last seven years): 1/1/13, 4/10/14, 1/15/15, 1/17/16, 1/1/17, 12/15/18, 2/6/19
  • Monthly Mode: 1, 1, 1, 1, 2, 4, 12
  • Daily Mode: 1, 1, 6, 10, 15, 15, 17
  • Monthly Lows (for the last year): 3/12/20 (10:00pm), 2/28/20 (7:09am), 1/2/20 (8:09pm), 12/18/19 (8:00am), 11/25/19 (1:00am), 10/24/19 (2:59am), 9/30/19 (2:59am), 8/29,19 (4:00am), 7/17/19 (7:59am), 6/4/19 (5:59pm), 5/1/19 (12:00am), 4/1/19 (12:00am)
  • Daily Lows Mode for those Months: 1, 1, 2, 4, 12, 17, 18, 24, 25, 28, 29, 30
  • Hourly Lows Mode for those Months (Military time): 0100, 0200, 0200, 0400, 0700, 0700, 0800, 1200, 1200, 1700, 2000, 2200
  • Minute Lows Mode for those Months: 00, 00, 00, 00, 00, 00, 09, 09, 59, 59, 59, 59
  • Day of the Week Lows (last twenty-six weeks):
Weighted Times are repetitions which appears multiple times within the same list, observed and accentuated once divided into relevant sections of the histogram. They are important in the presently defined trading time period and are similar to a mathematical mode with respect to a series. Phased times are essentially periodical patterns in histograms, though they do not guarantee inflection points
Evaluating the yearly lows, we see that BTC tends to have its lows primarily at the beginning of every year, with a possibility of it being at the end of the year. Following the same methodology, we get the middle of the month as the likeliest day. However, evaluating the monthly lows for the past year, the beginning and end of the month are more likely for lows.
Therefore, we have two primary dates from our histogram.
1/1/21, 1/15/21, and 1/29/21
2:00am, 8:00am, 12:00pm, or 10:00pm
In fact, the high for this year was February the 14th, only thirty days off from our histogram calculations.
The 8.6-Year Armstrong-Princeton Global Economic Confidence model states that 2.15 year intervals occur between corrections, relevant highs and lows. 2.15 years from the all-time peak discrete is February 9, 2020 – a reasonably accurate depiction of the low for this year (which was on 3/12/20). (Taking only the Armstrong model into account, the next high should be Saturday, April 23, 2022). Therefore, the Armstrong model indicates that we have actually bottomed out for the year!
Bear markets cannot exist in perpetuity whereas bull markets can. Bear markets will eventually have price objectives of zero, whereas bull markets can increase to infinity. It can occur for individual market instruments, but not markets as a whole. Since bull markets are defined by low volatility, they also last longer. Once a bull market is indicated, the trader can remain in a long position until a new high is reached, then switch to shorts. The average bear market is eighteen months long, giving us a date of August 19th, 2021 for the end of this bear market – roughly speaking. They cannot be shorter than fifteen months for a central-bank controlled market, which does not apply to Bitcoin. (Otherwise, it would continue until Sunday, September 12, 2021.) However, we should expect Bitcoin to experience its’ exponential growth after the stock market re-enters a bull market.
Terry Laundy’s T-Theory implemented by measuring the time of an indicator from peak to trough, then using that to define a future time window. It is similar to an head-and-shoulders pattern in that it is the process of forming the right side from a synthetic technical indicator. If the indicator is making continued lows, then time is recalculated for defining the right side of the T. The date of the market inflection point may be a price or indicator inflection date, so it is not always exactly useful. It is better to make us aware of possible market inflection points, clustered with other data. It gives us an RSI low of May, 9th 2020.
The Bradley Cycle is coupled with volatility allows start dates for campaigns or put options as insurance in portfolios for stocks. However, it is also useful for predicting market moves instead of terminal dates for discretes. Using dates which correspond to discretes, we can see how those dates correspond with changes in VIX.
Therefore, our timeline looks like:
  • 2/14/20 – yearly high ($10372 USD)
  • 3/12/20 – yearly low thus far ($3858 USD)
  • 5/9/20 – T-Theory true yearly low (BTC between 4863 and 3569)
  • 5/26/20 – hashrate difficulty halvening
  • 11/14/20 – stock market low
  • 1/15/21 – yearly low for BTC, around $8528
  • 8/19/21 – end of stock bear market
  • 11/26/21 – eighteen months from halvening, average peak from halvenings (BTC begins rising from $3000 area to above $23,312)
  • 4/23/22 – all-time high
Taken from my blog: http://aliamin.info/2020/
submitted by aibnsamin1 to Bitcoin [link] [comments]

Digital marketer interested in partening up with Forex business?

I'm not sure if I'm allowed to do this kind of post in this sub, but I've found no better place to do it, so here it goes:
I launched a website 5 years ago, that sells applications I've coded for popular Forex trading platforms (Metatrader and NinjaTrader). I've had moderate success so far that allowed me to live off this business alone.

Who am I?
I came to this market due to my passion for trading, and my experience in coding. My background is in Science (physics and statistics) and programming. I consider my expertise to be in coding, data science (data analysis, machine learning, models, predictions, etc...) and I also consider myself to be a creative and very pragmatic person, with a good market intuition.

Who am I looking for?
Since I've started this business, I've always felt that marketing was its weakest point (virtually no marketing efforts were done...), and after learning the basics of it and realizing how much it could help the business grow, I've committed to start taking it seriously. Of course, I could just try to apply the basics - and probably screw it all up - or I could actually look for someone who is experienced in digital marketing to do a proper job. Hiring a freelancer is not my first option, as this is a central area of the business that needs regular work from someone who has some stake in the business.
So I'm looking for an experienced digital marketer, with an interest in financial trading.

What do I need from a digital marketer?
- Copywriting
- Building sales funnels
- Email marketing
- SEO efforts
- Possibly creating/managing ads in the future

Here's how the business is right now:
- Constant revenues, leads and mostly organic search visits
- Ranking on first page for several important keywords directly related to our products
- 3 paid applications
- 5+ free applications
- 3 more paid applications ready to be launched, each one with a free version to be used as a lead-magnet
- Plans to launch a subscription service for data/charts that would target daily/weekly traders
- Plan to launch an innovative product with machine learning as its backbone to help manual traders optimize their own trading in an effortless way
- A key partnership on a very large non-english market

I want to grow this business as fast as possible, and it's definitely doable in a short time span with a proper marketing strategy. Leave your details here or PM me directly if you're interested.
submitted by ElmStreetNineties to DigitalMarketing [link] [comments]

https://www.m1finance.com/articles-2/best-financial-websites/

What are the best financial websites?
The best financial sites offer a wealth of resources to people ranging from beginning investors to seasoned professionals. Some of these websites come from recognized leading financial media sources while others offer personal and investment financial advice from bloggers who have been successful. We have compiled a list of the best financial sites and finance blogs that you should include in your list of reading.
Why should I read the top financial websites?
In the past, people had to rely on financial advisors to gain information and education about finance. That notion has changed with the availability of the internet. There is a variety of top financial websites with more coming online each day. Since not everyone has a background in finance, reading some of the best websites is a great way for you to become more educated and confident about finance.
When did financial advice websites begin?
Financial websites started in the late 1990s with many more coming online in the 2000s. Some, such as Bankrate, started out in print decades ago before transforming into one of the best financial websites. Financial planning websites can help you to learn how to manage your money and to build wealth in a more effective way.
Learn about the best financial websites and financial blogs from M1 Finance Users of the best financial websites today
According to data from Statista, the top three leading finance websites by visitors include Yahoo! Finance with 70 million visitors per month, MSN Money Central with 65 million monthly visitors, and CNN Money with 50 million monthly visitors. The need for financial education and literacy is clear. According to the Financial Educators Council, the average test result for financial literacy across all age groups was a low 63%.
According to the Next Web, more than one million new users of the internet are coming online every day. There are reportedly over 4.3 billion internet users who are now online around the world. The global reach of the internet makes it an ideal vehicle for helping people around the world to become financially literate.
What are some of the best general financial websites?
These best financial websites are leaders in the provision of general financial information. Investors of all levels can benefit by making it a habit to read these top financial websites on a regular basis.
Yahoo!Finance
Yahoo! Finance aggregates finance news from around the internet. It also allows you to purchase company reports. You can find charts, price quotes, information about competitor companies, earnings reports and key ratios for free.
CNBC Markets
CNBC Markets provides up-to-date news about the global markets. In the news section, you can find listings of developments in the U.S. stock markets as well as for developments across Europe and Asia.
Forbes Money
Forbes Money is a leader in the finance and business world. Readers who are invested in topics such as investing, business and leadership can all find something that appeals to them in Forbes. In addition to finance topics, Forbes also covers related financial areas.
Investing.com
Investing.com is one of the best financial sites for people who are interested in active trading. On the home page, you can view forex prices, ETFs, commodities prices and futures contracts. The news section offers in-depth articles. Investors check this site daily to see current quotes for a variety of different investments.
Bloomberg
Bloomberg is one of the best financial websites for market data. On its news section, you can choose from different categories by region, general financial information, industry and asset class. You can see the historical information for a queried stock, which is helpful in identifying how different types of news reports impact the performance of the stock.
Reuters
Reuters is another website for obtaining market data. It offers broad coverage of stock news, sector news and market news. You can also find historical information, as well as an auto-complete stock name feature that is helpful search tool.
GoogleFinance
GoogleFinance is one of the best financial sites because of its search functionality. You can find an abundance of information about price quotes, news, competitor companies, earnings reports and key ratios. Keep in mind that some news items are not in real-time.
Read about the best financial websites and financial blogs from M1 Finance The Wall Street Journal
The Wall Street Journal has been released in print format since 1989. Online, it is reviewed as one of the top financial websites around the world. Readers from across the globe subscribe to the Wall Street Journal for its business news. The WSJ also offers its readers email alerts about news and stock information.
Investopedia
Investopedia is one of the best financial websites because of its emphasis on financial education. You are able to start a watchlist to track your stocks and can take courses on investing through its Investopedia Academy. The many articles offered by Investopedia is a rich resource for people who want to learn more about the stock market and financial principles.
Financial Times
The Financial Times is another leading publication that is read around the world. It offers comprehensive international coverage of financial news. However, you are only able to read the headlines for free. With a paid subscription, you can read the detailed news reports and gain access to diversified content.
NerdWallet
NerdWallet is one of the best financial websites for comparisons. The site allows you to compare investment accounts, high-yield savings accounts, CDs, debit cards, mortgages and credit cards. The site releases a best list for every category annually.
The Economist
The Economist is another go-to source for the latest in international news. It is authoritative and offers in-depth coverage of politics, finance, business, technology and science.
BankRate
BankRate was launched in 1976 as a newsletter and is highly respected. It has become one of the best financial websites available on the internet. You can find a wealth of data on mortgages, bank rates and credit cards. It also offers online financial advice about financial planning, investing and saving for retirement.
Barron’s
Barron’s is a weekly newspaper that has been published since 1921. On its website, it provides news about market developments in the U.S., financial information and related statistics. The website contains interest sections with in-depth coverage contained within each. Latest financial news can be found on its home page, while interest sections include technology, retirement, options and funds.
SEC
The SEC offers primary source material such as the quarterly and annual financial reports that have been filed with the SEC. These include publicly-traded companies’ filings. All of this data can be accessed through EDGAR on the SEC’s website by searching for a stock ticker symbol or the name of a company.
Kiplinger
Kiplinger ranks as one of the top financial advice websites. It is a sound resource for financial advice with coverage on how to save money and avoid fees. Kiplinger has a section that covers the basics of personal finance and has quizzes on a variety of finance topics.
Motley Fool
The Motley Fool offers investors in-depth analysis on general financial information. It also has stock market analyses and insights. While the name might be odd, the financial services company encourages its readers to become financially independent through information and research. Access to advice from experts is offered for an additional charge.
Money Morning
Money Morning boasts a free daily newsletter on information that can help you to become financially independent. The site’s layout is divided into major categories as well as hot topics sections. You can find advice on different stocks with in-depth analyses.
What are some of the best financial websites for stocks and trading?
If you are wanting to focus on the best financial websites for stocks, you can cut down your search time by including in your reading these best financial sites that we have listed for you. Each of these sites allows you to get the information that you need about different stocks and companies so that you can make informed investment decisions.
Investigate the best financial websites and financial blogs from M1 Finance CNN Markets
CNN is among the top news networks in the world. It has a markets section that simplifies browsing of economic news. The markets section contains current financial news, commodities changes, trending stocks and much more. Each of these topics has its own dedicated page for more in-depth information. If you want a fast update about the market news, CNN is a great source.
MarketWatch
MarketWatch has a news viewer section that gives you access to stories that have timestamps. News items are automatically updated, and its coverage includes global stock markets, forex, commodities and other classes of assets. It also offers data about macroeconomics and fundamental analysis information.
Seeking Alpha
Seeking Alpha aggregates data from other financial sites. You can find trending finance articles from across the internet together with the top-performing stocks and recent news. Seeking Alpha articles range from types of investment to investment strategies.
NASDAQ
NASDAQ offers the latest analysis and stock market news. You can find information on companies and their competitors, the latest news and see how the markets are performing. The site also provides quote updates and financial tools to aid in your investing endeavors.
Morningstar
Morningstar allows you to view annual returns of ETFs and mutual funds for the past 10 years. Quarterly and monthly returns for the past five years are also available on this site. You can review the after-tax returns of different funds so that you can gain a better idea of investor earnings.
The Street
The Street is one of the best financial sites for news about investing. When you read The Street, you can find opinions, recommendations, current events and how to get started in the market. There are also paid services that are available to investors, including market analyses and advanced strategies.
Zacks Investment Research
Zacks Investment Research requires you to sign up for a free membership to gain access to its data on funds and stocks. You are able to use this site to conduct comprehensive research. Zacks gives you access to independent reports that can help you when you are trying to build a well-diversified portfolio.
Review the best financial websites and financial blogs from M1 Finance NYSE
If you are invested in the stock market, the NYSE should be included on your list of best financial sites to read. The NYSE access includes listings information, markets, historical and real-time market data. All investors should make a habit of checking the NYSE’s site on a regular basis to stay informed.
What are some of the best financial blog sites?
Our list of best financial websites contains multiple finance blogs. These blogs offer online financial advice and financial planning tools while also providing answers to common investing questions. A list of the best financial sites would not be complete without including these top financial websites.
The Balance
The Balance offers articles that are divided into categories such as retirement, investing, debt management and banking. The articles give advice about many areas of finance and aim to increase your financial literacy.
Wise Bread
Wise Bread is a community of personal finance bloggers and finance experts. The goal is to help people to live well financially and to derive more enjoyment out of life. It includes multiple sections, including personal finance, frugal living, life hacks, credit cards and career advice.
Financial Post
The Financial Post offers a mix of financial news and analysis together with personal finance advice. The site targets a range of people from young investors to high net worth investors.
Money Crashers
Money Crashers is a comprehensive site that covers nearly all things related to finance. You can find information about debt, credit, investments, living frugally, small business and family. The goal is to educate those who are looking to make sound financial decisions.
The Simple Dollar
The Simple Dollar, written by the author of “365 Ways to Live Cheap!”, provides numerous tips for frugal living. It is one of the best financial planning websites for people who are wanting to gain control of their finances. Reading this blog can give you answers to your financial questions about how to reduce your expenses so that you can live within your means.
Good Financial Cents
Good Financial Cents is one of the best financial sites for people who want to learn about personal finance. It is written by Jeff Rose, who also has a YouTube Channel featuring many of his blog topics. The focus of this certified financial advisor’s blog is to educate people on how to become financially independent.
Financial Samurai
The Financial Samurai was established in 2009 by Sam Dogen. He was able to leave his job in corporate America after 13 years by saving at least 50% of his after-tax income from the time that he began his professional job. He invested his savings in real estate, bonds, stocks and CDs in order to have enough passive income to be able to quit his job and focus on his blog. He offers information about wealth management, financial products, real estate and more.
Dave Ramsey
Dave Ramsey is a well-known expert in the finance field who offers financial planning tools and personal finance education. His blog is recognized as one of the top financial planning websites and is used by millions of people to learn how to build wealth, reduce debt and increase their savings.
Mint Life
Mint Life is among the best financial sites for people who are looking for a broad personal finance resource. The blog contains a large list of money management categories with a range of articles available in each. The categories include everything from student finances, housing finances, food budgets, to much more.
Mr. Money Mustache
Mr. Money Mustache is a credible finance site with a quirky name. The author, who was able to retire at age 30, started his blog in 2005 when he was 36 years old. The blog’s mission is to allow you to learn how to live below your means and to build your savings quickly so that you can retire early, too.
Incorporating some of the best financial websites into your daily life can help you to learn more about how you can attain financial freedom by budgeting, living frugally and making saving a habit. You can take the information that you learn from these sites and apply it when you invest with M1 Finance.
Learn how M1 can empower you to manage your money and earn more
You can use your acquired knowledge from top financial websites to manage your own portfolio with M1. Instead of paying someone else to build a portfolio, you are able to build one yourself with M1. You have the control to customize your portfolio in order to meet your needs or you the option to choose from 80 prebuilt expert portfolios that were created to meet different goals, timeframes and risk levels. The sleek and intuitive design of the M1 Finance platform makes managing and building your portfolio simple.
M1 Finance is an online brokerage firm that blends key financial principles with digital technology to provide investors with a straightforward and seamless investing experience. M1 Finance helps you to manage your money in a more effective way so that you can earn more. The platform uses automated reinvestments and dynamic portfolio rebalancing to save you time. These features help to keep your portfolio in line to meet your financial goals.
When you choose M1 Finance, you are able to invest for free. M1 does not charge management fees or commissions, and you will be able to access the powerful automation from anywhere with its mobile investing capabilities. Get started today by signing up online or call us to learn more about investing at 312-600-2883. DISCLAIMER: Please consult your finance and tax professionals to learn more about investing and taxes.
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submitted by luis3445 to M1Finance [link] [comments]

Subreddit Stats: cs7646_fall2017 top posts from 2017-08-23 to 2017-12-10 22:43 PDT

Period: 108.98 days
Submissions Comments
Total 999 10425
Rate (per day) 9.17 95.73
Unique Redditors 361 695
Combined Score 4162 17424

Top Submitters' Top Submissions

  1. 296 points, 24 submissions: tuckerbalch
    1. Project 2 Megathread (optimize_something) (33 points, 475 comments)
    2. project 3 megathread (assess_learners) (27 points, 1130 comments)
    3. For online students: Participation check #2 (23 points, 47 comments)
    4. ML / Data Scientist internship and full time job opportunities (20 points, 36 comments)
    5. Advance information on Project 3 (19 points, 22 comments)
    6. participation check #3 (19 points, 29 comments)
    7. manual_strategy project megathread (17 points, 825 comments)
    8. project 4 megathread (defeat_learners) (15 points, 209 comments)
    9. project 5 megathread (marketsim) (15 points, 484 comments)
    10. QLearning Robot project megathread (12 points, 691 comments)
  2. 278 points, 17 submissions: davebyrd
    1. A little more on Pandas indexing/slicing ([] vs ix vs iloc vs loc) and numpy shapes (37 points, 10 comments)
    2. Project 1 Megathread (assess_portfolio) (34 points, 466 comments)
    3. marketsim grades are up (25 points, 28 comments)
    4. Midterm stats (24 points, 32 comments)
    5. Welcome to CS 7646 MLT! (23 points, 132 comments)
    6. How to interact with TAs, discuss grades, performance, request exceptions... (18 points, 31 comments)
    7. assess_portfolio grades have been released (18 points, 34 comments)
    8. Midterm grades posted to T-Square (15 points, 30 comments)
    9. Removed posts (15 points, 2 comments)
    10. assess_portfolio IMPORTANT README: about sample frequency (13 points, 26 comments)
  3. 118 points, 17 submissions: yokh_cs7646
    1. Exam 2 Information (39 points, 40 comments)
    2. Reformat Assignment Pages? (14 points, 2 comments)
    3. What did the real-life Michael Burry have to say? (13 points, 2 comments)
    4. PSA: Read the Rubric carefully and ahead-of-time (8 points, 15 comments)
    5. How do I know that I'm correct and not just lucky? (7 points, 31 comments)
    6. ML Papers and News (7 points, 5 comments)
    7. What are "question pools"? (6 points, 4 comments)
    8. Explanation of "Regression" (5 points, 5 comments)
    9. GT Github taking FOREVER to push to..? (4 points, 14 comments)
    10. Dead links on the course wiki (3 points, 2 comments)
  4. 67 points, 13 submissions: harshsikka123
    1. To all those struggling, some words of courage! (20 points, 18 comments)
    2. Just got locked out of my apartment, am submitting from a stairwell (19 points, 12 comments)
    3. Thoroughly enjoying the lectures, some of the best I've seen! (13 points, 13 comments)
    4. Just for reference, how long did Assignment 1 take you all to implement? (3 points, 31 comments)
    5. Grade_Learners Taking about 7 seconds on Buffet vs 5 on Local, is this acceptable if all tests are passing? (2 points, 2 comments)
    6. Is anyone running into the Runtime Error, Invalid DISPLAY variable when trying to save the figures as pdfs to the Buffet servers? (2 points, 9 comments)
    7. Still not seeing an ML4T onboarding test on ProctorTrack (2 points, 10 comments)
    8. Any news on when Optimize_Something grades will be released? (1 point, 1 comment)
    9. Baglearner RMSE and leaf size? (1 point, 2 comments)
    10. My results are oh so slightly off, any thoughts? (1 point, 11 comments)
  5. 63 points, 10 submissions: htrajan
    1. Sample test case: missing data (22 points, 36 comments)
    2. Optimize_something test cases (13 points, 22 comments)
    3. Met Burt Malkiel today (6 points, 1 comment)
    4. Heads up: Dataframe.std != np.std (5 points, 5 comments)
    5. optimize_something: graph (5 points, 29 comments)
    6. Schedule still reflecting shortened summer timeframe? (4 points, 3 comments)
    7. Quick clarification about InsaneLearner (3 points, 8 comments)
    8. Test cases using rfr? (3 points, 5 comments)
    9. Input format of rfr (2 points, 1 comment)
    10. [Shameless recruiting post] Wealthfront is hiring! (0 points, 9 comments)
  6. 62 points, 7 submissions: swamijay
    1. defeat_learner test case (34 points, 38 comments)
    2. Project 3 test cases (15 points, 27 comments)
    3. Defeat_Learner - related questions (6 points, 9 comments)
    4. Options risk/reward (2 points, 0 comments)
    5. manual strategy - you must remain in the position for 21 trading days. (2 points, 9 comments)
    6. standardizing values (2 points, 0 comments)
    7. technical indicators - period for moving averages, or anything that looks past n days (1 point, 3 comments)
  7. 61 points, 9 submissions: gatech-raleighite
    1. Protip: Better reddit search (22 points, 9 comments)
    2. Helpful numpy array cheat sheet (16 points, 10 comments)
    3. In your experience Professor, Mr. Byrd, which strategy is "best" for trading ? (12 points, 10 comments)
    4. Industrial strength or mature versions of the assignments ? (4 points, 2 comments)
    5. What is the correct (faster) way of doing this bit of pandas code (updating multiple slice values) (2 points, 10 comments)
    6. What is the correct (pythonesque?) way to select 60% of rows ? (2 points, 11 comments)
    7. How to get adjusted close price for funds not publicly traded (TSP) ? (1 point, 2 comments)
    8. Is there a way to only test one or 2 of the learners using grade_learners.py ? (1 point, 10 comments)
    9. OMS CS Digital Career Seminar Series - Scott Leitstein recording available online? (1 point, 4 comments)
  8. 60 points, 2 submissions: reyallan
    1. [Project Questions] Unit Tests for assess_portfolio assignment (58 points, 52 comments)
    2. Financial data, technical indicators and live trading (2 points, 8 comments)
  9. 59 points, 12 submissions: dyllll
    1. Please upvote helpful posts and other advice. (26 points, 1 comment)
    2. Books to further study in trading with machine learning? (14 points, 9 comments)
    3. Is Q-Learning the best reinforcement learning method for stock trading? (4 points, 4 comments)
    4. Any way to download the lessons? (3 points, 4 comments)
    5. Can a TA please contact me? (2 points, 7 comments)
    6. Is the vectorization code from the youtube video available to us? (2 points, 2 comments)
    7. Position of webcam (2 points, 15 comments)
    8. Question about assignment one (2 points, 5 comments)
    9. Are udacity quizzes recorded? (1 point, 2 comments)
    10. Does normalization of indicators matter in a Q-Learner? (1 point, 7 comments)
  10. 56 points, 2 submissions: jan-laszlo
    1. Proper git workflow (43 points, 19 comments)
    2. Adding you SSH key for password-less access to remote hosts (13 points, 7 comments)
  11. 53 points, 1 submission: agifft3_omscs
    1. [Project Questions] Unit Tests for optimize_something assignment (53 points, 94 comments)
  12. 50 points, 16 submissions: BNielson
    1. Regression Trees (7 points, 9 comments)
    2. Two Interpretations of RFR are leading to two different possible Sharpe Ratios -- Need Instructor clarification ASAP (5 points, 3 comments)
    3. PYTHONPATH=../:. python grade_analysis.py (4 points, 7 comments)
    4. Running on Windows and PyCharm (4 points, 4 comments)
    5. Studying for the midterm: python questions (4 points, 0 comments)
    6. Assess Learners Grader (3 points, 2 comments)
    7. Manual Strategy Grade (3 points, 2 comments)
    8. Rewards in Q Learning (3 points, 3 comments)
    9. SSH/Putty on Windows (3 points, 4 comments)
    10. Slight contradiction on ProctorTrack Exam (3 points, 4 comments)
  13. 49 points, 7 submissions: j0shj0nes
    1. QLearning Robot - Finalized and Released Soon? (18 points, 4 comments)
    2. Flash Boys, HFT, frontrunning... (10 points, 3 comments)
    3. Deprecations / errata (7 points, 5 comments)
    4. Udacity lectures via GT account, versus personal account (6 points, 2 comments)
    5. Python: console-driven development (5 points, 5 comments)
    6. Buffet pandas / numpy versions (2 points, 2 comments)
    7. Quant research on earnings calls (1 point, 0 comments)
  14. 45 points, 11 submissions: Zapurza
    1. Suggestion for Strategy learner mega thread. (14 points, 1 comment)
    2. Which lectures to watch for upcoming project q learning robot? (7 points, 5 comments)
    3. In schedule file, there is no link against 'voting ensemble strategy'? Scheduled for Nov 13-20 week (6 points, 3 comments)
    4. How to add questions to the question bank? I can see there is 2% credit for that. (4 points, 5 comments)
    5. Scratch paper use (3 points, 6 comments)
    6. The big short movie link on you tube says the video is not available in your country. (3 points, 9 comments)
    7. Distance between training data date and future forecast date (2 points, 2 comments)
    8. News affecting stock market and machine learning algorithms (2 points, 4 comments)
    9. pandas import in pydev (2 points, 0 comments)
    10. Assess learner server error (1 point, 2 comments)
  15. 43 points, 23 submissions: chvbs2000
    1. Is the Strategy Learner finalized? (10 points, 3 comments)
    2. Test extra 15 test cases for marketsim (3 points, 12 comments)
    3. Confusion between the term computing "back-in time" and "going forward" (2 points, 1 comment)
    4. How to define "each transaction"? (2 points, 4 comments)
    5. How to filling the assignment into Jupyter Notebook? (2 points, 4 comments)
    6. IOError: File ../data/SPY.csv does not exist (2 points, 4 comments)
    7. Issue in Access to machines at Georgia Tech via MacOS terminal (2 points, 5 comments)
    8. Reading data from Jupyter Notebook (2 points, 3 comments)
    9. benchmark vs manual strategy vs best possible strategy (2 points, 2 comments)
    10. global name 'pd' is not defined (2 points, 4 comments)
  16. 43 points, 15 submissions: shuang379
    1. How to test my code on buffet machine? (10 points, 15 comments)
    2. Can we get the ppt for "Decision Trees"? (8 points, 2 comments)
    3. python question pool question (5 points, 6 comments)
    4. set up problems (3 points, 4 comments)
    5. Do I need another camera for scanning? (2 points, 9 comments)
    6. Is chapter 9 covered by the midterm? (2 points, 2 comments)
    7. Why grade_analysis.py could run even if I rm analysis.py? (2 points, 5 comments)
    8. python question pool No.48 (2 points, 6 comments)
    9. where could we find old versions of the rest projects? (2 points, 2 comments)
    10. where to put ml4t-libraries to install those libraries? (2 points, 1 comment)
  17. 42 points, 14 submissions: larrva
    1. is there a mistake in How-to-learn-a-decision-tree.pdf (7 points, 7 comments)
    2. maximum recursion depth problem (6 points, 10 comments)
    3. [Urgent]Unable to use proctortrack in China (4 points, 21 comments)
    4. manual_strategynumber of indicators to use (3 points, 10 comments)
    5. Assignment 2: Got 63 points. (3 points, 3 comments)
    6. Software installation workshop (3 points, 7 comments)
    7. question regarding functools32 version (3 points, 3 comments)
    8. workshop on Aug 31 (3 points, 8 comments)
    9. Mount remote server to local machine (2 points, 2 comments)
    10. any suggestion on objective function (2 points, 3 comments)
  18. 41 points, 8 submissions: Ran__Ran
    1. Any resource will be available for final exam? (19 points, 6 comments)
    2. Need clarification on size of X, Y in defeat_learners (7 points, 10 comments)
    3. Get the same date format as in example chart (4 points, 3 comments)
    4. Cannot log in GitHub Desktop using GT account? (3 points, 3 comments)
    5. Do we have notes or ppt for Time Series Data? (3 points, 5 comments)
    6. Can we know the commission & market impact for short example? (2 points, 7 comments)
    7. Course schedule export issue (2 points, 15 comments)
    8. Buying/seeking beta v.s. buying/seeking alpha (1 point, 6 comments)
  19. 38 points, 4 submissions: ProudRamblinWreck
    1. Exam 2 Study topics (21 points, 5 comments)
    2. Reddit participation as part of grade? (13 points, 32 comments)
    3. Will birds chirping in the background flag me on Proctortrack? (3 points, 5 comments)
    4. Midterm Study Guide question pools (1 point, 2 comments)
  20. 37 points, 6 submissions: gatechben
    1. Submission page for strategy learner? (14 points, 10 comments)
    2. PSA: The grading script for strategy_learner changed on the 26th (10 points, 9 comments)
    3. Where is util.py supposed to be located? (8 points, 8 comments)
    4. PSA:. The default dates in the assignment 1 template are not the same as the examples on the assignment page. (2 points, 1 comment)
    5. Schedule: Discussion of upcoming trading projects? (2 points, 3 comments)
    6. [defeat_learners] More than one column for X? (1 point, 1 comment)
  21. 37 points, 3 submissions: jgeiger
    1. Please send/announce when changes are made to the project code (23 points, 7 comments)
    2. The Big Short on Netflix for OMSCS students (week of 10/16) (11 points, 6 comments)
    3. Typo(?) for Assess_portfolio wiki page (3 points, 2 comments)
  22. 35 points, 10 submissions: ltian35
    1. selecting row using .ix (8 points, 9 comments)
    2. Will the following 2 topics be included in the final exam(online student)? (7 points, 4 comments)
    3. udacity quiz (7 points, 4 comments)
    4. pdf of lecture (3 points, 4 comments)
    5. print friendly version of the course schedule (3 points, 9 comments)
    6. about learner regression vs classificaiton (2 points, 2 comments)
    7. is there a simple way to verify the correctness of our decision tree (2 points, 4 comments)
    8. about Building an ML-based forex strategy (1 point, 2 comments)
    9. about technical analysis (1 point, 6 comments)
    10. final exam online time period (1 point, 2 comments)
  23. 33 points, 2 submissions: bhrolenok
    1. Assess learners template and grading script is now available in the public repository (24 points, 0 comments)
    2. Tutorial for software setup on Windows (9 points, 35 comments)
  24. 31 points, 4 submissions: johannes_92
    1. Deadline extension? (26 points, 40 comments)
    2. Pandas date indexing issues (2 points, 5 comments)
    3. Why do we subtract 1 from SMA calculation? (2 points, 3 comments)
    4. Unexpected number of calls to query, sum=20 (should be 20), max=20 (should be 1), min=20 (should be 1) -bash: syntax error near unexpected token `(' (1 point, 3 comments)
  25. 30 points, 5 submissions: log_base_pi
    1. The Massive Hedge Fund Betting on AI [Article] (9 points, 1 comment)
    2. Useful Python tips and tricks (8 points, 10 comments)
    3. Video of overview of remaining projects with Tucker Balch (7 points, 1 comment)
    4. Will any material from the lecture by Goldman Sachs be covered on the exam? (5 points, 1 comment)
    5. What will the 2nd half of the course be like? (1 point, 8 comments)
  26. 30 points, 4 submissions: acschwabe
    1. Assignment and Exam Calendar (ICS File) (17 points, 6 comments)
    2. Please OMG give us any options for extra credit (8 points, 12 comments)
    3. Strategy learner question (3 points, 1 comment)
    4. Proctortrack: Do we need to schedule our test time? (2 points, 10 comments)
  27. 29 points, 9 submissions: _ant0n_
    1. Next assignment? (9 points, 6 comments)
    2. Proctortrack Onboarding test? (6 points, 11 comments)
    3. Manual strategy: Allowable positions (3 points, 7 comments)
    4. Anyone watched Black Scholes documentary? (2 points, 16 comments)
    5. Buffet machines hardware (2 points, 6 comments)
    6. Defeat learners: clarification (2 points, 4 comments)
    7. Is 'optimize_something' on the way to class GitHub repo? (2 points, 6 comments)
    8. assess_portfolio(... gen_plot=True) (2 points, 8 comments)
    9. remote job != remote + international? (1 point, 15 comments)
  28. 26 points, 10 submissions: umersaalis
    1. comments.txt (7 points, 6 comments)
    2. Assignment 2: report.pdf (6 points, 30 comments)
    3. Assignment 2: report.pdf sharing & plagiarism (3 points, 12 comments)
    4. Max Recursion Limit (3 points, 10 comments)
    5. Parametric vs Non-Parametric Model (3 points, 13 comments)
    6. Bag Learner Training (1 point, 2 comments)
    7. Decision Tree Issue: (1 point, 2 comments)
    8. Error in Running DTLearner and RTLearner (1 point, 12 comments)
    9. My Results for the four learners. Please check if you guys are getting values somewhat near to these. Exact match may not be there due to randomization. (1 point, 4 comments)
    10. Can we add the assignments and solutions to our public github profile? (0 points, 7 comments)
  29. 26 points, 6 submissions: abiele
    1. Recommended Reading? (13 points, 1 comment)
    2. Number of Indicators Used by Actual Trading Systems (7 points, 6 comments)
    3. Software Install Instructions From TA's Video Not Working (2 points, 2 comments)
    4. Suggest that TA/Instructor Contact Info Should be Added to the Syllabus (2 points, 2 comments)
    5. ML4T Software Setup (1 point, 3 comments)
    6. Where can I find the grading folder? (1 point, 4 comments)
  30. 26 points, 6 submissions: tomatonight
    1. Do we have all the information needed to finish the last project Strategy learner? (15 points, 3 comments)
    2. Does anyone interested in cryptocurrency trading/investing/others? (3 points, 6 comments)
    3. length of portfolio daily return (3 points, 2 comments)
    4. Did Michael Burry, Jamie&Charlie enter the short position too early? (2 points, 4 comments)
    5. where to check participation score (2 points, 1 comment)
    6. Where to collect the midterm exam? (forgot to take it last week) (1 point, 3 comments)
  31. 26 points, 3 submissions: hilo260
    1. Is there a template for optimize_something on GitHub? (14 points, 3 comments)
    2. Marketism project? (8 points, 6 comments)
    3. "Do not change the API" (4 points, 7 comments)
  32. 26 points, 3 submissions: niufen
    1. Windows Server Setup Guide (23 points, 16 comments)
    2. Strategy Learner Adding UserID as Comment (2 points, 2 comments)
    3. Connect to server via Python Error (1 point, 6 comments)
  33. 26 points, 3 submissions: whoyoung99
    1. How much time you spend on Assess Learner? (13 points, 47 comments)
    2. Git clone repository without fork (8 points, 2 comments)
    3. Just for fun (5 points, 1 comment)
  34. 25 points, 8 submissions: SharjeelHanif
    1. When can we discuss defeat learners methods? (10 points, 1 comment)
    2. Are the buffet servers really down? (3 points, 2 comments)
    3. Are the midterm results in proctortrack gone? (3 points, 3 comments)
    4. Will these finance topics be covered on the final? (3 points, 9 comments)
    5. Anyone get set up with Proctortrack? (2 points, 10 comments)
    6. Incentives Quiz Discussion (2-01, Lesson 11.8) (2 points, 3 comments)
    7. Anyone from Houston, TX (1 point, 1 comment)
    8. How can I trace my error back to a line of code? (assess learners) (1 point, 3 comments)
  35. 25 points, 5 submissions: jlamberts3
    1. Conda vs VirtualEnv (7 points, 8 comments)
    2. Cool Portfolio Backtesting Tool (6 points, 6 comments)
    3. Warren Buffett wins $1M bet made a decade ago that the S&P 500 stock index would outperform hedge funds (6 points, 12 comments)
    4. Windows Ubuntu Subsystem Putty Alternative (4 points, 0 comments)
    5. Algorithmic Trading Of Digital Assets (2 points, 0 comments)
  36. 25 points, 4 submissions: suman_paul
    1. Grade statistics (9 points, 3 comments)
    2. Machine Learning book by Mitchell (6 points, 11 comments)
    3. Thank You (6 points, 6 comments)
    4. Assignment1 ready to be cloned? (4 points, 4 comments)
  37. 25 points, 3 submissions: Spareo
    1. Submit Assignments Function (OS X/Linux) (15 points, 6 comments)
    2. Quantsoftware Site down? (8 points, 38 comments)
    3. ML4T_2017Spring folder on Buffet server?? (2 points, 5 comments)
  38. 24 points, 14 submissions: nelsongcg
    1. Is it realistic for us to try to build our own trading bot and profit? (6 points, 21 comments)
    2. Is the risk free rate zero for any country? (3 points, 7 comments)
    3. Models and black swans - discussion (3 points, 0 comments)
    4. Normal distribution assumption for options pricing (2 points, 3 comments)
    5. Technical analysis for cryptocurrency market? (2 points, 4 comments)
    6. A counter argument to models by Nassim Taleb (1 point, 0 comments)
    7. Are we demandas to use the sample for part 1? (1 point, 1 comment)
    8. Benchmark for "trusting" your trading algorithm (1 point, 5 comments)
    9. Don't these two statements on the project description contradict each other? (1 point, 2 comments)
    10. Forgot my TA (1 point, 6 comments)
  39. 24 points, 11 submissions: nurobezede
    1. Best way to obtain survivor bias free stock data (8 points, 1 comment)
    2. Please confirm Midterm is from October 13-16 online with proctortrack. (5 points, 2 comments)
    3. Are these DTlearner Corr values good? (2 points, 6 comments)
    4. Testing gen_data.py (2 points, 3 comments)
    5. BagLearner of Baglearners says 'Object is not callable' (1 point, 8 comments)
    6. DTlearner training RMSE none zero but almost there (1 point, 2 comments)
    7. How to submit analysis using git and confirm it? (1 point, 2 comments)
    8. Passing kwargs to learners in a BagLearner (1 point, 5 comments)
    9. Sampling for bagging tree (1 point, 8 comments)
    10. code failing the 18th test with grade_learners.py (1 point, 6 comments)
  40. 24 points, 4 submissions: AeroZach
    1. questions about how to build a machine learning system that's going to work well in a real market (12 points, 6 comments)
    2. Survivor Bias Free Data (7 points, 5 comments)
    3. Genetic Algorithms for Feature selection (3 points, 5 comments)
    4. How far back can you train? (2 points, 2 comments)
  41. 23 points, 9 submissions: vsrinath6
    1. Participation check #3 - Haven't seen it yet (5 points, 5 comments)
    2. What are the tasks for this week? (5 points, 12 comments)
    3. No projects until after the mid-term? (4 points, 5 comments)
    4. Format / Syllabus for the exams (2 points, 3 comments)
    5. Has there been a Participation check #4? (2 points, 8 comments)
    6. Project 3 not visible on T-Square (2 points, 3 comments)
    7. Assess learners - do we need to check is method implemented for BagLearner? (1 point, 4 comments)
    8. Correct number of days reported in the dataframe (should be the number of trading days between the start date and end date, inclusive). (1 point, 0 comments)
    9. RuntimeError: Invalid DISPLAY variable (1 point, 2 comments)
  42. 23 points, 8 submissions: nick_algorithm
    1. Help with getting Average Daily Return Right (6 points, 7 comments)
    2. Hint for args argument in scipy minimize (5 points, 2 comments)
    3. How do you make money off of highly volatile (high SDDR) stocks? (4 points, 5 comments)
    4. Can We Use Code Obtained from Class To Make Money without Fear of Being Sued (3 points, 6 comments)
    5. Is the Std for Bollinger Bands calculated over the same timespan of the Moving Average? (2 points, 2 comments)
    6. Can't run grade_learners.py but I'm not doing anything different from the last assignment (?) (1 point, 5 comments)
    7. How to determine value at terminal node of tree? (1 point, 1 comment)
    8. Is there a way to get Reddit announcements piped to email (or have a subsequent T-Square announcement published simultaneously) (1 point, 2 comments)
  43. 23 points, 1 submission: gong6
    1. Is manual strategy ready? (23 points, 6 comments)
  44. 21 points, 6 submissions: amchang87
    1. Reason for public reddit? (6 points, 4 comments)
    2. Manual Strategy - 21 day holding Period (4 points, 12 comments)
    3. Sharpe Ratio (4 points, 6 comments)
    4. Manual Strategy - No Position? (3 points, 3 comments)
    5. ML / Manual Trader Performance (2 points, 0 comments)
    6. T-Square Submission Missing? (2 points, 3 comments)
  45. 21 points, 6 submissions: fall2017_ml4t_cs_god
    1. PSA: When typing in code, please use 'formatting help' to see how to make the code read cleaner. (8 points, 2 comments)
    2. Why do Bollinger Bands use 2 standard deviations? (5 points, 20 comments)
    3. How do I log into the [email protected]? (3 points, 1 comment)
    4. Is midterm 2 cumulative? (2 points, 3 comments)
    5. Where can we learn about options? (2 points, 2 comments)
    6. How do you calculate the analysis statistics for bps and manual strategy? (1 point, 1 comment)
  46. 21 points, 5 submissions: Jmitchell83
    1. Manual Strategy Grades (12 points, 9 comments)
    2. two-factor (3 points, 6 comments)
    3. Free to use volume? (2 points, 1 comment)
    4. Is MC1-Project-1 different than assess_portfolio? (2 points, 2 comments)
    5. Online Participation Checks (2 points, 4 comments)
  47. 21 points, 5 submissions: Sergei_B
    1. Do we need to worry about missing data for Asset Portfolio? (14 points, 13 comments)
    2. How do you get data from yahoo in panda? the sample old code is below: (2 points, 3 comments)
    3. How to fix import pandas as pd ImportError: No module named pandas? (2 points, 4 comments)
    4. Python Practice exam Question 48 (2 points, 2 comments)
    5. Mac: "virtualenv : command not found" (1 point, 2 comments)
  48. 21 points, 3 submissions: mharrow3
    1. First time reddit user .. (17 points, 37 comments)
    2. Course errors/types (2 points, 2 comments)
    3. Install course software on macOS using Vagrant .. (2 points, 0 comments)
  49. 20 points, 9 submissions: iceguyvn
    1. Manual strategy implementation for future projects (4 points, 15 comments)
    2. Help with correlation calculation (3 points, 15 comments)
    3. Help! maximum recursion depth exceeded (3 points, 10 comments)
    4. Help: how to index by date? (2 points, 4 comments)
    5. How to attach a 1D array to a 2D array? (2 points, 2 comments)
    6. How to set a single cell in a 2D DataFrame? (2 points, 4 comments)
    7. Next assignment after marketsim? (2 points, 4 comments)
    8. Pythonic way to detect the first row? (1 point, 6 comments)
    9. Questions regarding seed (1 point, 1 comment)
  50. 20 points, 3 submissions: JetsonDavis
    1. Push back assignment 3? (10 points, 14 comments)
    2. Final project (9 points, 3 comments)
    3. Numpy versions (1 point, 2 comments)
  51. 20 points, 2 submissions: pharmerino
    1. assess_portfolio test cases (16 points, 88 comments)
    2. ML4T Assignments (4 points, 6 comments)

Top Commenters

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  5. j0shj0nes (264 points, 148 comments)
  6. i__want__piazza (236 points, 127 comments)
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  8. _ant0n_ (205 points, 149 comments)
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  11. BNielson (176 points, 108 comments)
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  17. log_base_pi (141 points, 80 comments)
  18. Ran__Ran (139 points, 99 comments)
  19. johnsmarion (136 points, 86 comments)
  20. jgorman30_gatech (135 points, 102 comments)
  21. dyllll (125 points, 91 comments)
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  38. nurobezede (85 points, 64 comments)
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  61. joshuak_gatech (61 points, 30 comments)
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  63. ccrouch8 (60 points, 45 comments)
  64. nick_algorithm (60 points, 29 comments)
  65. JetsonDavis (59 points, 35 comments)
  66. yjacket103 (58 points, 36 comments)
  67. hilo260 (58 points, 29 comments)
  68. coolwhip1234 (58 points, 15 comments)
  69. chvbs2000 (57 points, 49 comments)
  70. suman_paul (57 points, 29 comments)
  71. masterm (57 points, 23 comments)
  72. RolfKwakkelaar (55 points, 32 comments)
  73. rpb3 (55 points, 23 comments)
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  76. bman8810 (52 points, 31 comments)
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  97. SaberCrunch (40 points, 22 comments)
  98. gnr11 (40 points, 21 comments)
  99. nadav3 (40 points, 18 comments)
  100. gt7431a (40 points, 16 comments)

Top Submissions

  1. [Project Questions] Unit Tests for assess_portfolio assignment by reyallan (58 points, 52 comments)
  2. [Project Questions] Unit Tests for optimize_something assignment by agifft3_omscs (53 points, 94 comments)
  3. Proper git workflow by jan-laszlo (43 points, 19 comments)
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Avenger Trader Review – Is It Legit or Scam?

A Mechanical System That Really Works or Just a Scam ? Apart from the launch of the Fap Turbo robot, the launch of Forex Avenger was probably the biggest event of the 2008 year in the Forex trading community. The creator of Forex Avenger promised to bring us a trading system that is entirely mechanical with step-by-step, easy to follow instructions and an average success rate of 75% or higher. To find out if all the hype about this system was true, I decided to buy the product and test it myself.
Forex Avenger Did Forex Avenger deliver on its promises? It certainly did..see my full review below for more information. A mechanical system that consistently makes profitable trades is what most Forex traders are after. It is a known fact that even a system with a consistent success rate of 50% can make you money if you use good money management techniques to minimize losses and maximize profits. However, purely mechanical systems that make consistent profits are surprisingly scarce and finding a trader who makes a living from such a system is even harder, but Dave Curran is one such trader and Forex Avenger is the exact system that he uses to make a full time living trading the Forex markets. Forex Avenger is a mechanical Forex trading system that uses easy to follow technical indicators to determine when to buy or sell a currency pair. The system requires absolutely no discretion and the entry/exit rules are completely mechanical, so it is virtually impossible to make a mistake.
Click Here to Visit the Forex Avenger Homepage
What does Forex Avenger Consist Of? Firstly, it is important to note that Forex Avenger is not an automated trading system like Fap Turbo, it is a manual trading system that can be used with any broker, on any trading platform. When you purchase the Forex Avenger product you immediately gain access to the full system, which consists of an 87 page ebook in pdf format, various videos and a number of bonusses. The ebook contains a detailed introduction to Forex trading of around 40 pages, which can be skipped by experienced traders. The core of the Forex Avenger system are made up by the following components:
The Forex Avenger System The main Forex Avenger system trades the EURUSD currency pair on the 1Hour timeframe. The system uses 2 standard indicators to determine entry signals and there are 1-2 trading opportunities every day. Exact profit targets and stop loss values are defined, so once a trade is entered you are done with it until either the stop loss of profit target is hit. One advantage of this system is the fact that you can see when there won’t be a trading opportunity in the near future, so you don’t have to monitor the hourly charts constantly. This system only requires you to look at the charts once every hour, at the close of the hourly candle. The Set ‘n Sleep System The Set ‘n Sleep system uses the same indicators as the main Forex Avenger system, but on the daily charts and a slightly different entry strategy is used. Trading opportunities don’t come often with this system, but all the major currency pairs can be traded, which should present around 2-3 trading opportunities per week. While the main Forex Avenger system requires some attention during the day, the Set ‘n Sleep system is ideal for the part time trader that can only trade after hours. This system only requires you to look at the charts once a day. Training Videos The videos included with the Forex Avenger packages are very detailed and really teaches you everything you need to know about the system. The video series starts with a good introduction where Dave Curran talks a bit about his history as a trader and how the Forex Avenger system was invented. Each of the systems above are then explained in great detail and various sample trades are performed. If you prefer watching video over reading an ebook, then the videos will teach you all you need to know about the system.
Click Here to Visit the Forex Avenger Homepage
Is Forex Avenger Profitable? I have spent a lot of time backtesting this system against historical data and so far I am VERY impressed by the results. Both of the trading systems inside Forex Avenger are completely mechanical and incredibly accurate. The success rate is consistently around 75% and I can easily see how it is possible to achieve the kind of profits that are advertised. I am very excited about forward testing this system and hope to start posting results soon. Check the Forex Avenger category of this blog for my latest feedback.
Conclusions and Recommendations Once you start watching the Forex Avenger videos you quickly realize that Dave Curran is very passionate and proud of his system and that this is not just another hyped up scam that doesn’t deliver. This system caters for both the day trader as well as the part time trader and if what you are looking for is a simple, mechanical trading system that makes consistent profits under any market conditions, then Forex Avenger should be one of the top systems on your list to investigate.
Click Here to Visit the Forex Avenger Homepage
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Wonder Clicks Review 2015 - Is Wonder Clicks SCAM? So How Does Wonder Clicks Software Work???.. Wonder Clicks By Ryan Harris Review

Wonder Clicks Review 2015 - Find Out The INSIDER Details about Wonder Clicks in this Wonder Clicks review! So What is Wonder Clicks Software all about? Does Wonder Clicks Actually Work? Is Wonder Clicks Software scam or does it really work?
To discover answers to these questions continue reading my in depth and honest Wonder Clicks Review below.
Wonder Clicks Description:
Name: Wonder Clicks
Niche: Binary Options.
Creator: Ryan Harris
Official Website: Access The Brand NEW Wonder Clicks Trading Software!! CLICK HERE NOW!!!
Exactly what is Wonder Clicks?
Wonder Clicks is basically a binary options trading software that is developed to help traders win and predict the marketplace trends with binary options. The software application likewise offers evaluations of the market conditions so that traders can understand exactly what should be your next step. It offers various secret techniques that eventually helps. traders without using any complicated trading indicators or follow charts.
Wonder Clicks Binary Options Trading Technique
Base the Wonder Clicks trading technique. After you see it working, you can start to implement your method with regular sized lots. This approach will pay off gradually. Every Forex binary options trader must pick an account type that is in accordance with their needs and expectations. A bigger account does not indicate a bigger revenue potential so it is a fantastic idea to start small and slowly add to your account as your returns increase based on the trading selections you make.
Binary Options Trading
To assist you trade binary options properly, it is important to have an understanding behind the principles of Binary Options Trading. Currency Trading, or forex, is based upon the viewed value of. two currencies relative to one another, and is affected by the political stability of the country, inflation and interest rates to name a few things. Keep this in mind as you trade and discover more about binary options to optimize your learning experience.
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Pips wizard pro Make real profit $3,000 $5,000 $9,000 everyday 2017

What is Pips Wizard Pro?
Pips Wizard Pro is a unique forex strategy. It does not require any indicators at all. It works on all pairs and almost all timeframes. It’s a secret that really happens every day on many pairs. It’s so simple to understand and use that probably a 12-year-old could make pips with it. Pips Wizard Pro consists of 3 very similar trading strategies. Each strategy has a small set of rules, which when all met – almost certainly mean a successful entry point. Under this page lies a detailed e-book with 28 pages full of screenshots and step-by-step instructions. In this software, you just simply formulate a trading strategy with the mathematicians and programmers. It had developed together an automated trading system that is unique to you and your trading needs. Pips Wizard Pro will do everything on behalf of you to make a huge profit.
How Well Pips Wizard Pro Work For You?
Pips Wizard Pro is easy to use a system. If you are a newbie, this will work for you for sure! This strategy will help you regain your losses and set you on the path to consistent reliable profits. This strategy will give you back the confidence you need to trade the forex market with ease and not only recover those previous losses but to also make even more… Actually, Pips Wizard Pro is not a trading software – but it offers a secret trading method to generate more profits in Forex market. With this system, you will be able to easily profit from trading conditions that other traders cannot even take into account. The secret behind this strategy will enable you to clearly see when and where the price will go when certain criteria are met. You will be able to easily profit from trading conditions that other traders cannot even take into account. Here you will learn several amazing trading tactics and rules another superb quality of the Pips Wizard Pro strategy.
Pips Wizard Pro requires no prior knowledge. Even a 12-year-old can use it. Special buy/sell setups that inform you of profitable trading opportunities. Used for years by professionals which ensure it’s profitability. A fail-proof technique that will set you on the path of success with minimum effort. Win rate of more than 85%. Works on all pairs and almost all timeframes. 
Click Here to Visit Pips Wizard Pro Official Website
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Now you can generate up to a 100-200 pips on daily basis using this absolutely amazing and easy to use Pips Wizard Pro indicator. This will make your trading more enjoyable than ever. By the way, this page will be available for a limited time and once it’s gone, so with it be the opportunity you’ve been waiting for.
The powerful functionality provided via this amazingly designed tool is not some kind of miracle but instead the newest and most advanced trading technology that allows you to take advantage of it’s accurate market predictions. I guarantee you that once you try this tool you will be blown away. That’s a promise.
No matter how experienced you are, or how familiar with trading techniques and terminology you may be, you can rely on every single alert from Pips Wizard Pro. Trust me, you can’t go wrong if you follow the insightful signals that will appear right on your chart.
Start getting the kind of profit you want and reach your own personal, private and professional goals. I do hope you take advantage I am giving you here and take that first step to changing your life!
https://www.youtube.com/watch?v=ePozedI1wqY
Real Success You Will Find From Pips Wizard Pro:
Once you apply this unique tool to your trading platform, you will never use anything else ever again and it is guaranteed. You will be able to know in advance any market movement based on the indicator’s signal lines. You can get an instant notification of when to trade the right to your email and/or mobile phone which helps you will always know when there is a new trading signal. Whenever there is a new trading signal, the indicator will send you email, inform you via mobile push notification or just play a pop-up a sound alert on your computer. You will definitely have a completely different set of emotions when trading. Absolutely no stress, anxiety or hesitation. You will know exactly when a new trend is going to start so that you can enter early and make a profit out of every pip. 
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The Traders Oracle Review 2015 - Is The Traders Oracle SCAM? So How Does The Traders Oracle By Philip Sterling Work?? The Traders Oracle Gives Daily Profit Predictions For You!

The Traders Oracle Review 2015 - Discover the Truth about The Traders Oracle By Philip Sterling in this The Traders Oracle review! So What is The Traders Oracle all about? Is The Traders Oracle Software application scam or work?
To discover answers to these concerns continue reading my in depth and truthful The Traders Oracle Review below.
The Traders Oracle Description:
Name: The Traders Oracle
Niche: Binary Options.
Official Web site: Access The NEW Traders Oracle Software!! CLICK HERE NOW!!!
What is The Traders Oracle?
The Traders Oracle is essentially a binary options trading software that is developed to help traders win and forecast the marketplace trends with binary options. The software application also provides evaluations of the market conditions so that traders can understand exactly what should be your next step. It gives various secret techniques that ultimately helps. traders without utilizing any complicated trading indicators or follow charts.
The Traders Oracle Binary Options Trading Method
Base The Traders Oracle trading technique. After you see it working, you can start to implement your strategy with routine sized lots. This approach will settle in time. Every Forex binary options trader should select an account type that is in accordance with their requirements and expectations. A bigger account does not indicate a larger revenue potential so it is a terrific concept to start little and slowly add to your account as your returns increase based on the trading choices you make.
Binary Options Trading
To assist you trade binary options correctly, it is very important to have an understanding behind the fundamentals of Binary Options Trading. Currency Trading, or foreign exchange, is based upon the viewed value of. two currencies relative to one another, and is affected by the political stability of the country, inflation and interest rates among other things. Keep this in mind as you trade and learn more about binary options to maximize your learning experience.
The Traders Oracle Summary
In summary, there are some evident ideas that have been tested in time, along with some more recent techniques. that you might not have actually thought about. Hopefully, as long as you follow what we suggest in this short article you can either get going with trading with The Traders Oracle or improve on exactly what you have already done.
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Daily Binary Profits V7 Review - Is DBP Ver.7 SCAM? How Does Daily Binary Profits V7 Work In 2015 ??.

Daily Binary Profits V7 Review - Find out the Truth about Daily Binary Profits V7 in this Daily Binary Profits V7 review For 2015! So Exactly what is DBP Ver.7 all about? Is Daily Binary Profits V7 Software application scam or work?
To find answers to these questions continue reading my in depth and truthful Daily Binary Profits V7 Review below.
Daily Binary Profits V7 Description:
Name: Daily Binary Profits V7
Niche: Binary Options.
Official Website: Access The NEW Daily Binary Profits V7!! CLICK HERE NOW!!!
Exactly what is Daily Binary Profits V7?
Daily Binary Profits V7 is basically a binary options trading software application that is developed to help traders win and forecast the marketplace trends with binary options. The software application likewise provides evaluations of market. conditions so that traders can understand exactly what should be your next step. It provides different secret strategies that eventually helps. traders without using any complicated trading indications or follow charts.
Daily Binary Profits V7 Binary Options Trading Technique
Base the Daily Binary Profits V7 trading method. After you see it working, you can start to implement. your technique with regular sized lots. This strategy will certainly settle with time. Every Forex binary options trader should pick an account type that is in accordance with their needs and expectations. A bigger. account does not suggest a larger revenue potential so it is a terrific concept to start small and slowly add to your account as your. returns increase based on the trading selections you make.
Binary Options Trading
To assist you trade binary options properly, it is important to have an understanding behind the principles of Binary Options Trading. Currency Trading, or forex, is based upon the viewed value of. two currencies relative to one another, and is impacted by the political stability of the country, inflation and interest rates among other things. Keep this in mind as you trade and discover more about. binary options to maximize your learning experience.
Daily Binary Profits V7 Summary
In summary, there are some apparent concepts that have actually been tested in time, as well as some more recent methods. that you might not have thought about. Hopefully, as long as you follow what we suggest in this article,. you can either start with trading with Daily Binary Profits V7 or enhance on exactly what you have currently done.
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xtreme. Profit. Review. Work. or. Scam? 100% True.

Xtreme Profit Cloud Review - IS Xtreme Profit Cloud software a SCAM?The Xtreme Profit Cloud Software Worth? Want Xtreme Profit Cloud Review? Check out Xtreme Profit Cloud Review? Product Name : Xtreme Profit Cloud Niche : Trading Forex Product Price : Free Where Can I Download?: Xtreme Profit Cloud Official Hold On! Check Out The Xtreme Profit Cloud Review - Will it surpass all the talk? Is Xtreme Profit Cloud Total BS? Find out in our 100% honest Review below! Xtreme Profit Cloud Review Xtreme Profit Cloud Review Browsing the online world for a Xtreme Profit Cloud Review and there are no reviews of it online. You'll know everything you need about Xtreme Profit Cloud software and just what the program does to put profit in your account. : Do not pass up this! ==================================================================================== ==> CLICK TO HEAD OVER TO Xtreme Profit Cloud DOWNLOAD LINK ==================================================================================== Exactly what is Xtreme Profit Cloud all about and how it makes money? Well to put it simply the Xtreme Profit Cloud is based around options trading (you're going to learn more about this later on within the review). Basically, the Xtreme Profit Cloud software compares the current market and gives you suggestions on what to trade to make money. This allows you to start trading pretty quickly and you don't need to become a expert trader because the software has been preped for the totally brand new trader.
Binary Options.. What Are They? When you trade options you either earn a massive earnings payout or else you lose a small % that is your initial investment. Meaning the trader must choose to call or put the pair over a set period of time and if the trade ends up in the suggested direction ("put" is down, call is up) you get compensated a huge profit that can get to as high as 88% based on the option.
What attracts the majority of investors to binary options is definitely the prospect of high payments (170-180% of initial investment amount) in short time periods of between 1 minute up to 1 week. This really is essentially the most widely used investing opportunities since it produces big money fast. For example; In order to make money you place a investment of $25 on USD/AUD call, predicting the option will move upward. Then you choose a expiration period of 5 minutes and the price goes up after 5 minutes. You just banked $15 inside of 5 minutes. ==================================================================================== ==> CLICK TO HEAD OVER TO Xtreme Profit Cloud DOWNLOAD LINK ==================================================================================== What's Xtreme Profit Cloud! The Xtreme Profit Cloud is a FREE signal generating software which scans the present trend and based upon certain factors, forecasts what the outcome of a trade could be and supplies you with all the results; It's going to only take a few seconds to locate a lucrative trade and you'll find out if you should buy and sell up or down, the time frame, and everything you should turn a profit. Rather than spending hours watching the current market you could have the software do the "hard" work for you. The Xtreme Profit Cloud is actually designed so it will be super easy for any trader, and in this way you can start buying and selling inside the application and make quick trades that helps you save time on each trade. The littlest alteration in the strike price (price you purchased the option pair) can be the difference of your win or loss. The the Xtreme Profit Cloud focuses on foreign currencies and offers time periods of 15 - 30 minutes Additionally, it includes audio announcements so even when you’re looking at the page you’ll notice whenever a signal has been going off. Some software on the market simply don't work, however this one is claiming an incredible successful trades rate of 80+% or more, and that is across over 10 trades trades. In all honesty, I wasn't using a huge investment per trade but when I feel ready i'll start putting in more money per trade. Another cool advantage of the application is the automation mode that let's you set it and forget it so that you can make the revenue even when you're not viewing your computer screen. To get started using the Xtreme Profit Cloud software you need to shell out the bare minimum which varies depending on the options broker recommended in the a Xtreme Profit Cloud members area. This is exactly what you need to do to get going trading with Xtreme Profit Cloud right now!
FIRST- You need to open a forex account with the recommended broker to use the Xtreme Profit Cloud software. Inside the video you are advised to deposit the absolute minimum but in this step you are told to deposit just as much as you really can afford because you are given a 100% matching deposit bonus. NOW- This step requires you install the software so that you can start trading immediately. With an above average internet connection it should not be too difficult to get started within a few minutes from this point. That’s all there is to the training area for Xtreme Profit Cloud. Once you follow those Two main steps the next thing you ought to do is simply open up the Xtreme Profit Cloud software and wait for signals. There isn't any place in the world in which the software isn't able to do the job. Making use of this software puts you a step in front of other investors plus you don’t need to be an expert or specialist to use this software or even be aware of the charts/trends to generate an income.
The rate of success the web page is boasting is higher than what I'm achieving by a number of percents. That level of successful trades is still respectable so I will stick using it.
Here's my final thoughts: For anybody that has a dream about generating income online, now is the time to get going. There are people out there that like to make it as hard as possible to make money by purchasing millions of products, never focusing and those people are the ones that will probably NOT want to continue on from this point. The truth is that we recommend the Xtreme Profit Cloud I'm not really into marketing many products because there are a few exceptions on the net, but this is a suggestion I didn't want to pass up. With this particular software you'll get a special strategy of online wealth creation and you could make the most of a strategy used by many to produce $350 up to $1k profit daily. As soon as you download the program you can fire it up and start utilizing the methods you pick up in the members area to earn over $250 per day online. So,Why are you still waiting for? Go ahead and Download and install it right now using the link below 100 % free.. ==> CLICK TO HEAD OVER TO Xtreme Profit Cloud DOWNLOAD LINK
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Forex Trading the Daily Chart: How to Catch BIG Moves ...

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