Forex Simulator - The Best Backtesting Software

Former investment bank FX trader: Risk management part II

Former investment bank FX trader: Risk management part II
Firstly, thanks for the overwhelming comments and feedback. Genuinely really appreciated. I am pleased 500+ of you find it useful.
If you didn't read the first post you can do so here: risk management part I. You'll need to do so in order to make sense of the topic.
As ever please comment/reply below with questions or feedback and I'll do my best to get back to you.
Part II
  • Letting stops breathe
  • When to change a stop
  • Entering and exiting winning positions
  • Risk:reward ratios
  • Risk-adjusted returns

Letting stops breathe

We talked earlier about giving a position enough room to breathe so it is not stopped out in day-to-day noise.
Let’s consider the chart below and imagine you had a trailing stop. It would be super painful to miss out on the wider move just because you left a stop that was too tight.

Imagine being long and stopped out on a meaningless retracement ... ouch!
One simple technique is simply to look at your chosen chart - let’s say daily bars. And then look at previous trends and use the measuring tool. Those generally look something like this and then you just click and drag to measure.
For example if we wanted to bet on a downtrend on the chart above we might look at the biggest retracement on the previous uptrend. That max drawdown was about 100 pips or just under 1%. So you’d want your stop to be able to withstand at least that.
If market conditions have changed - for example if CVIX has risen - and daily ranges are now higher you should incorporate that. If you know a big event is coming up you might think about that, too. The human brain is a remarkable tool and the power of the eye-ball method is not to be dismissed. This is how most discretionary traders do it.
There are also more analytical approaches.
Some look at the Average True Range (ATR). This attempts to capture the volatility of a pair, typically averaged over a number of sessions. It looks at three separate measures and takes the largest reading. Think of this as a moving average of how much a pair moves.
For example, below shows the daily move in EURUSD was around 60 pips before spiking to 140 pips in March. Conditions were clearly far more volatile in March. Accordingly, you would need to leave your stop further away in March and take a correspondingly smaller position size.

ATR is available on pretty much all charting systems
Professional traders tend to use standard deviation as a measure of volatility instead of ATR. There are advantages and disadvantages to both. Averages are useful but can be misleading when regimes switch (see above chart).
Once you have chosen a measure of volatility, stop distance can then be back-tested and optimised. For example does 2x ATR work best or 5x ATR for a given style and time horizon?
Discretionary traders may still eye-ball the ATR or standard deviation to get a feeling for how it has changed over time and what ‘normal’ feels like for a chosen study period - daily, weekly, monthly etc.

Reasons to change a stop

As a general rule you should be disciplined and not change your stops. Remember - losers average losers. This is really hard at first and we’re going to look at that in more detail later.
There are some good reasons to modify stops but they are rare.
One reason is if another risk management process demands you stop trading and close positions. We’ll look at this later. In that case just close out your positions at market and take the loss/gains as they are.
Another is event risk. If you have some big upcoming data like Non Farm Payrolls that you know can move the market +/- 150 pips and you have no edge going into the release then many traders will take off or scale down their positions. They’ll go back into the positions when the data is out and the market has quietened down after fifteen minutes or so. This is a matter of some debate - many traders consider it a coin toss and argue you win some and lose some and it all averages out.
Trailing stops can also be used to ‘lock in’ profits. We looked at those before. As the trade moves in your favour (say up if you are long) the stop loss ratchets with it. This means you may well end up ‘stopping out’ at a profit - as per the below example.

The mighty trailing stop loss order
It is perfectly reasonable to have your stop loss move in the direction of PNL. This is not exposing you to more risk than you originally were comfortable with. It is taking less and less risk as the trade moves in your favour. Trend-followers in particular love trailing stops.
One final question traders ask is what they should do if they get stopped out but still like the trade. Should they try the same trade again a day later for the same reasons? Nope. Look for a different trade rather than getting emotionally wed to the original idea.
Let’s say a particular stock looked cheap based on valuation metrics yesterday, you bought, it went down and you got stopped out. Well, it is going to look even better on those same metrics today. Maybe the market just doesn’t respect value at the moment and is driven by momentum. Wait it out.
Otherwise, why even have a stop in the first place?

Entering and exiting winning positions

Take profits are the opposite of stop losses. They are also resting orders, left with the broker, to automatically close your position if it reaches a certain price.
Imagine I’m long EURUSD at 1.1250. If it hits a previous high of 1.1400 (150 pips higher) I will leave a sell order to take profit and close the position.
The rookie mistake on take profits is to take profit too early. One should start from the assumption that you will win on no more than half of your trades. Therefore you will need to ensure that you win more on the ones that work than you lose on those that don’t.

Sad to say but incredibly common: retail traders often take profits way too early
This is going to be the exact opposite of what your emotions want you to do. We are going to look at that in the Psychology of Trading chapter.
Remember: let winners run. Just like stops you need to know in advance the level where you will close out at a profit. Then let the trade happen. Don’t override yourself and let emotions force you to take a small profit. A classic mistake to avoid.
The trader puts on a trade and it almost stops out before rebounding. As soon as it is slightly in the money they spook and cut out, instead of letting it run to their original take profit. Do not do this.

Entering positions with limit orders

That covers exiting a position but how about getting into one?
Take profits can also be left speculatively to enter a position. Sometimes referred to as “bids” (buy orders) or “offers” (sell orders). Imagine the price is 1.1250 and the recent low is 1.1205.
You might wish to leave a bid around 1.2010 to enter a long position, if the market reaches that price. This way you don’t need to sit at the computer and wait.
Again, typically traders will use tech analysis to identify attractive levels. Again - other traders will cluster with your orders. Just like the stop loss we need to bake that in.
So this time if we know everyone is going to buy around the recent low of 1.1205 we might leave the take profit bit a little bit above there at 1.1210 to ensure it gets done. Sure it costs 5 more pips but how mad would you be if the low was 1.1207 and then it rallied a hundred points and you didn’t have the trade on?!
There are two more methods that traders often use for entering a position.
Scaling in is one such technique. Let’s imagine that you think we are in a long-term bulltrend for AUDUSD but experiencing a brief retracement. You want to take a total position of 500,000 AUD and don’t have a strong view on the current price action.
You might therefore leave a series of five bids of 100,000. As the price moves lower each one gets hit. The nice thing about scaling in is it reduces pressure on you to pick the perfect level. Of course the risk is that not all your orders get hit before the price moves higher and you have to trade at-market.
Pyramiding is the second technique. Pyramiding is for take profits what a trailing stop loss is to regular stops. It is especially common for momentum traders.

Pyramiding into a position means buying more as it goes in your favour
Again let’s imagine we’re bullish AUDUSD and want to take a position of 500,000 AUD.
Here we add 100,000 when our first signal is reached. Then we add subsequent clips of 100,000 when the trade moves in our favour. We are waiting for confirmation that the move is correct.
Obviously this is quite nice as we humans love trading when it goes in our direction. However, the drawback is obvious: we haven’t had the full amount of risk on from the start of the trend.
You can see the attractions and drawbacks of both approaches. It is best to experiment and choose techniques that work for your own personal psychology as these will be the easiest for you to stick with and build a disciplined process around.

Risk:reward and win ratios

Be extremely skeptical of people who claim to win on 80% of trades. Most traders will win on roughly 50% of trades and lose on 50% of trades. This is why risk management is so important!
Once you start keeping a trading journal you’ll be able to see how the win/loss ratio looks for you. Until then, assume you’re typical and that every other trade will lose money.
If that is the case then you need to be sure you make more on the wins than you lose on the losses. You can see the effect of this below.

A combination of win % and risk:reward ratio determine if you are profitable
A typical rule of thumb is that a ratio of 1:3 works well for most traders.
That is, if you are prepared to risk 100 pips on your stop you should be setting a take profit at a level that would return you 300 pips.
One needn’t be religious about these numbers - 11 pips and 28 pips would be perfectly fine - but they are a guideline.
Again - you should still use technical analysis to find meaningful chart levels for both the stop and take profit. Don’t just blindly take your stop distance and do 3x the pips on the other side as your take profit. Use the ratio to set approximate targets and then look for a relevant resistance or support level in that kind of region.

Risk-adjusted returns

Not all returns are equal. Suppose you are examining the track record of two traders. Now, both have produced a return of 14% over the year. Not bad!
The first trader, however, made hundreds of small bets throughout the year and his cumulative PNL looked like the left image below.
The second trader made just one bet — he sold CADJPY at the start of the year — and his PNL looked like the right image below with lots of large drawdowns and volatility.
Would you rather have the first trading record or the second?
If you were investing money and betting on who would do well next year which would you choose? Of course all sensible people would choose the first trader. Yet if you look only at returns one cannot distinguish between the two. Both are up 14% at that point in time. This is where the Sharpe ratio helps .
A high Sharpe ratio indicates that a portfolio has better risk-adjusted performance. One cannot sensibly compare returns without considering the risk taken to earn that return.
If I can earn 80% of the return of another investor at only 50% of the risk then a rational investor should simply leverage me at 2x and enjoy 160% of the return at the same level of risk.
This is very important in the context of Execution Advisor algorithms (EAs) that are popular in the retail community. You must evaluate historic performance by its risk-adjusted return — not just the nominal return. Incidentally look at the Sharpe ratio of ones that have been live for a year or more ...
Otherwise an EA developer could produce two EAs: the first simply buys at 1000:1 leverage on January 1st ; and the second sells in the same manner. At the end of the year, one of them will be discarded and the other will look incredible. Its risk-adjusted return, however, would be abysmal and the odds of repeated success are similarly poor.

Sharpe ratio

The Sharpe ratio works like this:
  • It takes the average returns of your strategy;
  • It deducts from these the risk-free rate of return i.e. the rate anyone could have got by investing in US government bonds with very little risk;
  • It then divides this total return by its own volatility - the more smooth the return the higher and better the Sharpe, the more volatile the lower and worse the Sharpe.
For example, say the return last year was 15% with a volatility of 10% and US bonds are trading at 2%. That gives (15-2)/10 or a Sharpe ratio of 1.3. As a rule of thumb a Sharpe ratio of above 0.5 would be considered decent for a discretionary retail trader. Above 1 is excellent.
You don’t really need to know how to calculate Sharpe ratios. Good trading software will do this for you. It will either be available in the system by default or you can add a plug-in.

VAR

VAR is another useful measure to help with drawdowns. It stands for Value at Risk. Normally people will use 99% VAR (conservative) or 95% VAR (aggressive). Let’s say you’re long EURUSD and using 95% VAR. The system will look at the historic movement of EURUSD. It might spit out a number of -1.2%.

A 5% VAR of -1.2% tells you you should expect to lose 1.2% on 5% of days, whilst 95% of days should be better than that
This means it is expected that on 5 days out of 100 (hence the 95%) the portfolio will lose 1.2% or more. This can help you manage your capital by taking appropriately sized positions. Typically you would look at VAR across your portfolio of trades rather than trade by trade.
Sharpe ratios and VAR don’t give you the whole picture, though. Legendary fund manager, Howard Marks of Oaktree, notes that, while tools like VAR and Sharpe ratios are helpful and absolutely necessary, the best investors will also overlay their own judgment.
Investors can calculate risk metrics like VaR and Sharpe ratios (we use them at Oaktree; they’re the best tools we have), but they shouldn’t put too much faith in them. The bottom line for me is that risk management should be the responsibility of every participant in the investment process, applying experience, judgment and knowledge of the underlying investments.Howard Marks of Oaktree Capital
What he’s saying is don’t misplace your common sense. Do use these tools as they are helpful. However, you cannot fully rely on them. Both assume a normal distribution of returns. Whereas in real life you get “black swans” - events that should supposedly happen only once every thousand years but which actually seem to happen fairly often.
These outlier events are often referred to as “tail risk”. Don’t make the mistake of saying “well, the model said…” - overlay what the model is telling you with your own common sense and good judgment.

Coming up in part III

Available here
Squeezes and other risks
Market positioning
Bet correlation
Crap trades, timeouts and monthly limits

***
Disclaimer:This content is not investment advice and you should not place any reliance on it. The views expressed are the author's own and should not be attributed to any other person, including their employer.
submitted by getmrmarket to Forex [link] [comments]

Trading economic news

The majority of this sub is focused on technical analysis. I regularly ridicule such "tea leaf readers" and advocate for trading based on fundamentals and economic news instead, so I figured I should take the time to write up something on how exactly you can trade economic news releases.
This post is long as balls so I won't be upset if you get bored and go back to your drooping dick patterns or whatever.

How economic news is released

First, it helps to know how economic news is compiled and released. Let's take Initial Jobless Claims, the number of initial claims for unemployment benefits around the United States from Sunday through Saturday. Initial in this context means the first claim for benefits made by an individual during a particular stretch of unemployment. The Initial Jobless Claims figure appears in the Department of Labor's Unemployment Insurance Weekly Claims Report, which compiles information from all of the per-state departments that report to the DOL during the week. A typical number is between 100k and 250k and it can vary quite significantly week-to-week.
The Unemployment Insurance Weekly Claims Report contains data that lags 5 days behind. For example, the Report issued on Thursday March 26th 2020 contained data about the week ending on Saturday March 21st 2020.
In the days leading up to the Report, financial companies will survey economists and run complicated mathematical models to forecast the upcoming Initial Jobless Claims figure. The results of surveyed experts is called the "consensus"; specific companies, experts, and websites will also provide their own forecasts. Different companies will release different consensuses. Usually they are pretty close (within 2-3k), but for last week's record-high Initial Jobless Claims the reported consensuses varied by up to 1M! In other words, there was essentially no consensus.
The Unemployment Insurance Weekly Claims Report is released each Thursday morning at exactly 8:30 AM ET. (On Thanksgiving the Report is released on Wednesday instead.) Media representatives gather at the Frances Perkins Building in Washington DC and are admitted to the "lockup" at 8:00 AM ET. In order to be admitted to the lockup you have to be a credentialed member of a media organization that has signed the DOL lockup agreement. The lockup room is small so there is a limited number of spots.
No phones are allowed. Reporters bring their laptops and connect to a local network; there is a master switch on the wall that prevents/enables Internet connectivity on this network. Once the doors are closed the Unemployment Insurance Weekly Claims Report is distributed, with a heading that announces it is "embargoed" (not to be released) prior to 8:30 AM. Reporters type up their analyses of the report, including extracting key figures like Initial Jobless Claims. They load their write-ups into their companies' software, which prepares to send it out as soon as Internet is enabled. At 8:30 AM the DOL representative in the room flips the wall switch and all of the laptops are connected to the Internet, releasing their write-ups to their companies and on to their companies' partners.
Many of those media companies have externally accessible APIs for distributing news. Media aggregators and squawk services (like RanSquawk and TradeTheNews) subscribe to all of these different APIs and then redistribute the key economic figures from the Report to their own subscribers within one second after Internet is enabled in the DOL lockup.
Some squawk services are text-based while others are audio-based. FinancialJuice.com provides a free audio squawk service; internally they have a paid subscription to a professional squawk service and they simply read out the latest headlines to their own listeners, subsidized by ads on the site. I've been using it for 4 months now and have been pretty happy. It usually lags behind the official release times by 1-2 seconds and occasionally they verbally flub the numbers or stutter and have to repeat, but you can't beat the price!
Important - I’m not affiliated with FinancialJuice and I’m not advocating that you use them over any other squawk. If you use them and they misspeak a number and you lose all your money don’t blame me. If anybody has any other free alternatives please share them!

How the news affects forex markets

Institutional forex traders subscribe to these squawk services and use custom software to consume the emerging data programmatically and then automatically initiate trades based on the perceived change to the fundamentals that the figures represent.
It's important to note that every institution will have "priced in" their own forecasted figures well in advance of an actual news release. Forecasts and consensuses all come out at different times in the days leading up to a news release, so by the time the news drops everybody is really only looking for an unexpected result. You can't really know what any given institution expects the value to be, but unless someone has inside information you can pretty much assume that the market has collectively priced in the experts' consensus. When the news comes out, institutions will trade based on the difference between the actual and their forecast.
Sometimes the news reflects a real change to the fundamentals with an economic effect that will change the demand for a currency, like an interest rate decision. However, in the case of the Initial Jobless Claims figure, which is a backwards-looking metric, trading is really just self-fulfilling speculation that market participants will buy dollars when unemployment is low and sell dollars when unemployment is high. Generally speaking, news that reflects a real economic shift has a bigger effect than news that only matters to speculators.
Massive and extremely fast news-based trades happen within tenths of a second on the ECNs on which institutional traders are participants. Over the next few seconds the resulting price changes trickle down to retail traders. Some economic news, like Non Farm Payroll Employment, has an effect that can last minutes to hours as "slow money" follows behind on the trend created by the "fast money". Other news, like Initial Jobless Claims, has a short impact that trails off within a couple minutes and is subsequently dwarfed by the usual pseudorandom movements in the market.
The bigger the difference between actual and consensus, the bigger the effect on any given currency pair. Since economic news releases generally relate to a single currency, the biggest and most easily predicted effects are seen on pairs where one currency is directly effected and the other is not affected at all. Personally I trade USD/JPY because the time difference between the US and Japan ensures that no news will be coming out of Japan at the same time that economic news is being released in the US.
Before deciding to trade any particular news release you should measure the historical correlation between the release (specifically, the difference between actual and consensus) and the resulting short-term change in the currency pair. Historical data for various news releases (along with historical consensus data) is readily available. You can pay to get it exported into Excel or whatever, or you can scroll through it for free on websites like TradingEconomics.com.
Let's look at two examples: Initial Jobless Claims and Non Farm Payroll Employment (NFP). I collected historical consensuses and actuals for these releases from January 2018 through the present, measured the "surprise" difference for each, and then correlated that to short-term changes in USD/JPY at the time of release using 5 second candles.
I omitted any releases that occurred simultaneously as another major release. For example, occasionally the monthly Initial Jobless Claims comes out at the exact same time as the monthly Balance of Trade figure, which is a more significant economic indicator and can be expected to dwarf the effect of the Unemployment Insurance Weekly Claims Report.
USD/JPY correlation with Initial Jobless Claims (2018 - present)
USD/JPY correlation with Non Farm Payrolls (2018 - present)
The horizontal axes on these charts is the duration (in seconds) after the news release over which correlation was calculated. The vertical axis is the Pearson correlation coefficient: +1 means that the change in USD/JPY over that duration was perfectly linearly correlated to the "surprise" in the releases; -1 means that the change in USD/JPY was perfectly linearly correlated but in the opposite direction, and 0 means that there is no correlation at all.
For Initial Jobless Claims you can see that for the first 30 seconds USD/JPY is strongly negatively correlated with the difference between consensus and actual jobless claims. That is, fewer-than-forecast jobless claims (fewer newly unemployed people than expected) strengthens the dollar and greater-than-forecast jobless claims (more newly unemployed people than expected) weakens the dollar. Correlation then trails off and changes to a moderate/weak positive correlation. I interpret this as algorithms "buying the dip" and vice versa, but I don't know for sure. From this chart it appears that you could profit by opening a trade for 15 seconds (duration with strongest correlation) that is long USD/JPY when Initial Jobless Claims is lower than the consensus and short USD/JPY when Initial Jobless Claims is higher than expected.
The chart for Non Farm Payroll looks very different. Correlation is positive (higher-than-expected payrolls strengthen the dollar and lower-than-expected payrolls weaken the dollar) and peaks at around 45 seconds, then slowly decreases as time goes on. This implies that price changes due to NFP are quite significant relative to background noise and "stick" even as normal fluctuations pick back up.
I wanted to show an example of what the USD/JPY S5 chart looks like when an "uncontested" (no other major simultaneously news release) Initial Jobless Claims and NFP drops, but unfortunately my broker's charts only go back a week. (I can pull historical data going back years through the API but to make it into a pretty chart would be a bit of work.) If anybody can get a 5-second chart of USD/JPY at March 19, 2020, UTC 12:30 and/or at February 7, 2020, UTC 13:30 let me know and I'll add it here.

Backtesting

So without too much effort we determined that (1) USD/JPY is strongly negatively correlated with the Initial Jobless Claims figure for the first 15 seconds after the release of the Unemployment Insurance Weekly Claims Report (when no other major news is being released) and also that (2) USD/JPY is strongly positively correlated with the Non Farms Payroll figure for the first 45 seconds after the release of the Employment Situation report.
Before you can assume you can profit off the news you have to backtest and consider three important parameters.
Entry speed: How quickly can you realistically enter the trade? The correlation performed above was measured from the exact moment the news was released, but realistically if you've got your finger on the trigger and your ear to the squawk it will take a few seconds to hit "Buy" or "Sell" and confirm. If 90% of the price move happens in the first second you're SOL. For back-testing purposes I assume a 5 second delay. In practice I use custom software that opens a trade with one click, and I can reliably enter a trade within 2-3 seconds after the news drops, using the FinancialJuice free squawk.
Minimum surprise: Should you trade every release or can you do better by only trading those with a big enough "surprise" factor? Backtesting will tell you whether being more selective is better long-term or not.
Hold time: The optimal time to hold the trade is not necessarily the same as the time of maximum correlation. That's a good starting point but it's not necessarily the best number. Backtesting each possible hold time will let you find the best one.
The spread: When you're only holding a position open for 30 seconds, the spread will kill you. The correlations performed above used the midpoint price, but in reality you have to buy at the ask and sell at the bid. Brokers aren't stupid and the moment volume on the ECN jumps they will widen the spread for their retail customers. The only way to determine if the news-driven price movements reliably overcome the spread is to backtest.
Stops: Personally I don't use stops, neither take-profit nor stop-loss, since I'm automatically closing the trade after a fixed (and very short) amount of time. Additionally, brokers have a minimum stop distance; the profits from scalping the news are so slim that even the nearest stops they allow will generally not get triggered.
I backtested trading these two news releases (since 2018), using a 5 second entry delay, real historical spreads, and no stops, cycling through different "surprise" thresholds and hold times to find the combination that returns the highest net profit. It's important to maximize net profit, not expected value per trade, so you don't over-optimize and reduce the total number of trades taken to one single profitable trade. If you want to get fancy you can set up a custom metric that combines number of trades, expected value, and drawdown into a single score to be maximized.
For the Initial Jobless Claims figure I found that the best combination is to hold trades open for 25 seconds (that is, open at 5 seconds elapsed and hold until 30 seconds elapsed) and only trade when the difference between consensus and actual is 7k or higher. That leads to 30 trades taken since 2018 and an expected return of... drumroll please... -0.0093 yen per unit per trade.
Yep, that's a loss of approx. $8.63 per lot.
Disappointing right? That's the spread and that's why you have to backtest. Even though the release of the Unemployment Insurance Weekly Claims Report has a strong correlation with movement in USD/JPY, it's simply not something that a retail trader can profit from.
Let's turn to the NFP. There I found that the best combination is to hold trades open for 75 seconds (that is, open at 5 seconds elapsed and hold until 80 seconds elapsed) and trade every single NFP (no minimum "surprise" threshold). That leads to 20 trades taken since 2018 and an expected return of... drumroll please... +0.1306 yen per unit per trade.
That's a profit of approx. $121.25 per lot. Not bad for 75 seconds of work! That's a +6% ROI at 50x leverage.

Make it real

If you want to do this for realsies, you need to run these numbers for all of the major economic news releases. Markit Manufacturing PMI, Factory Orders MoM, Trade Balance, PPI MoM, Export and Import Prices, Michigan Consumer Sentiment, Retail Sales MoM, Industrial Production MoM, you get the idea. You keep a list of all of the releases you want to trade, when they are released, and the ideal hold time and "surprise" threshold. A few minutes before the prescribed release time you open up your broker's software, turn on your squawk, maybe jot a few notes about consensuses and model forecasts, and get your finger on the button. At the moment you hear the release you open the trade in the correct direction, hold it (without looking at the chart!) for the required amount of time, then close it and go on with your day.
Some benefits of trading this way: * Most major economic releases come out at either 8:30 AM ET or 10:00 AM ET, and then you're done for the day. * It's easily backtestable. You can look back at the numbers and see exactly what to expect your return to be. * It's fun! Packing your trading into 30 seconds and knowing that institutions are moving billions of dollars around as fast as they can based on the exact same news you just read is thrilling. * You can wow your friends by saying things like "The St. Louis Fed had some interesting remarks on consumer spending in the latest Beige Book." * No crayons involved.
Some downsides: * It's tricky to be fast enough without writing custom software. Some broker software is very slow and requires multiple dialog boxes before a position is opened, which won't cut it. * The profits are very slim, you're not going to impress your instagram followers to join your expensive trade copying service with your 30-second twice-weekly trades. * Any friends you might wow with your boring-ass economic talking points are themselves the most boring people in the world.
I hope you enjoyed this long as fuck post and you give trading economic news a try!
submitted by thicc_dads_club to Forex [link] [comments]

Forex Trading - Getting Started

Forex Trading: a Beginner's Guide
The forex market is the world's largest international currency trading market operating non-stop during the working week. Most forex trading is done by professionals such as bankers. Generally forex trading is done through a forex broker - but there is nothing to stop anyone trading currencies. Forex currency trading allows buyers and sellers to buy the currency they need for their business and sellers who have earned currency to exchange what they have for a more convenient currency. The world's largest banks dominate forex and according to a survey in The Wall Street Journal Europe, the ten most active traders who are engaged in forex trading account for almost 73% of trading volume.
However, a sizeable proportion of the remainder of forex trading is speculative with traders building up an investment which they wish to liquidate at some stage for profit. While a currency may increase or decrease in value relative to a wide range of currencies, all forex trading transactions are based upon currency pairs. So, although the Euro may be 'strong' against a basket of currencies, traders will be trading in just one currency pair and may simply concern themselves with the Euro/US Dollar ( EUUSD) ratio. Changes in relative values of currencies may be gradual or triggered by specific events such as are unfolding at the time of writing this - the toxic debt crisis.
Because the markets for currencies are global, the volumes traded every day are vast. For the large corporate investors, the great benefits of trading on Forex are:

From the point of view of the smaller trader there's lots of benefits too, such as:

How the forex Market Works
As forex is all about foreign exchange, all transactions are made up from a currency pair - say, for instance, the Euro and the US Dollar. The basic tool for trading forex is the exchange rate which is expressed as a ratio between the values of the two currencies such as EUUSD = 1.4086. This value, which is referred to as the 'forex rate' means that, at that particular time, one Euro would be worth 1.4086 US Dollars. This ratio is always expressed to 4 decimal places which means that you could see a forex rate of EUUSD = 1.4086 or EUUSD = 1.4087 but never EUUSD = 1.40865. The rightmost digit of this ratio is referred to as a 'pip'. So, a change from EUUSD = 1.4086 to EUUSD = 1.4088 would be referred to as a change of 2 pips. One pip, therefore is the smallest unit of trade.
With the forex rate at EUUSD = 1.4086, an investor purchasing 1000 Euros using dollars would pay $1,408.60. If the forex rate then changed to EUUSD = 1.5020, the investor could sell their 1000 Euros for $1,502.00 and bank the $93.40 as profit. If this doesn't seem to be large amount to you, you have to put the sum into context. With a rising or falling market, the forex rate does not simply change in a uniform way but oscillates and profits can be taken many times per day as a rate oscillates around a trend.
When you're expecting the value EUUSD to fall, you might trade the other way by selling Euros for dollars and buying then back when the forex rate has changed to your advantage.
Is forex Risky?
When you trade on forex as in any form of currency trading, you're in the business of currency speculation and it is just that - speculation. This means that there is some risk involved in forex currency trading as in any business but you might and should, take steps to minimise this. You can always set a limit to the downside of any trade, that means to define the maximum loss that you are prepared to accept if the market goes against you - and it will on occasions.
The best insurance against losing your shirt on the forex market is to set out to understand what you're doing totally. Search the internet for a good forex trading tutorial and study it in detail- a bit of good forex education can go a long way!. When there's bits you don't understand, look for a good forex trading forum and ask lots and lots of questions. Many of the people who habitually answer your queries on this will have a good forex trading blog and this will probably not only give you answers to your questions but also provide lots of links to good sites. Be vigilant, however, watch out for forex trading scams. Don't be too quick to part with your money and investigate anything very well before you shell out any hard-earned!
The forex Trading Systems
While you may be right in being cautious about any forex trading system that's advertised, there are some good ones around. Most of them either utilise forex charts and by means of these, identify forex trading signals which tell the trader when to buy or sell. These signals will be made up of a particular change in a forex rate or a trend and these will have been devised by a forex trader who has studied long-term trends in the market so as to identify valid signals when they occur. Many of the systems will use forex trading software which identifies such signals from data inputs which are gathered automatically from market information sources. Some utilise automated forex trading software which can trigger trades automatically when the signals tell it to do so. If these sound too good to be true to you, look around for online forex trading systems which will allow you undertake some dummy trading to test them out. by doing this you can get some forex trading training by giving them a spin before you put real money on the table.
How Much do you Need to Start off with?
This is a bit of a 'How long is a piece of string?' question but there are ways for to be beginner to dip a toe into the water without needing a fortune to start with. The minimum trading size for most trades on forex is usually 100,000 units of any currency and this volume is referred to as a standard "lot". However, there are many firms which offer the facility to purchase in dramatically-smaller lots than this and a bit of internet searching will soon locate these. There's many adverts quoting only a couple of hundred dollars to get going! You will often see the term acciones trading forex and this is just a general term which covers the small guy trading forex. Small-scale trading facilities such as these are often called as forex mini trading.
Where do You Start?
The single most obvious answer is of course - on the internet! Online forex trading gives you direct access to the forex market and there's lots and lots of companies out there who are in business just to deal with you online. Be vigilant, do spend the time to get some good forex trading education, again this can be provided online and set up your dummy account to trade before you attempt to go live. If you take care and take your time, there's no reason why you shouldn't be successful in forex trading so, have patience and stick at it!
submitted by Ozone21337 to WallstreetForexRobotf [link] [comments]

So you wanna trade Forex? - tips and tricks inside

Let me just sum some stuff up for you newbies out there. Ive been trading for years, last couple of years more seriously and i turned my strategies into algorithms and i am currently up to 18 algorithms thats trading for me 24/7. Ive learned alot, listened to hundreds of podcasts and read tons of books + research papers and heres some tips and tricks for any newbie out there.

  1. Strategy - How to... When people say "you need a trading strategy!!" Its because trading is very hard and emotional. You need to stick to your rules at all times. Dont panic and move your stop loss or target unless your rules tell you to. Now how do you make these rules? Well this is the part that takes alot of time. If your rules are very simple (for example: "Buy if Last candles low was the lowest low of the past 10 candles." Lets make this a rule. You can backtest it manually by looking at a chart and going back in time and check every candle. or you can code it using super simple software like prorealtime, MT4 ++ Alot of software is basicly "click and drag" and press a button and it gives you backtest from 10-20-30 years ago in 5 seconds. This is the absolute easiest way to backtest rules and systems. If your trading "pure price action" with your drawn lines and shit, the only way to truly backtest that kind of trading is going in a random forex pair to a random point in time, could be 1 year ago, 1 month ago, 5 years ago.. and then you just trade! Move chart 1 candle at a time, draw your lines and do some "actual trading" and look at your results after moving forward in the chart. If you do not test your strategy your just going in blind, which could be disaster.. Maybe someone told u "this is the correct way to trade" or "this strategy is 90% sure to win every trade!!!" If you think you can do trading without a strategy, then your most likely going to look back at an empty account and wonder why you moved that stop loss or why you didnt take profit etc.. and then your gonna give up. People on youtube, forums, interwebz are not going to give you/sell you a working strategy thats gonna make you rich. If they had a working strategy, they would not give it away/sell it to you.
  2. Money management - How to.... Gonna keep this one short. Risk a small % of your capital on each trade. Dont risk 10%, dont risk 20%. You are going to see loosing trades, your probably gonna see 5-10 loss in a row!! If your trading a 1000$ account and your risking 100$ on each trade (10%) and you loose 5 in a row, your down -50% and probably you cant even trade cus of margin req. Game over.. Now how does one get super rich, super fast, from risking 1-3% of your account on each trade?? Well heres the shocking message: YOU CANT GET RICH FAST FROM TRADING UNLESS YOUR WILLING TO GO ALL IN! You can of course go all in on each trade and if you get em all right, you might get 1000%, then you go all in 1 more time and loose it all... The whole point of trading is NOT going bust. Not loosing everything, cus if you loose it all its game over and no more trading for you.
  3. Find your own trading style.... Everyone is different. You can have an average holding period of 1 month or you could be looking at a 1 min chart and average holding time = 10 minutes. For some, less volatility helps them sleep at night. For others, more volatility gives them a rush and some people crave this. There is no "correct" timeframes, or holding periods, or how much to profit or how much to loose. We are all individuals with different taste in risk. Some dont like risk, others wanna go all in to get rich over night. The smart approach is somewhere in the middle. If you dont risk anything, your not gonna get anything. If you risk everything, your most likely going to loose everything. When people are talking about trading style, this is kinda what that means.
  4. There are mainly 2 ways to trade: Divergence and Convergence. Or in other words: Mean reversion or trend following. Lets talk about them both: Trend following is trying to find a trend and stay with the trend until its over. Mean reversion is the belief that price is too far away from the average XX of price, and sooner or later, price will have to return to its average/mean (hence the name: MEAN reversion). Trend following systems usually see a lower winrate (30-40% winrate with no money management is not uncommon to see when backtesting trend following systems.. You can add good money management to get the winrate % higher. Why is the % winrate so low? Well a market, whatever that market is, tend to get real choppy and nasty right after a huge trend. So your gonna see alot of choppy fake signals that might kill 5-6 trades in a row, until the next huge trend starts which is going to cover all the losses from the small losses before the trend took off. Then you gotta hold that trade until trade is done. How do you define "when trend starts and stops"? Well thats back to point 1, find a strategy. Try defining rules for an entry and exit and see how it goes when you backtest it. For mean reversion the win % is usually high, like 70-90% winrate, but the average winning trade is alot smaller than the average loosing trade. this happens because you are basicly trying to catch a falling knife, or catch a booming rocket. Usually when trading mean reversion, waiting for price to actually reverse can very often leave you with being "too late", so you kinda have to find "the bottom" or "the top" before it actually has bottomed/ topped out and reversed. How can you do this you ask? Well your never going to hit every top or every bottom, but you can find ways to find "the bottom-ish" or "the top-ish", thens ell as soon as price reverts back to the mean. Sometimes your gonna wish you held on to the trade for longer, but again, back to point 1: Backtest your rules and figure that shit out.

Read these 4 points and try to follow them and you are at least 4 steps closer to being a profitable trader. Some might disagree with me on some points but i think for the majority, people are going to agree that these 4 points are pretty much universal. Most traders have done or are doing these things every day, in every trade.
Here is some GREAT material to read: Kevin Davey has won trading championship multiple times and he has written multiple great books, from beginner to advanced level. Recommend these books 100%, for example: Building winning algorithmic trading systems" will give you alot to work with when it comes to all 4 of the above points. Market wizards, Reminiscences of a stock operator are 2 books that are a great read but wont give you much "trading knowledge" that you can directly use for your trading. Books on "The turtles" are great reading. Then you have podcasts and youtube. I would stay away from youtube as much as possible when it comes to "Heres how to use the rsi!!!" or "this strategy will make you rich!!". Most youtube videoes are made by people who wanna sell you a course or a book. Most of this is just pure bullshit. Youtube can very harmfull and i would honestly advice about going there for "strategy adivce" and such. Podcasts tho are amazing, i highly recommend: Better systems trader, Chat with traders, Top traders unplugged, We study billionairs, to name a few :)
Also, on a less funny note.. Please realize that you are, and i am, real fucking stupid and lazy compared to the actual pro's out there. This is why you should not go "all in" on some blind stupid strategy youve heard about. This is why this is indeed VERY FUCKING HARD and most, if not everyone has busted an account or two before realizing just this. Your dumb.. your not going to be super rich within 1 year.. You can not start with 500$ account and make millions! (some might have been able to do this, but know that for every winner, theres 999 loosers behind him that failed... Might work fine first 5 trades, then 1 fuckup tho and ur gone..
And lastly: Try using a backtesting software. Its often FREE!!! (on a demo account) and often so simple a baby could use it. If your trading lines and such there exists web broweser "games" and softwares that lets you go "1 and 1 candle ahead" in random forex pairs and that lets you trade as if its "real" as it goes.
A big backtesting trap however is backtesting "losely" by just drawing lines and looking at chart going "oh i would have taken this trade FOR SURE!! I would have made so much money!!" however this is not actually backtesting, its cherry picking and its biased beyond the grave, and its going to hurt you. Try going 1 candle at a time doing "real and live" trades and see how it goes.

Bonus point!!
many people misunderstands what indicators like the RSI is telling you. Indeed something is "overbought" or "oversold" but only compared to the last average of xx amounts of bars/candles.
It doesn't tell you that RIGHT NOW is a great time to sell or buy. It only tells you that the math formula that is RSI, gives you a number between 1-100, and when its above 70 its telling you that momentum is up compared to the last average 14 candles. This is not a complete buy/sell signal. Its more like a filter if anything. This is true for MOST indicators. They INDICATE stuff. Dont use them as pure buy/sell signals.. At least backtest that shit first! Your probably gonna be shocked at the shitty results if you "buy wehn rsi is undeer 30 and sell when RSI is above 70".

Editedit: Huge post already, why not copy paste my comment with an example showing the difference in trend following vs mean reversion:
The thing about trend following is that we never know when a trade starts and when it ends. So what often happens is that you have to buy every breakout going up, but not every breakout is a new trend. Lets do an example. Check out the photo i included here: https://imageshost.eu/image/image.RcC

THE PHOTO IS JUST AN EXAMPLE THAT SHOWS WHY A TYPICAL TREND FOLLOWING STRATEGY HAVE A "LOW" WINRATE.
THE PHOTO IS NOT SHOWING AN EXAMPLE OF MY STRATEGIES OR TRADING.

  1. We identify the big orange trend up.
  2. We see the big break down (marked with the vertical red line) this is telling us we are not going higher just yet. Our upwards trend is broken. However we might continue going up in a new trend, but when will that trend come?
  3. We can draw the blue trend very earyly using highs and lows, lines up and down. Then we begin to look for breakouts of the upper blue line. So every time price breaks upper blue line we have to buy (cus how else are we going to "catch the next trend going up?)
As you can see we get 5 false breakouts before the real breakout happens!
Now if you could tell fake breakouts from real breakouts, your gonna be rich hehe. For everyone else: Take every signal you can get, put a "tight" stop loss so in case its a fake signal you only loose a little bit. Then when breakout happens as you can clearly see in chart, your going to make back all the small losses.
So in this example we fail 5 times, but get 1 HUGE new trend going further up. This 1 huge trade, unless we fuck it up and take profits too early or shit like that, is going to win back all those small losses + more.
This is why trend following has a low winrate. You get 5 small loss and 1 big win.

Now lets flip this! Imagine if your trading Mean reversion on all the same red arrows! So every time price hits the blue line, we go short back to the bottom (or middle) again! You would have won 5 trades with small profits, but on that last one you would get stopped out so hard. Meaning 5 small wins, 1 big loss (as some have pointed out in comments, if you where trading mean reverting you would wanna buy the lows as well as short the tops - photo was suppose to show why trend following strategies have a lower % winrate.)

Final edit: sorry this looks like a wall of text on ur phones.
submitted by RipRepRop to Forex [link] [comments]

Strategy - Why you should backtest your systems

Hello world. Long time lurker here. Wanna give a huge tip to all newbies out there thats thinking about strategies. (like "Buy when price crosses above moving average 10" or whatever)

If you think you have a strategy (a set of rules) then theres no excuse not to backtest the rules!
Lets say you wanna "Buy when moving average[10] crosses over moving average[20]" or whatever numbers or indicators or rules youre thinking about.
All you gotta do is sign up with a broker (demo account!! free) that provides you with a software that allows you to backtest! The coding is 9/10 times super duper easy to learn and use. Just google for it and you should find multiple brokers that can provide different types of software to run backtests.

"Cant you just backtest manually looking at chart?" - Well, you can! But this takes a long long time and you will not see exact results. Using a software you can test your strategy on all the different timeframes, multiple years back in time, on all the currency pairs you want to test it on.
Heres an example, its my own algorithm (algorithm just means "set of rules") that i have created for USD/JPY, backtested from 2004 -> 2019 thats 15 years of backtesting! My system seemed profitable and robust so i decided to run this system live and its actually in a trade right now. So far its been profitable and good to me.

For all you traders that do not rely on fixed systems/set of rules: Backtesting is very hard because if you rely on your own drawings and support/resistance lines, then backtesting is biased before you even begin.. unless your testing in "real time" which of course is much more valid. Non the less you should just scroll "back in time" on chart and start "trading" with "paper money" and just move 1 and 1 candle forward until you either see that your system is working or not.

https://imgur.com/a/p8aVdIT

Edit: Guess i never answered "Why" you should backtest. I started out trading stocks, then i realized "patterns" was a thing in every chart on all timeframes and i started to look at forex cus markets are plentiful and open 24/5. After a few hit and missed and busted tiny accounts i realized i needed to test my theories and strategies. Thats when i discovered that coming up with a strategy that actually works, year after year on multiple pairs, is not only hard, its realy fucking hard! And thats also when i realized how flawed my "plans to get rich in trading" really was.. When your just charting and drawing lines and trading on them, you dont really have a plan, and without a firm strict plan (at least for me) the pitfalls are many, and devastating. So i started looking at how to actually make profitable strategies, reading books and listening to podcasts, and today im running multiple strategies in multiple markets on multiple timeframes. So far ive been profitable. definitly not gonna quit my dayjob tomorrow, just so thats clear.. trading is risky and having a dayjob and monthly income is definitly something im gonna continue with lol.
submitted by RipRepRop to Forex [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

  1. tuckerbalch (2296 points, 1185 comments)
  2. davebyrd (1033 points, 466 comments)
  3. yokh_cs7646 (320 points, 177 comments)
  4. rgraziano3 (266 points, 147 comments)
  5. j0shj0nes (264 points, 148 comments)
  6. i__want__piazza (236 points, 127 comments)
  7. swamijay (227 points, 116 comments)
  8. _ant0n_ (205 points, 149 comments)
  9. ml4tstudent (204 points, 117 comments)
  10. gatechben (179 points, 107 comments)
  11. BNielson (176 points, 108 comments)
  12. jameschanx (176 points, 94 comments)
  13. Artmageddon (167 points, 83 comments)
  14. htrajan (162 points, 81 comments)
  15. boyko11 (154 points, 99 comments)
  16. alyssa_p_hacker (146 points, 80 comments)
  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)
  22. MikeLachmayr (123 points, 95 comments)
  23. awhoof (113 points, 72 comments)
  24. SharjeelHanif (106 points, 59 comments)
  25. larrva (101 points, 69 comments)
  26. augustinius (100 points, 52 comments)
  27. oimesbcs (99 points, 67 comments)
  28. vansh21k (98 points, 62 comments)
  29. W1redgh0st (97 points, 70 comments)
  30. ybai67 (96 points, 41 comments)
  31. JuanCarlosKuriPinto (95 points, 54 comments)
  32. acschwabe (93 points, 58 comments)
  33. pharmerino (92 points, 47 comments)
  34. jgeiger (91 points, 28 comments)
  35. Zapurza (88 points, 70 comments)
  36. jyoms (87 points, 55 comments)
  37. omscs_zenan (87 points, 44 comments)
  38. nurobezede (85 points, 64 comments)
  39. BelaZhu (83 points, 50 comments)
  40. jason_gt (82 points, 36 comments)
  41. shuang379 (81 points, 64 comments)
  42. ggatech (81 points, 51 comments)
  43. nitinkodial_gatech (78 points, 59 comments)
  44. harshsikka123 (77 points, 55 comments)
  45. bkeenan7 (76 points, 49 comments)
  46. moxyll (76 points, 32 comments)
  47. nelsongcg (75 points, 53 comments)
  48. nickzelei (75 points, 41 comments)
  49. hunter2omscs (74 points, 29 comments)
  50. pointblank41 (73 points, 36 comments)
  51. zheweisun (66 points, 48 comments)
  52. bs_123 (66 points, 36 comments)
  53. storytimeuva (66 points, 36 comments)
  54. sva6 (66 points, 31 comments)
  55. bhrolenok (66 points, 27 comments)
  56. lingkaizuo (63 points, 46 comments)
  57. Marvel_this (62 points, 36 comments)
  58. agifft3_omscs (62 points, 35 comments)
  59. ssung40 (61 points, 47 comments)
  60. amchang87 (61 points, 32 comments)
  61. joshuak_gatech (61 points, 30 comments)
  62. fall2017_ml4t_cs_god (60 points, 50 comments)
  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)
  74. venkatesh8 (54 points, 30 comments)
  75. omscs_avik (53 points, 37 comments)
  76. bman8810 (52 points, 31 comments)
  77. snladak (51 points, 31 comments)
  78. dfihn3 (50 points, 43 comments)
  79. mlcrypto (50 points, 32 comments)
  80. omscs-student (49 points, 26 comments)
  81. NellVega (48 points, 32 comments)
  82. booglespace (48 points, 23 comments)
  83. ccortner3 (48 points, 23 comments)
  84. caa5042 (47 points, 34 comments)
  85. gcalma3 (47 points, 25 comments)
  86. krushnatmore (44 points, 32 comments)
  87. sn_48 (43 points, 22 comments)
  88. thenewprofessional (43 points, 16 comments)
  89. urider (42 points, 33 comments)
  90. gatech-raleighite (42 points, 30 comments)
  91. chrisong2017 (41 points, 26 comments)
  92. ProudRamblinWreck (41 points, 24 comments)
  93. kramey8 (41 points, 24 comments)
  94. coderafk (40 points, 28 comments)
  95. niufen (40 points, 23 comments)
  96. tholladay3 (40 points, 23 comments)
  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)
  4. Exam 2 Information by yokh_cs7646 (39 points, 40 comments)
  5. A little more on Pandas indexing/slicing ([] vs ix vs iloc vs loc) and numpy shapes by davebyrd (37 points, 10 comments)
  6. Project 1 Megathread (assess_portfolio) by davebyrd (34 points, 466 comments)
  7. defeat_learner test case by swamijay (34 points, 38 comments)
  8. Project 2 Megathread (optimize_something) by tuckerbalch (33 points, 475 comments)
  9. project 3 megathread (assess_learners) by tuckerbalch (27 points, 1130 comments)
  10. Deadline extension? by johannes_92 (26 points, 40 comments)

Top Comments

  1. 34 points: jgeiger's comment in QLearning Robot project megathread
  2. 31 points: coolwhip1234's comment in QLearning Robot project megathread
  3. 30 points: tuckerbalch's comment in Why Professor is usually late for class?
  4. 23 points: davebyrd's comment in Deadline extension?
  5. 20 points: jason_gt's comment in What would be a good quiz question regarding The Big Short?
  6. 19 points: yokh_cs7646's comment in For online students: Participation check #2
  7. 17 points: i__want__piazza's comment in project 3 megathread (assess_learners)
  8. 17 points: nathakhanh2's comment in Project 2 Megathread (optimize_something)
  9. 17 points: pharmerino's comment in Midterm study Megathread
  10. 17 points: tuckerbalch's comment in Midterm grades posted to T-Square
Generated with BBoe's Subreddit Stats (Donate)
submitted by subreddit_stats to subreddit_stats [link] [comments]

How do I backtest, i.e. TradingView, ForexTester, or ??? and how do I get data?

As a newbie, I have been reading books and learning as much as possible before entering the market. I've got an Oanda demo account, but when I'm ready to test my strategy I don't want to test it in real-time, or at least as much as the demo allows, because that is too slow.
As a complete newbie, here is the way I imagine backtesting should work. I'm curious to see how this compares to reality:
  1. Load up charting software (which, I don't know).
  2. File→Load market data from the past, i.e. 2012-present.
  3. Go to the start of the chart, set the chart/bar time.
  4. Hit the left cursor button, or whatever button, each time I want the chart to proceed forward one bar.
  5. Take my time between each bar analyzing whether I should get in, out etc.
The above system would let me test my system without waiting the full 4 or n hours before bars like a demo account would require. Plus, I'm a programmer so I'd like to try and eventually write an indicator and test out other indicators.
In my title I put TradingView and ForexTester because those are the only two I've come across so far that might do this. Do I have to pay for back data, or do people just record it themselves and offer it for free online?
While I don't want people to do my work for me, it just seems like this question might be one that a lot of other people are wondering about and I haven't seen one like it so far on this subreddit.
Thanks!
submitted by lightley to Forex [link] [comments]

Looking for back testing software similiar to forex tester

Looking for a free or cheaper software that allows me to back test forex. I want to have multiple charts open at once (monthly weekly daily) as I test, and be able to edit the charts as i go (adjust trend lines, draw boxes or lines, etc) Thank you
submitted by Cool_Calm_Collected to Forex [link] [comments]

Profit Avalanche Review 2015 - Is Profit Avalanche SCAM? How Does Profit Avalanche Software Work!! Profit Avalanche By Erica Wilde Review

Profit Avalanche Review 2015 - Discover The INSIDER Details About The Profit Avalanche Software By Erica Wilde in this Profit Avalanche review! So Exactly what is Profit Avalanche Software all about? Does Profit Avalanche Actually Work? Is Profit Avalanche Software scam or does it really work?
To find answers to these questions continue reading my in depth and truthful Profit Avalanche Review below.
Profit Avalanche Description:
Name: Profit Avalanche
Niche: Binary Options.
Official Website: Access The Brand NEW Profit Avalanche Software!! CLICK HERE NOW!!!
What is Profit Avalanche?
Profit Avalanche is essentially a binary options trading software that is developed to help traders win and predict the market trends with binary options. The software likewise provides analyses of the market conditions so that traders can understand what should be your next step. It provides various secret techniques
that eventually assists. traders without utilizing any complex trading indications or follow charts.
Profit Avalanche Binary Options Trading Strategy
Base the Profit Avalanche trading strategy. After you see it working, you can start to implement your technique with routine sized lots. This strategy will settle 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 imply a bigger profit potential so it is an excellent concept to start little and gradually add
to your account as your returns increase based upon the trading selections you make.
Binary Options Trading
To help you trade binary options correctly, it is essential to have an understanding behind the principles of
Binary Options Trading. Currency Trading, or forex, is based on the perceived 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 learn more about binary options to optimize your learning experience.
Profit Avalanche Team
Erica Wilde
Profit Avalanche Founder and Creator
BComm, MBA
Programmer with extensive experience within the technology department of a large financial analytics firm
Stephen Lewis
Profit Avalanche Head Developer
BComm
Programmer with extensive experience within the technology department of a large financial analytics firm
Christina Fleurette
Profit Avalanche Customer Service Manager
Bachelor of Arts
Extensive experience in customer service and client relations.
Profit Avalanche Frequently Asked Questions
Just how much does the software cost?
The Profit Avalanche software application is FREE! It will 'not cost you a penny. Nevertheless, this
complimentary offer is just offered in limited amount. Once all copies are gone, they are gone for great. So
act quickly before to you miss out.
I have no idea the best ways to trade. Will Profit Avalanche work for me?
You do not have to know the best ways to trade to make massive earnings using Profit Avalanche, due to the fact
that all trades are automated and the system uses its algorithm to complete successful trades.
Are the outcomes real?
All outcomes are independently confirmed by a 3rd party. So you can feel confident that all outcomes are
accurate.
Exactly what do I do if I require assist?
If you need help at any time, you can contact the 24/7 customer support.
Can I use the software application anywhere?
Yes, the software is 100 % digital and can be accessed from your PC, laptop, tablet and smartphone and from
anywhere you are in the world.
How fast can I withdraw my Profits?
You can withdraw your profits at any time and they will be in your bank account within 2-3 business days.
Profit Avalanche Testimonials
Jordan Marcewicz
Wow! I can’t believe it! I was really skeptical about this at first, but I figured, hey, what do I have to lose!
So I made the minimum deposit of $250 and wow, in just 5 hours, I made a total of $416.18 – that’s a $176.18
profit with just a couple mouse clicks! When was the last time you made $176.18 in 5 hours?
Rebecca Furley
This is incredible! i’m also a single mom and i really needed the money, so i figured if she could do it, so
could i! i deposited $300 to start and for the first few hours, i made a profit of just $30. i was a little
disappointed but at least i made money. but then, after 12 hours, my profits ballooned! i woke up to a balance
of $1,281.98. i immediately clicked withdraw and the money was on my bank account within minutes!
Shirley V
When I checked back after the first 12 hours, I had to refresh my page as I couldn’t believe my eyes when I saw
that I had made a profit of $882.91. I traded the stock market through a bank and lost all my money. So I was
hesitant to try this out, but unlike banks, this system sets you up to win! And that’s all I’ve been doing
winning!
Profit Avalanche Summary
In summary, there are some obvious ideas that have actually been checked over time, in addition to some more
recent techniques. that you may not have thought about. Hopefully, as long as you follow what we suggest in this short article you can either get going with trading with Profit Avalanche or improve on exactly what you have already done.
Click Here To Claim Your Profit Avalanche Exclusive LIFETIME User License!!
.
.
.
.
.
.
.
.
.
.
.
.
.
.
Tags: Profit Avalanche app, Profit Avalanche information, reviews on Profit Avalanche , Profit Avalanche url, Profit Avalanche website, Profit Avalanche youtube video, Profit Avalanche trading software, get Profit Avalanche, article about Profit Avalanche, Profit Avalanche
computer program, Profit Avalanche the truth, Profit Avalanche support, Profit Avalanche support email address, Profit Avalanche help desk, similar than
Profit Avalanche, better than Profit Avalanche, Profit Avalanche contact, Profit Avalanche demo, Profit Avalanche video tutorial, how does Profit Avalanche
work, is Profit Avalanche the best online is Profit Avalanche a scam, does Profit Avalanche really work, does Profit Avalanche actually work, Profit
Avalanche members area, profitavalanche.com review, profitavalanche.com reviews, Profit Avalanche login page, Profit Avalanche verification, Profit Avalanche software reviews, Profit Avalanche
no fake review, Profit Avalanche Live Broadcast, is Profit Avalanche real, Profit Avalanche forex trading, Profit Avalanche binary options trading, Profit
Avalanche automated app, the Profit Avalanche review, Profit Avalanche signals, Profit Avalanche mac os x, Profit Avalanche broker sign up, Profit Avalanche free
download, reviews of Profit Avalanche, Profit Avalanche bonus, Profit Avalanche honest review, Profit Avalanche 2015, is Profit Avalanche worth the
risk, Profit Avalanche pc desktop, Profit Avalanche free trial, Profit Avalanche testimonial, Profit Avalanche scam watch dog, Profit Avalanche warrior forum, Profit Avalanche
web version, Profit Avalanche open a account, Profit Avalanche laptop, Profit Avalanche revised Method 2015,
Profit Avalanche Unbiased review, Profit Avalanche discount, Profit Avalanche binary option watch dog review, Profit Avalanche youtube, seriously
will Profit Avalanche work, Profit Avalanche facebook, Profit Avalanche activation code, Profit Avalanche 2015
Working, Profit Avalanche twitter, Profit Avalanche currency trading, Profit Avalanche real person review, Profit
Avalanche example trade, will Profit Avalanche work on mobile phone, Completely New Profit Avalanche, new Profit Avalanche, Profit Avalanche webinar, Profit Avalanche anybody using this, Profit Avalanche real or
fake, is Profit Avalanche live trades real, Profit Avalanche honest reviews, Profit Avalanche is it a scam, Profit Avalanche download software, Profit Avalanche software download, Profit Avalanche forum, Profit Avalanche signals, Profit Avalanche download
page, Profit Avalanche software demo somebody using it, Profit Avalanche binary software, Profit Avalanche binary
options review, Profit Avalanche reviews, Profit Avalanche binary today, Profit Avalanche pro review, Profit Avalanche windows
7, Profit Avalanche windows 8 and windows XP, Profit Avalanche price, is Profit Avalanche a scam or not,will Profit Avalanche help me, real truth about Profit
Avalanche, Profit Avalanche System, Profit Avalanche inside members page, how to download Profit Avalanche, how to access Profit Avalanche, Profit Avalanche Robot, how to use Profit
Avalanche, how to trade with Profit Avalanche, Profit Avalanche NEWS Update and details, Profit Avalanche today, Profit Avalanche feedback, Profit Avalanche real user review, Profit Avalanche customer
reviews, Profit Avalanche consumer review, Profit Avalanche Review 2015 Profit Avalanche doesn't work, is Profit Avalanche another scam or legit, Profit Avalanche refund, Activate
Profit Avalanche, review of Profit Avalanche, Profit Avalanche test, Profit Avalanche explanation, what is Profit Avalanche, Profit Avalanche news, new
version of Profit Avalanche, Profit Avalanche fan Page, Profit Avalanche breaking news, Profit Avalanche
Register, Profit Avalanche sign up, Profit Avalanche broker sign up, should i use Profit Avalanche, Profit Avalanche yes or no, do i need trading experience, Profit Avalanche create
account, Profit Avalanche instructions, Profit Avalanche Secret method, Join Profit Avalanche, Profit Avalanche ea trading app, Profit Avalanche limited
time, Profit Avalanche pros and cons, Profit Avalanche bad reviews, Profit Avalanche negative and positive review, Profit Avalanche Author, Profit Avalanche creator, who made
Profit Avalanche, what is the Profit Avalanche, Profit Avalanche real review, Profit Avalanche strategy, Profit Avalanche password reset, Profit Avalanche beta tester, Profit Avalanche
comparison, Profit Avalanche questions and answers, Profit Avalanche results, Profit Avalanche winning and losing trades, Profit Avalanche overview, Profit
Avalanche training, how to setup Profit Avalanche, start trading with Profit Avalanche, Profit Avalanche proof, Profit Avalanche the truth, Get Profit Avalanche,
Profit Avalanche Review
Click Here To Download The NEW Profit Avalanche Right NOW!
submitted by SamanthaZo to SamanthaZo [link] [comments]

APL Bot Review 2015 - Is The APL Mobile Bot SCAM Or LEGIT? How Does APL Bot Software Work??. APL Bot by Gunnar Errikson Review

APL Bot Review 2015 - The APL Mobile Bot?? Discover the Truth about APL Bot in this APL Bot review! So What is The APL Bot all about? Does APL Bot Actually Work? Is APL Bot Software scam or does it really work?
To find answers to these concerns continue reading my in depth and truthful APL Bot Review below.
APL Bot Description:
Name: APL Bot
Niche: Apple Stock Trading
Try it out! This isn't another binary option B.S. but an opportunity to walk a proven path - one that has been walked for years!
Official Site: Activate The NEW APL Bot!! CLICK HERE NOW!!!
APL is the World`s Richest Company, But Can it Make YOU Rich Too?
APL Inc. is going to become a 1 TRILLION Dollar company in 2016...
It is already the biggest company on the planet - almost twice as big as Microsoft and leaving everyone else behind by miles!
And it has produced MANY MANY millionaires.
Gunnar Erikkson has made over 26 million!!! USD trading APL stock with his buy and sell strategy with APL alone. In fact, he didn't only have a plan, he has the proof to back it up - multiple 7-figures of proof!
Why? Because it's the world's biggest company that can - all by itself - buy a small country!
CLICK HERE For More Information...
What is APL Bot?
This is a STOCK application - one that focuses on the most valuable stock on the planet only - APL! Yes, the iPhone creator, iWatch innovator and all-round priciest company, being valued at one TRILLION dollars (estimated in 2016). The APL Bot was created to help traders win and forecast the marketplace trends with apple stocks. The software also provides evaluations of the market conditions so that traders can know exactly what should be your next step. It gives various secret techniques that ultimately assists. traders without using any complex trading indications or follow charts.
APL Bot Apple Stock Trading Strategy
Base the APL Bot trading strategy. After you see it working, you can begin to execute your strategy with regular sized lots. This technique will settle gradually. Every Forex binary options trader should choose an account type that is in accordance with their requirements and expectations. A larger account does not imply a bigger profit potential so it is a terrific concept to begin small and slowly add to your account as your returns increase based upon the trading selections you make.
Apple Stock Trading
Keep this in mind as you trade and discover more about binary options to optimize your learning experience and boost your trading profits.
APL Bot Summary
In summary, there are some evident concepts that have actually been checked in time, along with some newer techniques. that you may not have actually thought about. Hopefully, as long as you follow exactly what we suggest in this post you can either begin with trading with APL Bot or enhance on exactly what you have actually currently done.
The APL Bot is a ingenious system that actually has a "logic" behind it, and he proves in his video how and why it works.
So don't delay! Watch it... you will be glad you did.
Click Here To Watch The Video And Claim Your APL Bot LIFETIME User License!!
.
.
.
.
.
.
.
.
.
.
.
.
.
.
Tags: APL Bot app, APL Bot information, APL Bot url, APL Bot website, APL Bot youtube video, APL Bot trading software, get APL Bot, article about APL Bot, APL Bot computer program, APL Bot the truth, APL Bot support, APL Bot support email address, APL Bot help desk, similar than APL Bot, better than APL Bot, APL Bot contact, APL Bot demo, APL Bot video tutorial, how does APL Bot work, is APL Bot the best online is APL Bot a scam, does APL Mobile Bot really work, does APL Bot actually work, APL Bot members area, APL Bot login page, APL Bot verification, APL Bot software reviews, APL Bot no fake review, APL Bot Live Broadcast, is APL Bot real, APL Bot forex trading, APL Bot binary options trading, APL Bot automated app, the APL Bot review, APL Bot by Gunnar Errikson Review, APL Bot Review by Gunnar Errikson, APL Bot signals, APL Bot mac os x, APL Bot broker sign up, APL Bot free download, reviews of APL Bot, Meet Gunnar "APL Bot” Erikkson, APL Bot by Gunnar Erikkson review, APL Bot bonus, APL Bot honest review, APL Bot 2015, is APL Bot worth the risk, APL Bot pc desktop, APL Bot free trial, APL Bot testimonial, APL Bot scam watch dog, APL Mobile Bot warrior forum, APL Bot web version, APL Bot open a account, APL Bot laptop, APL Bot revised Method 2015, APL Bot Unbiased review, is APL Bot al hype?, APL Bot discount, APL Mobile Bot binary option watch dog review, APL Bot youtube, seriously will APL Bot work, APL Bot facebook, APL Bot activation code, APL Bot 2015 Working, APL Bot twitter, APL Bot currency trading, APL Bot real person review, APL Bot example trade, will APL Bot work on mobile phone, Completely New APL Bot, new APL Bot, APL Bot webinar, APL Bot anybody using this, APL Bot real or fake, is APL Bot live trades real, APL Bot honest reviews, APL Mobile Bot is it a scam, APL Bot download software, APL Bot software download, APL Bot forum, APL Bot signals, APL Mobile Bot download page, APL Mobile Bot software demo somebody using it, APL Bot binary software, APL Bot binary options review, APL Bot reviews, APL Bot binary today, APL Bot pro review, APL Bot windows 7, APL Bot windows 8 and windows XP, apple bot, apple stock robot, app mobile bot, APL Bot price, is APL Bot a scam or not,will APL Bot help me, real truth about APL Bot, APL Bot System, APL Bot inside members page, how to download APL Bot, how to access APL Bot, APL Bot Robot, how to use APL Bot, how to trade with APL Bot, APL Mobile Bot NEWS Update and details, APL Bot today, APL Mobile Bot feedback, APL Bot real user review, APL Mobile Bot customer reviews, APL Bot consumer review, APL Bot Review 2015, insider john APL Bot review, george s APL Bot review, APL Bot doesn't work, is APL Mobile Bot another scam or legit, APL Bot refund, Activate APL Bot, review of APL Bot, APL Bot test, APL Mobile Bot explanation, what is APL Bot, APL Bot news, new version of APL Bot, APL Bot fan Page, APL Bot breaking news, APL Bot Register, APL Bot sign up, APL Bot broker sign up, should i use APL Bot, APL Bot yes or no, do i need trading experience, APL Bot create account, APL Bot instructions, APL Mobile Bot,APL Mobile Bot review,APL Mobile Bot reviews, APL Mobile Bot Secret method, Join APL Bot, APL Bot ea trading app, APL Bot limited time, APL Bot pros and cons, APL Bot bad reviews, APL Mobile Bot negative and positive review, APL Bot Author, APL Bot creator, who made APL Bot, what is the APL Bot, APL Bot real review, APL Bot broker, APL Mobile Bot sign up broker, APL Bot sign up broker review, APL Bot fund broker, APL Bot how to fund broker,APL Mobile Bot deposit into broker, how does APL Bot trade, APL Bot strategy, APL Bot password reset, APL Mobile Bot beta tester, APL Bot comparison, APL Bot questions and answers, APL Bot results, APL Bot winning and losing trades, APL Bot overview, APL Bot training, how to setup APL Bot, start trading with APL Bot, APL Bot proof, APL Bot the truth, Get APL Bot, APL Bot Review
Act now and become an APL Co-Owner!
It's true! Now you can finally profit from all those sales of iPhones and iPads, and even iWatches - APL is selling like crazy, and you can ride on that very moneytrain!
Click Here To Download The New APL Bot Right NOW!
submitted by JohnHennington to JohnHennington [link] [comments]

Getting Started

Hey guys! I found a super cool list of everything a new forex trader would need to get started! Originally made by to nate1357. Link to original thread http://redd.it/328cjr
Free Resources
Education:
www.babypips.com/school
www.informedtrades.com/f7
www.forex4noobs.com/forex-education
www.en.tradimo.com/learn/forex-trading
www.youtube.com/useTheTradeitsimple
www.traderscalm.com
www.orderflowtrading.com/LearnOrderFlow.aspx
www.profitube.com
Calendars:
www.forexfactory.com/calendar.php
www.dailyfx.com/calendar
www.fxstreet.com/economic-calendar
www.forexlive.com/EconomicCalendar
www.myfxbook.com/forex-economic-calendar
www.investing.com/economic-calendar
Free News Websites:
www.forexlive.com - Daily live news, analysis and resources
www.financemagnates.com - FX industry news and updates
www.fxstreet.com - Daily news, analysis and resources
www.forextell.com
www.forexcup.com/news
www.bloomberg.com/markets
Forums:
www.reddit.com/forex
www.forums.babypips.com/
www.forexfactory.com/forum.php
www.elitetrader.com/et/index.php
www.forex-tsd.com/
www.fxgears.com/forum/index.php
www.trade2win.com/boards
Margin / pip / position size calculators
www.myfxbook.com/forex-calculators
Brokerages:
There are many factors to consider when choosing a brokerage. Regulations typically force US traders to only trade at US brokerages, while international traders have more choice. After considering location you need to consider how much capital you will start trading with as many have minimum deposit levels. Once you’ve narrowed that down you can compared spreads and execution. ECN brokers execute your orders straight through to their liquidity providers, while market maker brokers may pair up your trades with other clients. Market maker brokers typically will partially hedge your positions on the interbank market. Many consider this to be a conflict of interest and prefer to trade at an ECN broker who would have an active motive to see you succeed. Lastly, brokers run inherently risky business models so it is important to consider the risk of bankruptcy.
www.forexpeacearmy.com - Aggregates broker reviews. Be warned though that people only seem to make bad reviews.
www.myfxbook.com/forex-broker-spreads - Live comparison of executable spreads
United States & International-
-Interactive Brokers
International Only-
-LMAX (whitelabel DarwinEx)
*DMA broker based in the UK. Note that as a DMA broker LMAX eliminates the ability for LPs to last-look transactions. This may result in reduced liquidity during volatile times as liquidity providers would be likely not to risk posting liquidity to LMAX's pool. *Tight spreads *Minimum deposit $10,000 *Fairly well diversified
-Dukascopy
*ECN based in Switzerland, but available elsewhere depending on local regulations.
*Tight spreads *Minimum deposit $100 *Fairly well diversified
-IC Markets *ECN based in Australia *Fair spreads on standard account, tight spreads on professional accounts. *Minimum deposit $200 *Fairly well diversified
-Pepperstone
*ECN broker based in Australia. *Fair spreads on standard account, tight spreads on professional accounts. *Minimum deposit $200 *Not well diversified
Software / Apps:
Desktop/mobile
Terminology/Acronyms:
www.forexlive.com/ForexJargon - Common terms and acronyms
FAQ:
I need to exchange money, how do I do it?
This isn’t what this sub is for. Your best bet is using your bank or an online exchange service. Be prepared to pay a hefty fee.
I have money in one currency and need to exchange it into another sometime in the future, should I wait?
Don’t ask us this. We speculate intraday in FX and shouldn’t be relied on to tell you what’s best for you. Exchange the money when you need it.
I have an FX account, should I start trading demo or live?
This is highly debatable. You should definitely demo trade until you have mastered how to use the trading platform on desktop and mobile. After that it’s up to you. Many think that the psychology of trading live vs demo trading is massively different. So it may pay to learn to trade live. Just be warned that most FX traders lose almost their entire first account so start with a low affordable balance.
What’s money management?
Money management is a form of risk management and is arguably the most important aspect of your trading when it comes to long term survival. You should always enter trades with a stop loss - the distance of the stop allows you to calculate how large of a percent of your account balance will be lost if your trade stops out. You can run a monte carlo simulation to figure out the risk of having a number of trades go against you in a row to drain your account. The general rule is that you should only risk losing 1-4% of your account per trade entered.
More on this here: www.investopedia.com/articles/forex/06/fxmoneymgmt.asp[35]
www.swing-trade-stocks.com/money-management.html[36]
What about automated trading?
Retail FX traders have been known to program “Expert Advisors” (EAs) to automate trading. It’s generally advisable to stay away from that until you’re very experienced. Never buy an EA from a developer because the vast majority of them are scams.
What indicators are best?
That’s up to you to test and find out. Many in this forum dislike oscillating indicators since they fail to capture the essence of what moves price. With experience you will discover what works best for you. In my experience indicators that are most popular with professional traders are those that provide trading “levels” such as pivot points, fibonacci, moving averages, trendlines, etc.
What timeframe should I trade?
Price action can vary in different timeframes. In longer term timeframes the price action and fundamentals are much more clear. Unfortunately it would take a very long time to figure out whether or not what you’re doing is successful on longer timeframes. In shorter timeframes you can often tell very quickly if what you’re doing is profitable. Unfortunately there’s a lot more “noise” on these levels which can prove deceptive for those trying to learn. Therefore the best bet is to use a multi-timeframe analysis, working from top-down to come up with trades.
Should I trade using fundamental analysis (FA) of technical analysis (TA)?
This is a long standing argument in these forums and elsewhere. I’ll settle it here - you should have an understanding of both. Yes there are traders who blindly ignore one of the other but a truly well rounded trader should understand and implement both into the analysis. The market is driven in the longer term through FA. But TA is necessary to give traders a place to enter and exit trades from a psychological risk/reward standpoint.
I’ve heard trading Binary Options is an easy way to make money?
The general advice is to stay away from binaries. The structure of binary options is so that when you lose the broker wins. This incentive has created a very scammy industry where there are few legitimate binary options brokers. In addition in order to be profitable in binaries you have to win 55-65% of the time. That’s a much higher premium over spot FX.
Am I actually exchanging currencies?
Yes and no. Your broker handles spot FX is currency pairs. Although they make an exchange at the settlement date they treat your position in your account as a virtual currency pair. Think of it like a contract where you can only buy or sell it as a pair. In this sense you are always long one currency while short another. You are merely speculating that one currency will appreciate or depreciate vs another.
Why didn't my order fill?
Even if price appears to cross over a line on your chart it does not guarantee a fill. Different charting platforms chart different prices - some chart the bid price, some the ask price and some the midpoint price. To fill a limit order price needs to cross your limit's price plus the spread at the time that it is crossing. If it does not equal or exceed the spread then it will not fill. Be wary that in general spreads are not fixed. So what may fill at one time may not at another.
submitted by ClassicalAnt6 to TeamOceanSky [link] [comments]

Insider Binary Bot Review 2015 - Is Insider Binary Bot SCAM Or LEGIT? Best Binary Options Trading Robot. The Truth About Insider Binary Bot By James Beckett Review

Insider Binary Bot Review 2015 - INSIDER BINARY BOT?? Learn the Secrets about Insider Binary Bot in this Insider Binary Bot review! So What is Insider Binary Bot Software all about? Does Insider Binary Bot Actually Work? Is Insider Binary Bot scam or does it really work?
To discover answers to these questions continue reading my in depth and honest Insider Binary Bot Review below.
Insider Binary Bot Description:
Name: Insider Binary Bot
Niche: Binary Options.
The Insider Binary Bot has changed the face of online trading. Everybody from newbies to gurus have been totally astonished by the power of the new Insider Binary Bot Software.
The Insider Binary Bot software which has taken over three years to fully develop. If you’re new to online earning, this will blow your mind. It actually predicts trends and patterns in the market, placing trades for you so you can sit back and watch your balance grow!
It’s SO simple to set up and with only a few clicks you’re ready to start trading.
Official Site: Access The NEW Insider Binary Bot!! CLICK HERE NOW!!!
Exactly what is Insider Binary Bot?
Insider Binary Bot is basically a binary options trading software that is designed to help traders win and forecast the market trends with binary options. The software likewise provides analyses of the market conditions so that traders can know what should be your next step. It provides different secret strategies that ultimately helps. traders without making use of any complicated trading indicators or follow charts.
Insider Binary Bot Binary Options Trading Method
Base the Insider Binary Bot trading strategy. After you see it working, you can start to implement your strategy with regular sized lots. This technique will certainly settle over time. Every Forex binary options trader must pick an account type that is in accordance with their needs and expectations. A larger account does not suggest a bigger revenue potential so it is a terrific concept to begin small and quickly add to your account as your returns increase based on the winning trading selections the software makes.
Binary Options Trading
To help you trade binary options properly, 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 2 currencies pairs 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 learn more about binary options to optimize your learning experience.
Insider Binary Bot Summary
In summary, there are some apparent ideas that have been tested in time, as well as some newer strategies. that you may not have thought about. Ideally, as long as you follow exactly what we recommend in this article you can either get going with trading with Insider Binary Bot or enhance on what you have currently done.
The Insider Binary Bot system allows newbies and even the most experienced traders online, to predict trends in the market and place trades with a win ratio of over 90%!
If you’re worrying about not having any previous experience trading online, then STOP now. Once you are registered with Insider Binary Bot, they provide all the help you will ever need. When I registered I had never traded online before and didn’t have the slightest clue what I was doing. Insider Binary Bot provided me with video tutorials, one on one support and first hand examples of the type of work that’s involved.
Anyway enough of me going on and on about my success story, its time you made yours.
There Is Only A Very Limited Spaces Available
So Act Now Before It's Too Late
Click Here To Claim Your Insider Binary Bot LIFETIME User License!!
.
.
.
.
.
.
.
.
.
.
.
.
.
.
Tags: Insider Binary Bot app, Insider Binary Bot information, Insider Binary Bot url, Insider Binary Bot website, Insider Binary Bot youtube video, Insider Binary Bot trading software, get Insider Binary Bot, article about Insider Binary Bot, Insider Binary Bot computer program, Insider Binary Bot the truth, Insider Binary Bot support, Insider Binary Bot support email address, Insider Binary Bot help desk, similar than Insider Binary Bot, better than Insider Binary Bot, Insider Binary Bot contact, Insider Binary Bot demo, Insider Binary Bot video tutorial, how does Insider Binary Bot work, is Insider Binary Bot the best online is Insider Binary Bot a scam, does Insider Binary Bot really work, does Insider Binary Bot actually work, Insider Binary Bot members area, Insider Binary Bot login page, Insider Binary Bot verification, Insider Binary Bot software reviews, Insider Binary Bot no fake review, Insider Binary Bot Live Broadcast, is Insider Binary Bot real, Insider Binary Bot forex trading, Insider Binary Bot binary options trading, Insider Binary Bot automated app, the Insider Binary Bot review, Insider Binary Bot signals, Insider Binary Bot mac os x, Insider Binary Bot broker sign up, Insider Binary Bot free download, reviews of Insider Binary Bot, Insider Binary Bot live results, Insider Binary Bot bonus, Insider Binary Bot honest review, Insider Binary Bot 2015, is Insider Binary Bot worth the risk, Insider Binary Bot pc desktop, Insider Binary Bot free trial,Insider Binary Bot testimonial, Insider Binary Bot scam watch dog, Insider Binary Bot warrior forum, Insider Binary Bot web version, Insider Binary Bot open a account, Insider Binary Bot laptop, Insider Binary Bot revised Method 2015, Insider Binary Bot Unbiased review, is Insider Binary Bot all hype?, real people invested in Insider Binary Bot, is Insider Binary Bot a shame, Insider Binary Bot discount, Insider Binary Bot binary option watch dog review, Insider Binary Bot youtube, seriously will Insider Binary Bot work, Insider Binary Bot facebook, Insider Binary Bot activation code, Insider Binary Bot 2015 Working, Insider Binary Bot twitter, Insider Binary Bot currency trading, Insider Binary Bot real person review, Insider Binary Bot example trade, will Insider Binary Bot work on mobile phone, Completely New Insider Binary Bot, Insider Binary Bot customer service, new Insider Binary Bot, Insider Binary Bot webinar, Insider Binary Bot webinar replay, Insider Binary Bot anybody using this, Insider Binary Bot real or fake, is Insider Binary Bot live trades real, Insider Binary Bot is this a scam, is Insider Binary Bot reliable?, Insider Binary Bot honest reviews, Insider Binary Bot is it a scam, Insider Binary Bot download software, Insider Binary Bot app review, Insider Binary Bot software download, Insider Binary Bot forum, Insider Binary Bot signals, Insider Binary Bot download page, Insider Binary Bot software demo somebody using it, Insider Binary Bot binary software, Insider Binary Bot binary options review, Insider Binary Bot members, Insider Binary Bot scam or legit,Insider Binary Bot comments, minimum deposit for Insider Binary Bot, Insider Binary Bot reviews, Insider Binary Bot binary today, Insider Binary Bot pro review, Insider Binary Bot windows 7, Insider Binary Bot windows 8 and windows XP, Insider Binary Bot scam or real, Insider Binary Bot login, Insider Binary Bot has anybody out there made any money out of it?, Insider Binary Bot vip membership pass, does Insider Binary Bot work on autopilot?, Insider Binary Bot price, is Insider Binary Bot a scam or not, will Insider Binary Bot help me, real truth about Insider Binary Bot, Insider Binary Bot System, Insider Binary Bot inside members page, Insider Binary Bot software downloads, how to download Insider Binary Bot, how to access Insider Binary Bot, Insider Binary Bot Robot, how to use Insider Binary Bot, how to trade with Insider Binary Bot, Insider Binary Bot NEWS Update and details, Insider Binary Bot sign in, the Insider Binary Bot trading options, Insider Binary Bot info, insiderbinarybot.com, insiderbinarybot.com review, insiderbinarybot.com reviews, Insider Binary Bot information, Insider Binary Bot searching for new winning trades, Insider Binary Bot today, Insider Binary Bot feedback, Insider Binary Bot real user review, Insider Binary Bot customer reviews, Insider Binary Bot consumer review, Insider Binary Bot Review 2015, Insider Binary robot review, insider john Insider Binary Bot review, george s Insider Binary Bot review, Insider Binary Bot doesn't work, is Insider Binary Bot another scam or legit, Insider Binary Bot refund, Insider Binary Bot By James Beckett Review, Insider Binary Bot James Beckett Reviews, Activate Insider Binary Bot, review of Insider Binary Bot, log on to Insider Binary Bot, is Insider Binary Bot manual binary trading, Insider Binary Bot bot review, Insider Binary Bot test, Insider Binary Bot explanation, what brokers work with Insider Binary Bot software, what is Insider Binary Bot, Insider Binary Bot news, new version of Insider Binary Bot, Insider Binary Bot fan Page, Insider Binary Bot breaking news, Insider Binary Bot Register, Insider Binary Bot sign up, Insider Binary Bot broker sign up, Insider Binary Bot real proof, how to activate auto trading on Insider Binary Bot,Insider Binary Bot robot, Insider Binary Bot members area, Insider Binary Bot sign in, web version Insider Binary Bot, should i use Insider Binary Bot, Insider Binary Bot yes or no, do i need trading experience, Insider Binary Bot create account, Insider Binary Bot instructions, how to get a Insider Binary Bot demo, Insider Binary Bot special, desktop Insider Binary Bot, Insider Binary Bot Secret method, Join Insider Binary Bot, Insider Binary Bot ea trading app, Insider Binary Bot limited time, Insider Binary Bot pros and cons, Insider Binary Bot bad reviews, is Insider Binary Bot software automatic binary trading, Insider Binary Bot negative and positive review, Insider Binary Bot Author, Insider Binary Bot creator, who made Insider Binary Bot, what is the Insider Binary Bot, Insider Binary Bot real review, Insider Binary Bot broker, Insider Binary Bot sign up broker, Insider Binary Bot sign up broker review, Insider Binary Bot fund broker, Insider Binary Bot how to fund broker,Insider Binary Bot deposit funds into broker, how does Insider Binary Bot trade, Insider Binary Bot trading bot, what is Insider Binary Bot and cost?, Insider Binary Bot strategy, Insider Binary Bot password reset, Insider Binary Bot beta tester, Insider Binary Bot comparison, Insider Binary Bot questions and answers, rate & review Insider Binary Bot, rate and reviews Insider Binary Bot, is Insider Binary Bot site legit?, Insider Binary Bot reviews online, is Insider Binary Bot for real, Insider Binary Bot login page, Insider Binary Bot results, Insider Binary Bot winning and losing trades, Insider Binary Bot overview, Insider Binary Bot training, how to setup Insider Binary Bot, Insider Binary Bot home, real testimonial on Insider Binary Bot system, Insider Binary Bot real time trading, start trading with Insider Binary Bot, Insider Binary Bot proof, Insider Binary Bot the truth, Get Insider Binary Bot, Insider Binary Bot Review
The software automatically predicts fluctuations on the stock markets every 60 seconds, with a success rate of 90% and above!
Insider Binary Bot is producing some insane results!
Click Here To Download The New Insider Binary Bot Right NOW!
submitted by HibbittsKast51 to HibbittsKast [link] [comments]

Best Backtesting Software - Forex Best Forex Backtesting Software Comparison - YouTube Soft4Fx: The Forex Best Backtesting Software Thus Far ... How to Get Started with Free Forex Backtesting Software ... Best Forex Charting Software Free - YouTube Backtest ANY Type of Chart in MT4 with Free Software from ... Free Forex Trading Simulator - back tester - YouTube

Forex Backtester free download - BackTester, Robot Forex 2014 Profesional, Forex All-In-One-Widget, and many more programs You can have TradingView for free; it is a review winner for our Best Free Charting Software Review. However, there are limitations. I would recommend going for the However, there are limitations. I would recommend going for the PRO+ at $19 per month or the Premium at $39 per month ; the benefits are extensive, including priority customer support and unlimited everything. Adding extra charts when backtesting: You have to do it in the first place: Objects such as TL appear on all timeframes : When you draw an object, it’s only on that timeframe: Open trades on several pairs at the same time: You can only open trade on one pair: 6- Forex Tester Backtesting Software. Forex tester 4 is the most complete tool you can find for backtesting Forex trading strategies ... So I decided to revisit the Forex backtesting software landscape this year and take a good hard look at all of the viable options out there. Maybe there's something that's better, and at a cheaper price. If there is, then I would love to recommend it to my readers as a better solution…or at least a viable alternative. To that end, I researched all of the manual Forex backtesting software ... Launched in 2011, the TradingView platform is a good option for free Forex backtesting software. This Forex trader software is best known for its advanced charting tools. Real-time data and browser-based charts make research from anywhere possible, since there is nothing to install, and no complex setups to be taken care of. It is a social platform, where you can even share, watch or ... Free Backtesting Tools for the Programmer . For quick backtests of custom strategies, I recommend just downloading some historical data and testing it in Excel or another spreadsheet first. More sophisticated trading strategies will call for GNU R or GNU Octave, both of which have specialized packages for backtesting. If these still don’t cut ... Download Free 14-Day Trial 30 Mb. 12,527 users have downloaded 15.1Tb of data so far . This software has changed my trading game! I spend hours just watching the charts move and learning price action and being able to get in whenever I wanted and then be able to speed through time to see if my analysis played out. Big props to the creator of this software. I’m able to consistently catch big ...

[index] [23375] [1150] [13723] [3920] [25677] [13076] [9451] [22413] [13570] [4032]

Best Backtesting Software - Forex

Learn how to get free Forex backtesting software. ★ SUBSCRIBE: http://tradr.cc/mu8d Some traders don't get started with backtesting because they don't want t... Looking for a free manual forex MT4 back tester? http://trk.pepperstonepartners.com/SHR Pepperstone offers a free full functional trading simulator. For MT4 ... The Forex Best Backtesting Software Thus Far! Heikin Ashi Backtest Part 1 Soft4Fx Forex Simulator: https://d2t.link/soft4fx In this video, I share what I c... In this video, I'll crown the best forex backtesting software for manual testing. Get our favorite Forex tools and resources here: https://tradr.cc/2cyv A to... Limitations in MetaTrader 4 mean that you can only backtest standard timeframes by default in the built in MT4 strategy tester. With free software from http:... In this video I talk about what I think is the best Forex backtesting software on the market right now. The reason I wanted to do this video is because one, by farm seems to be outranking the rest. Best Forex Charting Software Free - http://tradewithjagger.com/ This is the charting software I use for all my forex trading analysis.

https://binary-optiontrade.tricboglongholjinglen.tk