I have a pandas df where columns are specific elements (Si, K, Pb, etc) and rows are individual samples (listed by sample #). So, each sample has been tested for each element. I need to calculate Pearson coefficients for all pairs of chemical measurements for all samples and save the result to a table. I'm completely stumped with how to do this. I've been able to make single comparisons using SciPy, but haven't been able to extrapolate out to the whole df.
Any advice would be very appreciated!

How can i mesure price correlation of a certain pair vs another pair. Is their a certain formula?

I am looking to open 3 or 4 orders on supply and demand strategy on different pairs, I think this will potentially increase my winning rate ,at the same time i dont want any pairs to be correlated.
Is there any Forex pairs moving completely different in fact of trends ?

For example, USDJPY moves togethesimilar to uhhh idk USDCHN or something
or EURUSD moves similar to NZDUSD
like that for example

As many have said about Forex trading, it isn’t rocket science, but it isn’t easy. There are so many moving parts to learning to trade the Forex market. And even beyond the basic skills every trader needs to learn, each trader will have their own preferences and nuances in how and why they make the trades they do. But for someone learning to day trade, any time they can pick up tips or pieces of advice that help them qualify good trades then it is worth the time to learn it.

How to Use Forex Correlation

Correlation is measured on a range from 1 (perfect positive correlation) to -1 (perfect negative correlation).
A positive correlation denotes that two units move in the same direction. In addition, high correlation implies that the movements are becoming more closely matched.
In contrast, negative correlation suggests that bodies move in opposite directions with more negative values indicating greater divergence.
You must realise that when you open a new Forex position that you are, in fact, trading currency pairs as a single unit. In addition, you must appreciate that you are activating two transactions when you back a currency pair.
For instance, if you trade the EUUSD short (to go down in price), then you are selling the EUR and buying the USD. As such, you must not view your trades just as a single operation.
In contrast, you must appreciate that you have entered into commercial relationships with two currencies. You must understand this important point in order to comprehend the relationship and correlation of the two currencies in question.
You can use correlation to help you determine the strength of a currency trend and the possibilities of it continuing in the same direction.
For instance, the USD/JPY and the EUUSD have a tendency to move in opposite directions. If the EUUSD is falling, then the USD/JPY is rising.
Assume that you want to short the EUUSD because it has just broken an important support level. However, you are well-advised to examine the USD/JPY to determine if this pair resides just below a major resistance level.
If so, then you should postpone opening your new EUUSD trade until you witness the USD/JPY breaking above this level.
You should also realise that there is a strong correlation between Forex and the stock market.
For example, if the Dow Jones Index falls, then the higher yielding currencies such as the EUR, GBP and CHF tend to fall in union against the low yielding USD and JPY. The opposite is true if the Dow Jones rises.
You will soon recognize similar movement patterns for many currency pairs. For instance, the EUJPY and the EUUSD exhibit high correlation because they both move in the same direction.
This is because in both cases, you are buying EUR whilst selling the other currencies. In addition, you should also observe that both the USD and JPY move in the opposite direction to the EUR.
Related: Calculating Forex Lot Size

Understanding Correlating Forex Pairs

There are actually a number of correlating Forex pairs that move together, or in opposition to one another. This is helpful when confirming trades, and looking for indications of how a particular pair is about to move. If the EUUSD moves the opposite of the USD/CHF, then when there is a buy signal on the EUUSD, then there should also be a sell signal on the USD/CHF.
There will be some differences based on the time frames being traded, so make sure you pay attention, especially if you tend to switch back and forth to multiple time frames. The charts below show some of the relationships between various pairs:
(Positive means the pairs’ movements are closely linked. Negative means they move in an opposite direction)
5 MINUTE CHARTS
HOURLY CHARTS
DAILY CHARTS
Be aware that this is like many things in the Forex market; it is a common probability, but never 100% sure thing. There will be times when the EUUSD moves one way and the GPB/USD moves another. Typically this is due to more isolated news or special events, and they will eventually come back into synchronization. But sometimes you may never completely know the reason.
Usually, you will notice that most of the correlating Forex pairs share some geographical and economical closeness and similarities. This is much of the reason for the correlation. Knowing these relationships can help you make a final decision when looking at a trade, but they will not, and should not replace a solid trading plan. When you have a set up that you are 70% sure of, then use this knowledge to help confirm your trade.
An additional note on correlating trading relationships is that of the Forex market and the commodities market. There are three Forex pairs that correlate nicely with certain commodities. The AUD/USD and NZD/USD correlate positively with the movements of gold. If gold goes up, then so will the NZD/USD and the AUD/USD pairs, because the USD would be weakening. The USD/CAD is connected to oil prices. So if oil moves in a particular direction, then the CAD should follow the same direction.
These little tips can help you along your road to becoming successful as a Forex trader. If you take the time to get to know the pair you are trading and are aware of its nuances and correlations, then you will have a better chance at being successful with your Forex trading. But remember, correlating Forex pairs should only be used as confirmation to a profitable trading system, and should never be substituted for a trading system in and of itself.

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I have been paper trading EURUSD pair with incredible success. But neither Zerodha or Upstox has EURUSD pair, they only have INR based pairs. I have checked that 3 foreign currency pairs are legal and EURUSD is one of them, so I wanted to trade it.
Do you guys know any reliable Indian broker which has this pair for trading?
PS: I prefer EURUSD over USDINR as there is more liquidity and movement.

I read; the forex market is the largest, most liquid market in the world with daily volume avg. $6.6 trillion. Then why it is common you see slippage in forex than in stock market?

I know for a fact that USD as a quote or base currency is liquid in forex but I was expecting to get together a list of currency pairs which are being traded most frequently by everyone.
I'd like to track those pairs and track those pairs for paper trading and hopefully creating a strategy, backtesting etc.

Currencies are traded through a "Forex Broker" or "CFD Provider" and are traded in pairs. A currency is quoted relative to another currency. For example, Euro and US Dollar [EUR\USD] or British Pound and Japanese Yen [GBP\JPY]. When traders trade in the forex market, they buy and sell currency pairs.

https://preview.redd.it/gpd2izmb5u5a1.png?width=940&format=png&auto=webp&s=1a7dc846f9ccf36623ab7f982dc7e16b9034c852

• CADCHF- Bearish week last week should be followed by a bearish trend this week. I expect some pullback. MACD and Momentum are both bearish. RSI is in an extremely oversold territory. Stochastic is still showing signs of a bearish trend. Caution though it is in a very oversold zone as well • CADJPY- We were stuck in consolidation last week. I’m expecting a break from this consolidation this week. The question is what direction? I’d say the trend continues. Trends more times than not continue. MACD and Momentum are both bearish. Momentum is starting to head back up. RSI is exiting oversold. Stochastic still looking bearish but take caution it is inside an oversold range. • CHFJPY- Very Bullish trend last week. Should continue hopefully to the 148.5 range. We shall see. MACD and Momentum are both bearish. Momentum starting to rise. RSI just crossed above 50 becoming bullish. Stochastic still shows bearish. • EURAUD- has been stuck in a range for a while now. Looks to be at the top of the range. I’m expecting a little more movement up to complete the range than movement down toward the middle of the range again during this week’s session. All indicators are bullish with nothing noteworthy. • EURCAD- The most bullish daily trend yet. I expect some sort of pullback this week followed by a more bullish trend. I don’t even have to look at the indicators to know they all signal bullish. RSI and Stochastic in the overbought range of course. • EURCHF- Also stuck in a range but this time the range is getting tighter. I am predicting if this breaks out it will be towards the bearish side. All indicators are on the bullish side but very close to their respective cross points. Stochastic is in the 70s but looking to continue to rise. Take caution on this one. Very unpredictable. • EURGBP- This is another one that is stuck in a range. This time we find ourselves at the bottom of the range. All indicators in the bearish zones. Stochastic is in a slightly oversold zone. Looking for a return in the middle of .87 • EURJPY- At first glance looks to be in a range. The current price pattern looks similar to a past pattern where the price rose then pullback into this ugly range that seems to go bearish and then pops back up to be a bullish trend again. So I’m looking for a return to a bullish trend. MACD and Momentum are both bearish while RSI shows bullish signs after just crossing the 50 lines. Stochastic looks to be going bullish as the main crosses signal going up towards the 50 lines as well. • EURNZD- Slight bearish trend last week after the jump at the start of the week. I’m expecting this one to reverse. All indicators are bearish. Momentum and RSI trending up. Stochastic main just crossed above signal. • EURUSD- Bullish trend from before seems to stop last week and consolidate. Looking for a break of high on the daily chart and a continuing of the bullish trend. Take caution though indicators are hinting at a bearish trend appearing. Momentum trending down. MACD flattening out. EMA 20 crossing above EMA 200 is a very bullish signal. RSI is just below an overbought zone. Stochastic is inside overbought also with the main crossing below the signal recently making another bearish signal. • GBPAUD- broke above the range last week and looks to be making a possible bullish trend. I’ll keep my eye on this one for sure. All indicators are bullish. Stochastic just leaving overbought and main looking to cross the below signal soon. • GBPCAD- This one has had such a beautiful bullish trend. I love it. Take caution what goes up may come down. I’m looking for a pullback for entry. Bet you didn’t guess all the indicators are bullish. Caution RSI and Stochastic are both in overbought zones. Also main is looking to cross the below signal. • GBPCHF- A very ugly tight range all last week. I hope for it to break yet I doubt it. I expect a return to a lower portion of the range 1.102 area. All indicators are in a bullish zone. Stochastic is overbought and the main looks like it want to head below signal. • GBPJPY- Well once again another ranging pair. This one is at the upper middle part of the range. A little more upward movement to reach the top. Hard to say if it will complete the range and go up or if it will return to the lower range zone. I’m leaning more toward going up near 172. All indicators are bullish. • GBPNZD- Zooming out you’ll see we are at the bottom portion of the range. This one might not get much movement due to the current range being very tight. If this breaks the tighter range then it could return to the top of the larger range somewhere near 2.035. All indicators are bearish with Momentum and RSI trending up. • GBPUSD- Bullish trend has been going strong with a recent pullback. I’m expecting this one to break highs and continue a bullish trend. All indicators were bullish except the main line which crossed below the signal line. Momentum trending down. Stochastic is also overbought. Eyes on this one.
Sorry for the late release. I hope y’all enjoy this insight. Please remember this is not finical advice but for entertainment purposes. Do your own research and make your own judgments. Trading is a risky action that will occur losses.

AUD Forex Pairs • AUDCAD- Daily charts are currently bullish. Possible pullback or consolidation to come but overall bullish. 20 EMA above the 200 EMA signals bullish, MACD levels currently bullish, Momentum is bullish, RSI bullish but inside an overbought zone, and the slow Stochastic has a tight spread plus bullish but inside an overbought zone. • AUDCHF- Currently stuck in a range between .645 and .6275. Expecting possible continuation of bullish movement until reaching the top of the range. Caution may just range back down. EMA 20 below 200 signaling bearish. MACD is moving sideways just under zero making it bearish but not strongly. Momentum is up trending and just crossed 100 signals possible bullish activity continuing into a trend. RSI below 50 could represent a bearish analysis but with further observation, you’ll see it has been ranging below and above 50. Stochastic is just under 50 with the main crossing signal line. • AUDJPY- The week started bearish moving into a pullback later in the week. This one is hard to say what will come. This could be a pullback and we continue bearish but I’m suspecting this is just a dip below 200EMA and now that we have returned above we may just stay sideways or become bullish. Looking to return to somewhere near .937. 20 EMA getting tighter with 200 EMA could mean sideways trading. If we zoom out we can see a very large range over a very period but plenty of small trends to trade. MACD is bearish. Momentum is bearish. RSI just missing the cross above 50 is still bearish for now. Everything about the Stochastic is bearish. • AUDNZD- lots of consolidation last week to possibly put an end to the bearish trend. I’m not sure what to expect this week tho. I lean towards the trend continuing in a bearish direction. With that said taking caution could reverse. MACD is bearish. Momentum pushing towards bullish but still in a bearish zone. RSI is bearish but in the oversold zone. Stochastic running bearish but in the oversold zone. • AUDUSD- last week was a little choppy with a beginning-of-the-week drop followed by a bullish trend. The bullish trend failed to break highs. This could signal a weak trend. I am expecting a drop to the .667 range. MACD is bullish. Momentum pointing down but still within the bullish zone. RSI moving down but still bullish. Stochastic has crossed out the overbought zone and the main has crossed under the signal. In a bullish area but giving bearish signals.

• NZDCAD- wow this one has been insanely bullish with no recent pullback. I’m looking for a pullback very soon for entry. All indicators are bullish. Take caution stochastic and RSI are overbought and momentum is pointing down now. The Main wants to cross the below signal. This pullback should come very soon. • NZDCHF- A small pullback last week that looks to have resulted in a small range appearing. All indicators show bullish. Yet I’m getting hints things can go bearish. Momentum pointing down. RSI trying to return below 50. Stochastic is overbought while the main looks to cross below the signal. EMA 20 is traveling back towards EMA 200 and may get a cross above in the next coming days to weeks. • NZDJPY- This one had an amazing week last week breaking recent highs. If you zoom out more we look to be breaking another previous high. Expecting this one to travel above .88 and then possibly pull back. MACD, Momentum, and RSI are all bullish. Stochastic is in a bullish zone but the main has crossed under signal showing signs of being bearish. Indicators are giving mixed signals but price overrides indicators so I still expect bullish movement. • NZDUSD- This pair was attempting to break the highs but seems to have failed. Could be just a pullback but to me, I’m seeing a weakness in the chart and don’t expect this to break highs this week. We should see some consolidation this week. MACD and Momentum both look bullish. With momentum making a turndown. RSI just overbought it is still bullish. Stochastic wants to return from the overbought range. The main is below the signal. Take note the EMA 20 has crossed above EMA 200. • USDCAD- Nice bullish jump last week should lead this week to be bullish as well. We do move into a space that price has been before so this could be short-lived and become choppy once those price levels are met. We could be seeing an upper 1.39 in the following weeks. This coming week I’m looking for the price to move to 1.38. MACD just recently crossed above zero. All other indicators are bullish. Making this one very bullish for the future. • USDCHF- bearish movement into a slight range leading to lower levels could show signs of weakening. All indicators are in their respective bearish zones. All indicators starting to rise back up. RSI sitting just above oversold. Stochastic exiting oversold and the main has crossed above the signal recently. Lots of indications this will become bullish soon. • USDJPY- Last one. Last week we met lower lows followed by a nasty pullback to almost meet previous levels before the drop. I’d say this one is choppy but with recent price movement, I can see a bullish trend appearing and returning us to an even higher previous price level of around 139.
That is it for this week. Sorry for the late release. I hope y’all enjoy this insight. Please remember this is not finical advice but for entertainment purposes. Do your own research and make your own judgments. Trading is a risky action that will occur losses.

Currency pairs are good for trading. Depends on what type of trading you prefer.
There are huge amounts of currency pairs, but the most famous are majors. Growing capital explains which are the top 7 currency pairs. Let's take a look:
EUR /USD – is good for lazy intraday trading. This pair provides clear signals, but sometimes volatility is low. So on a calm day, detecting 30-50 pips is good.
GBP/USD – have right intraday volatility, and this pair like swinging. This pair will give it if you want to experience the market the whole day and catch more profit. GBP will give you more time to worry about orders than EUR, but it can give better profit.
USD/JPY and USD/CAD – are nearly the same as EUR and GBP, it’s feasible to trade them within a day and get a profit, but I usually operate these pairs for long-term trading, it gives extremely good signals on the highest time-frames.
GBP/JPY and EUJPY – are more aggressive and these pairs can give profit more quicker than majors. it’s good for scalping and volatility is higher.
EUGBP – good for those who like trading in corridors. It’s quite a lazy currency pair for intraday trading, but 20-30 pips, trading in the corridor, it gives.
Actually, all pairs are the same: the chart is the same, activity is the same, and signals are the same. For example, today's pair stay in the corridor, tomorrow it will deliver a trend; today it gives 30 pips, tomorrow 130 pips… and it happens with any pair. The dissimilarity is – the name of the pair and the price.
So choose any pair for trading, sit on it every day, trade it, and this pair will evolve into your best friend for earning money.
Read more: Top Currency Pair To Look For In Forex Trading

It actually all depends on the market volatility and financial conditions of the prevalent region. But on most days, it is the EUUSD, GBP/EUR, AUD/USD, and CAD/EUR that give good returns.
An excess of your work will become easier with genuinely good brokers. Like Growing Capital has a forex calculator and superior analytical tools to help you make profitable trading determinations. which will help you a lot in predicting probable profits with each trade.

TOP FOREX Indicators - FX Trading Revolution Your Free ...

How do I run a Pearson correlation for all pairs within a pandas df and save the results to a table?

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which currencies pairs are non correlated in forex ?

Currency Correlation in Forex is not a fixed affair! Beware! https://wetalktrade.com/currency-correlation-forex-pairs/ #forex #currencypairs #eurusd #gbpusd #lotsize #usdjpy #dollar #tradewar #eurozone #inflation #wetalktrade

In your time trading Forex, what pairs do you think have the most correlation with each other?

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If forex market is the largest, most liquid market in the world, then why slippage is very common even in famous pairs?

Any Forex Scanner which allow scanning using customised parameters, like. Search for pairs which crossed 400sma or 21period rsi above 81? are there such scanners available?

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If you can only trade 2 forex pairs during the New York market, and 2 forex pairs during the London market which would they be? And why?

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Forex Correlated Currency Pairs. - YouTube