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Correlation

SeasonalityA multitool to find seasonal effects and components in your time series. Seasonality is one of most frequently used statistical patterns to improve the accuracy of demand forecasts. To learn more about seasonality see: en.wikipedia.org www.investopedia.com Features Ability to see up to 16 period lines 33 metric types Metrics customization 17 types of the price sources 31 types of the moving averages Readable and optimized code How to get access Buy for 899$ (One-time payment, Source Code Transfer, Sole ownership) Buy for 349$ (One-time payment, Full-time access, Multi ownership) Make the symbolic monthly donations to support my open source work (Donate-per-use, Part-time access, Multi ownership) Free 7-day trial access Supported Metrics Price Average Price Price Momentum Price ROC True Range (by J. Welles Wilder) Average True Range (by J. Welles Wilder) Double True Range (by Cynthia Kase) Average Double True Range Accumulation/Distribution (by Marc Chaikin) Volume Average Volume Volume Momentum Volume ROC Net Volume On Balance Volume (by Joe Granville) Trade Value Tick Volume Tick Range Max Tick Movement Min Tick Movement Correlation ADX (by J. Welles Wilder) Coppock Curve (by Edwin S. Coppock) Elder Force Index (by Dr. Alexander Elder) Ease Of Movement (by Richard W. Arms) Mass Index (by Donald Dorsey) Price Volume Trend TRIX (by Jack K. Hutson) Ulcer Index (by Peter Martin and Byron McCann) VHF, Vertical Horizontal Filter (by Adam White) Swing Index (by J. Welles Wilder) Accumulative Swing Index (by J. Welles Wilder) Standard Deviation Supported Price Sources open high low close oo2 ( (open + previous open) / 2 ) oh2 ( (open + high) / 2 ) ol2 ( (open + low) / 2 ) oc2 ( (open + close) / 2 ) hh2 ( (high + previous high) / 2 ) hl2 hc2 ( (high + close) / 2 ) ll2 ( (low + previous low) / 2 ) lc2 ( (low + close) / 2 ) cc2 ( (close + previous close) / 2 ) hlc3 ohlc4 wc (weighted close, (2 * close + high + low) / 4 ) Supported Moving Averages AHMA, Ahrens MA (by Richard D. Ahrens) ALF, Adaptive Laguerre Filter (by John F. Ehlers) DEMA, Double Exponential MA (by Patrick G. Mulloy) EMA, Exponential MA EVWMA, Elastic Volume Weighted MA (by Christian P. Fries) FRAMA, Fractal Adaptive MA (by John F. Ehlers) HMA, Hull MA (by Alan Hull) IIRF, Infinite Impulse Response Filter (by John F. Ehlers) LSMA, Least Squares MA LWMA, Linear Weighted MA Median RMA, Running MA (by J. Welles Wilder) RMF, Recursive Median Filter (by John F. Ehlers) RMTA, Recursive Moving Trend Average (by Dennis Meyers) SMA, Simple MA SHMMA, Sharp Modified MA (by Joe Sharp) SMMA, Smoothed MA TEMA, Triple Exponential MA (by Patrick G. Mulloy) TMA, Triangular MA (Modified by John F. Ehlers) VIDYA, Variable Index Dynamic Average (by Tushar S. Chande) VWMA, Volume Weighted MA WMA, Weighted MA ZLEMA, Zero Lag Exponential MA (by John F. Ehlers and Ric Way) 2-Pole BF, 2-Pole Butterworth Filter (by John F. Ehlers) 3-Pole BF, 2-Pole Butterworth Filter (by John F. Ehlers) 2-Pole SSF, 2-Pole Super Smoother Filter (by John F. Ehlers) 3-Pole SSF, 2-Pole Super Smoother Filter (by John F. Ehlers) 1-Pole GF, 1-Pole Gaussian Filter (by John F. Ehlers) 2-Pole GF, 2-Pole Gaussian Filter (by John F. Ehlers) 3-Pole GF, 3-Pole Gaussian Filter (by John F. Ehlers) 4-Pole GF, 4-Pole Gaussian Filter (by John F. Ehlers)
Pine Script™ indicator
by everget
1
Forex CorrelationsA utility tool to find linear relationships between different currency pairs and specified symbols. This is another private indicator of mine. Features 37 well known Forex pairs 3 correlation display modes ( Positive and Negative , Positive , Negative ) Ability to specify any symbol to see correlations Ability to specify a preferred timeframe Readable and optimized code How to get access Buy for 1199$ (One-time payment, Source Code Transfer, Sole ownership) Buy for 539$ (One-time payment, Full-time access, Multi ownership) Make the symbolic monthly donations to support my open source work (Donate-per-use, Multi ownership) Supported pairs USDCAD USDMXN USDBRL USDCHF USDRUB USDTRY USDZAR USDJPY USDCNY USDHKD CADCHF CADJPY EURUSD EURCAD EURGBP EURCHF EURRUB EURTRY EURJPY EURCNY EURAUD EURNZD GBPUSD GBPCAD GBPJPY GBPCNY GBPAUD GBPNZD AUDUSD AUDCAD AUDCHF AUDJPY AUDCNY AUDNZD NZDUSD NZDJPY NZDCNY
Pine Script™ indicator
by everget
6
Correlated Market Matrix - Correlation Computer - GyromaticalCorrelated Market Matrix - Correlation Computer Works with up to 7 markets simultaneously to find price divergences. Study Forex pairs, stocks, crypto alt coins. Find potential entries quicker. Short Description: This indicator analyzes 6 markets and one spread (or 7 and no spread) against the currently loaded instrument, with support for complex formulas. This indicator finds positive and negative correlations intrabar and throughout the specified time frame simultaneously. It employs a weighting system and score threshold (everything is user-definable) and signals upon positive or negative score. Alerts are included for intrabar and overall positive and negative correlations. Detailed description: This indicator analyzes 6 different markets and 1 spread (or 7 different markets if no spread) and measures correlations between them. The squares on the background are individual correlations (intrabar) and the circles to the right-hand side depict whether the markets have risen or fallen in price since the start of the specified time frame (red/green or gray for neutral). To the right of the circles you have the instrument numbers. The numbers represent the instruments you have specified, in order. Above these numbers and circles you will find two square icons. You will notice the left-most icon has the caption of "Overall Score +" (or -) and the right-most icon has the caption of "Intrabar Score +" (or -). The overall score measures the correlation score from the start of the time frame to the present time. The intrabar icon measures the correlation score of individual candles. The scoring system implements weighting which uses scores for each individual instrument and all scores are user-definable (positive and negative). There is also a threshold level which is user-definable, if the score reaches or crosses this level it will trigger the aforementioned signal icons. The analyzation time frame is decided by the user. The Correlated Market Matrix can calculate from a given date to present (real-time), or between two specified historic dates. You are able to represent the correlations using the close (price) of the instrument or an EMA (speed is user-adjustable). The spread has the individual option to use EMA or close (price) separately from the other instruments. You have the option to assign the weight of any number (0 to 100) to any instrument if the instrument is bullish. You additionally have the option of subtracting the numbers if it is bearish (-100 to 0). You may assign both bullish and bearish weights to each instrument at the same time to obtain maximum balance. If you do not desire custom weighting, simply leave the weights at 1. The negative vs positive levels are then measured, and whichever score is the strongest determines if the square icon displays "Overall Score +" or "Overall Score -" (same for Intrabar). "Score +" means that the score is equal to or greater than the threshold. "Score -" means that the score is less than the threshold. Additionally you are provided the option of visualizing the actual correlation lines. This is useful in the sense that you may view the direction of that particular secondary instrument without actually opening its chart. The color red implies that the correlation is falling, while green implies it is rising. Please note that due to limitations you cannot see the actual correlation value of these lines, and also this is an experimental feature so lines may not always appear appropriately. In testing a line may vanish momentarily here and there but it is somewhat rare. The background squares will tell you the actual state of the correlation. HOW DO YOU READ IT? The numbers represent the instrument you selected in that number slot. The circles to the left of the numbers indicate if that market is up or down since the beginning of the specified timeframe. Red means price is down, green means price is up, gray is neutral. The icon "Intrabar Score +" or "Intrabar Score -" indicates whether the majority of markets are over their score threshold (negative or positive correlation) for the current candle only. If this is "Neutral" then there is no current score. The icon "Overall Score +" or "Overall Score -" indicated the majority of markets are over their score threshold (negative or positive correlation) for the OVERALL time frame (start to current, or start to finish if you are not using in real-time). If this is "Neutral" then there is no current score. For individual candle correlations, if the secondary instrument is up and the main instrument is down, the boxes are red. If secondary instrument is down and main instrument is up, boxes are green. If correlation lines are red then the correlation is becoming negative, if they're green then they're becoming positive. This does not mean there is a negative or positive correlation, only that the correlation is rising or falling. The background squares will tell you the state of the correlation. PLEASE NOTE: If you are using a white or bright colored chart, click the gear icon next to the indicator name. Select the "Style" tab. The first option "Time frame Background Color" should be adjusted to either black or white with no transparency (take note of the slider underneath the color squares). This will make the matrix appear correctly. INPUT MENU By clicking the gear icon next to the indicator name, you are presented with a host of options. The options are as follows, in order of appearance: - Correlation Length : Amount of bars to look back for the correlation. - Show Correlation Lines : Chose whether to display the correlation lines or not. - Use Rising/Falling Colors : Use rising/falling colors for correlation lines instead of unique colors. - Instrument Source : Chose from 'Price' or process the instrument through EMA instead. - Price Source : This source works for both "Price" source and the EMA source. - EMA Speed : Speed of the EMA if 'Instrument Source' is set to 'EMA'. - Use EMA on Spread 1 : Use EMA on the 'Spread Instrument 1'. If unchecked, close is used by default. - Use EMA on Spread 2 : Use EMA on the 'Spread Instrument 2'. If unchecked, close is used by default. - EMA Speed for Spread 1 : Speed of EMA for Spread 1 if EMA is used instead of 'close'. - EMA Speed for Spread 2 : Speed of EMA for Spread 2 if EMA is used instead of 'close'. - Disable Spread and use Instrument 1 as correlated market instead : By default, the indicator takes both spread instruments and calculates the spread between each (instrument1-instrument2=spread). If this feature is enabled, the indicator will use only the 'Spread Instrument 1' and calculate it in the same manner as the other markets. This is useful if you do not wish to use a spread and would rather have an extra market. - Positive Weight of Instrument (1-7/spread) : Positive weight for the instrument. It is recommended to enter only positive numbers here. If left 0, no weight will be added to the instrument but the indicator will signal "Score -" if all others are also 0. If left at 1, if more markets are positive than negative, the indicator will present "Score +". - Negative Weight of Instrument (1-7/spread) : This works in the same way as positive weight except it is recommended you enter only negative numbers here (example: -1.5, -20). This number is subtracted from the overall score. If left 0, no weight will be added to the instrument but the indicator will signal "Score -" if all others are also 0. If left at 1, if more markets are negative than positive, the indicator will present "Score -". - Threshold for score to be determined : if the weighting score of the instruments is this number or greater then the square signal icon of + (greater) or - (lesser) is triggered. - Instrument (1-6) : This is where you select which instruments/securities you wish to analyze. This input also supports complex formulas, same as you'd enter them on your chart. - Spread Instrument 1 : Instrument of part 1 of spread calculation - Spread Instrument 2 : Instrument of part 2 of spread calculation - From Month/Day/Year/Hour/Minute : Display data beginning at this specified time. - To Month/Day/Year/Hour/Minute : Stop analyzing data at this specified time. To have it calculate indefinitely in real-time, then the "To" settings should be left at Month: 12, Day: 31, Year: 2222, Hour: 23, Minute: 59. STYLE MENU - Time frame background color : The background color of the viewing area, especially helpful for white charts where colors may become faded. - Correlation Line (1-7) : Properties for the displayed lines (if enabled). The first two colors are for rising and falling respectively (if "Use rising/falling colors" is enabled), the last color is the default color of the line. This last color will also be used for neutral if "rising/falling" is enabled. - Instrument Label (1-7,Spread) : Properties for the right-hand numbered column, denoting which line is which instrument. - Separator (1-8) : Solid lines between instruments - Price Circle (1-7) : Circles between labels and background colors, denoting price rise/fall. - Score + or - : Score icon above the instrument numbers - Fill Row (1-6, Spread) : Background colors for the matrix. Default is red and green. Have an idea? Customized logic is available for this framework. This is not financial advice and this indicator system does not guarantee or claim to make profit. The signals and ideas contained within this page and indicator are provided on an as-is basis. Use at your own risk.
Pine Script™ indicator
by gyromatical
8
SpreadTrade - CorrelationCorrelation Based Pair Trading Strategy (Trading the spread) There are three popular styles of Pair trading: * Distance based pair trading * Correlation based pair trading * Cointegration based pair trading The correlation based strategy is to short the outperforming instrument and go long on the underperforming one whenever the temporary correlation weakens which means one instrument going up and another going down. Here, instead of two different instruments two timeframes of the same instrument are used, lower and higher. In order to calculate the trade size, we would need to calculate hedge_ratio, which is simply the ratio of the closing price of the instrument in the current tf to the higher tf. So whenever we want to go short on spread we’ll short 1 unit of current tf and go long on hedge ratio times units of higher tf. In order to generate trading signals, we need to define our trading logic. So, we’ll go long on the spread when the hedge ratio goes below its p rolling mean by mult times of its rolling standard deviation and vice versa. Note that both p and mult can be changed as per your selection of instruments. See: analyticsprofile.com NOTE: There is a minor problem to it in Pinescript. After a while the signal line goes horizontal and the two bounds, upper and lower, converge unless you update the time frame. Kepp me in the know if you find a solution to this problem)
Pine Script™ indicator
by capissimo
1
Volume Share - Bitcoin Retail % [cryptorae] [NeoButane edit]This is originally @cryptorae's script with modifications. A great explanation of function can be found on their Twitter. Original comments: Follow me @cryptorae on twitter H/T @AureliusBTC and @cryptom173 for tweaks and assistance Added three more setups: Correlation oscillator Raw volume Percent change for the two sets of volume ("retail" and "nonretail"), independent of each other The correlation oscillator shows that inverse/lowering correlation can result in price increasing, acting as if oversold; the same can be said when correlation increases. "Raw" volume is the volume tickers without changing anything about them. Percent change is the % difference from the current bar and bar . Color coded the columns based on percent levels; <15%/<25%/<35%/<39%/<55%/>55%. <46% created too much noise for an indicator. 36% - 38.99% is red to alert possible trend changes in the ratio. (Overly) summarized use of the original script: The volume bars up -> Common fiat onramp exchanges have good volume that signal an influx of new investors The volume bars down -> The majority of volume is on big boy exchanges where retail/new investors aren't likely to be trading
Pine Script™ indicator
by NeoButane
2
Bitfinex USD Pairs: Betas and Correlations [checkm8]Hello and welcome to my beta and correlation indicator! This indicator is meant to be used to assess trading alternatives to BTCUSD on Bitfinex, examining alt-USD pairs that can be traded on margin. This list is as follows: ETHUSD LTCUSD EOSUSD NEOUSD OMGUSD XRPUSD IOTUSD BCHUSD SANUSD ETPUSD ETCUSD XMRUSD ZECUSD DSHUSD Before dwelling further on the script, let's revisit the definitions of beta and correlation: Beta is a statistical measure of a %-change in an asset relative to a 1% change in a benchmark. In our case - this is BTCUSD. For example, if the beta is 1.5, it means that the particular asset moves 1.5% in the same direction as the 1% change of the benchmark. If the beta is negative, the asset is moving in opposite direction of the benchmark. Note: beta is not confined to any range. Correlation is a statistical measure of the relationship between two assets, from a range of +1 to -1, where a score of +1 implies perfect positive correlation (prices move in the same direction), -1 implies perfect negative correlation (inverse relationship), and 0 implies no relationship in price changes. For the calculations, BITFINEX:BTCUSD is used as the benchmark. Through the script's settings: You can select whether to plot betas or the correlations You can select the desired length to be used in the measure of beta and correlations You can enable smoothing for less choppy results. This is accompanied by options to modify the smoothing length and the smoothing method, where SMA, EMA, RMA, and WMA are available. You can enable and disable individual alt pairs from being displayed (ie. if you do not want LTCUSD plotted, you can turn it off) Below is an example of the correlation setting. I would recommend using a smoothing input of 3-6, on SMA, and the 4-hour timeframe for good results. I use this indicator for help in deciding what alt pairs to trade on a particular day, where you will want to trade alts with the highest correlations. Note: be weary of less liquid markets, such as ETP and SAN. Also note: the labels shown in the snapshot are for presentation purposes only. You can enable Indicator Labels by right clicking the oscillator -> "Price Scale" -> "Indicator Labels". Please let me know if you have any questions, suggestions, or concerns. Happy trading! For additional information as to why you should be using this indicator and trading alts instead of BTCUSD, please refer to my study:
Pine Script™ indicator
by checkm8
21
Logistic CorrelationLogistic Correlation is a correlation oscillator using a logistic function. A Logistic Function is a Sigmoid Function who stabilize the variance of data.The logistic function have the same function as the inverse fisher transform but with an advantage over it, the k constant can control the steepness of the curve, lowers k's will preserve the original form of the data while highers one will transform it into a more square shaped form. 10 k 20 k
Pine Script™ indicator
by alexgrover
7
Index Adaptive Keltner Channels [DW]This study is an experiment in adaptive filtering. The process in this study was inspired by KAMA and ZLEMA filtering techniques. First, data is given an optional modification for lag reduction. Then, an adaptive filter of your choice is calculated. There are 6 different adaptive filters to choose from in this study: -Commodity Channel Index Adaptive Moving Average (CCIAMA) -Relative Strength Index Adaptive Moving Average (RSIAMA) -%R Adaptive Moving Average (%RAMA) -Klinger Volume Oscillator Adaptive Moving Average (KVOAMA) -Money Flow Index Adaptive Moving Average (MFIAMA) -Correlation Coefficient Adaptive Moving Average (CCAMA) Next, ATR is calculated using the specified adaptive filter. A set of ranges is calculated by multiplying ATR by the square root of the sampling period, then dividing it by 2 and 4. And Finally, the ranges are added to and subtracted from the adaptive filter to generate the channels. Custom bar colors are included. The formula for the color scheme is based on filter direction and price.
Pine Script™ indicator
by DonovanWall
10
Trading The Loonie (CADUSD)A port of the trading strategy described at technical.traders.com "In “Trading The Loonie,” which appeared in the December 2015 issue of STOCKS & COMMODITIES, author Markos Katsanos explains the heavy correlation between the Canadian dollar and crude oil. He then goes on to describe how one could trade this correlation. Using similar logic as that employed in Bollinger Bands, Katsanos has built a study to provide buy and sell signals for trading the Canadian dollar future." See Also: - Backtesting and forwardtesting (of TradingView Strategies) - 9 Mistakes Quants Make that Cause Backtests to Lie (blog.quantopian.com) - When Backtests Meet Reality (financial-hacker.com) - Why MT4 backtesting does not work (www.stevehopwoodforex.com)
Pine Script™ strategy
by sherwind
BTC CorrelationA simple script to display how correlated the current ticker is to Bitcoin. Inputs are the number of bars to check correlation for (default 10) and the the ticker to use for BTC comparison (default is BITFINEX:BTCUSD) Values of 1 are highly correlated (i.e. bitcoin moves up, so does your current ticker), values of -1 are inversely correlated (i.e. bitcoin moves up, your current ticker moves down). See: www.babypips.com for some more details on correlation
Pine Script™ indicator
by lvturner
CBR - USD CorrelationFundamentals The idea for this script is based on Fundamentals. I wanted to verify the strength/weakness of the US dollar against other major economies This will keep me on the right side of the "trend" .. bullish or bearish ? In short, because Fundamentals Analysis are reflected via economic updates which influences what the price will be doing for the next couple of days I think it is fair to have an "Indy" that will look at the moving averages across these pairs, because if the dollar sentiment changes, this will be reflected across the major economies How to use it This is not a buy/sell entry "Indy", nor a RSI type "Indy" where I tried to calculate overbought/oversold areas.. In fact, when this indy hits anything over 5 to max ( which is 12 ) ..that is a very strong signal and should be seen as such..bearish or bullish If you want to test it out, I would suggest use a plain chart ( naked chart ) with a 20 or 50 MA ( depending on your TF) and see how the currency pair e.g EUR/USD correlates with this indy. The default pairs are AUD/USD, NZD/USD, GBP/USD and USD/JPY, with a main chart on EUR/USD Timeframes 1m and 5m charts, change the MA values to 3 ( short), 20 ( medium), 50 ( long) or even more, else there are too many false positives. 1H and higher timeframes works well with the current default values. I
Pine Script™ indicator
by conradbr
2
Correlate 3 - Correlation IndicatorThe code in contains a simple correlation indicator that can be used as an alternative to Tradingview’s built-in “Correlation Coefficient” indicator. The indicator allows users to correlate up to 3 separate instruments on the same subplot. This allows you, for example, to easily see the correlation of your instrument with stocks, bonds and FX. Alternatively, a user can also see the correlation with sector, industry peers or any other data available in Tradingview. Features Level Guides to easily see the key correlation coefficient levels Multi-instrument:
Pine Script™ indicator
by BacktestRookies
2