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MACD Crossover Backtest MACD – Moving Average Convergence Divergence. The MACD is calculated by subtracting a 26-day moving average of a security's price from a 12-day moving average of its price. The result is an indicator that oscillates above and below zero. When the MACD is above zero, it means the 12-day moving average is higher than the 26-day moving average. This is bullish as it shows that current expectations (i.e., the 12-day moving average) are more bullish than previous expectations (i.e., the 26-day average). This implies a bullish, or upward, shift in the supply/demand lines. When the MACD falls below zero, it means that the 12-day moving average is less than the 26-day moving average, implying a bearish shift in the supply/demand lines. A 9-day moving average of the MACD (not of the security's price) is usually plotted on top of the MACD indicator. This line is referred to as the "signal" line. The signal line anticipates the convergence of the two moving averages (i.e., the movement of the MACD toward the zero line). Let's consider the rational behind this technique. The MACD is the difference between two moving averages of price. When the shorter-term moving average rises above the longer-term moving average (i.e., the MACD rises above zero), it means that investor expectations are becoming more bullish (i.e., there has been an upward shift in the supply/demand lines). By plotting a 9-day moving average of the MACD, we can see the changing of expectations (i.e., the shifting of the supply/demand lines) as they occur. You can change long to short in the Input Settings WARNING: - For purpose educate only - This script to change bars colors.
Strategia Pine Script®
di HPotter
7
Kaufman Moving Average Adaptive (KAMA) Backtest Everyone wants a short-term, fast trading trend that works without large losses. That combination does not exist. But it is possible to have fast trading trends in which one must get in or out of the market quickly, but these have the distinct disadvantage of being whipsawed by market noise when the market is volatile in a sideways trending market. During these periods, the trader is jumping in and out of positions with no profit-making trend in sight. In an attempt to overcome the problem of noise and still be able to get closer to the actual change of the trend, Kaufman developed an indicator that adapts to market movement. This indicator, an adaptive moving average (AMA), moves very slowly when markets are moving sideways but moves swiftly when the markets also move swiftly, change directions or break out of a trading range. You can change long to short in the Input Settings Please, use it only for learning or paper trading. Do not for real trading.
Strategia Pine Script®
di HPotter
1
TradersAI_UTBotCREDITS to @HPotter for the orginal code. CREDITS to @Yo_adriiiiaan for recently publishing the UT Bot study based on the original code - I just added some simple code to turn it into a strategy. Now, anyone can simply add the strategy to their chart to see the backtesting results! While @Yo_adriiiiaan mentions it works best on a 4-hour timeframe or above, I am happy to share that this seems to be working on a 15-minute chart on e-mini S&P 500 Index (using the KeyValue setting at 10)! You can play around with the different settings, and may be you might discover even better settings. Hope this helps. Btw, if any of you play with different settings and discover great settings for a specific instrument, please share them with the community here - it will be rewarded back multiple times!
Strategia Pine Script®
di TradersAICorp
25
High of Day Low of Day hourly timings: Statistics. Time of day %High of Day (HoD) & Low of Day (LoD) hourly timings: Statistics. Time of day % likelihood for high and low. //Purpose: To collect stats on the hourly occurrences of HoD and LoD in an asset, to see which times of day price is more likely to form its highest and lowest prices. //How it works: Each day, HoD and LoD are calculated and placed in hourly 'buckets' from 0-23. Frequencies and Percentages are then calculated and printed/tabulated based on the full asset history available. //User Inputs: -Timezone (default is New York); important to make sure this matches your chart's timezone -Day start time: (default is Tradingview's standard). Toggle Custom input box to input your own custom day start time. -Show/hide day-start vertical lines; show/hide previous day's 'HoD hour' label (default toggled on). To be used as visual aid for setting up & verifying timezone settings are correct and table is populating correctly). -Use historical start date (default toggled off): Use this along with bar-replay to backtest specific periods in price (i.e. consolidated vs trending, dull vs volatile). -Standard formatting options (text color/size, table position, etc). -Option to show ONLY on hourly chart (default toggled off): since this indicator is of most use by far on the hourly chart (most history, max precision). // Notes & Tips: -Make sure Timezone settings match (input setting & chart timezone). -Play around with custom input day start time. Choose a 'dead' time (overnight) so as to ensure stats are their most meaningful (if you set a day start time when price is likely to be volatile or trending, you may get a biased / misleadingly high readout for the start-of-day/ end-of-day hour, due to price's tendency for continuation through that time. -If you find a time of day with significantly higher % and it falls either side of your day start time. Try adjusting day start time to 'isolate' this reading and thereby filter out potential 'continuation bias' from the stats. -Custom input start hour may not match to your chart at first, but this is not a concern: simply increment/decrement your input until you get the desired start time line on the chart; assuming your timezone settings for chart and indicator are matching, all will then work properly as designed. -Use the the lines and labels along with bar-replay to verify HoD/LoD hours are printing correctly and table is populating correctly. -Hour 'buckets' represent the start of said hour. i.e. hour 14 would be populated if HoD or LoD formed between 14:00 and 15:00. -Combined % is simply the average of HoD % and LoD %. So it is the % likelihood of 'extreme of day' occurring in that hour. -Best results from using this on Hourly charts (sub-hourly => less history; above hourly => less precision). -Note that lower tier Tradingview subscriptions will get less data history. Premium acounts get 20k bars history => circa 900 days history on hourly chart for ES1! -Works nicely on Btc/Usd too: any 24hr assets this will give meaningful data (whereas some commodities, such as Lean Hogs which only trade 5hrs in a day, will yield less meaningful data). Example usage on S&P (ES1! 1hr chart): manual day start time of 11pm; New York timezone; Visual aid lines and labels toggled on. HoD LoD hour timings with 920 days history:
Indicatore Pine Script®
di twingall
15
Chandelier Exit ZLSMA StrategyIntroducing a Powerful Trading Indicator: Chandelier Exit with ZLSMA If you're a trader, you know the importance of having the right tools and indicators to make informed decisions. That's why we're excited to introduce a powerful new trading indicator that combines the Chandelier Exit and ZLSMA: two widely-used and effective indicators for technical analysis. The Chandelier Exit (CE) is a popular trailing stop-loss indicator developed by Chuck LeBeau. It's designed to follow the price trend of a security and provide an exit signal when the price crosses below the CE line. The CE line is based on the Average True Range (ATR), which is a measure of volatility. This means that the CE line adjusts to the volatility of the security, making it a reliable indicator for trailing stop-losses. The ZLEMA (Zero Lag Exponential Moving Average) is a type of exponential moving average that's designed to reduce lag and improve signal accuracy. The ZLSMA takes into account not only the current price but also past prices, using a weighted formula to calculate the moving average. This makes it a smoother indicator than traditional moving averages, and less prone to giving false signals. When combined, the CE and ZLSMA create a powerful indicator that can help traders identify trend changes and make more informed trading decisions. The CE provides the trailing stop-loss signal, while the ZLSMA provides a smoother trend line to help identify potential entry and exit points. In our indicator, the CE and ZLSMA are plotted together on the chart, making it easy to see both the trailing stop-loss and the trend line at the same time. The CE line is displayed as a dotted line, while the ZLSMA line is displayed as a solid line. Using this indicator, traders can set their stop-loss levels based on the CE line, while also using the ZLSMA line to identify potential entry and exit points. The combination of these two indicators can help traders reduce their risk and improve their trading performance. In conclusion, the Chandelier Exit with ZLSMA is a powerful trading indicator that combines two effective technical analysis tools. By using this indicator, traders can identify trend changes, set stop-loss levels, and make more informed trading decisions. Try it out for yourself and see how it can improve your trading performance. Warning: The results in the backtest are from a repainting strategy. Don't take them seriously. You need to do a dry live test in order to test it for its useability. - Here is a description of each input field in the provided source code: length: An integer input used as the period for the ATR (Average True Range) calculation. Default value is 1. mult: A float input used as a multiplier for the ATR value. Default value is 2. showLabels: A boolean input that determines whether to display buy/sell labels on the chart. Default value is false. isSignalLabelEnabled: A boolean input that determines whether to display signal labels on the chart. Default value is true. useClose: A boolean input that determines whether to use the close price for extrema calculations. Default value is true. zcolorchange: A boolean input that determines whether to enable rising/decreasing highlighting for the ZLSMA (Zero-Lag Exponential Moving Average) line. Default value is false. zlsmaLength: An integer input used as the length for the ZLSMA calculation. Default value is 50. offset: An integer input used as an offset for the ZLSMA calculation. Default value is 0. - Ty for checking this out and good luck on your trading journey! Likes and comments are appreciated. 👍 -- Credits to: ▪ @everget – Chandelier Exit (CE) ▪ @netweaver2022 – ZLSMA
Strategia Pine Script®
di simwai
5
[MiV] Trading SessionHello, everyone! Today I want to present my new script, which I hope will help not only me! I'm sure that many people, like me, went through such a stage as "building their strategy". This is when you sit and test on the history how you would enter or exit a trade. Recently I was doing the same thing and realized that my "tests" involve night time, when in reality I would be asleep and not trading! So I decided to create an indicator that would display my "working hours" so that the backtest I conduct would be as realistic as possible. Also this indicator is able to display sessions of major exchanges and forex working hours, so it will be useful not only for cryptocurrency lovers. In addition, we don't always trade every day and, for example, I don't trade on Sunday. That's why we added a feature that "turns off" the day and does not highlight it in color if you're not planning to trade on that day. And finally, I added a notification of the beginning and end of the trading session. A small thing, but it may also be a useful feature for those who like to sit at the chart! I will be glad to receive any comments and suggestions! ----- Всем привет! Хочу сегодня представить свой новый скрипт, который, надеюсь, поможет не только мне! Уверен, что многие, как и я, проходили такой этап как "постройка своей стратегии". Это когда ты сидишь и тестируешь на истории то как бы ты входил или выходил из сделки. Вот недавно я ровно также занимался этим и осознал, что мои "тесты" затрагивают и ночное время, когда в реальности я бы спал и не торговал! Поэтому я решил создать индикатор, который будет отображать мои "рабочие часы", чтобы бектест, который я провожу, был максимально реалистичным. Также данный индикатор умеет отображать сессии крупных бирж и время работы форекса, так что полезным он будет не только для любителей криптовалюты. Кроме того, мы же не всегда торгуем каждый день и например я не торгую в воскресенье. Поэтому добавлен функционал, который "выключает" день и не подсвечивает его цветом, если ты в этот день не планируешь торговать. Ну и в заключении, добавил уведомление о начале и завершении торговой сессии. Мелочь, а тоже может быть полезной фичей для тех кто любит засесть за графиком! Буду рад любым замечаниям и предложениям!
Indicatore Pine Script®
di mi_vadim
Divergence Backtester - V2Further attempts to study divergence impact on price in shorter terms. Previous study can be found here: In this script, we are trying to gather the stats based on last two pivot state together. For example, Individual table of Pivot High Projection is as explained below: But, by looking at the bigger picture, we can further estimate following things regarding the current unconfirmed pivot and the new pivot which is yet to be formed.
Indicatore Pine Script®
di Trendoscope
12
Acrypto - Weighted StrategyHello traders! I have been developing a fully customizable algo over the last year. The algorithm is based on a set of different strategies, each with its own weight (weighted strategy). The set of strategies that I currently use are 5: MACD Stochastic RSI RSI Supertrend MA crossover Moreover, the algo includes STOP losses criteria and a taking profit strategy. The algo must be optimized for the desired asset to achieves its full potential. The 1H and 4H dataframe give good results. The algo has been tested for several asset (same dataframe, different optimization values). Important note: Backtest the algorithm with different data stamps to avoid overfitting results Best, Alberto
Strategia Pine Script®
di accry
202
Zendog V3 backtest DCA bot 3commasMAJOR UPDATE: - Update to Pinescript v5 - MAJOR refactor for the logic of how orders are placed. BO order is placed when the condition is first encountered and we are not in a deal. The extra SO orders (if based on price movement) are all placed on the next candle after BO order, instead of each being placed one after another. Take profit (if percentage) and Stop loss are placed on the first candle after BO order because if BO and TP are on the same candle TV does not execute properly. These changes should improve strategy accuracy when multiple prices are hit by the same candle. - NEW FEATURE: Support to Stop deal using an external indicator (i.e. stop long deal when RSI > 80) - NEW FEATURE: Support to trigger Safety orders using an external indicator (i.e. trigger each additional SO when RSI < 10, regardless of price movement) The price movement logic may be implemented in the indicator that plots start / end signals. The SO size is calculated using the configuration of steps. - NEW FEATURE: Safety order command for 3commas bot. This is implemented using Add funds in the quote currency (for pair BTCUSDT the quote currency is USDT) The SO size is calculated using the configuration of steps, for exact order size (and price) use the built-in Steps table. - NEW FEATURE: Addition of extra columns to the steps table: Required price for TP, Required % change for TP, Required % change for BEP (Breakeven point) - Update to steps table to remove prices when Safety orders are not based on % price change - The code is opensource. I will not be able to sustain merges for the script, but feel free to use and develop your own version and ping me on discord to review them and maybe include in the original script
Strategia Pine Script®
di zendog123
53
Combo Backtest 123 Reversal & TEMA1This is combo strategies for get a cumulative signal. First strategy This System was created from the Book "How I Tripled My Money In The Futures Market" by Ulf Jensen, Page 183. This is reverse type of strategies. The strategy buys at market, if close price is higher than the previous close during 2 days and the meaning of 9-days Stochastic Slow Oscillator is lower than 50. The strategy sells at market, if close price is lower than the previous close price during 2 days and the meaning of 9-days Stochastic Fast Oscillator is higher than 50. Second strategy This study plots the TEMA1 indicator. TEMA1 ia s triple MA (Moving Average), and is calculated as 3*MA - (3*MA(MA)) + (MA(MA(MA))) WARNING: - For purpose educate only - This script to change bars colors.
Strategia Pine Script®
di HPotter
8
Combo Backtest 123 Reversal & T3 Averages This is combo strategies for get a cumulative signal. First strategy This System was created from the Book "How I Tripled My Money In The Futures Market" by Ulf Jensen, Page 183. This is reverse type of strategies. The strategy buys at market, if close price is higher than the previous close during 2 days and the meaning of 9-days Stochastic Slow Oscillator is lower than 50. The strategy sells at market, if close price is lower than the previous close price during 2 days and the meaning of 9-days Stochastic Fast Oscillator is higher than 50. Second strategy This indicator plots the moving average described in the January, 1998 issue of S&C, p.57, "Smoothing Techniques for More Accurate Signals", by Tim Tillson. This indicator plots T3 moving average presented in Figure 4 in the article. T3 indicator is a moving average which is calculated according to formula: T3(n) = GD(GD(GD(n))), where GD - generalized DEMA (Double EMA) and calculating according to this: GD(n,v) = EMA(n) * (1+v)-EMA(EMA(n)) * v, where "v" is volume factor, which determines how hot the moving average’s response to linear trends will be. The author advises to use v=0.7. When v = 0, GD = EMA, and when v = 1, GD = DEMA. In between, GD is a less aggressive version of DEMA. By using a value for v less than1, trader cure the multiple DEMA overshoot problem but at the cost of accepting some additional phase delay. In filter theory terminology, T3 is a six-pole nonlinear Kalman filter. Kalman filters are ones that use the error — in this case, (time series - EMA(n)) — to correct themselves. In the realm of technical analysis, these are called adaptive moving averages; they track the time series more aggres-sively when it is making large moves. Tim Tillson is a software project manager at Hewlett-Packard, with degrees in mathematics and computer science. He has privately traded options and equities for 15 years. WARNING: - For purpose educate only - This script to change bars colors.
Strategia Pine Script®
di HPotter
2
Combo Backtest 123 Reversal & Stochastic Crossover This is combo strategies for get a cumulative signal. First strategy This System was created from the Book "How I Tripled My Money In The Futures Market" by Ulf Jensen, Page 183. This is reverse type of strategies. The strategy buys at market, if close price is higher than the previous close during 2 days and the meaning of 9-days Stochastic Slow Oscillator is lower than 50. The strategy sells at market, if close price is lower than the previous close price during 2 days and the meaning of 9-days Stochastic Fast Oscillator is higher than 50. Second strategy This back testing strategy generates a long trade at the Open of the following bar when the %K line crosses below the %D line and both are above the Overbought level. It generates a short trade at the Open of the following bar when the %K line crosses above the %D line and both values are below the Oversold level. WARNING: - For purpose educate only - This script to change bars colors.
Strategia Pine Script®
di HPotter
3
Pump blaster based on Pump FinderThis is based on a video I watched while searching for good indicators to use for scanning pumps across the crypto market. You can probably find the video by searching for "Pump Finder On 15 Minute Chart With Best Trading Indicators". The approach presented uses LSMA and BB B% to detect pumps. Results: It does detect many pumps, it also detects many dumps... I'm not very impressed after this first attempt but might give it another try if I come up with maybe something I'm doing wrong while trying to automate in a script the original strategy from the video. Instructions: This indicator is compatible with the backtest script we use. It plots 1 for buy and 2 for sell. The rest of the plots are for debugging the strategy and can be ignored. It's meant to be used on 15mins tf
Indicatore Pine Script®
di TheTradingParrot
1
Combo Backtest 123 Reversal & RSIThis is combo strategies for get a cumulative signal. First strategy This System was created from the Book "How I Tripled My Money In The Futures Market" by Ulf Jensen, Page 183. This is reverse type of strategies. The strategy buys at market, if close price is higher than the previous close during 2 days and the meaning of 9-days Stochastic Slow Oscillator is lower than 50. The strategy sells at market, if close price is lower than the previous close price during 2 days and the meaning of 9-days Stochastic Fast Oscillator is higher than 50. Second strategy The RSI is a very popular indicator that follows price activity. It calculates an average of the positive net changes, and an average of the negative net changes in the most recent bars, and it determines the ratio between these averages. The result is expressed as a number between 0 and 100. Commonly it is said that if the RSI has a low value, for example 30 or under, the symbol is oversold. And if the RSI has a high value, 70 for example, the symbol is overbought. WARNING: - For purpose educate only - This script to change bars colors.
Strategia Pine Script®
di HPotter
3
Combo Backtest 123 Reversal & Awesome Oscillator (AO) This is combo strategies for get a cumulative signal. First strategy This System was created from the Book "How I Tripled My Money In The Futures Market" by Ulf Jensen, Page 183. This is reverse type of strategies. The strategy buys at market, if close price is higher than the previous close during 2 days and the meaning of 9-days Stochastic Slow Oscillator is lower than 50. The strategy sells at market, if close price is lower than the previous close price during 2 days and the meaning of 9-days Stochastic Fast Oscillator is higher than 50. Second strategy This indicator is based on Bill Williams` recommendations from his book "New Trading Dimensions". We recommend this book to you as most useful reading. The wisdom, technical expertise, and skillful teaching style of Williams make it a truly revolutionary-level source. A must-have new book for stock and commodity traders. The 1st 2 chapters are somewhat of ramble where the author describes the "metaphysics" of trading. Still some good ideas are offered. The book references chaos theory, and leaves it up to the reader to believe whether "supercomputers" were used in formulating the various trading methods (the author wants to come across as an applied mathemetician, but he sure looks like a stock trader). There isn't any obvious connection with Chaos Theory - despite of the weak link between the title and content, the trading methodologies do work. Most readers think the author's systems to be a perfect filter and trigger for a short term trading system. He states a goal of 10%/month, but when these filters & axioms are correctly combined with a good momentum system, much more is a probable result. There's better written & more informative books out there for less money, but this author does have the "Holy Grail" of stock trading. A set of filters, axioms, and methods which are the "missing link" for any trading system which is based upon conventional indicators. This indicator plots the oscillator as a histogram where periods fit for buying are marked as blue, and periods fit for selling as red. If the current value of AC (Awesome Oscillator) is over the previous, the period is deemed fit for buying and the indicator is marked blue. If the AC values is not over the previous, the period is deemed fir for selling and the indicator is marked red. WARNING: - For purpose educate only - This script to change bars colors.
Strategia Pine Script®
di HPotter
1