Hybrid EMA AlgoLearner⭕️Innovative trading indicator that utilizes a k-NN-inspired algorithmic approach alongside traditional Exponential Moving Averages (EMAs) for more nuanced analysis. While the algorithm doesn't actually employ machine learning techniques, it mimics the logic of the k-Nearest Neighbors (k-NN) methodology. The script takes into account the closest 'k' distances between a short-term and long-term EMA to create a weighted short-term EMA. This combination of rule-based logic and EMA technicals offers traders a more sophisticated tool for market analysis.
⭕️Foundational EMAs: The script kicks off by generating a 50-period short-term EMA and a 200-period long-term EMA. These EMAs serve a dual purpose: they provide the basic trend-following capability familiar to most traders, akin to the classic EMA 50 and EMA 200, and set the stage for more intricate calculations to follow.
⭕️k-NN Integration: The indicator distinguishes itself by introducing k-NN (k-Nearest Neighbors) logic into the mix. This machine learning technique scans prior market data to find the closest 'neighbors' or distances between the two EMAs. The 'k' closest distances are then picked for further analysis, thus imbuing the indicator with an added layer of data-driven context.
⭕️Algorithmic Weighting: After the k closest distances are identified, they are utilized to compute a weighted EMA. Each of the k closest short-term EMA values is weighted by its associated distance. These weighted values are summed up and normalized by the sum of all chosen distances. The result is a weighted short-term EMA that packs more nuanced information than a simple EMA would.
Crossovertrading
BE - Golden Cross Crude KeyTraders, i have been observing crude oil for about 3 months now and somehow I can see that crude is respecting 42 days Moving average and crosses have created massive spikes most of the time.
However you need to be mindful of the time to trade and timeframe since not all crosses creates spikes.
Note: I have been testing on a 15min timeframe.
Keeping this in mind, this indicator is a automated solution which takes trade entries on crosses plus buffer and exits based on the specified Sl type.
Enjoy!
DISCLAIMER: No sharing, copying, reselling, modifying, or any other forms of use are authorized for our documents, script / strategy, and the information published with them. This informational planning script / strategy is strictly for individual use and educational purposes only. This is not financial or investment advice. Investments are always made at your own risk and are based on your personal judgement. I am not responsible for any losses you may incur. Please invest wisely.
Happy to receive suggestions and feedback in order to improve the performance of the indicator better.
Dynamo
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Overview
Dynamo is built to be the Swiss-knife for price-movement & strength detection, it aims to provide a holistic view of the current price across multiple dimensions. This is achieved by combining 3 very specific indicators(RSI, Stochastic & ADX) into a single view. Each of which serve a different purpose, and collectively provide a simple, yet powerful tool to gauge the true nature of price-action.
Background
Dynamo uses 3 technical analysis tools in conjunction to provide better insights into price movement, they are briefly explained below:
Relative Strength Index(RSI)
RSI is a popular indicator that is often used to measure the velocity of price change & the intensity of directional moves. RSI computes the relative strength of the current price by comparing the security’s bullish strength versus bearish strength for a given period, i.e. by comparing average gain to average loss.
It is a range bound(0-100) variable that generates a bullish reading if average gain is higher, and a bullish reading if average loss is higher. Values over 50 are generally considered bullish & values less than 50 indicate a bearish market. Values over 70 indicate an overbought condition, and values below 30 indicate oversold condition.
Stochastic
Stochastic is an indicator that aims to measure the momentum in the market, by comparing most recent closing price of the security to its price range for a given period. It is based on the assumption that price tends to close near the recent high in an up trend, and it closes near the recent low during a down trend.
It is also range bound(0-100), values over 80 indicate overbought condition and values below 20 indicate oversold condition.
Average Directional Index(ADX)
ADX is an indicator that can quantify trend strength, it is derived from two underlying indices, known as Directional Movement Index(DMI). +DMI represents strength of the up trend, and -DMI represents strength of the down trend, and ADX is the average of the two.
ADX is non-directional or trend-neutral, which means, it does not follow the direction of the price, instead ADX will rise only when there is a strong trend, it does not matter if it’s an up trend or a down trend. Typical ranges of ADX are 25-50 for a strong trend, anything below 25 is considered as no trend or weak trend. ADX can frequently shoot upto higher values, but it generally finds exhaustion levels around the 60-75 range.
About the script
All these indicators are very powerful tools, but just like any other indicator they have their limitations. Stochastic & ADX can generate false signals in volatile markets, meaning price wouldn’t always follow through with what’s being indicated. ADX may even fail to generate a signal in less volatile markets, simply because it is based on moving averages, it tends to react slower to price changes. RSI can also lose it’s effectiveness when markets are trending strong, as it can stay in the overbought or oversold ranges for an extended period of time.
Dynamo aims to provide the trader with a much broader perspective by bringing together these contrasting indicators into a single simplified view. When Stochastic becomes less reliable in highly volatile conditions, one can cross validate their deduction by looking at RSI patterns. When RSI gets stuck in overbought or oversold range, one can refer to ADX to get better picture about the current trend. Similarly, various combinations of rules & setups can be formulated to get a more deterministic view, when working with either of these indicators.
There many possible use cases for a tool like this, and it totally depends on how you want to use it. An obvious option is to use it to trigger signals only after it has been confirmed by two or more indicators, for example, RSI & Stochastic make a great combination for cross-over or cross-under strategies. Some of the other options include trend detection, strength detection, reversals or price rejection points, possible duration of a trend, and all of these can very easily be translated into effective entry and exit points for trades.
How to use it
Dynamo is an easy-to-use tool, just add it to your chart and you’re good to start with your market analysis. Output consists of three overlapping plots, each of which tackle price movement from a slightly different angle.
Stochastic: A momentum indicator that plots the current closing price in relation to the price-range over a given period of time.
Can be used to detect the direction of the price movement, potential reversals, or duration of an up/down move.
Plotted as grey coloured histograms in the background.
Relative Strength Index(RSI): RSI is also a momentum indicator that measures the velocity with which the price changes.
Can be used to detect the speed of the price movement, RSI divergences can be a nice way to detect directional changes.
Plotted as an aqua coloured line.
Average Directional Index(ADX): ADX is an indicator that is used to measure the strength of the current trend.
Can be used to measure how strong the price movement is, both up and down, or to establish long terms trends.
Plotted as an orange coloured line.
Features
Provides a well-rounded view of the market movement by amalgamating some of the best strength indicators, helping traders make better informed decisions with minimal effort.
Simplistic plots that aim to convey clean signals, as a result, reducing clutter on the chart, and hopefully in the trader's head too.
Combines different types of indicators into a single view, which leads to an optimised use of the precious screen real-estate.
Final Note
Dynamo is designed to be minimalistic in functionality and in appearance, as it is being built to be a general purpose tool that is not only beginner friendly, but can also be highly-configurable to meet the needs of pro traders.
Thresholds & default values for the indicators are only suggestions based on industry standards, they may not be an exact match for all markets & conditions. Hence, it is advisable for the user to test & adjust these values according their securities and trading styles.
The chart highlights one of many possible setups using this tool, and it can used to create various types of setups & strategies, but it is also worth noting that the usability & the effectiveness of this tool also depends on the user’s understanding & interpretation of the underlying indicators.
Lastly, this tool is only an indicator and should only be perceived that way. It does not guarantee anything, and the user should do their own research before committing to trades based on any indicator.
True Momentum OscillatorThe True Momentum Oscillator (TMO) calculates the delta of the price using the open and close. We have taken the true momentum oscillator a step further and have added the momentum of the main signal (TMO) and the smooth signal line. We believe this helps give a clearer picture of price momentum and helps verify crossovers of the TMO and the smooth signal line. The momentum lines can also help confirm a divergence of the TMO. We have also added multiple moving average options so the user can customize the TMO to suit their needs.
TMO- Green when above Smooth Signal Line, red when below Smooth Signal Line
Smooth Signal- Gray Line
Histogram- TMO-Smooth Signal
TMO Momentum- Orange line
Smooth Signal Momentum- Yellow line
Overbought/Oversold regions- Gray highlighted boundaries
The TMO has defined overbought and oversold regions where either a crossover signal or divergence in the oscillator itself can be taken as a signal. Similar to the MACD, a crossover of the zero line by the TMO can also be utilized as a signal.
Moving Average Crossover Histogram IndicatorA modified version of the MACD indicator. As its name suggests, this is a moving average crossover indicator but the difference in values between moving averages is represented by a histogram. It subtracts the value of a fast MA and slow MA then the result is represented in a histogram which makes it easier for you to identify and visualize every moving average crossover.
If you use moving average crossover as your buy/sell signal this indicator is for you.
You could use this indicator instead of using two moving averages on your main chart. Really convenient, easy to use, and make your chart clutter-free. You could set the fast and slow MA values also the moving average types according to your trading style.
Hope you like it. :)
EMA CrossoversUseful for identifying and receiving alerts about uptrends and downtrends.
This script uses two Exponential Moving Averages (EMAs) to find price uptrends and downtrends. An Exponential Moving Average (EMA) is a type of moving average that places a greater weight and significance on the most recent data points. The script produces uptrend and downtrend signals based on crossovers and divergences between the two EMAs, the user will be able to spot a trend change (when the EMAs crossover) and to determine the strength of the current trend (when the EMAs diverge). It is also posible to get alerts for uptrends and downtrends on the web and mobile app with sound and pop-ups as well as via email. The optimal time to enter and exit the market can be concluded from this trend changes.
The user can set their own EMAs, by default they are set to 21 and 55 periods for medium and long term respectively. When the medium term EMA crosses below the long term EMA the asset is in a downtrend and the price will decline, and when the medium term EMA crosses above the long term EMA the asset is in an uptrend and price will increase.
This scripts plots the following indicators and signals on the chart to help the user to identify trends:
1.- Medium and long term EMAs as lines overlaid on the price chart.
2.- Up green triangles above bars when the price is on an uptrend and down red triangles below bars when the price is on a downtrend.
3.- Arrows with text to indicate the start of an uptrend or downtrend.
The user can enable and disable the indicators and signals as well as set colors and shapes to their liking.
This script also lets the user create alerts for uptrends and downtrends. To create a new alert using this script follow this instructions:
1.- Once you added this script to your chart, go to the alerts panel (right on web or bottom tool bar on the mobile app) and add a new alert (alarm clock icon with a plus sign).
2.- A modal window will open. On the “Condition” dropdown menu select “EMA Crossovers”.
3.- On the next dropdown menu (right below the “Condition” one) you can select from two types of alerts “Uptrend started” and “Downtrend started”.
4.- Lastly you can set all the normal alert options and create the alert.
EMA Cross LevelsCalculates fast and slow moving averages of lengths(inputs= 'n_fast', 'n_slow').
Plots the price level of the most recent cross. If bullish cross (fast crosses up over slow), color = green, and color=red if cross was bearish.
TeoTrading 38 - Moving Average Crossover - Long-ShortWith this indicator you can obtain the percent of gain / loss of each trade based on Moving Average Crossover.
Prints different types of moving Average: SMA , EMA , WMA and VWMA.
It is usefull to view in only few minutes differents crossovers.
The crossver´s in LONG Trades are indicated with:
"P": Positive Crossover. Open a Long Trade.
Green: Negative Crossover with gain. Close the Long Trade.
Red: Negative Crossover with Loss. Close the Long Trade.
The crossver´s in SHORT Trades are indicated with:
"N": Negative Crossover. Open a Short Trade.
Green: Positive Crossover with gain. Close the Short Trade.
Red: Positive Crossover with Loss. Close the Short Trade.
The Percents of gain and loss are indicated in the Labels.
Input Parameters:
Type of Trade: Long/Short.
Type_: Type of Moving Average.
PrintPrice: Enable open value print.
Fast: Fast Moving Average.
Slow: Slow Moving Average.
This indicator does not generate recommendations to buy or to sell. It was designed ONLY for educational purposes.
GLANTALL AT A DEEP GLANCE
Monitor the whole market at a glance
Give your analysis double-dimensional depth
With the help of this assistant , you can quickly aware about the various dimensions of the market and improve the quality of your trading experience.
Everything is clear in the picture so I will avoid further explanation.
All functions are controllable and highly customizable
Get instantly and accurate report of
Volume
Volume changes
Volume is higher or lower than average
Volume significant increase
2 oscillators of your choice, each one at 4 time frame of your choice, at the same time (Stoch, RSI, StochRSI, MFI, StochMFI)
Selected oscillators changes and direction
Selected oscillators divergences with full coordinate
Bollinger bands
Bollinger bands middle line changes
Bollinger bands width changes and direction
Amount of volatility
4 moving averages as type as your choice at a same time (SMA, EMA, WMA, HMA)
Mark up the moving averages as dynamic support or resistance
Crosses of the 4 averages as type as your choice at a same time (SMA, EMA, WMA, HMA) (completely separately than above mentined MAs) with full coordinate
More than 500 line code.. but Clean and Clear !
Gifts to all of you dear ones.
MACD Crossover Trend IndicatorThis is a very simple " the trend is your friend " indicator - if you are consistent!
How this indicator works:
This indicator detects MACD Crossovers based on the current trend. It checks wether the current close price is above or below the 200 EMA and therefore decides whether we are in an up- or down trend.
UP-TREND: If the price is above the EMA200, the MACD is below 0 and crosses up the signal line, then this is a BUY signal!
DOWN-TREND: If the price is below the EMA200, MACD is above 0 and crosses down the signal line, then this is a SELL signal!
You can also add an alert, that keeps you informed, once one of these scenario happens for a certain pair!
With this indicator you will never enter against the trend.
Have fun! :)
MACD Crossover Trend IndicatorHow this indicator works:
This indicator detects MACD Crossovers based on the current trend. It checks wether the current close price is above or below the 200 EMA and therefore decides whether we are in an up- or down trend.
UP-TREND: If the MACD is below 0 and crosses up the signal line, then this is a BUY signal!
DOWN-TREND: If the MACD is above 0 and crosses down the signal line, then this is a SELL signal!
How to trade this:
First rule: Be consistent!
Second rule: You will have lost trades and losing streaks - deal with it!
First set the SL slightly below the last significant low (eventually add/subtract the ATR value to/from it)
Then adjust the TP and ALWAYS use a RR ratio of 1.5.
NEVER get out of the trade earlier
Take every possible trade!
Important: Money management is key... so be consistent!
Have fun! :)
