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Stochastic based on Closing Prices - Identify and Rank TrendsStochClose is a trend indicator that can be used on its own to measure trend strength, in a scan to rank a group of securities according to trend strength or as part of a trend following strategy. Moreover, it acts as a volatility-adjusted trend indicator that puts securities on an equal footing.
StochClose measures the location of the current close relative to the close-only high-low range over a given period of time. In contrast to the traditional Stochastic Oscillator, this indicator only uses closing prices. Traditional Stochastic uses intraday highs and lows to calculate the range. The focus on closing prices reduces signal noise caused by intraday highs and lows, and filters out errant or irrationally exuberant price spikes.
Here are some examples when the high or low was out of proportion and suspect. Perhaps most famously, there were errant spike lows in dozens of ETFs in August 2015 (XLK, IJR, ITB). There were other spikes in VMBS (October 2014), IJR (October 2008) and KRE (May 2011). Elsewhere, there were suspicious spikes in IEI (April 2020), CHD (March 2020), CCRN (March 2020) and FNB (March 2020)
The preferred setting to identify medium and long-term uptrends is 125 days with 5 days smoothing. 125 days covers around six months. Thus, StochClose(125,5) is a 5-day SMA of the 125-day Stochastic based on closing prices. Smoothing with the 5-day SMA introduces a little lag, but reduces whipsaws and signal noise.
StochClose fluctuates between 0 and 100 with 50 as the midpoint. Values above 80 indicate that the current price is near the high end of the 125-day range, while values below 20 indicate that price is near the low end of the range. For signals, a move above 60 puts the indicator firmly in the top half of the range and points to an uptrend. A move below 40 puts the indicator firmly in the bottom half of the range and points to a downtrend.
StochClose values can also be ranked to separate the leaders from the laggards. In contrast to Rate-of-Change and Percentage Above/Below a Moving Average, StochClose acts as a volatility-adjusted indicator that can identify trend strength or weakness. The Consumer Staples SPDR is unlikely to win in a Rate-of-Change contest with the Technology SPDR. However, it is just as easy for the Consumer Staples SPDR to get in the top of its range as it is for the Technology SPDR. StochClose puts securities on an equal footing.
StochClose measures trend direction and trend strength with one number. The indicator value tells us immediately if the security is trending higher or lower. Furthermore, we can compare this value against the values for other securities. Securities with higher StochClose values are stronger than those with lower values.
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BTC Hash Rate & Price Stochastic IndiciatorFresh off the press, we have a new breed of indicators: Bitcoin's Hash Rate & Price.
As many of you have read, roughly 80% of BTC's price movements can be correlated to its changes in hash rate volume. I decided to make a stochastic indicator that utilizes this principle to track divergence of the price from the hash rate.
Let's break this down...
In red is the CLOSE of BTC's Price, which is then smoothed by a SMA, and smoothed again by a WMA.
In aqua is a STOCH of BTC's Hash Rate, which is then smoothed by a SMA, and smoothed again by a WMA.
The reason why I chose to use the CLOSE of the Price versus a STOCH as I did with the Hash Rate, is because the price tends to signal trends via divergence from the Hash Rate, and eventually converge with the Hash Rate at some point.
You will notice that anytime there is a significant divergence of the RED from the AQUA, a trend is closely aligned with it. This indicator does a remarkable job of indicating the beginnings and ends of both bullish and bearish price movements.
Example Strategy:
Enter long when RED (price) crosses over AQUA (hash rate), and close long when RED crosses under AQUA.
The inverse can be done for shorts, just RED diverges downwards from AQUA versus upwards.
Note:
Unlike a normal Stochastic Indicator, the upper and lower bounds do not appear to hold any significance. In other words, the lines do not seem to reverse at 20/80. As a result, I just set them to 0/100 for aesthetics.
DO NOT make trades based off of small divergences, or simply enter into positions based off the price divergences. Though this indicator times the start/end of movements very accurately, it also comes riddled with false breakouts .
Proceed at your own pace, and please, toy around with the inputs values. I experimented with a few combinations, but I'm sure there are better value combinations that yield sharper results with fewer false signals.
EASTER EGG:
Notice the "Golden Line"? Any avid user of TV knows that Fibonacci ratios show up everywhere in markets. With that said, I plotted a horizontal line at 0.618, which is 1/Phi, an important level in Fibonacci retracements.
Final Comments:
First, this is not investment, merely my experimentation and observation of happenings in the analytical world.
Second, please comment questions, improvements, etc. Dialogue opens up room for exploration!
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Higher Highs & Lower Lows Stochastics - Vitali ApirineThis is my modified "Higher Highs & Lower Lows Stochastics" employing PSv4.0, originally formulated by Vitali Apirine for TASC - February 2016 Traders Tips. Reading through a TASC magazine of mine, behold, I found a little known indicator that I can't find anywhere on all of Tradingview. That was a tragedy I felt I had to resolve... This indicator is best described as a dual momentum indicator, being helpful with anticipating reversals, spotting emerging trends, and defining correction periods. I felt it worthy of justice to unveil this for all TV members to utilize and also learn from. It's uniqueness is beyond past due for the honor it deserves on Tradingview.
As always, I have included advanced Pine programming techniques that conform to proper "Pine Etiquette". For those of you who are newcomers to Pine Script, this code release may also help you comprehend the "Power of Pine" by employing advanced programming techniques while exhibiting code utilization in a most effective manner. This script's uniqueness displays that we can now override built-in Pine functions. Firstly, you may have noticed that I replaced ema(), sma(), highest(), and lowest(). If you weren't aware of this Pine capability, well, here is a prime example... Now you know! Just heed caution when doing so to ensure your replacement algorithms are 100% sound. Lastly, I also added an additional "Median" line where the companion stochastics seemingly appear to gravitate within a central zone.
NOTICE: You may have observed, there is highest(), lowest(), ema(), and sma() custom functions overwriting Pine built-ins, some of which are audaciously used in ternary. "IF" you are planning to use Pine Script v4.0 functions in ternary, be forewarned, they WILL NOT operate as expected in most scenarios. The reason why I legitimately used them here in ternary is because they are ONLY manually controlled by an input(). If these were dynamically controlled with bar-to-bar dynamic conditional logic, you would most certainly run into serious unexpected programming issues, potentially resulting in hours of frustrations and guaranteed loss of hair. That's my lesson for this release, so never ever forget this when utilizing the full potential of the "Power of Pine". For more information concerning these potential dilemmas, please consult "Execution of Pine functions and historical context inside function blocks" in the "Pine Script v4 User Manual".
Features List Includes:
Dark Background - Easily disabled in indicator Settings->Style for "Light" charts or with Pine commenting
AND much, much more... You have the source!
The comments section below is solely just for commenting and other remarks, ideas, compliments, etc... regarding only this indicator, not others. When available time provides itself, I will consider your inquiries, thoughts, and concepts presented below in the comments section, should you have any questions or comments regarding this indicator. When my indicators achieve more prevalent use by TV members, I may implement more ideas when they present themselves as worthy additions. As always, "Like" it if you simply just like it with a proper thumbs up, and also return to my scripts list occasionally for additional postings. Have a profitable future everyone! Indicatore

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Stochastic FibonacciThis is your run-of-the-mill stochastic indicator, with one slight difference. I added Fibonacci ratios and colored them across the rainbow for aesthetics.
I noticed that the stochastic moving averages, K & D, would reverse in between 0 & 100. Just like price, they were likely Fibonacci ratios.
My original plan was to create a strategy script, and trade whenever K & D crosses the Fib levels. However, they do not cross them perfectly, rather they merely float near them and reverse. Therefore, the strategy would have never made the trades.
As you will notice in the script, there is Bitcoin Hash Rate data imported. I did so because I would like to create a stochastic hash rate indicator at some point. For those of you with this same passion, there is the hash data to mess around with; consider it an Easter Egg... Indicatore

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