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Tests 13 through 21 examine divergences with the Stochastic oscillator, the RSI, and the MACD. Divergence is a concept used by technical traders to describe something easily perceived on a chart but hard to precisely define and detect algorithmically. Figure 7-l shows examples of divergence. Divergence occurs when, e.g., the market forms a lower valley, while the oscillator forms a higher valley of a pair of valleys, indicating a buy condition; selling is the converse. Because wave forms may be irregular, quantifying divergence is tricky. Although our detection algorithm is elementary and imperfect, when examining charts it appears to work well enough to objectively evaluate the usefulness of divergence. Only buy signals will be discussed; the sells are the exact opposite. The algorithm s logic is as follows: Over a look-back (in the code, len3), the lowest bar in the price series and the lowest bar produced by the oscillator are located. Several conditions are then checked. First, the lowest bar of the price series must have occurred at least one bar ago (there has to be a definable valley), but within the past six bars (this valley should be close to the current bar). The lowest bar in the price series has to occur at least four bars after the lowest bar in the look-back period for the oscillator line (the deepest valley produced by the oscillator must occur before the deepest valley produced by the price). Another condition is that the lowest bar produced by the oscillator line is not the first bar in the look-back period
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