Frequency Analysis of GPS

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From the Update 11/11/2010: The strongest frequency, according to classical frequency analysis, is an oscillation with a length of 10 trading sessions.

Frequency Analysis based on Monthly Comb

Frequency Analysis based on Monthly Comb of The Gap Inc.

It is obvious from inspection of price lines, that many seem to contain cycles that may persist in repeating for a long time. Through the years, technicians have expended much effort to measure and exploit these cycles. It would appear simple enough to do a frequency analysis on the time series. But the cycles or periods that seem so easy to see in the price data, have proven to be surprisingly difficult to measure by classical methods. The classical methods apply to stationary cycles of exactly regular period. We can easily remove the trends from historical price data to make the series stationary. However, the fluctuations seen in financial data are almost never exactly periodic, complicating most attempts to take advantage of these cycles.

One factor in the behaviour of market fluctuations is "Anticipation". When speculators detect a cycle in prices, they will buy earlier before the peak, and sell earlier before the dip. This phenomena causes an increase in frequency, and eventually a breakup of the established cycle. Traditional frequency analysis methods such as the Fourier Transform, break down badly attempting to deal with these irregularities.

Wilder estimated that there was an important period of about 28 trading sessions. The half cycle of this period (14 sessions) is a default factor in many of the technical indicators. We have found this to be a reasonable figure, even in today's markets, but there is significant variation between issues. Some companies just seem to have faster or slower cycles for one reason or another, and the indicators may be more accurate when fitted to the situation.

The paradoxical condition of variable length periods forces the adoptation of some new forms of analysis.




General Market Conditions

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More than 70 Hi-Rez charts daily for The Gap Inc.:

Frequency from Monthly Comb Filter
Representative Cycle (Trading Sessions) = 19.00
Sawtooth = 49.92
Peak TypeAvg. CycleMedian CycleCycle ModeCycle Amplitude
High17.0931.0019.0015.12 %
Low17.4630.0019.0015.32 %
Recent HighPriceRecent LowPrice Cycle
Monday, October 18, 201019.8120
Thursday, October 07, 201018.0231
Monday, September 20, 201019.0539
Tuesday, August 24, 201016.77148
Monday, July 26, 201018.9328
Friday, January 22, 201018.5858
Tuesday, June 15, 201021.9535
Wednesday, October 28, 200920.9218


Fourier Transform after Digital Filter M

Cycle LengthFourier Amplitude
160.48
190.38
240.33
260.25
290.22
310.22
380.19
410.18
340.18
360.18
480.14



Frequency Analysis based on Quarterly Comb

GPS:  Frequency Analysis based on Quarterly Comb

Frequency from Quarterly Comb Filter
Representative Cycle (Trading Sessions) = 86.00
Sawtooth = 49.80
Peak TypeAvg. CycleMedian CycleCycle ModeCycle Amplitude
High49.5080.0073.0024.75 %
Low52.0083.0063.0031.75 %
Recent HighPriceRecent LowPrice Cycle
Tuesday, August 24, 201016.77148
Monday, April 26, 201025.93129
Friday, January 22, 201018.58136
Monday, October 19, 200922.7898
Thursday, July 09, 200914.6186
Monday, June 01, 200918.09100
Friday, March 06, 20099.5271
Tuesday, January 06, 200913.7786


Fourier Transform after Digital Filter Q

Cycle LengthFourier Amplitude
100.37
160.31
1240.21
200.19
240.15
290.15
1170.14
260.14
550.14
950.13
330.13



Frequency Analysis based on Yearly Comb

Frequency Analysis based on Yearly Comb of The Gap Inc.

Representative Cycle (Trading Sessions) = 0.00
Sawtooth = 43.62
Peak TypeAvg. CycleMedian CycleCycle ModeCycle Amplitude
High0.000.000.000.00 %
Low0.000.000.000.00 %
Recent HighPriceRecent LowPrice Cycle
Monday, April 26, 201025.93587
Thursday, November 20, 20089.14325
Monday, December 24, 200720.62289
Thursday, August 09, 200714.70267
Monday, October 30, 200619.55594
Tuesday, July 18, 200614.97187
Tuesday, October 18, 200514.60265
Wednesday, June 23, 200423.18529


Fourier Transform on Raw Closing Prices

Cycle LengthFourier Amplitude
6832.41
81.87
8191.75
2561.35
5851.24
4551.21
5121.15
2931.14
141.07
2411.01
1240.87




Breaking News:

Friday, November 12, 2010: We have news on Cree, Inc., ticker symbol CREE. Signs of an over-bought condition have become noticable. Also, there are breaking events concerning Intel and PetSmart, Inc.

From the News Archive: (11/11/2010 ) Favorable events happened at Exxon Mobil, Ingersoll-Rand Company Limited, and Concur Technologies, Inc.. Meanwhile, bad news came from International Game Technology.



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GPS




The Gap Inc.












Average Sawtooth based on Monthly Combo

Average Sawtooth based on Monthly Combo of The Gap Inc.

GPS




The Gap Inc.









Average Sawtooth based on Bi-weekly Combo

GPS:  Average Sawtooth based on Bi-weeklyly Combo



The Sawtooth statistic measures the time from each periodic high to the next periodic low, in comparison to the time from that low to the next high point . The mid-point, corresponding to a perfect sine wave, is 50 percent. Values less than this indicate the sell slope is steeper than the buy slope, while values over 50 percent show the opposite.

Bullish or bearish moods may be reflected in the steepness of the buying and selling slopes, particularly as they change through time. The chart represents the sawtooth percentage of (approximately) monthly cycles over the past year, and of the (approximately) bi-weekly cycles, averaged over the past six months.




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