Periodic Frequencies for PBG

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From the Update 2/26/2010: The strongest frequency, according to classical frequency analysis, is an oscillation with a length of 9 trading sessions.

Frequency Analysis based on Monthly Comb

Frequency Analysis based on Monthly Comb of The Pepsi Bottling Group, 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, attempts to exploit the market cycles are foiled by the deviation from strictly periodic behavior required by ordinary analysis.

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 Pepsi Bottling Group, Inc.:

Frequency from Monthly Comb Filter
Representative Cycle (Trading Sessions) = 21.00
Sawtooth = 49.18
Peak TypeAvg. CycleMedian CycleCycle ModeCycle Amplitude
High18.5230.0021.0010.40 %
Low16.7226.0021.0011.12 %
Recent HighPriceRecent LowPrice Cycle
Monday, February 08, 201037.0333
Thursday, January 14, 201038.2626
Friday, December 18, 200937.1732
Monday, December 07, 200938.6536
Tuesday, November 03, 200937.0698
Thursday, October 15, 200937.8151
Tuesday, August 04, 200936.1421
Tuesday, June 16, 200932.4314


Fourier Transform after Digital Filter M

Cycle LengthFourier Amplitude
90.66
120.46
160.34
200.33
260.29
180.27
230.19
300.17
370.16
330.15
890.14



Frequency Analysis based on Quarterly Comb

PBG:  Frequency Analysis based on Quarterly Comb

Frequency from Quarterly Comb Filter
Representative Cycle (Trading Sessions) = 83.00
Sawtooth = 46.66
Peak TypeAvg. CycleMedian CycleCycle ModeCycle Amplitude
High50.3398.000.0022.21 %
Low52.3882.0054.0022.48 %
Recent HighPriceRecent LowPrice Cycle
Monday, December 07, 200938.65232
Tuesday, March 03, 200916.6068
Tuesday, January 06, 200922.7479
Thursday, November 20, 200815.9291
Friday, September 12, 200831.35218
Tuesday, July 15, 200825.4283
Monday, March 17, 200830.71155
Wednesday, October 31, 200740.8476


Fourier Transform after Digital Filter Q

Cycle LengthFourier Amplitude
90.31
120.23
980.22
1580.20
890.19
1370.18
1020.18
3410.17
4100.17
140.16
250.16



Frequency Analysis based on Yearly Comb

Frequency Analysis based on Yearly Comb of The Pepsi Bottling Group, Inc.

Representative Cycle (Trading Sessions) = 0.00
Sawtooth = 0.00
Peak TypeAvg. CycleMedian CycleCycle ModeCycle Amplitude
High0.000.000.000.00 %
Low0.000.000.000.00 %
Recent HighPriceRecent LowPrice Cycle
Thursday, November 20, 200815.92472
Wednesday, October 31, 200740.84275
Tuesday, January 09, 200728.42326
Wednesday, September 27, 200633.30553
Wednesday, September 21, 200524.73262
Tuesday, July 20, 200428.48545
Wednesday, September 08, 200423.59363
Monday, May 20, 200231.22783


Fourier Transform on Raw Closing Prices

Cycle LengthFourier Amplitude
6833.41
5122.51
4102.42
3412.04
1581.15
2561.10
2931.02
1370.92
1460.87
1710.76
120.71




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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PBG




The Pepsi Bottling Group, Inc.












Average Sawtooth based on Monthly Combo

Average Sawtooth based on Monthly Combo of The Pepsi Bottling Group, Inc.

PBG




The Pepsi Bottling Group, Inc.









Average Sawtooth based on Bi-weekly Combo

PBG:  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.

The Sawtooth Statistic gives a clue to the general mood of the markets, functioning as a sort of sentiment indicator. 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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