Frequency Analysis of VLO

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From the Update 11/5/2010: The strongest frequency, according to classical frequency analysis, is an oscillation with a length of 12 trading sessions.

Frequency Analysis based on Monthly Comb

Frequency Analysis based on Monthly Comb of Valero Energy Corporation

Even a casual examination of historical price lines seems to reveal cycles or regular short term fluctuations that continue repeating. 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, a fact that has played havoc with most schemes to exploit the market 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 Valero Energy Corporation:

Frequency from Monthly Comb Filter
Representative Cycle (Trading Sessions) = 18.00
Sawtooth = 49.50
Peak TypeAvg. CycleMedian CycleCycle ModeCycle Amplitude
High16.6630.0028.0016.98 %
Low16.7232.0018.0016.71 %
Recent HighPriceRecent LowPrice Cycle
Monday, October 18, 201018.4524
Thursday, September 23, 201016.6419
Tuesday, September 14, 201017.4227
Thursday, August 26, 201015.6537
Thursday, August 05, 201018.2628
Tuesday, July 06, 201016.8018
Friday, June 25, 201018.7138
Wednesday, June 09, 201016.3136


Fourier Transform after Digital Filter M

Cycle LengthFourier Amplitude
80.90
190.41
170.40
210.38
230.29
270.27
380.23
310.21
340.17
410.16
470.14



Frequency Analysis based on Quarterly Comb

VLO:  Frequency Analysis based on Quarterly Comb

Frequency from Quarterly Comb Filter
Representative Cycle (Trading Sessions) = 72.00
Sawtooth = 46.34
Peak TypeAvg. CycleMedian CycleCycle ModeCycle Amplitude
High47.1186.0099.0025.25 %
Low50.6783.0073.0025.08 %
Recent HighPriceRecent LowPrice Cycle
Thursday, August 26, 201015.6555
Monday, May 03, 201021.25130
Wednesday, June 09, 201016.3172
Friday, October 23, 200920.33117
Thursday, February 25, 201017.3659
Friday, May 08, 200922.5672
Monday, November 30, 200915.7699
Monday, January 26, 200924.8792


Fourier Transform after Digital Filter Q

Cycle LengthFourier Amplitude
120.36
200.24
170.23
240.16
1050.15
380.14
760.14
1020.13
410.13
5850.13
330.12



Frequency Analysis based on Yearly Comb

Frequency Analysis based on Yearly Comb of Valero Energy Corporation

Representative Cycle (Trading Sessions) = 0.00
Sawtooth = 26.97
Peak TypeAvg. CycleMedian CycleCycle ModeCycle Amplitude
High0.000.000.000.00 %
Low0.000.000.000.00 %
Recent HighPriceRecent LowPrice Cycle
Monday, May 03, 201021.25709
Friday, July 10, 200915.19158
Thursday, November 20, 200813.52544
Tuesday, July 10, 200773.20304
Monday, September 25, 200645.11997
Monday, April 24, 200664.58779
Thursday, March 20, 20039.56246
Wednesday, October 09, 20025.33301


Fourier Transform on Raw Closing Prices

Cycle LengthFourier Amplitude
5853.14
5122.72
6832.04
8191.96
81.76
2561.20
111.18
4551.15
4101.06
131.04
3411.00




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VLO




Valero Energy Corporation












Average Sawtooth based on Monthly Combo

Average Sawtooth based on Monthly Combo of Valero Energy Corporation

VLO




Valero Energy Corporation









Average Sawtooth based on Bi-weekly Combo

Average Sawtooth based on Bi-weeklyly Combo of Valero Energy Corporation



A comparison of the average distance (in time) from each periodic high to to next periodic low, against the distance to the following high point, yields the Sawtooth Statistic. 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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