Frequency Analysis of PCZ

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From the Update 7/31/2009: The strongest frequency, according to classical frequency analysis, is an oscillation with a length of 7 trading sessions.

Frequency Analysis based on Monthly Comb

Frequency Analysis based on Monthly Comb of PetroCanada

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, 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 PetroCanada:

Frequency from Monthly Comb Filter
Representative Cycle (Trading Sessions) = 29.00
Sawtooth = 48.88
Peak TypeAvg. CycleMedian CycleCycle ModeCycle Amplitude
High17.0531.0025.0016.82 %
Low17.0829.0018.0013.11 %
Recent HighPriceRecent LowPrice Cycle
Wednesday, July 08, 200933.1088
Monday, June 01, 200945.6435
Thursday, April 09, 200932.2113
Tuesday, March 03, 200919.3827
Monday, March 23, 200929.1729
Thursday, January 22, 200921.1119
Monday, February 09, 200924.1823
Tuesday, December 23, 200820.6022


Fourier Transform after Digital Filter M

Cycle LengthFourier Amplitude
70.77
130.32
200.32
160.32
390.28
180.22
280.20
370.19
240.17
260.16
500.15



Frequency Analysis based on Quarterly Comb

Frequency Analysis based on Quarterly Comb of PetroCanada

Frequency from Quarterly Comb Filter
Representative Cycle (Trading Sessions) = 79.00
Sawtooth = 47.24
Peak TypeAvg. CycleMedian CycleCycle ModeCycle Amplitude
High43.4079.0079.0024.62 %
Low48.2582.0056.0017.58 %
Recent HighPriceRecent LowPrice Cycle
Monday, June 01, 200945.64100
Tuesday, March 03, 200919.3868
Tuesday, January 06, 200925.67157
Thursday, November 20, 200816.14171
Thursday, May 22, 200859.5697
Thursday, March 20, 200840.9473
Thursday, January 03, 200854.5038
Tuesday, December 04, 200746.7576


Fourier Transform after Digital Filter Q

Cycle LengthFourier Amplitude
70.40
1080.24
730.20
1860.19
160.18
2280.18
390.17
1370.17
1140.16
710.15
280.15



Frequency Analysis based on Yearly Comb

PCZ:  Frequency Analysis based on Yearly Comb

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, 200816.14426
Thursday, May 22, 200859.56135
Wednesday, November 07, 200758.12390
Friday, March 16, 200733.73696
Friday, April 21, 200649.03566
Wednesday, June 09, 200419.69587
Thursday, January 22, 200424.75652
Friday, February 08, 20029.80856


Fourier Transform on Raw Closing Prices

Cycle LengthFourier Amplitude
2283.15
6832.75
2562.73
4102.62
5122.51
2052.02
72.01
2931.91
1861.86
101.50
1371.45




Breaking News:

Monday, November 15, 2010: We have news on PG&E Corporation, ticker symbol PCG. A significant moving average event has happened. Also, there are breaking events concerning Cree, Inc. and Abbott Laboratories.

From the News Archive: (11/12/2010 ) A favorable event happened at PetSmart, Inc. Meanwhile, bad news came from Intel, Chesapeake Energy Corporation, and JP Morgan Chase.



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PCZ




PetroCanada












Average Sawtooth based on Monthly Combo

PCZ:  Average Sawtooth based on Monthly Combo

PCZ




PetroCanada









Average Sawtooth based on Bi-weekly Combo

PCZ:  Average Sawtooth based on Bi-weeklyly Combo



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.

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.

.
Semi-Annual Avg. of Bi-weekly Sawtooth Signals at 75 and 25Signaled Appreciation minus non-signaled AppreciationAnnualized %
Buy Signals - 0 instances
Sell Signals - 0 instances
.
Semi-Annual Avg. of Bi-weekly Sawtooth Signals middle CrossingSignaled Appreciation minus non-signaled AppreciationAnnualized %
Buy Signals - 14 instances
Future30SesAvgClose 3.75 % minus 1.44 % = 2.31 %19.53 %
Future5SesAvgClose 0.83 % minus 0.29 % = 0.54 %27.48 %
Future2SesAvgClose 0.70 % minus 0.15 % = 0.55 %69.71 %
Sell Signals - 17 instances
Future30SesAvgClose 0.09 % minus 1.44 % = -1.35 %-11.43 %
Future5SesAvgClose -1.28 % minus 0.29 % = -1.58 %-80.13 %
Future2SesAvgClose -1.42 % minus 0.15 % = -1.56 %-198.54 %
.
Semi-Annual Avg. of Bi-weekly Sawtooth Signals at 70 and 30Signaled Appreciation minus non-signaled AppreciationAnnualized %
Buy Signals - 4 instances
Future30SesAvgClose -1.34 % minus 1.44 % = -2.78 %-23.54 %
Future5SesAvgClose 2.95 % minus 0.29 % = 2.65 %134.83 %
Future2SesAvgClose 1.48 % minus 0.15 % = 1.34 %169.85 %
Sell Signals - 4 instances
Future30SesAvgClose 0.31 % minus 1.44 % = -1.13 %-9.60 %
Future5SesAvgClose -0.01 % minus 0.29 % = -0.30 %-15.30 %
Future2SesAvgClose -0.09 % minus 0.15 % = -0.23 %-29.68 %
.
Projection of Representative Monthly CycleSignaled Appreciation minus non-signaled AppreciationAnnualized %
Buy Signals - 63 instances
Future30SesAvgClose 1.16 % minus 1.44 % = -0.28 %-2.38 %
Future5SesAvgClose 0.11 % minus 0.29 % = -0.18 %-9.12 %
Future2SesAvgClose -0.03 % minus 0.15 % = -0.17 %-21.99 %
Sell Signals - 62 instances
Future30SesAvgClose 1.33 % minus 1.44 % = -0.11 %-0.97 %
Future5SesAvgClose -0.05 % minus 0.29 % = -0.34 %-17.27 %
Future2SesAvgClose -0.12 % minus 0.15 % = -0.27 %-33.68 %
.
Projection of BiWeekly Modal CyclesSignaled Appreciation minus non-signaled AppreciationAnnualized %
Buy Signals - 141 instances
Future30SesAvgClose 1.75 % minus 1.44 % = 0.31 %2.59 %
Future5SesAvgClose 0.55 % minus 0.29 % = 0.25 %12.89 %
Future2SesAvgClose 0.26 % minus 0.15 % = 0.11 %14.53 %
Sell Signals - 124 instances
Future30SesAvgClose 1.44 % minus 1.44 % = 0.00 %0.02 %
Future5SesAvgClose 0.29 % minus 0.29 % = 0.00 %0.01 %
Future2SesAvgClose 0.03 % minus 0.15 % = -0.12 %-14.66 %
.
The best buy signal for 30 future sessions was 2.31 % from the Semi-Annual Avg. of Bi-weekly Sawtooth Signals middle Crossing,and the best sell signal for was -1.44 % from the Semi-Annual Avg. of Bi-weekly Sawtooth Signals at 75 and 25.
For 5 future sessions the best buy signal was 2.65 % from the Semi-Annual Avg. of Bi-weekly Sawtooth Signals at 70 and 30,and the best sell signal was -1.58 % from the Semi-Annual Avg. of Bi-weekly Sawtooth Signals middle Crossing.
The best buy signal for 2 future sessions was 1.34 % from the Semi-Annual Avg. of Bi-weekly Sawtooth Signals at 70 and 30,and the best sell signal was -1.56 % from the Semi-Annual Avg. of Bi-weekly Sawtooth Signals middle Crossing.



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