Frequency Analysis of ENDP

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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 93 trading sessions.

Frequency Analysis based on Monthly Comb

Frequency Analysis based on Monthly Comb of Endo Pharmaceuticals Holdings Inc.

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.

In order to determine the actual frequences in a particular case, we must conduct an new form of analysis that is better suited to deal with the oxymoronic condition of variable length cycles.




General Market Conditions

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More than 70 Hi-Rez charts daily for Endo Pharmaceuticals Holdings Inc.:

Frequency from Monthly Comb Filter
Representative Cycle (Trading Sessions) = 19.00
Sawtooth = 57.37
Peak TypeAvg. CycleMedian CycleCycle ModeCycle Amplitude
High17.4827.0023.0021.63 %
Low16.4030.0022.0019.51 %
Recent HighPriceRecent LowPrice Cycle
Thursday, August 19, 201029.1585
Monday, June 07, 201020.2280
Tuesday, April 20, 201024.2319
Wednesday, February 10, 201019.5142
Tuesday, March 23, 201024.8254
Wednesday, December 09, 200919.5129
Monday, January 04, 201021.1157
Wednesday, October 28, 200921.9419


Fourier Transform after Digital Filter M

Cycle LengthFourier Amplitude
100.39
200.36
160.32
370.28
270.27
180.23
240.21
390.17
350.15
290.14
330.13



Frequency Analysis based on Quarterly Comb

ENDP:  Frequency Analysis based on Quarterly Comb

Frequency from Quarterly Comb Filter
Representative Cycle (Trading Sessions) = 72.00
Sawtooth = 40.82
Peak TypeAvg. CycleMedian CycleCycle ModeCycle Amplitude
High39.5077.0087.0035.26 %
Low49.5772.0063.0034.35 %
Recent HighPriceRecent LowPrice Cycle
Monday, June 07, 201020.2280
Tuesday, March 23, 201024.82111
Wednesday, February 10, 201019.5142
Monday, October 12, 200923.97123
Wednesday, December 09, 200919.51144
Friday, April 17, 200918.4772
Friday, May 15, 200915.8348
Friday, January 02, 200926.08145


Fourier Transform after Digital Filter Q

Cycle LengthFourier Amplitude
930.24
200.23
120.22
160.20
1460.18
2050.16
790.15
710.15
180.15
390.15
2560.15



Frequency Analysis based on Yearly Comb

Frequency Analysis based on Yearly Comb of Endo Pharmaceuticals Holdings Inc.

Representative Cycle (Trading Sessions) = 0.00
Sawtooth = 48.57
Peak TypeAvg. CycleMedian CycleCycle ModeCycle Amplitude
High0.000.000.000.00 %
Low0.000.000.000.00 %
Recent HighPriceRecent LowPrice Cycle
Friday, May 15, 200915.83138
Friday, January 02, 200926.08402
Monday, October 27, 200814.62481
Thursday, May 31, 200735.26155
Tuesday, November 28, 200626.88392
Monday, October 16, 200634.58639
Tuesday, May 10, 200519.07186
Friday, April 02, 200426.65558


Fourier Transform on Raw Closing Prices

Cycle LengthFourier Amplitude
5122.52
2051.96
6831.84
4101.80
2561.61
1461.47
121.06
931.02
2281.01
3410.91
1370.89




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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ENDP




Endo Pharmaceuticals Holdings Inc.












Average Sawtooth based on Monthly Combo

ENDP:  Average Sawtooth based on Monthly Combo

ENDP




Endo Pharmaceuticals Holdings Inc.









Average Sawtooth based on Bi-weekly Combo

Average Sawtooth based on Bi-weeklyly Combo of Endo Pharmaceuticals Holdings Inc.



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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For Subscribers: Advanced Analysis of the Price Behavior Surface for Endo Pharmaceuticals Holdings Inc.

Detailed Oscillator Level Analysis for ENDP :




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