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Last modified
1/26/2010 4:14:22 PM
Creation date
10/12/2006 5:28:34 AM
Metadata
Fields
Template:
Water Supply Protection
File Number
8210.310
Description
Colorado River Basin Organizations and Entities - Colorado River Water Conservation District
State
CO
Basin
Western Slope
Date
1/1/1996
Author
David L Butler
Title
Trend Analysis of Selected Water-Quality Data Associate With Salinity-Control Projects in the Grand Valley in the Lower Gunnison River Basin and at Meeker Dome Western Colorado
Water Supply Pro - Doc Type
Report/Study
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<br />2AO"~ <br />tested because that period was when all of the salinity- <br />control work was done in the Grand Valley and lower <br />Gunnison River Basin (through September 1993). <br />Waler years 1986-93 also were tested for trends <br />because Stage II S(llinity work began in the Grand <br />Valley in 1986 and involved more extensive salinity- <br />control work than Stage I, and salinity-control work <br />began in the Lower Gunnison Basin Unit in 1988. <br />The greatest effect of the saJinity-conlrol projects <br />on dissolved solids in the Colorado River should <br />have occurred after 1986. <br />Several variables that represenl various meas- <br />ures of salinity were tested for trends. The seasonal <br />Kendall test and the ESTREND program were used for <br />trend analysis on periodic dissolved-solids, calcium, <br />magnesium, sodium, and sulfate concentrations and on <br />monthly dissolved-solids loads. Linear-regression <br />analysis was used for the trend analysis of annual and <br />seasonal dissolved-solids loads and of the annual <br />Grand Valley dissolved-solids load. The trend results <br />on unadjusted data and flow-adjusted data for water <br />years 1970-93 were compared to LOWESS smooth <br />curves for the same period. If statistically significant <br />trends of decreasing concentrations or loads were <br />reported, then the LOWESS smooth curves might aid <br />in delineation of when the !rends had occurred, either <br />before or after initiation of the salinity-control projects. <br />The trend results for 1980-93 and 1986-93 were com- <br />pared to the results for] 970-93 and to the LOWESS <br />curves in attempts to identify trends in concentrations <br />or loads that could be related to the salinity-control <br />work. All trend results are presented, and then the rela- <br />lion of the !rend results to salinity-control projects are <br />discussed at the end of this section of the report. <br />Trend results are listed in tables that include the <br />trend-slope magnitude, trend slope as a percent rate of <br />change, the p value of the test, and the significance <br />level of the slope. Hypolhesis testing by statistical <br />methods requires the selection of an alpha level, which <br />also is referred to as the significance level of the test, <br />for making the decision to reject or not to reject thc null <br />hypothesis of no trend. The alpha level is the probabil- <br />ity of incorrectly rejecting the null hypothesis whcn, in <br />fact, the null hypothesis is true. The alpha level also is <br />called the type I error (Helsel and Hirsch, 1992). In <br />terms of trend analysis, the alpha level is the probabil- <br />ity of reporting a trend when, in fact, there is not a <br />trend. Thus, the alpha level is the risk level that an <br />investigator is willing to accept for making a type I <br />error. For example, an alpha level of 0.05 (5 percent) <br /> <br />implies that in 95 percent of the cases, the test will cor- <br />rectly indicate no trend when there, actually is no trend. <br />Selection of a very small alpha level would minimize a <br />type I error; however, that selection increases the <br />chance of committing a type II error, which is failing to <br />reject the null hypothesis when, in fact, it is false (or <br />reporting no trend when there actually might be a <br />trend). <br />An alpha level commonly used in hypothesis <br />testing is 0.05. The null hypothesis then is evaluated <br />by comparing the p value from the statistical test of the <br />data to 0.05. When the p value is less than 0.05, the <br />null hypothesis is rejected; if the p value is greater than <br />0.05, then the null hypothesis is not rejected. As <br />described in many statistical texts, such as Helsel and <br />Hirsch (1992), not rejecting the null hypothesis is not <br />the same as saying the hypothesis is actually proven. <br />All that can be said is that, based on the data available, <br />the null hypothesis cannot be rejected. Instead of <br />selecting only one alpha level for describing the signif- <br />icance of the trends, a range of alpha levels was used <br />for comparison to the p values by using a scheme sim- <br />ilar to one used by Liebermann and others (1988). The <br />monotonic Ircnd resulls wcre considered highly signif- <br />icant (HS) if the p value was less than or equal to 0.01; <br />significant (S) if the p value exceeded 0.01 and was less <br />than or equal to 0.05; marginally significant (MS) if <br />the p value exceeded 0.05 and was less than or equal <br />to 0.10; and the trend was not significanl (NS) if the <br />p value exceeded 0.10. <br /> <br />Trends in Dissolved-Solids Concentrations <br /> <br />Periodic dissolved-solids concentrations repre- <br />sent discrete water samples collected at varyi ng fre- <br />quencies at gaging stations 09095500, 09152500, and <br />09163500 during water years 1970-93. Monotonic <br />trend results for periodic dissolved-solids concentra- <br />tions and for flow-adjusted concentrations for the three <br />stations for 1970-93, 1980-93, and 1986-93 are <br />summarized in table 2. Most trends in unadjusted <br />dissolved-solids concentrations were not significant <br />(table 2). The trend results indicate increasing <br />dissolved-solids concentrations for 1980-93 and <br />1986-93 at all three stations, although only the trend <br />for 1980-93 for station 09095500 and ihe trend for <br />1986-93 for station 09152500 were significant. <br />Increasing concentrations probably reflect the effect <br />of streamflow during 1980-93, when above-average <br /> <br />14 Trend Analysis of Selected Water~auality Data Associated With Sallnlty~Control Projects In the Grand Valley. <br />In the lower Gunnison River Basin, and at Meeker Dome, Western Colorado <br />
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