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APPENDIXES 47 <br />Quality-Control Methods and Analysis <br />Quality-assurance and quality-control (hereinafter referred to as QC) samples were used to assess the variability and bias of water- <br />quality data that may be introduced by sample collection, processing, storage, and laboratory analysis. Replicate and field-blank samples <br />were collected and processed as QC samples by using the same equipment and procedures as environmental samples. Replicate samples <br />for ground water were analyzed for major ions and trace elements, nutrients (nitrogen and phosphorus), dissolved organic carbon, total <br />coliform bacteria, MBAS, and radon-222. Blank samples were analyzed for major ions, trace elements, nutrients, and dissolved organic <br />carbon (ground-water samples only). Additional information on QC is given in Shelton (1994) and Koterba and others (1995). Ground <br />water QC data will be discussed first, followed by surface water QC data. <br />Replicate samples were used to test for data variability, which is the degree of random error in independent measurements of the same <br />quantity. Replicate samples were collected and processed in sequence with environmental samples at a site to yield samples of presumably <br />identical composition. By comparing the analytical results of the replicate pair (environmental sample and QC sample), information is <br />obtained on the precision of the measured concentration values and consistency in identifying the constituents of interest. <br />Replicate samples were first assessed with a unit called the lowest rounding unit, which is the magnitude of the least significant figure <br />reported by the USGS NWQL. A nitrate concentration of 0.923 mg/L, for example, would be rounded to the nearest 0.001 mg/L, whereas <br />a concentration of 4.73 mg/L would be rounded to the nearest 0.01 mg/L; a lowest rounding unit of 1 would represent 0.001 mg/L for the <br />0.923-mg/L sample and 0.01 for the 4.73-mg/L sample. For either sample of a replicate pair, concentrations below the laboratory reporting <br />level (less than, or <, concentrations) were given a value of zero for replicate analysis. A replicate pair with estimated (E) concentrations <br />was included in the replicate analysis when both the environmental and QC samples had an estimated value but were excluded when only <br />one sample of the replicate pair had an estimated value. <br />When analysis of lowest rounding unit data identified a constituent with 50 percent or more rounding units above 2, the mean relative <br />standard deviation was used to estimate variability and uncertainty in concentration for that constituent. For a given constituent, the relative <br />standard deviation was determined for each replicate pair, and then the mean relative standard deviation was computed for the constituent <br />to determine variability and uncertainty in concentration. <br />For major ions and trace elements, 204 replicate pairs for ground water were evaluated. Values of the lowest rounding unit difference <br />ranged between 0 and 197 (tables 6-7, Appendix II). Most replicate pairs for bromide, chloride, fluoride, sodium, sulfate, and iron had a <br />lowest rounding unit of 2 or less. These differences probably are well within instrument variation and do not seem to be related to a <br />particular constituent concentration. Variability associated with sample collection, processing, storage, and laboratory analysis did not <br />appreciably affect the results of environmental data for these constituents. <br />Most ground-water replicate pairs for calcium, magnesium, potassium, silica, and manganese had a lowest rounding unit difference <br />of 2 or greater (tables 6-7, Appendix II). Variability and uncertainty in concentration values were not determined for calcium, magnesium, <br />potassium, and silica because of the small environmental significance of the concentration differences for the respective replicate pairs. <br />The maximum dissolved-solids concentration of 269 mg/L in the ground-water samples was below the USEPA SDWR of 500 mg/L <br />(table 2). The maximum concentration difference between environmental and QC samples for calcium, magnesium, potassium, and silica <br />(constituents of dissolved solids) was 3.0 mg/L for calcium and was insufficient to significantly affect calculated dissolved-solids concen- <br />trations. Variability in manganese concentrations, however, may affect the interpretation of environmental data because manganese <br />concentrations in some samples exceeded the USEPA SDWR for manganese. Most differences in manganese concentrations in replicate <br />pairs for sites 7, 8, and 9 were greater than 10 rounding units, whereas concentrations in replicate pairs for other sites varied insignificantly <br />(tables 6-7, Appendix II). Variability in manganese concentrations for site 9 was 15.3 percent (±31.8 percent) of the concentration value <br />at the 95-percent confidence level (table 8, Appendix II). Variability in manganese concentrations for sites 7 and 8 was not determined <br />because of few data (only one replicate pair per well). <br />For nutrients and dissolved organic carbon, 122 ground-water replicate pairs were evaluated. Lowest rounding unit differences ranged <br />from 0 to 137 (tables 6-7, Appendix II). The latter value was an outlier, however, as the next highest difference was 19. Most replicate <br />pairs for ammonia plus organic nitrogen, nitrite, orthophosphate, and dissolved organic carbon had lowest rounding unit differences of 2 <br />or less. Interpretation of environmental data for these constituents was not affected by variability in reported concentrations. Lowest round- <br />ing unit differences greater than 2 were most common for ammonia, phosphorus, and nitrate. For ammonia and phosphorus, all differences <br />in lowest rounding unit were 6 or less. Interpretation of environmental data for ammonia was affected by the variability in reported con- <br />centrations, as the variability was within the concentration range of the environmental data (table 8, Appendix II). Variability in phosphorus <br />data did not affect the interpretation of environmental data for phosphorus. For nitrate, some differences in concentrations between the <br />environmental and quality-control samples were large, ranging between 12 and 137 lowest rounding unit (tables 6-7, Appendix II). Exclud- <br />ing the replicate pair with the latter value, variability in nitrate concentrations was 1.79 percent (±3.72 percent) of the concentration value <br />at the 95-percent confidence level (table 8, Appendix II). However, because the maximum nitrate concentration of 4.72 mg/L in the ground- <br />water samples was well below the USEPA MCL of 10 mg/L (table 2), variability in nitrate concentrations did not affect the interpretation <br />of environmental data for nitrate. <br />All environmental and QC samples for the six ground-water replicate pairs of total coliform bacteria had concentrations less than the <br />reporting level of 1 col/100 mL (tables 6-7, Appendix II); therefore, variability in the concentration of total coliform bacteria could not be <br />determined. Variability in the concentration of MBAS also could not be determined because most (15 of 18) of the replicate pairs had all <br />concentrations below the reporting level (tables 6-7, Appendix II). Differences in radon-222 concentrations in the environmental and QC <br />samples ranged between 7 and 78 lowest rounding unit (tables 6-7, Appendix II), which did affect the interpretation of environmental data