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Keeping water supplies clean requires regular measurement of levels of pollutants. The measurements are indirect a typical analysis involves forming a dye by a chemical reaction with the dissolved pollutant, then passing light through the solution and measuring its "absorbence." To calibrate such measurements, the laboratory measures known standard solutions and uses regression to relate absorbence and pollut ant concentration. This is usually done every day. Here is one series of data on the absorbence for different levels of nitrates. Nitrates are measured in milligrams per liter of water.

 Nitrates 50501002004008001200160020002000 Absorbence 7.07.512.824.047.093.0138.0183.0230.0226.0\begin{array}{lllllllllll} \text { Nitrates } & 50 & 50 & 100 & 200 & 400 & 800 & 1200 & 1600 & 2000 & 2000 \\ \hline \text { Absorbence } & 7.0 & 7.5 & 12.8 & 24.0 & 47.0 & 93.0 & 138.0 & 183.0 & 230.0 & 226.0 \end{array}

(a) Chemical theory says that these data should lie on a straight line. If the correlation is not at least 0.997, something went wrong, and the calibration procedure is repeated. Plot the data and find the correlation. Must the calibration be done again?

(b) The calibration process sets nitrate level and measures absorbence . The linear relationship that results is used to estimate the nitrate level in water from a measurement of absorbence . What is the equation of the line used to estimate nitrate level? What does the slope of this line say about the relationship between nitrate level and absorbence? What is the estimated nitrate level in a water specimen with absorbence 40?

(c) Do you expect estimates of nitrate level from absorbence to be quite accurate? Why?

Question

Chemical theory says that these data should lie on a straight line. If the correlation is not at least 0.997, something went wrong and the calibration procedure is repeated. Plot the data and find the correlation. Must the calibration be done again?

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The Nitrates are on the horizontal axis, while the absorbance is on the vertical axis.

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