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Odour Threshold Investigation 2012 - Bay of Plenty Regional Council

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Figure 7.11<br />

Log 10 mean session data for the entire group and locations.<br />

Box-Cox transformations 77 were also investigated and similarly showed<br />

improvements in the normality <strong>of</strong> the resulting dataset. A lambda value <strong>of</strong> -0.15 was<br />

derived which is positioned between the natural log and reciprocal square root<br />

transformation families. For the analysis in this project the log-transformed data<br />

above has been chosen due to this supporting output from several different<br />

statistical methods <strong>of</strong> transforming datasets.<br />

7.5.4 Mean H 2 S threshold calculations for the dataset<br />

Table 7.1 show a statistical summary <strong>of</strong> the dataset grouped by location as well as<br />

the entire dataset. The geometric mean was determined by taking the logarithms <strong>of</strong><br />

the original data values, calculating the mean <strong>of</strong> the log values, and then converting<br />

that back to a non-log form (i.e. exponentiating or back-transforming e.g. 10 x ). As<br />

expected for this type <strong>of</strong> skewed data, the geometric mean is approximately equal to<br />

the median value.<br />

Table 7.1<br />

Mean threshold values (µg/m 3 ) for all data and by location.<br />

Statistic<br />

summary<br />

All data<br />

(µg/m 3 )<br />

Rotorua<br />

(µg/m 3 )<br />

Whakatāne<br />

(µg/m 3 )<br />

Mean 0.99 1.39 0.73<br />

Median 0.67 1.12 0.49<br />

Geometric mean 0.71 1.11 0.53<br />

77 Osborne, J.W., 2010, Improving your data transformations: Applying the Box-Cox transformation,<br />

Practical Assessment, Research & Evaluation, Volume 15, Number 12.<br />

http://pareonline.net/pdf/v15n12.pdf<br />

42 Environmental Publication <strong>2012</strong>/06–A review <strong>of</strong> odour properties <strong>of</strong> H 2 S <strong>Odour</strong> <strong>Threshold</strong> <strong>Investigation</strong> <strong>2012</strong>

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