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When 50% of a data set is a text value, and the rest is numeric,
typically the average is calculated by either making the text value a numeric, then calculating the mean, or, ignoring the text value and average the numeric values only. For instance, the lowest detectable limit for serum aluminum may be <5, which is a text value. The remaining data ranges between 5-100. Making all <5s = 5 will overestimate the mean because the <5 values range between 0 and 4.9, not 5. By ignoring the <5 is worse because if the distribution is gaussian, the mean should be close to 47, where the other approach has a mean around 20. But there should be a way to take the slope of the distribution as it approaches the lower reportable limit and the number of text values then determine the numeric equivalent of the values <5 and then, with the numeric values, determine the mean of the data set as well as other statistical measurements. Does anyone know of such a calculation, a similar, or equivalent calculation? |
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