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Russel-Research-Method-in-Anthropology

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Univariate Analysis 579<br />

countries to the right. In fact, the mean is $5,447 and the median is just<br />

$1,302.<br />

And we can now see that the variable TFR is distributed bimodally. This is<br />

especially evident <strong>in</strong> the frequency polygon, which has the telltale two-hump<br />

shape of a bimodal distribution. Many countries appear to have low TFR or<br />

high TFR, with fewer countries <strong>in</strong> the middle range.<br />

Bimodal Distributions<br />

Obviously, if we calculate the median or mean for a bimodal variable, we<br />

won’t get a realistic picture of the central tendency <strong>in</strong> the data. To understand<br />

TFR better, I divided the data <strong>in</strong>to cases above the median of 3.14 and cases<br />

below it. Then I calculated the means and medians for each of the two sets of<br />

data and ran the frequency polygons.<br />

Figure 19.7a shows the frequency polygon for the cases above the median;<br />

figure 19.7b shows the polygon for the cases below the median. Now it looks<br />

Number of Cases<br />

8<br />

7<br />

6<br />

5<br />

4<br />

3<br />

2<br />

1<br />

0<br />

3 4 5 6 7<br />

a. TFR<br />

Number of Cases<br />

8<br />

7<br />

6<br />

5<br />

4<br />

3<br />

2<br />

1<br />

0<br />

1.0 1.5 2.0 2.5 3.0<br />

b. TFR<br />

Figure 19.7. Frequency polygons for TFR (<strong>in</strong> table 19.8) above the median (figure<br />

19.7a) and below the median (figure 19.7b).<br />

as though we may have a multimodal distribution. This might be the result of<br />

sampl<strong>in</strong>g (which means we always have to be cautious about <strong>in</strong>terpret<strong>in</strong>g pictures<br />

of variables), but it isn’t. TFR really is multimodal. I was able to f<strong>in</strong>d<br />

out by runn<strong>in</strong>g the same analysis on 187 countries of the world for which we<br />

have data on this variable and compar<strong>in</strong>g the shapes. Usually, this is out of the<br />

question.<br />

Bimodal and multimodal distributions are everywhere. Figure 19.8 shows<br />

the frequency polygon for LEXFEM, female life expectancy, <strong>in</strong> table 19.8.

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