Rlabs/Rcode_twosampleT.html at master · huebner/Rlabs · GitHub

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<h1> Rcode for inference for comparing means (t-interval or t-test)</h1>

<p>Internet users per 100 people downloaded from GAPMINDER (<a href="http://www.gapminder.org/data/">http://www.gapminder.org/data/</a>)
subset of 15 countries</p>

<pre><code class="r">ituse &lt;- read.csv(&quot;internetusers.csv&quot;, header = TRUE)
</code></pre>

<p>There are 15 countries in 2001 and 2011.</p>

<pre><code class="r">countries &lt;- c(&quot;Argentina&quot;, &quot;Australia&quot;, &quot;Belgium&quot;, &quot;Canada&quot;, &quot;Egypt&quot;, &quot;France&quot;,
    &quot;Germany&quot;, &quot;Greece&quot;, &quot;India&quot;, &quot;Japan&quot;, &quot;Mexico&quot;, &quot;Niger&quot;, &quot;Singapore&quot;, &quot;United.Kingdom&quot;,
    &quot;United.States&quot;)
Y2011 &lt;- c(17.72058337, 63.02693628, 55.47689608, 71.59660113, 11.69839821,
    41.39108117, 68.76941828, 24.17107186, 2.388075, 66.19826223, 17.21, 0.221341351,
    61.00284566, 69.9749171, 68.26789985)
Y2001 &lt;- c(9.780807285, 52.60563888, 31.05933918, 59.97791664, 0.838945611,
    25.48284606, 31.66413443, 11.0173514, 0.660146377, 38.15162324, 7.038023117,
    0.105185431, 40.08896306, 33.47495977, 49.18000685)
</code></pre>

<p>Is there a sigificant change in internet users from 2001 to 2011 in these countries?</p>

<pre><code class="r">t.test(Y2001, Y2011, paired = TRUE)
</code></pre>

<pre><code>##
##  Paired t-test
##
## data:  Y2001 and Y2011
## t = -5.726, df = 14, p-value = 5.244e-05
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
##  -22.73 -10.34
## sample estimates:
## mean of the differences
##                  -16.53
</code></pre>

<p>or testing independent samples of no change versus the alternative hypothesis
that in 2001 were fewer internet users.</p>

<pre><code class="r">t.test(Y2001, Y2011, alternative = &quot;less&quot;)
</code></pre>

<pre><code>##
##  Welch Two Sample t-test
##
## data:  Y2001 and Y2011
## t = -1.892, df = 25.76, p-value = 0.0349
## alternative hypothesis: true difference in means is less than 0
## 95 percent confidence interval:
##    -Inf -1.622
## sample estimates:
## mean of x mean of y
##     26.08     42.61
</code></pre>

<p>Look at the data. Which countries changed the most?</p>

<pre><code class="r">plot(Y2001, Y2011, xlab = &quot;Internet users per 100 in 2001&quot;, ylab = &quot;Internet users per 100 in 2011&quot;,
    xlim = c(-1, 70), ylim = c(0, 80), col = &quot;blue&quot;, pch = 19, cex = 1, lty = &quot;solid&quot;,
    lwd = 2)
text(Y2001, Y2011, labels = countries, cex = 0.7, pos = 3)
abline(a = 0, b = 1)
</code></pre>

<p><img src="data:image/png;base64,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" alt="plot of chunk unnamed-chunk-5"/> </p>

<p>Optional: look at internet use over time for some countries</p>

<pre><code class="r">plot(1990:2011, ituse[, c(&quot;United.States&quot;)], type = &quot;l&quot;, lty = 1, col = 1, xlab = &quot;year&quot;,
    ylab = &quot;internet users per 100&quot;, ylim = c(0, 90))
lines(1990:2011, ituse[, c(&quot;Germany&quot;)], type = &quot;l&quot;, lty = 1, col = 2)
lines(1990:2011, ituse[, c(&quot;Canada&quot;)], type = &quot;l&quot;, lty = 1, col = 3)
lines(1990:2011, ituse[, c(&quot;Japan&quot;)], type = &quot;l&quot;, lty = 1, col = 4)
lines(1990:2011, ituse[, c(&quot;France&quot;)], type = &quot;l&quot;, lty = 1, col = 5)
lines(1990:2011, ituse[, c(&quot;Greece&quot;)], type = &quot;l&quot;, lty = 1, col = 6)
legend(&quot;topleft&quot;, legend = c(&quot;United.States&quot;, &quot;Germany&quot;, &quot;Canada&quot;, &quot;Japan&quot;,
    &quot;France&quot;, &quot;Greece&quot;), lty = 1, col = 1:6, cex = 0.7)
</code></pre>

<p><img 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" alt="plot of chunk unnamed-chunk-6"/> </p>

<p>Check whether the data follow a t-distribution</p>

<pre><code class="r">qqplot(qt(ppoints(15), df = 14), Y2001, main = expression(&quot;Q-Q plot for&quot; ~ ~{
    t
}[df == 14]))
</code></pre>

<p><img 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" alt="plot of chunk unnamed-chunk-7"/> </p>

<pre><code class="r">qqplot(qt(ppoints(15), df = 14), Y2011, main = expression(&quot;Q-Q plot for&quot; ~ ~{
    t
}[df == 14]))
</code></pre>

<p><img 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" alt="plot of chunk unnamed-chunk-7"/> </p>

<p>or a normal distribution</p>

<pre><code class="r">qqnorm(Y2001)
qqline(Y2001)
</code></pre>

<p><img 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" alt="plot of chunk unnamed-chunk-8"/> </p>

<pre><code class="r">qqnorm(Y2011)
qqline(Y2011)
</code></pre>

<p><img 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" alt="plot of chunk unnamed-chunk-8"/> </p>

<p>There is a question whether the 2011 internet usage data follow a symmetric distribution
for the selected countries. </p>

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