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<title>Reproducible Research assignment 1: Daily activity monitoring</title>
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<h1>Reproducible Research assignment 1: Daily activity monitoring</h1>
<p>Note: Rstudio is being funny. Using the following to knit HTML from the .Rmd</p>
<pre><code>library(knitr)
library(markdown)
knit('PA1_template.Rmd')
markdownToHTML('PA1_template.md','PA1_template.html')
</code></pre>
<h2>Loading and preprocessing the data</h2>
<p>load the data here. Load the data from the csv as “data”, casting the “date” field as a date class. Also load ggplot2 and dplyr while we're at it.</p>
<pre><code class="r">data<-read.csv('activity.csv')
data$date <- as.Date(data$date)
data$weekday <- weekdays(data$date)
suppressMessages(library(ggplot2))
</code></pre>
<pre><code>## Warning: package 'ggplot2' was built under R version 3.1.3
</code></pre>
<pre><code class="r">suppressMessages(library(dplyr))
</code></pre>
<pre><code>## Warning: package 'dplyr' was built under R version 3.1.3
</code></pre>
<h2>What is mean total number of steps taken per day?</h2>
<ol>
<li>Make a histogram of the total number of steps taken each day</li>
</ol>
<p>Use the <code>aggregate</code> function to compute total steps per day, then plot steps taken per day as a histogram. This uses the ggplot2 package.</p>
<pre><code class="r">stepsPerDay<-aggregate(steps~date,data,sum)
g<-ggplot(data=stepsPerDay,aes(steps,fill=..count..),na.rm=TRUE)
labels<- labs(x='steps per day')
g+ geom_histogram(binwidth=1000) + labels
</code></pre>
<p><img 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" alt="plot of chunk unnamed-chunk-2"/></p>
<ol>
<li>Calculate and report the <strong>mean</strong> and <strong>median</strong> total number of steps taken per day</li>
</ol>
<p>Get the mean and median steps per day using the mean and median functions on the stepsPerDay dataframe.</p>
<pre><code class="r">themean=mean(stepsPerDay$steps)
themedian=median(stepsPerDay$steps)
</code></pre>
<pre><code class="r">themean
</code></pre>
<pre><code>## [1] 10766.19
</code></pre>
<pre><code class="r">themedian
</code></pre>
<pre><code>## [1] 10765
</code></pre>
<p>That's pretty good. My phone says I did 65k steps last week.</p>
<h2>What is the average daily activity pattern?</h2>
<ol>
<li>Make a time series plot (i.e. <code>type = "l"</code>) of the 5-minute interval (x-axis) and the average number of steps taken, averaged across all days (y-axis)</li>
</ol>
<p>Want to plot steps per 5-min interval, averaged over all days
Use the <code>aggregate</code> function to get this data.</p>
<pre><code class="r">stepsPerInterval<-aggregate(steps~interval,data,mean)
g<-ggplot(data=stepsPerInterval,aes(interval,steps,colour='red'))
labels<- labs(x='interval',y='mean steps per 5 minute interval')
g+ geom_line() + labels
</code></pre>
<p><img 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" alt="plot of chunk unnamed-chunk-6"/></p>
<ol>
<li>Which 5-minute interval, on average across all the days in the dataset, contains the maximum number of steps?
Max would give us the maximum value of steps. Use <code>which.max()</code> to get the row that contains the maximum.</li>
</ol>
<pre><code class="r">stepsPerInterval[which.max(stepsPerInterval$steps),]
</code></pre>
<pre><code>## interval steps
## 104 835 206.1698
</code></pre>
<p>interval 835 (206 steps). Presumably this is 8.35-8.40 am? Subject could be walking to work.</p>
<h2>Imputing missing values</h2>
<ol>
<li>Calculate and report the total number of missing values in the dataset (i.e. the total number of rows with <code>NA</code>s)</li>
</ol>
<p>How many missing values are there?</p>
<pre><code class="r">dim(data)
</code></pre>
<pre><code>## [1] 17568 4
</code></pre>
<pre><code class="r">sum(is.na(data$steps))
</code></pre>
<pre><code>## [1] 2304
</code></pre>
<p>Quite a bit. How are the missing values distributed by day? Group steps by day, sum the NA values for each group.</p>
<pre><code class="r">missByDay<- data %>% select(date,steps) %>% group_by(date) %>% summarise_each(funs(sum(is.na(.))),missing=steps)
missByDay %>% filter(missing > 0)
</code></pre>
<pre><code>## Source: local data frame [8 x 2]
##
## date missing
## (date) (int)
## 1 2012-10-01 288
## 2 2012-10-08 288
## 3 2012-11-01 288
## 4 2012-11-04 288
## 5 2012-11-09 288
## 6 2012-11-10 288
## 7 2012-11-14 288
## 8 2012-11-30 288
</code></pre>
<p>So for each of these 8 days, the steps data for every interval is missing. That makes life easier, as we're not sampling some intervals more often than others.</p>
<h4>Impute things.</h4>
<ol>
<li>Devise a strategy for filling in all of the missing values in the dataset. The strategy does not need to be sophisticated. For example, you could use the mean/median for that day, or the mean for that 5-minute interval, etc.</li>
<li>Create a new dataset that is equal to the original dataset but with the missing data filled in.</li>
</ol>
<p>Compute the mean and median steps grouped by weekday and interval, with missing values omitted. Store this information in a dataFrame called lookup, as it will be used as a lookup table for the imputation.</p>
<pre><code class="r">data$weekday = weekdays(data$date)
lookup<- data %>% select(steps,weekday,interval) %>% group_by(weekday,interval) %>%
summarize_each(funs(meansteps=mean(.,na.rm=TRUE),medsteps=median(.,na.rm=TRUE)))
</code></pre>
<p>Impute the missing values. First copy data as impData. Left join impData with lookup, based on weekday and interval. This will add the meansteps and medsteps columns from lookup to impData, based on when the weekday and interval columns match. Left join is good, as rows will not be deleted from impData if there is no match in lookup (even though this shouldn't occur). Now every row in impData has mean and median step data. For rows in which steps is missing (<code>is.na()</code>), copy meansteps to steps. Finally, delete the meansteps and mediansteps columns from impData. Note that as the mean is not an integer, some rows in steps will have non-integer values after imputation. Not a big deal.</p>
<p>(This question on <a href="http://stackoverflow.com/questions/35670213/replace-values-in-some-rows-based-on-other-dataframe-mapping-with-r">stackoverflow</a> was helpful).</p>
<pre><code class="r">thecolumn<-"meansteps"
impData<-data
impData <- impData %>% left_join( select(lookup,c(interval,weekday,meansteps,medsteps)),by=c("weekday"="weekday","interval"="interval"))
impData[is.na(impData$steps),"steps"]<-impData[is.na(impData$steps),thecolumn]
impData <- impData %>% select(date,interval,weekday,steps)
</code></pre>
<h4>Plot the imputed data.</h4>
<ol>
<li>Make a histogram of the total number of steps taken each day and Calculate and report the <strong>mean</strong> and <strong>median</strong> total number of steps taken per day. Do these values differ from the estimates from the first part of the assignment? What is the impact of imputing missing data on the estimates of the total daily number of steps?</li>
</ol>
<p>Make a histogram of total steps, same as for part 1 above, but using the imputed data.</p>
<pre><code class="r">stepsPerDayi<-aggregate(steps~date,impData,sum)
g<-ggplot(data=stepsPerDayi,aes(steps,fill=..count..),na.rm=TRUE)
labels<- labs(x='steps per day',title='imputed data')
g+ geom_histogram(binwidth=1000) + labels
</code></pre>
<p><img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAfgAAAH4CAYAAACmKP9/AAAD8GlDQ1BJQ0MgUHJvZmlsZQAAOI2NVd1v21QUP4lvXKQWP6Cxjg4Vi69VU1u5GxqtxgZJk6XpQhq5zdgqpMl1bhpT1za2021Vn/YCbwz4A4CyBx6QeEIaDMT2su0BtElTQRXVJKQ9dNpAaJP2gqpwrq9Tu13GuJGvfznndz7v0TVAx1ea45hJGWDe8l01n5GPn5iWO1YhCc9BJ/RAp6Z7TrpcLgIuxoVH1sNfIcHeNwfa6/9zdVappwMknkJsVz19HvFpgJSpO64PIN5G+fAp30Hc8TziHS4miFhheJbjLMMzHB8POFPqKGKWi6TXtSriJcT9MzH5bAzzHIK1I08t6hq6zHpRdu2aYdJYuk9Q/881bzZa8Xrx6fLmJo/iu4/VXnfH1BB/rmu5ScQvI77m+BkmfxXxvcZcJY14L0DymZp7pML5yTcW61PvIN6JuGr4halQvmjNlCa4bXJ5zj6qhpxrujeKPYMXEd+q00KR5yNAlWZzrF+Ie+uNsdC/MO4tTOZafhbroyXuR3Df08bLiHsQf+ja6gTPWVimZl7l/oUrjl8OcxDWLbNU5D6JRL2gxkDu16fGuC054OMhclsyXTOOFEL+kmMGs4i5kfNuQ62EnBuam8tzP+Q+tSqhz9SuqpZlvR1EfBiOJTSgYMMM7jpYsAEyqJCHDL4dcFFTAwNMlFDUUpQYiadhDmXteeWAw3HEmA2s15k1RmnP4RHuhBybdBOF7MfnICmSQ2SYjIBM3iRvkcMki9IRcnDTthyLz2Ld2fTzPjTQK+Mdg8y5nkZfFO+se9LQr3/09xZr+5GcaSufeAfAww60mAPx+q8u/bAr8rFCLrx7s+vqEkw8qb+p26n11Aruq6m1iJH6PbWGv1VIY25mkNE8PkaQhxfLIF7DZXx80HD/A3l2jLclYs061xNpWCfoB6WHJTjbH0mV35Q/lRXlC+W8cndbl9t2SfhU+Fb4UfhO+F74GWThknBZ+Em4InwjXIyd1ePnY/Psg3pb1TJNu15TMKWMtFt6ScpKL0ivSMXIn9QtDUlj0h7U7N48t3i8eC0GnMC91dX2sTivgloDTgUVeEGHLTizbf5Da9JLhkhh29QOs1luMcScmBXTIIt7xRFxSBxnuJWfuAd1I7jntkyd/pgKaIwVr3MgmDo2q8x6IdB5QH162mcX7ajtnHGN2bov71OU1+U0fqqoXLD0wX5ZM005UHmySz3qLtDqILDvIL+iH6jB9y2x83ok898GOPQX3lk3Itl0A+BrD6D7tUjWh3fis58BXDigN9yF8M5PJH4B8Gr79/F/XRm8m241mw/wvur4BGDj42bzn+Vmc+NL9L8GcMn8F1kAcXgSteGGAABAAElEQVR4Ae3dCZwUxdn48WeXPVh2l0tACJcoihJR+YsY8IgioohGRF+PmMSI8firb14wHklQ4n2g8TVgFDzQF6OJB0aiogGNJKDGk0tUBDEgSkA5F9gDdvedp3x73N2e2Z3d7p7p6vkVn2Fmarqrq77VO8/0VZ1TG0tCQgABBBBAAIFICeRGqjU0BgEEEEAAAQSMAAGeFQEBBBBAAIEIChDgI9ipNAkBBBBAAAECPOsAAggggAACERQgwEewU2lS8wXeffddee6555o/o8c5duzY0aISFi5cKM8++2xK8zZnWj3ntry8PKVymQgBBMItQIAPd/9QuzQJvPfeezJr1qw0Le2bxdx3331y7bXXtmiZ8+fPlwceeCCleZsz7fDhw0UtSAggYL8AAd7+PqQFPghcfPHF8sgjj/hQUupFLFu2TGpqalKfIQ1TLl26NA1LYREIIJAOAQJ8OpRZRugFpk+fLpdccomp50MPPSS/+tWv5Nxzz5WOHTvKkCFD5NNPPxX9EdC5c2cZNWqUfPzxx/Fpx48fL6eddpr57Pjjj5dFixaZzz777DPZf//967Vdy3z66adlxowZ8sQTT8hjjz0m559/vpnmww8/lOOOO07atWtn5vvDH/4Qn7esrMzUp0uXLjJ48GD54IMP4p81fNHYtLt375brr79e9ttvPykpKZH+/fvLU089ZYr44Q9/KJs2bTLLefLJJ6WxaRsuk/cIIBA+AQJ8+PqEGmVAQAPb2rVrzZL19Z133ikjRowwgbRNmzYyYMAA2XfffUW3utu2bSvTpk2LT3vPPffIEUccIatWrZIjjzxSTj31VNm2bZtUVVXJ8uXLpe5YUqtXr5atW7fK2WefLWeccYaceeaZ8vvf/162b98u+uNAg7eWc/PNN4v+cJg3b55ZztixY2XLli3y9ttvy4QJE+SZZ54x+Yn+a2zaRx99VPQxe/Zs+fLLL83yL7jgAhPMH3zwQenQoYPZ9T9mzBgzXbJpEy2XPAQQCJcAAT5c/UFtQiKgW7bnnXeefOc73zEBW7d2r7jiCtEt6JEjR8qCBQviNe3WrZtceeWVUlpaKr/85S/l66+/ljfeeCP+eaIXBQUFoo/CwkLRHxDPP/+8VFZWys9//nPzg+CYY46RU045RR5++GGpqKiQP//5z/KLX/xC9tprL1MfrUOi1NS0J598srz22mvSt29fE9QPOOAA8+NCt/qLi4slJyfHPOfn50tj0yZaNnkIIBAugbxwVYfaIBAOgZ49e8YrUlRUJP369ZPc3G9+D2tQ1t3XTjrqqKOclyZgH3zwwfLJJ59Inz594vlNvdDd+Tt37pShQ4fWm3TQoEFmi766utps3Tsf6p6CRCcF6tZ/Y9Pm5eXJDTfcIK+++qop6pBDDjHPOk/D1JxpG87LewQQyLwAAT7zfUANQijQqlWrlGulu+2dtGvXLtET1SZOnChOGbpVrT8SNP373/92Jq33vOeee0r79u1l5cqV8fnWr18vGmR1Xi1Lj+1rYNeku/4TJd3Cb2zayy+/3Bw+eP3116VXr17mEMQLL7xQ7zCCU25zpnXm4RkBBMIjwC768PQFNbFUQAP83LlzTZDU49i6q/t73/ue2Z2vu7r1M00vvvii6Ja6k3SX/oYNG8wW9wknnGACr146p3sHNm/ebE7u02vddRf+sGHD5P777ze703UrPdHWu5bb1LR6boAeftDgrucG3H333aY6er6AJq2T/rDQs/ubmtbMwH8IIBBaAQJ8aLuGitkioCfgXXrppaJb4f/93/9tgq9ujevJeDfddJM5mU4/mzx5spx00knxZukZ8xqoBw4cKD169JA//elPctttt0n37t3lwAMPNNP+7Gc/M9PrGfdr1qyR3r17y6GHHmpO6osX1OBFY9Pq1QH6Q0MPOejWvp5Nr+cQ6Bn8mrR+//Ef/yG33HKLuZKgsWkbLJa3CCAQMoGc2K94bhcbsk6hOvYITJo0yZxw95e//MVsjetJeA2T7qLXEev22GOPhh+ZrXXdre/swtcJdDe+luMc8687k57hrz8cdNd9U6mxaRtbhp4LoOcZOIcYGpu2qTrwOQIIZE6g6W+JzNWNJSNglUCi4K4NaN26tXkkaowG6obBumvXrokmNXl6XX6qqbFpG1uG7uavmxqbtu50vEYAgXAJEODD1R/UxjIB3T2vW7skBBBAIGwC7KIPW49QHwQQQAABBHwQ4CQ7HxApAgEEEEAAgbAJEODD1iPUBwEEEEAAAR8ECPA+IFIEAggggAACYRPI2El269atS4uFXuObrmV5aZAOMKLjgYc56QAuesa33iwlzEkvOdOBWxINvxqmeuud6XRAm7rD3oapfk5dbFg39URHvV/Axo0bnWqH8lkHPtLLH/W+A2FOetOh8vJycx+EMNfTWTf1e57kFmAL3m1CDgIIIIAAAtYLEOCt70IagAACCCCAgFuAAO82IQcBBBBAAAHrBQjw1nchDUAAAQQQQMAtQIB3m5CDAAIIIICA9QIEeOu7kAYggAACCCDgFiDAu03IQQABBBBAwHoBArz1XUgDEEAAAQQQcAsQ4N0m5CCAAAIIIGC9AAHe+i6kAQgggAACCLgFCPBuE3IQQAABBBCwXoAAb30X0gAEEEAAAQTcAgR4twk5CCCAAAIIWC9AgLe+C2kAAggggAACbgECvNuEHAQQQAABBKwXIMBb34U0AAEEEEAAAbcAAd5tQg4CCCCAAALWCxDgre9CGoAAAggggIBbgADvNiEHAQQQQAAB6wXyrG8BDUAgpALnz2nXRM2qYp8XNzrNIyO2Nvo5HyKAAALJBNiCTyZDPgIIIIAAAhYLEOAt7jyqjgACCCCAQDIBAnwyGfIRQAABBBCwWIAAb3HnUXUEEEAAAQSSCRDgk8mQjwACCCCAgMUCBHiLO4+qI4AAAgggkEyAAJ9MhnwEEEAAAQQsFiDAW9x5VB0BBBBAAIFkAgT4ZDLkI4AAAgggYLEAAd7izqPqCCCAAAIIJBMgwCeTIR8BBBBAAAGLBQjwFnceVUcAAQQQQCCZAAE+mQz5CCCAAAIIWCxAgLe486g6AggggAACyQQI8MlkyEcAAQQQQMBiAQK8xZ1H1RFAAAEEEEgmQIBPJkM+AggggAACFgvkZarupaWlaVt0OpfV0kYVFBRI2OuZn58vubm5oa9nXl6eaF1ra2tb2h2hmS8M64QN62arVq1EH2Hwamzl0b+fnJwcUdMwJ/0bKioqMn9HYa6nDetmJv0yFuDLysrS0u6SkhJJ17K8NEi/mMJez+LiYtE//LDXU7+YqqqqpLq62kuX+DBvO89lhMHahnWzsLDQBPgweDXW6c6P5MrKysYmy/hn+ndeXl4uFRUVGa9LYxVw1k39nie5BdhF7zYhBwEEEEAAAesFCPDWdyENQAABBBBAwC1AgHebkIMAAggggID1AgR467uQBiCAAAIIIOAWIMC7TchBAAEEEEDAegECvPVdSAMQQAABBBBwCxDg3SbkIIAAAgggYL0AAd76LqQBCCCAAAIIuAUI8G4TchBAAAEEELBegABvfRfSAAQQQAABBNwCBHi3CTkIIIAAAghYL0CAt74LaQACCCCAAAJuAQK824QcBBBAAAEErBcgwFvfhTQAAQQQQAABtwAB3m1CDgIIIIAAAtYLEOCt70IagAACCCCAgFuAAO82IQcBBBBAAAHrBQjw1nchDUAAAQQQQMAtQIB3m5CDAAIIIICA9QIEeOu7kAYggAACCCDgFiDAu03IQQABBBBAwHoBArz1XUgDEEAAAQQQcAsQ4N0m5CCAAAIIIGC9AAHe+i6kAQgggAACCLgFCPBuE3IQQAABBBCwXoAAb30X0gAEEEAAAQTcAgR4twk5CCCAAAIIWC9AgLe+C2kAAggggAACbgECvNuEHAQQQAABBKwXIMBb34U0AAEEEEAAAbcAAd5tQg4CCCCAAALWCxDgre9CGoAAAggggIBbgADvNiEHAQQQQAAB6wUI8NZ3IQ1AAAEEEEDALUCAd5uQgwACCCCAgPUCBHjru5AGIIAAAggg4BYgwLtNyEEAAQQQQMB6AQK89V1IAxBAAAEEEHALEODdJuQggAACCCBgvQAB3voupAEIIIAAAgi4BQjwbhNyEEAAAQQQsF6AAG99F9IABBBAAAEE3AIEeLcJOQgggAACCFgvQIC3vgtpAAIIIIAAAm4BArzbhBwEEEAAAQSsFyDAW9+FNAABBBBAAAG3AAHebUIOAggggAAC1gsQ4K3vQhqAAAIIIICAW4AA7zYhBwEEEEAAAesFCPDWdyENQAABBBBAwC1AgHebkIMAAggggID1AoEE+K+//lqWL18utbW11gPRAAQQQAABBGwU8D3Az5kzRyZPnixvv/223HXXXTaaUGcEEEAAAQSsF/A9wM+ePVuuueYa+fGPfywbNmyQrVu3Wo9EAxBAAAEEELBNIM/vCnfq1EnWrl0re+21l3zxxRfm0a5dO7OYI488Uqqrq2XgwIEyZcoUvxedtLwuXbok/SwsH+Tk5EhRUVFYqpOwHlpHTYWFhQk/D0umU8/MHyKq9EwShnXXhnVToXNzcyUMXo11enjWzcZq+Y1lQUGBtG3btvEJM/ypLetmpph8D/A//elPZfr06SaQa5AvKSmJt+2xxx4zx+U1kG3cuDGeH+QL/YNP17K8tKO4uFh27NjhpYjA523Tpo20atVKysrKAl+WlwW0bt1adu3aZdZBL+V4n/fbdb+lZYVh3bVh3dRgpOvnli1bWkqdlvny8/NFg1JVVVValtfShehGWUVFhVRWev+R2tI6pDKfs26G/YddKm0JYhrfA/zKlSvlyiuvNH9s48ePl27dusXr3adPn/jrdevWxV8H/UL3GoQ96dZm2OtZU1NjtpJsqKfWMez1TGWdDEMbbFk31TMMXo31q+5l0EfY66l9rn/vNtQz7HVsbH0I+jPfA7xusd96662iW1EjR44U/cVKQgABBBBAAIH0Cvge4AcNGiSHHHKIaUVenu/Fp1eHpSGAAAIIIGCpQCARmMBu6dpAtRFAAAEEIiPg+2VykZGhIQgggAACCFgsQIC3uPOoOgIIIIAAAskECPDJZMhHAAEEEEDAYgECvMWdR9URQAABBBBIJkCATyZDPgIIIIAAAhYLEOAt7jyqjgACCCCAQDIBAnwyGfIRQAABBBCwWIAAb3HnUXUEEEAAAQSSCRDgk8mQjwACCCCAgMUCBHiLO4+qI4AAAgggkEyAAJ9MhnwEEEAAAQQsFiDAW9x5VB0BBBBAAIFkAgT4ZDLkI4AAAgggYLEAAd7izqPqCCCAAAIIJBMgwCeTIR8BBBBAAAGLBQjwFnceVUcAAQQQQCCZAAE+mQz5CCCAAAIIWCxAgLe486g6AggggAACyQQI8MlkyEcAAQQQQMBiAQK8xZ1H1RFAAAEEEEgmQIBPJkM+AggggAACFgsQ4C3uPKqOAAIIIIBAMgECfDIZ8hFAAAEEELBYgABvcedRdQQQQAABBJIJEOCTyZCPAAIIIICAxQIEeIs7j6ojgAACCCCQTIAAn0yGfAQQQAABBCwWIMBb3HlUHQEEEEAAgWQCBPhkMuQjgAACCCBgsQAB3uLOo+oIIIAAAggkEyDAJ5MhHwEEEEAAAYsFCPAWdx5VRwABBBBAIJlAXrIPyEcAgWgInHrPwow3ZNa4gRmvAxVAINsE2ILPth6nvQgggAACWSFAgM+KbqaRCCCAAALZJkCAz7Yep70IIIAAAlkhQIDPim6mkQgggAAC2SZAgM+2Hqe9CCCAAAJZIUCAz4puppEIIIAAAtkmQIDPth6nvQgggAACWSFAgM+KbqaRCCCAAALZJkCAz7Yep70IIIAAAlkhQIDPim6mkQgggAAC2SZAgM+2Hqe9CCCAAAJZIUCAz4puppEIIIAAAtkmQIDPth6nvQgggAACWSFAgM+KbqaRCCCAAALZJkCAz7Yep70IIIAAAlkhQIDPim6mkQgggAAC2SZAgM+2Hqe9CCCAAAJZIZCXqVaWlpambdHpXFZLG1VQUCBhr2d+fr7k5uaGvp55eXmida2trW1pd4RmvrCvE6lCBd2OVq1aiT6CXk6q7U02nf795OTkiP69hznp31BRUZH5OwpzPW343sykX8YCfFlZWVraXVJSIulalpcG6RdT2OtZXFws+ocf9nrqF1NVVZVUV1d76RIf5m3nuYywW6fawKDbUVhYaAJ80MtJtb3JpnN+JFdWViabJBT5+ndeXl4uFRUVoahPsko435v6PU9yC7CL3m1CDgIIIIAAAtYLEOCt70IagAACCCCAgFuAAO82IQcBBBBAAAHrBQjw1nchDUAAAQQQQMAtQIB3m5CDAAIIIICA9QIEeOu7kAYggAACCCDgFiDAu03IQQABBBBAwHoBArz1XUgDEEAAAQQQcAsQ4N0m5CCAAAIIIGC9AAHe+i6kAQgggAACCLgFCPBuE3IQQAABBBCwXoAAb30X0gAEEEAAAQTcAgR4twk5CCCAAAIIWC9AgLe+C2kAAggggAACbgECvNuEHAQQQAABBKwXIMBb34U0AAEEEEAAAbcAAd5tQg4CCCCAAALWC+RZ3wIagECEBU66ca7n1uW37eS5DApAAAH7BNiCt6/PqDECCCCAAAJNChDgmyRiAgQQQAABBOwTIMDb12fUGAEEEEAAgSYFCPBNEjEBAggggAAC9gkQ4O3rM2qMAAIIIIBAkwIE+CaJmAABBBBAAAH7BAjw9vUZNUYAAQQQCLnA6tWr5aGHHspoLQnwGeVn4QgggAACURR48803RR+ZTAT4TOqzbAQQQACBjAlMnTpV+vfvL4cddphMmzbN1OPTTz+VsWPHmvyLLrpIVqxYYfJHjx4df71mzRoZOXKkyb/rrrtkwoQJMnDgQOnevbvcfvvtsmPHDpk4caK88MILop9nKhHgMyXPchFAAAEEMibwz3/+U37729/KK6+8IvPmzZN7771X1q9fL+eee64cfPDB8sEHH8iRRx4pV1xxhanjF198IVVVVeb1rl27ZO3ateb1pk2b5M9//rP87W9/k3feeUduvvlmk3/jjTfKySefLFdeeaV5n4n/CPCZUGeZCCCAAAIZFfjHP/4hJ554onznO9+R4uJiWbp0qXletGiRXHDBBZKbm2uC/bvvviubN29utK6nnHKKdOjQwZTVpUsX2bJlS6PTp+tDAny6pFkOAggggEBoBAoKCkxAdyq0detWqa2tlXbt2ol+pkmDvOZt377dvK+urjbP5eXl5tn5r2vXrs5LadWqlZknnpHBFwT4DOKzaAQQQACBzAiceuqpMmfOHNHd7RrEjz76aPnyyy/lqKOOktmzZ5tKLViwwDz37NnTBH49Pq9Jd+nrPI0l/ZHg7NJvbLogPyPAB6lL2QgggAACoRTo06ePnHHGGeY4+/e+9z3zul+/fuaEOb28bciQIXLeeefJzJkzTf3/8z//Uy655BKT/+GHHzbZpgEDBshLL70k48aNa3LaoCbIif0KafxnSEBLXrduXUAl1y+2W7dukq5l1V9y896VlpZKWVlZ82ZK89R6nCovL090V1aYU1FRkfnl7OxOy1Rdz5/TzvOi1//zGc9lhOF2sbPGDfTcjsYKKCwslJKSEtm4cWNjk2X8s/z8fLPbt7KyMuN1aawCejxZd0NXVFQ0NlnGP3O+N/V7vqVp9+7dUlNTE98t75Sj38daft2kW/tq0jC/7jR1X+t3kD6cXf51P0vHa+4Hnw5lloEAAgggEEoB3WhJlBIFcf2Bpo9Ukx6P10emErvoMyXPchFAAAEEEAhQgAAfIC5FI4AAAgggkCmBxPsmMlUblosAAggggEAaBM59qkKqqr2dgnbVUYUyuEd4t5MJ8GlYkVgEAggggEC4BLZX1Urlbm8BfneNt/mDFiHABy1M+QgggAACIRTQ4BzuAO0VjQDvVZD5EUAAAQTsE6iticV3rwHe6/zBshHgg/WldAQQQACBEApU76qSao+76GtrCkPYsm+rRID/1oJXCCCAAALZIlAbG1fe8xZ8uLHCe/pfuN2oHQIIIICAzQJmF73upvfySL6LXu9CVzctXrxYlixZUjcr/lpvPTt//nwz6l0804cXbMH7gEgRCCCAAAJ2CdTEhpCt8XiZXG2Ck/R09Pc77rhDZs2aJW+++aZBue6660SHJ169erWccMIJMnbs2DjW3LlzZcqUKaJj1z/66KPy8MMPxz/z+oIA71WQ+RFAAAEErBOoramObbzHtt69pAS7+O+77z5p06aN5OTkxEt+7bXXRO9Mp2PZDxs2rF6Anzx5ssyYMcPcT37UqFGyadMm6dixY3xeLy8I8F70mBcBBBBAwEqBYfsWSc3/BeiVX1XJp19XNdmOovwcObpvcXy6wgQR9LLLLjOfP/nkk+b5q6++kk6dOpnXOo69Bvm6SW+QpDf30dSjRw/5/PPPCfB1gXiNAAIIIIBAcwReXb49NtBN87bgd8YGx3n5w2/v+nnE3t8G+2TL1pvN1L2zZWN3ltM72+nWv18pwe8Pv4qmHAQQQAABBMIpUFuzW2qrmxfgXS3RE/SaSLq73bmN8bZt28xtjevO0rNnT1mzZo306tVLVq1aJb179677safXBHhPfMyMAAIIIGClQE1sV7nXY/AJTrJLZDFu3Dg566yzZP369XLbbbeZSYYOHSpvvPGGTJgwQcaPHy+69X766af7eu94Anyi3iAPAQQQQCDSArWxrW99eEl6xnyy9Prrr8c/OvPMM+W0004z94bPzf3m6nQN7poOOuggmTlzpjnLvrDQ34FzCPDxLuAFAggggEC2CNTGbhSjj3QlPcGuseR3cNdlBRLg9Xq/FStWyAEHHGB+sTTWKD5DAAEEEEAg3QK1u6uktpkn2bnq6HkXv6tEXzN8H8lu4cKFcuedd8pHH30kv/71r32tLIUhgAACCCDgh4CzBe/p2Y+KBFiG71vwTzzxhEycOFFat25tji3oiQN5ed8sRo9X6KPuAAABto2iEUAAAQQQSCygx989HoMP+1j2vgf4zZs3my143U2/7777Sr9+/eK4/fv3j520WCODBg2Sxx9/PJ4f9Itu3boFvQhfyi8pKfGlnKAL8fM6zaDrmtnyd2Z28SFaerr+BtO1nBDRBlYV3UizIbX8e1OPv3s7yS72CyHURL4HeL3O7/rrrzcj8lxzzTWiAd8Zpeedd94xGHrh/7///e+0wHTt2jVty/LSIF1Jt2/f7qWIwOfVwK57Y7SPw5z0i0lHi6o7uERm6ts2M4sN4VKD/nvXE5SKi4vNMJ8hbH68Snqile7BrKpqetS0+EwZeKHf2eXl5VJRUZGBpae+SOd7U7/nm5tqYnuXq3fH7ijnITV2Fr2HYn2b1fcAv9dee4lztqB+wdZdkev+0tqyZYtvjWiqoLB3glN/6ulIeH9WS1s8vbc2/CUE3RdO+c5zWEW0fhrgbain1jHs9dR+bnEdze1ivQX4rNuCv+iii8zA+Tt27BAN9nvuuWdY/9aoFwIIIIBAlgrY8gPGS/f4vgXft29fueqqqwK5aN9LQ5kXAQQQQAABR8AMVRu7o5ynFNvLEebke4B3GhvERftO2TwjgAACCCDgSSA2Fn3shvCeivB8Fr63pTc5d0rXwS9btsycGV+3tOeee05+85vf1M3iNQIIIIAAAlYIOLvoPT2HvKWNbsHrGZR6c3q9042e4T116tR4c/Qetw888ED8PS8QQAABBBCwRkB3r/u8i13HfXnvvffqERx++OHx9xpTlyxZEn8/ePDg+OsgXjQa4PVyo9mzZ5sK/eMf/5ALLrjA1EHPAtXLKNgNH0SXUCYCCCCAQNACNdW7Y3vo/d1Fr+O/zJo1y1RdbxH76quvysqVK+NNmT9/vkyaNEkOO+wwk5fRAK81aN++vRx99NGy3377yYIFC+pdF6l3wdEHCQEEEEAAAZsEamPH32s9BviGl+jpWAy33nqrYfjRj34kjz32WD2SRYsWmVvDamDv1KlTvc+CeNPoFryzwK+//loOPvhgOeKII2SPPfZwsqVdu3YE+LgGLxBAAAEEbBE4YWD3+O3gP167RVZ8ubXJqrcpzJPjDu4en64wr1X8dd0XeqtYHdBtyJAhdbNF79Xy7rvvmpFc9cdA0Ie5Uwrwekxh9OjRMm3atHqV5Q0CCCCAAAI2Cvz1vTVSURU7k74ZaWdFtTz/1qr4HN8fkHgYdA3cl19+eXw654XGUB3wTQ9zjxkzxtx1VYd0DyqldBb9d7/7XVMRHf6ThAACCCCAgO0CNbt3iddHopP0dLf90qVL48fZ6zrdfffd8eGU9YS7tm2DHc46pS14HXJ2w4YN0rlzZxk6dGh8KNpzzjlHzj777Lr15zUCCCCAAALhFwhoqFq96qxPnz712j927Fi5+uqrTfy88MILzaHuE088MfCRXlMK8HrGvP7yaJj22Wefhlm8RwABBBBAIPQCsZH2zT8vFdUSGqbevXvLzJkz62VPnz7dvN9///1l+PDh5mZYBQUF9aYJ4k1KAV53I4wYMSKI5VMmAggggAAC6ReoiQVnfXhJLZhdj7+nI7hrs1IK8HrLV72er2HS+7vrg4QAAggggIBNArU1u2IjzTbvJDtX+2q93k/eVaKvGSkFeL21q3Pxvi5d7+2s1/M98cQTBHhfu4PCEEAAAQTSIuDHFnxaKtryhaQU4PWEgYYX7E+ePFlWr17d8iUzJwIIIIAAAhkSqI2dZKcPT8nnoW491SXBzCkF+ATzSY8ePWTevHmJPiIPAQQQQACBUAvoKHZ+j2QXtganFOBXrVol11xzTbzuev2ejqn77LPPxvN4gQACCCCAgC0CNbGhavXhLbXgLDtvC2zW3CkFeB2e9qc//Wm8YB2C79577xW9HICEAAIIIICAdQJ6gpzXk+TCHd8lpZHsdMx5vW3szp075cknnzS75vVOOSQEEEAAAQSsFNDg7NwytqXPCa6DD5NFSgFeK3zKKafISy+9ZK6H16H4zjrrLDMcX5gaQ10QQAABBBBIRcDcTU7vKOfhkWio2lSWna5pUtpF/8knn5jbxjqj8WjlDjjgAHn66adlwIAB6aory0EAAQQQQMAXAT/Ook80kp0vlfOpkJQCfG5urpSXl9dbpL7v2rVrvTzeIIAAAgggYIWAs1veisq2rJIpBfi+ffvKjh075NRTT5Vjjz1Wli1bJnPmzJElS5a0bKnMhQACCCCAQAYFamMn2OnDU9IfCQ2S3pjtX//6l8nVYd51/Pm6ae3atfLZZ5+ZG8/oCetBppSPwc+ePVsGDx4sK1euFL197Pvvvy968h0JAQQQQAAB6wSqY7c/j90y1tMjQYD/3e9+J3o/+Oeee04WLFhQj2Xu3Lly6aWXyssvvywXXXRRvc+CeJPSFrwuePTo0eYuOHp5nB6LP+qoo0Qr27179yDqRZkIIIAAAggEJtC3Z+fYXd2+uQ7+q81lsnHrjiaXlZ/XSvbp0Tk+XV4r9zay7tl+5JFHpLCwUEpLS+PT6gsdAXbGjBmid2gdNWqUuTd8x44d603j5xt37RKUvnjxYhPI9X62mvTethMnTjRj0SeYnCwEEEAAAQRCLVAbG4s+vpveOR6fwrMzj3lOcJncBx98IDfddJO50mzatGn1DPTycg3umnQ02M8//7ze536/SWkLvjo2pN/69evrLXvbtm1SXFxcL483CCCAAAII2CCwYs2/paIytou+GalqV418/Nm6+By7d7uP4esGsR573717tzmsrbvi9RaxDZN+3qZNm4bZvr5PKcAfcsghUlVVJccdd5wcffTRsnz5cnnrrbdk4cKFvlaGwhBAAAEEEEiHgN4q1vPtYqV+gNegff3118vdd99tAnxRUVG94N6zZ09Zs2aN9OrVS1atWhX4aLApBXi9TE5Psps5c6Z89NFHcs4558SPMaSjI1gGAggggAACfgo4u9o9ldngJPq8vDxz+fh5550nGjd/85vfmOL1sLYe4p4wYYKMHz/eBP/TTz9dCgoKPC2+qZlTCvBaiFZEAzsJAQQQQAAB6wV8uR98gwgfQ9FArnu86wbvuoPE6YZyZWWlOQkvaMOUA3zQFaF8BBBAAAEE0iVQWxO7Dt7j3eR02PZEqW5wT/S5nmGfjkSAT4cyy0AAAQQQCJWAH0PVxu5WE6o2NawMAb6hCO8RQAABBKIv4FwS56Wl4Y7vQoD30rnMiwACCCBgpYDeKCbsN4vxCkuA9yrI/AggkBaB7196v+fl/P2+/++5DAqIhkBtbHwXfXhJyY7BeynTz3kJ8H5qUhYCCCCAgB0CeoKdx5PsOAZvR1dTSwQQQACBLBJgF30WdTZNRQABBBDIIoHYZXKiDy8pyWVyXor0c1520fupSVkIIIAAAlYI6DC1NbGHlxT2k/QI8F56l3kRQAABBOwU8OUyuXBfJ0eAt3PVpNYIIIAAAl4E/AjwSZavt4zVG83ss88+9aaoqKgQvV+8kwYPHuy8DOSZAB8IK4UigAACCIRZwJebzSQYye7iiy82d4vTe7+3b99eJk6cGGeYP3++TJo0SQ477DCTR4CP0/ACAQQQQAABnwRqY8ffPR6DlwYn2dXETtobMGCAXH755eaOcRrI6wb4RYsWmbvJaWDv1KmTTw1JXgxb8Mlt+AQBBBBAIKICPxg+JHaS3TfH0D/45DP5cMXqJlta3Ka1jDr2e/HpWhfmx1/rC71FrAZ3Tffee6+MGDHCvHb+W7hwobz77rvy+OOPS3FxsTzwwAPOR4E8E+ADYaVQBBBAAIEwC8ya+7qUV1Q2q4o7dpbLUy++Fp/nhO8Pir+u++Luu+82x9ofeuihutkybdo0KSkpkZycHBkzZoysWLFC9t1333rT+Pkm18/CKAsBBBBAAAEbBJyhaj09N9hFr+2+/fbbZd26dfLII49IXl79bWgN/Js2bTI8esJd27ZtA6Wqv/RAF0XhCCCAAAIIhENA7wXv9X7wDY/Br1mzRm644QYZMmSIHHfccVJaWiqzZs2SsWPHytVXXy1Dhw6VCy+8UPbYYw858cQTZc899wwUgwAfKC+FI4AAAgiEU0CPv/t7HXuvXr2kvLzc1dzp06ebvP3331+GDx8uu3btkoKCAtd0fmcQ4P0WpTwEEEAAgdAL6J3gMnE3OD3+no7grh1AgA/9akgFEUAAAQR8F2Aset9JKRABBBBAAIGMC/gx0A1j0We8G6kAAggggAAC9QV82UXv7yH8+hX04V3GdtHr2YXpSulcVkvbpMdkwl7P/Px8M5BD2Oupl6ZoXTNxfK2l/R/1+cKyzmS6HjoQSjqPwbZ0vdK/IR1LXf+Owpy8fG/6EuDDjBOrW8YCfFlZWVpodFCBdC3LS4P0iyfs9dSRl/QPP+z11C+mqqoqqa6u9tIlPszbzocyolFEWNaZTNfD+ZFcWdm8AVbSvRbo37meDa7Xaoc5Od+b+j3f7FSzKzZUbezhKXm8n7ynZTc9c8YCfNNVYwoEEEAAAQSCEfBlC55d9MF0DqUigAACCCDQcgH/r4NveV2CmZMt+GBcKRUBBBBAIMwCeqOZ/7vZTMurGe5NeAJ8y3uWORFAAAEELBWorY0NVRt7eElhP5GXAO+ld5kXAQQQQMBOAV+24MPddO4mF+7+oXYIIIAAAoEIOMfgvTwnrtjixYvN7WITfbp27VqZP39+Wq7yYQs+UQ+QhwACCCAQaYFvRrLztou+4d3kFOy6664TvQxy9erVcsIJJ5g7yTmQc+fOlSlTpsiAAQPk0UcflYcfftj5KJBnAnwgrBSKAAIIIBBmgdrYWPT68JbcJ9m99tprsmDBAnPHuGHDhtUL8JMnT5YZM2ZIhw4dZNSoUebe8B07dvRWhUbmJsA3gsNHCCCAAALRFBhzyvFS838BfumHy+WDj1Y02dCS4jZyyonD4tO1bl0Yf60vvvrqK+nUqZPJ00GN9LawddPGjRtNcNe8Hj16yOeffy4E+LpCvEYAAQQQQMCjwLPPz5HyZo7Ut33HTvnjzBfiSx414pj4a33RqlWresfWG7st7O7du6VNmzb15vf7DVvwfotSHgIIIIBA6AUm/OIS2RULsl7S/vvuXW923RrXrXRN27Ztk4ZD6Pbs2VPWrFkjvXr1klWrVknv3r3rze/3GwK836KUhwACCCAQeoHLfvajQOo4btw4Oeuss2T9+vVy2223mWWMHTtWrr76apkwYYKMHz9edOv99NNPl8a28P2oHAHeD0XKQAABBBBAICZw5plnymmnnWZ21+vdAzVNnz7dPOt/M2fONGfZFxbWP34fn8DHFwR4HzEpCgEEEEAAgaZus5uO4K69wEA3rIsIIIAAAghEUIAAH8FOpUkIIIAAAggQ4FkHEEAAAQQQiKAAAT6CnUqTEEAAAQQQIMCzDiCAAAIIIBBBAQJ8BDuVJiGAAAIIIECAZx1AAAEEEEAgggIE+Ah2Kk1CAAEEEECAAM86gAACCCCAQAQFCPAR7FSahAACCCCAAAGedQABBBBAAIEIChDgI9ipNAkBBBBAAAECPOsAAggggAACERQgwEewU2kSAggggAACBHjWAQQQQAABBCIoQICPYKfSJAQQQAABBAjwrAMIIIAAAghEUIAAH8FOpUkIIIAAAggQ4FkHEEAAAQQQiKAAAT6CnUqTEEAAAQQQIMCzDiCAAAIIIBBBAQJ8BDuVJiGAAAIIIECAZx1AAAEEEEAgggIE+Ah2Kk1CAAEEEECAAM86gAACCCCAQAQFCPAR7FSahAACCCCAAAGedQABBBBAAIEIChDgI9ipNAkBBBBAAAECPOsAAggggAACERQgwEewU2kSAggggAACBHjWAQQQQAABBCIoQICPYKfSJAQQQAABBAjwrAMIIIAAAghEUIAAH8FOpUkIIIAAAggQ4FkHEEAAAQQQiKAAAT6CnUqTEEAAAQQQIMCzDiCAAAIIIBBBgUAC/Lp162Tp0qVSU1MTQTKahAACCCCAQPgFfA/wf/3rX+XRRx+V999/X+66667wC1BDBBBAAAEEIiiQ53eb2rdvL1dccYXZer/sssvqFb9+/Xqpra2VgoICyc31/bdFvWXVfZPOZdVdbnNe5+TkpNWkOXVzptU62lJP7XNd10jhEAjL32Cm66HLt+lvKNNeTa29Nlg21YYgP/c9wB9++OGyfPlyufnmm2XMmDH16j5y5EgT+A899FB58MEH630W5JvOnTsHWbwvZeuKWlRU5EtZQRai9SwsLAxyEdL7qJ8GWn66Cv/uRVPTtajQL2fQmKs817Goy16ey8j0d4H+/WgK+49PrWd+fr6UlpZ6Ng+yAFu+N4M0aKxs3wO8Lqxfv34yZcoUGTdunAwfPjy+kuhueyfpcfp0pG7duonuOQh70j+ksrKyUFezuLhY8vLyZOvWraGuJ5VDIJlApr8LNGjqVnFlZWWyKoYiv0OHDlJeXi4VFRWhqE+ySjjfm/o9T3IL+L6fXLfMt23bJrqrvkuXLqFfkd0k5CCAAAIIIGC/gO9b8AMHDpQ77rhDdGvvwAMPlE6dOtmvRAsQQAABBBCwTMD3AD9o0CDRY+y7du0yJ9NZ5kF1EUAAAQQQiISA77voVUVPfNAz5UkIIIAAAgggkBmBQAJ8ZprCUhFAAAEEEEDAESDAOxI8I4AAAgggECEBAnyEOpOmIIAAAggg4AgQ4B0JnhFAAAEEEIiQAAE+Qp1JUxBAAAEEEHAECPCOBM8IIIAAAghESIAAH6HOpCkIIIAAAgg4AgR4R4JnBBBAAAEEIiRAgI9QZ9IUBBBAAAEEHAECvCPBMwIIIIAAAhESIMBHqDNpCgIIIIAAAo4AAd6R4BkBBBBAAIEICRDgI9SZNAUBBBBAAAFHgADvSPCMAAIIIIBAhAQI8BHqTJqCAAIIIICAI0CAdyR4RgABBBBAIEICBPgIdSZNQQABBBBAwBEgwDsSPCOAAAIIIBAhAQJ8hDqTpiCAAAIIIOAIEOAdCZ4RQAABBBCIkAABPkKdSVMQQAABBBBwBAjwjgTPCCCAAAIIREiAAB+hzqQpCCCAAAIIOAIEeEeCZwQQQAABBCIkQICPUGfSFAQQQAABBBwBArwjwTMCCCCAAAIREiDAR6gzaQoCCCCAAAKOAAHekeAZAQQQQACBCAkQ4CPUmTQFAQQQQAABR4AA70jwjAACCCCAQIQECPAR6kyaggACCCCAgCNAgHckeEYAAQQQQCBCAnm2t+X/jbrYcxPef3Ga5zKiUoBXTyyjsibQDgQQsF2ALXjbe5D6I4AAAgggkECAAJ8AhSwEEEAAAQRsFyDA296D1B8BBBBAAIEEAgT4BChkIYAAAgggYLsAAd72HqT+CCCAAAIIJBAgwCdAIQsBBBBAAAHbBQjwtvcg9UcAAQQQQCCBAAE+AQpZCCCAAAII2C5AgLe9B6k/AggggAACCQQI8AlQyEIAAQQQQMB2AQK87T1I/RFAAAEEEEggQIBPgEIWAggggAACtgsQ4G3vQeqPAAIIIIBAAgECfAIUshBAAAEEELBdgABvew9SfwQQQAABBBIIEOAToJCFAAIIIICA7QIEeNt7kPojgAACCCCQQCAvQV5askpLS9OynFQWEoa6FBQUSBjqkYpXY9NEoQ2NtY/P7BbI9PqZm5srOTk5on/vYU55eXlSVFQk+fn5Ya6mccx0n4YZKGMBvqysLDQuYaiLrqRhqIfXTolCG7waMH94BTK9fmrA1CBfWVkZXqRYzTTAl5eXS0VFRajr6XxvlpSUhLqemaocu+gzJc9yEUAAAQQQCFCAAB8gLkUjgAACCCCQKQECfKbkWS4CCCCAAAIBChDgA8SlaAQQQAABBDIlQIDPlDzLRQABBBBAIEABAnyAuBSNAAIIIIBApgQI8JmSZ7kIIIAAAggEKECADxCXohFAAAEEEMiUAAE+U/IsFwEEEEAAgQAFCPAB4lI0AggggAACmRIgwGdKnuUigAACCCAQoAABPkBcikYAAQQQQCBTAgT4TMmzXAQQQAABBAIUIMAHiEvRCCCAAAIIZEqAAJ8peZaLAAIIIIBAgAIE+ABxKRoBBBBAAIFMCRDgMyXPchFAAAEEEAhQIC/AsrOq6AHDfhiJ9uYXlUaiHTQCgSAE/Pg7/+T1mUFUrVll+tGOZi0wycRL//ZEkk/I9kOALXg/FCkDAQQQQACBkAkQ4EPWIVQHAQQQQAABPwQI8H4oUgYCCCCAAAIhEyDAh6xDqA4CCCCAAAJ+CBDg/VCkDAQQQAABBEImQIAPWYdQHQQQQAABBPwQIMD7oUgZCCCAAAIIhEyAAB+yDqE6CCCAAAII+CFAgPdDkTIQQAABBBAImQABPmQdQnUQQAABBBDwQ4AA74ciZSCAAAIIIBAyAQJ8yDqE6iCAAAIIIOCHAAHeD0XKQAABBBBAIGQCBPiQdQjVQQABBBBAwA8BArwfipSBAAIIIIBAyAQI8CHrEKqDAAIIIICAHwIEeD8UKQMBBBBAAIGQCRDgQ9YhVAcBBBBAAAE/BAjwfihSBgIIIIAAAiETIMCHrEOoDgIIIIAAAn4IEOD9UKQMBBBAAAEEQiZAgA9Zh1AdBBBAAAEE/BAgwPuhSBkIIIAAAgiETIAAH7IOoToIIIAAAgj4IUCA90ORMhBAAAEEEAiZAAE+ZB1CdRBAAAEEEPBDgADvhyJlIIAAAgggEDIBAnzIOoTqIIAAAggg4IcAAd4PRcpAAAEEEEAgZAIE+JB1CNVBAAEEEEDADwECvB+KlIEAAggggEDIBAjwIesQqoMAAggggIAfAgR4PxQpAwEEEEAAgZAJBBLgN2zYIIsXL5bq6uqQNZfqIIAAAgggkB0Cvgf4d955R37729/KW2+9JZMmTcoORVqJAAIIIIBAyATy/K7PM888I9dee62UlpbKVVddJdu2bZO2bduaxSxdulRqa2uluLhY2rVr5/eiW1xefn5+i+dlxvoCWNb34F24BMKwfrZq1UrCUI8w9IxXh9zcXCwb6cicWMCtbeTzZn90ySWXyNSpU818d955p5x22mnSt29f8/7EE080u+0POuggueOOO5pddktmyMvLk927d7dk1rTOoytqTU1NWpfZ3IXl5OSIPmyop8+rdXOpUppev+htOIxly7qp9Qy7p/79aAr7+qmWWkcb6qnfR/o9T3ILBKqigbWwsDC+1Jdffjn+et26dfHXQb7o1q2bfPXVV0EuwpeydY9HWVmZL2UFVYjuedE/pK1btwa1CF/KLSoqkqqqqtB/2Xfu3Fk2b94c+h+gNqyb+j1TUlIiGzdu9GUdCqoQ3WLV4FlZWRnUInwpt0OHDlJeXi4VFRW+lBdUIc66qd/zJLeA78fgu3TpIuvXrzdL+vLLL6Vr167upZKDAAIIIIAAAoEK+L4F/5Of/EQmT55stp6OOeYYjo8E2n0UjgACCCCAQGIB3wO8Hm+/5ZZbzC7SgoKCxEslFwEEEEAAAQQCFfB9F71TW4K7I8EzAggggAAC6RcILMCnvyksEQEEEEAAAQQcAQK8I8EzAggggAACERIgwEeoM2kKAggggAACjgAB3pHgGQEEEEAAgQgJEOAj1Jk0BQEEEEAAAUeAAO9I8IwAAggggECEBAjwEepMmoIAAggggIAjQIB3JHhGAAEEEEAgQgIE+Ah1Jk1BAAEEEEDAESDAOxI8I4AAAgggECEBAnyEOpOmIIAAAggg4AgQ4B0JnhFAAAEEEIiQAAE+Qp1JUxBAAAEEEHAECPCOBM8IIIAAAghESMD3+8GnapOXF/yia2tr5eOPP5aOHTtKTk5OqlXLyHQ1NTWSDhMvjduyZYtoPYuLi70Uk5Z5c3NzQ9/nn332mZSUlIS+321YNysqKmTz5s3Stm3btKxfLV2Is16G/W/9yy+/FL3ld2FhYUubmpb5bFg30wKRZCE5sSBYm+Qz67MrKyvloIMOkiVLloR+RbUB++GHH5ZPP/1Ubr31VhuqG/o6Dhs2TO69917p379/6Osa9grOmzdPpk6dKn/605/CXlUr6nfhhRfKD37wAznllFOsqC+VTCzALvrELuQigAACCCBgtUDw+8kzyNOqVSs599xzRZ9J3gUOOOAA6dy5s/eCKMEIjB492hw+gsO7QPfu3WXEiBHeC6IEI3DsscfKXnvthYblApHeRW9531B9BBBAAAEEWizALvoW0zEjAggggAAC4RWIdIDfsWOHvPfee6LPpKYFvvjiC/nwww/N46uvvjIzJDJMlLdhwwZZvHixVFdXN72giE+hJ3fqGfJO2r17t7FRIyclMkw1zykjW57Xr18vmzZtMs1VW2cd1WcnJVr/Vq5cKfqomxLl1f086q9XrVol+nfupETrZqp5idZXp1yewyHQ6vpYCkdV/K2FfiH8+te/ljZt2oie/T18+PDQX47kr0DzS7vuuuukvLxc1qxZYy6Fa926tctw27ZtrryFCxca4507d8orr7wiRx11VPMXHpE51OCWW24R/YE0aNAg0YtUJkyYYC7Z+8Mf/iD777+/aWnDdTORa6K8sF9e5Xc3ajC68sorZd9995UePXqIrmv/8z//I+qs66kav/POO67178EHH5QVK1bI66+/bqbdb7/9JFGe3/UNc3l33nmnbNy4URYtWmR+JB1yyCGudbNDhw4p5Wk7G67D2bZuhrmvnbpF9iS7v/71r3LWWWfJ0Ucfba7dfuutt8xrp+E81xfQ60k1nXPOOSa464mJf/zjH12G+oXb0PXFF1+Ua6+9VkpLS+Wqq64SDUxhvx65fuv9e3ffffdJnz59ZNeuXabQ5cuXS7du3czJnvqF+sILL0iXLl1cholcE+Xp+pwtqaqqSqZMmSLf/e53403WoH3mmWeKnvDZvn17k//MM8+41j/9IaB9oVujP//5z2XUqFHmx0HDvHjBEX+hf9977723nH766cZEL4MbMmSIa9084YQTUspLtA5n07ppy+oS2V3069atMyuqdsSee+4pupuPlFxg7dq1ZtfdI488IuPGjZNly5ZJIsNEeVu3bjXBXUvXP/y6u6KTLzGan+jW5qGHHhpvXCIvL3nxgrPghQ60cvvtt8f/jrXJGuBfeukl+d3vfieTJk0yCg3XP90N365dO/OZblXqYSMdBKdhnpkgS/7TAXY0uGt69tlnZfDgwSn/fae6vmYJpVXNjOwWvK7Qzlap/oGHfUSmTK81uvtzxowZ5pCGfkE+8cQTZiu8oWFTrrrFhPW3vZnIy0vetyVn5yvdQ1RUVGQOeegu4s8//7wehK5/+rmz3uqHGuR1j1TDvHozZskbHQhIB6u65pprzOELx8T5jmTdjNaKENkt+N69e8dPdPrXv/4lvXr1ilbP+dwa3YJ/+eWXTak67Kfubk9kmChPt9qdPSQ6xGXXrl19rp29xSXy8pJnr4Q/NdcApYeANOkufB02ueH617dvX9Gtek16IpgGfD1k1DDPTJBF/+k5IHoMXn8Y6Y8eL+thonmziNKapkZ2C16PJd11113y5ptvmi1KPf5JSi7Qs2dPswX/ySefiP6K1wGC9ISbhoZ6slLDPB1PffLkyWZX6DHHHCP5+fnJF5Rln+hgIZ06dZIbbrhBvv76azPMr25NNjRM5JooL8v4XM0dMGCA3HHHHWZ3++GHH24GCvrJT37iWv/0OP3EiRPNrvmLL77YlJMoz7WAiGboD3A9/KbnM/zXf/2X2VOnhz8arpv6wz6VvETrcETprG5W5Ae60V/5eiyPlJpAIi8veaktNfpTeTFMNG/0xZK3UK9M0F3xDX9INnTSafTHqj6clCjP+Sxbnxu6qYOXvGx1DGO7Ix/gw4hOnRBAAAEEEAha4NuftkEvifIRQAABBBBAIG0CBPi0UbMgBBBAAAEE0idAgE+fNUuKiMBrr70mf/vb36xrjY7oqIO+kBBAIDsECPDZ0c+00keBJ598st543j4WTVEIIICAbwIEeN8oKShqAno/A72HQb9+/eSggw6SefPmyYIFC+S5556TG2+80WzF60Arxx9/vLl3tg79+dFHHxmGM844Q37xi1+Yy5KGDh0qH3zwgcnXcdO1LB2TftiwYaLjD9RNOsTtkUceKT/84Q/NcKxjxoyR7du3m0n+/ve/i14mpkPh6nDBzvXgOo1e+qTjD+hIb3XT888/b+bp37+/GQHO+UyviT7wwANNWXq5mXMTlu9///vOJGbMcr1ckoQAAnYKEODt7DdqnQYBDYIaUHU8eR3DXAcC0uA7evRoc421BmgdLvWkk04ygyrpMLV6vbsmHfBHr3vXO+zpqGE6xr+m2267TW666Sb5+OOPRQOz/mCom/QSML1Bio4noHdL0+vof/WrX5lJNIjrtcw6VkH37t3NaIP6gY5Zr0nvt6CDvDhJBzU5//zz5emnnzbL0ZuzaNLBX7Te+oNF7y522GGHmRux6LxbtmyR999/30yn7Wd8cUPBfwhYKUCAt7LbqHQ6BHSLXIOcDqSid4dzgrezbA3GujWvn918881m/P5XX31V9Jammn784x+bEcNOPvlks6WuAf+4446Tyy67TK644grRwZfOPvtsp7j4s47boFvOOTk55lmP+euWuQ5WouOw6wAlOtrgzJkz4/PoHgMdXUzncZIGat1ToI+OHTuaHyb6mY7+9sYbb5iH/tjQvQrO3gBtq95kSIcw1THLdXAYEgII2ClAgLez36h1GgR0y3bJkiWiu7D1VpvHHntsvaXq7nTdGtbRwfTuZrob/P777zeDhOiEzs1NNOg6Y3xrcNcgrSOGnXfeeWbY0HqFxt7obXr1oUmHFNUfEnq4QMvT5ehD9x7oFr2TnGU57/VZ6+eUo+81yGvSHxp6mGDu3LmmznqnNV2GJv1hWVwM4AAAAohJREFUoT8cdOt+4MCBZjRD8wH/IYCAdQIEeOu6jAqnS0B3hz/++ONmi3v27Nkm2GvQ1C1sZ6SvkSNHmuroFrQGTb3neJs2bUyeHv/WNH/+fNljjz3MmOk6bKqOia57A/SOaG+//baZpu5/ujWtx9s16R6CI444wtz9S/cM6I8OXZa+brh7v24Z+tq5V7ruYdAArrf11aT3A9fj9XorVi1Lf8ToCG+aNF+3+LV+ugeChAAC9gpEdix6e7uEmodFQI+1/+AHP5C//OUvZve4nlinw6PqFr1ebqaBXI+PX3fddTJ16lTZuXOnXH/99ebOZdoG3ULWoKrHtZ966inTLN0FrvPqFreeYPfAAw+4mqtb3b/85S/N2P56Zz79caF7Ae655x5zuECDtd79Sw8fNJb0JiwaxDXQ681W9L70mvREOv2RoocLdFe87hHQ4/pO0jrqngY9t4CEAAL2CjBUrb19R83TJFBWVmbuSKa7y52kW9Aa7J1xzvVMd73pjpP0zPnf//73svfee8d31Tuf6bPen1xv5tMw6Z6Bzp07m6183dJPtOu94bIaltHwvW6da3312HvdpD88NPA7bXA+02PwesKe/qAgIYCAvQLffmPZ2wZqjkCgAnq8vGFqeM/7usG97rSJArR+nii4151PXyebN9myGs7vvNcfJnV/nDj57du3d17Gny+99FKZM2eOvPLKK/E8XiCAgJ0CbMHb2W/UOuQCel25Xsqm9yJvTtLd78uWLTPXqDdnPr+m1S33Hj16mLr7VSblIIBAZgQI8JlxZ6kIIIAAAggEKsBZ9IHyUjgCCCCAAAKZESDAZ8adpSKAAAIIIBCoAAE+UF4KRwABBBBAIDMC/wv29gVNnR0X+gAAAABJRU5ErkJggg==" alt="plot of chunk unnamed-chunk-12"/></p>
<p>Compute the mean and median daily steps after imputation.</p>
<pre><code class="r">mean(stepsPerDayi$steps)
</code></pre>
<pre><code>## [1] 10821.21
</code></pre>
<pre><code class="r">median(stepsPerDayi$steps)
</code></pre>
<pre><code>## [1] 11015
</code></pre>
<p>These are a little different(slightly higher), but not much. We are looking at the mean steps per day, whereas we imputed by mean steps per interval/weekday, so should not expect the mean to remain unchanged (or the median, for that matter).</p>
<h2>Are there differences in activity patterns between weekdays and weekends?</h2>
<ol>
<li>Create a new factor variable in the dataset with two levels – “weekday” and “weekend” indicating whether a given date is a weekday or weekend day.</li>
</ol>
<pre><code class="r">impData$weekend<- factor(impData$weekday %in% c('Saturday','Sunday'),labels=c('Weekday','Weekend'))
</code></pre>
<ol>
<li>Make a panel plot containing a time series plot (i.e. <code>type = "l"</code>) of the 5-minute interval (x-axis) and the average number of steps taken, averaged across all weekday days or weekend days (y-axis). </li>
</ol>
<pre><code class="r">impStepsPerInterval<-aggregate(steps~interval+weekend,data=impData,mean)
g<- ggplot(data=impStepsPerInterval,aes(x=interval,y=steps,colour='red'))
labels<-labs(x="interval",y="mean steps per interval")
title<- ggtitle("Mean Steps per 5 Minute Interval, for Weekdays and Weekends")
g+ geom_line() + facet_grid(.~weekend) +
labels + title
</code></pre>
<p><img 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" alt="plot of chunk unnamed-chunk-15"/></p>
<p>Yup, there are differences. Subject tends to be more active earlier in the day during the week, and more active later in the day during the weekend.</p>
<p>I also like this plot</p>
<pre><code class="r"># I also like this plot
h<- ggplot(data=impStepsPerInterval,aes(x=interval,y=steps,colour=steps))
h + geom_point() + facet_grid(.~weekend) +
scale_colour_gradientn(colours=c('purple','red')) +
geom_smooth() + labels + title
</code></pre>
<p><img 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" alt="plot of chunk unnamed-chunk-16"/></p>
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