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<h1>Reproducible Research: Peer Assessment 1</h1>
<h1></h1>
<h2>Loading and preprocessing the data</h2>
<pre><code class="r">con <- file("activity.csv", "r")
data <- read.csv(con)
close(con)
</code></pre>
<p>Process/transform the data into a format suitable for analysis</p>
<pre><code class="r">data$date <- as.Date(strptime(data$date, "%Y-%m-%d"))
</code></pre>
<p>Make a histogram of the total number of steps taken each day</p>
<pre><code class="r">steps_per_day <- aggregate(data$steps, by = list(data$date), sum)
colnames(steps_per_day) <- c("date", "steps")
hist(steps_per_day$steps, main = "Steps per day", xlab = "")
</code></pre>
<p><img 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" alt="plot of chunk unnamed-chunk-3"/> </p>
<h2>What is mean total number of steps taken per day?</h2>
<p>Calculate and report the mean and median total number of steps taken per day</p>
<pre><code class="r">steps_per_day_w_na <- na.omit(steps_per_day)
mean(steps_per_day_w_na$steps)
</code></pre>
<pre><code>## [1] 10766
</code></pre>
<pre><code class="r">median(steps_per_day_w_na$steps)
</code></pre>
<pre><code>## [1] 10765
</code></pre>
<h2>What is the average daily activity pattern?</h2>
<p>Make a time series plot (i.e. type = “l”) of the 5-minute interval (x-axis) and the average number of steps taken, averaged across all days (y-axis)</p>
<pre><code class="r">data_w_na <- na.omit(data)
steps_per_interval <- aggregate(data_w_na$steps, by = list(data_w_na$interval),
mean)
colnames(steps_per_interval) <- c("interval", "steps")
plot(steps_per_interval$interval, steps_per_interval$steps, type = "l", main = "average number of steps",
xlab = "interval", ylab = "steps")
</code></pre>
<p><img 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" alt="plot of chunk unnamed-chunk-5"/> </p>
<p>Which 5-minute interval, on average across all the days in the dataset, contains the maximum number of steps?</p>
<pre><code class="r">steps_per_interval$interval[steps_per_interval$steps == max(steps_per_interval$steps)]
</code></pre>
<pre><code>## [1] 835
</code></pre>
<p>Calculate and report the total number of missing values in the dataset (i.e. the total number of rows with NAs)</p>
<pre><code class="r">sum(is.na(data$steps))
</code></pre>
<pre><code>## [1] 2304
</code></pre>
<h2>Imputing missing values</h2>
<p>Devise a strategy for filling in all of the missing values in the dataset. The strategy does not need to be sophisticated. For example, you could use the mean/median for that day, or the mean for that 5-minute interval, etc.</p>
<p>Create a new dataset that is equal to the original dataset but with the missing data filled in.</p>
<pre><code class="r">library(plyr)
fData <- join(data, steps_per_interval, "interval")
for (i in seq_along(data$steps)) {
if (is.na(fData[i, 1]) == TRUE) {
fData[i, 1] <- fData[i, 4]
}
}
fData <- fData[, 1:3]
head(fData)
</code></pre>
<pre><code>## steps date interval
## 1 1.71698 2012-10-01 0
## 2 0.33962 2012-10-01 5
## 3 0.13208 2012-10-01 10
## 4 0.15094 2012-10-01 15
## 5 0.07547 2012-10-01 20
## 6 2.09434 2012-10-01 25
</code></pre>
<p>Make a histogram of the total number of steps taken each day with this new dataset</p>
<pre><code class="r">steps_per_day_2 <- aggregate(fData$steps, by = list(fData$date), sum)
colnames(steps_per_day_2) <- c("date", "steps")
hist(steps_per_day_2$steps, main = "Steps per day with new dataset", xlab = "")
</code></pre>
<p><img 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" alt="plot of chunk unnamed-chunk-9"/> </p>
<p>Calculate and report the mean and median total number of steps taken per day</p>
<pre><code class="r">mean(steps_per_day_2$steps)
</code></pre>
<pre><code>## [1] 10766
</code></pre>
<pre><code class="r">median(steps_per_day_2$steps)
</code></pre>
<pre><code>## [1] 10766
</code></pre>
<h2>Are there differences in activity patterns between weekdays and weekends?</h2>
<p>No, we can say that there is significant impact</p>
<p>Create a new factor variable in the dataset with two levels: “weekday” and “weekend” indicating whether a given date is a weekday or weekend day.</p>
<pre><code class="r">fData$weekDay <- weekdays(fData$date)
for (i in seq_along(fData$weekDay)) {
if (fData$weekDay[i] == "Saturday" | fData$weekDay[i] == "Sunday") {
fData$dayType[i] <- "weekend"
} else {
fData$dayType[i] <- "weekday"
}
}
head(fData)
</code></pre>
<pre><code>## steps date interval weekDay dayType
## 1 1.71698 2012-10-01 0 Monday weekday
## 2 0.33962 2012-10-01 5 Monday weekday
## 3 0.13208 2012-10-01 10 Monday weekday
## 4 0.15094 2012-10-01 15 Monday weekday
## 5 0.07547 2012-10-01 20 Monday weekday
## 6 2.09434 2012-10-01 25 Monday weekday
</code></pre>
<p>Make a panel plot containing a time series plot (i.e. type = “l”) of the 5-minute interval (x-axis) and the average number of steps taken, averaged across all weekday days or weekend days (y-axis)</p>
<pre><code class="r">require(lattice)
</code></pre>
<pre><code>## Loading required package: lattice
</code></pre>
<pre><code class="r">xyplot(steps ~ interval | dayType, data = fData, type = "l", layout = c(1, 2),
ylab = "Number of steps", xlab = "Interval")
</code></pre>
<p><img 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" 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